From f69db2f979dfd85069c406527ca4c6ee0297b3d4 Mon Sep 17 00:00:00 2001
From: Amugari3 <162797152+Amugari3@users.noreply.github.com>
Date: Sat, 6 Jul 2024 10:09:19 +0200
Subject: [PATCH] Add files via upload

---
 Lab Feature Engineering.ipynb | 1845 +++++++++++++++++++++++++++++++++
 1 file changed, 1845 insertions(+)
 create mode 100644 Lab Feature Engineering.ipynb

diff --git a/Lab Feature Engineering.ipynb b/Lab Feature Engineering.ipynb
new file mode 100644
index 0000000..39f6770
--- /dev/null
+++ b/Lab Feature Engineering.ipynb	
@@ -0,0 +1,1845 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "Lab Feature engineering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Public\\Documents\\Wondershare\\CreatorTemp\\ipykernel_30772\\675684478.py:3: DtypeWarning: Columns (8) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df=pd.read_csv(r\"C:\\Users\\alvar\\Documents\\learningSet.csv\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "# Leemos y exploramos los datos\n",
+    "df=pd.read_csv(r\"C:\\Users\\alvar\\Documents\\learningSet.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here we will work on cleaning some of the other columns in the dataset using the techniques that we used before in the lessons.\n",
+    "\n",
+    "Check for null values in the numerical columns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numericals = df.select_dtypes(include=['int', 'float'])\n",
+    "categoricals = df.select_dtypes(exclude=['int', 'float'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "      <th></th>\n",
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+       "      <th>NUMCHLD</th>\n",
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+       "      <th>WEALTH1</th>\n",
+       "      <th>HIT</th>\n",
+       "      <th>MBCRAFT</th>\n",
+       "      <th>MBGARDEN</th>\n",
+       "      <th>...</th>\n",
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+       "      <th>NEXTDATE</th>\n",
+       "      <th>TIMELAG</th>\n",
+       "      <th>AVGGIFT</th>\n",
+       "      <th>CONTROLN</th>\n",
+       "      <th>TARGET_B</th>\n",
+       "      <th>TARGET_D</th>\n",
+       "      <th>HPHONE_D</th>\n",
+       "      <th>RFA_2F</th>\n",
+       "      <th>CLUSTER2</th>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>95412 rows × 407 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       ODATEDW  TCODE   DOB   AGE  NUMCHLD  INCOME  WEALTH1  HIT  MBCRAFT  \\\n",
+       "0         8901      0  3712  60.0      NaN     NaN      NaN    0      NaN   \n",
+       "1         9401      1  5202  46.0      1.0     6.0      9.0   16      0.0   \n",
+       "2         9001      1     0   NaN      NaN     3.0      1.0    2      0.0   \n",
+       "3         8701      0  2801  70.0      NaN     1.0      4.0    2      0.0   \n",
+       "4         8601      0  2001  78.0      1.0     3.0      2.0   60      1.0   \n",
+       "...        ...    ...   ...   ...      ...     ...      ...  ...      ...   \n",
+       "95407     9601      1     0   NaN      NaN     NaN      NaN    0      NaN   \n",
+       "95408     9601      1  5001  48.0      1.0     7.0      9.0    1      0.0   \n",
+       "95409     9501      1  3801  60.0      NaN     NaN      NaN    0      NaN   \n",
+       "95410     8601      0  4005  58.0      NaN     7.0      NaN    0      NaN   \n",
+       "95411     8801      2  1801  80.0      NaN     5.0      8.0    3      0.0   \n",
+       "\n",
+       "       MBGARDEN  ...  FISTDATE  NEXTDATE  TIMELAG    AVGGIFT  CONTROLN  \\\n",
+       "0           NaN  ...      8911    9003.0      4.0   7.741935     95515   \n",
+       "1           0.0  ...      9310    9504.0     18.0  15.666667    148535   \n",
+       "2           0.0  ...      9001    9101.0     12.0   7.481481     15078   \n",
+       "3           0.0  ...      8702    8711.0      9.0   6.812500    172556   \n",
+       "4           0.0  ...      7903    8005.0     14.0   6.864865      7112   \n",
+       "...         ...  ...       ...       ...      ...        ...       ...   \n",
+       "95407       NaN  ...      9602       NaN      NaN  25.000000    184568   \n",
+       "95408       0.0  ...      9603       NaN      NaN  20.000000    122706   \n",
+       "95409       NaN  ...      9410    9501.0      3.0   8.285714    189641   \n",
+       "95410       NaN  ...      8612    8704.0      4.0  12.146341      4693   \n",
+       "95411       0.0  ...      8803    8809.0      6.0  96.794872    185114   \n",
+       "\n",
+       "       TARGET_B  TARGET_D  HPHONE_D  RFA_2F  CLUSTER2  \n",
+       "0             0       0.0         0       4      39.0  \n",
+       "1             0       0.0         0       2       1.0  \n",
+       "2             0       0.0         1       4      60.0  \n",
+       "3             0       0.0         1       4      41.0  \n",
+       "4             0       0.0         1       2      26.0  \n",
+       "...         ...       ...       ...     ...       ...  \n",
+       "95407         0       0.0         0       1      12.0  \n",
+       "95408         0       0.0         1       1       2.0  \n",
+       "95409         0       0.0         1       3      34.0  \n",
+       "95410         1      18.0         1       4      11.0  \n",
+       "95411         0       0.0         1       1      12.0  \n",
+       "\n",
+       "[95412 rows x 407 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conteo_nulos_por_columna = numericals.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ODATEDW         0\n",
+       "TCODE           0\n",
+       "DOB             0\n",
+       "AGE         23665\n",
+       "NUMCHLD     83026\n",
+       "            ...  \n",
+       "TARGET_B        0\n",
+       "TARGET_D        0\n",
+       "HPHONE_D        0\n",
+       "RFA_2F          0\n",
+       "CLUSTER2      132\n",
+       "Length: 407, dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conteo_nulos_por_columna "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ODATEDW',\n",
+       " 'TCODE',\n",
+       " 'DOB',\n",
+       " 'AGE',\n",
+       " 'NUMCHLD',\n",
+       " 'INCOME',\n",
+       " 'WEALTH1',\n",
+       " 'HIT',\n",
+       " 'MBCRAFT',\n",
+       " 'MBGARDEN',\n",
+       " 'MBBOOKS',\n",
+       " 'MBCOLECT',\n",
+       " 'MAGFAML',\n",
+       " 'MAGFEM',\n",
+       " 'MAGMALE',\n",
+       " 'PUBGARDN',\n",
+       " 'PUBCULIN',\n",
+       " 'PUBHLTH',\n",
+       " 'PUBDOITY',\n",
+       " 'PUBNEWFN',\n",
+       " 'PUBPHOTO',\n",
+       " 'PUBOPP',\n",
+       " 'MALEMILI',\n",
+       " 'MALEVET',\n",
+       " 'VIETVETS',\n",
+       " 'WWIIVETS',\n",
+       " 'LOCALGOV',\n",
+       " 'STATEGOV',\n",
+       " 'FEDGOV',\n",
+       " 'WEALTH2',\n",
+       " 'POP901',\n",
+       " 'POP902',\n",
+       " 'POP903',\n",
+       " 'POP90C1',\n",
+       " 'POP90C2',\n",
+       " 'POP90C3',\n",
+       " 'POP90C4',\n",
+       " 'POP90C5',\n",
+       " 'ETH1',\n",
+       " 'ETH2',\n",
+       " 'ETH3',\n",
+       " 'ETH4',\n",
+       " 'ETH5',\n",
+       " 'ETH6',\n",
+       " 'ETH7',\n",
+       " 'ETH8',\n",
+       " 'ETH9',\n",
+       " 'ETH10',\n",
+       " 'ETH11',\n",
+       " 'ETH12',\n",
+       " 'ETH13',\n",
+       " 'ETH14',\n",
+       " 'ETH15',\n",
+       " 'ETH16',\n",
+       " 'AGE901',\n",
+       " 'AGE902',\n",
+       " 'AGE903',\n",
+       " 'AGE904',\n",
+       " 'AGE905',\n",
+       " 'AGE906',\n",
+       " 'AGE907',\n",
+       " 'CHIL1',\n",
+       " 'CHIL2',\n",
+       " 'CHIL3',\n",
+       " 'AGEC1',\n",
+       " 'AGEC2',\n",
+       " 'AGEC3',\n",
+       " 'AGEC4',\n",
+       " 'AGEC5',\n",
+       " 'AGEC6',\n",
+       " 'AGEC7',\n",
+       " 'CHILC1',\n",
+       " 'CHILC2',\n",
+       " 'CHILC3',\n",
+       " 'CHILC4',\n",
+       " 'CHILC5',\n",
+       " 'HHAGE1',\n",
+       " 'HHAGE2',\n",
+       " 'HHAGE3',\n",
+       " 'HHN1',\n",
+       " 'HHN2',\n",
+       " 'HHN3',\n",
+       " 'HHN4',\n",
+       " 'HHN5',\n",
+       " 'HHN6',\n",
+       " 'MARR1',\n",
+       " 'MARR2',\n",
+       " 'MARR3',\n",
+       " 'MARR4',\n",
+       " 'HHP1',\n",
+       " 'HHP2',\n",
+       " 'DW1',\n",
+       " 'DW2',\n",
+       " 'DW3',\n",
+       " 'DW4',\n",
+       " 'DW5',\n",
+       " 'DW6',\n",
+       " 'DW7',\n",
+       " 'DW8',\n",
+       " 'DW9',\n",
+       " 'HV1',\n",
+       " 'HV2',\n",
+       " 'HV3',\n",
+       " 'HV4',\n",
+       " 'HU1',\n",
+       " 'HU2',\n",
+       " 'HU3',\n",
+       " 'HU4',\n",
+       " 'HU5',\n",
+       " 'HHD1',\n",
+       " 'HHD2',\n",
+       " 'HHD3',\n",
+       " 'HHD4',\n",
+       " 'HHD5',\n",
+       " 'HHD6',\n",
+       " 'HHD7',\n",
+       " 'HHD8',\n",
+       " 'HHD9',\n",
+       " 'HHD10',\n",
+       " 'HHD11',\n",
+       " 'HHD12',\n",
+       " 'ETHC1',\n",
+       " 'ETHC2',\n",
+       " 'ETHC3',\n",
+       " 'ETHC4',\n",
+       " 'ETHC5',\n",
+       " 'ETHC6',\n",
+       " 'HVP1',\n",
+       " 'HVP2',\n",
+       " 'HVP3',\n",
+       " 'HVP4',\n",
+       " 'HVP5',\n",
+       " 'HVP6',\n",
+       " 'HUR1',\n",
+       " 'HUR2',\n",
+       " 'RHP1',\n",
+       " 'RHP2',\n",
+       " 'RHP3',\n",
+       " 'RHP4',\n",
+       " 'HUPA1',\n",
+       " 'HUPA2',\n",
+       " 'HUPA3',\n",
+       " 'HUPA4',\n",
+       " 'HUPA5',\n",
+       " 'HUPA6',\n",
+       " 'HUPA7',\n",
+       " 'RP1',\n",
+       " 'RP2',\n",
+       " 'RP3',\n",
+       " 'RP4',\n",
+       " 'MSA',\n",
+       " 'ADI',\n",
+       " 'DMA',\n",
+       " 'IC1',\n",
+       " 'IC2',\n",
+       " 'IC3',\n",
+       " 'IC4',\n",
+       " 'IC5',\n",
+       " 'IC6',\n",
+       " 'IC7',\n",
+       " 'IC8',\n",
+       " 'IC9',\n",
+       " 'IC10',\n",
+       " 'IC11',\n",
+       " 'IC12',\n",
+       " 'IC13',\n",
+       " 'IC14',\n",
+       " 'IC15',\n",
+       " 'IC16',\n",
+       " 'IC17',\n",
+       " 'IC18',\n",
+       " 'IC19',\n",
+       " 'IC20',\n",
+       " 'IC21',\n",
+       " 'IC22',\n",
+       " 'IC23',\n",
+       " 'HHAS1',\n",
+       " 'HHAS2',\n",
+       " 'HHAS3',\n",
+       " 'HHAS4',\n",
+       " 'MC1',\n",
+       " 'MC2',\n",
+       " 'MC3',\n",
+       " 'TPE1',\n",
+       " 'TPE2',\n",
+       " 'TPE3',\n",
+       " 'TPE4',\n",
+       " 'TPE5',\n",
+       " 'TPE6',\n",
+       " 'TPE7',\n",
+       " 'TPE8',\n",
+       " 'TPE9',\n",
+       " 'PEC1',\n",
+       " 'PEC2',\n",
+       " 'TPE10',\n",
+       " 'TPE11',\n",
+       " 'TPE12',\n",
+       " 'TPE13',\n",
+       " 'LFC1',\n",
+       " 'LFC2',\n",
+       " 'LFC3',\n",
+       " 'LFC4',\n",
+       " 'LFC5',\n",
+       " 'LFC6',\n",
+       " 'LFC7',\n",
+       " 'LFC8',\n",
+       " 'LFC9',\n",
+       " 'LFC10',\n",
+       " 'OCC1',\n",
+       " 'OCC2',\n",
+       " 'OCC3',\n",
+       " 'OCC4',\n",
+       " 'OCC5',\n",
+       " 'OCC6',\n",
+       " 'OCC7',\n",
+       " 'OCC8',\n",
+       " 'OCC9',\n",
+       " 'OCC10',\n",
+       " 'OCC11',\n",
+       " 'OCC12',\n",
+       " 'OCC13',\n",
+       " 'EIC1',\n",
+       " 'EIC2',\n",
+       " 'EIC3',\n",
+       " 'EIC4',\n",
+       " 'EIC5',\n",
+       " 'EIC6',\n",
+       " 'EIC7',\n",
+       " 'EIC8',\n",
+       " 'EIC9',\n",
+       " 'EIC10',\n",
+       " 'EIC11',\n",
+       " 'EIC12',\n",
+       " 'EIC13',\n",
+       " 'EIC14',\n",
+       " 'EIC15',\n",
+       " 'EIC16',\n",
+       " 'OEDC1',\n",
+       " 'OEDC2',\n",
+       " 'OEDC3',\n",
+       " 'OEDC4',\n",
+       " 'OEDC5',\n",
+       " 'OEDC6',\n",
+       " 'OEDC7',\n",
+       " 'EC1',\n",
+       " 'EC2',\n",
+       " 'EC3',\n",
+       " 'EC4',\n",
+       " 'EC5',\n",
+       " 'EC6',\n",
+       " 'EC7',\n",
+       " 'EC8',\n",
+       " 'SEC1',\n",
+       " 'SEC2',\n",
+       " 'SEC3',\n",
+       " 'SEC4',\n",
+       " 'SEC5',\n",
+       " 'AFC1',\n",
+       " 'AFC2',\n",
+       " 'AFC3',\n",
+       " 'AFC4',\n",
+       " 'AFC5',\n",
+       " 'AFC6',\n",
+       " 'VC1',\n",
+       " 'VC2',\n",
+       " 'VC3',\n",
+       " 'VC4',\n",
+       " 'ANC1',\n",
+       " 'ANC2',\n",
+       " 'ANC3',\n",
+       " 'ANC4',\n",
+       " 'ANC5',\n",
+       " 'ANC6',\n",
+       " 'ANC7',\n",
+       " 'ANC8',\n",
+       " 'ANC9',\n",
+       " 'ANC10',\n",
+       " 'ANC11',\n",
+       " 'ANC12',\n",
+       " 'ANC13',\n",
+       " 'ANC14',\n",
+       " 'ANC15',\n",
+       " 'POBC1',\n",
+       " 'POBC2',\n",
+       " 'LSC1',\n",
+       " 'LSC2',\n",
+       " 'LSC3',\n",
+       " 'LSC4',\n",
+       " 'VOC1',\n",
+       " 'VOC2',\n",
+       " 'VOC3',\n",
+       " 'HC1',\n",
+       " 'HC2',\n",
+       " 'HC3',\n",
+       " 'HC4',\n",
+       " 'HC5',\n",
+       " 'HC6',\n",
+       " 'HC7',\n",
+       " 'HC8',\n",
+       " 'HC9',\n",
+       " 'HC10',\n",
+       " 'HC11',\n",
+       " 'HC12',\n",
+       " 'HC13',\n",
+       " 'HC14',\n",
+       " 'HC15',\n",
+       " 'HC16',\n",
+       " 'HC17',\n",
+       " 'HC18',\n",
+       " 'HC19',\n",
+       " 'HC20',\n",
+       " 'HC21',\n",
+       " 'MHUC1',\n",
+       " 'MHUC2',\n",
+       " 'AC1',\n",
+       " 'AC2',\n",
+       " 'ADATE_2',\n",
+       " 'ADATE_3',\n",
+       " 'ADATE_4',\n",
+       " 'ADATE_5',\n",
+       " 'ADATE_6',\n",
+       " 'ADATE_7',\n",
+       " 'ADATE_8',\n",
+       " 'ADATE_9',\n",
+       " 'ADATE_10',\n",
+       " 'ADATE_11',\n",
+       " 'ADATE_12',\n",
+       " 'ADATE_13',\n",
+       " 'ADATE_14',\n",
+       " 'ADATE_15',\n",
+       " 'ADATE_16',\n",
+       " 'ADATE_17',\n",
+       " 'ADATE_18',\n",
+       " 'ADATE_19',\n",
+       " 'ADATE_20',\n",
+       " 'ADATE_21',\n",
+       " 'ADATE_22',\n",
+       " 'ADATE_23',\n",
+       " 'ADATE_24',\n",
+       " 'CARDPROM',\n",
+       " 'MAXADATE',\n",
+       " 'NUMPROM',\n",
+       " 'CARDPM12',\n",
+       " 'NUMPRM12',\n",
+       " 'RDATE_3',\n",
+       " 'RDATE_4',\n",
+       " 'RDATE_5',\n",
+       " 'RDATE_6',\n",
+       " 'RDATE_7',\n",
+       " 'RDATE_8',\n",
+       " 'RDATE_9',\n",
+       " 'RDATE_10',\n",
+       " 'RDATE_11',\n",
+       " 'RDATE_12',\n",
+       " 'RDATE_13',\n",
+       " 'RDATE_14',\n",
+       " 'RDATE_15',\n",
+       " 'RDATE_16',\n",
+       " 'RDATE_17',\n",
+       " 'RDATE_18',\n",
+       " 'RDATE_19',\n",
+       " 'RDATE_20',\n",
+       " 'RDATE_21',\n",
+       " 'RDATE_22',\n",
+       " 'RDATE_23',\n",
+       " 'RDATE_24',\n",
+       " 'RAMNT_3',\n",
+       " 'RAMNT_4',\n",
+       " 'RAMNT_5',\n",
+       " 'RAMNT_6',\n",
+       " 'RAMNT_7',\n",
+       " 'RAMNT_8',\n",
+       " 'RAMNT_9',\n",
+       " 'RAMNT_10',\n",
+       " 'RAMNT_11',\n",
+       " 'RAMNT_12',\n",
+       " 'RAMNT_13',\n",
+       " 'RAMNT_14',\n",
+       " 'RAMNT_15',\n",
+       " 'RAMNT_16',\n",
+       " 'RAMNT_17',\n",
+       " 'RAMNT_18',\n",
+       " 'RAMNT_19',\n",
+       " 'RAMNT_20',\n",
+       " 'RAMNT_21',\n",
+       " 'RAMNT_22',\n",
+       " 'RAMNT_23',\n",
+       " 'RAMNT_24',\n",
+       " 'RAMNTALL',\n",
+       " 'NGIFTALL',\n",
+       " 'CARDGIFT',\n",
+       " 'MINRAMNT',\n",
+       " 'MINRDATE',\n",
+       " 'MAXRAMNT',\n",
+       " 'MAXRDATE',\n",
+       " 'LASTGIFT',\n",
+       " 'LASTDATE',\n",
+       " 'FISTDATE',\n",
+       " 'NEXTDATE',\n",
+       " 'TIMELAG',\n",
+       " 'AVGGIFT',\n",
+       " 'CONTROLN',\n",
+       " 'TARGET_B',\n",
+       " 'TARGET_D',\n",
+       " 'HPHONE_D',\n",
+       " 'RFA_2F',\n",
+       " 'CLUSTER2']"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "WEALTH1    float64\n",
+       "ADI        float64\n",
+       "DMA        float64\n",
+       "MSA        float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tipos=numericals[[\"WEALTH1\", \"ADI\", \"DMA\",\"MSA\"]].dtypes\n",
+    "tipos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "44732"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals[\"WEALTH1\"].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.345698500394633"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals[\"WEALTH1\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "       ODATEDW  TCODE   DOB        AGE   NUMCHLD    INCOME   WEALTH1  HIT  \\\n",
+      "0         8901      0  3712  60.000000  1.527773  3.886248  5.345699    0   \n",
+      "1         9401      1  5202  46.000000  1.000000  6.000000  9.000000   16   \n",
+      "2         9001      1     0  61.611649  1.527773  3.000000  1.000000    2   \n",
+      "3         8701      0  2801  70.000000  1.527773  1.000000  4.000000    2   \n",
+      "4         8601      0  2001  78.000000  1.000000  3.000000  2.000000   60   \n",
+      "...        ...    ...   ...        ...       ...       ...       ...  ...   \n",
+      "95407     9601      1     0  61.611649  1.527773  3.886248  5.345699    0   \n",
+      "95408     9601      1  5001  48.000000  1.000000  7.000000  9.000000    1   \n",
+      "95409     9501      1  3801  60.000000  1.527773  3.886248  5.345699    0   \n",
+      "95410     8601      0  4005  58.000000  1.527773  7.000000  5.345699    0   \n",
+      "95411     8801      2  1801  80.000000  1.527773  5.000000  8.000000    3   \n",
+      "\n",
+      "        MBCRAFT  MBGARDEN  ...  FISTDATE     NEXTDATE    TIMELAG    AVGGIFT  \\\n",
+      "0      0.152075  0.059166  ...      8911  9003.000000   4.000000   7.741935   \n",
+      "1      0.000000  0.000000  ...      9310  9504.000000  18.000000  15.666667   \n",
+      "2      0.000000  0.000000  ...      9001  9101.000000  12.000000   7.481481   \n",
+      "3      0.000000  0.000000  ...      8702  8711.000000   9.000000   6.812500   \n",
+      "4      1.000000  0.000000  ...      7903  8005.000000  14.000000   6.864865   \n",
+      "...         ...       ...  ...       ...          ...        ...        ...   \n",
+      "95407  0.152075  0.059166  ...      9602  9151.022917   8.093739  25.000000   \n",
+      "95408  0.000000  0.000000  ...      9603  9151.022917   8.093739  20.000000   \n",
+      "95409  0.152075  0.059166  ...      9410  9501.000000   3.000000   8.285714   \n",
+      "95410  0.152075  0.059166  ...      8612  8704.000000   4.000000  12.146341   \n",
+      "95411  0.000000  0.000000  ...      8803  8809.000000   6.000000  96.794872   \n",
+      "\n",
+      "       CONTROLN  TARGET_B  TARGET_D  HPHONE_D  RFA_2F  CLUSTER2  \n",
+      "0         95515         0       0.0         0       4      39.0  \n",
+      "1        148535         0       0.0         0       2       1.0  \n",
+      "2         15078         0       0.0         1       4      60.0  \n",
+      "3        172556         0       0.0         1       4      41.0  \n",
+      "4          7112         0       0.0         1       2      26.0  \n",
+      "...         ...       ...       ...       ...     ...       ...  \n",
+      "95407    184568         0       0.0         0       1      12.0  \n",
+      "95408    122706         0       0.0         1       1       2.0  \n",
+      "95409    189641         0       0.0         1       3      34.0  \n",
+      "95410      4693         1      18.0         1       4      11.0  \n",
+      "95411    185114         0       0.0         1       1      12.0  \n",
+      "\n",
+      "[95412 rows x 407 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for column in numericals:\n",
+    "    # Calcular la media de la columna actual\n",
+    "    media = numericals[column].mean()\n",
+    "    \n",
+    "    # Llenar los NaN en la columna actual con la media calculada\n",
+    "    numericals[column] = numericals[column].fillna(media)\n",
+    "\n",
+    "# Mostrar el DataFrame después de llenar los NaN con la media\n",
+    "print(numericals)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Use appropriate EDA technique where ever necessary."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(95412, 407)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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w8HAcOHAAGo3GtG3Dhg01WsWNGTMGeXl5WLJkSY3z3GyWVyKRYNiwYfj999+rlXhkZ2dj9erVGDhwINzc3Br68EzatGmDnj174rvvvqv2cf3WrVtx+vTpavs+/PDD0Ol0ePfdd2scR6vV1vu5N86cmpcMmNe21sbX1xeDBg3C8uXLkZqaWu024/Ea+xzW9fVtThKJpMa/mc8++ww6na7Oxxg4cCCSk5OxZcuWah1gAENITkhIwJ49e9C9e/dqdfn18eOPP6J9+/Z45plnMHbs2Gpf//nPf+Di4nLTTySIqG44k0zUQvz11184e/YstFotsrOzsX37dmzduhWhoaH4448/blkv+M4772D37t0YMWIEQkNDkZOTgy+++ALBwcGmmajw8HB4eHhg2bJlcHV1hbOzM2JjYxEWFtag8Xp5eWHgwIGYMmUKsrOzsWjRInTo0KFam7onnngCP//8M+699148/PDDuHjxIn788ccaLd0mTZqE77//HrNmzcKhQ4dwxx13QKVS4Z9//sFzzz1X61LBAPDee++Z+kM/99xzkEql+PLLL6FWq011pJYwf/58jBgxAgMHDsTUqVNRUFCAzz77DFFRUSgtLTXtd+edd+Lpp5/G/PnzkZycjGHDhkEmk+H8+fNYt24dFi9ejLFjx9b5vMOGDYNcLsf999+Pp59+GqWlpfj666/h5+eHzMzM297/008/xcCBA9G7d2889dRTCAsLw5UrV7Bx40bT8uSNeQ7r+vo2p5EjR+KHH36Au7s7IiMjkZCQgH/++adabfPtDBw4ECtWrEBiYmKNNnv9+/dHcXExiouLa73Q1Ojnn3+udaW7e+65BzqdDjt27MALL7xQ630VCgXi4+Oxbt06fPrpp6ZPV3Jzc/Hee+/V2P92b6IbY/fu3di9e7fp/CqVyjSGQYMGYdCgQU1yXiKLsFZbDSKyDGN7MuOXXC4XAgIChHvuuUdYvHhxtTZrRuatwrZt2yaMGjVKCAwMFORyuRAYGCg88sgjwrlz56rd7/fffxciIyMFqVRarR3crdpL3ayd1//+9z9h9uzZgp+fn+Do6CiMGDGiRqsxQRCEjz/+WAgKChIUCoUwYMAA4fDhwzWOKQiG1l1vvPGGEBYWJshkMiEgIEAYO3ZstdZkMGsBJwiCcOTIESE+Pl5wcXERnJychLvuukvYv39/rc+xeZu92tqa3cwvv/wiRERECAqFQoiMjBR+/fVXYfLkyTValQmCIHz11VdCdHS04OjoKLi6ugrdunUTXnnlFSEjI+OW56itBdwff/whdO/eXXBwcBDatWsnfPDBB6aWeZcvX77tuE+ePCk88MADgoeHh+Dg4CB07txZeOutt6rtU5fn8GbPVV1eX+N9161bV+2+N3tdjM/DjS0NAQjTp0+v8fjM29AVFhYKU6ZMEXx8fAQXFxchPj5eOHv27E3b1dUmJSXF9PNo/jOk1+sFDw8PAYCwZs2aGve9XZu1HTt2CB9//LEAQNi2bdtNx7By5UoBgPD7778LgnC9TWNtX0OGDDHdry4t4G7WKjI0NLRGC7hbPR7zn0UiWyMSBAtdcUJERERE1EKwJpmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZ4WIiFqLX65GRkQFXV1eLL99LRERERI0nCAJKSkoQGBgIsfjWc8UMyRaSkZGBkJAQaw+DiIiIiG4jLS0NwcHBt9yHIdlCXF1dARiedDc3NyuPhoiIiIjMKZVKhISEmHLbrTAkW4ixxMLNzY0hmYiIiMiG1aU0lhfuERERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyI7X2AIiIiOorNTUVeXl5FjmWj48P2rZta5FjEVHLwZBMRER2JTU1FV0iIlBeVmaR4zk6OeHsmTMMykRUDUMyERHZlby8PJSXlWHCqx/Cv214o46VnXoRqz54GXl5eQzJRFQNQzIREdkl/7bhCO4YZe1hEFELxQv3iIiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzNhOS//vf/0IkEmHmzJmmbRUVFZg+fTq8vb3h4uKCMWPGIDs7u9r9UlNTMWLECDg5OcHPzw8vv/wytFpttX127tyJ3r17Q6FQoEOHDli5cmWN83/++edo164dHBwcEBsbi0OHDjXFwyQiIiIiO2ATITkxMRFffvklunfvXm37Sy+9hD///BPr1q3Drl27kJGRgQcffNB0u06nw4gRI6DRaLB//3589913WLlyJebMmWPa5/LlyxgxYgTuuusuJCcnY+bMmXjiiSfw999/m/ZZs2YNZs2ahbfffhtHjhxBjx49EB8fj5ycnKZ/8ERERERkc6wekktLSzFhwgR8/fXX8PT0NG0vLi7Gt99+i4ULF+Luu+9GdHQ0VqxYgf379+PAgQMAgC1btuD06dP48ccf0bNnTwwfPhzvvvsuPv/8c2g0GgDAsmXLEBYWho8//hgRERGYMWMGxo4di08++cR0roULF+LJJ5/ElClTEBkZiWXLlsHJyQnLly9v3ieDiIiIiGyC1UPy9OnTMWLECAwdOrTa9qSkJFRWVlbb3qVLF7Rt2xYJCQkAgISEBHTr1g3+/v6mfeLj46FUKnHq1CnTPubHjo+PNx1Do9EgKSmp2j5isRhDhw417VMbtVoNpVJZ7YuIiIiIWgapNU/+008/4ciRI0hMTKxxW1ZWFuRyOTw8PKpt9/f3R1ZWlmmfGwOy8XbjbbfaR6lUory8HIWFhdDpdLXuc/bs2ZuOff78+fi///u/uj1QIiIiIrIrVptJTktLw4svvohVq1bBwcHBWsNosNmzZ6O4uNj0lZaWZu0hEREREZGFWC0kJyUlIScnB71794ZUKoVUKsWuXbvw6aefQiqVwt/fHxqNBkVFRdXul52djYCAAABAQEBAjW4Xxu9vt4+bmxscHR3h4+MDiURS6z7GY9RGoVDAzc2t2hcRERERtQxWC8lDhgzBiRMnkJycbPqKiYnBhAkTTP8vk8mwbds2031SUlKQmpqKuLg4AEBcXBxOnDhRrQvF1q1b4ebmhsjISNM+Nx7DuI/xGHK5HNHR0dX20ev12LZtm2kfIiIiImpdrFaT7Orqiq5du1bb5uzsDG9vb9P2adOmYdasWfDy8oKbmxuef/55xMXFoV+/fgCAYcOGITIyEo899hgWLFiArKwsvPnmm5g+fToUCgUA4JlnnsGSJUvwyiuvYOrUqdi+fTvWrl2LjRs3ms47a9YsTJ48GTExMejbty8WLVoElUqFKVOmNNOzQURERES2xKoX7t3OJ598ArFYjDFjxkCtViM+Ph5ffPGF6XaJRIINGzbg2WefRVxcHJydnTF58mS88847pn3CwsKwceNGvPTSS1i8eDGCg4PxzTffID4+3rTPuHHjkJubizlz5iArKws9e/bE5s2ba1zMR0REREStg0gQBMHag2gJlEol3N3dUVxczPpkIqImdOTIEURHR2PW578iuGNUo46Vfv4UFk5/EElJSejdu7eFRkhEtqo+ec3qfZKJiIiIiGwNQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIZmIiIiIyAxDMhERERGRGYZkIiIiIiIzDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZMaqIXnp0qXo3r073Nzc4Obmhri4OPz111+m2ysqKjB9+nR4e3vDxcUFY8aMQXZ2drVjpKamYsSIEXBycoKfnx9efvllaLXaavvs3LkTvXv3hkKhQIcOHbBy5coaY/n888/Rrl07ODg4IDY2FocOHWqSx0xEREREts+qITk4OBj//e9/kZSUhMOHD+Puu+/GqFGjcOrUKQDASy+9hD///BPr1q3Drl27kJGRgQcffNB0f51OhxEjRkCj0WD//v347rvvsHLlSsyZM8e0z+XLlzFixAjcddddSE5OxsyZM/HEE0/g77//Nu2zZs0azJo1C2+//TaOHDmCHj16ID4+Hjk5Oc33ZBARERGRzRAJgiBYexA38vLywocffoixY8fC19cXq1evxtixYwEAZ8+eRUREBBISEtCvXz/89ddfGDlyJDIyMuDv7w8AWLZsGV599VXk5uZCLpfj1VdfxcaNG3Hy5EnTOcaPH4+ioiJs3rwZABAbG4s+ffpgyZIlAAC9Xo+QkBA8//zzeO211+o0bqVSCXd3dxQXF8PNzc2STwkREd3gyJEjiI6OxqzPf0Vwx6hGHSv9/CksnP4gkpKS0Lt3bwuNkIhsVX3yms3UJOt0Ovz0009QqVSIi4tDUlISKisrMXToUNM+Xbp0Qdu2bZGQkAAASEhIQLdu3UwBGQDi4+OhVCpNs9EJCQnVjmHcx3gMjUaDpKSkavuIxWIMHTrUtE9t1Go1lEpltS8iIiIiahmsHpJPnDgBFxcXKBQKPPPMM/jtt98QGRmJrKwsyOVyeHh4VNvf398fWVlZAICsrKxqAdl4u/G2W+2jVCpRXl6OvLw86HS6WvcxHqM28+fPh7u7u+krJCSkQY+fiIiIiGyP1UNy586dkZycjIMHD+LZZ5/F5MmTcfr0aWsP67Zmz56N4uJi01daWpq1h0REREREFiK19gDkcjk6dOgAAIiOjkZiYiIWL16McePGQaPRoKioqNpscnZ2NgICAgAAAQEBNbpQGLtf3LiPeUeM7OxsuLm5wdHRERKJBBKJpNZ9jMeojUKhgEKhaNiDJiIiIiKbZvWZZHN6vR5qtRrR0dGQyWTYtm2b6baUlBSkpqYiLi4OABAXF4cTJ05U60KxdetWuLm5ITIy0rTPjccw7mM8hlwuR3R0dLV99Ho9tm3bZtqHiIiIiFoXq84kz549G8OHD0fbtm1RUlKC1atXY+fOnfj777/h7u6OadOmYdasWfDy8oKbmxuef/55xMXFoV+/fgCAYcOGITIyEo899hgWLFiArKwsvPnmm5g+fbpplveZZ57BkiVL8Morr2Dq1KnYvn071q5di40bN5rGMWvWLEyePBkxMTHo27cvFi1aBJVKhSlTpljleSEiIiIi67JqSM7JycGkSZOQmZkJd3d3dO/eHX///TfuueceAMAnn3wCsViMMWPGQK1WIz4+Hl988YXp/hKJBBs2bMCzzz6LuLg4ODs7Y/LkyXjnnXdM+4SFhWHjxo146aWXsHjxYgQHB+Obb75BfHy8aZ9x48YhNzcXc+bMQVZWFnr27InNmzfXuJiPiIiIiFoHm+uTbK/YJ5mIqHmwTzIRNZRd9kkmIiIiIrIVDMlERERERGYYkomIiIiIzDAkExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiIiIiMgMQzIRERERkRmGZCIiIiIiMwzJRERERERmGJKJiKhVyFZW4KfEVKQWlFl7KERkBxiSiYioxRMEAbvO5SJbqcaulFwIgmDtIRGRjWNIJiKiFu9aUTkyiysAAAVlGlzJ52wyEd0aQzIREbV4iVcKAQByieHP3pGrhdYcDhHZAYZkIiJq0bKUFUgtKINIBPyrZyDEIiC9qBzZygprD42IbBhDMhERtWiJlwsAAF0CXBHk4YiO/q4AgCOpnE0mopuTNvSOKpUKu3btQmpqKjQaTbXbXnjhhUYPjIiIqLEKVBpcylMBAPqEegEAerf1QEpWCc7nlCK8jTVHR0S2rEEh+ejRo7jvvvtQVlYGlUoFLy8v5OXlwcnJCX5+fgzJRERkE9IKDRfotfVygqezHADg5+qAYA9HpBeVI72MH6gSUe0a9NvhpZdewv3334/CwkI4OjriwIEDuHr1KqKjo/HRRx9ZeoxEREQNUlBq+KTT11VRbXughyMAoKRS1OxjIiL70KCQnJycjH//+98Qi8WQSCRQq9UICQnBggUL8Prrr1t6jERERA2SrzKEZO+qWWQjr6rvS7QMyURUuwaFZJlMBrHYcFc/Pz+kpqYCANzd3ZGWlma50RERETVCQVVI9jILyZ7OMgCcSSaim2tQTXKvXr2QmJiIjh074s4778ScOXOQl5eHH374AV27drX0GImIiOqtTKNFeaUOQC0h2cnwvUYvgtjJvdnHRkS2r0EzyfPmzUObNoZLgt9//314enri2WefRW5uLr766iuLDpCIiKgh8qvqkd0dZZBJqv+5k0nEcHMwzBPJvIKbfWxEZPsaNJMcExNj+n8/Pz9s3rzZYgMiIiKyhJuVWhh5OsuhrNBC5h3SnMMiIjvB3jdERNQi3eyiPSOvqpILmQ9DMhHVVOeZ5N69e2Pbtm3w9PREr169IBLd/GKHI0eOWGRwREREDZWvUgO4RUiu2s5yCyKqTZ1D8qhRo6BQGPpMjh49uqnGQ0RE1GiCIJh6JHu53LzcAgDLLYioVnUOyW+//Xat/09ERGRryjQ6VGj1EOF6WYU540yy1N0P5ZX6ZhwdEdmDBtUkJyYm4uDBgzW2Hzx4EIcPH270oIiIiBrDWI/s5iiDVFL7nzpHmQRysQAAyCjVNdvYiMg+NCgkT58+vdZFQ65du4bp06c3elBERESNUXCbi/aM3GSGkJyu1Db5mIjIvjQoJJ8+fRq9e/eusb1Xr144ffp0owdFRETUGPmlVRft3aQe2ci1KiRfY0gmIjMNCskKhQLZ2dk1tmdmZkIqbVDrZSIiIovJv02PZCNXKWeSiah2DQrJw4YNw+zZs1FcXGzaVlRUhNdffx333HOPxQZHRERUX4Ig3FBuobjlvqaZ5BKGZCKqrkHTvh999BEGDRqE0NBQ9OrVCwCQnJwMf39//PDDDxYdIBERUX2UaXRQV3W28HSS3XJfY0jOLNVCq9Pf9CI/Imp9GhSSg4KCcPz4caxatQrHjh2Do6MjpkyZgkceeQQy2a1/IRERETWl4vJKAICrg/S2oddJAug1FdDKHXC1oAzhvi7NMUQisgMNLiB2dnbGU089ZcmxEBERNVqp2lA64eJw+z9xIhGgLcyA3L89UvMZkonougaH5PPnz2PHjh3IycmBXl+9CfucOXMaPTAiIqKGKKkwhGRXRd0+2dSW5EHu3x5ZyoqmHBYR2ZkGheSvv/4azz77LHx8fBAQEACRSGS6TSQSMSQTEZHVlFbUfSYZAHSl+QCArGKGZCK6rkEh+b333sP777+PV1991dLjISIiapQSdVVNsqKuIbkAAJBTwpBMRNc16DLewsJCPPTQQ5YeCxERUaPVpyYZAHQlnEkmopoaFJIfeughbNmyxdJjISIiarTrNcl1C8laY7mFUt1kYyIi+9OgcosOHTrgrbfewoEDB9CtW7cabd9eeOEFiwyOiIioPnR6AWUaHYD6zyRn88I9IrpBg0LyV199BRcXF+zatQu7du2qdptIJGJIJiIiqzCWWkjEIjjKJHW6jzEkF6g0UGt1UEjrdj8iatkaFJIvX75s6XEQERE1mqmzhUJarfPSregrSiATA5V6IEepRoiXU1MOkYjsRKPW39RoNEhJSYFWyzXviYjI+urb2cLIy9Ewe8ySCyIyalBILisrw7Rp0+Dk5ISoqCikpqYCAJ5//nn897//tegAiYiI6qq+PZKNvBwNfw65oAgRGTUoJM+ePRvHjh3Dzp074eDgYNo+dOhQrFmzxmKDIyIiqo+Sqppk13qHZMNMMtvAEZFRg2qS169fjzVr1qBfv37Var6ioqJw8eJFiw2OiIioPm6sSa4PllsQkbkGzSTn5ubCz8+vxnaVSlXnCyWIiIgsrb4LiRhdL7dgr2QiMmhQSI6JicHGjRtN3xuD8TfffIO4uDjLjIyIiKieri8kIrvNntV5cyaZiMw0qNxi3rx5GD58OE6fPg2tVovFixfj9OnT2L9/f42+yURERM1Bq9OjvNKwkEhDa5IZkonIqEEzyQMHDkRycjK0Wi26deuGLVu2wM/PDwkJCYiOjrb0GImIiG7LWGohFYugkNbvz5up3KK4AoIgWHxsRGR/GjSTDADh4eH4+uuvLTkWIiKiBruxHrm+18cYZ5LVWj2Kyyvh4SS3+PiIyL40KCQb+yLfTNu2bRs0GCIiooa6Xo9c/z9tcokInk4yFJZVIktZwZBMRA0Lye3atbvlu3SdTtfgARERETVESQM7Wxj5uzmgsKwS2Uo1ugRYcmREZI8a9Jvk6NGj1b6vrKzE0aNHsXDhQrz//vsWGRgREVF9lDaws4WRv5sDzmaVIJsLihARGhiSe/ToUWNbTEwMAgMD8eGHH+LBBx9s9MCIiIjqo6E9ko0C3AwryHJpaiICGtjd4mY6d+6MxMRESx6SiIioTkoqKgE0rCYZAPzdGZKJ6LoG/SZRKpXVvhcEAZmZmZg7dy46duxokYERERHVh2lJ6kbOJLPcgoiABoZkDw+PGhfuCYKAkJAQ/PTTTxYZGBERUV1pdXpUaPUAAJeGziS7KQAA2SUMyUTUwJC8ffv2aiFZLBbD19cXHTp0gFTa4NbLREREDVKmMXRVkjRgIREjf2NNcrHaYuMiIvvVoEQ7ePBgCw+DiIio4Ywh2UkuqfdCIkYBVTXJ+So1KnV6yCQWvWyHiOxMg34DzJ8/H8uXL6+xffny5fjggw8aPSgiIqL6UGkM9cjO8oZ/munlJIdULIIgALklnE0mau0aFJK//PJLdOnSpcb2qKgoLFu2rNGDIiIiqo8y9fWZ5IYSi0XwdjGstFeg0lhkXERkvxoUkrOystCmTZsa2319fZGZmdnoQREREdWHcSbZSdHwkAwA3s6Gi/fySjmTTNTaNSgkh4SEYN++fTW279u3D4GBgY0eFBERUX0Ya5IbU24BwDSTnFfKmWSi1q5Bv02efPJJzJw5E5WVlbj77rsBANu2bcMrr7yCf//73xYdIBER0e2oqlbba0y5BQD4uBhmkvM5k0zU6jUoJL/88svIz8/Hc889B43G8G7bwcEBr776KmbPnm3RARIREd2OaSa5gT2SjbydDTPJ+axJJmr1GvTbRCQS4YMPPsBbb72FM2fOwNHRER07doRCobD0+IiIiG7LVJPc2JlkV9YkE5FBo5pAZmVloaCgAOHh4VAoFBAEwVLjIiIiqhNBECxXk2ycSWZNMlGr16CQnJ+fjyFDhqBTp0647777TB0tpk2bxppkIiJqVhqtHjq9YZLGYjXJKs4kE7V2DQrJL730EmQyGVJTU+Hk5GTaPm7cOGzevNligyMiIrodVdUsskIqhrSRq+QZu1twJpmIGvS51JYtW/D3338jODi42vaOHTvi6tWrFhkYERFRXZRZqB4ZALxN3S00EAShwUtcE5H9a9BbbpVKVW0G2aigoIAX7xERUbNSqS1Tjwxcr0nW6PRQVmgbfTwisl8NCsl33HEHvv/+e9P3IpEIer0eCxYswF133WWxwREREd1OmYVW2wMAB5kELlVt5Ngrmah1a9Db7gULFmDIkCE4fPgwNBoNXnnlFZw6dQoFBQW1rsRHRETUVIw1yU4WmEkGDHXJpWot8lUatPe1yCGJyA41aCa5a9euOHfuHAYOHIhRo0ZBpVLhwQcfxNGjRxEeHm7pMRIREd2UcSbZ2QI1yQBX3SMig3q/7a6srMS9996LZcuW4Y033miKMREREdVZWVVNslMjV9szMtYl57HDBVGrVu+ZZJlMhuPHjzfFWIiIiOpNZeGZ5Bs7XBBR69WgcouJEyfi22+/bfTJ58+fjz59+sDV1RV+fn4YPXo0UlJSqu1TUVGB6dOnw9vbGy4uLhgzZgyys7Or7ZOamooRI0bAyckJfn5+ePnll6HVVr8qeefOnejduzcUCgU6dOiAlStX1hjP559/jnbt2sHBwQGxsbE4dOhQox8jERE1LWN3C0vVJPsYeyVzQRGiVq1Bv1G0Wi2WL1+Of/75B9HR0XB2dq52+8KFC+t0nF27dmH69Ono06cPtFotXn/9dQwbNgynT582HfOll17Cxo0bsW7dOri7u2PGjBl48MEHTRcI6nQ6jBgxAgEBAdi/fz8yMzMxadIkyGQyzJs3DwBw+fJljBgxAs888wxWrVqFbdu24YknnkCbNm0QHx8PAFizZg1mzZqFZcuWITY2FosWLUJ8fDxSUlLg5+fXkKeJiIiamF4voLzSGJItNJPMpamJCPUMyZcuXUK7du1w8uRJ9O7dGwBw7ty5avvUp/G6+ep8K1euhJ+fH5KSkjBo0CAUFxfj22+/xerVq3H33XcDAFasWIGIiAgcOHAA/fr1w5YtW3D69Gn8888/8Pf3R8+ePfHuu+/i1Vdfxdy5cyGXy7Fs2TKEhYXh448/BgBERERg7969+OSTT0wheeHChXjyyScxZcoUAMCyZcuwceNGLF++HK+99lp9niYiImomxoAsAuBo4XKLXF64R9Sq1avcomPHjsjLy8OOHTuwY8cO+Pn54aeffjJ9v2PHDmzfvr3BgykuLgYAeHl5AQCSkpJQWVmJoUOHmvbp0qUL2rZti4SEBABAQkICunXrBn9/f9M+8fHxUCqVOHXqlGmfG49h3Md4DI1Gg6SkpGr7iMViDB061LSPObVaDaVSWe2LiIial7Ee2VEugdhCq+NdX5qaIZmoNatXSBYEodr3f/31F1QqlUUGotfrMXPmTAwYMABdu3YFAGRlZUEul8PDw6Pavv7+/sjKyjLtc2NANt5uvO1W+yiVSpSXlyMvLw86na7WfYzHMDd//ny4u7ubvkJCQhr2wImIqMHKLLjanpGv8cI9FcstiFqzBl24Z2Qemhtj+vTpOHnyJH766SeLHbMpzZ49G8XFxaavtLQ0aw+JiKjVUVlwtT0jY7lFUVklKnV6ix2XiOxLvd56i0SiGjXH9alBvpkZM2Zgw4YN2L17N4KDg03bAwICoNFoUFRUVG02OTs7GwEBAaZ9zLtQGLtf3LiPeUeM7OxsuLm5wdHRERKJBBKJpNZ9jMcwp1AooFAoGvaAiYjIIso0lp9J9nCUQSwC9AJQqNLAz83BYscmIvtRr98qgiDg8ccfN4XDiooKPPPMMzW6W/z66691Pt7zzz+P3377DTt37kRYWFi126OjoyGTybBt2zaMGTMGAJCSkoLU1FTExcUBAOLi4vD+++8jJyfH1IVi69atcHNzQ2RkpGmfTZs2VTv21q1bTceQy+WIjo7Gtm3bMHr0aACG8o9t27ZhxowZdX16iIiomZkWErHQRXsAIBaL4OWsQF6pGnmlDMlErVW9QvLkyZOrfT9x4sRGnXz69OlYvXo1fv/9d7i6uprqf93d3eHo6Ah3d3dMmzYNs2bNgpeXF9zc3PD8888jLi4O/fr1AwAMGzYMkZGReOyxx7BgwQJkZWXhzTffxPTp001h/plnnsGSJUvwyiuvYOrUqdi+fTvWrl2LjRs3msYya9YsTJ48GTExMejbty8WLVoElUpl6nZBRES2x7SQiIVW2zPycZEjr1TNXslErVi9fqusWLHCoidfunQpAGDw4ME1zvP4448DAD755BOIxWKMGTMGarUa8fHx+OKLL0z7SiQSbNiwAc8++yzi4uLg7OyMyZMn45133jHtExYWho0bN+Kll17C4sWLERwcjG+++cbU/g0Axo0bh9zcXMyZMwdZWVno2bMnNm/eXONiPiIish3GcgtLziQDN3a44MV7RK2VZd9611NdLvxzcHDA559/js8///ym+4SGhtYopzA3ePBgHD169Jb7zJgxg+UVRER2xHThnqVDsrPhk8g8toEjarUa1d2CiIjImsosvCS1kY+LMSRzJpmotWJIJiIiu6QTAE1Vi7amK7fgTDJRa8WQTEREdqlqEhkSkQgKqWX/nPkYQzIXFCFqtRiSiYjILlXoDH36HeUSi/Tsv5GxJpkzyUStF0MyERHZJXXVYniWLrUArpdbsCaZqPViSCYiIrtknElukpBsnElmn2SiVoshmYiI7JKxJtnSnS0AwKtqJrmiUo+yqjZzRNS6MCQTEZFdasqZZGe5BPKqiwG5oAhR68SQTEREdqkpa5JFIhF8nA2zyQXscEHUKjEkExGRXVKbZpKbZvFYY8kFQzJR68SQTEREdqkpyy0AwMt08R5DMlFrxJBMRER2qSnLLQDA21RuwQ4XRK0RQzIREdkfsQQa/fXFRJqClzNX3SNqzRiSiYjI7kicPAAAIhHgKGvakFzA7hZErRJDMhER2R2JswcAQ0C29JLURt7sbkHUqjEkExGR3RFXheSmqkcGWG5B1NoxJBMRkd0xlls0Vfs3APBmCziiVo0hmYiI7I6kWWaSDS3gGJKJWieGZCIisjvXZ5KbvtyiVK2FWqtrsvMQkW1iSCYiIrtzvSa56cot3BykkEkMFwVyNpmo9WFIJiIiu9Mc5RYikQieTlUX77ENHFGrw5BMRER2pznKLYAbeiVzJpmo1WFIJiIiuyNphnILgB0uiFozhmQiIrIrOr0AsaMbgOaYSTZ0uGCvZKLWhyGZiIjsSolGD5FYAkBosiWpja6vuqdu0vMQke1hSCYiIrtSVKEHACjEgFjcNEtSG7Emmaj1YkgmIiK7YgrJEqHJz2VamprdLYhaHYZkIiKyK8Vqw8Ieimb4C+bNmWSiVoshmYiI7IpxJtmhGWeSGZKJWh+GZCIisivFpnKLpj+XsQUcu1sQtT4MyUREZFdMM8ni5phJNrSAKy6vRKVO3+TnIyLbwZBMRER2pUjdfDPJHo4yGBtoFJZxNpmoNWFIJiIiu1JUYbhwrzlqksViETydWJdM1BoxJBMRkV25fuFe85zPdPEe28ARtSoMyUREZDd0egFKdfN1twCuh+Q8ziQTtSoMyUREZDfyVWroBUDQ65qlTzJwvcNFQSmXpiZqTRiSiYjIbuSWGIKqvkwJUdOuSG3CXslErRNDMhER2Q1jSNapCpvtnMY2cOyVTNS6MCQTEZHdsEZI5tLURK0TQzIREdmN3FJrzCRz1T2i1oghmYiI7IZVZpJdOJNM1BoxJBMRkd2wRkj2dTHUJOexuwVRq8KQTEREduN6SC5qtnN6V4XkorJKVOr0zXZeIrIuhmQiIrIbpprk0uabSfZwlEFc1W6ukCUXRK0GQzIREdkNa5RbiMUiUxu4PC5NTdRqMCQTEZFdqKjUoaRCC6B5QzIA+FRdvMe6ZKLWgyGZiIjsgnEWWSYGBLWqWc/t42JcUIQhmai1YEgmIiK7YKxH9nCQNPu5jW3g8lluQdRqMCQTEZFdMM4kezg0/58ub9YkE7U6DMlERGQXjCHZ0xohmTXJRK0OQzIREdmF6zPJzV9uYVxQJJ8hmajVYEgmIiK7cL0m2Xozyfnsk0zUajAkExGRXbBuuYVxJpkhmai1YEgmIiK7YCq3cLRCdwtnw0xybqkagiA0+/mJqPkxJBMRkV2wZncLY59kjVaPUrW22c9PRM2PIZmIiGyeIAimmmRrlFs4yiVwlhtmsFlyQdQ6MCQTEZHNU1ZoodHqAQDuiuYvtwBuqEvmqntErQJDMhER2TxjqYWrgxQKqcgqYzB2uMgt4UwyUWvAkExERDbPGJJ9XRVWG4Nx1T3OJBO1DgzJRERk84z1yMZFPazB17WqVzJrkolaBYZkIiKyeTY1k8xV94haBYZkIiKyeTklFQCsHJKrapLzOJNM1CowJBMRkc3LLjaE5AA3B6uNwdjdIo8zyUStAkMyERHZvCxlVUh2t15I9qmaSc5XcSaZqDVgSCYiIpuXrTTM3vpbcSbZuOoea5KJWgeGZCIismmCICDLFsotnA0zyYVllajU6a02DiJqHgzJRERk05QVWpRX6gBYdybZw0kOcdU6JoUsuSBq8RiSiYjIpuVU1SO7OUjhKLfOktQAIBGL4OVsvHiPIZmopWNIJiIim2YLF+0ZXb94j3XJRC0dQzIREdk0Yz2yNUstjK73SmZIJmrpGJKJiMimZSutf9Ge0fVV91huQdTSMSQTEZFNs6VyC666R9R6MCQTEZFNyyq2fo9kI+Oy2MZlsomo5WJIJiIim2ZL5Rb+roYx5JawJpmopWNIJiIim5ZtQ+UWxtls45iIqOViSCYiIpul1elNnST83BRWHs31MRiXySailoshmYiIbFZuqRp6AZCKRfBxtn5INpZbFJdXoqJqFUAiapkYkomIyGYZeyT7uSogNq4JbUVujlIopIY/naxLJmrZGJKJiMhmGWt//W2gHhkARCIR65KJWgmGZCIislnGmWRb6Gxh5M+6ZKJWgSGZiIhsVnaJ7fRINvLjTDJRq8CQTERENiu72HbavxkZL97L5oIiRC0aQzIREdmsLBtaSMTIWG6Rw3ILohaNIZmIiGyWMSTbUrkFL9wjah0YkomIyGYZyy38bWAhEaPrC4owJBO1ZAzJRERkk0oqKqHSGBbssKma5KqZZJZbELVsDMlERGSTjC3WXB2kcJJLrTya64whuUSthUqttfJoiKipWDUk7969G/fffz8CAwMhEomwfv36arcLgoA5c+agTZs2cHR0xNChQ3H+/Plq+xQUFGDChAlwc3ODh4cHpk2bhtLS0mr7HD9+HHfccQccHBwQEhKCBQsW1BjLunXr0KVLFzg4OKBbt27YtGmTxR8vERHVXbYNXrQHAC4KKZzlEgBADlfdI2qxrBqSVSoVevTogc8//7zW2xcsWIBPP/0Uy5Ytw8GDB+Hs7Iz4+HhUVFyvA5swYQJOnTqFrVu3YsOGDdi9ezeeeuop0+1KpRLDhg1DaGgokpKS8OGHH2Lu3Ln46quvTPvs378fjzzyCKZNm4ajR49i9OjRGD16NE6ePNl0D56IiG4po6gcgG2VWhjx4j2ils+qn18NHz4cw4cPr/U2QRCwaNEivPnmmxg1ahQA4Pvvv4e/vz/Wr1+P8ePH48yZM9i8eTMSExMRExMDAPjss89w33334aOPPkJgYCBWrVoFjUaD5cuXQy6XIyoqCsnJyVi4cKEpTC9evBj33nsvXn75ZQDAu+++i61bt2LJkiVYtmxZMzwTRERkLr3QEJKDPZ2sPJKa/NwUuJSnYkgmasFstib58uXLyMrKwtChQ03b3N3dERsbi4SEBABAQkICPDw8TAEZAIYOHQqxWIyDBw+a9hk0aBDkcrlpn/j4eKSkpKCwsNC0z43nMe5jPE9t1Go1lEpltS8iIrKc6yHZ0cojqYkX7xG1fDYbkrOysgAA/v7+1bb7+/ubbsvKyoKfn1+126VSKby8vKrtU9sxbjzHzfYx3l6b+fPnw93d3fQVEhJS34dIRES3kF5YBsA2Q7KfK9vAEbV0NhuSbd3s2bNRXFxs+kpLS7P2kIiIWhR7mEnO5oV7RC2WzYbkgIAAAEB2dna17dnZ2abbAgICkJOTU+12rVaLgoKCavvUdowbz3GzfYy310ahUMDNza3aFxERWYZWpzettmebNcm8cI+opbPZkBwWFoaAgABs27bNtE2pVOLgwYOIi4sDAMTFxaGoqAhJSUmmfbZv3w69Xo/Y2FjTPrt370ZlZaVpn61bt6Jz587w9PQ07XPjeYz7GM9DRETNK0tZAZ1egFwihq+L7ay2Z+RfVW6Rw5BM1GJZNSSXlpYiOTkZycnJAAwX6yUnJyM1NRUikQgzZ87Ee++9hz/++AMnTpzApEmTEBgYiNGjRwMAIiIicO+99+LJJ5/EoUOHsG/fPsyYMQPjx49HYGAgAODRRx+FXC7HtGnTcOrUKaxZswaLFy/GrFmzTON48cUXsXnzZnz88cc4e/Ys5s6di8OHD2PGjBnN/ZQQERGul1oEeTpCLBZZeTQ1mS7cK1FDEAQrj4aImoJVW8AdPnwYd911l+l7Y3CdPHkyVq5ciVdeeQUqlQpPPfUUioqKMHDgQGzevBkODtd7Zq5atQozZszAkCFDIBaLMWbMGHz66aem293d3bFlyxZMnz4d0dHR8PHxwZw5c6r1Uu7fvz9Wr16NN998E6+//jo6duyI9evXo2vXrs3wLBARkTlTSPawvXpkwNACDgDKNDqUqrVwdZBZeUREZGlWDcmDBw++5TtwkUiEd955B++8885N9/Hy8sLq1atveZ7u3btjz549t9znoYcewkMPPXTrARMRUbO4ZsMX7QGAk1wKVwcpSiq0yFaqGZKJWiCbrUkmIqLWy5bbvxld75XMumSiloghmYiIbM6NNcm2yr+q5CK7hCGZqCViSCYiIpuTXmScSba99m9GAW6GAJ9RxJBM1BIxJBMRkU3R6QVkFhl7JNvuTHKIl2FsaQVlVh4JETUFhmQiIrIp2coKaPUCpGIR/Fwdbn8HKwmpmuVOZUgmapEYkomIyKYY65EDPRwhscEeyUYhXoaQnFbIkEzUEjEkExGRTbGHzhbA9XKLjKIKaHV6K4+GiCyNIZmIiGzKNRtfSMTI39UBconYUENdzIv3iFoahmQiIrIp6aaFRGy3swUAiMUi02w3Sy6IWh6GZCIisinX27/Z9kwyAAQb65J58R5Ri8OQTERENsUeFhIxCjHOJBeUW3kkRGRpDMlERGQz9HoBGUXGcgvbD8lt2eGCqMViSCYiIpuRU6JGpU6ARCxCgJvt9kg2CmG5BVGLxZBMREQ243KeCoChs4VUYvt/oq4vKMJyC6KWxvZ/AxERUatxKa8UANDe19nKI6kbY6/kvFI1yjU6K4+GiCyJIZmIiGzGpVzDTHJ7Hxcrj6Ru3B1lcFVIAVxfBIWIWgaptQdARERkdCnXvmaSRSIRQryccDpTibTCMnT0d7X2kIiaRWpqKvLy8ixyLB8fH7Rt29Yix7IkhmQiIrIZl6pqku0lJAOGkovTmUqk5nMmmVqH1NRUdImIQHmZZf7NOzo54eyZMzYXlBmSiYjIJqi1OlOXiHBf+yi3AK5fvJdWyIv3qHXIy8tDeVkZJrz6IfzbhjfqWNmpF7Hqg5eRl5fHkExERFSbtIIy6AXAWS6Bn6vC2sOpM7aBo9bKv204gjtGWXsYTYYX7hERkU24aLxoz9cFIpHIyqOpu+sLinAmmaglYUgmIiKbYOxsEeZjP/XIwPU2cOkFZRAEwcqjISJLYUgmIiKbYG+dLYyCq2qSS9RaFJVVWnk0RGQpDMlERGQTrne2sJ+L9gDAQSaBb1UNdSrrkolaDF64R0RENsE0k2xn5RaAYcy5JWqczylFjxAPaw+HbEBr6CPc0jEkExGR1RWqNCisKlWwt3ILAIgMdMPBywU4naEEoq09GrK21tJHuKVjSCYiIqu7lGeYRW7j7gAnuf39aYpo4wYAOJOptPJIyBa0lj7CLZ39/SYiIqIW53r7N/ubRQaAyKqQfDpTCUEQ7KqFHTWdlt5HuKXjhXtERGR1l40X7fnY10V7Rh39XSAVi1BcXonM4gprD4eILIAhmYiIrM5e278ZKaQSdPAzBHyWXBC1DCy3ICIiq7uUa5/t324U0cYNZ7NKcDpDiSER/tYejk1j5weyBwzJRERkVZU6Pa7mG7oA2GP7N6PINm747eg1nMniTPKtsPMD2QuGZCIisqoLOaXQ6PRwVUgR5OFo7eE0mLHDxekMhuRbYecHshcMyUREZFXGUBkR6Aax2H67QkS0cQUAXC0og0qthbOi4X9iW0M5Ajs/kK1jSCYiIqs6VRWSjW3U7JW3iwL+bgpkK9U4m1WC6FDPBh2H5QhEtoEhmYiIrOpURjEAICrQvkMyYCi5yFbm4nSmssEhmeUIRLaBIZmIiKxGEAScrmqZFhXobuXRNF5kGzfsTMm1SBs4liMQWRf7JBMRkdWkF5ajpEILuUSMjv722/7NiMtTE7UcDMlERGQ1xlKLTgEukEns/09SZFXJyNnMEuj0gpVHQ0SNwXILIiJqFrV1bPjnRAkAwF9eiSNHjtTpOGfOnLH42CylnbczXBRSlKq1OHmtGD1CPKw9JCJqIIZkIiJqcjfr2OA7Zg6cOvTFuq8+wfJnNtTrmKWlpZYcokVIxCIM6uSDTSeysO1MNkMykR1jSCYioiZ3s44Nm67JUK4DHpg4DT7TptbpWGcO7cJf3y1GRUVFUw23UYZ08cemE1n450wOZg3rbO3hEFEDMSQTEVGzubFjQ5lGi/LUywCAyC5dIJfWrSY5O/Vik43PEgZ39oVIBJzOVCKjqByBdryKIFFrxpBMRGQjLLXKmq2usGYut0QNAPBwktU5INsDbxcFerf1RNLVQmw7m4PH+oVae0hE1AAMyURENsCSq6zZywprxpDs66Kw8kgsb0iEH5KuFmL7mWyGZCI7xZBMRGQDLLXKmj2tsJZbWhWSXVteSB4a4Y8Fm1Ow72I+yjRaOMn555bI3vCnlojIhrSmVdaylYaQ7NcCQ3JHPxcEezoivbAce8/nYVhUgLWHRGRzStVanC0Ww2vYc9YeSq1aThEYERHZjdIKLYrLKyECEODuYO3hWJxIJMLQCH8AwLYzOVYeDZFtySgqxx/HMrB872WcKpbCpee9yCvTWXtYNTAkExFRs7tWVA7AUGqhkEqsPJqmMSTCDwDw9+ksFJdXWnk0RLYhvbAMvx69hst5KggAvBV65G9aDFe57UVSllsQkV2wVOcHwH66P7RkxpDcktujxbX3Rgc/F1zIKcXif85jzv2R1h4SkVXllqjx57FM6PQC2nk74Y6OvijLOI8jJ7dBIRVZe3g1MCQTkc2zZOcHwH66P7RkGVUhOdiz5YZkqUSMOSMjMWn5IXyfcAWPxoagg5+rtYdFZBXK8kr8nnwNGp0egR4OGNGtDaQSMSzzW71pMCQTWRFnR+vGUp0fAPvq/tBSlWt0yFdpAACB7i03JAPAoE6+GBrhj3/OZOP//jyN76f2hUhkezNmZB0lFZW4kl+G1PwyZJdUwM9VgR7BHgj2dGxR/04EQcCmk5lQaXTwdpbjX90DIZXYXnmFOYZkIivh7Gj9tabODy2ZsdTC21kOR3nLrEe+0VsjI7D7XC72nM/D5pNZGN6tjbWHRDbgXHYJtpzKhk4QTNtKKrS4mKuCl7Mc90T4t5iLWk9lKJGtVEMuEWNUz0AoZPbxc8+QTGQlnB2l1qo11CPfKNTbGdPuCMPSnRcx439H8dS1Yrw4pCMc7CQokOUdTy/CjpRcAIYWiO19nOHv7oBLuSqczVKiQKXB+uRrGNM72MojbbzySh32XTR8YtqvvRdcHWRWHlHdMSQTWRlnR6m1MdYjB7WSkAwALw7piPTCcvx5LANLd17E36eyEB8VgBBPJwR5OsLNQQpXB1mLXFilLgRBgLJCi7xSNdRaPdr7OLfYNxGJVwqw/2I+AKBbkDsGd/aFuKq0op23MwaEe+OPYxnIKK7Ab0evYaCPNUfbePsv5qGiUg9vFzl6BHtYezj1wpBMRETNplJ/fTnq1hSSHWQSfPZIL4zs3gZvrj+JS7kqLN15scZ+IhHQ0UsG97hxKGkFXeMEQcCx9GIcuJQPtVZv2i6TiBDVxh292nrAzdF+Zh5v53KeyhSQ+7bzQr/2XjVqjxUyCf7VMxC/HrmGnBI19ubIIHH1tsZwGy1bWYGT15QAgLs6+UEstq86a4ZkIiJqNvlqEQQA7o4yuDi0vj9B8VEB6Bfmjd+OpuNyngqpBWXILK5ASYUWJRWVUFZocS6/Eh6DHsPWTAFKx3z0CfWyu3BRF1o98PepbKRklwAAJCIRvJzl0AsC8lUaJKcX4URGMUZ2a4N2Ps5WHm3jlWt0+OdMNgCgZ7AH4sJvHnwVUglG9wzCz0fSUaDSwCt+BoQbapftxb4LhjKLzgGuCLLDTjat7zcU2RVLdX9oyZ0fiOxJrtpwRXtrmkU25+4kw+MDwmq9LbO4HN9tScInv+yEY7teOHCpAJfzVIiPCoCnk7yZR9p0JM6e2JEthbKyBGIRMLCDD3oEe0AsFkEQBKQWlOHQlQJkFFVgw4lM3N+9DUK97TcoC4KA7WdzUKbRwctJjgEdbj8z7CiXYES3Nlh14Aqcwvtgd2oFoqObYbAWcq2oHGmF5RCLgP7t7XMmnCGZbJYluz+0hs4PRPYgu9wwI9qS+yM3Rht3RwwLd8LsNW9h7IL1OFYsR7ZSjbWH0/BwdAg8ne0/KFfqBPiMng1lpRhOcgnu69qm2iyjSCRCqLczgj2d8NfJTFzMVeHP45kY1SMQIV5OVhx5w53NKsGF3FKIRUB8lH+d2595OcsR4a7DqWIplh8txmP3qOHjYh916wcvG8pKItu42W3JDEMy2SxLdX9g5wci2yB190dxpRgiEVrEx+dNra2zHt26tMWG45nIKVHjt+RreDgmBC4K+/7T/d0xJRyCIyETCRgbHXzTGXKJWIThXdtg44lMXM5T4c/jGXi0b1t42NmMurpSh93nDJ0sYsO84edWv7Zundz0OHruEkr82+PtP07h80d7N8UwLSqjqBxpBYZZ5D7tvKw9nAaz7580ahXY/YGoZXDs2A+AodTCsYV2LrA0VwcZRvUMxNrD6SiuWrFsbHQwFFL7fP5+O5qOTRcMnw7GeGtvW0IiEYtwX7cA/Hb0GjKKKrDldDbGRgebukHYg8SrhajQ6uHlJEdMqGe97y8WAfl/LUbQlMXYeDwT4/vk4o6Ovk0wUss5eLkAgH3PIgOA7S93QkRELYJTVUgO93Wx8kjsi5Ncigd6BcFJLkFeqQZ/ncyyy4u4ruSpMPvXEwCAov0/IdCpbo9BKhYjPjIAcokYmcUVSLpa2JTDtKgyLZCcVgQAGNDRu8EXYGqyL2J4B0OpybxNZ6HX2+7rn1FUjtSCMrufRQYYkomIbJJeEJClrEBGUTmylRUoLrfvfmBKtR6K4EgAQHuWWtSbu6NhRlkiFuFqfhmOpxdbe0j1IggC5v55ChWVenTzk6N47+p63d/NUYbBnQ2zpwcu5SOnpKIphmlxp4ol0OkFBHk4IqyRFx4+HOkKVwcpzmQqsT75moVGaHmJVwyzyBF2PosMMCQTEdkUnd6wGtcPCVexJjEN65LS8VNiGlbuv4JfjqTjWmG5tYfYIIczKiASS+Au09v9H05r8XN1wMAOhpUl9l7IQ4FKY+UR1d2W09nYmZILuUSMp6PdAUF/+zuZ6RLgig6+LtALMCznbMOzqQAg8wtDqsoQswZ29KnRD7m+XBViPDe4AwDgo79TUFGpa/QYLS23RI0r+WUQAYhuQGmJrWFIJiKyEYrgKGzOkGFHSi6Kyishl4gN/YQVUohFQHphOX4+ko7fjl6DSq219nDr5VCGYeYv0Kn+4Yiu6xHsjrZeTtDqBfx9KsvmgyJg6A/8zp+nAQBPDWqPQNeGXQ4lEolwdxc/OMokyFdpcCy9yIKjtDzPwVMAiNDJ3wUB9bxY72amDGiHQHcHZBRXYOX+KxY5piUdvmqYRe7o59IiWhYyJBMR2YC9qeXwH/ceKvQiuDpIMaijD6YNDMPj/duZ/tstyB1iEZBaUIZ1SekoKrOPmcRyjQ7JWYZV9gIdbT/U2TKRSIR7IvyhkIqRU6I2fbRty5bsOI9rReUI8nDE9Ls6NOpYjnKJqcfwgUv5KLfR94rJWWo4hvWGCAL6h1tuXWkHmQT/HtYZAPD5jgsotKFPE4rKNDifXQoAiLHzWmQjhmQiO6HR6lFRqbPLC3YaokClwQ8HrmLM0v149NcsBD27Av9kSvHXiUxkK+2jHrGuvt59CQsPFEEklSHQUY/H+oWiV1tPyKXXf0W7Oshwdxc/TIwNhbujDMXllViXlG5a4tmW7TmfC40O0BZlwV3WOv79NiUXBynu7uIHADh8pdCmgpK5S7ml+Gr3JQDAnPsj4ShvfFeOyDZuCHBzQKVOwIki2+vyodML+P64YSnmcFc93C1cXjS6VxAi2rihpEKLz7ZfsOixGyPpaiEEAKHeTvB1tY9ezrfDFnB2zFKr0QFckc5Wlaq1OJ9dgkt5KmQUlUMvADKJCK4KGUK9nRAd6glnO++Zaq5Sp8fCrefw9e5L0N7wUbLUzRfFlUBxTinO5ZQi1NsJce294W+hjzGtZfXBVLy/6QwAQHn4dzz4wHDIbrHQgKezHA9FB2N98jXklWrw85F0jIsJgZcNLzLxy5F0AEDZ+QMQdb/PyqNpGTr6ueC0txOu5pdhe0oOHuwV1OiaV0sTBAFv/3EKlToBgzv7Ylikv0WOKxKJcFdnX/yUmIa0MgkUbbtZ5LiWsv7oNVwp0kJfUYouQZb/uZSIRZg9vAsmLT+EHw5cweP926Gtt3UXWSlVa3Em07C8uL13tLhRy/rr2opYcjU6gCvS2RpBEHDymhJ7LuSiUld95q1SJ6CgTIOCMg1OXCtGzxAPtGkhZZ5pBWV44aejOJpaBACICnTD6J5B8NXlYtwjEzD25Y9QIPHC2ewSXM0vQ1pBGe7u4oeoQHfrDryB9pzPxVu/nwQAPBzpgg8/+BqiB4ff9n7OCinG9g7G78cykFlcgT+OZWBcnxCb7D2crazAP2dyAAClx/4GxjAkW4IhKPrhxwNXkV5YjrNZJYho42btYVWz+WQW9pzPg1wixtz7oywa4v3cHNAt2B3H04vhdc+z1d5QW1NFpQ4fb0kBABQnrIOi04QmOc+gTr64o6MP9pzPw4dbUvDZI72a5Dx1lXSlEDpBQKC7Q4tacp4h2U5ZajU6gCvS2ZqSikpsPZONtAJDFwM/VwU6B7iivY8zXBRSlKi1yC/V4PDVAmQr1Th8tRAuUhmknoFWHnnj7L+Yh6d/SEJJhRauDlIsGNMdw7u1AQAcOVIETfZFBDgKiOkYgL5hXth7IQ8Xc1X450wOClQaDOjgY1cLDJzPLsFzPx6BTi/gwV5BGNdBhw/rcX+FTIKR3dtgTWIaissrsfF4Jh7oFdRk422oNYlp0OkFRPjIcDU/zdrDaVHcHWXoG+aF/Rfzsed8HsJ8nOFgI2+UyjRavLPBcLHeM3e2b5IVFuPaeyMlowjwaYsN51ToG2PxU9Tbin1XkFFcAR8nMVKP/AlMbpqQDACvDe+CvRf24s9jGXhiYBh6hHg02blupVStxYkMQ0vC2PbeVhlDU2FItnOtaTU6jVaPnJIK5JVqoJCK4eEkg4ej3CI1braiQKXBr0fToVLrIBGLMCDcGz1DPKrNwHg6yeHpJEe4rzMu56uwMyUXJRVaBDz2MU5kq2H7C5bWdOBSPqauTERFpR692nrg0/G9EOJ1848PPZzkGNGtDQ5cLsChywU4klqEkgot7o0KaHCz/uZUXFaJqd8lokStRd8wL8wf0w2njh+r93Gc5FL8q4dhNbZrReXYkZKDLjb0W12nF/DToVQAwLBwZ2y28nhaot5tPXE2qwQFKg32XsjD0AjLlDQ01mfbLyCzuALBno54dnDjLta7GQeZBF09dEgqkGLt6VI8W1yONu7Wm8UsUGnwxQ5DjfAjXV2RpG3aWvGoQHc80CsIvx65hnmbzuCnp/pZpeQm6UohdHrDLHKIZ8uZRQZ44R7ZgcxyEdYkpmHZrov45cg17DqXiy2ns7H2cDq+2nMJvydfw7XCcru/oC23RI2fkwwB2ctZjgmxbdGrredNf+mJRCK093Ex1KPK9ZA4uuKd3QX441hGM4+8cQ5dLsCUFYaAfGcnX/zvyX63DMhGIpEIce29cW9UACQiEc7nlGLb2Ryb/3cgCAL+8/MxpBWUI8TLEV9OjG7UEsPeLgoM7xoAEYBTGUpcKbWdX+u7zuUgo7gCnk4yxAXbd+24rZKIRaaL+E5lKHGtyPp9tC/klOKbPYaL9d6+P6pJJzJCnfWoSD+NCq2A9zeeabLz1MVn28+jRK1FRBs33BnaPGHxP8M6Qy4V4+DlAmw/m9Ms57xRuRbVZpFtrS6+sWzntymRmXP5Gvg/+gH258qQpayAAMBFIUV7H2cEezjCpeqCtSv5Zfj5SDrWJaUjv9T2r/SvTVZxBX45ko7ySh38XBUY2zu4zj0mnRVSDPLXQnVqJ3QC8NKaZGw5ldXEI7aME+nFeHzFIZRX6nBHRx98+Vh0vT8u7hzginurQuLpTCX2XMiz6aD87d7L2Ho6G3KJGEsnRMPTAhfctfNxRr+qjzmTCyWQ+YQ2+piWsOqAYRZ5TO9gyCUt64+nLQnycERUoKEeecfZHKv2ThYEAXOrLta7u4sfhkb4Nen5RCKgYOtSiEXAhuOZ2HfBMhez19fVfBV+PHAVAPD6fV2arfQr0MMRUweEAQD++9dZaHXNe4FKilLSYmeRAYZkskGCIGDpzot4fXs+HEKiIBYJiA71xNQBhn6x9/cIxJjoYEwbGIbJcaHoGuQGiUiEzOIK/JSYhpPXim06JJkrqQR+P3YNaq0ege4OeLB3UL1nXiQiIG/Dx7gz1BE6vYAZq49iz/ncJhqxZVwrKsfU7xJRptFhQAdvfD0ppsH1lB38XEwfMx9NLcLhq4WWHKrFJF0twH//OgsAeOv+SHQNstwFh33aeSLUywk6QQTf0a+hvNK6V3Mayz8A4JFYXuvQ1AZ08DEtsnEk1Xr//jedyMLeC3mQS8V4+/7IZplZrMy5jHvDDZ8+zfn9JDTa5v+3/+HfKajUCbijow/u6OjbrOd+dnA4PJxkOJ9TinVJ6c12XombLy5XfXLVEmeRAYZksjElFZV45sckfLD5LPQCoDq1E/FtKjGwgw9cHWr2mvRwkmNIF39DC5yqVai2nc3B5lNZzf6OuiHEzh7YmyNDRaUe/m4KjOoZ1IiP3gXM6OOOe6MCoNHp8dT3SUiy0bBYUlGJqSsSkVuiRpcAVyybWP8ZZHORgW4Y1NHQtH//xXycyy6xxFAtpkClwYzVR6HVC7i/RyAmWjg4ikQixEcFwFEiQOYdgqWHrftmccn2C9ALwIAO3gj3dbHaOFoLR5kEd1T9+z90ucAqC82o1Fq8W3Wx3rN3hiPU2/IX693MI11d4eMix8VcFZbvu9xs5wWAI6mF2HA8EyIRMHt4RLOeGzBcwPn83R0BAAu3nkOZpnlWWPEcPAV6iBDs4dgiZ5EBhmSyIdnKCoxZuh9/nzJ8FP1stDvyNnwEpzpciOTiIMXonoEYEO4NkQg4l12KX49es8m17Y3KKvXwGzsXZToR3B1l+FePwGqLRzSERCzCp4/0wp2dfFFeqcMT3yXiYm6phUZsGZU6PZ5bdQQp2SXwc1Vg+eN9an0D1BC92nqiV9UV3ltOZyPDBuozAUCvF/DSmmRkFlegvY8z5j/YrUlmXRzlEsT6aCHotNibVoFVB1Mtfo66uJhbirWHDZ0sXhraySpjaI26BLgi2NMRWr2ArWeym/1N0qJ/ziFLWYG2Xk54dnDjui7Vl7NcbAqon24732w/+5U6PV7/9QQAQ1lRZKB12vA91i8Ubb2ckFuixpe7LjX5+U7nauAcMQiAgEGdfFvkLDLAkGy3DmdUwKX7MGRXiFBYprFqDZolpBWU4aFlCTiXXQp/NwXWPhOHe8Lr1xxdJBIhpp0XxvQKhkIqRmZxBdYlpaPMBpct1Wj1WLC/EIqADlCIBYzuGQgnuWXaEsilYiyd2Bs9QjxQWFaJSd8espkV6gRBwJzfT2LP+Tw4yiRY/ngfBFq4p+bAjj5o7+MMnV7An8czbGLp5qW7LmLXuVwopGJ8PqG3qZ6+KXgrBBTt/g4A8M6fp3HyWnGTnetmFm45B51ewNAIvxazPK09EIlEGBrhD5lEhIyiCiSnFTXbuZOuFuCbvYYZ3Ln/irRKK7oHewehTztPlGl0eG/j6WY557d7L+NsVgk8nGSYPbxLs5yzNnKpGK/eazj/0p0Xm/STNJ1ewLdHDb9Xwlz0LWZ1vdowJNupLRfL4D38BezNkeH7hKtYtusi/jqZict5KrsLzOezSzB22X6kFpShrZcTfn6mP3o2ot9jkKcjxkYHw0UhRYFKg53ZMki9bKd/rF4v4JWfj+F4tgZ6TTkG+GrhUceL9OrKSS7F8skxCPNxxrWicjy+IhHKikqLnqMhvtp9Cf87lAaRCPjskV4Wrck1EotEuLdrAPxcFaio1OP3Yxkot+InCgkX802LC7w7qmuzLPigPPQbYgIV0FTN2heXN99rfzy9CBtPGD56/k9852Y7Lxm4O8pwRwdDTey+i/koaYaXvkyjxb/XHoMgGGZT7+5inTZ0IpEI74zqColYhE0nsrDtTHaTni+toAyL/jkHAHjjvgh4u1g3LN7XLQBDuvhBo9Pj5Z+PN1nJ4c9JabhctaJglLvtflprCQzJdqqTtwzllw7DVSpAKhZBqxdwLrsUfxzLwIr9l3HiWrFdhOWT14ox7qsDyFaq0cnfBeueiatT+6/b8XFR4KGYYHg6yVCuEyHg0Q9wudD6IREAPvj7LNYnZ0AiAnLXz4enomleJ28XBb6f2hc+LgqcyVTimR+SoNZa7xfaphOZmF910dqckZEYaqElamsjk4jxrx6BcHWQoqjMsNCGVt/8NeppBWWYvvoI9FXh4aGY4GY79wt9PRDs6YjUgjK8tCa52X4fLNhseEPwQM8gdAmwrRXgWouuQW5o6+UEnV7A4XwpIG7aWd0Fm1NwJb8MbdwdMOf+yCY91+1EtHHDlP7tAAAv/3wcWcVN8ymaIAh4Y/1JVFTqEdfeG2Ojm+9n+2ZEIhHef6AbXB2kOJZWhG/3Wr42O1tZYbr4uGj/T1C0nGUKasWQbKfGRroiZ91cDAusxHODwzEuJgQ9QzzgJJdApdZh+9kc/Hjgqs3Vo94o8UoBHvnqAApUGnQPdseap+Lg72a5XqpuDjKMjQ6Gh0wPibMH3tqZj8NXCix2/IZYtuuiqV7suT7uqLh8pEnPF+LlhJVT+sBZLsH+i/n4z7rj0FvhzdP+i3mYuSYZAPB4/3aYUtWyqCk5K6QY1SMQcokY14rK8c+Z5u2hXFJRiWnfJaJApUG3IHe8N7prs9btucjF+GJCbyikYmw/m9MsPWR/O5qOvRfyIJOI8NI9rEW2FkPZhR/kEjEKNGJ43v1Ek51rz/lcrNx/BQDwwZjucHe0zPUFjfGf+M6IbOOGApUGM9ccbZI3iN/tv4Ld53Ihl4rx/gPN+7N9KwHuDnhrhOGNysdbz+FCjuUygK7q2orCskqEeUhRkrTBYse2VQzJLYBIJEKAuwPu7OSLKQPaYVBHQyugovJKbDieiY3HM6FS21Zh7s6UHDz27UHTimOrnoi1SL9Yc05yQw/hirRTKKsU8Ni3h7D7nHVao/2QcMX0Dvy14V1wV7vGz5jXRdcgdyx7LBpSsQh/HsvAexvPNGtYPJ5ehCe/OwyNVo/4KH+8NbL5Zpq8XRQY0b0NxCIgJasEu8/noTkeuk4vYOZPyTiXXQo/VwW+nhRjlZUhuwd7YOHDPQEAy/ddNvVxbQpX81V487eTAIAZd3W0yCdC1HCuDjLERxk+rXGLvh/bLpdZ/ByX81SYsfooAODR2LYY1Kl5W5/djINMgiWP9oKTXIIDlwqwZPsFix4/8UoB3qt60/nqvV3Q3sa6tzwUE4xBnXyh0erx9A+HLVZu9eXui9h/MR+OMglm9fME9LaVK5oCQ3ILIxWL0autJx7v3w4xoZ4QiYALuaX44cBVnM5Q2kT/4F+PpOOJ7w6jolKPwZ198d2UvhbrblAbmRjIWTsHvQIUVR0fDmPzycwmO19tfklKx1u/nwIAzLirA565s3mv/L6joy8+eqgHAENYendD8wTlCzklmLz8EFQaHfqHe2Px+F6QNPOy0W29nEw9lJPTinCiqGnDql4v4M31J7HtbA4UUjG+mhSDAHfrrTY3onsb/GeYYVb37T9O4Z/Tlq/T1Gj1eOF/R6HS6NC3nRdm3N00yxBT/bT3dUGEuyHIfJlUjKMW7J9cXG74pKS4vBI9Qzwwpxnf/NZFe18XvP9AVwDA4m3n8NcJy/zOz1FW4LlVR0ytHKcOaGeR41qSSCTCR2O7I8DNARdzVZix+kij65OT04qwcIuh/vr//hWFILemu/jYljAkt1ByqRgDOvjgkT5t4eeqgFqrx9Yz2VifnNGsF/GY+2r3RcxaewxavaGjw1ePNc8Mm6BV47UBnhjRrY3pYqbVzdQe6/uEK/jPz8cAGEoN/j3MOh9Dj+4VhPdGG/5oLN93GW/9frJJSy9OpBdj3JcHUFhWiR7B7viqEYuFNFZEGzfT0r3nSyTwGDSpSd4k6PUC3vz9JP53KBViEfDxwz0adRGqpUy/qwMe7B0EnV7As6uSsPmkZVdk/HhLCo6lF8PdUYZPxvds9jdCdHMRbnqUnUuAVg888d1hnMlUNvqYlTo9Zqw+gku5KgS6O+CrSY3vc94UHugVjEdj20IvAC/8dNS0uE1Dlaq1eHbVEeSWGK6h+W8TtXK0BD83B3wzOQaOMgn2nM8z9a9uiHPZJZi2MhFavYAR3ds067UV1saQ3ML5uiowLiYEAzv4QCIWIbWgDD8euIqjqYXQN+OsckWlDq/8fAzzNhnKDZ68IwwLH+7Z6L7A9SGTGHoIPxwTDL0AvP7bCby5/kSTrc4kCAI+/Pss5vx+CoIATOzXFnNGNs8KVDczsV8oFozpDpEI+PFAKmatTW6SXtJ7z+dh/FcJyFdpEBXohhVT+jZp27O66BbkjsFVHwe7xz2MJYnFFr2QUa8XMOePk1h9MBWiqoA8snugxY7fGCKRCB+M6Y6R3dugUidg+uoj2HA8wyLH/mzbeXy521Bn/8GYbgiycEs/ahyRCMjbuBBhHlLkqzQY/9UBHGtEaziVWosnvjtsauP49eQY+Lla75OS23l3VFfTv/tnfkhCwsX8Bh2nUKXBhG8OIulqIVwVUiybGA1nK/9Ou52uQe74ZFxPAMB3CVfxf3+eqveMckpWCR756oDpd/m8B2z3jUFTYEhuBcRiEaJDPTEhti2CPAyN5nefz8O6w+nIL1U3+fnTCsowZul+rD2cDrEIeHNEBN4YEQmxFWabJGJDWPjPsE6moDjhmwMWvwK6VK3FS2uS8fmOiwCAWfd0wrujulrlMZt7uE8IPnnYMNu3PjkDY5buR1qBZeoVBUHA6oOpmLLSUGIxoIM3fnqqH7yaoN68IXqEeKCXpxaCXocdV8ox4euDFvkZKFRpMPW7RPx4wBCQPxrbAw/0sq3ZFplEjEXjeuLBXoYZ5Rf+dxSfbjvf4IuajG8CP95q+Aj2P8M64d6ubSw5ZLIQQVOOdwZ7o3dbDxSXV2LCNwex93xevY+TU1KBcV8lYNe5XDjIxPhiYm9EBVq+jaMlScQifDKuJ4ZG+EGt1ePxFYfwQ8KVen2SlFVcgYe/TMCxtCJ4Osnw4xOxNleHfDP3dg0wlcKs2HcFU7+re41y0tUCPPq1ISB3DXLDqidibeLCzObEkNyKeDrJMaZ3EO7ubLjqOUtZgdWHUnGsUAKxg+V/4PV6Q2Aa8ekenMpQwstZjh+mxeKJO9pb/Fz1IRKJMOPujvhmUgxcFVIkXinEPQt3YdXBqxYpPzh8pQDDF+/G+uQMiEXAfx/shheGdLSpd9+jewXhh6l94eUsx6kMJUZ+thcbjmc0qgQht0SNJ78/jNd/O4FKneFjOUuupmcp7V31yFk3F04yEQ5fLcR9n+7BphOZDX7sx9OLMPKzvdiZYlgsZNG4nhhjA+2gaiOViPHhQz1MH0Ev3HquQW8Si8sq8eovx01vAt+4LwIzqpbFJdvkLBfjh2mxiGvvjVK1FhO/PYjXfztRp/7pgiDgrxOZGL1kH05eU8LbWY7/PdkPd3X2a4aRN55MIsaSR3tjaIQ/1Fo93vr9FJ76IQkFqlsvNKTTC/jhwFUMX7wb53NKEeDmgLVPx6GHDZRQ1cfUgWFYOqE3HGUS7D6Xi1FL9mL90Ws3nVUuVGnw2i/HMWZpgikg/zgt1uL9/O2BbX9WQBYnEonQLdgd7XycsCMlF5fzVLhQIkHg09/g1zOlCI+otMg7xZPXijHn95M4kloEAOgZ4oEvJvS2+OpqjTEkwh/rZwzAv9ceQ3JaEd747STWH72Gfw/rjNgwr3qH2qziCizdeQE/HLgKvQAEeThi4cM9ENveu4keQeP07+CDDc8PxLOrjuBYWhFmrD6K78Ou4u37I+s1O1Su0WFNYio+234B+SoN5BIxXo7vjGkDw2xi5rw2FVeO4r9DfLDocBku5anw3KojuKuzL94YEYEOfq51OkZ6YRkW/3MevxxJh14AQr2dsHRCtNWWpa0riViEeQ90Q0yoJ95cfxIHLhXgnoW78FhcKKYODIPPLRZEEAQB65Ov4f2NZ5BXaggY74yKwqS4ds00emoMZ4UUK6b0wbsbTmPVwVSsPpiK7WdyMHVgO4zoHlijVEat1eHwlUIs+uccEq8YLvpr5+2ElVP6op2PszUeQoM5yCT46rForNh/Bf/96wy2ns7GnvPbMLJ7IB7pG4JuQR6QS8UQBAFX8stw4FI+vtt/BWezDCvXdQlwxdeTYuy2a8vwbm0Q4uWEJ78/jCv5ZZi5JhkfbUnBg72CEOzpBH93B1zNV+Hg5QLsOZcLZYXhgs+HooPx5sjIVjeDbMSQ3Eq5Osjwrx6BuJqvwo5T6SiGC348UYJfU7ZhTG/DxQ5dAlzrFRQFQcCuc7n4du9l7Kn6KM9ZLsG/h3XGpLhQSCW298FFuK8Lfnm2P77bfwUfbUlB4pVCjP/qAHqEeGDqgHYY3MkP7k43/+Wg1ws4ca0YPyelY01iGjRV78wf7BWEuaOi4GZjs6jmAj0csfbpfvh8x0V8uesiDl0uwMjP9mJAuA9G9wrCvV0Daq0l1usFnMlSYtuZHHy3/wryq2ZkOvu7YtH4ns2yqlxjBbtJsenFO/DFzotYtvMidqTkYkdKLvq088TDMSGIC/dGkIdjtZ+BojIN9pzPw46zOfjzeAYqdYbZ55Hd22Deg91s/vW+0YO9g9GrrSde/OkojqcX44udF/Ht3suIjwpA77Ye6NnWEy4KCco1euSVqrEjJQdbT2cjs2rWuYOfC94d1RVx4bb5JpBq5yCT4P0HuuH+HoF47ZfjuJJfhnmbzmLeprPoFuQOX1cFHOUSFKo0SLpaCHXVNRsOMjGeGhSOpwe1t/la3JsRi0WYNjAMsWFeePnn4ziTqcTPSen4OSkdAOCikEImEaGw7PrsurujDLPu6YQJsW1t8m9YfXQNcsfmmYPw44GrWL73MtILy/HpTdrjdfZ3xXsPdEWfVr6svH3+S29Cn3/+OT788ENkZWWhR48e+Oyzz9C3b19rD6vJhHo7Y0iAFl8tXYLeE15BarEWPxy4ih8OXEWwpyOGdPFD3zBvdPBzQTsfJyik169gLtfocK2oHGezlNh9Lhd7zueZ/oCKRcDI7oF4/b4Iq7a/qguJWISpA8MwLMofS3dexLqkdBxLK8KLPyVDLDLUsfYI9oCvqwLeznJUVOqQU6JGemE59l3IMwVEAOjbzgsvDu2IAR18rPiI6kchlWDWPZ0wrk8I5m86gw3HM7H3Qh72XsjDq78cR1svJ7T3cYaXsxwqjRYlFVqcylBW+6gy2NMRz9wZjodigqv9G7F1DjLDYx/VMxD//esstp3JRuKVQtOsmbNcghAvJ2i0epSotcgvVePGipwBHbzxn2Gd0autp5UeQeOE+Thj/XMD8M+ZbHyx8yKS04rwx7EM/HHs5hf1OcsleO6uDnjyjvbNeuEtWVa/9t7468VB+OVIOv48loFDVwpw4lpxjf18XOQYGuGPF4d2RBt32/kksDG6Brlj0wsDcSS1EP87lIaNxzNRXqlDadV6AnKJGD1DPNC/gzcmxbWzmWsqLMHdUYbpd3XA1AFh+O3oNRxPL0JGcQWyiyvg66pA3zAv9A3zQkyop92/KbAEhuQbrFmzBrNmzcKyZcsQGxuLRYsWIT4+HikpKfDzs4/aq4YQiQDVqe34ZNgCqD1C8d3+K9iRkov0wnJ8l3AV3yUYFiAQiwBHmQSyqj+MRWU1a9mc5RKM69MWUwa0s7uPpYI9nfD+A90wc2gn/JBwBZtOZuFCTimOphbhaFXZSG1cFVLc0ckHk+LaoZ+NllbURZCHI5Y82huv3luG345ew29Hr+Fynsr0Zc5ZLkFse2+M7N4G9/cIhMyOf6GG+7rg60kxyFZW4OekdGw4nokLOSVQaXSmj1uNOvq54M5OvojvGtAiZlnEYhGGRQXgnkh/JF0txP6L+TiaWmha2t5BJoGTXII+7bxwT6Q/BnTwscl2X1R/jnIJJvYLxcR+ocgqrkDS1UKo1FqoNFrIpWL0beeFDn4uNnU9haWIRCJEh3ohOtQLC8Z0h7KiEgUqDco0OnTwc2nx/8Yd5RI8GtsWj8a2tfZQbBpD8g0WLlyIJ598ElOmTAEALFu2DBs3bsTy5cvx2muvWXl0TU8kEqF/uA/6h/ugTKPFvgv52JGSgzOZSlzIKUVJhRYqjQ7QXG+b5aKQoq2XE+LCvTGoky9iw7zs/peLr6sCs4Z1xqxhnXGtqBz7zufhcr4KeSVq5Ks0cJCJ4efqAF9XBXq39URMO0+7DojmQryc8MKQjnj+7g7IUlbgUq4Kl3JLoazQwtVBCme5FKHeTugR4tGiHjcA+Ls5YPpdHTD9rg6o1OlxNV+FtMJyOMkkcHGQwtdFAT8LLp1uS0QiEWLaeSGmBQR/qr8AdweM6N46u5OIxSJ4OMlb5YVpdGsMyVU0Gg2SkpIwe/Zs0zaxWIyhQ4ciISGhxv5qtRpq9fXWUcXFho+plMrGN2qvi9JSw3rs6edPQV3euPZduemXAQBJSUmm4wKAAsC93oYvQXCAUqOHWitAqwd0AuDlKIaTVASRSACQB2Tl4VCW4XnT6xvfezglJQVA4x/jzR5fXQUACHACUDUxbnh8hpnVymsZSLjWsHFZ6vEBjX+M5sxfw1AAkACoNHyVqYCEOqzFYmv/FoD6P1cSAOqqr3wAZ81ut7XH2NT/FhrKkq9hdqqhq0bWlXO46Ny4T6ws+XzZ4nNli/8eWvrjA2z3Mdry4ystLW2WDGU8R106GokEW1in2AZkZGQgKCgI+/fvR1xcnGn7K6+8gl27duHgwYPV9p87dy7+7//+r7mHSURERESNlJaWhuDgW7fr5ExyA82ePRuzZs0yfa/X61FQUABvb+9mqd9SKpUICQlBWloa3Nxsv5MAWQZf99aHr3nrw9e89eFr3nwEQUBJSQkCA2+/IipDchUfHx9IJBJkZ2dX256dnY2AgIAa+ysUCigU1fuJenh4NOUQa+Xm5sYfqFaIr3vrw9e89eFr3vrwNW8e7u51WwugZV110whyuRzR0dHYtm2baZter8e2bduqlV8QERERUcvHmeQbzJo1C5MnT0ZMTAz69u2LRYsWQaVSmbpdEBEREVHrwJB8g3HjxiE3Nxdz5sxBVlYWevbsic2bN8Pf39/aQ6tBoVDg7bffrlHyQS0bX/fWh69568PXvPXha26b2N2CiIiIiMgMa5KJiIiIiMwwJBMRERERmWFIJiIiIiIyw5BMRERERGSGIdlOff7552jXrh0cHBwQGxuLQ4cOWXtI1ETmz5+PPn36wNXVFX5+fhg9ejRSUlKsPSxqRv/9738hEokwc+ZMaw+Fmti1a9cwceJEeHt7w9HREd26dcPhw4etPSxqIjqdDm+99RbCwsLg6OiI8PBwvPvuu2BPBdvAkGyH1qxZg1mzZuHtt9/GkSNH0KNHD8THxyMnJ8faQ6MmsGvXLkyfPh0HDhzA1q1bUVlZiWHDhkGlUll7aNQMEhMT8eWXX6J79+7WHgo1scLCQgwYMAAymQx//fUXTp8+jY8//hienp7WHho1kQ8++ABLly7FkiVLcObMGXzwwQdYsGABPvvsM2sPjcAWcHYpNjYWffr0wZIlSwAYVgYMCQnB888/j9dee83Ko6OmlpubCz8/P+zatQuDBg2y9nCoCZWWlqJ379744osv8N5776Fnz55YtGiRtYdFTeS1117Dvn37sGfPHmsPhZrJyJEj4e/vj2+//da0bcyYMXB0dMSPP/5oxZERwJlku6PRaJCUlIShQ4eatonFYgwdOhQJCQlWHBk1l+LiYgCAl5eXlUdCTW369OkYMWJEtZ93arn++OMPxMTE4KGHHoKfnx969eqFr7/+2trDoibUv39/bNu2DefOnQMAHDt2DHv37sXw4cOtPDICuOKe3cnLy4NOp6uxCqC/vz/Onj1rpVFRc9Hr9Zg5cyYGDBiArl27Wns41IR++uknHDlyBImJidYeCjWTS5cuYenSpZg1axZef/11JCYm4oUXXoBcLsfkyZOtPTxqAq+99hqUSiW6dOkCiUQCnU6H999/HxMmTLD20AgMyUR2Zfr06Th58iT27t1r7aFQE0pLS8OLL76IrVu3wsHBwdrDoWai1+sRExODefPmAQB69eqFkydPYtmyZQzJLdTatWuxatUqrF69GlFRUUhOTsbMmTMRGBjI19wGMCTbGR8fH0gkEmRnZ1fbnp2djYCAACuNiprDjBkzsGHDBuzevRvBwcHWHg41oaSkJOTk5KB3796mbTqdDrt378aSJUugVqshkUisOEJqCm3atEFkZGS1bREREfjll1+sNCJqai+//DJee+01jB8/HgDQrVs3XL16FfPnz2dItgGsSbYzcrkc0dHR2LZtm2mbXq/Htm3bEBcXZ8WRUVMRBAEzZszAb7/9hu3btyMsLMzaQ6ImNmTIEJw4cQLJycmmr5iYGEyYMAHJyckMyC3UgAEDarR3PHfuHEJDQ600ImpqZWVlEIurRzGJRAK9Xm+lEdGNOJNsh2bNmoXJkycjJiYGffv2xaJFi6BSqTBlyhRrD42awPTp07F69Wr8/vvvcHV1RVZWFgDA3d0djo6OVh4dNQVXV9caNefOzs7w9vZmLXoL9tJLL6F///6YN28eHn74YRw6dAhfffUVvvrqK2sPjZrI/fffj/fffx9t27ZFVFQUjh49ioULF2Lq1KnWHhqBLeDs1pIlS/Dhhx8iKysLPXv2xKefforY2FhrD4uagEgkqnX7ihUr8PjjjzfvYMhqBg8ezBZwrcCGDRswe/ZsnD9/HmFhYZg1axaefPJJaw+LmkhJSQneeust/Pbbb8jJyUFgYCAeeeQRzJkzB3K53NrDa/UYkomIiIiIzLAmmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERkhiGZiKgVGzx4MGbOnGntYRAR2RyGZCIiO3X//ffj3nvvrfW2PXv2QCQS4fjx4808KiKiloEhmYjITk2bNg1bt25Fenp6jdtWrFiBmJgYdO/evUnHoNPpoNfrm/QcRETWwJBMRGSnRo4cCV9fX6xcubLa9tLSUqxbtw6jR4/GI488gqCgIDg5OaFbt2743//+d8tjFhYWYtKkSfD09ISTkxOGDx+O8+fPm25fuXIlPDw88McffyAyMhIKhQKpqalQq9X4z3/+g6CgIDg7OyM2NhY7d+403e/q1au4//774enpCWdnZ0RFRWHTpk2WfDqIiCyKIZmIyE5JpVJMmjQJK1euhCAIpu3r1q2DTqfDxIkTER0djY0bN+LkyZN46qmn8Nhjj+HQoUM3Pebjjz+Ow4cP448//kBCQgIEQcB9992HyspK0z5lZWX44IMP8M033+DUqVPw8/PDjBkzkJCQgJ9++gnHjx/HQw89hHvvvdcUsKdPnw61Wo3du3fjxIkT+OCDD+Di4tJ0Tw4RUSOJhBt/sxIRkV05e/YsIiIisGPHDgwePBgAMGjQIISGhuKHH36osf/IkSPRpUsXfPTRRwAMF+717NkTixYtwvnz59GpUyfs27cP/fv3BwDk5+cjJCQE3333HR566CGsXLkSU6ZMQXJyMnr06AEASE1NRfv27ZGamorAwEDTuYYOHYq+ffti3rx56N69O8aMGYO33367iZ8RIiLLkFp7AERE1HBdunRB//79sXz5cgwePBgXLlzAnj178M4770Cn02HevHlYu3Ytrl27Bo1GA7VaDScnp1qPdebMGUilUsTGxpq2eXt7o3Pnzjhz5oxpm1wur1brfOLECeh0OnTq1Kna8dRqNby9vQEAL7zwAp599lls2bIFQ4cOxZgxY5q8XpqIqDFYbkFEZOemTZuGX375BSUlJVixYgXCw8Nx55134sMPP8TixYvx6quvYseOHUhOTkZ8fDw0Gk2jzufo6AiRSGT6vrS0FBKJBElJSUhOTjZ9nTlzBosXLwYAPPHEE7h06RIee+wxnDhxAjExMfjss88aNQ4ioqbEkExEZOcefvhhiMVirF69Gt9//z2mTp0KkUiEffv2YdSoUZg4cSJ69OiB9u3b49y5czc9TkREBLRaLQ4ePGjalp+fj5SUFERGRt70fr169YJOp0NOTg46dOhQ7SsgIMC0X0hICJ555hn8+uuv+Pe//42vv/7aMk8AEVETYEgmIrJzLi4uGDduHGbPno3MzEw8/vjjAICOHTti69at2L9/P86cOYOnn34a2dnZNz1Ox44dMWrUKDz55JPYu3cvjh07hokTJyIoKAijRo266f06deqECRMmYNKkSfj1119x+fJlHDp0CPPnz8fGjRsBADNnzsTff/+Ny5cv48iRI9ixYwciIiIs+jwQEVkSQzIRUQswbdo0FBYWIj4+3nTx3JtvvonevXsjPj4egwcPRkBAAEaPHn3L46xYsQLR0dEYOXIk4uLiIAgCNm3aBJlMdtv7TZo0Cf/+97/RuXNnjB49GomJiWjbti0AQz/l6dOnIyIiAvfeey86deqEL774wiKPnYioKbC7BRERERGRGc4kExERERGZYUgmIiIiIjLDkExEREREZIYhmYiIiIjIDEMyEREREZEZhmQiIiIiIjMMyUREREREZhiSiYiIiIjMMCQTEREREZlhSCYiIiIiMsOQTERERERk5v8ByUdueEJ44zMAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ki/6QLi8vb7atacGQpqm0mu5qb01YuJhPP/3UqU/666+/RkFBgdOiBl27dsXmzZthMpkc25YtW9bsT/gTJkxAaWkp3n777WbPc6FRXrlcjjFjxuCHH35wavEoKirCkiVLMHz4cAQEBLT15TlER0ejX79++OSTT5z+XJ+VlYUDBw44HfvXv/4VVqsVL774YrPzWCyWVr/3TSOnZ78HVVVV+Oijjy752PDwcIwcORIffvghcnNznfY1na+972FLr29nksvlzf7NvPXWW7BarS0+R0JCAkaMGIGlS5fi888/R3JycrM5gjvbsGHDkJSUhM8//xxLly7FFVdccd7ZVVxty5YtqK2tbbZ969atKCsrO2+rDpG74EgykZdYsWIFDh48CIvFgqKiIqxZswZZWVlITEzEjz/+eNH5SF944QWsX78e48ePR2JiIoqLi/Hvf/8bcXFxGD58OAB7oAkKCsKiRYvg7+8PvV6PIUOGIDk5uU31hoSEYPjw4bj77rtRVFSEN954A926dXOapu7vf/87vv76a1xzzTX461//imPHjuHzzz9vNqXbXXfdhU8//RQzZ87E1q1bMWLECNTW1uLXX3/Fgw8+iBtuuOG8Nbz00kuO+aEffPBBKBQKvPfee2hoaHDpn6Lnzp2L8ePHY/jw4bjnnntQXl6Ot956C+np6U7L8l5xxRW47777MHfuXOzatQtjxoyBUqnEkSNH8NVXX+HNN9/ELbfc0uLnHTNmDFQqFa6//nrcd999qKmpwQcffICIiIgWjeAtXLgQw4cPx4ABAzBt2jQkJyfj5MmTWL58uWN58va8hy29vp3puuuuw2effYbAwED07NkTmzZtwq+//uqYIq6lJk+ejGnTpiE/P7/ZvNKXUlVV5TSv+bnnbQtBEHDHHXfglVdeAWD/mu+M5//ss8+wePFi3HTTTRg4cCBUKhVycnLw4YcfQqPROPrjidySVNNqEJFrNE1P1vShUqnEqKgo8eqrrxbffPNNp2nWmpw7Vdjq1avFG264QYyJiRFVKpUYExMj3n777eLhw4edHvfDDz+IPXv2FBUKhdN0cFdccYWYnp5+3vouNJ3X//73P3HWrFliRESEqNVqxfHjxzebakwURfG1114TY2NjRbVaLQ4bNkzcvn17s3OKon3qrqefflpMTk4WlUqlGBUVJd5yyy1OU5PhnCngRFEUd+zYIY4dO1b08/MTdTqdeOWVV4obN24873t87jR755vW7EK++eYbMS0tTVSr1WLPnj3Fb7/9VpwyZUqzqcpEURTff/99ceDAgaJWqxX9/f3F3r17i48//riYn59/0ec43xRwP/74o9inTx9Ro9GISUlJ4rx58xxT5p04ceKSde/bt0+86aabxKCgIFGj0Yg9evQQn332WadjWvIeXui9asn1bXrsV1995fTYC12Xpvfh7CkNAYjTp09v9vrOnYauoqJCvPvuu8WwsDDRz89PHDt2rHjw4MELTld3IeXl5aJarRYBiAcOHDjvMa2dAu5CP7IvNQVck/3794sARLVaLVZUVJz3GFc//549e8THHntMHDBggBgSEiIqFAoxOjpavPXWW8UdO3ZcsmYiKQmiyPlXiIiIiIjOxp5kIiIiIqJzMCQTEREREZ2DIZmIiIiI6BwMyURERERE52BIJiIiIiI6B0MyEREREdE5uJiIi9hsNuTn58Pf39/ly/cSERERUfuJoojq6mrExMRAJrv4WDFDsovk5+cjPj5e6jKIiIiI6BLy8vIuuTQ7Q7KL+Pv7A7C/6QEBARJXQ0RERETnMhgMiI+Pd+S2i2FIdpGmFouAgACGZCIiIiI31pLWWN64R0RERER0DoZkIiIiIqJzMCQTEREREZ2DIZmIiIiI6BwMyURERERE52BIJiIiIiI6B0MyEREREdE5GJKJiIiIiM7BkExEREREdA6GZCIiIiKiczAkExERERGdgyGZiIiIiOgcDMlEREREROdgSCYiIiIiOgdDMhERERHROSQNyevXr8f111+PmJgYCIKA77//3mm/KIqYPXs2oqOjodVqkZmZiSNHjjgdU15ejkmTJiEgIABBQUGYOnUqampqnI7Zs2cPRowYAY1Gg/j4eMyfP79ZLV999RVSU1Oh0WjQu3dv/Pzzzy5/vURERETkGSQNybW1tejbty/eeeed8+6fP38+Fi5ciEWLFmHLli3Q6/UYO3YsjEaj45hJkyZh//79yMrKwrJly7B+/XpMmzbNsd9gMGDMmDFITExEdnY2Xn31VcyZMwfvv/++45iNGzfi9ttvx9SpU7Fz507ceOONuPHGG7Fv376Oe/FERERE5LYEURRFqYsAAEEQ8N133+HGG28EYB9FjomJwf/93//h//2//wcAqKqqQmRkJD7++GNMnDgROTk56NmzJ7Zt24ZBgwYBAFauXIlrr70Wp0+fRkxMDN599108/fTTKCwshEqlAgA8+eST+P7773Hw4EEAwG233Yba2losW7bMUc/QoUPRr18/LFq0qEX1GwwGBAYGoqqqCgEBAa56W4iIiIjIRVqT1xSdVFOrnThxAoWFhcjMzHRsCwwMxJAhQ7Bp0yZMnDgRmzZtQlBQkCMgA0BmZiZkMhm2bNmCm266CZs2bcLIkSMdARkAxo4di3nz5qGiogLBwcHYtGkTZs6c6fT8Y8eObdb+cbaGhgY0NDQ4PjcYDC541UR0Ibm5uSgtLXXJucLCwpCQkOCScxERkXdy25BcWFgIAIiMjHTaHhkZ6dhXWFiIiIgIp/0KhQIhISFOxyQnJzc7R9O+4OBgFBYWXvR5zmfu3Ll4/vnn2/DKiKi1cnNzkZqWhvq6OpecT6vT4WBODoMyERFdkNuGZHc3a9Ysp9Fng8GA+Ph4CSsi8l6lpaWor6vDpCdeRWRC13adqyj3GBbPewylpaUMyUREdEFuG5KjoqIAAEVFRYiOjnZsLyoqQr9+/RzHFBcXOz3OYrGgvLzc8fioqCgUFRU5HdP0+aWOadp/Pmq1Gmq1ug2vjIjaKjKhK+JS0qUug4iIfIDbzpOcnJyMqKgorF692rHNYDBgy5YtyMjIAABkZGSgsrIS2dnZjmPWrFkDm82GIUOGOI5Zv349zGaz45isrCz06NEDwcHBjmPOfp6mY5qeh4iIiIh8i6QhuaamBrt27cKuXbsA2G/W27VrF3JzcyEIAmbMmIGXXnoJP/74I/bu3Yu77roLMTExjhkw0tLScM011+Dee+/F1q1bsWHDBjz00EOYOHEiYmJiAAB33HEHVCoVpk6div3792Pp0qV48803nVolHnnkEaxcuRKvvfYaDh48iDlz5mD79u146KGHOvstISIiIiI3IGm7xfbt23HllVc6Pm8KrlOmTMHHH3+Mxx9/HLW1tZg2bRoqKysxfPhwrFy5EhqNxvGYxYsX46GHHsLo0aMhk8kwYcIELFy40LE/MDAQq1atwvTp0zFw4ECEhYVh9uzZTnMpX3755ViyZAmeeeYZPPXUU0hJScH333+PXr16dcK7QERERETuxm3mSfZ0nCeZqOPs2LEDAwcOxMx3vm13T/LpI/uxYPrNyM7OxoABA1xUIREReYLW5DW37UkmIiIiIpIKQzIRERER0TkYkomIiIiIzsGQTERERER0DrddTISI3FtxtREr9xVCKZehe6QfUiL9EaBRSl0WERGRSzAkE1GrZJ8qx3//OIFV+4tgsTlPjpOZFoH/G9MDadGc4YWIiDwbQzIRtdjqnCLc++l2NGXj/glB8NcocaSoGgVVRvyaU4zVB4vxl74xeOraNEQGaC5+QiIiIjfFkExELbI7rxIPLdkJmwiM6RmJR6/u7jRifLS4Bq//ehjL9xTgh135WH+4BPNv6Yure0ZKWDUREVHb8MY9IrqkvPI6TP1kG+rNVozsHo53Jg1o1lLRLcIP79wxAMseHo70mABU1Jlx76fb8ez3+9BgsUpUORERUdswJBPRRVltIu79dDtKa0zoGR2Af08aAKX8wt86esUG4tsHL8e0kV0AAJ9tPoW7/rsVVXXmziqZiIio3RiSieiivtt5BgcLqxGkU+KjuwfDT33pLi21Qo6nrk3Dx3cPhr9agS0nynHzuxuQV17XCRUTERG1H0MyEV2QyWLDG78eBgA8cEXXVt+IN6pHBL56IAPRgRocK6nFTf/eiBOltR1RKhERkUsxJBPRBS3dlovTFfUI91fjroykNp0jNSoA3z04DKlR/iitacCd/92CIoPRtYUSERG5GEMyEZ1XvcmKhWuOAgD+cVU3aFXyNp8rKlCDz6YOQVKoDqcr6tmjTEREbo8hmYjO69NNJ1FS3YC4YC1uG5zQ7vOF+6vx2dQhiPBX41BRNe79dDssVpsLKiUiInI9hmQiasZqE/HRhpMAgEdGp0ClcM23ivgQHT6dehn81QpsPVmOf6895pLzEhERuRpDMhE1s/5wCQoNRgTrlPhLvxiXnjs1KgAv3tgLAPDm6iPYnVfp0vMTERG5AkMyETXzxbZcAMDNA+KgVrS9F/lCbugXg/F9omG1iXj0y12oN3GxESIici8MyUTkpLjaiNU5xQCA2wbHd8hzCIKAl2/shQh/NY6X1GL+Lwc75HmIiIjaiiGZiJx8u+MMLDYRAxKC0D3Sv8OeJ0inwqu39gUAfLrpFOdPJiIit8KQTEQOoihi6bY8AMBEF8xocSlXdA/HVakRsNpELMg63OHPR0RE1FIMyUTksPVEOU6U1kKvkmN8n+hOec7/N6YHAOCn3fnYn1/VKc9JRER0KQzJROTwzY7TAIDr+sRAr1Z0ynP2jAnAX/raZ9B49ZdDnfKcREREl8KQTEQAALPVhlUHigAAN/aP7dTnnnl1dyhkAtYeKsGW42Wd+txERETnw5BMRACAzcfLUFlnRqhehcuSQzr1uZPC9I6ZNN7+7WinPjcREdH5MCQTEQDg572FAICxvaIglwmd/vz3X9EVggD8fqQUR4trOv35iYiIzsaQTESwWG1Ytd8ekq/t1Tk37J0rPkSH0amRAIDPN5+SpAYiIqImDMlEhK0ny1FWa0KwTokhXTq31eJsUy5PBAB8nX0aNQ0WyeogIiJiSCYirGhstRjTMwpKuXTfFoZ3C0OXcD1qGiz4tnGmDSIiIikwJBP5OKtNxMrGVotxvaMkrUUQBEzJSAIAfLLxJERRlLQeIiLyXQzJRD4u+1QFSqobEKBR4PKuYVKXgwkD4+CnVuBYSS02HOV0cEREJA2GZCIf9/PeAgDA1T2joFJI/y3BT63AzQPs8zR/lZ0ncTVEROSrpP+JSESSsdlErNzX2GrRS9pWi7NNGBAHAPhlfyFv4CMiIkkwJBP5sJ15lSg0GOGnVmB4ivStFk36xAWiS7geRrPNEeKJiIg6E0MykQ9b0dhqMTotAhqlXOJq/iQIAm7qZ2+5+H7nGYmrISIiX6SQugAikoYoiljhaLVwXkAkNzcXpaWl7X6OsLAwJCQktOmxN/aPxWtZh7HhWCmmpEa0uxYiIqLWYEgm8lF7z1ThTGU9dCo5RvUId2zPzc1Faloa6uvq2v0cWp0OB3Ny2hSU40N0GJwUjG0nK/B7bn27ayEiImoNhmQiH/Vz4wIiV6Y6t1qUlpaivq4Ok554FZEJXdt8/qLcY1g87zGUlpa2eTT5pv5x2HayAutOMSQTEVHnYkgm8kH2Vgt7P/K157RaNIlM6Iq4lPTOLKuZ8b2jMefH/ThVZYEyPEnSWoiIyLfwxj0iH3SgwIBTZXXQKGVOrRbuJlCndNSnSx0ucTVERORLOJJMJCFX3SAHtO4muRWNrRajukdAr3bvbwPX9o7GqgNF0HW/XOpSiIjIh7j3T0ciL+bKG+SAlt8kJ4qiY5W9cb3dZwGRC7kqLQIKGYCwBBjMJqnLISIiH8GQTCQRV90gB7TuJrnDRTU4XloLlUKGqzxgarUAjRJ9I9XILmjAmToZekpdEBER+QSGZCKJdfYNck2jyCNTwuCvUXba87bH0DiNIyQTERF1Bv7EIfIxTbNanLuAiDu7LEYD0WZFlVmGyjq2XBARUcdjSCbyIUeLq3G4qAZKuYDMtEipy2kxf7UMxlO7AQBHi2skroaIiHwBQzKRD2ma1WJYtzAE6jyj1aJJ3aGNAICjJQzJRETU8RiSiXzIz/vsIflCC4i4s7ojmwGIKDI0wFBvlrocIiLycgzJRD7iRGktcgoMkMsEXN3Tc1otmtjqKhGmFgFwNJmIiDoeZ7cg8hHLducDsLdaBOtVnfa8OTk5LjtHrM6G0gYZjhbXYEBCcLvPS0REdCEMyUQ+4qc99pB8fZ/OabUwlJcAACZPnuyycwaJ1QCCUVBlRG2Dxe1XCyQiIs/FnzBEPuBQoX1WC5VchjHpnbPKXn2NAQAw/r6n0aPPwHadK2frOqz45E3AVI+ogGgUGow4WlKDvnFBLqiUiIioOYZkIh+wrHEUeWT3cARqO3dWi9CYxHYvllKUe8zx/ykRfvaQXMyQTEREHYc37hF5OVEU8VNjP/L1fT1vVotzdY3wAwCcqahHnckicTVEROStGJKJvNy+MwacLKuDRinzqAVELiRQq0SEvxoigOMltVKXQ0REXoohmcjLNd2wNzo10mtudGsaTeZUcERE1FEYkom8mM0mYvmeAgDe0WrRJKUxJOeV18FotkpcDREReSOGZCIvtjOvAmcq6+GnVmBUjwipy3GZYJ0KoX4q2ES2XBARUcdgSCbyYj/tto8iX90zEhqlXOJqXKtpNPlIcbXElRARkTdiSCbyUlabiOV7va/VoklKhD8AILe8Dg1suSAiIhdjSCbyUltOlKGkugGBWiWGdwuXuhyXC9GrEKpvbLkoZcsFERG5FkMykZdqarW4Jj0KKoV3fql3c7RccJYLIiJyLe/8yUnk48xWG1bua2q1iJG4mo7T1JecW1aHBgtbLoiIyHUYkom80IajpaioMyPMT4WhXUKkLqfDhPqpEaJTwSqKOMFZLoiIyIUYkom8UFOrxbhe0VDIvfvLnC0XRETUEbz7pyeRD2qwWLFqfyEA7261aJISaQ/Jp8rZckFERK7DkEzkZdYdKkF1gwVRARoMSgyWupwOF6pXIVinhNUm4gRnuSAiIhdhSCbyMj81LkN9XZ9oyGSCxNV0PEEQHC0XR9lyQURELsKQTORFjBYbfj1QBAC4zgdaLZo0LSxysqwOJotN4mqIiMgbMCQTeZHsggbUm62ID9Gib1yg1OV0mjA/FYK0bLkgIiLXYUgm8iJ/5NYDAK7vEwNB8P5WiyZnt1wcKa6WuBoiIvIGDMlEXkJQabGjoAEAcF0f32m1aNI0ywVbLoiIyBUYkom8hC5lKMw2oGu4HmnR/lKX0+nC/dQIbGy5OFnGlgsiImofhmQiL6FLHQHAPorsS60WTc5uuThcxJYLIiJqH4ZkIi9gtgHapP4AgGt7R0tcjXR6RDbOclFahwYzFxYhIqK2Y0gm8gKF9TIICiVi/OXo3tib64vC/FQI0atgFUUcLeGcyURE1HYMyURe4Eyd/Ut5aKzGJ1stmgiCgB5R9tHkg4VsuSAiorZz65BstVrx7LPPIjk5GVqtFl27dsWLL74IURQdx4iiiNmzZyM6OhparRaZmZk4cuSI03nKy8sxadIkBAQEICgoCFOnTkVNjfMo0549ezBixAhoNBrEx8dj/vz5nfIaidrLbLWh0GgPxhlxWomrkV5qY8vF6Yp61BgtEldDRESeyq1D8rx58/Duu+/i7bffRk5ODubNm4f58+fjrbfechwzf/58LFy4EIsWLcKWLVug1+sxduxYGI1GxzGTJk3C/v37kZWVhWXLlmH9+vWYNm2aY7/BYMCYMWOQmJiI7OxsvPrqq5gzZw7ef//9Tn29RG1xqqwOVlGApbIQXYIVUpcjuQCtEtGBGgC8gY+IiNrOrX+ibty4ETfccAPGjx8PAEhKSsL//vc/bN26FYB9FPmNN97AM888gxtuuAEA8OmnnyIyMhLff/89Jk6ciJycHKxcuRLbtm3DoEGDAABvvfUWrr32WvzrX/9CTEwMFi9eDJPJhA8//BAqlQrp6enYtWsXFixY4BSmidzR0WL7X0VqD2+EIPSXuBr3kBrlj4IqIw4WVWNAYrDU5RARkQdy65Hkyy+/HKtXr8bhw4cBALt378Yff/yBcePGAQBOnDiBwsJCZGZmOh4TGBiIIUOGYNOmTQCATZs2ISgoyBGQASAzMxMymQxbtmxxHDNy5EioVCrHMWPHjsWhQ4dQUVFx3toaGhpgMBicPog6m8VmcyzDXHdoo8TVuI+UCH/IBKCkugHltSapyyEiIg/k1iH5ySefxMSJE5GamgqlUon+/ftjxowZmDRpEgCgsLAQABAZGen0uMjISMe+wsJCREREOO1XKBQICQlxOuZ85zj7Oc41d+5cBAYGOj7i4+Pb+WqJWi+vvB4mqw0auQhT/iGpy3EbWpUciaF6AMDBQv4CS0RErefWIfnLL7/E4sWLsWTJEuzYsQOffPIJ/vWvf+GTTz6RujTMmjULVVVVjo+8vDypSyIfdLxxmrMYrQ2AePGDfUxq4ywXOQXVTjf7EhERtYRb9yQ/9thjjtFkAOjduzdOnTqFuXPnYsqUKYiKigIAFBUVITr6zwUUioqK0K9fPwBAVFQUiouLnc5rsVhQXl7ueHxUVBSKioqcjmn6vOmYc6nVaqjV6va/SKI2EkXR0WphD8l0ti5heqgVMtQ0WJBXUY+EEJ3UJRERkQdx65Hkuro6yGTOJcrlcths9kCQnJyMqKgorF692rHfYDBgy5YtyMjIAABkZGSgsrIS2dnZjmPWrFkDm82GIUOGOI5Zv349zGaz45isrCz06NEDwcG86YfcU1F1A2pNVijlAsI0HCk9l0IuQ/fIptFktlwQEVHruPVI8vXXX4+XX34ZCQkJSE9Px86dO7FgwQLcc889AOwLB8yYMQMvvfQSUlJSkJycjGeffRYxMTG48cYbAQBpaWm45pprcO+992LRokUwm8146KGHMHHiRMTExAAA7rjjDjz//POYOnUqnnjiCezbtw9vvvkmXn/9daleOtElnSixjyInhughFxoAADk5Oe0+ryvO4S7Sov2x90wVjhbX4MoeNqgUbj0uQEREbsStQ/Jbb72FZ599Fg8++CCKi4sRExOD++67D7Nnz3Yc8/jjj6O2thbTpk1DZWUlhg8fjpUrV0Kj0TiOWbx4MR566CGMHj0aMpkMEyZMwMKFCx37AwMDsWrVKkyfPh0DBw5EWFgYZs+ezenfyK0dL7X3I3cJ18OQa79pb/LkyS47/7kL7niiqAANgnRKVNaZcaS4GukxgVKXREREHsKtQ7K/vz/eeOMNvPHGGxc8RhAEvPDCC3jhhRcueExISAiWLFly0efq06cPfv/997aWStSpDEYzSmtMEAAkhepx4IC9nWD8fU+jR5+B7Tp3ztZ1WPHJm04L8ngqQRCQFh2ATcfKkFPAkExERC3n1iGZiM6vqdUiOlADrUru2B4ak4i4lPR2nbso91i7Hu9u0qL8selYGc5U1qOq3nzpBxAREcHNb9wjovNrmtUiOVwvcSXuz1+jRHyIFgBv4CMiopZjSCbyMCaLDacr6gEAXcL8JK7GM/SMCgAAHCysBqdMJiKilmBIJvIweRV1sIoiArVKBOuUUpfjEbpG+EEpF1BVb0ZZgyB1OURE5AEYkok8TG5ZHQAgMVQHQWDgawmlXIaUCPucyadq+W2PiIgujT8tiDzMqfLGkMwV5FqlZ7S95eJ0nQyCgqtlEhHRxTEkE3mQqnozqurNEAQgNlgrdTkeJSZIgwCNAhZRgK57htTlEBGRm2NIJvIguY2jyFEBGqgV8kscTWdrmjMZAPS9rpK4GiIicncMyUQeJJetFu3SFJI1Sf1QWmeVuBoiInJnDMlEHsImishrDMkJoQzJbRGoVSJMbYMgyLDuVL3U5RARkRtjSCbyEMWGBjRYbFApZIj010hdjsdK0NsAAGtP1kHkpMlERHQBDMlEHqKp1SI+WAuZjFO/tVWczgab2Ygz1VbsyquUuhwiInJTDMlEHqIpJCewH7ldlDKg7vAmAMA3O05LXA0REbkrhmQiD2Cy2FBQZe+hZUhuv9p9qwEAP+7Kh9HMG/iIiKg5hmQiD3C6sg420X7jWZBOJXU5Hs94ag9CtDIYjBaszimWuhwiInJDDMlEHqBpKer4EC4g4hKiDaMS7e8lWy6IiOh8GJKJPMCf8yPrJa7Ee4xKsretrDtcgrKaBomrISIid8OQTOTmqo1mVNSZIcA+swW5RlyAAr1iA2C1iVixr1DqcoiIyM0wJBO5uaZR5MgADdRKLkXtStf3iQEA/LQ7X+JKiIjI3TAkE7k5Tv3Wccb3iQYAbD1ZjsIqo8TVEBGRO2FIJnJjoigir7xx6jcuRe1yccE6DEwMhigCy/cWSF0OERG5EYZkIjdWUt2AerMVKrkMUQFcirojXN84msyWCyIiOhtDMpEbO9XYahEXrIWcS1F3iGv7REMmALvyKpHX+H4TERExJBO5MfYjd7wIfw2GdgkFAPy0h6PJRERkx5BM5KbMVhsKKu03k7EfuWP9pa99lotlu9mXTEREdgzJRG7qTGU9rKIIf40CQVql1OV4tat7RkImAAcKDGy5ICIiAAzJRG6raSnqhBAdBIH9yB0p1E+NwUkhAICsA0USV0NERO6AIZnITbEfuXONSY8CAPyyn6vvERERQzKRW6ppsKCs1gQAiGdI7hRjekYCALadLEd543tPRES+iyGZyA019cVG+Kuh5VLUnSI+RIee0QGwicDqHLZcEBH5OoZkIjd0iq0WkhiTbh9N/mU/QzIRka9jSCZyM/alqO0hOZFTv3WqsY19yb8fKUGdySJxNUREJCWGZCI3U1pjQp3JCoVMQFQgl6LuTKlR/ogP0aLBYsP6w6VSl0NERBJiSCZyM7lnLUWtkPFLtDMJgoAxPe2jyasOcJYLIiJfxp/ARG6GU79Ja3RaBABg/eES2GyixNUQEZFUGJKJ3IjFasOZynoADMlSGZQYAr1KjtIaE/bnG6Quh4iIJMKQTORG8quMsNpE6NVyhOhVUpfjk1QKGYZ1CwMA/HaoWOJqiIhIKgzJRG6ES1G7hytT7S0XaxmSiYh8FkMykRthP7J7GNUjHACwK68SFVx9j4jIJzEkE7mJ2gYLSmoaADAkSy06UIsekf6wicD6IyVSl0NERBJgSCZyE3kV9lHkcD81dCqFxNXQqFT7aPK6QwzJRES+iCGZyE04Wi24yp5bGNXd3pe8jlPBERH5JIZkIjcgiiL7kd3MoKRg+KkVKKs1Ye+ZKqnLISKiTsaQTOQGymtNqG2wQi4TEMOlqN2CUi7DsG6hAOyjyURE5FsYkoncQNMocmyQFgo5vyzdxYgUe1/yhqOlEldCRESdjT+NidzAqTK2WrijpkVFduZWos5kkbgaIiLqTAzJRBKz2IDTjUtRJ/GmPbeSFKpDbJAWJqsN205WSF0OERF1IoZkIomVNgiw2kT4qRVcitrNCIKAy7va+5I3suWCiMinMCQTSayw3v5lmBTKpajdUVPLxYZjDMlERL6EIZlIYoXGxpAcppe4EjqfyxtnuNifb+AS1UREPoQhmUhCiqBo1FoEyAQgLlgrdTl0HhH+GnSP9IMoApuOl0ldDhERdRKGZCIJabsMBADEBGqhVsglroYu5PKujS0X7EsmIvIZDMlEEtJ2GQQASAzjrBbubHg3hmQiIl/DkEwkkQaLCHVCLwBAUij7kd3ZkC4hkMsEnCyrw5nG6fqIiMi7MSQTSeRAqQkypQZauYhQTv3m1vw1SvSJCwTA0WQiIl/BkEwkke35RgBApMbGqd88AFsuiIh8C0MykQREUcS2/AYAQLTWJnE11BJ/3rxXBlEUJa6GiIg6GkMykQRyCqpRWmeFzWxEhIaByxMMSAyCRilDaU0DDhfVSF0OERF1MIZkIglkHSgCABhP7ISCX4UeQa2QY3BSCAC2XBAR+QL+eCaSwK859pBcd3SrxJVQazQtUb2RS1QTEXk9hdQFEPmagqp67D1TBQFA/bFtAB6QuiSflJOT0+rHhJrNAIANR0qwbXs25DIBYWFhSEhIcHV5REQkMYZkok62OqcYANA9VImTdZXSFuODDOUlAIDJkye3/sGCDHEPf456bQCG3zAZpvyD0Op0OJiTw6BMRORlGJKJOllTq8XgGA1WSVyLL6qvMQAAxt/3NHr0Gdjqx28uUeBMPTD6oX8ipOoIFs97DKWlpQzJRERehiGZqBPVNliw8WgZAOCyWLXE1fi20JhExKWkt/px3bWVOHOoBFWCP9ISunZAZURE5A544x5RJ1p7qAQmqw1JoTrE+vN3VE8UH6IDABRWGWHhFNdERF6LIZmoE/28rwAAcE2vaK6y56GCtEr4qRWwiiLKGngNiYi8FUMyUSepN1mxpvGmvWt7R0lcDbWVIAiID9ECAIqN/BZKROSt+B2eqJOsO1yMerMVccFa9I4NlLocaoeEYHvLRTFHkomIvBZDMlEnWb63EABwbW+2Wni6uMa+5EqTAJnGT+JqiIioIzAkE3UCo9mKNY1Tv43rxVYLT+enViBEpwIgQJ3QW+pyiIioAzAkE3WC9YdLUGuyIiZQg37xQVKXQy4Q19iXrE3sK3ElRETUERiSiTrBz3vts1qMY6uF14hv7EvWMCQTEXklhmSiDtZgseJXx6wW0RJXQ64SF6wFIEIZGo+yOqvU5RARkYsxJBN1sD+OlKKmwYKoAA36s9XCa2iUcgSrRADAnuIGiashIiJXY0gm6mDL9zYtIBIFmYytFt4kXGMPyXuLTBJXQkRErsaQTNSBTBYbsg7YZ7UY34etFt4mQm1fl3pPcQNEUZS4GiIiciWGZKIOtOFoKaqNFkT4qzEwIVjqcsjFwtQiRIsJ5fU2HCupkbocIiJyIbcPyWfOnMHkyZMRGhoKrVaL3r17Y/v27Y79oihi9uzZiI6OhlarRWZmJo4cOeJ0jvLyckyaNAkBAQEICgrC1KlTUVPj/ANtz549GDFiBDQaDeLj4zF//vxOeX3k3X5mq4VXk8sAY94+AMD6w6USV0NERK7k1iG5oqICw4YNg1KpxIoVK3DgwAG89tprCA7+c0Ru/vz5WLhwIRYtWoQtW7ZAr9dj7NixMBqNjmMmTZqE/fv3IysrC8uWLcP69esxbdo0x36DwYAxY8YgMTER2dnZePXVVzFnzhy8//77nfp6ybuYrTasamy14KwW3st4cicA4PcjJRJXQkRErqSQuoCLmTdvHuLj4/HRRx85tiUnJzv+XxRFvPHGG3jmmWdwww03AAA+/fRTREZG4vvvv8fEiRORk5ODlStXYtu2bRg0aBAA4K233sK1116Lf/3rX4iJicHixYthMpnw4YcfQqVSIT09Hbt27cKCBQucwjRRa2w8VoaqejPC/NQYnBQidTnUQepP7ETwlcDm4+VosFihVsilLomIiFzArUeSf/zxRwwaNAi33norIiIi0L9/f3zwwQeO/SdOnEBhYSEyMzMd2wIDAzFkyBBs2rQJALBp0yYEBQU5AjIAZGZmQiaTYcuWLY5jRo4cCZVK5Thm7NixOHToECoqKs5bW0NDAwwGg9MH0dlWOFotIiFnq4XXMpecRJBGhnqzFdmnzv/9goiIPE+bR5Jra2uxbt065ObmwmRynv7oH//4R7sLA4Djx4/j3XffxcyZM/HUU09h27Zt+Mc//gGVSoUpU6agsLAQABAZGen0uMjISMe+wsJCREREOO1XKBQICQlxOubsEeqzz1lYWOjU3tFk7ty5eP75513yOsn7mK02/LLf/u/r2l5stfB2fSPVWHeqHr8fKcXlXcOkLoeIiFygTSF5586duPbaa1FXV4fa2lqEhISgtLQUOp0OERERLgvJNpsNgwYNwiuvvAIA6N+/P/bt24dFixZhypQpLnmOtpo1axZmzpzp+NxgMCA+Pl7CisidbDlejoo6M0L0KlyWzFYLb9cvStUYkkvwxDWpUpdDREQu0KZ2i0cffRTXX389KioqoNVqsXnzZpw6dQoDBw7Ev/71L5cVFx0djZ49ezptS0tLQ25uLgAgKioKAFBUVOR0TFFRkWNfVFQUiouLnfZbLBaUl5c7HXO+c5z9HOdSq9UICAhw+iBq8vM+e6vF2PQoKORu3dVELtAnQg0A2HfGgLIarr5HROQN2vTTe9euXfi///s/yGQyyOVyNDQ0OKZNe+qpp1xW3LBhw3Do0CGnbYcPH0ZiYiIA+018UVFRWL16tWO/wWDAli1bkJGRAQDIyMhAZWUlsrOzHcesWbMGNpsNQ4YMcRyzfv16mM1mxzFZWVno0aPHeVstiC7GYrXhl32NrRa9z/9LFnmXYK0cadH2X5T/OMqp4IiIvEGbQrJSqYRMZn9oRESEY2Q3MDAQeXl5Livu0UcfxebNm/HKK6/g6NGjWLJkCd5//31Mnz4dACAIAmbMmIGXXnoJP/74I/bu3Yu77roLMTExuPHGGwHYR56vueYa3Hvvvdi6dSs2bNiAhx56CBMnTkRMTAwA4I477oBKpcLUqVOxf/9+LF26FG+++aZTOwVRS209WY6yWhOCdEoM7RIqdTnUSUam2HuROV8yEZF3aFNPcv/+/bFt2zakpKTgiiuuwOzZs1FaWorPPvsMvXr1cllxgwcPxnfffYdZs2bhhRdeQHJyMt544w1MmjTJcczjjz+O2tpaTJs2DZWVlRg+fDhWrlwJjUbjOGbx4sV46KGHMHr0aMhkMkyYMAELFy507A8MDMSqVaswffp0DBw4EGFhYZg9ezanf6M2aVpAZGzPKCjZauEzRqSE4731x7H+SAlsNpGLxxARebg2heRXXnkF1dXVAICXX34Zd911Fx544AGkpKTgww8/dGmB1113Ha677roL7hcEAS+88AJeeOGFCx4TEhKCJUuWXPR5+vTpg99//73NdRIBgNUmYuU+ez/7OLZa+JTBycHQqeQoqW7A/nwDescFSl0SERG1Q5tC8tlzDkdERGDlypUuK4jIk20/WY7SmgYEapUY1o1TgfkStUKO4d3CsOpAEX47VMyQTETk4fi3YCIXamq1uLpnJFstfNCVqfY52dccLL7EkURE5O5aPJI8YMAArF69GsHBwejfvz8E4cL9djt27HBJcUSeRBRFrDrQ2GrRi60WvujKHvaQvPt0JcpqGhDqp5a4IiIiaqsWh+QbbrgBarX9G37TzBFE9Kd9ZwwoqDJCp5Kz1cJHRQVq0DM6AAcKDFh3uAQ3D4iTuiQiImqjFofk55577rz/T9LJzc1FaalrppsKCwtDQkKCS87lq1YdsM+NfEX3cGiUcomrIalcmRqOAwUGrDlYzJBMROTB2nTj3rZt25wW42iyZcsWyOVypxv7qGPk5uYiNS0N9XV1LjmfVqfDwZwcBuV2yGpstbi6Z6TElZCUrkqNwDu/HcP6wyWwWG1ccZGIyEO1KSRPnz4djz/+eLOQfObMGcybNw9btmxxSXF0YaWlpaivq8OkJ15FZELXdp2rKPcYFs97DKWlpQzJbZRbVoeDhdWQywRc1XjzFvmmfvHBCNIpUVlnxo7cSlyWHCJ1SURE1AZtCskHDhzAgAEDmm3v378/Dhw40O6iqOUiE7oiLiVd6jJ8XlOrxWVJIQjSqSSuhqQklwm4ons4ftiVjzUHixmSiYg8VJv+DqhWq1FUVNRse0FBARSKNuVuIo/GVgs6W9NfE37Naf59koiIPEObQvKYMWMwa9YsVFVVObZVVlbiqaeewtVXX+2y4og8QXmtCdtOlgNgSCa7K1MjoJQLOFpcg2MlNVKXQ0REbdCmkPyvf/0LeXl5SExMxJVXXokrr7wSycnJKCwsxGuvvebqGonc2pqDxbCJQFp0AOJDdFKXQ24gQKPE0C6hAP78KwMREXmWNoXk2NhY7NmzB/Pnz0fPnj0xcOBAvPnmm9i7dy/i4+NdXSORW1tzkK0W1NyYxn8Pq/YXSlwJERG1RZsbiPV6PaZNm+bKWog8jtlqw++H7XNVX9kjXOJqyJ1k9ozEsz/sx868ShRXGxHhr5G6JCIiaoU2h+QjR47gt99+Q3FxMWw2m9O+2bNnt7swIk+w41QFqhssCNYp0ScuSOpyyI1EB2rRNy4Qu09XYXVOMW6/jNMrEhF5kjaF5A8++AAPPPAAwsLCEBUVBUEQHPsEQWBIJp+x9nAJAGBk93DIZcIljiZfMyY9CrtPV2HV/kKGZCIiD9OmkPzSSy/h5ZdfxhNPPOHqeog8ytpD9pA8iq0WdB5X94zEq78cwoZjZahpsMBPzSkyiYg8RZtu3KuoqMCtt97q6lqIPEqRwYicAgMEARiZwpBMzaVE+CEpVAeTxYZ1jb9QERGRZ2hTSL711luxatUqV9dC5FGaQk+fuCCE+qklrobckSAIGJseBQBYsa9A4mqIiKg12vS3v27duuHZZ5/F5s2b0bt3byiVSqf9//jHP1xSHJE7W3u4GAAwqjtHkenCxvWOxnvrj2PNwWIYzVZolHKpSyIiohZoU0h+//334efnh3Xr1mHdunVO+wRBYEgmr2ex2vD7EfvUb+xHpovpGxeI2CAtzlTWY+2hElzTK0rqkoiIqAXaFJJPnDjh6jqIPMqO3EpUGzn1G12aIAgY1ysK//njBH7eW3DRkJybm4vS0tJ2P2dYWBgSEjibBhFRe7TrVmuTyYQTJ06ga9euUCh41zb5htzcXHyx7jgAoFeYHLt37WzTeXJyclxZFrmxa/tE4z9/nMDqnKILtlzk5uYiNS0N9XV17X4+rU6Hgzk5DMpERO3QpmRbV1eHhx9+GJ988gkA4PDhw+jSpQsefvhhxMbG4sknn3RpkUTuoinIBP11LlSRXfHdOy/h8+lr23XOmpoa1xRHbqt/fBBiAjXIrzJi3eESx818ZystLUV9XR0mPfEqIhO6tvm5inKPYfG8x1BaWsqQTETUDm0KybNmzcLu3buxdu1aXHPNNY7tmZmZmDNnDkMyea3S0lKYZBqoIrsCEPG3+/8BtbxtPfg5W9dhxSdvwmg0urZIcjuCIGBc72j8t7Hl4nwhuUlkQlfEpaR3YnVERHQ+bQrJ33//PZYuXYqhQ4c6rbaXnp6OY8eOuaw4InekSR4IAIgM0KBravc2n6col18rvuTaxpC8OoezXBAReYI2zZNcUlKCiIiIZttra2udQjORN9J2sYfkxFC9xJWQJ+kfH4ToQA1qGixYf5gLixARubs2heRBgwZh+fLljs+bgvF//vMfZGRkuKYyIjdktYnQJvUDACSF6qQthjyKTCZgfO9oAMCPu/MlroaIiC6lTe0Wr7zyCsaNG4cDBw7AYrHgzTffxIEDB7Bx48Zm8yYTeZNDZWbINH5QyUREBmikLoc8zA39YvGfP07g15wi1DZYoFdzViAiInfVppHk4cOHY9euXbBYLOjduzdWrVqFiIgIbNq0CQMHDnR1jURuY0eB/Sa7SI0NMrYWUSv1ig1AcpgeRrMNWQeKpC6HiIguos3DGF27dsUHH3zgylqI3N7OwgYAQKRWlLgS8kSCIOAvfWPw5uoj+GHXGdzYP1bqkoiI6ALaFJJzc3Mvup9zc5I3KjYYcaLSAsA+kkzUFn/pZw/Jvx8pRXmtCSF6ldQlERHRebQpJCclJV10Fgur1drmgojc1drGGQkaCg5Dk5AkbTHksbqG+6FXbAD2nTHg570FmDw0UeqSiIjoPNoUknfudF6G12w2Y+fOnViwYAFefvlllxRG5G7WNYbk+uPZwJAkaYshj3ZD31jsO2PAj7vzGZKJiNxUm0Jy3759m20bNGgQYmJi8Oqrr+Lmm29ud2FE7sRiteH3s0MyJkhbEHm06/pG45UVOdh6ohxnKusRG6SVuiQiIjpHm2a3uJAePXpg27ZtrjwlkVvYlVcJg9ECP5UAU8FhqcshDxcdqMXQ5FAAwHc7TktcDRERnU+bRpINBoPT56IooqCgAHPmzEFKSopLCiNyJ02tFn0j1dgv8qY9cpaTk9PqxwwKs2DTcWDxxmPICDTg4MGDHVAZERG1VZtCclBQULMb90RRRHx8PL744guXFEbkTtYesofkAdFqLJG4FnIfhnL7v4vJkye3+rGCUoO4hz5DQY0Ww26YjIYz9pBcU1Pj0hqJiKht2hSS16xZ4xSSZTIZwsPD0a1bNygUXEGKvEtJdQP2nqkCAPSLVEtcDbmT+hr7X9XG3/c0evRp/UJK28vkOFULZNw/D9qja7DikzdhNBpdXSYREbVBmxLtqFGjXFwGkfv6/Yh9tDA9JgDBWrnE1ZA7Co1JRFxKeqsfJ4bW4dTOMzhTr8TAqPgOqIyIiNqqTTfuzZ07Fx9++GGz7R9++CHmzZvX7qKI3ElTq8WoHuESV0LeJi5YC3+NAiarDeXwl7ocIiI6S5tC8nvvvYfU1NRm29PT07Fo0aJ2F0XkLqw2EeuPNIXkCImrIW8jCALSogIAAEUIlLgaIiI6W5tCcmFhIaKjo5ttDw8PR0FBQbuLInIXe05XorLODH+NAv3jg6Quh7xQWrR9BLkSesgD+NcKIiJ30aaQHB8fjw0bNjTbvmHDBsTExLS7KCJ30dRqMSIlDAq5S6cVJwIABOlUiAvWAhDg13es1OUQEVGjNt24d++992LGjBkwm8246qqrAACrV6/G448/jv/7v/9zaYF0fqIoQhXZFVZR6kq829rG+ZFHdWerBXWcPrGBOF1RD7/eV8MmNkhdDhERoY0h+bHHHkNZWRkefPBBmEwmAIBGo8ETTzyBWbNmubRAOr8nV5ch+m9vothoRqLUxXip8loT9pyuBACM7M4/g1PH6RLuByUsgH8oyq3lUpdDRERoY0gWBAHz5s3Ds88+i5ycHGi1WqSkpECt5hyynaVLsBJHys0oqGcLQEf5/UgJRBFIjfJHVKBG6nLIi8llAiJRidMIQ75FJ3U5RESENvYkNyksLER5eTm6du0KtVoNUeTf/jvLZbH20FZQJ+P73kH+nPqNrRbU8aJQCVG0ocKmQVW9WepyiIh8XptCcllZGUaPHo3u3bvj2muvdcxoMXXqVPYkd5Je4SrYGupgtAkoMrCH0dVsNhHrG/uRr2CrBXUCDcwwntgJAI4VHomISDptCsmPPvoolEolcnNzodP9+afB2267DStXrnRZcXRhSrmA+uPbAQDHSmokrsb77MuvQlmtCX5qBQYlBUtdDvmI6l0rAAD786tgttokroaIyLe1KSSvWrUK8+bNQ1xcnNP2lJQUnDp1yiWF0aXVHdkCADheUitxJd6nqdViWLdQKDn1G3WS+qNboREsMJptOFhQLXU5REQ+rU0//Wtra51GkJuUl5fz5r1OVH98OwSIKK8zoaLOJHU5XmWdo9WC/cjUiUQbYhX2X3p35FXwfgMiIgm1KSSPGDECn376qeNzQRBgs9kwf/58XHnllS4rji5ObKhFmNr+Q5Sjya5TWtOAnbkVAIBRPdiPTJ0rSlEHlUKGyjozTpTx65qISCptmgJu/vz5GD16NLZv3w6TyYTHH38c+/fvR3l5+XlX4qOOE6OzoaRBhuMlNRiYyN5ZV1iTUwybCPSKDUBMkFbqcsjHKAQRvWMCkZ1bgZ25legS5id1SUREPqlNI8m9evXC4cOHMXz4cNxwww2ora3FzTffjJ07d6Jr166urpEuIlprv7mnoMqIOpNF4mq8w6oDhQCAMT2jJK6EfFXf+EAIAnC6oh7F1UapyyEi8kmtHkk2m8245pprsGjRIjz99NMdURO1gl4BBGmVqKw3o6zGBF1Im/44QI3qTBb8fqQUAHB1z0iJqyFf5a9RIiXCD4eLapB9qgLjekVLXRIRkc9p9UiyUqnEnj17OqIWaiM/jT0Y1zZwJLm91h8uRYPFhvgQLVKj/KUuh3zYoMQQAMDhohqU1/LGXCKiztamdovJkyfjv//9r6troTbyU9tDcg1Dcrs1tVpcnRYFQRAkroZ8Wbi/Gl3C9ACAbSfLJa6GiMj3tOlv8xaLBR9++CF+/fVXDBw4EHq93mn/ggULXFIctQxDsmtYrDasOVgMABiTzlYLkt5lySE4XlqLQ4XVGJIcgiCdSuqSiIh8RqtC8vHjx5GUlIR9+/ZhwIABAIDDhw87HcPRt87HkOwa205WoLLOjCCdEoM4Uwi5gcgADZJCdThZVoetJ8t5MykRUSdqVUhOSUlBQUEBfvvtNwD2ZagXLlyIyEiOuklJr27qSbZKXIlnyzpQBAAYnRoJBVfZIzcxJDkUJ8vqcLCwGkOSQxGoVUpdEhGRT2hVEjh39acVK1agtpaT3UuNI8ntZ7OJWLGvAABbLci9RAVqkBiigygCW06USV0OEZHPaNdwGZdMdQ96tRwAUGuywMZr0iY7citQUGWEn1qBK7pzlT1yL0O7hgIADhZUo6ymQeJqiIh8Q6tCsiAIzXqO2YMsPb1KAQGAKAL1JrZctMWyPfZR5Kt7RkKjlEtcDZGzqAANuobrIQLYdJyjyUREnaFVPcmiKOJvf/sb1Go1AMBoNOL+++9vNrvFt99+67oK6ZJkMgE6lRy1JitqGiyOHmVqGatNxPK99pB8fV8u2kDuKaNLKI6X1OJYSS0Kq4yICtRIXRIRkVdrVZqaMmWK0+eTJ092aTHUdnq1ArUmKxcUaYOtJ8pRUt2AQK0Sw7ux1YLcU6ifGqnR/sgpqMbGY6W4eUCc1CUREXm1VoXkjz76qKPqoHbyUytQXN3Am/fa4Kc9+QCAsemRUCk4qwW5r6HJoThUWI28inrkltchIUQndUlERF6LicBLcIaLtrFYbVi5z77K3nV9YiSuhujiArRK9I4NBABsPFbKm6eJiDoQQ7KX0GsYktti47EylNeaEKJX4fLGGQSI3NngpBAo5QKKDA04XsopOImIOgpDspfw44IibfLDLnurxbheUVxAhDyCXq1Av/ggAPZf8jjtIxFRx2Aq8BJst2i92gaLYwGRmwfESlwNUcsNTAiGWiFDea0JhwqrpS6HiMgrMSR7CYbk1luxrxB1JiuSw/QYkBAsdTlELaZWyjEoyf5vdvPxMlhtHE0mInI1hmQv0bTqnslig9lqk7gaz/B1dh4AYMKAWC6KQx6nb1wQ9Co5DEYL9p2pkrocIiKvw5DsJVRyGZRye9DjaPKl5ZXXYfPxcggCcBPnmyUPpJTLcFlyCABg68ly/nJMRORiDMleQhAEx0p7NUaG5Ev5dscZAMDlXUMRG6SVuBqitkmPCUSgVok6kxU78yqlLoeIyKswJHsRxwwXJobki7HZRHy9w95qcctAjiKT55LLBAztYh9Nzj5VAaOZs9sQEbkKQ7IX4c17LbPtZDnyyuvhp1ZgbHqU1OUQtUuPSH+E+qlgstiQfapC6nKIiLwGQ7IXaWq3qDVyNOlivthmH0Ue3zsaOlWrVmYncjuCIODyLvaFcHblVYJTpRMRuYZHheR//vOfEAQBM2bMcGwzGo2YPn06QkND4efnhwkTJqCoqMjpcbm5uRg/fjx0Oh0iIiLw2GOPwWJxHm1du3YtBgwYALVajW7duuHjjz/uhFfkWhxJvrTyWhOW77XPjTxpaILE1RC5RnKYHhH+alhsIo5Uy6Uuh4jIK3jMMNq2bdvw3nvvoU+fPk7bH330USxfvhxfffUVAgMD8dBDD+Hmm2/Ghg0bAABWqxXjx49HVFQUNm7ciIKCAtx1111QKpV45ZVXAAAnTpzA+PHjcf/992Px4sVYvXo1/v73vyM6Ohpjx47t9NfaVt4YknNzc1FaWtru84SFhSEhIQHfZJ+GyWJD79hA9IkLan+BRG5AEARclhyCZXsKcKxaBplaL3VJREQezyNCck1NDSZNmoQPPvgAL730kmN7VVUV/vvf/2LJkiW46qqrAAAfffQR0tLSsHnzZgwdOhSrVq3CgQMH8OuvvyIyMhL9+vXDiy++iCeeeAJz5syBSqXCokWLkJycjNdeew0AkJaWhj/++AOvv/46Q7KEcnNzkZqWhvq6unafS6vT4cCBA1iyNRcAcMcQjiKTd+kSpkeonwplNSb4D7xe6nKIiDyeR4Tk6dOnY/z48cjMzHQKydnZ2TCbzcjMzHRsS01NRUJCAjZt2oShQ4di06ZN6N27NyIjIx3HjB07Fg888AD279+P/v37Y9OmTU7naDrm7LaOczU0NKChocHxucFgcMErbZ+mBUXqTBaIoujxC2SUlpaivq4Ok554FZEJXdt8nqLcY1g87zF8unIzTpT6QasQkCAWY8eO1o9Q5+TktLkOoo4kCAIuSwrBin2F8B90A+rNnDeZiKg93D4kf/HFF9ixYwe2bdvWbF9hYSFUKhWCgoKctkdGRqKwsNBxzNkBuWl/076LHWMwGFBfXw+ttvk8unPnzsXzzz/f5tfVEZpuQrOJgNFsg1blHb2JkQldEZeS3ubHG8pLAABvrdgFfepwFG/9CcNfXtSummpqatr1eKKO0C3CD34KETVaf6w4WodhQ6SuiIjIc7l1SM7Ly8MjjzyCrKwsaDQaqctxMmvWLMycOdPxucFgQHx8vIQV2edMVStkaLDYYDRbvSYkt1d9jQFyfTD0PS4HANx07VgE3jimTefK2boOKz55E0aj0ZUlErmETBCQGmDF9nIFlh2pxTNmKzRKfh8gImoLtw7J2dnZKC4uxoABAxzbrFYr1q9fj7fffhu//PILTCYTKisrnUaTi4qKEBVln/82KioKW7dudTpv0+wXZx9z7owYRUVFCAgIOO8oMgCo1Wqo1ep2v0ZX0yjlaLDYUG+2IljqYtyIvs/VgCBDdKAG6ekpbT5PUe4xF1ZF5Hrxehs2nyxGJSLw7Y4z7L8nImojt54CbvTo0di7dy927drl+Bg0aBAmTZrk+H+lUonVq1c7HnPo0CHk5uYiIyMDAJCRkYG9e/eiuLjYcUxWVhYCAgLQs2dPxzFnn6PpmKZzeBJt46hRPVfechAB+Pe9BgDQOzZQ2mKIOphMAAzbvgcAfPD7cVhtorQFERF5KLceSfb390evXr2ctun1eoSGhjq2T506FTNnzkRISAgCAgLw8MMPIyMjA0OHDgUAjBkzBj179sSdd96J+fPno7CwEM888wymT5/uGAm+//778fbbb+Pxxx/HPffcgzVr1uDLL7/E8uXLO/cFu4BGaf+9hyH5TxXwgyIwAgrYkBLhJ3U5RB2uZvcqJIy7DydKa7FqfyHG9Y6WuiQiIo/j1iPJLfH666/juuuuw4QJEzBy5EhERUXh22+/deyXy+VYtmwZ5HI5MjIyMHnyZNx111144YUXHMckJydj+fLlyMrKQt++ffHaa6/hP//5j0dN/9akqQ/ZaGJIblKAIABAlKIOCrnH/5MnuiTRbMQ1Xe1zJS9adwyiyNFkIqLWcuuR5PNZu3at0+cajQbvvPMO3nnnnQs+JjExET///PNFzztq1Cjs3LnTFSVKiu0Wzgz1ZlTAPnocraiVuBqiznNtig4/HanD7tNV2Hy8HBldQ6UuiYjIo3BYzctoGJKd7M83ABBQf3I3dDK+J+Q7gjRy3DooDgDw3nrecEpE1FoMyV6maSTZyIUEYLWJ2JdfBQCo2XXxvyQQeaN7R3SBTADWHipBToH0Cx4REXkShmQv09STXM+eZJworUWdyQolLKg7skXqcog6XWKo3nHT3vvrj0tcDRGRZ2FI9jJst/jTvjP2UeRIVAI2i7TFEEnk/pH2Jd1/3J2P0xV1EldDROQ5GJK9zJ/tFr4dkqvqzThVbg8EkaiUthgiCfWOC8SwbqGw2kT8948TUpdDROQxGJK9TFNIbrDYfHoRgf2NvcgJITpoYZa4GiJp3dc4mvzF1jxU1JokroaIyDMwJHsZtfLPS+qro8lWm9g4qwXQKyZA4mqIpDciJQw9owNQb7bis82npC6HiMgjMCR7GZkgQKOwX1ZfDclNN+zpVHJ0CecKe0SCIOC+K7oAAD7eeNJnvzcQEbUGQ7IX0qh8exq4phv2ekYHQC4TJK6GyD2M7x2NuGAtymtN+Gp7ntTlEBG5PYZkL+TLq+6dfcNer9hAiashch8KuQz3jrCPJn/w+wlYrL75SzQRUUsxJHshXw7JZ9+wF6hVSlwNkXv566B4BOuUyC2vw4p9hVKXQ0Tk1hiSvZCvzpXMG/aILk6rkmPK5UkA7EtVi6LvzoBDRHQpDMleqGnVPaOPrbrHG/aILm1KRhK0Sjn2nTFgw9EyqcshInJbDMleyFfbLXjDHtGlBetVuG1wPAD7aDIREZ0fQ7IX0jTOlexLIZk37BG13NThyZDLBPx+pNTxyyURETljSPZCvrg0NW/YI2q5+BAdrusTDQB4b/1xiashInJPDMleqKknud5HepJtoogDBbxhj6g1mpaqXr4nH7lldRJXQ0TkfhiSvZBG6VuLieSV16G2wQqNUsYb9ohaqGdMAEZ2D4dNBP7zB0eTiYjOxZDshZraLUxWGyw27w/KTaPIPSL9ecMeUSvc37hU9Zfb81BW0yBxNURE7oUh2QupFTI0RUVvH002mq04VlILwD6rBRG1XEaXUPSJC4TRbMMnm05JXQ4RkVthSPZCgiCc1XLh3X3Jh4uqYbWJCPVTIdxfLXU5RB5FEATcf4W9N/nTTSdRZ7JIXBERkftgSPZSjrmSvfzmvZyCagD2UWRBYKsFUWuNTY9CUqgOlXVmLN2WJ3U5RERugyHZS2lU9kvrzSPJ5bUmFBqMEAR7PzIRtZ5cJuDekfbe5P/8fgJmq3e3aBERtRRDspfyhVX3mm7YSw7VQ69WSFwNkeeaMCAOYX4qnKmsx/I9BVKXQ0TkFhiSvZS3h2SbKOJgoT0kp/GGPaJ20SjluHtYMgBg0bpjsNlEiSsiIpIeQ7KXcty4Z/LOP53mlv05N3JymF7qcog83uQhifBXK3CwsBq/7C+UuhwiIskxJHspx6p7XjqS3NRqkRoZwLmRiVwgUKfE3cPto8mv/3qYo8lE5PMYkr2UN7dbGM1WHG+cGzkthjfsEbnK1OHJCNAocLioBsv2sjeZiHwbQ7KX8uZ5kg8XVcMqigjzUyHcj3MjE7lKoFaJe0fYZ7p449fDsHI0mYh8GEOyl/LmkeSmVos0zo1M5HJ/G5aEIJ0Sx0tq8cOuM1KXQ0QkGYZkL6VR2i+tty0mUlbTgCJDA2QCkBrFVgsiV/PXKHHfSPsqfG+uPgIL500mIh/FyWW9VNONexabCLPVBqXcO34falphLylUD52K/3yJLiQnJ6fNj+2jtSFALcOpsjp88OsePDC2n+sKIyLyEEwZXkoll0EmADbR3pfsDSHZZhOR0zg3cs8Yzo1MdD6G8hIAwOTJk9t1Hv/BNyHkqql45fudGNM9CF2Tk1xQHRGR52BI9lKCIECjlKPOZIXRbIO/RuqK2u9UeR3qTFZolXIkhXJuZKLzqa+x/yI5/r6n0aPPwDafx2IDfj5tAQIj8OX2PMxiSCYiH8OQ7MW0jSHZW27ea7phr0eUP+dGJrqE0JhExKWkt+scPWtzsLsC+PpADWZarFAr5C6qjojI/Xn+3+DpghwzXHjBzXv1ZitONM6N3JPLUBN1imQ/GyzVpSirt+GLrXlSl0NE1KkYkr2YRuU9cyUfLrTPjRzur0a4P+dGJuoMcgGo2rgUAPDWmiOobbBIXBERUedhSPZi3jRXclOrBUeRiTpXzZ4sROrlKK0x4cM/TkhdDhFRp2FI9mLeEpKrTAKKq+1zI/eI5NzIRJ3KZsEdve1fd++tP47yWpPEBRERdQ6GZC/WtKCI0cN7kk/V2l9HcpjeMf8zEXWeYfEapMcEoKbBgnd+Oyp1OUREnYIh2Ys1BUqPHkmWyZHbGJLZakEkDZkg4PFrUgEAn206hdMVdRJXRETU8RiSvZjGC9ottF0GosEmQKeSI5FzIxNJZmRKGDK6hMJkteH1rCNSl0NE1OEYkr1YU0+y0WyTuJK28+t9NQAglXMjE0lKEAQ8Mc4+mvztztM4VFgtcUVERB2LIdmLnX3jniiKElfTelVGK7RdBwMA0thqQSS5fvFBGNcrCqIIvPrLQanLISLqUAzJXqyp3cJqE2G2el5IXp9rhCBXIFhlQ5gf50Ymcgf/b2wPyGUCfs0pxraT5VKXQ0TUYRiSvZhSLjhaFDxxQZHfTtpvDkrUe267CJG36Rruh1sHxgEA5q046JF/pSIiagmGZC8mCILHzpW853QlTlZaIFrMiNcxJBO5kxmZ3aFWyLD9VAXWHCyWuhwiog7BkOzlHHMle1hIXrw5FwBQe+gPcGpkIvcSFajB34YlAQDmrzwEq42jyUTkfRiSvZwnjiQbjGb8uDsfAFCza6XE1RDR+Tx4RTcEaBQ4VFSN73eekbocIiKXY0j2co6Q7EGr7v2w8wzqzVbEByjQcHq/1OUQ0XkE6pR4YFQ3AMCCrMNosHjO9xgiopZgSPZyGpVnzZUsiiIWb7G3WozpopO4GiK6mL9dnoTIADXOVNbj88YWKSIib8GQ7OU8rd1iR24lDhZWQ6OU4YokrdTlENFFaFVyzMjsDgB4e80RVBvNEldEROQ6DMleztOWpl685RQA4Lo+MfBT8Z8nkbu7dWAcuoTrUVFnxnvrjktdDhGRyzCFeDnH0tQe0JNcVWfG8j0FAIA7hiRIXA0RtYRCLsPjY+3LVf/nj+MoMhglroiIyDUYkr1c0xRwnjCS/M2O02iw2JAWHYD+8UFSl0NELTQ2PRIDE4NhNNvwetZhqcshInIJhmQvp1V5RruF/YY9e6vFHUMSIAiCxBURUUsJgoBZ4+yjyV9uz8ORomqJKyIiaj+GZC/naLcwW916+ditJ8pxrKQWOpUcN/aLkbocImqlQUkhGNMzEjYRmLfyoNTlEBG1G0Oyl2u6cc8mAiar+04Dt2SrffqoG/rFwF+jlLgaImqLx69JhVwm4NecYmw9US51OURE7cKQ7OWUchkUMnvrgrsuKFJea8KKvYUAgDsuS5S4GiJqq24RfrhtcDwA4JWfc9z6r1dERJeikLoA6nhalRzVRovbLijydXYeTFYb+sQFondcoNTlENE5cnJyWnzs6AgrvlUI2JVXiXd+3IjL4/+c7zwsLAwJCZy5hog8A0OyD9Aq7SHZHW/es9pEx0pdd1zGH55E7sRQXgIAmDx5cqseFzj8DgQNuwNzlx9A/n8fAGz27z1anQ4Hc3IYlInIIzAk+wDNWTfvuZu1h4qRW16HQK0SN/SLlbocIjpLfY0BADD+vqfRo8/AFj/ObAN+yReBkBjc8Mo36OpvQ1HuMSye9xhKS0sZkonIIzAk+wB3Xpr6440nAQC3DY53TFdHRO4lNCYRcSnprXpMhr4Saw+V4FCNGhl9kjqmMCKiDsQb93yAIyS72Y17x0pq8PuRUggCcOdQ3rBH5E16xQQiSKtEvdmK7NwKqcshImo1hmQf0LTqnru1W3zaOIo8OjUS8SE6aYshIpeSywRc3i0UALDjVAXq3evbDxHRJTEk+wCNG666V2004+vs0wCAKZdzFJnIG3UL90NUgAYWm4icKrZTEZFnYUj2AbrGkFznRu0W32SfRq3Jiq7hegzvFiZ1OUTUAQRBcHx9n6yRQRESJ3FFREQtx5DsA/Qq+/2ZtQ0WiSuxs9lEfLrpFABgyuVJEARB4oqIqKPEBmvRJUwPEQKCr5gidTlERC3G2S18gF7dGJJNVoiiKHko/f1oKY6X1sJPrcDNAziyROTthnULw/HSGui6Z2Dl9sMuOScXJiGijsaQ7AP0je0WVpsIk8UGtVLa3sBPGm/Yu2VgHPzU/CdI5O1C9CrEKupwxqLHwt9P4+n7bm/3ObkwCRF1NCYUH6CQy6BSyGCy2FBrskoakk+V1eK3Q8UAgLsyeMMeka+IseQjzxwPTWwabnv1O8TqxDafiwuTEFFnYEj2EXqV3B6SGywI0askq+PTTacgisAV3cPRJdxPsjqIqHOpYYFh2/cIunwiDtbpMKh3IuQy3o9ARO6LN+75CMfNeybpbt6rbbDgy+15AIC/XZ4kWR1EJA3Dlm+ghBWVdWbsz6+SuhwiootiSPYROnXjNHAN0k0D9/2uM6g2WpAUqsMV3cMlq4OIpCGa6pGorAYAbDlRDpPFJnFFREQXxpDsI/6c4UKakWRRFPFZ47Rvk4cmQsY/sxL5pGhFHQK1StSZrNjB5aqJyI0xJPuIP+dKlmYkefupChwsrIZGKcOtA+MlqYGIpCcTgGFdG5erzq1wm/nbiYjOxZDsI5qmgZNqJLlpFPmGvrEI1CklqYGI3EO3CD9EBqhhtorYcqJc6nKIiM7LrUPy3LlzMXjwYPj7+yMiIgI33ngjDh065HSM0WjE9OnTERoaCj8/P0yYMAFFRUVOx+Tm5mL8+PHQ6XSIiIjAY489BovFOSyuXbsWAwYMgFqtRrdu3fDxxx939MvrVLrGdgspepJLqhuwYl8BAOBOTvtG5PPOXq56X34VymtNEldERNScW4fkdevWYfr06di8eTOysrJgNpsxZswY1NbWOo559NFH8dNPP+Grr77CunXrkJ+fj5tvvtmx32q1Yvz48TCZTNi4cSM++eQTfPzxx5g9e7bjmBMnTmD8+PG48sorsWvXLsyYMQN///vf8csvv3Tq6+1IUo4kL92WC7NVRP+EIPSKDez05yci9xMXrENymB6iCKw/UiJ1OUREzbj1PMkrV650+vzjjz9GREQEsrOzMXLkSFRVVeG///0vlixZgquuugoA8NFHHyEtLQ2bN2/G0KFDsWrVKhw4cAC//vorIiMj0a9fP7z44ot44oknMGfOHKhUKixatAjJycl47bXXAABpaWn4448/8Prrr2Ps2LGd/ro7QtONew0WGyxWGxTyzvn9yGK1YcmWXADAnUM5ikxEfxqREoZTZbU4VVaHE6W1SA7TS10SEZGDW48kn6uqyj6vZkhICAAgOzsbZrMZmZmZjmNSU1ORkJCATZs2AQA2bdqE3r17IzIy0nHM2LFjYTAYsH//fscxZ5+j6Zimc5xPQ0MDDAaD04c7Uytkjon7a02d13Kx+mAx8quMCNGrcG3v6E57XiJyf8E6FfrHBwMA1h8ugcXGKeGIyH249Ujy2Ww2G2bMmIFhw4ahV69eAIDCwkKoVCoEBQU5HRsZGYnCwkLHMWcH5Kb9TfsudozBYEB9fT20Wm2zeubOnYvnn3/eJa+tMwiCAJ1KjmqjBXUmCwK1HXfzXG5uLkpLSwEA/15XBgC4Il6JA3t3t+o8OTk5Lq+NiNzL4ORg5BQaUFlvxq68SgxKDJG6JCIiAB4UkqdPn459+/bhjz/+kLoUAMCsWbMwc+ZMx+cGgwHx8e49tZlepUC10dKh08Dl5uYiNS0N9XV1UATHIHba+xBFG9565Da8YShu0zlrampcXCURuQu1Qo5h3cKQdaAIW0+UIzUyAH4aj/nRRERezCO+Ez300ENYtmwZ1q9fj7i4OMf2qKgomEwmVFZWOo0mFxUVISoqynHM1q1bnc7XNPvF2cecOyNGUVERAgICzjuKDABqtRpqtbrdr60z6RtX3evIeUlLS0tRX1eHSU+8ikL/7jhaDURrgVvmLmr1uXK2rsOKT96E0WjsgEqJyF2kRflj7+kqFBqMWHekBOPZmkVEbsCtQ7Ioinj44Yfx3XffYe3atUhOTnbaP3DgQCiVSqxevRoTJkwAABw6dAi5ubnIyMgAAGRkZODll19GcXExIiIiAABZWVkICAhAz549Hcf8/PPPTufOyspynMNbOBYU6YQZLkLjumJroRKADUNS4xAX2vobcopyj7m+MCJyO4Ig4KrUCPxvWy6OFtfwJj4icgtufePe9OnT8fnnn2PJkiXw9/dHYWEhCgsLUV9fDwAIDAzE1KlTMXPmTPz222/Izs7G3XffjYyMDAwdOhQAMGbMGPTs2RN33nkndu/ejV9++QXPPPMMpk+f7hgJvv/++3H8+HE8/vjjOHjwIP7973/jyy+/xKOPPirZa+8IOsdIcsffuJdXJ4PJYkOgVonEEF2HPx8RebZwfzX6xwcBANYeKobZypv4iEhabh2S3333XVRVVWHUqFGIjo52fCxdutRxzOuvv47rrrsOEyZMwMiRIxEVFYVvv/3WsV8ul2PZsmWQy+XIyMjA5MmTcdddd+GFF15wHJOcnIzly5cjKysLffv2xWuvvYb//Oc/XjP9W5OmkeS6ThhJPl5t/6fVJzYQgiB0+PMRkecbkhwKP7UCBqMFW7kSHxFJzO3bLS5Fo9HgnXfewTvvvHPBYxITE5u1U5xr1KhR2LlzZ6tr9CRNcyV39BRwqqgUVJrtU86lxQR06HMRkfdQKWQY1SMcy/YUIDu3AikRfogI0EhdFhH5KLceSSbXcqy614E37gGAX58xAIBuEX7QKuUd+lxE5F26hvuhW4QfRBFYlVMEq+3SgyVERB2BIdmHNI0k15ussLVglL4tjBYb9D1HAgDSozmKTEStd2WPcGiVcpTVmNh2QUSSYUj2IU2juiLsQbkjbDpthEyth14hIi74/NPnERFdjE6lwJU9wgEA206Vo8jAaSCJqPMxJPsQmcy+6h7QcdPArT5un3kkSW/lDXtE1GYpkf7o3th28cv+Qs52QUSdjiHZxzjmSu6AaeCOl9TgQKkJos2KRD1/oBFR+4zqEQG9Wo6KOjPWHS6Ruhwi8jEMyT7GMVdyB4wkL92eBwCoP54NrVvPm0JEnkCrkmNsT/vKqPvzDThUWC1xRUTkSxiSfYxjrmQXjySbrTZ8k30GAFCzZ5VLz01Evis+RIfLkkIAAGsOFqOq3ixxRUTkKxiSfYyfxh6SDUbX/qD57WAxSmsaEKSRof7YNpeem4h825DkEMQEamCy2rB8TwEs7OYiok7AkOxjgnVKAEBlnWtD8peNrRajErWAreOXvSYi3yGTCbimVxS0SjlKahqwo5zzrxNRx2NI9jFBOhUAoKLO5LJzFhmMWHOwGAAwOlnnsvMSETXx1ygxvnc0ZAKQVyeH/6AbpC6JiLwcQ7KPCdbaR5LrTFY0WFwz4vt19mnYRGBwUjBiA3jHHhF1jNhgLUak2OdPDr7yHuwqbJC4IiLyZgzJPkatlDsWFXFFy4Uoio5Wi78Oim/3+YiILqZvXCAS9VYIMjle3ViBA/kGqUsiIi/FkOyDgvWu60vefLwcp8rq4KdWYHyf6Hafj4joYgRBQP8QK4yn9qDeIuLuj7civ7Je6rKIyAsxJPugYBf2JTeNIl/fNwY6FVstiKjjyQWg+LuXER+gQJGhAXd/tI1TwxGRyzEk+6Cgxhku2huSq+rN+HlvAQDgtsFstSCiziM21OKZESGI8FfjUFE17v8sGybODUdELsSQ7IOaRpLb227x4+58NFhsSI3yR9+4QFeURkTUYuF6OT66ezD0Kjk2HS/DE9/sgSiKUpdFRF6CIdkHBWn/7Eluzw+UpdtyAdhv2BMEwSW1ERG1RnpMIP49eSDkMgHf7TyDf606JHVJROQlGJJ9UGBju4XJakOdqW3TwO3Pr8K+Mwao5DLc1D/WleUREbXKFd3DMfem3gCAd347hg//OCFxRUTkDRiSfZBCJkNA4/LUbW25+HKb/Ya9q9MjEaxXuaw2IqK2+OvgeMy8ujsA4IVlB/B19mmJKyIiT8eQ7KPaM8OF0WzFdzvPAAAm8oY9InITD1/VDfcMSwYAPPHNHvyyv1DiiojIkzEk+6j23Lz3y/5CGIwWxAZpMaxrmKtLIyJqE0EQ8Mz4NNwyMA5Wm4iHl+zExqOlUpdFRB6KIdlHtWcauCVb7Dfs3TooDjIZb9gjIvchkwn45829MTY9EiarDX//dDt25VVKXRYReSCGZB/V1pB8pKgaW06UQy4TMHFwQkeURkTULgq5DG9O7I9h3UJRZ7Libx9txeGiaqnLIiIPw5Dso5raLarqzbC1Yha4xY2jyKNTIxAVqOmI0oiI2k2jlOP9OwehX3wQKuvMuPO/W5BXXid1WUTkQRiSfZS/RgG5TIBNBOosLXtMvcmKb3bY7xifPDSxA6sjImo/vVqBj+8ejO6RfigyNGDSf7ag2GCUuiwi8hAMyT5KEATHoiLVlpb1Ff+0Jx/VRgsSQnQY3o037BGR+wvSqfDZ1CFICNEht7wOd324FZVtuBeDiHyPQuoCSDphfmqU1ZpQ2tCy35UWbz4FALhjSAJv2CMiyeXk5LT42CeH6vH0GiMOFlbj1rfXYs4VIdAq7d/7wsLCkJDAeyyIyBlDsg9LDtPjUFE1CuouHZL3nq7C7tNVUMoF3DowrhOqIyI6P0N5CQBg8uTJrXqcMiwRkXfMxZHyAEx481cUfzUHoqUBWp0OB3NyGJSJyAlDsg9LCtVBJtjbLRTBMRc99t11RwEA1/aORqifujPKIyI6r/oaAwBg/H1Po0efga16bEWDgPXFIjQJvTH46a/Q1XgY/5v3/1BaWsqQTEROGJJ9mFopR2ywFnnl9dClDL3gcYcKq/HzXvvKVQ+O6tZZ5RERXVRoTCLiUtJb9Zg4ACGV9fh+5xkUGWWQa7sDAm/PIaLm+J3Bx3UN8wMAaFOGXPCYt3+zjyKP6xWFHlH+nVIXEVFHiQ3S4vq+MZDLBOTXyxA2fiasrZkLk4h8AkOyj0sO1wMA1LFpqDRam+0/WlyNZXvyAQAPX5XSqbUREXWUhBAdru0VBQEi9Omj8F52FUSRQZmI/sR2Cx8XoFEiSGlDpVmGn7JPIkgjd9r/xuYKiCJwWawaxsKj2FF48fO15m5zIiIpdQn3w+BQK7aUCPj1RD2e/WEfXryhFwSBs/cQEUMyAQgRalCJACxeuwdv/OOvju3q+F6InPgyBJkc3790H74qPt7ic9bU1HREqURELhWvt+HnT99G+PiZ+HxzLmSCgOf/ks6gTEQMyQQEmEoBBEDfbTBuevNb+CmASpOAdUUKWEQB8TorJjz3rxadK2frOqz45E0YjVzViog8Q+2+NZgz53m8s70Kn246BQHAHAZlIp/HkEzQowHmsjwoQ+Pxa6EC/eKDkFNugEW0IjZIi7/0i4FC3rL29aLcYx1cLRGR612VrENCQiKe+HYPPtl0CkazDa/c3BtyLpxE5LN44x5BAFD89QsIkjXAahORfaoCdSYrwvxUuL5vdIsDMhGRJ/vr4Hi8ektfyARg6fY8PPLFTpitNqnLIiKJMP0QAMBSWYA+6jJc2ysK/hoFQvUq3NgvFmqF/NIPJiLyErcMjMPbdwyAUi5g2Z4CTPt0O2obLFKXRUQSYLsFOQgCkBLpj24Rfo2f88+MROR7ru0dDa1Kjvs/y8Zvh0pw66JN+O/fBiE6UCt1aUTUiTiSTM0IgsCATEQ+7coeEfhi2lCE+alwoMCAG9/ZgL2nq6Qui4g6EUMyERHRefRPCMZ3Dw5DSoQfigwNmPDuRny84QQXHSHyEQzJREREFxAfosPXD1yOzLRImKw2zPnpAKZ9lo3yWpPUpRFRB2NIJiIiuohArRIf3DUQz13fEyq5DFkHijD6tbVYui0XNhtHlYm8FUMyERHRJQiCgLuHJePbBy9HapQ/KurMeOKbvbj1vU3IPlUudXlE1AE4uwUREfm8nJycFh/7wnA9lh8Blu6vQfapCkx4dxP6RaowbVgcrr0srQOrJKLOxJBMREQ+y1BeAgCYPHlyqx8r9w9D4LDb4ddrNHYVAQ9+exzpGwpx/1U9cE2vKCi5EBORR2NIJiIin1VfYwAAjL/vafToM7BN56ix2LArvxKFVj32F9Xh4f/tRFSABndmJOL2yxIQole5smQi6iQMyURE5PNCYxIRl5Le5sf7Kfbjjcfvxv/9+3usyTWh0GDEq78cwsLVR3Bjv1j8bVgS0qIDXFgxEXU0/i2IiIjIBWy1lZjYyx8bnrwKC/7aF71jA9FgsWHp9jyMe/N3THx/E37ZXwgrZ8Qg8ggcSSYiInIhtUKOmwfE4ab+scg+VYGPNpzEyv2F2Hy8HJuPlyMuWIspGUm4fUgC/NT8MUzkrvjVSURE5CLnzpIhAzA1DbghMRwrj9Zi1fE6nK6ox8s/52DhrwdxU6ofxnXTQ60QnB4XFhaGhISETqyciM7FkExERNROLZ0lQ1CooU8fhYDLbkZ1SCw+3VONDzecROX6T1G7bw0AeyuGVqfDwZwcBmUiCTEkExERtVNrZ8mwiUBurQU5VXLU+YcibPyjSLnpEfQNtsJSdBSL5z2G0tJShmQiCTEkExERuUhrZslIADDUZsPuvCpsPVGOChOwtkiGZL/ukKn1HVsoEV0SZ7cgIiKSiEImw8DEYNyVkYi0aH8AwIkaOWLuXYTfc+shipwJg0gqHEkmIiKSmF6twJieUUiPDsQve/JQrQ/G65srsebEr7hvYCCi/Nr+45o3ARK1DUMyERGRm4gN1uIydT6+WbMGgZffht1FwP0/nEbVxi9g2PodYLO0+py8CZCobRiSiYiI3EhDrQFVm5ZicL9eqIroi2KoEXzFFCRk3okBwVaEaVreglGUe4w3ARK1EUMyERGRG4qJisS4od1xqKga6w+XotoMrCuWIT0mAMO7hUGjlEtdIpFXY0gmIiJyU4IgIDUqAEmhemw4Wop9+QbszzfgeEktRnYPQ49IfwiCcOkTEVGrcXYLIiIiN6dRyjE6LRK3DIxDiF6FerMVv+wvwtLteThRWstZMIg6AEMyERGRh4gN0uKOyxKQ0SUUCpmAIkMDftydjy+25eFggQEWq03qEom8BtstiIiIPIhcJuCy5BD0ig3AjlOV2H26EsXVDfjlQBHWHylFWrQ/UiL8ERmglrpUIo/GkExEROSBdCoFhqeEYUBiEPadMWDvmSrUNFiwI7cSO3Ir4adWIFIphzq+N6w2tmMQtRZDMhERkQfTqRS4LDkEgxKDcaKsFocLq3GirBY1DRbUNMgRdcdcTP2pGNec3I3MtEgMTwmDTsUf/0SXwq8SIiIiLyCTCega7oeu4X6wWG3IrajDnqOncby0FgYE4Mvtp/Hl9tNQK2QY1i0MmWmRGJ0WgcgAjdSlE7klhmQiIiIvo5DL0CXMD6oKK9Y/NxkfL/8DJy0B+DWnCHnl9VhzsBhrDhYD3wF944NwTXoUxqZHoku4n9SlE7kNhmQiIiJvJtrQO1KNKQPSMfu6njhcVINfc4rwa04RduVVYnfjx7yVB9E90g/XpEdhTHoU0mMCOAcz+TSGZCIiIi+Xk5Pj9HlGIJAxVIuKvipszTdiy2kj9habcLioBoeLjmLhmqOI0MsxJFaDwTFq9AhVQSkXEBYWxuWtyWcwJBMREXkpQ3kJAGDy5MmXPFam1kPbdTB03S+HpssAFNdq8NPhWvx0uBY2sxENpw/Amp+DxQtmI3NgD8hlHGUm78aQTERE5KXqawwAgPH3PY0efQa2+HEWG1BkNCO/ToYiowwNSg20yQOA5AG475tjCFh+Cv0TgtE3Pgj94gPRJy4IYX6cl5m8C0MyERGRlwuNSURcSnqrHpPU+F9RFFFWa8K+w8exaet2hPXMgMFowbrDJVh3uMRxfFywFn3jgtA3PhB944LQKzYQejVjBnku/uslIiKiCxIEAWF+anTzt+HHb1/Cv276HOqorjhaZsaRcjOOVphxxmDB6Yp6nK6ox/K9BfbHAYjykyM5SImkIAWSgpRIClIiVCtDeHg4e5vJ7TEkExER0SU19TdPubN5f7Og0kEd1Q2q6BSoortDHd0dioBwFNRYUVBjxcbTfx5rM9bAUvk7hvVJQbcIP8T6KxDjr0C4Tg69StbqungzIXUUhmQiIiK6pNb2NxutJlSZBFSaBVSZBFSZBVSbBcg0flBFpWBbMbCtuMbpMbaGOliqS2GtLoXFUAJrdSmsNeXOH3VVgGhzPEar0+FgTg6DMrkcQzIRERG1WFv6m5tYrDZsXJuFVd99gfRrJkMTFosas4AaiwCTTYBMrYNKnQCEXSzwitDIAY1chMxUi1O7/sA7606gb3cgOlCD6CANogO0CNAqOM9zB8rNzUVpaWmbHlvdYENhrQXVDTZUm2yQq/X4x7X9XVxh+zEkExERUadQyGXQowF1hzcibdLf0G9oqmOf2WpDjdGC6gYLqo1m1DRYUGO0oNZkRW2DBbUNFtSZrBAhwGgFjFYBgD/8+43D0v01WLp/r9NzaZVye2AO1CAqQPtngG78PMxPhQCtEmqFjGG6lXJzc5Galob6uroWHa8IiYU2qT/U8b2gjuoGRVCU035RrMD1PUOQnJTYEeW2GUPyOd555x28+uqrKCwsRN++ffHWW2/hsssuk7osIiIir6aUyxCsVyFYr7rgMTZRRH1jaK4xWXAmLw9rflyKq/9yC0R1AMrqrSirt8HQYEO92YrjJbU4XlJ70edVyAC9Uga9SkCgVoWQAB20SgX0ajl0KgX0Kjl0agV0Krn9/1V/7vPXKBCoVSJQq0SAVgmlvPU91Z6otLQU9XV1mPTEq4hM6Npsv8kKFDcIKKqXodgoQ521+S8hWrkIlUwEzPXIP5iNwuIYhmR3tnTpUsycOROLFi3CkCFD8MYbb2Ds2LE4dOgQIiIipC6PiIjIp8kEAXq1Anq1AhEAjMeKULXhf/h6w/+cjhMUKsj9QiH3D4MiIMz+X/9QyP3DIfcPhSIgHDKNHwSZHBYbUNVgQ1UDkF9dDxTXt7k+jUKAn0qAn0qGYJ0aEcF+jhAdqFUiUKdCoFYJP7UcKrkcKoUMKoUM6sb/quQyqJUyqOVyKOSC/UMmc9uFWyITuiKySxrKa00oqzWhsMqI/Kp6lNWYnI6TCwJigjSID9EhKkCDCH811Eo5AOD0kf1YMG8+1M/dJsVLuCiG5LMsWLAA9957L+6++24AwKJFi7B8+XJ8+OGHePLJJyWujoiIiM7W1sVSAEAUrbCIVphtgNkm4NSxQ9iw8lsISi1kKg0ElRYypQaCUmP/XKmFoNJAptI2btNCptZBpvGDTK0HABgtIowWEaV1NpystAD5Fx/FbikBgFwGKGQC5AIgP+u/ChmctilkAuQyezCVywBF43/lMgF6jRqBAX5QymRQyAUo5TIoZAKUChmUMgEKuX27/f0BbDYRIuwj+BariJrGtpdTBeWIunMBfj6jRH3usfPWHKpXISFEh4RQHWKDtB45ys6Q3MhkMiE7OxuzZs1ybJPJZMjMzMSmTZuaHd/Q0ICGhgbH51VVVQAAg8HQ8cUCqKmx3xF8+sh+NNS3rCfoQooa/4EXnjyMY3qd153LHWvyhXO5Y02+cC53rMkXzuWONbnruTqiJrOpoc0/C+WNHyg7ifqjWzF43G2IS065yCNMjR8Gx6eiCbBADivksAgKlBQX4NDubHuIVvtBptHbR67Vesg1eggKLQSFAoJcCUGhhCBXAfKzPheaB0pr47O6C2VoHGrr7KPuKpmIAKWIQKWIELUNISoRajkAI2A9A+SeufB5Sk6fAGDPNZ2RoZqeQxTFSx4riC05ygfk5+cjNjYWGzduREZGhmP7448/jnXr1mHLli1Ox8+ZMwfPP/98Z5dJRERERO2Ul5eHuLi4ix7DkeQ2mjVrFmbOnOn43Gazoby8HKGhoZ1yl6zBYEB8fDzy8vIQEBDQ4c9HHYPX0TvwOnoHXkfvwOvoHTrqOoqiiOrqasTExFzyWIbkRmFhYZDL5SgqKnLaXlRUhKioqGbHq9VqqNVqp21BQUEdWeJ5BQQE8JuAF+B19A68jt6B19E78Dp6h464joGBgS06zvO6qDuISqXCwIEDsXr1asc2m82G1atXO7VfEBEREZH340jyWWbOnIkpU6Zg0KBBuOyyy/DGG2+gtrbWMdsFEREREfkGhuSz3HbbbSgpKcHs2bNRWFiIfv36YeXKlYiMjJS6tGbUajWee+65Zi0f5Fl4Hb0Dr6N34HX0DryO3sEdriNntyAiIiIiOgd7komIiIiIzsGQTERERER0DoZkIiIiIqJzMCQTEREREZ2DIdlDvfPOO0hKSoJGo8GQIUOwdetWqUuiC5g7dy4GDx4Mf39/RERE4MYbb8ShQ4ecjjEajZg+fTpCQ0Ph5+eHCRMmNFvYhtzLP//5TwiCgBkzZji28Tp6hjNnzmDy5MkIDQ2FVqtF7969sX37dsd+URQxe/ZsREdHQ6vVIjMzE0eOHJGwYjqX1WrFs88+i+TkZGi1WnTt2hUvvvgizp6LgNfR/axfvx7XX389YmJiIAgCvv/+e6f9Lblm5eXlmDRpEgICAhAUFISpU6eipqamQ+plSPZAS5cuxcyZM/Hcc89hx44d6Nu3L8aOHYvi4mKpS6PzWLduHaZPn47NmzcjKysLZrMZY8aMQW1treOYRx99FD/99BO++uorrFu3Dvn5+bj55pslrJouZtu2bXjvvffQp08fp+28ju6voqICw4YNg1KpxIoVK3DgwAG89tprCA4Odhwzf/58LFy4EIsWLcKWLVug1+sxduxYGI1GCSuns82bNw/vvvsu3n77beTk5GDevHmYP38+3nrrLccxvI7up7a2Fn379sU777xz3v0tuWaTJk3C/v37kZWVhWXLlmH9+vWYNm1axxQskse57LLLxOnTpzs+t1qtYkxMjDh37lwJq6KWKi4uFgGI69atE0VRFCsrK0WlUil+9dVXjmNycnJEAOKmTZukKpMuoLq6WkxJSRGzsrLEK664QnzkkUdEUeR19BRPPPGEOHz48Avut9lsYlRUlPjqq686tlVWVopqtVr83//+1xklUguMHz9evOeee5y23XzzzeKkSZNEUeR19AQAxO+++87xeUuu2YEDB0QA4rZt2xzHrFixQhQEQTxz5ozLa+RIsocxmUzIzs5GZmamY5tMJkNmZiY2bdokYWXUUlVVVQCAkJAQAEB2djbMZrPTNU1NTUVCQgKvqRuaPn06xo8f73S9AF5HT/Hjjz9i0KBBuPXWWxEREYH+/fvjgw8+cOw/ceIECgsLna5jYGAghgwZwuvoRi6//HKsXr0ahw8fBgDs3r0bf/zxB8aNGweA19ETteSabdq0CUFBQRg0aJDjmMzMTMhkMmzZssXlNXHFPQ9TWloKq9XabBXAyMhIHDx4UKKqqKVsNhtmzJiBYcOGoVevXgCAwsJCqFQqBAUFOR0bGRmJwsJCCaqkC/niiy+wY8cObNu2rdk+XkfPcPz4cbz77ruYOXMmnnrqKWzbtg3/+Mc/oFKpMGXKFMe1Ot/3WF5H9/Hkk0/CYDAgNTUVcrkcVqsVL7/8MiZNmgQAvI4eqCXXrLCwEBEREU77FQoFQkJCOuS6MiQTdaLp06dj3759+OOPP6QuhVopLy8PjzzyCLKysqDRaKQuh9rIZrNh0KBBeOWVVwAA/fv3x759+7Bo0SJMmTJF4uqopb788kssXrwYS5YsQXp6Onbt2oUZM2YgJiaG15Fchu0WHiYsLAxyubzZHfNFRUWIioqSqCpqiYceegjLli3Db7/9hri4OMf2qKgomEwmVFZWOh3Pa+pesrOzUVxcjAEDBkChUEChUGDdunVYuHAhFAoFIiMjeR09QHR0NHr27Om0LS0tDbm5uQDguFb8HuveHnvsMTz55JOYOHEievfujTvvvBOPPvoo5s6dC4DX0RO15JpFRUU1m6TAYrGgvLy8Q64rQ7KHUalUGDhwIFavXu3YZrPZsHr1amRkZEhYGV2IKIp46KGH8N1332HNmjVITk522j9w4EAolUqna3ro0CHk5ubymrqR0aNHY+/evdi1a5fjY9CgQZg0aZLj/3kd3d+wYcOaTcF4+PBhJCYmAgCSk5MRFRXldB0NBgO2bNnC6+hG6urqIJM5Rxi5XA6bzQaA19ETteSaZWRkoLKyEtnZ2Y5j1qxZA5vNhiFDhri+KJffCkgd7osvvhDVarX48ccfiwcOHBCnTZsmBgUFiYWFhVKXRufxwAMPiIGBgeLatWvFgoICx0ddXZ3jmPvvv19MSEgQ16xZI27fvl3MyMgQMzIyJKyaWuLs2S1EkdfRE2zdulVUKBTiyy+/LB45ckRcvHixqNPpxM8//9xxzD//+U8xKChI/OGHH8Q9e/aIN9xwg5icnCzW19dLWDmdbcqUKWJsbKy4bNky8cSJE+K3334rhoWFiY8//rjjGF5H91NdXS3u3LlT3LlzpwhAXLBggbhz507x1KlToii27Jpdc801Yv/+/cUtW7aIf/zxh5iSkiLefvvtHVIvQ7KHeuutt8SEhARRpVKJl112mbh582apS6ILAHDej48++shxTH19vfjggw+KwcHBok6nE2+66SaxoKBAuqKpRc4NybyOnuGnn34Se/XqJarVajE1NVV8//33nfbbbDbx2WefFSP/f3v3F9Jk28Bx/LeyLJVIpB5paLByOiOtlCQPapCwFcoGYiHp0tZfjBIMIgqCDgypgyTopGiroCLJA0GhPFhkJtkfTItlRpIUUTCElGDWut+DB8bT/eTzvrzp2+Pzfj9wH+y6r3+7bth+jOu+99tvRmJiorFx40ZjcHDwF80WP/Lp0yfj4MGDRmZmpjFv3jzDZrMZR48eNaLRaLwO1/HvJxQK/fD7cPv27YZh/GfXLBKJGJWVlUZKSoqxYMECo7a21hgbG5uW+VoM4w9/TwMAAACAPckAAACAGSEZAAAAMCEkAwAAACaEZAAAAMCEkAwAAACYEJIBAAAAE0IyAAAAYEJIBgAAAEwIyQDwf8zpdKq+vv5XTwMA/nYIyQAwQ5WVlcntdv/wXFdXlywWi/r7+//HswKAfwZCMgDMUH6/X52dnXr79u2fzgUCARUWFiovL29a5xCLxfTt27dpHQMAfgVCMgDMUKWlpVq0aJGCweB35ePj42ppaZHX61VlZaWsVquSkpK0cuVKXbt27S/7HB0dlc/nU2pqqpKSkrRp0yYNDQ3FzweDQS1cuFBtbW3Kzc1VYmKiRkZGFI1GdejQIVmtViUnJ6uoqEh37tyJt3vz5o3KysqUmpqq5ORkrVixQh0dHVO5HAAwpQjJADBDJSQkyOfzKRgMyjCMeHlLS4tisZiqqqpUUFCg9vZ2PXv2TLt371Z1dbV6e3sn7bOmpkaPHj1SW1ubenp6ZBiGNm/erC9fvsTrfP78WU1NTbpw4YKeP3+uxYsXa//+/erp6dH169fV39+viooKud3ueMCuq6tTNBrV3bt3NTAwoKamJqWkpEzf4gDAT7IYf/xkBQDMKC9evJDD4VAoFJLT6ZQkrV+/XkuXLtWVK1f+VL+0tFQ5OTk6ffq0pN9v3Fu1apXOnDmjoaEh2e12dXd3q7i4WJIUiUSUkZGhS5cuqaKiQsFgULW1terr61N+fr4kaWRkRDabTSMjI1qyZEl8rJKSEq1du1aNjY3Ky8tTeXm5jh8/Ps0rAgBTI+FXTwAA8N/LyclRcXGxLl68KKfTqVevXqmrq0snTpxQLBZTY2Ojbty4oXfv3mliYkLRaFRJSUk/7CscDishIUFFRUXxsrS0NGVnZyscDsfL5s6d+91e54GBAcViMdnt9u/6i0ajSktLkyQdOHBA+/bt0+3bt1VSUqLy8vJp3y8NAD+D7RYAMMP5/X7dvHlTY2NjCgQCWrZsmTZs2KBTp06publZhw8fVigUUl9fn1wulyYmJn5qvPnz58tiscRfj4+Pa/bs2Xr8+LH6+vriRzgcVnNzsyRp586dev36taqrqzUwMKDCwkKdPXv2p+YBANOJkAwAM9yWLVs0a9YsXb16VZcvX9aOHTtksVjU3d0tj8ejqqoq5efny2az6eXLl5P243A49PXrVz148CBeFolENDg4qNzc3EnbrV69WrFYTB8/ftTy5cu/O9LT0+P1MjIytHfvXrW2tqqhoUHnz5+fmgUAgGlASAaAGS4lJUVbt27VkSNH9P79e9XU1EiSsrKy1NnZqfv37yscDmvPnj368OHDpP1kZWXJ4/Fo165dunfvnp4+faqqqipZrVZ5PJ5J29ntdm3btk0+n0+tra0aHh5Wb2+vTp48qfb2dklSfX29bt26peHhYT158kShUEgOh2NK1wEAphIhGQD+Afx+v0ZHR+VyueI3zx07dkxr1qyRy+WS0+lUenq6vF7vX/YTCARUUFCg0tJSrVu3ToZhqKOjQ3PmzPm37Xw+nxoaGpSdnS2v16uHDx8qMzNT0u/PU66rq5PD4ZDb7Zbdbte5c+em5L0DwHTg6RYAAACACb8kAwAAACaEZAAAAMCEkAwAAACYEJIBAAAAE0IyAAAAYEJIBgAAAEwIyQAAAIAJIRkAAAAwISQDAAAAJoRkAAAAwISQDAAAAJj8C1eGIwoNk+2zAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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bb77Rjh07lJqaqpYtWyo+Pl4JCQlq1aqVNa5BgwZavHixjDFe78WBAwckqcS2dc2bN9cll1yimTNnEqJxQSJEAyjWP/7xD0lSSkpKsePsdrt69eqlXr16adKkSXruuef0xBNPaPHixUpOTg74nfB27Njh9b0xRj/++KNXP+vatWsXeuX/7t27vcoHmjdvrpUrVyo7O9vnC+/q16+vyMhIr5U5j23btslutxdY4SyNpk2bSir4eiUVeO7mzZvrq6++0hVXXBGQH0r++9//KjMzU7Nnz/ZahfWlLMRzfjdt2lTkmLKeQ1/f34r073//W0OGDNFLL71kbTt79mxAO1D07dtXDodD//jHP4q8uPC9995TSEiI+vTpU+rnadmypfU/IFu2bNGBAwe8uqF06dJFb7/9trZu3eoV1leuXGntL8mZM2cKXc0GLgTURAMo0qJFi/Tss8+qWbNmGjRoUJHjjh07VmCb5x9Qzz+Qnv+ODlSYeO+997z+O/vf//63Dhw4YN2MQsoNld9++62ysrKsbZ9//nmBVngDBgzQkSNH9OqrrxZ4nqJWiR0Oh3r37q3PPvvMq4Tk4MGDev/993XllVcqKiqqtC/P0qBBA3Xp0kXvvvuuVznAggULtGXLFq+xv//97+VyufTss88WOE5OTo7f596z8np+ScL06dNLfGz9+vXVs2dPvfPOO9qzZ4/XPs/xynoOfX1/K5LD4SjwmZk6dapcLlfAnqNx48YaOnSovvrqq0LbDU6bNk2LFi3SsGHDCu3g4i+3261HHnlEkZGR1g1ZpNyyk9DQUL3++uvWNmOMpk2bpoYNG1rdd3JycgotWfruu++0ceNGde/evcxzBCoDK9EAJOVe8LNt2zbl5OTo4MGDWrRokRYsWKCmTZtq9uzZ1sVChXnmmWe0dOlS9evXT02bNtWhQ4f0+uuvq1GjRlaLq+bNmysmJkbTpk1TrVq1VKNGDSUmJqpZs2almm+dOnV05ZVXaujQoTp48KBeeeUVtWjRwqsN35133ql///vf6tOnj37/+99r586d+uc//1mgZd3gwYP13nvvafTo0fruu+/Uo0cPnTp1Sl999ZXuu+8+3XjjjYXO4c9//rPVH/u+++5TSEiI3nzzTWVmZmrixImlel2FmTBhgvr166crr7xSf/zjH3Xs2DFNnTpV7du318mTJ61xV111le6++25NmDBB69evV+/evRUaGqodO3Zo1qxZmjx5sm6++Wafn7d3794KCwvTDTfcoLvvvlsnT57UW2+9pdjYWOu/7IszZcoUXXnlleratauGDx+uZs2a6eeff9acOXOs27+X5Rz6+v5WpOuvv17/+Mc/FB0drXbt2mnFihX66quvvGqrA+Hll1/Wtm3bdN9992nevHnWivOXX36pzz77TFdddZXXarg/HnjgAZ09e1ZdunRRdna23n//fX333Xd69913vf5HolGjRho1apReeOEFZWdn69JLL9Wnn36q//3vf5o5c6b1Q9jJkyfVuHFj3XLLLVZ998aNGzV9+nRFR0frqaeeKvsJASpD5TQFAVBVeNqveb7CwsJMfHy8+fWvf20mT57s1UbO4/xWaAsXLjQ33nijSUhIMGFhYSYhIcHceuut5ocffvB63GeffWbatWtnQkJCvNrdXXXVVaZ9+/aFzq+odmX/+te/zJgxY0xsbKyJiIgw/fr1K9BKzRhjXnrpJdOwYUPjdDrNFVdcYVavXl3gmMbktiZ74oknTLNmzUxoaKiJj483N998s1frNZ3X4s6Y3FZiKSkppmbNmiYyMtJcc801Zvny5YWe4/PbCPpzF77//Oc/pm3btsbpdJp27dqZjz/+uMg7Fv7tb38z3bp1MxEREaZWrVqmY8eO5pFHHjH79+8v9jkKa3E3e/Zs06lTJxMeHm4uuugi8/zzz1stAXft2lXivDdt2mR++9vfmpiYGBMeHm5at25tnnrqKa8xvpzDos6VL+9vUXe5LOp98ZyH/C0bVcidBI0p2Gbv+PHjZujQoaZevXqmZs2aJiUlxWzbtq3IdnznK+p5CpOZmWlefvll061bN1OjRg0TGRlpunbtal555RWvVn7553r+HQsLM336dNO5c2dTo0YNU6tWLdOrVy+zaNGiQse6XC7z3HPPmaZNm5qwsDDTvn17889//rPAPB944AHTqVMnExUVZUJDQ03Tpk3NsGHDfPoMAVWVzZgAXdECAAAABAlqogEAAAA/EaIBAAAAPxGiAQAAAD8RogEAAAA/EaIBAAAAPxGiAQAAAD9xs5UK5Ha7tX//ftWqVSvgt0AGAABA2RljdOLECSUkJMhuL3q9mRBdgfbv36/GjRtX9jQAAABQgr1796pRo0ZF7idEV6BatWpJyn1ToqKiKnk2AAAAOF9GRoYaN25s5baiEKIrkKeEIyoqihANAABQhZVUesuFhQAAAICfCNEAAACAnwjRAAAAgJ8I0QAAAICfCNEAAACAnwjRAAAAgJ8I0QAAAICfCNEAAACAnwjRAAAAgJ8I0QAAAICfCNEAAACAnwjRAAAAgJ8I0QAAAICfCNEAAACAnwjRAAAAgJ8I0QAAAICfKjVEL126VDfccIMSEhJks9n06aefeu03xmjs2LFq0KCBIiIilJycrB07dniNOXbsmAYNGqSoqCjFxMRo2LBhOnnypNeYDRs2qEePHgoPD1fjxo01ceLEAnOZNWuW2rRpo/DwcHXs2FFz5871ey4AAAAIDpUaok+dOqXOnTvrtddeK3T/xIkTNWXKFE2bNk0rV65UjRo1lJKSorNnz1pjBg0apM2bN2vBggX6/PPPtXTpUg0fPtzan5GRod69e6tp06Zas2aNXnjhBY0fP15/+9vfrDHLly/XrbfeqmHDhmndunXq37+/+vfvr02bNvk1lwvNmSyXlu88oswcV2VPBQAA4MJiqghJ5pNPPrG+d7vdJj4+3rzwwgvWtrS0NON0Os2//vUvY4wxW7ZsMZLMqlWrrDFffPGFsdls5pdffjHGGPP666+b2rVrm8zMTGvMo48+alq3bm19//vf/97069fPaz6JiYnm7rvv9nkuvkhPTzeSTHp6us+PKQ8/pGaYcZ9tMh3HzTNNH/3cPDd3S6XOBwAAoKrwNa9V2ZroXbt2KTU1VcnJyda26OhoJSYmasWKFZKkFStWKCYmRt27d7fGJCcny263a+XKldaYnj17KiwszBqTkpKi7du36/jx49aY/M/jGeN5Hl/mUpjMzExlZGR4fVW27akn1Gfy/zRj+c/KOJsjSTqYfuGupgMAAFSGKhuiU1NTJUlxcXFe2+Pi4qx9qampio2N9dofEhKiOnXqeI0p7Bj5n6OoMfn3lzSXwkyYMEHR0dHWV+PGjUt41eVv99FTcrmN4qKcGtC1kSQpy+Wu5FkBAABcWKpsiK4OxowZo/T0dOtr7969lT0l5biNJKlpnRrqflFtSVJWjqnMKQEAAFxwqmyIjo+PlyQdPHjQa/vBgwetffHx8Tp06JDX/pycHB07dsxrTGHHyP8cRY3Jv7+kuRTG6XQqKirK66uyZeetOoc4bApz5L79rEQDAAD4p8qG6GbNmik+Pl4LFy60tmVkZGjlypVKSkqSJCUlJSktLU1r1qyxxixatEhut1uJiYnWmKVLlyo7O9sas2DBArVu3Vq1a9e2xuR/Hs8Yz/P4MpcLRbYrd9U5xGFXWEju25+dQ4gGAADwR6WG6JMnT2r9+vVav369pNwL+NavX689e/bIZrNp1KhR+vOf/6zZs2dr48aNGjx4sBISEtS/f39JUtu2bdWnTx/ddddd+u6777Rs2TKNHDlSAwcOVEJCgiTpD3/4g8LCwjRs2DBt3rxZH374oSZPnqzRo0db83jggQc0b948vfTSS9q2bZvGjx+v1atXa+TIkZLk01wuFDl5q86hdptCWYkGAAAolZDKfPLVq1frmmuusb73BNshQ4ZoxowZeuSRR3Tq1CkNHz5caWlpuvLKKzVv3jyFh4dbj5k5c6ZGjhypXr16yW63a8CAAZoyZYq1Pzo6WvPnz9eIESPUrVs31atXT2PHjvXqJX355Zfr/fff15NPPqnHH39cLVu21KeffqoOHTpYY3yZy4Ug2+1ZibbJmbcSncVKNAAAgF9sxhiuKqsgGRkZio6OVnp6eqXVR09ftktP/3eLru/UQAMvbaLb/r5SbeJrad6onpUyHwAAgKrE17xWZWuiUT5y8mqiQ/PVRLMSDQAA4B9CdJDJdud157DbzoVoaqIBAAD8QogOMtk557pzhDpskliJBgAA8BchOsjk5K1Eh+a/sJCVaAAAAL8QooOM1Sfabrda3NEnGgAAwD+E6CBj9Yl2UBMNAABQWoToIJPjztedw7MS7TKi0yEAAIDvCNFBJjtv1TnEYVNoyLm3n9VoAAAA3xGig4xXn2hHvhBNXTQAAIDPCNFBxqtPdL4Q7bngEAAAACUjRAcZqzuHwy673aYQO72iAQAA/EWIDjL5u3NIsjp0ZFMTDQAA4DNCdJDJ3ydaktUrOpOVaAAAAJ8RooOM546FIeetRFPOAQAA4DtCdJDxdOfwXFR4rlc0IRoAAMBXhOggk79PtCTuWggAAFAKhOgg47lj4bma6NwwnU05BwAAgM8I0UEmu4juHJmsRAMAAPiMEB1k8veJlvLVRLMSDQAA4DNCdJCx+kTn3WTF0+KOmmgAAADfEaKDjFUT7VmJpsUdAACA3wjRQaZATTQt7gAAAPxGiA4ynj7RoaxEAwAAlBohOsgUecfCvHANAACAkhGig4zVncPqE81KNAAAgL8I0UGmqD7RhGgAAADfEaKDTE5RfaK5sBAAAMBnhOggk+327hN9riaaEA0AAOArQnQQcbmNTN71g6HnrURTzgEAAOA7QnQQyV+y4enOwR0LAQAA/EeIDiKeuxVK9IkGAAAoC0J0EMnJvxJt96xE5/7KhYUAAAC+I0QHkfwlG468EO1kJRoAAMBvhOggcu6W3zbZbN410axEAwAA+I4QHURyzrtboXSuJjqTlWgAAACfEaKDiNUjOq8OWuLCQgAAgNIgRAeRc+Uc5952yjkAAAD8R4gOIp6gHFLYSjQhGgAAwGeE6CDi6RPtVRPtWYnOMYU+BgAAAAURooOIZyW60JpoVqIBAAB8RogOIufKOQquRHNhIQAAgO8I0UHkXIu7cyvRngsLWYkGAADwHSE6iORYLe4K9olmJRoAAMB3hOggkp3vjoUeYbS4AwAA8BshOohY5RysRAMAAJQJITqI5BRzx8Ict5HbTZs7AAAAXxCig0i2q2Cf6PyBmosLAQAAfEOIDiLF9YmWCNEAAAC+IkQHkRxPn+j8K9H5fp9NXTQAAIBPCNFBxCrnyLcSbbfbrJVpVqIBAAB8Q4gOIp4LC8Mc3m+71eYuhwsLAQAAfEGIDiKFrURLUqinzZ3LVeFzAgAAuBARooNIYX2ipXMr0ZnURAMAAPiEEB1ErD7R9vNWoq27FlLOAQAA4AtCdBDxXDh4/kq0k7sWAgAA+IUQHURyiqqJtlaiCdEAAAC+IEQHEU+f6Py9oaVzN1xhJRoAAMA3hOggku3OXYkOPf/CwhAuLAQAAPAHITqIWHcsLFDOkfs95RwAAAC+IUQHEU9NdOh5ITosxCGJcg4AAABfEaKDiKecI+T8mmhWogEAAPxCiA4i1oWFBVaiPXcsJEQDAAD4ghAdRLKL6BPtuWMh5RwAAAC+IUQHEc8dCUOKuGMhK9EAAAC+IUQHEc9tvz3lGx70iQYAAPAPITqInFuJ9n7buWMhAACAfwjRQaSoPtFOVqIBAAD8QogOIjnuovpEe1aiTYXPCQAA4EJEiA4iJZVzcNtvAAAA3xCig0h2EeUcXFgIAADgH0J0EDl3sxUuLAQAACgLQnQQKapPNCvRAAAA/iFEBxFPn+jzV6LD8so7WIkGAADwDSE6iOS4PN05irjZCiEaAADAJ4ToIFLkhYUOhyS6cwAAAPiKEB1ErD7RBVrcUc4BAADgD0J0EPGUc9DiDgAAoGyqdIh2uVx66qmn1KxZM0VERKh58+Z69tlnZcy5O+sZYzR27Fg1aNBAERERSk5O1o4dO7yOc+zYMQ0aNEhRUVGKiYnRsGHDdPLkSa8xGzZsUI8ePRQeHq7GjRtr4sSJBeYza9YstWnTRuHh4erYsaPmzp1bPi+8HBhjrJrnguUctLgDAADwR5UO0c8//7zeeOMNvfrqq9q6dauef/55TZw4UVOnTrXGTJw4UVOmTNG0adO0cuVK1ahRQykpKTp79qw1ZtCgQdq8ebMWLFigzz//XEuXLtXw4cOt/RkZGerdu7eaNm2qNWvW6IUXXtD48eP1t7/9zRqzfPly3XrrrRo2bJjWrVun/v37q3///tq0aVPFnIwycrnP/eBxfjkHK9EAAAD+sZn8y7pVzPXXX6+4uDj9/e9/t7YNGDBAERER+uc//yljjBISEvTQQw/p//7v/yRJ6enpiouL04wZMzRw4EBt3bpV7dq106pVq9S9e3dJ0rx583Tddddp3759SkhI0BtvvKEnnnhCqampCgsLkyQ99thj+vTTT7Vt2zZJ0i233KJTp07p888/t+byq1/9Sl26dNG0adN8ej0ZGRmKjo5Wenq6oqKiAnKOfHU226U2T82TJG16OkU1nSHWvg370vSbV5cpITpcy8f0qtB5AQAAVCW+5rUqvRJ9+eWXa+HChfrhhx8kSd9//72++eYb9e3bV5K0a9cupaamKjk52XpMdHS0EhMTtWLFCknSihUrFBMTYwVoSUpOTpbdbtfKlSutMT179rQCtCSlpKRo+/btOn78uDUm//N4xniepzCZmZnKyMjw+qos+Us1zr/ZiqflXZaryv48BQAAUKWElDyk8jz22GPKyMhQmzZt5HA45HK59Je//EWDBg2SJKWmpkqS4uLivB4XFxdn7UtNTVVsbKzX/pCQENWpU8drTLNmzQocw7Ovdu3aSk1NLfZ5CjNhwgQ9/fTT/r7scpGTLyAX2Sc6x1WhcwIAALhQVemV6I8++kgzZ87U+++/r7Vr1+rdd9/Viy++qHfffbeyp+aTMWPGKD093frau3dvpc0lO+9uhTab5Dj/tt/WhYWsRAMAAPiiSq9EP/zww3rsscc0cOBASVLHjh21e/duTZgwQUOGDFF8fLwk6eDBg2rQoIH1uIMHD6pLly6SpPj4eB06dMjruDk5OTp27Jj1+Pj4eB08eNBrjOf7ksZ49hfG6XTK6XT6+7LLhXW3QnvBn5u4YyEAAIB/qvRK9OnTp2U/L/Q5HA6581ZVmzVrpvj4eC1cuNDan5GRoZUrVyopKUmSlJSUpLS0NK1Zs8Yas2jRIrndbiUmJlpjli5dquzsbGvMggUL1Lp1a9WuXdsak/95PGM8z1PVFXW3QuncSrTLbby6eAAAAKBwVTpE33DDDfrLX/6iOXPm6Oeff9Ynn3yiSZMm6be//a0kyWazadSoUfrzn/+s2bNna+PGjRo8eLASEhLUv39/SVLbtm3Vp08f3XXXXfruu++0bNkyjRw5UgMHDlRCQoIk6Q9/+IPCwsI0bNgwbd68WR9++KEmT56s0aNHW3N54IEHNG/ePL300kvatm2bxo8fr9WrV2vkyJEVfl5Kw1Oqcf5FhZIUGmLPN47VaAAAgJJU6XKOqVOn6qmnntJ9992nQ4cOKSEhQXfffbfGjh1rjXnkkUd06tQpDR8+XGlpabryyis1b948hYeHW2NmzpypkSNHqlevXrLb7RowYICmTJli7Y+Ojtb8+fM1YsQIdevWTfXq1dPYsWO9eklffvnlev/99/Xkk0/q8ccfV8uWLfXpp5+qQ4cOFXMyyignb/U+LKSQco58Fxpm5rgVHuqosHkBAABciKp0n+jqpjL7RG/6JV3XT/1G8VHh+vZx717Qxhg1G5N798XVTyarXs2qUccNAABQ0apFn2gETnE10TabzVqN5q6FAAAAJSNEB4mcvAsGz+8R7eEp86AmGgAAoGSE6CBhrUQXcmGhJIXmrVCzEg0AAFAyQnSQ8PSJDilhJTqTEA0AAFAiQnSQ8KxEhxZSE527nXIOAAAAXxGig4SnT3RJNdGUcwAAAJSMEB0kPH2ii6qJDrNWoul4CAAAUBJCdJDI8XUl2uWqsDkBAABcqAjRQaK4PtGS6BMNAADgB0J0kPD0iQ6xF/6We1aosyjnAAAAKBEhOkjklNCdgwsLAQAAfEeIDhJZJfSJpsUdAACA7wjRQcJaiS6iO4eTlWgAAACfEaKDhKcmmj7RAAAAZUeIDhIldefw1EpnUc4BAABQIkJ0kPC5TzQr0QAAACUiRAeJ7BLuWMiFhQAAAL4jRAeJnBK6c7ASDQAA4DtCdJAoqU+0k5VoAAAAnxGig4TVJ7rEOxYSogEAAEpCiA4S1kp0SPF3LMyknAMAAKBEhOggYfWJLmElOjtvxRoAAABFI0QHiZL6RJ+7sNBVYXMCAAC4UBGig4Sv3TlYiQYAACgZITpI5OT1iQ4tok90mIMWdwAAAL4iRAeJbPpEAwAABAwhOkhkl9AnmhZ3AAAAvgup7AmgfO3Zs0dHjhxRWvoJSdLe3T9rrftgwXGpmZKk9BMntXbt2kKPVa9ePTVp0qT8JgsAAHCBIERXY3v27FGbtm115vRpxd/2opwN2+iR/3tIZ35cWWCss0lHxd86Qdt/3KluY/oUeryIyEht27qVIA0AAIIeIboaO3LkiM6cPq1Bj76gTWGtlJYl9b/nMTWIKNiB42imTV8flGrHN9Gtr31cYP/BPTs18/mHdeTIEUI0AAAIeoToIBDXpLm2HQuXsrIU27CpGtWtUWBMaMZZ6eBe2RyhatSyVSXMEgAA4MLBhYVBIq/DnRxFtLjzbHe56RMNAABQEkJ0kHCZ3HBst5UQog0hGgAAoCSE6CDhLilE5213sxINAABQIkJ0kPCEY8o5AAAAyo4QHSQ82biIDG2FaCNWowEAAEpCiA4SVk10ESk6f5kHddEAAADFI0QHCc/qckkXFkqUdAAAAJSEEB0kzl1YWPj+/NsJ0QAAAMUjRAcBY/LXRBeeom02G23uAAAAfESIDgL5I3FR3Tkk2twBAAD4ihAdBPJn4qJWoiXa3AEAAPiKEB0E8kdiezHvOCEaAADAN4ToIJA/EzuKWYn2VHpQEw0AAFA8QnQQcOf9alPuBYRFYSUaAADAN4ToIOBZWC7qRisehGgAAADfEKKDQEm3/PagxR0AAIBvCNFBwBOJi+vMIZ2rl2YlGgAAoHiE6CBgTG44LilEe8o93O5ihwEAAAQ9QnQQ8GRin8s5WIkGAAAoFiE6CPh8YaGNmmgAAABfEKKDwLmVaLpzAAAABAIhOgh4FpZLyNCEaAAAAB8RooOAZyW6uLsVSrS4AwAA8BUhOgj4vBJNizsAAACfEKKDgK810eda3BGiAQAAikOIDgJWdw4uLAQAAAgIQnQQOHfHwuLHEaIBAAB8Q4gOAm4f71hIn2gAAADfEKKDgLUSXdLNVliJBgAA8AkhOgi4/ewTzYWFAAAAxSNEBwFPJC6xTzTlHAAAAD4hRAcBf1eiKecAAAAoHiE6CJzrzlFSn+jcXwnRAAAAxSNEBwGrTzQXFgIAAAQEIToInLtjYfHjqIkGAADwDSE6CHDHQgAAgMAiRAcBX2uiz7W4K+cJAQAAXOAI0UHg3B0Lix9nrURTzgEAAFAsQnQQ8ERim699oinnAAAAKBYhOgh4MnFJN1uxUxMNAADgE0J0EDi3El38OC4sBAAA8A0hOgi4fe0TTYs7AAAAnxCig8C57hzFj8u/Em0I0gAAAEUiRAcBf/tES+dWrwEAAFAQIToInLtjoT8hmhQNAABQlCofon/55Rfddtttqlu3riIiItSxY0etXr3a2m+M0dixY9WgQQNFREQoOTlZO3bs8DrGsWPHNGjQIEVFRSkmJkbDhg3TyZMnvcZs2LBBPXr0UHh4uBo3bqyJEycWmMusWbPUpk0bhYeHq2PHjpo7d275vOgAO7cSXfy4/N07uLgQAACgaFU6RB8/flxXXHGFQkND9cUXX2jLli166aWXVLt2bWvMxIkTNWXKFE2bNk0rV65UjRo1lJKSorNnz1pjBg0apM2bN2vBggX6/PPPtXTpUg0fPtzan5GRod69e6tp06Zas2aNXnjhBY0fP15/+9vfrDHLly/XrbfeqmHDhmndunXq37+/+vfvr02bNlXMySgDX1ei8+8mRAMAABQtpLInUJznn39ejRs31vTp061tzZo1s35vjNErr7yiJ598UjfeeKMk6b333lNcXJw+/fRTDRw4UFu3btW8efO0atUqde/eXZI0depUXXfddXrxxReVkJCgmTNnKisrS++8847CwsLUvn17rV+/XpMmTbLC9uTJk9WnTx89/PDDkqRnn31WCxYs0Kuvvqpp06ZV1CkpFWPdsbCkEG2Tw26Ty20I0QAAAMWo0ivRs2fPVvfu3fW73/1OsbGxuuSSS/TWW29Z+3ft2qXU1FQlJydb26Kjo5WYmKgVK1ZIklasWKGYmBgrQEtScnKy7Ha7Vq5caY3p2bOnwsLCrDEpKSnavn27jh8/bo3J/zyeMZ7nKUxmZqYyMjK8viqDJw/bfHi3ufU3AABAyUq9En3q1CktWbJEe/bsUVZWlte+P/3pT2WemCT99NNPeuONNzR69Gg9/vjjWrVqlf70pz8pLCxMQ4YMUWpqqiQpLi7O63FxcXHWvtTUVMXGxnrtDwkJUZ06dbzG5F/hzn/M1NRU1a5dW6mpqcU+T2EmTJigp59+uhSvPLDOtbgroSha3PobAADAF6UK0evWrdN1112n06dP69SpU6pTp46OHDmiyMhIxcbGBixEu91ude/eXc8995wk6ZJLLtGmTZs0bdo0DRkyJCDPUZ7GjBmj0aNHW99nZGSocePGFT4Pt48XFkrctRAAAMAXpSrnePDBB3XDDTfo+PHjioiI0Lfffqvdu3erW7duevHFFwM2uQYNGqhdu3Ze29q2bas9e/ZIkuLj4yVJBw8e9Bpz8OBBa198fLwOHTrktT8nJ0fHjh3zGlPYMfI/R1FjPPsL43Q6FRUV5fVVGfxaic4L0bS4AwAAKFqpQvT69ev10EMPyW63y+FwKDMz02oL9/jjjwdscldccYW2b9/ute2HH35Q06ZNJeVeZBgfH6+FCxda+zMyMrRy5UolJSVJkpKSkpSWlqY1a9ZYYxYtWiS3263ExERrzNKlS5WdnW2NWbBggVq3bm11AklKSvJ6Hs8Yz/NUZZRzAAAABFapQnRoaKjs9tyHxsbGWivD0dHR2rt3b8Am9+CDD+rbb7/Vc889px9//FHvv/++/va3v2nEiBGScrtJjBo1Sn/+8581e/Zsbdy4UYMHD1ZCQoL69+8vKXfluk+fPrrrrrv03XffadmyZRo5cqQGDhyohIQESdIf/vAHhYWFadiwYdq8ebM+/PBDTZ482asU44EHHtC8efP00ksvadu2bRo/frxWr16tkSNHBuz1lhfKOQAAAAKrVDXRl1xyiVatWqWWLVvqqquu0tixY3XkyBH94x//UIcOHQI2uUsvvVSffPKJxowZo2eeeUbNmjXTK6+8okGDBlljHnnkEZ06dUrDhw9XWlqarrzySs2bN0/h4eHWmJkzZ2rkyJHq1auX7Ha7BgwYoClTplj7o6OjNX/+fI0YMULdunVTvXr1NHbsWK9e0pdffrnef/99Pfnkk3r88cfVsmVLffrppwF9veXF19t+S1Lez0aEaAAAgGLYjPG/+HX16tU6ceKErrnmGh06dEiDBw/W8uXL1bJlS73zzjvq3Llzecz1gpeRkaHo6Gilp6dXSH302rVr1a1bN3V6crbSs+367SUN1aROZLGPmbVmr/anndV1HeLVMq6WtX3fjs2aNOImrVmzRl27di3vqQMAAFQKX/NaqVai8/dcjo2N1bx580pzGFQQt3WzlZLHWjXRXFgIAABQpCp9sxUEhicO2/zozkE5BwAAQNF8Xonu2rWrFi5cqNq1a+uSSy4pNpCtXbs2IJNDYHjysMOfFnfu8pwRAADAhc3nEH3jjTfK6XRKktX5AheGcyvRJY+lnAMAAKBkPofocePGFfp7VH3+dOegnAMAAKBkpaqJXrVqlVauXFlg+8qVK7V69eoyTwqB5anM8OXCQjshGgAAoESlCtEjRowo9KYqv/zyi3UjFFQd1kq0DymalWgAAICSlSpEb9mypdBewZdccom2bNlS5kkhsM6tRPtx229qogEAAIpUqhDtdDp18ODBAtsPHDigkJBStZ5GOTLc9hsAACCgShWie/furTFjxig9Pd3alpaWpscff1y//vWvAzY5BIZfK9GEaAAAgBKVatn4xRdfVM+ePdW0aVNdcsklkqT169crLi5O//jHPwI6QZSVLe/LtxDtqZt2U84BAABQpFKF6IYNG2rDhg2aOXOmvv/+e0VERGjo0KG69dZbFRoaGug5oizsjnO/9aGcI8TGSjQAAEBJSl3AXKNGDQ0fPjyQc0E5sOUL0b7c9psWdwAAACUrdYjesWOHFi9erEOHDsl93j2ix44dW+aJIUDyr0T7UAFPTTQAAEDJShWi33rrLd17772qV6+e4uPjvVY4bTYbIboKsXmVc/hxYSE10QAAAEUqVYj+85//rL/85S969NFHAz0fBFr+cg4fhjuoiQYAAChRqVrcHT9+XL/73e8CPReUA5sjN0Tbbb7VRFPOAQAAULJShejf/e53mj9/fqDngvJg84RoX9ahz9VN0+IOAACgaKUq52jRooWeeuopffvtt+rYsWOBtnZ/+tOfAjI5lJ2nJtrXEE05BwAAQMlKFaL/9re/qWbNmlqyZImWLFnitc9msxGiq5J85Rw+DaecAwAAoESlCtG7du0K9DxQTmx55Ry+1ENLhGgAAABflKom2iMrK0vbt29XTk5OoOaDALM5cn9Ocvi4FE2LOwAAgJKVKkSfPn1aw4YNU2RkpNq3b689e/ZIku6//3799a9/DegEUUZ2z0q0b8M9NdHn3T8HAAAA+ZQqRI8ZM0bff/+9vv76a4WHh1vbk5OT9eGHHwZscig7W167DZ8vLKScAwAAoESlqon+9NNP9eGHH+pXv/qVV61t+/bttXPnzoBNDgFgz32Lfb2w0E45BwAAQIlKtRJ9+PBhxcbGFth+6tQpny9gQ8UoS4s7Q5AGAAAoVKlCdPfu3TVnzhzre09wfvvtt5WUlBSYmSEw/AzRIfmWrKnoAAAAKFypyjmee+459e3bV1u2bFFOTo4mT56sLVu2aPny5QX6RqNyWSvRPv64ZM8Xol1u43NXDwAAgGBSqpXoK6+8UuvXr1dOTo46duyo+fPnKzY2VitWrFC3bt0CPUeUhb/lHPlDNOUcAAAAhSrVSrQkNW/eXG+99VYg54Jy4G9NtN1mk02SkeSmngMAAKBQpQrRnr7QRWnSpEmpJoNy4GefaCl3NTrHbWhzBwAAUIRSheiLLrqo2C4cLper1BNCYPm7Ei0RogEAAEpSqhC9bt06r++zs7O1bt06TZo0SX/5y18CMjEEiJ99onPH0isaAACgOKUK0Z07dy6wrXv37kpISNALL7ygm266qcwTQ2D4e8dCibsWAgAAlKRU3TmK0rp1a61atSqQh0RZlbKcQyJEAwAAFKVUK9EZGRle3xtjdODAAY0fP14tW7YMyMQQGDZPOYcfPy4RogEAAIpXqhAdExNT4MJCY4waN26sDz74ICATQ4CUZSWammgAAIBClSpEL1q0yCtE2+121a9fXy1atFBISKlbT6MceGqi/WlxF8JKNAAAQLFKlXivvvrqAE8D5cVTzuHwI0WHOHLHZrvc5TInAACAC12pLiycMGGC3nnnnQLb33nnHT3//PNlnhQCyLrZiu8hOjRv9TrHxUo0AABAYUoVot988021adOmwPb27dtr2rRpZZ4UAsdzsxVWogEAAAKnVCE6NTVVDRo0KLC9fv36OnDgQJknhQDyrET78U6HOnIHZ1MTDQAAUKhShejGjRtr2bJlBbYvW7ZMCQkJZZ4UAqc0t/32XFiYw0o0AABAoUp1YeFdd92lUaNGKTs7W9dee60kaeHChXrkkUf00EMPBXSCKCMrRPv+kBAHNdEAAADFKVWIfvjhh3X06FHdd999ysrKkiSFh4fr0Ucf1ZgxYwI6QZRNaVaiQz010W5WogEAAApTqhBts9n0/PPP66mnntLWrVsVERGhli1byul0Bnp+KKvShGi6cwAAABSrVDXRHqmpqTp27JiaN28up9Mpwx3uqhybozTlHHTnAAAAKE6pQvTRo0fVq1cvtWrVStddd53VkWPYsGHURFc1tlJcWOipiaY7BwAAQKFKFaIffPBBhYaGas+ePYqMjLS233LLLZo3b17AJoeyszlyK3b8ue13qJ2VaAAAgOKUqiZ6/vz5+vLLL9WoUSOv7S1bttTu3bsDMjEEiKcm2o96DrpzAAAAFK9UK9GnTp3yWoH2OHbsGBcXVjG2vLuslKY7ByEaAACgcKUK0T169NB7771nfW+z2eR2uzVx4kRdc801AZscAiCvnKM0faJpcQcAAFC4UpVzTJw4Ub169dLq1auVlZWlRx55RJs3b9axY8cKvZMhKk+p+kTbWYkGAAAoTqlWojt06KAffvhBV155pW688UadOnVKN910k9atW6fmzZsHeo4oizJ05+DCQgAAgML5vRKdnZ2tPn36aNq0aXriiSfKY04IoFL1ifasRLuNjDGy+dPaAwAAIAj4vRIdGhqqDRs2lMdcUB5K0Z0j1HHuY0GvaAAAgIJKVc5x22236e9//3ug54Jy4KmJ9mcx2XPHQom6aAAAgMKU6sLCnJwcvfPOO/rqq6/UrVs31ahRw2v/pEmTAjI5lJ0nRDv8SNF2m00Ou00ut1G2260IOcpregAAABckv0L0Tz/9pIsuukibNm1S165dJUk//PCD1xjqZ6sYayXav/clNC9EsxINAABQkF8humXLljpw4IAWL14sKfc231OmTFFcXFy5TA5ld67FnX+PC3HYpRw3HToAAAAK4VdNtDHeq5JffPGFTp06FdAJIcBK0SdaOlcXzUo0AABAQaW6sNDj/FCNqqc0N1uRpFB77kcjh7sWAgAAFOBXiLbZbAVqa6mBruLsebf99vPHJc9KdDYr0QAAAAX4VRNtjNEdd9whp9MpSTp79qzuueeeAt05Pv7448DNEGViy0vPfq9E5/WKzqEmGgAAoAC/QvSQIUO8vr/tttsCOhmUg9LWROddiZjNzVYAAAAK8CtET58+vbzmgXJi85Rz+Fl1w0o0AABA0cp0YSEuAKUs56AmGgAAoGiE6GrOsxLt7/WfdOcAAAAoGiG6GjPGyObwlHOwEg0AABAohOhqLP81gXY/i6KpiQYAACgaIboay7+I7P9tv+nOAQAAUBRCdDXmyheAS9vijpVoAACAggjR1ZhXOUepb7bCSjQAAMD5CNHVWI7XSrR/jz13YSEr0QAAAOcjRFdj5xaRjWz+rkRbLe5YiQYAADgfIboa8ywil+ZN9pRzsBINAABQECG6GnOZ3FVkf2+0ItEnGgAAoDgXVIj+61//KpvNplGjRlnbzp49qxEjRqhu3bqqWbOmBgwYoIMHD3o9bs+ePerXr58iIyMVGxurhx9+WDk5OV5jvv76a3Xt2lVOp1MtWrTQjBkzCjz/a6+9posuukjh4eFKTEzUd999Vx4vM2A8lRileZOt7hzcsRAAAKCACyZEr1q1Sm+++aY6derktf3BBx/Uf//7X82aNUtLlizR/v37ddNNN1n7XS6X+vXrp6ysLC1fvlzvvvuuZsyYobFjx1pjdu3apX79+umaa67R+vXrNWrUKN1555368ssvrTEffvihRo8erXHjxmnt2rXq3LmzUlJSdOjQofJ/8aXkqWcuzUo03TkAAACKdkGE6JMnT2rQoEF66623VLt2bWt7enq6/v73v2vSpEm69tpr1a1bN02fPl3Lly/Xt99+K0maP3++tmzZon/+85/q0qWL+vbtq2effVavvfaasrKyJEnTpk1Ts2bN9NJLL6lt27YaOXKkbr75Zr388svWc02aNEl33XWXhg4dqnbt2mnatGmKjIzUO++8U7Enww+usqxEOzwr0UbGEKQBAADyuyBC9IgRI9SvXz8lJyd7bV+zZo2ys7O9trdp00ZNmjTRihUrJEkrVqxQx44dFRcXZ41JSUlRRkaGNm/ebI05/9gpKSnWMbKysrRmzRqvMXa7XcnJydaYwmRmZiojI8PrqyJ5KjHKshIt0aEDAADgfCGVPYGSfPDBB1q7dq1WrVpVYF9qaqrCwsIUExPjtT0uLk6pqanWmPwB2rPfs6+4MRkZGTpz5oyOHz8ul8tV6Jht27YVOfcJEybo6aef9u2FloMcz4WFpXhsSL7G0nToAAAA8FalV6L37t2rBx54QDNnzlR4eHhlT8dvY8aMUXp6uvW1d+/eCn1+z0q0vzdakSSbzZbv1t+sRAMAAORXpUP0mjVrdOjQIXXt2lUhISEKCQnRkiVLNGXKFIWEhCguLk5ZWVlKS0vzetzBgwcVHx8vSYqPjy/QrcPzfUljoqKiFBERoXr16snhcBQ6xnOMwjidTkVFRXl9VSRXGVaiJe5aCAAAUJQqHaJ79eqljRs3av369dZX9+7dNWjQIOv3oaGhWrhwofWY7du3a8+ePUpKSpIkJSUlaePGjV5dNBYsWKCoqCi1a9fOGpP/GJ4xnmOEhYWpW7duXmPcbrcWLlxojamKcqyV6NKtJIdw10IAAIBCVema6Fq1aqlDhw5e22rUqKG6deta24cNG6bRo0erTp06ioqK0v3336+kpCT96le/kiT17t1b7dq10+23366JEycqNTVVTz75pEaMGCGn0ylJuueee/Tqq6/qkUce0R//+EctWrRIH330kebMmWM97+jRozVkyBB1795dl112mV555RWdOnVKQ4cOraCz4T93GVeiQx2UcwAAABSmSodoX7z88suy2+0aMGCAMjMzlZKSotdff93a73A49Pnnn+vee+9VUlKSatSooSFDhuiZZ56xxjRr1kxz5szRgw8+qMmTJ6tRo0Z6++23lZKSYo255ZZbdPjwYY0dO1apqanq0qWL5s2bV+Biw6okpwzdOaR8t/52uy/8DwoAAEAA2QxNgCtMRkaGoqOjlZ6eXiH10a/PXqaJy9NU1+nWbVe29vvxs1bv1f70s7quY7wi0vdo0oibtGbNGnXt2rUcZgsAAFD5fM1rVbomGmXjqcIo/YWF3LUQAACgMIToaswq5yjl46mJBgAAKBwhuhrzXFhYmj7R0rmV6Gw3Le4AAADyI0RXY66yrkRzsxUAAIBCEaKrMZc7QCvR3GwFAADACyG6GrMuLCzlzVasmmhutgIAAOCFEF2NWSvRpXy8546FrEQDAAB4I0RXY+dWokv3+BC6cwAAABSKEF2NebJvad9kzx0Lc+jOAQAA4IUQXY15yjlKfdvvvCsSs1mJBgAA8EKIrsYCdcdCaqIBAAC8EaKrsbK2uKM7BwAAQOEI0dVYmVei87pz5LASDQAA4IUQXY15sm/pb7ZCTTQAAEBhCNHVmMvkXVhYysdb3TlYiQYAAPBCiK7GPNm3tHcstFaiqYkGAADwQoiuxjwr0aXuE51XE+1yGxlyNAAAgIUQXY2dW4ku3eM9K9HSuYsUAQAAQIiu1sq6Eh2S74rEHEI0AACAhRBdjVkt7kq5Em2z2fL1ig7QpAAAAKoBQnQ1Zt32uwzHCA91SJKy3GU5CgAAQPVCiK7GPCvRpe0TLUnhIZ4QHYAJAQAAVBOE6GrM7bmwsAzHCA/N/YiwEg0AAHAOIboay/FcWFiWlehQVqIBAADOR4iuxgKzEp0Xol2sRAMAAHgQoquxcyvRpe9Pd66cIyBTAgAAqBYI0dWYK5Ar0YRoAAAACyG6GnOXsU+0lL87B+UcAAAAHoToaizHXbY7FkqUcwAAABSGEF2NBWQlmputAAAAFECIrsZcJhAr0Z7uHAGYEAAAQDVBiK7GrAsLy7QSnfsRyTY2ycbHBQAAQCJEV2sBWYnOu7BQkuzhNcs4IwAAgOqBEF2N5QRgJdputyksJPdjYo+oFYBZAQAAXPgI0dWYdWFhGY8T7gnR4YRoAAAAiRBdrbncZb9joXTu4kIHK9EAAACSCNHVmitQK9F5IZqVaAAAgFyE6GrMsxJdlppo6VyHDmqiAQAAchGiq7GpfevrlzfvVISj5LHFsVaiCdEAAACSCNHVWmyNEOWkpcpe5pXovJpoyjkAAAAkEaLhg3Ba3AEAAHghRKNEEZRzAAAAeCFEo0R05wAAAPBGiEaJ6BMNAADgjRCNElkt7liJBgAAkESIhg+scg5npLJdZbv7IQAAQHVAiEaJnCF2Sbnh+WSWu3InAwAAUAUQolEim82msLxPCiEaAACAEA0feUL0iSzKOQAAAAjR8EmYPTc8n2AlGgAAgBAN31jlHJmEaAAAAEI0fMJKNAAAwDmEaPgkLLfLHRcWAgAAiBANH7ESDQAAcA4hGj6hOwcAAMA5hGj4hAsLAQAAziFEwyeUcwAAAJxDiIZPPBcWEqIBAAAI0fCRZyU6I9Mtt5u6aAAAENwI0fBJhEMybpdy3NKRU5mVPR0AAIBKRYiGT+w2yXXymCRpf9rZSp4NAABA5SJEw2c5GYclSb8cP1PJMwEAAKhchGj4zJVxSJL0S9rpSp4JAABA5SJEw2c56bkr0ZRzAACAYEeIhs9y8lai91HOAQAAghwhGj6zaqLTCNEAACC4EaLhM1eGp5yDEA0AAIIbIRo+85RzpJ/J1snMnEqeDQAAQOUhRMNnJuuMaobZJLEaDQAAghshGn6pF+mQRK9oAAAQ3AjR8Ev9vBC9j5VoAAAQxAjR8IsnRFPOAQAAghkhGn6hnAMAAIAQDT/F1sgL0axEAwCAIEaIhl8o5wAAACBEw0+eco6DGWeV7XJX8mwAAAAqByEafokOtyssxC63kVLTz1b2dAAAACpFlQ7REyZM0KWXXqpatWopNjZW/fv31/bt273GnD17ViNGjFDdunVVs2ZNDRgwQAcPHvQas2fPHvXr10+RkZGKjY3Vww8/rJwc7zvuff311+rataucTqdatGihGTNmFJjPa6+9posuukjh4eFKTEzUd999F/DXXNXZbTY1jImQRF00AAAIXlU6RC9ZskQjRozQt99+qwULFig7O1u9e/fWqVOnrDEPPvig/vvf/2rWrFlasmSJ9u/fr5tuusna73K51K9fP2VlZWn58uV69913NWPGDI0dO9Yas2vXLvXr10/XXHON1q9fr1GjRunOO+/Ul19+aY358MMPNXr0aI0bN05r165V586dlZKSokOHDlXMyahCEmLCJdGhAwAABC+bMcZU9iR8dfjwYcXGxmrJkiXq2bOn0tPTVb9+fb3//vu6+eabJUnbtm1T27ZttWLFCv3qV7/SF198oeuvv1779+9XXFycJGnatGl69NFHdfjwYYWFhenRRx/VnDlztGnTJuu5Bg4cqLS0NM2bN0+SlJiYqEsvvVSvvvqqJMntdqtx48a6//779dhjj/k0/4yMDEVHRys9PV1RUVGBPDWFWrt2rbp166bRr32sRi3bl+lY+3Zs1qQRN2nNmjX64CeHPlq9T6N/3Up/6tUyQLMFAACofL7mtSq9En2+9PR0SVKdOnUkSWvWrFF2draSk5OtMW3atFGTJk20YsUKSdKKFSvUsWNHK0BLUkpKijIyMrR582ZrTP5jeMZ4jpGVlaU1a9Z4jbHb7UpOTrbGFCYzM1MZGRleX9VBQl45Bx06AABAsLpgQrTb7daoUaN0xRVXqEOHDpKk1NRUhYWFKSYmxmtsXFycUlNTrTH5A7Rnv2dfcWMyMjJ05swZHTlyRC6Xq9AxnmMUZsKECYqOjra+Gjdu7P8Lr4KoiQYAAMHuggnRI0aM0KZNm/TBBx9U9lR8NmbMGKWnp1tfe/furewpBUTTujUkST8dPlXCSAAAgOoppLIn4IuRI0fq888/19KlS9WoUSNre3x8vLKyspSWlua1Gn3w4EHFx8dbY87vouHp3pF/zPkdPQ4ePKioqChFRETI4XDI4XAUOsZzjMI4nU45nU7/X3AV1yqupqTcleiTmTmq6bwgPkYAAAABU6VXoo0xGjlypD755BMtWrRIzZo189rfrVs3hYaGauHChda27du3a8+ePUpKSpIkJSUlaePGjV5dNBYsWKCoqCi1a9fOGpP/GJ4xnmOEhYWpW7duXmPcbrcWLlxojQkmMZFhiq2V+8PBjoMnKnk2AAAAFa9Kh+gRI0bon//8p95//33VqlVLqampSk1N1ZkzubW40dHRGjZsmEaPHq3FixdrzZo1Gjp0qJKSkvSrX/1KktS7d2+1a9dOt99+u77//nt9+eWXevLJJzVixAhrlfiee+7RTz/9pEceeUTbtm3T66+/ro8++kgPPvigNZfRo0frrbfe0rvvvqutW7fq3nvv1alTpzR06NCKPzFVQOv4WpKkHwjRAAAgCFXp/4d/4403JElXX3211/bp06frjjvukCS9/PLLstvtGjBggDIzM5WSkqLXX3/dGutwOPT555/r3nvvVVJSkmrUqKEhQ4bomWeescY0a9ZMc+bM0YMPPqjJkyerUaNGevvtt5WSkmKNueWWW3T48GGNHTtWqamp6tKli+bNm1fgYsNg0TK2lv6344i2p56s7KkAAABUuCodon1pYR0eHq7XXntNr732WpFjmjZtqrlz5xZ7nKuvvlrr1q0rdszIkSM1cuTIEucUDFrH59ZF7zjESjQAAAg+VbqcA1VXq7jcco7tqYRoAAAQfAjRKJWWeSH60IlMpZ3OquTZAAAAVCxCNEqlpjPEuunKDwepiwYAAMGFEI1S8/SL3k6HDgAAEGQI0Si1Vnlt7ugVDQAAgg0hGqXWmosLAQBAkCJEo9Q8HTp+OHjCp3aEAAAA1QUhGqXWIrambDbp+OlsHTlJhw4AABA8CNEotfBQh5rWiZTE7b8BAEBwIUSjTPKXdAAAAAQLQjTKpHVeh45tBwjRAAAgeBCiUSbtE6IkSRt+Sa/kmQAAAFQcQjTKpHPjGEm55RxnslyVOxkAAIAKQohGmcRHhat+LadcbqPN+1mNBgAAwYEQjTKx2Wzq3ChGkvT9PkI0AAAIDoRolFnnRtGSpA370ip3IgAAABWEEI0y89RFf783rVLnAQAAUFEI0SizTnkr0T8fPa2009y5EAAAVH+EaJRZTGSYLqqbe+fCDdRFAwCAIECIRkB0yru4kLpoAAAQDEIqewK4sGzdurXQ7XVtpyRJSzbt1uUxJd+9sF69emrSpElA5wYAAFBRCNHwScaxw5Kk2267rdD9zoZtFX/bC1rxwwF1e+DXJR4vIjJS27ZuJUgDAIALEiEaPjlzMkOS1O/uJ9S6U7cC+3Pc0ux9RiE16+ieyR8rsphP1sE9OzXz+Yd15MgRQjQAALggEaLhl7oJTdWoZfvC96Xt1pGTWbLXbapGsTUreGYAAAAVhwsLETDxUeGSpP3pZyp5JgAAAOWLEI2AaVQ7t83dvmOEaAAAUL0RohEwjWpHSJIOn8zUmWxXJc8GAACg/BCiETA1nCGqWyNMkrTv2OlKng0AAED5IUQjoBrnlXTsPU5JBwAAqL4I0QioRnVySzr2HWclGgAAVF+EaARUo5gI2SQdP52tk2dzKns6AAAA5YIQjYByhjoUG+WUJO1lNRoAAFRThGgEXCOrLpoQDQAAqidCNAKucV6ru73HzsgYU8mzAQAACDxCNAIuISZCdpt0MjNHaWeyK3s6AAAAAUeIRsCFOuxKiMldjd5x6GQlzwYAACDwCNEoF23joyRJW/ZnUNIBAACqHUI0ykWL2JoKddiUfiZb+9PPVvZ0AAAAAooQjXIRFmJXy9haknJXowEAAKoTQjTKTbsGuSUdOw6dULbLXcmzAQAACBxCNMpNQky4oiNCle0yXGAIAACqFUI0yo3NZrNWoynpAAAA1QkhGuWqbYPcuuhf0s7o8InMSp4NAABAYBCiUa5qhYeqZWxNSdKynUcqeTYAAACBQYhGubu8eV3ZbdLuo6e199jpyp4OAABAmRGiUe5iIsPUsWG0JOmbH4+Ie68AAIALHSEaFeKyZnUU6rDp0IlM7TvNxw4AAFzYSDOoEJFhIerWtLYkaVOaQ3KEVvKMAAAASo8QjQrTtUlt1XSG6LTLpujLbqrs6QAAAJQaIRoVJtRh15Ut6kmSopJ+p0Oncip5RgAAAKVDiEaFahVXU/WcbtlDwzXj+xOVPR0AAIBSIUSjQtlsNnWp7ZJxu/TtvrP6Zge9owEAwIWHEI0KFx1mdGLt55KkcbM3KSvHXckzAgAA8A8hGpUi7Zv3FeW0a+fhU3p3+c+VPR0AAAC/EKJRKUzmKd3eqZYk6ZWvftChjLOVPCMAAADfEaJRaa65KEJdGsfoVJZLE77YVtnTAQAA8BkhGpXGbrPpmRvby2aTPln3i77bdayypwQAAOATQjQqVadGMRp4aRNJ0v/N+l4ZZ7MreUYAAAAlI0Sj0j3Wt40axkRoz7HTevzjjTLGVPaUAAAAikWIRqWLjgjV1D9cohC7TZ9vOKAPVu2t7CkBAAAUixCNKqFrk9r6v5TWkqTxszdr0y/plTwjAACAooVU9gQQvLZu3er1ffeaRpfEO7UuNVMD31ymp6+uq2YxocUeo169emrSpEl5ThMAAKAAQjQqXMaxw5Kk2267rcA+W1ik4m55VkporVGf7tTBD55Q9uGfizxWRGSktm3dSpAGAAAVihCNCnfmZIYkqd/dT6h1p24F9me5pW8OuXVc0brozqn6Vb0c1Q8veLHhwT07NfP5h3XkyBFCNAAAqFCEaFSauglN1ahl+0L3NbzYpY/X/aJDJzL1v8OhuqJ5PXVtEiObzVbBswQAACiICwtRJTlDHbq5WyO1ia8lY6Rvfjyizzcc0OmsnMqeGgAAACEaVVeow67e7eJ0betYOWw2/XTklGau3KNdR05V9tQAAECQo5wDVZrNZlPHRtGKi3bqy80HdexUlmZ/v18dG0brYio7AABAJWElGheE2FrhuvXSxurSOEaStPGXdH2VGqqwBq0qd2IAACAoEaJxwQhx2HVVq/r67SUNVdMZolM5NsXf9oKmr8/QsVNZlT09AAAQRAjRuOA0qROpQYlN1DjSJZvdof/+cEo9Jy7WK1/9oLTThGkAAFD+CNG4IIWHOnRZPZcOzhqnZjEhOpmZo1e+2qHE5xZq9EfrtWb3MRlTsLc0AABAIHBhIS5oZ39aoxd+XU+HwhL06qIfteVAhj5e+4s+XvuLGteJUL+OCbquY7zaJ0TLYedKRAAAEBiEaFzwtm/bprZtbXr2ykjtOBaqL3ee1vK9Z7X32BlNW7JT05bsVGSoTW3qhqlV3VA1jQlV0+gQxdZwyJ7v5i316tXjzocAAMAnhGhcsDKOHZYk3XbbbQX22UKcimjeXZFteyriokt0WpFam5qptamZ1hh31lllH9mj7CM/y3XymBzubI174lE1TYhTrfAQxUSEqmndGqodGcqdEgEAgBdCNC5YZ05mSJL63f2EWnfqVuQ4t5HSs7N15KxNaVk2ZWTnfiksXM6EVnImnGuT99KS/ZL2ez0+OiJUzerV0MX1aqhZvRpqVj/v13o1FBnGHyEAAIIRCQAXvLoJTdWoZXu/HuN2G6WdydbRk5k6eipLRw4f1vcrvtalV/SUw1lDp3Pcysh068hpt9LPZGv93jSt35tW4Di1wmyKctoV7XQoKtyuaKddUU67EurWUotG8apbM0wNoiPUIDpc4aGOAL1iAABQ2QjRfnrttdf0wgsvKDU1VZ07d9bUqVN12WWXVfa04Ce73aY6NcJUp0aYWkracnijFs19WfPmvuw1zhYSppCYBgqt01AhdRoqtE6CQmo3VGidhnJERutEltGJLJd+OeE67xlOSjrgtaVWmE11Ix2qG+FQTLhdkaF2RYba5LDlrpaf+zJyG8llJJfbKMflUmiIQyH23LGOvF9tNsnllnLcRi6T96tbchmjHHfuscJDbIoIseX+GmpX/ZhaapoQp5rhIarpdKimMzTv97lfRV186XYbZbncynK5lZ3jls1mU3REKBdrAgCCFiHaDx9++KFGjx6tadOmKTExUa+88opSUlK0fft2xcbGVvb0UAa+lobkl+XK0hmXTZluKctl09m8Xw8fOazdu3bKERElR43actSqJ3tYeF7gztHPaTnl+VJKkCHplyL3hucFbpMXynPcUrY7N9SfzyapRphNESF2hdilkLxA7TKeMH/uB4JQu03OEJucjny/5v0+qkaEYutEKyLUoYgwh8JDHYoIdSg81J43D7eyXUY5Lrdy3Mb6fbbbKNvlzv29K3eCYSF2hTpsCnXYFeqwK8yR931I7vcRoQ5Fhjms54oIc8hhs+l0lkuns1w6k52T+2uWS2ezXcrMcXv9mu0ycobYFe45Tt6xajhza+ijI0MVHRGqmMgw1QhzUEsPANUYIdoPkyZN0l133aWhQ4dKkqZNm6Y5c+bonXfe0WOPPVbJs0MglKY05HxrFv6gNZ9OyAvkrWWMlG2ydCbHpjMu6bTLpiyXlO22KdtIxuSuKtuU92U79+ux/bv14/cr1aJbD9Wp30Bu5a4wG+U+zm7L/bIp/68mtwG8TXK5bcoxUrZbSks7pv27d8keFiFbWITszkjZwyJld0bKFhImSTqbY3Q2x7f+2kbSySyjk1nnr8L764ykY2U8RtXjsEmhDpv1vtrtnvfVZv1w4c57/93GyCj/+2+TLe+9lc796nn8+dtzf7VZnwHbeb96/vcixG6TI+8HHrtxKyzEYX2f+3XuWJ74f/7PAYVtj4yIUK1atWTPm5vdbjv3+7xfbTabHPZzvy943HMb8u87/8eQ8x/naQdvCnxvvL73la/zOn9u/jzO+/m8dxZ1zILnwbd5nb+ztHMuel5FD/R+jK3Q7QWOV8Sx/TmHhSnpvgHG5H5mjPXn0uT9PWvy9uX9Oc07TJGfdc9nvMCrLG7+Po7z+Yi+8eePhj9/jowfR/bnuHVqhOmKFvV8f0AFIET7KCsrS2vWrNGYMWOsbXa7XcnJyVqxYkWhj8nMzFRm5rluEOnp6ZKkjIyM8p1snpMnT0qS9u3YrMwzp8t0rIN7dkqSUn/+QTtrRFaJY1XFOeU/VnZWptd5D8/7qu2Q5GN59PZjW5T+zUzVbdlALRvXLNO8tm9dqe//M02X9r1FjZq1zN3olnRGcssml+xyySGXzSGbjGzGyCYju9y538vILqN9P2zQmoX/Vbd+t6lek5Zy2xx5e3P/irfl/tNjbbHJyC27dSSXbHLb7HLLrrTjR7V3xzbZQsNkC3HKFuqULSRMttBw2ULDJGNkXC7J7ZJx50iuvF+NW3LlyLhzZFw5kjsvyNtDZHPkfsnuyPd9aO6vIWGyheQe2xbqlD3UKdnsMjmZMtmZcmdlyuSczf19TrZMTqbkypbJyZLJyZJcOVJIqOwhTskz31Cn7GERsjtryB5eU47wWrKFhMotKbtM7xgAwKNDg0h9cE+PCnkuT04r6Ycvm+G2bj7Zv3+/GjZsqOXLlyspKcna/sgjj2jJkiVauXJlgceMHz9eTz/9dEVOEwAAAAGwd+9eNWrUqMj9rESXozFjxmj06NHW9263W8eOHVPdunUrpFYyIyNDjRs31t69exUVFVXuz1fdcP5Kj3NXNpy/0uPclQ3nr2w4f6VXlc6dMUYnTpxQQkJCseMI0T6qV6+eHA6HDh486LX94MGDio+PL/QxTqdTTqfTa1tMTEx5TbFIUVFRlf6BvJBx/kqPc1c2nL/S49yVDeevbDh/pVdVzl10dHSJY+wVMI9qISwsTN26ddPChQutbW63WwsXLvQq7wAAAED1x0q0H0aPHq0hQ4aoe/fuuuyyy/TKK6/o1KlTVrcOAAAABAdCtB9uueUWHT58WGPHjlVqaqq6dOmiefPmKS4urrKnViin06lx48YVKCmBbzh/pce5KxvOX+lx7sqG81c2nL/SuxDPHd05AAAAAD9REw0AAAD4iRANAAAA+IkQDQAAAPiJEA0AAAD4iRBdjb322mu66KKLFB4ersTERH333XeVPaUKNX78eNlsNq+vNm3aWPvPnj2rESNGqG7duqpZs6YGDBhQ4GY6e/bsUb9+/RQZGanY2Fg9/PDDysnJ8Rrz9ddfq2vXrnI6nWrRooVmzJhRES8v4JYuXaobbrhBCQkJstls+vTTT732G2M0duxYNWjQQBEREUpOTtaOHTu8xhw7dkyDBg1SVFSUYmJiNGzYMJ08edJrzIYNG9SjRw+Fh4ercePGmjhxYoG5zJo1S23atFF4eLg6duyouXPnBvz1BlpJ5++OO+4o8Hns06eP15hgPX8TJkzQpZdeqlq1aik2Nlb9+/fX9u3bvcZU5J/XC+nvTl/O3dVXX13gs3fPPfd4jQnGcydJb7zxhjp16mTd4CMpKUlffPGFtZ/PXdFKOndB8bkzqJY++OADExYWZt555x2zefNmc9ddd5mYmBhz8ODByp5ahRk3bpxp3769OXDggPV1+PBha/8999xjGjdubBYuXGhWr15tfvWrX5nLL7/c2p+Tk2M6dOhgkpOTzbp168zcuXNNvXr1zJgxY6wxP/30k4mMjDSjR482W7ZsMVOnTjUOh8PMmzevQl9rIMydO9c88cQT5uOPPzaSzCeffOK1/69//auJjo42n376qfn+++/Nb37zG9OsWTNz5swZa0yfPn1M586dzbfffmv+97//mRYtWphbb73V2p+enm7i4uLMoEGDzKZNm8y//vUvExERYd58801rzLJly4zD4TATJ040W7ZsMU8++aQJDQ01GzduLPdzUBYlnb8hQ4aYPn36eH0ejx075jUmWM9fSkqKmT59utm0aZNZv369ue6660yTJk3MyZMnrTEV9ef1Qvu705dzd9VVV5m77rrL67OXnp5u7Q/Wc2eMMbNnzzZz5swxP/zwg9m+fbt5/PHHTWhoqNm0aZMxhs9dcUo6d8HwuSNEV1OXXXaZGTFihPW9y+UyCQkJZsKECZU4q4o1btw407lz50L3paWlmdDQUDNr1ixr29atW40ks2LFCmNMbiiy2+0mNTXVGvPGG2+YqKgok5mZaYwx5pFHHjHt27f3OvYtt9xiUlJSAvxqKtb5IdDtdpv4+HjzwgsvWNvS0tKM0+k0//rXv4wxxmzZssVIMqtWrbLGfPHFF8Zms5lffvnFGGPM66+/bmrXrm2dP2OMefTRR03r1q2t73//+9+bfv36ec0nMTHR3H333QF9jeWpqBB94403FvkYzt85hw4dMpLMkiVLjDEV++f1Qv+78/xzZ0xumHnggQeKfAznzlvt2rXN22+/zeeuFDznzpjg+NxRzlENZWVlac2aNUpOTra22e12JScna8WKFZU4s4q3Y8cOJSQk6OKLL9agQYO0Z88eSdKaNWuUnZ3tdY7atGmjJk2aWOdoxYoV6tixo9fNdFJSUpSRkaHNmzdbY/IfwzOmup3nXbt2KTU11eu1RkdHKzEx0et8xcTEqHv37taY5ORk2e12rVy50hrTs2dPhYWFWWNSUlK0fft2HT9+3BpTXc/p119/rdjYWLVu3Vr33nuvjh49au3j/J2Tnp4uSapTp46kivvzWh3+7jz/3HnMnDlT9erVU4cOHTRmzBidPn3a2se5y+VyufTBBx/o1KlTSkpK4nPnh/PPnUd1/9xxx8Jq6MiRI3K5XAXupBgXF6dt27ZV0qwqXmJiombMmKHWrVvrwIEDevrpp9WjRw9t2rRJqampCgsLU0xMjNdj4uLilJqaKklKTU0t9Bx69hU3JiMjQ2fOnFFEREQ5vbqK5Xm9hb3W/OciNjbWa39ISIjq1KnjNaZZs2YFjuHZV7t27SLPqecYF6o+ffropptuUrNmzbRz5049/vjj6tu3r1asWCGHw8H5y+N2uzVq1ChdccUV6tChgyRV2J/X48ePX9B/dxZ27iTpD3/4g5o2baqEhARt2LBBjz76qLZv366PP/5YEudu48aNSkpK0tmzZ1WzZk198sknateundavX8/nrgRFnTspOD53hGhUW3379rV+36lTJyUmJqpp06b66KOPqk24xYVj4MCB1u87duyoTp06qXnz5vr666/Vq1evSpxZ1TJixAht2rRJ33zzTWVP5YJT1LkbPny49fuOHTuqQYMG6tWrl3bu3KnmzZtX9DSrnNatW2v9+vVKT0/Xv//9bw0ZMkRLliyp7GldEIo6d+3atQuKzx3lHNVQvXr15HA4ClxBfPDgQcXHx1fSrCpfTEyMWrVqpR9//FHx8fHKyspSWlqa15j85yg+Pr7Qc+jZV9yYqKioahXUPa+3uM9UfHy8Dh065LU/JydHx44dC8g5rW6f3Ysvvlj16tXTjz/+KInzJ0kjR47U559/rsWLF6tRo0bW9or683oh/91Z1LkrTGJioiR5ffaC+dyFhYWpRYsW6tatmyZMmKDOnTtr8uTJfO58UNS5K0x1/NwRoquhsLAwdevWTQsXLrS2ud1uLVy40KtWKdicPHlSO3fuVIMGDdStWzeFhoZ6naPt27drz5491jlKSkrSxo0bvYLNggULFBUVZf13VVJSktcxPGOq23lu1qyZ4uPjvV5rRkaGVq5c6XW+0tLStGbNGmvMokWL5Ha7rb88k5KStHTpUmVnZ1tjFixYoNatW6t27drWmGA4p/v27dPRo0fVoEEDScF9/owxGjlypD755BMtWrSoQMlKRf15vRD/7izp3BVm/fr1kuT12QvGc1cUt9utzMxMPnel4Dl3hamWn7tyv3QRleKDDz4wTqfTzJgxw2zZssUMHz7cxMTEeF0FW9099NBD5uuvvza7du0yy5YtM8nJyaZevXrm0KFDxpjc1kVNmjQxixYtMqtXrzZJSUkmKSnJeryn/U7v3r3N+vXrzbx580z9+vULbb/z8MMPm61bt5rXXnvtgm1xd+LECbNu3Tqzbt06I8lMmjTJrFu3zuzevdsYk9viLiYmxnz22Wdmw4YN5sYbbyy0xd0ll1xiVq5cab755hvTsmVLrxZtaWlpJi4uztx+++1m06ZN5oMPPjCRkZEFWrSFhISYF1980WzdutWMGzeuyrdoM6b483fixAnzf//3f2bFihVm165d5quvvjJdu3Y1LVu2NGfPnrWOEazn79577zXR0dHm66+/9mqHdfr0aWtMRf15vdD+7izp3P3444/mmWeeMatXrza7du0yn332mbn44otNz549rWME67kzxpjHHnvMLFmyxOzatcts2LDBPPbYY8Zms5n58+cbY/jcFae4cxcsnztCdDU2depU06RJExMWFmYuu+wy8+2331b2lCrULbfcYho0aGDCwsJMw4YNzS233GJ+/PFHa/+ZM2fMfffdZ2rXrm0iIyPNb3/7W3PgwAGvY/z888+mb9++JiIiwtSrV8889NBDJjs722vM4sWLTZcuXUxYWJi5+OKLzfTp0yvi5QXc4sWLjaQCX0OGDDHG5La5e+qpp0xcXJxxOp2mV69eZvv27V7HOHr0qLn11ltNzZo1TVRUlBk6dKg5ceKE15jvv//eXHnllcbpdJqGDRuav/71rwXm8tFHH5lWrVqZsLAw0759ezNnzpxye92BUtz5O336tOndu7epX7++CQ0NNU2bNjV33XVXgb/kg/X8FXbeJHn9WarIP68X0t+dJZ27PXv2mJ49e5o6deoYp9NpWrRoYR5++GGvfr3GBOe5M8aYP/7xj6Zp06YmLCzM1K9f3/Tq1csK0MbwuStOcecuWD53NmOMKf/1bgAAAKD6oCYaAAAA8BMhGgAAAPATIRoAAADwEyEaAAAA8BMhGgAAAPATIRoAAADwEyEaAAAA8BMhGgAAAPATIRoAUKyrr75ao0aNquxpAECVQogGgGrshhtuUJ8+fQrd97///U82m00bNmyo4FkBwIWPEA0A1diwYcO0YMEC7du3r8C+6dOnq3v37urUqVO5zsHlcsntdpfrcwBARSNEA0A1dv3116t+/fqaMWOG1/aTJ09q1qxZ6t+/v2699VY1bNhQkZGR6tixo/71r38Ve8zjx49r8ODBql27tiIjI9W3b1/t2LHD2j9jxgzFxMRo9uzZateunZxOp/bs2aPMzEz93//9nxo2bKgaNWooMTFRX3/9tfW43bt364YbblDt2rVVo0YNtW/fXnPnzg3k6QCAgCFEA0A1FhISosGDB2vGjBkyxljbZ82aJZfLpdtuu03dunXTnDlztGnTJg0fPly33367vvvuuyKPeccdd2j16tWaPXu2VqxYIWOMrrvuOmVnZ1tjTp8+reeff15vv/22Nm/erNjYWI0cOVIrVqzQBx98oA0bNuh3v/ud+vTpYwXwESNGKDMzU0uXLtXGjRv1/PPPq2bNmuV3cgCgDGwm/9+qAIBqZ9u2bWrbtq0WL16sq6++WpLUs2dPNW3aVP/4xz8KjL/++uvVpk0bvfjii5JyLyzs0qWLXnnlFe3YsUOtWrXSsmXLdPnll0uSjh49qsaNG+vdd9/V7373O82YMUNDhw7V+vXr1blzZ0nSnj17dPHFF2vPnj1KSEiwnis5OVmXXXaZnnvuOXXq1EkDBgzQuHHjyvmMAEDZhVT2BAAA5atNmza6/PLL9c477+jqq6/Wjz/+qP/973965pln5HK59Nxzz+mjjz7SL7/8oqysLGVmZioyMrLQY23dulUhISFKTEy0ttWtW1etW7fW1q1brW1hYWFetdYbN26Uy+VSq1atvI6XmZmpunXrSpL+9Kc/6d5779X8+fOVnJysAQMGlHu9NgCUFuUcABAEhg0bpv/85z86ceKEpk+frubNm+uqq67SCy+8oMmTJ+vRRx/V4sWLtX79eqWkpCgrK6tMzxcRESGbzWZ9f/LkSTkcDq1Zs0br16+3vrZu3arJkydLku6880799NNPuv3227Vx40Z1795dU6dOLdM8AKC8EKIBIAj8/ve/l91u1/vvv6/33ntPf/zjH2Wz2bRs2TLdeOONuu2229S5c2ddfPHF+uGHH4o8Ttu2bZWTk6OVK1da244ePart27erXbt2RT7ukksukcvl0qFDh9SiRQuvr/j4eGtc48aNdc899+jjjz/WQw89pLfeeiswJwAAAowQDQBBoGbNmrrllls0ZswYHThwQHfccYckqWXLllqwYIGWL1+urVu36u6779bBgweLPE7Lli1144036q677tI333yj77//XrfddpsaNmyoG2+8scjHtWrVSoMGDdLgwYP18ccfa9euXfruu+80YcIEzZkzR5I0atQoffnll9q1a5fWrl2rxYsXq23btgE9DwAQKIRoAAgSw4YN0/Hjx5WSkmJd3Pfkk0+qa9euSklJ0dVXX634+Hj179+/2ONMnz5d3bp10/XXX6+kpCQZYzR37lyFhoaW+LjBgwfroYceUuvWrdW/f3+tWrVKTZo0kZTbT3rEiBFq27at+vTpo1atWun1118PyGsHgECjOwcAAADgJ1aiAQAAAD8RogEAAAA/EaIBAAAAPxGiAQAAAD8RogEAAAA/EaIBAAAAPxGiAQAAAD8RogEAAAA/EaIBAAAAPxGiAQAAAD8RogEAAAA//T9lV/mp6/VYUAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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3T/Pnz9cHH3ygSy+9VAsWLKhUHeLp1hFXRkWrwKdTG1ldyntNwzCq5fgul0uxsbF67733ytzfuHHj0zrezp071b9/f7Vv315Tp05V8+bNZbPZ9OWXX+r555+v8l8Nqsvpnt/y3v/KnpfKjLvnnns0a9YsjR07VklJSYqOjjbboVX2/WrWrJmSk5PL3e+uAd64cWO57RQ3btwoSaX+2tCoUaMKjy0V/YN1+fLl2rFjh9LT09WmTRvFx8crISFBbdu2Ncc1adJES5YskWEYHudi3759kqSEhARJUvv27SVJmzZt0uDBgyt87Yq4/zFz6NChMuvxAV9CSAbqgHfeeUeSlJKSUuE4q9Wq/v37q3///po6daqeeuopPfzww1qyZImSk5Or/U5uO3bs8PjeMAz98ssvHv2c69evryNHjpR67u7duz3+vH/22Wdr9erVKigoqPSFbY0bN1Z4eLi2b99eat+2bdtktVpLrVBWRcuWLSWV/nkllXrts88+W998840uuOCCavlHx+eff678/Hx99tlnHquolSnbcL+/P/30U7ljzvQ9rOz5rU3//e9/NXz4cD333HPmtry8vDLnWVUDBw5UUFCQ3nnnnXIv3nv77bcVHBysyy+/vMqv06ZNG/MvGFu2bNG+ffs8uol0795dr7/+urZu3eoRxlevXm3ul6S+ffuqfv36+s9//qOHHnqoyv9Adf914nT/sQd4A+UWQIBbvHixnnjiCSUmJmrYsGHljjt06FCpbe5fkO4/x7pvalBdYeHtt9/2+PPtf//7X+3bt8+82YJUFBpXrVrl0ULqiy++KPUn/CFDhigzM1MvvfRSqdcpb5U3KChIAwYM0KeffupR4pGRkaE5c+aob9++5p+Zz0STJk3UvXt3vfXWWx5/rl+4cKG2bNniMfbPf/6znE6nnnjiiVLHKSwsPO333h1mir8HWVlZmjVr1imf27hxY1100UV68803lZaW5rHPfbwzfQ8re35rU1BQUKn/z7z44otyOp3V9hrNmzfXiBEj9M0335TZjm/mzJlavHixRo4cWS0rri6XS+PHj1d4eLh5wxGpqCwkJCREL7/8srnNMAzNnDlTTZs2NbvXhIeH64EHHtDWrVv1wAMPlPnf1Lvvvqs1a9ZIUpltEf/44w+9+eab6tq1q5o0aXLGPxNQ01hJBgLIV199pW3btqmwsFAZGRlavHixFi5cqJYtW+qzzz4zL8Ypy+OPP65vv/1WgwYNUsuWLbV//369/PLLatasmfr27SupKNDExMRo5syZqlevniIiItSnTx8lJiZWab4NGjRQ3759NWLECGVkZGjatGlq3bq1R5u62267Tf/97391+eWX689//rN27typd999t1RLt5tvvllvv/22xo0bpzVr1ujCCy9UTk6OvvnmG9199926+uqry5zDP//5T7M/9N13363g4GC9+uqrys/P15QpU6r0c5Vl8uTJGjRokPr27atbb71Vhw4d0osvvqhOnTrp2LFj5riLL75Yd9xxhyZPnqzU1FQNGDBAISEh2rFjh+bOnavp06fr2muvrfTrDhgwQDabTVdddZXuuOMOHTt2TK+99ppiY2PNP6lX5IUXXlDfvn3Vs2dPjRo1SomJifrtt980b9488/bkZ/IeVvb81qYrr7xS77zzjqKjo9WxY0etXLlS33zzjdlirbo8//zz2rZtm+6++27Nnz/fXDH++uuv9emnn+riiy/2WM0+Hffee6/y8vLUvXt3FRQUaM6cOVqzZo3eeustj78oNGvWTGPHjtWzzz6rgoICnXPOOfrkk0/03Xff6b333vNYMb7//vu1efNmPffcc1qyZImuvfZaxcfHKz09XZ988onWrFmjFStWSJLGjx9vlvokJCTot99+06uvvqqcnBxNnz79DN41oBZ5p6kGgOrkbk/mfthsNiM+Pt647LLLjOnTp3u0WXMr2Sps0aJFxtVXX20kJCQYNpvNSEhIMIYOHWr8/PPPHs/79NNPjY4dOxrBwcEe7eAuvvhio1OnTmXOr7x2Xv/5z3+MCRMmGLGxsUZYWJgxaNCgUq3GDMMwnnvuOaNp06aG3W43LrjgAuOHH34odUzDKGrd9fDDDxuJiYlGSEiIER8fb1x77bUerclUogWcYRS12kpJSTEiIyON8PBw45JLLjFWrFhR5ntcss3e6dxF7n//+5/RoUMHw263Gx07djQ++uijcu+49+9//9vo1auXERYWZtSrV8/o0qWLMX78eGPv3r0VvkZZLeA+++wzo2vXrkZoaKjRqlUr45lnnjFb5u3ateuU8/7pp5+MP/3pT0ZMTIwRGhpqtGvXznj00Uc9xlTmPSzvvarM+S3vLo3lnRf3+1C8paHKuBOeYZRuQ3f48GFjxIgRRqNGjYzIyEgjJSXF2LZtW7nt6koq73XKkp+fbzz//PNGr169jIiICCM8PNzo2bOnMW3aNI9Wd8XnWvKOe2WZNWuW0a1bNyMiIsKoV6+e0b9/f2Px4sVljnU6ncZTTz1ltGzZ0rDZbEanTp2Md999t9xj//e//zUGDBhgNGjQwAgODjaaNGliXH/99cbSpUvNMXPmzDEuuugio3HjxkZwcLDRqFEj409/+pOxbt26SrwrgG+wGEY1XW0CAAAABAhqkgEAAIASCMkAAABACYRkAAAAoARCMgAAAFACIRkAAAAogZAMAAAAlMDNRKqJy+XS3r17Va9evWq/dS8AAADOnGEYOnr0qBISEmS1VrxWTEiuJnv37lXz5s29PQ0AAACcwp49e055y3evh+Q//vhDDzzwgL766isdP35crVu31qxZs9S7d29JRYl/0qRJeu2113TkyBFdcMEFeuWVV9SmTRvzGIcOHdI999yjzz//XFarVUOGDNH06dMVGRlpjtm4caNGjx6ttWvXqnHjxrrnnns0fvx4j7nMnTtXjz76qH777Te1adNGzzzzjK644opK/Rz16tWTVPSmR0VFnenbAgAAgGqWnZ2t5s2bm7mtIl4NyYcPH9YFF1ygSy65RF999ZUaN26sHTt2qH79+uaYKVOm6IUXXtBbb72lxMREPfroo0pJSdGWLVsUGhoqSRo2bJj27dunhQsXqqCgQCNGjNCoUaM0Z84cSUVvyIABA5ScnKyZM2dq06ZNuvXWWxUTE6NRo0ZJklasWKGhQ4dq8uTJuvLKKzVnzhwNHjxY69evV+fOnU/5s7hLLKKiogjJAAAAPqwypbFevS31gw8+qO+//17fffddmfsNw1BCQoL+9re/6e9//7skKSsrS3FxcZo9e7ZuuOEGbd26VR07dtTatWvN1ef58+friiuu0O+//66EhAS98sorevjhh5Weni6bzWa+9ieffKJt27ZJkq6//nrl5OToiy++MF//vPPOU/fu3TVz5sxT/izZ2dmKjo5WVlYWIRkAAMAHnU5e82p3i88++0y9e/fWddddp9jYWPXo0UOvvfaauX/Xrl1KT09XcnKyuS06Olp9+vTRypUrJUkrV65UTEyMGZAlKTk5WVarVatXrzbHXHTRRWZAlqSUlBRt375dhw8fNscUfx33GPfrlJSfn6/s7GyPBwAAAAKDV0Pyr7/+atYXf/3117rrrrv017/+VW+99ZYkKT09XZIUFxfn8by4uDhzX3p6umJjYz32BwcHq0GDBh5jyjpG8dcob4x7f0mTJ09WdHS0+eCiPQAAgMDh1ZDscrnUs2dPPfXUU+rRo4dGjRql22+/vVLlDd42YcIEZWVlmY89e/Z4e0oAAACoJl4NyU2aNFHHjh09tnXo0EFpaWmSpPj4eElSRkaGx5iMjAxzX3x8vPbv3++xv7CwUIcOHfIYU9Yxir9GeWPc+0uy2+3mRXpcrAcAABBYvBqSL7jgAm3fvt1j288//6yWLVtKkhITExUfH69FixaZ+7Ozs7V69WolJSVJkpKSknTkyBGtW7fOHLN48WK5XC716dPHHPPtt9+qoKDAHLNw4UK1a9fO7KSRlJTk8TruMe7XAQAAQB1ieNGaNWuM4OBg48knnzR27NhhvPfee0Z4eLjx7rvvmmOefvppIyYmxvj000+NjRs3GldffbWRmJho5ObmmmMuv/xyo0ePHsbq1auN5cuXG23atDGGDh1q7j9y5IgRFxdn3HTTTcZPP/1kvP/++0Z4eLjx6quvmmO+//57Izg42PjXv/5lbN261Zg0aZIREhJibNq0qVI/S1ZWliHJyMrKqoZ3BgAAANXtdPKaV0OyYRjG559/bnTu3Nmw2+1G+/btjX//+98e+10ul/Hoo48acXFxht1uN/r3729s377dY8zBgweNoUOHGpGRkUZUVJQxYsQI4+jRox5jfvzxR6Nv376G3W43mjZtajz99NOl5vLhhx8abdu2NWw2m9GpUydj3rx5lf45CMkAAAC+7XTymlf7JAcS+iQDAAD4Nr/pkwwAAAD4IkIyAAAAUAIhGQAAACiBkAwAAACUQEgGAAAASiAkAwAAACUQkgEAAIASCMkAAABACYRkAMBpyzpeoJ8zjnp7GgBQYwjJAIDT9tf3N+jyad9qy95sb08FAGoEIRkAcFryCpxasTNTLkP6Yfchb08HAGoEIRkAcFq27MtWgdOQJEouAAQsQjIA4LSkph0xv/4545j3JgIANYiQDAA4LT/+fsT8+pf9hGQAgYmQDAA4Lal7jphfH8pxKPNYvvcmAwA1hJAMAKi0QzkO7T54XJLUKNImSdpByQWAAERIBgBU2o8nVpHPahyh7s1jJEk79nPxHoDAQ0gGAFTahhMhuXvzGLWOrSeJDhcAAlOwtycAAPAfqcVCcqS96FcI5RYAAhEhGQBQKYZhmOUW3ZvHyGqxSJJ20OECQAAiJAMAKmVXZo6ycgtkC7aqfXyUnC5DFsvJDheNIu3eniIAVBtqkgEAleIuteicECVbsFVhtiA1rx8uiZILAIGHkAwAqJSNv2dJkro3r29uaxsXKYkOFwACDyEZAFAp+7JyJUmJjcLNbe4OF6wkAwg0hGQAQKUczSuUJEWFhZjb3CvJtIEDEGgIyQCASnGH5HqhJ6/5bht3YiWZDhcAAgwhGQBQKUfzCiRJ9UJPriSf3TjS7HBxKMfhrakBQLUjJAMAKqWsleQwW5CiToTmQzn5XpkXANQEQjIAoFJOhuQQj+3RJ2qUs3ILan1OAFBTCMkAgFPKK3DK4XRJ8lxJlgjJAAITIRkAcEruVWSLRYq0EZIBBD5CMgDglNwX7UXagmW1Wjz2mSH5OCEZQOAgJAMATqmsi/bcosyV5MJanRMA1CRCMgDglMq7aE+i3AJAYCIkAwBO6WSP5NIryYRkAIGIkAwAOKWKyi1OhmRuJgIgcBCSAQCnlF3G3fbcWEkGEIgIyQCAU6rcSjIhGUDgICQDAE6JC/cA1DWEZADAKXHhHoC6hpAMADgl90pyVFkhObwoJOcVuJRf6KzVeQFATSEkAwBO6Wh++Rfu1bMHy3LiJnysJgMIFIRkAMApZeeWf+Ge1WpR1InwnE1IBhAgCMkAgFM6WkELOIm6ZACBh5AMADililrASYRkAIGHkAwAOCVCMoC6hpAMAKhQXoFTDqdLkhQVdopyi+OEZACBgZAMAKiQexXZYpEibWWvJEeZK8mFtTYvAKhJhGQAQIXcF+1F2oJltVrKHEO5BYBAQ0gGAFToVPXIEiEZQOAhJAMAKnQyJJddjywRkgEEHkIyAKBCJ3skn3olmZuJAAgUhGQAQIUotwBQFxGSAQAVyj7F3fYkQjKAwENIBgBUiJVkAHURIRkAUKHTuXAvt8ApR6GrVuYFADWJkAwAqFBlLtyrFxosy4kWyqwmAwgEhGQAQIXcK8lRFYRkq9Wievai/YRkAIGAkAwAqNDR/FNfuCdJ0eHUJQMIHIRkAECFKnPhnkSvZACBhZAMAKhQZS7ck+hwASCwEJIBABWqzIV7EiEZQGAhJAMAKpR9muUWhGQAgYCQDAAoV16xvsenKreIIiQDCCCEZABAudz1yJIUaWclGUDd4dWQ/Nhjj8lisXg82rdvb+7Py8vT6NGj1bBhQ0VGRmrIkCHKyMjwOEZaWpoGDRqk8PBwxcbG6v7771dhYaHHmKVLl6pnz56y2+1q3bq1Zs+eXWouM2bMUKtWrRQaGqo+ffpozZo1NfIzA4A/cdcjR9qDFWS1VDiWkAwgkHh9JblTp07at2+f+Vi+fLm577777tPnn3+uuXPnatmyZdq7d6+uueYac7/T6dSgQYPkcDi0YsUKvfXWW5o9e7YmTpxojtm1a5cGDRqkSy65RKmpqRo7dqxuu+02ff311+aYDz74QOPGjdOkSZO0fv16devWTSkpKdq/f3/tvAkA4KMq2/5NIiQDCCxeD8nBwcGKj483H40aNZIkZWVl6Y033tDUqVN16aWXqlevXpo1a5ZWrFihVatWSZIWLFigLVu26N1331X37t01cOBAPfHEE5oxY4YcDockaebMmUpMTNRzzz2nDh06aMyYMbr22mv1/PPPm3OYOnWqbr/9do0YMUIdO3bUzJkzFR4erjfffLP23xAA8CFVCcn0SQYQCLweknfs2KGEhASdddZZGjZsmNLS0iRJ69atU0FBgZKTk82x7du3V4sWLbRy5UpJ0sqVK9WlSxfFxcWZY1JSUpSdna3NmzebY4ofwz3GfQyHw6F169Z5jLFarUpOTjbHlCU/P1/Z2dkeDwAINCfbv1V80Z7ESjKAwOLVkNynTx/Nnj1b8+fP1yuvvKJdu3bpwgsv1NGjR5Weni6bzaaYmBiP58TFxSk9PV2SlJ6e7hGQ3fvd+yoak52drdzcXGVmZsrpdJY5xn2MskyePFnR0dHmo3nz5lV6DwDAl1FuAaCuOvWnXg0aOHCg+XXXrl3Vp08ftWzZUh9++KHCwsK8OLNTmzBhgsaNG2d+n52dTVAGEHCyT2Ml2T3muMMpp8s45YV+AODLvBqSS4qJiVHbtm31yy+/6LLLLpPD4dCRI0c8VpMzMjIUHx8vSYqPjy/VhcLd/aL4mJIdMTIyMhQVFaWwsDAFBQUpKCiozDHuY5TFbrfLbrdX+WcFAH+w78BBSVLe0cNav359hWMLnIb59fdr1inS5vnHykaNGqlFixbVP0kAqAE+FZKPHTumnTt36qabblKvXr0UEhKiRYsWaciQIZKk7du3Ky0tTUlJSZKkpKQkPfnkk9q/f79iY2MlSQsXLlRUVJQ6duxojvnyyy89XmfhwoXmMWw2m3r16qVFixZp8ODBkiSXy6VFixZpzJgxtfFjA4BPSktL0wsvv6qI3n/S/z58X6/f8dopn9N83P9kDbHr0pRBcmZ7dggKCw/Xtq1bCcoA/IJXQ/Lf//53XXXVVWrZsqX27t2rSZMmKSgoSEOHDlV0dLRGjhypcePGqUGDBoqKitI999yjpKQknXfeeZKkAQMGqGPHjrrppps0ZcoUpaen65FHHtHo0aPNVd4777xTL730ksaPH69bb71Vixcv1ocffqh58+aZ8xg3bpyGDx+u3r1769xzz9W0adOUk5OjESNGeOV9AQBfkJmZKeeJS1fOufRKdb5m4CmeIX3xe4jyXdLwf7yqGNvJleWMtJ1675n7lZmZSUgG4Be8GpJ///13DR06VAcPHlTjxo3Vt29frVq1So0bN5YkPf/887JarRoyZIjy8/OVkpKil19+2Xx+UFCQvvjiC911111KSkpSRESEhg8frscff9wck5iYqHnz5um+++7T9OnT1axZM73++utKSUkxx1x//fU6cOCAJk6cqPT0dHXv3l3z588vdTEfANQ1lmCbJKl+w8ZqdlbDU44Py/xN+ccLVD8hUU3r+/a1JQBQEYthGMaph+FUsrOzFR0draysLEVFRXl7OgBwxtavX68BE99TZOdL1bd1I/VqWf+Uz3l/bZoysvN1VbcmOqtRpLn99x2bNXX0NVq3bp169uxZk9MGgHKdTl7zep9kAIDvcq8kB1eyU4UtqOjXiqPQVWNzAoDaQEgGAJTLElJ0fUdwUCVDcnDRr5V8QjIAP0dIBgCUy2quJFfu14U9OEgSK8kA/B8hGQBQLktw1VaSCckA/B0hGQBQrtOuSabcAkCAICQDAMplOe1yixMryU5CMgD/RkgGAJTLEnIiJFNuAaCOISQDAMpl1iRXstzCHuQut3DW2JwAoDYQkgEA5Tp54V7lfl2wkgwgUBCSAQBlMgzjZLlFZVeSaQEHIEAQkgEAZSp0SRZL0a8JulsAqGsIyQCAMjmchvn1aZdbOF0yDOMUowHAdxGSAQBlyjdDsqFKLiSbLeAMQyp0EZIB+C9CMgCgTO6V5CCLZLFULiUHWy1yD6XkAoA/IyQDAMqUXywkV5bFYpEtiA4XAPwfIRkAUCZHFUKydLLkgl7JAPwZIRkAUKaqhmR6JQMIBIRkAECZHCcWgoMsp3cBHr2SAQQCQjIAoExnupLMhXsA/BkhGQBQpvxCyi0A1F2EZABAmap84d6J7hb5TkIyAP9FSAYAlIkL9wDUZYRkAECZTobk07twz0YLOAABgJAMACiTGZJP8zeFnZVkAAGAkAwAKFNV7rgnUW4BIDAQkgEAZaIFHIC6jJAMAChTVWuS7UHcTASA/yMkAwDKdPKOe6f3PLPcghZwAPwYIRkAUKaq1iTbKbcAEAAIyQCAMp1pTbLTZcjpOr1SDQDwFYRkAECZHGd4W+qiY7CaDMA/EZIBAGXKr+KFe1aLRSEnkjU3FAHgrwjJAIAyVbXcQqJXMgD/R0gGAJTpTEKyuw0cF+8B8FeEZABAmap6W2qJNnAA/B8hGQBQpqreTEQ62QaOcgsA/oqQDAAoU1X7JEvcmhqA/yMkAwBKMQyjynfck7hwD4D/IyQDAEopvgJcpQv3CMkA/BwhGQBQSn7BmYXkk+UW9EkG4J8IyQCAUvJOhFvD5VQVMrJsQawkA/BvhGQAQCl5BSdCckG+LFUqtzjRJ5kWcAD8FCEZAFBKrjskFzqq9Hwu3APg7wjJAIBS8k7UJJ9xSGYlGYCfIiQDAEoxyy0K86v0fGqSAfg7QjIAoJS8aiq3KCAkA/BThGQAQCnucgtXQdVWkkNO9I1zOF0yjNO/rTUAeBshGQBQSnWtJLsMyekiJAPwP4RkAEApZxqSQ4JO/nrh4j0A/oiQDAAo5Uwv3LNaLGbJRYGTlWQA/oeQDAAoJe/EBXdGQdVWkqWTq8l0uADgjwjJAIBSznQlWeKGIgD8GyEZAFDKmd5MRCrWK5maZAB+iJAMACjFXEmuYgs46WRILiAkA/BDhGQAQCln2t1CkkIotwDgxwjJAIBS3CHZdSblFsGUWwDwX4RkAEApJ2uSz7zcgpVkAP6IkAwAKCWvsPpqkllJBuCPCMkAgFKqoybZXW5RwEoyAD9ESAYAlJJbDeUW7jvusZIMwB8RkgEApeRX40oyNckA/BEhGQBQysk+ydxMBEDdREgGAJRSLd0tzJpko1rmBAC1iZAMACjF3d3CdUY1yawkA/BfhGQAQCnVUm5BTTIAP+YzIfnpp5+WxWLR2LFjzW15eXkaPXq0GjZsqMjISA0ZMkQZGRkez0tLS9OgQYMUHh6u2NhY3X///SosLPQYs3TpUvXs2VN2u12tW7fW7NmzS73+jBkz1KpVK4WGhqpPnz5as2ZNTfyYAODzDMMoVm5BTTKAusknQvLatWv16quvqmvXrh7b77vvPn3++eeaO3euli1bpr179+qaa64x9zudTg0aNEgOh0MrVqzQW2+9pdmzZ2vixInmmF27dmnQoEG65JJLlJqaqrFjx+q2227T119/bY754IMPNG7cOE2aNEnr169Xt27dlJKSov3799f8Dw8APia/2MpvddQkO12GXJQlA/AzXg/Jx44d07Bhw/Taa6+pfv365vasrCy98cYbmjp1qi699FL16tVLs2bN0ooVK7Rq1SpJ0oIFC7Rlyxa9++676t69uwYOHKgnnnhCM2bMkMNRtPoxc+ZMJSYm6rnnnlOHDh00ZswYXXvttXr++efN15o6dapuv/12jRgxQh07dtTMmTMVHh6uN998s3bfDADwAe5SC+nMVpLdNcmSxLV7APyN10Py6NGjNWjQICUnJ3tsX7dunQoKCjy2t2/fXi1atNDKlSslSStXrlSXLl0UFxdnjklJSVF2drY2b95sjil57JSUFPMYDodD69at8xhjtVqVnJxsjilLfn6+srOzPR4AEAjcpRZBFkkuZ8WDKxBktSjIWnRDkQIqLgD4Ga+G5Pfff1/r16/X5MmTS+1LT0+XzWZTTEyMx/a4uDilp6ebY4oHZPd+976KxmRnZys3N1eZmZlyOp1ljnEfoyyTJ09WdHS0+WjevHnlfmgA8HHulWTbiTvmnQl3XXKh68yPBQC1yWshec+ePbr33nv13nvvKTQ01FvTqLIJEyYoKyvLfOzZs8fbUwKAauFu/1YtIflEXTLlFgD8jddC8rp167R//3717NlTwcHBCg4O1rJly/TCCy8oODhYcXFxcjgcOnLkiMfzMjIyFB8fL0mKj48v1e3C/f2pxkRFRSksLEyNGjVSUFBQmWPcxyiL3W5XVFSUxwMAAkGuo/pCckgQ5RYA/JPXQnL//v21adMmpaammo/evXtr2LBh5tchISFatGiR+Zzt27crLS1NSUlJkqSkpCRt2rTJowvFwoULFRUVpY4dO5pjih/DPcZ9DJvNpl69enmMcblcWrRokTkGAOoSd02yLejMj8VKMgB/FeytF65Xr546d+7ssS0iIkINGzY0t48cOVLjxo1TgwYNFBUVpXvuuUdJSUk677zzJEkDBgxQx44dddNNN2nKlClKT0/XI488otGjR8tut0uS7rzzTr300ksaP368br31Vi1evFgffvih5s2bZ77uuHHjNHz4cPXu3Vvnnnuupk2bppycHI0YMaKW3g0A8B3VWm5BTTIAP+W1kFwZzz//vKxWq4YMGaL8/HylpKTo5ZdfNvcHBQXpiy++0F133aWkpCRFRERo+PDhevzxx80xiYmJmjdvnu677z5Nnz5dzZo10+uvv66UlBRzzPXXX68DBw5o4sSJSk9PV/fu3TV//vxSF/MBQF2Qf+LCPXtwNYZkVpIB+BmfCslLly71+D40NFQzZszQjBkzyn1Oy5Yt9eWXX1Z43H79+mnDhg0VjhkzZozGjBlT6bkCQKA6WW5RfRfuUZMMwN94vU8yAMC35FZjC7iQYMotAPgnQjIAwEON9Emm3AKAnyEkAwA8uMst7NUYkim3AOBvCMkAAA/VupJstoCj3AKAfyEkAwA8VGcLuBCzBdwZHwoAahUhGQDgIb86yy3c3S2oSQbgZwjJAAAPJ29LfebH4mYiAPwVIRkA4KFa77jHbakB+ClCMgDAQ3VeuBdy4hjUJAPwN4RkAICHmrjjXlF3C0ouAPgPQjIAwIN7JdkeXH19kiXJYgs94+MBQG0hJAMAPOQVVt9KcpDVIuuJw1ht4Wd8PACoLYRkAICHPEf11SRbLBazV7LFHnbGxwOA2kJIBgB4qM7uFtLJumRWkgH4E0IyAMBDdXa3KDqOOySzkgzAfxCSAQAe8qrxjnvSyZVkCyEZgB8hJAMAPJxcSa6e451cSabcAoD/ICQDAEwul6H8auxuIUkhrCQD8EOEZACAKb/YrfGqrdyCmmQAfoiQDAAwuUstpBq4cM9OuQUA/0FIBgCY3O3fgq0WBVm5cA9A3UVIBgCY3J0twkKq6ao90ScZgH8iJAMATO5yC3t1hmTKLQD4IUIyAMCUeyIkh4ZU368HcyWZkAzAjxCSAQCmPDMkV3+5hYVyCwB+hJAMADDln6hJZiUZQF1HSAYAmMyV5ODqW0m2E5IB+CFCMgDA5G4BF1Zd96TWyQv3KLcA4E8IyQAAk7sFnL0mVpJD7CpwGtV2XACoSYRkAIAp11H93S1Cgk8eK7eQkAzAPxCSAQAmd7lFdXa3sFosCrYUhePjJ1aqAcDXEZIBAKa8GuhuIUnuxeTjBawkA/APhGQAgCm/BrpbSFKIpeh/c1lJBuAnCMkAAJO7BVx1dreQpBBr0QpyDivJAPxEcFWfmJOTo2XLliktLU0Oh8Nj31//+tcznhgAoPadLLeo3pDsLrfILWQlGYB/qFJI3rBhg6644godP35cOTk5atCggTIzMxUeHq7Y2FhCMgD4qdwTK8n24Or9Q6O73OK4g5VkAP6hSp+C9913n6666iodPnxYYWFhWrVqlXbv3q1evXrpX//6V3XPEQBQS8w77lXzSrK73OI4LeAA+IkqheTU1FT97W9/k9VqVVBQkPLz89W8eXNNmTJFDz30UHXPEQBQS/IKa7bcghZwAPxFlUJySEiIrNaip8bGxiotLU2SFB0drT179lTf7AAAtcq8cK+6V5Ld5RZcuAfAT1SpJrlHjx5au3at2rRpo4svvlgTJ05UZmam3nnnHXXu3Lm65wgAqCVmC7gQq1RYfccNtnIzEQD+pUoryU899ZSaNGkiSXryySdVv3593XXXXTpw4ID+/e9/V+sEAQC1p6a6W7jvTZLLSjIAP1GlleTevXubX8fGxmr+/PnVNiEAgPfkFl9JrkZcuAfA33AzEQCAKc9sAVdTNcmUWwDwD5VeSe7Zs6cWLVqk+vXrq0ePHrJYLOWOXb9+fbVMDgBQu4q3gHOcYuzpCKbcAoCfqXRIvvrqq2W32yVJgwcPrqn5AAC8yN0CLswWpOxqPO7J21KzkgzAP1Q6JE+aNKnMrwEAgcHlMuRw90muoTvu5RYYMgyjwr9GAoAvqNKn4Nq1a7V69epS21evXq0ffvjhjCcFAKh9eYVO8+ua6m7hNE520AAAX1alkDx69Ogybxryxx9/aPTo0Wc8KQBA7SseXqs7JAdZJMMoOv7R/IJqPTYA1IQqheQtW7aoZ8+epbb36NFDW7ZsOeNJAQBqn/uivZAgi4Ks1VsOYbFIRv5xSdLRvGq8SwkA1JAqhWS73a6MjIxS2/ft26fg4Cq1XgYAeJnZ2aKa27+5uU6E5GOEZAB+oEohecCAAZowYYKysrLMbUeOHNFDDz2kyy67rNomBwCoPebd9mw1FJIdJ0JyPiEZgO+r0rLvv/71L1100UVq2bKlevToIUlKTU1VXFyc3nnnnWqdIACgdrgv3Kvuu+25ufJzJElH86hJBuD7qhSSmzZtqo0bN+q9997Tjz/+qLCwMI0YMUJDhw5VSEhIdc8RAFAL8hw1W25h5OdKoiYZgH+ocgFxRESERo0aVZ1zAQB40cmV5JqqSXavJBOSAfi+KofkHTt2aMmSJdq/f79cLs+elxMnTjzjiQEAapdZk1xT5RbUJAPwI1UKya+99pruuusuNWrUSPHx8R53TrJYLIRkAPBDZneLGltJdreAoyYZgO+rUkj+5z//qSeffFIPPPBAdc8HAOAlJ1eSa6ommZVkAP6jSn9TO3z4sK677rrqngsAwItqfCXZwc1EAPiPKoXk6667TgsWLKjuuQAAvCjXvJlITbeAIyQD8H1VKrdo3bq1Hn30Ua1atUpdunQp1fbtr3/9a7VMDgBQe/JrvCa5qAUc5RYA/EGVQvK///1vRUZGatmyZVq2bJnHPovFQkgGAD+UV1iz3S0MbiYCwI9UKSTv2rWruucBAPAyd01yWA3XJB+j3AKAHzij5QKHw6Ht27ersJAPPADwd+6QbK/xFnD8zgDg+6oUko8fP66RI0cqPDxcnTp1UlpamiTpnnvu0dNPP12tEwQA1I6abgHnDsnHHIVyuYwaeQ0AqC5VCskTJkzQjz/+qKVLlyo0NNTcnpycrA8++KDaJgcAqD1md4uaqkk+UW5hGFKOg9VkAL6tSjXJn3zyiT744AOdd955Hnfb69Spk3bu3FltkwMA1B6zT3JwDd1MpNChYKtU6CrqcFEvNOTUTwIAL6nScsGBAwcUGxtbantOTo5HaD6VV155RV27dlVUVJSioqKUlJSkr776ytyfl5en0aNHq2HDhoqMjNSQIUOUkZHhcYy0tDQNGjRI4eHhio2N1f3331+qRnrp0qXq2bOn7Ha7WrdurdmzZ5eay4wZM9SqVSuFhoaqT58+WrNmTaV/DgAIBPk1XG4hSWHBRb8juHgPgK+rUkju3bu35s2bZ37vDsavv/66kpKSKn2cZs2a6emnn9a6dev0ww8/6NJLL9XVV1+tzZs3S5Luu+8+ff7555o7d66WLVumvXv36pprrjGf73Q6NWjQIDkcDq1YsUJvvfWWZs+erYkTJ5pjdu3apUGDBumSSy5Ramqqxo4dq9tuu01ff/21OeaDDz7QuHHjNGnSJK1fv17dunVTSkqK9u/fX5W3BwD8Ul7hie4Wtpopt5Ck8BOlHNmEZAA+rkrlFk899ZQGDhyoLVu2qLCwUNOnT9eWLVu0YsWKUn2TK3LVVVd5fP/kk0/qlVde0apVq9SsWTO98cYbmjNnji699FJJ0qxZs9ShQwetWrVK5513nhYsWKAtW7bom2++UVxcnLp3764nnnhCDzzwgB577DHZbDbNnDlTiYmJeu655yRJHTp00PLly/X8888rJSVFkjR16lTdfvvtGjFihCRp5syZmjdvnt588009+OCDZc49Pz9f+fn55vfZ2dmVfwMBwAfVdLmFJIWHnFhJ5oYiAHxclZYL+vbtq9TUVBUWFqpLly5asGCBYmNjtXLlSvXq1atKE3E6nXr//feVk5OjpKQkrVu3TgUFBUpOTjbHtG/fXi1atNDKlSslSStXrlSXLl0UFxdnjklJSVF2dra5Gr1y5UqPY7jHuI/hcDi0bt06jzFWq1XJycnmmLJMnjxZ0dHR5qN58+ZV+rkBwFfk1nALOOnkSjI3FAHg66q0kixJZ599tl577bUznsCmTZuUlJSkvLw8RUZG6uOPP1bHjh2Vmpoqm82mmJgYj/FxcXFKT0+XJKWnp3sEZPd+976KxmRnZys3N1eHDx+W0+ksc8y2bdvKnfeECRM0btw48/vs7GyCMgC/drIFXM2VW4SFUJMMwD9UKSS7+yKXp0WLFpU+Vrt27ZSamqqsrCz997//1fDhw0+rZMNb7Ha77Ha7t6cBANXGLLeoyZXkExfucUMRAL6uSiG5VatWFXaxcDqdlT6WzWZT69atJUm9evXS2rVrNX36dF1//fVyOBw6cuSIx2pyRkaG4uPjJUnx8fGlulC4u18UH1OyI0ZGRoaioqIUFhamoKAgBQUFlTnGfQwAqAtqo7tFhI1yCwD+oUp/U9uwYYPWr19vPlavXq2ZM2eqbdu2mjt37hlNyOVyKT8/X7169VJISIgWLVpk7tu+fbvS0tLMDhpJSUnatGmTRxeKhQsXKioqSh07djTHFD+Ge4z7GDabTb169fIY43K5tGjRotPq1AEA/szpMuRwFoXksBqtSS5aYKG7BQBfV6WV5G7dupXa1rt3byUkJOjZZ5/1aNNWkQkTJmjgwIFq0aKFjh49qjlz5mjp0qX6+uuvFR0drZEjR2rcuHFq0KCBoqKidM899ygpKUnnnXeeJGnAgAHq2LGjbrrpJk2ZMkXp6el65JFHNHr0aLMU4s4779RLL72k8ePH69Zbb9XixYv14YcferSwGzdunIYPH67evXvr3HPP1bRp05STk2N2uwCAQJdfePIvgDVZk3yyBRwryQB8W5Uv3CtLu3bttHbt2kqP379/v26++Wbt27dP0dHR6tq1q77++mtddtllkqTnn39eVqtVQ4YMUX5+vlJSUvTyyy+bzw8KCtIXX3yhu+66S0lJSYqIiNDw4cP1+OOPm2MSExM1b9483XfffZo+fbqaNWum119/3Wz/JknXX3+9Dhw4oIkTJyo9PV3du3fX/PnzS13MBwCBKtdRLCTXQgs4apIB+LoqheSSPYENw9C+ffv02GOPqU2bNpU+zhtvvFHh/tDQUM2YMUMzZswod0zLli315ZdfVnicfv36acOGDRWOGTNmjMaMGVPhGAAIVHmFRaUWtiCrrNbK3zn1dEXQAg6An6hSSI6JiSl14Z5hGGrevLnef//9apkYAKD25Jk9kmuu1EJiJRmA/6hSSF68eLFHSLZarWrcuLFat26t4OBqreAAANQCd7lFuK3mSi2k4ivJhGQAvq1KibZfv37VPA0AgDe5V5JrsrOFVLy7BeUWAHxblf6uNnnyZL355pultr/55pt65plnznhSAIDalVsLNxKRit+WulCGYdToawHAmahSSH711VfVvn37Uts7deqkmTNnnvGkAAC1y11uEVbD5RbulWSnyzCDOQD4oiqF5PT0dDVp0qTU9saNG2vfvn1nPCkAQO1yB9aarkkODbYoyMrFewB8X5VCcvPmzfX999+X2v79998rISHhjCcFAKhd5kpyDZdbWCwW1QstuhyGNnAAfFmVLty7/fbbNXbsWBUUFOjSSy+VJC1atEjjx4/X3/72t2qdIACg5tVWTbIk1QsN1pHjBdyaGoBPq1JIvv/++3Xw4EHdfffdcjgckopu/PHAAw9owoQJ1TpBAEDNy62l7haSVM8eIilX2bmsJAPwXVUKyRaLRc8884weffRRbd26VWFhYWrTpo3sdnt1zw8AUAvyaunCPUnFyi1YSQbgu87o1krp6ek6dOiQzj77bNntdtr5AICfqtWV5NAQSYRkAL6tSiH54MGD6t+/v9q2basrrrjC7GgxcuRIapIBwA/VZk1yFBfuAfADVQrJ9913n0JCQpSWlqbw8HBz+/XXX6/58+dX2+QAALXjeC3dllqSosJYSQbg+6pUk7xgwQJ9/fXXatasmcf2Nm3aaPfu3dUyMQBA7TFvS12LNcncmhqAL6vSSnJOTo7HCrLboUOHuHgPAPyQu09ybbWAk1hJBuDbqhSSL7zwQr399tvm9xaLRS6XS1OmTNEll1xSbZMDANQO71y4x0oyAN9VpXKLKVOmqH///vrhhx/kcDg0fvx4bd68WYcOHSrzTnwAAN+WW+CSVFsh2V1uwUoyAN9VpZXkzp076+eff1bfvn119dVXKycnR9dcc402bNigs88+u7rnCACoYbXZJzmKFnAA/MBpryQXFBTo8ssv18yZM/Xwww/XxJwAALWstm9LLYk77gHwaae9khwSEqKNGzfWxFwAAF5Smy3gqEkG4A+qVG5x44036o033qjuuQAAvCSvFi/cc99M5Fh+IXdqBeCzqnThXmFhod58801988036tWrlyIiIjz2T506tVomBwCoeYZhnOxuUYsryS5DynE4FWmv0q8iAKhRp/XJ9Ouvv6pVq1b66aef1LNnT0nSzz//7DHGYrFU3+wAADWuwGnI6Spa0a2NmuTQEKuCrRYVugwdzSsgJAPwSaf1ydSmTRvt27dPS5YskVR0G+oXXnhBcXFxNTI5AEDNc68iS7VTbmGxWBQVFqJDOQ4dzStUk+gaf0kAOG2nVZNcsnbsq6++Uk5OTrVOCABQu9z1yEFWi0KCauevgXS4AODrqnThnhsXXACA/3PfkjosJKjWSua4NTUAX3daIdlisZT6AKUGGQD82/FavJGIWz170cV72bSBA+CjTqsm2TAM3XLLLbLb7ZKkvLw83XnnnaW6W3z00UfVN0MAQI3KrcX2b26sJAPwdacVkocPH+7x/Y033litkwEA1L7a7JHsFhXGrakB+LbTCsmzZs2qqXkAALzEXZMcWpvlFu4L9yi3AOCjzujCPQCA/ztZblF7vxK4NTUAX0dIBoA6zhs1yVHUJAPwcYRkAKjj8mrxltRuXLgHwNcRkgGgjjNbwIXU3u2hKbcA4OsIyQBQx5k3E7HV3q+EqBMhOTuXlWQAvomQDAB1nDdawJ0st2AlGYBvIiQDQB3HzUQAoDRCMgDUcd7pk1xUbnHMUSiXy6i11wWAyiIkA0Ad582VZMMoCsoA4GsIyQBQx5kX7tViSA4NCZItuOhXECUXAHwRIRkA6rhcL/RJlk7eUCQ7l4v3APgeQjIA1HHeKLeQivdKZiUZgO8hJANAHXeyT3ItrySHFYXkLFaSAfggQjIA1HHe6JMsSQ0jbJKkQzn5tfq6AFAZhGQAqOPc5RahtRyS64e7QzIryQB8DyEZAOo4b5VbNIgoKrc4fNxRq68LAJVBSAaAOs5bF+7VN8stCMkAfA8hGQDqsAKnSwXOojvehdf2SvKJcovDhGQAPoiQDAB1mPuiPckLNcnulWTKLQD4IEIyANRh7lILi0WyB9fur4SGlFsA8GGEZACow/IcLklF9cgWi6VWX5uaZAC+LNjbEwAAeE9tX7S3detW8+uj+UUB/Wheodb8sE7B1sqH9EaNGqlFixbVPj8AcCMkA0AdVls9krMPHZAk3XjjjSc3Wqxq8fePZbEGKalfslw5Ryp9vLDwcG3bupWgDKDGEJIBoA477iiUVPM9knOPZUuSBt3xsNp17WVu//x3qxwuacQ/ZynaZlTqWBlpO/XeM/crMzOTkAygxhCSAaAOc3e3qK32bw0TWqpZm07m95GZu3XouENRTVqpWYPwWpkDAFQGF+4BQB2We+LCvdpu/+YWaiv6NVS8FR0A+AJCMgDUYd66256b+3VzCckAfAwhGQDqMEIyAJSNkAwAdVie40RIruVbUru5yzzc/ZoBwFcQkgGgDqutFnDlcYdzVpIB+BpCMgDUYccdlFsAQFkIyQBQh9V2C7iSCMkAfBUhGQDqsFxv1yS7yy0chGQAvoWQDAB1mNdrkt0X7rGSDMDHEJIBoA7zlRZwhS5DBU46XADwHV4NyZMnT9Y555yjevXqKTY2VoMHD9b27ds9xuTl5Wn06NFq2LChIiMjNWTIEGVkZHiMSUtL06BBgxQeHq7Y2Fjdf//9Kiws9BizdOlS9ezZU3a7Xa1bt9bs2bNLzWfGjBlq1aqVQkND1adPH61Zs6baf2YA8CXuFdwwm3d+HYQEWRRktUii5AKAb/FqSF62bJlGjx6tVatWaeHChSooKNCAAQOUk5Njjrnvvvv0+eefa+7cuVq2bJn27t2ra665xtzvdDo1aNAgORwOrVixQm+99ZZmz56tiRMnmmN27dqlQYMG6ZJLLlFqaqrGjh2r2267TV9//bU55oMPPtC4ceM0adIkrV+/Xt26dVNKSor2799fO28GAHhBrpe7W1gsFi7eA+CTgr354vPnz/f4fvbs2YqNjdW6det00UUXKSsrS2+88YbmzJmjSy+9VJI0a9YsdejQQatWrdJ5552nBQsWaMuWLfrmm28UFxen7t2764knntADDzygxx57TDabTTNnzlRiYqKee+45SVKHDh20fPlyPf/880pJSZEkTZ06VbfffrtGjBghSZo5c6bmzZunN998Uw8++GAtvisAUHvcLeC8VZNc9NpWHcunLhmAb/GpmuSsrCxJUoMGDSRJ69atU0FBgZKTk80x7du3V4sWLbRy5UpJ0sqVK9WlSxfFxcWZY1JSUpSdna3NmzebY4ofwz3GfQyHw6F169Z5jLFarUpOTjbHlJSfn6/s7GyPBwD4m5Mt4Ly3ZsJKMgBf5DMh2eVyaezYsbrgggvUuXNnSVJ6erpsNptiYmI8xsbFxSk9Pd0cUzwgu/e791U0Jjs7W7m5ucrMzJTT6SxzjPsYJU2ePFnR0dHmo3nz5lX7wQHAi7x94V7x16YmGYAv8ZmQPHr0aP300096//33vT2VSpkwYYKysrLMx549e7w9JQA4bblevnCv6LVZSQbge7xak+w2ZswYffHFF/r222/VrFkzc3t8fLwcDoeOHDnisZqckZGh+Ph4c0zJLhTu7hfFx5TsiJGRkaGoqCiFhYUpKChIQUFBZY5xH6Mku90uu91etR8YAHyEuybZHuzNmmRCMgDf49WVZMMwNGbMGH388cdavHixEhMTPfb36tVLISEhWrRokblt+/btSktLU1JSkiQpKSlJmzZt8uhCsXDhQkVFRaljx47mmOLHcI9xH8Nms6lXr14eY1wulxYtWmSOAYBA4yh0yVFY1Ju4Xqj3a5LzHPRJBuA7vLqSPHr0aM2ZM0effvqp6tWrZ9b/RkdHKywsTNHR0Ro5cqTGjRunBg0aKCoqSvfcc4+SkpJ03nnnSZIGDBigjh076qabbtKUKVOUnp6uRx55RKNHjzZXeu+880699NJLGj9+vG699VYtXrxYH374oebNm2fOZdy4cRo+fLh69+6tc889V9OmTVNOTo7Z7QIAAk1O/sl+8hF2L4Zkyi0A+CCvhuRXXnlFktSvXz+P7bNmzdItt9wiSXr++edltVo1ZMgQ5efnKyUlRS+//LI5NigoSF988YXuuusuJSUlKSIiQsOHD9fjjz9ujklMTNS8efN03333afr06WrWrJlef/11s/2bJF1//fU6cOCAJk6cqPT0dHXv3l3z588vdTEfAASKYydCcmiIVSFB3vvDYii3pgbgg7wakg3DOOWY0NBQzZgxQzNmzCh3TMuWLfXll19WeJx+/fppw4YNFY4ZM2aMxowZc8o5AUAgOJpXFJIj7SFenQct4AD4Ip/pbgEAqF3ulWRv1iNLnuUWlVk8AYDaQEgGgDrqWH6BJO+H5NCQol9FhiHlF3LxHgDfQEgGgDrqZLmFd0NysNUqe3DRr6Pj3FAEgI8gJANAHeUut/B2SJZOdtc4VqzjBgB4EyEZAOqoY+6VZC+XW0gng3oOIRmAjyAkA0AdZV645xMryUUX77GSDMBXEJIBoI466kMryRE2VpIB+BZCMgDUUSdrkr3bJ7loDtQkA/AthGQAqKN8qSY5wqxJprsFAN9ASAaAOsqXapJZSQbgawjJAFBHHc0rupmIb7SAK7pw77ijkLvuAfAJhGQAqKOO5vtQucWJC/dcBjcUAeAbCMkAUEcd85E77kmS1WpRuK1oNZkOFwB8ASEZAOoosybZB1aSpWJ1yQ5CMgDvIyQDQB3kdBlmWUO9UO+3gJOKdbjIo9wCgPcRkgGgDireRcJ90Zy3sZIMwJcQkgGgDnKHZFuwVfZg3wjJ7rBOTTIAX0BIBoA6yH3Rni/0SHajVzIAX0JIBoA66Fj+iR7JPnLRnlT8rnuEZADeR0gGgDroqA+1f3OL5NbUAHwIIRkA6iB3SYMvhWT3SnJugVOFLpeXZwOgriMkA0AdZNYk+1C5RWiwVUFWiyTpOKvJALzMdz4dAQDVIi0tTZmZmRWO2bbzmCTJkZOt9evXlzlm69at1T63ilgsFkXYgpSdV6hj+YWKCvON/s0A6iZCMgAEkLS0NLXv0EG5x49XOC76gr8opu9fNO+T/+md0a9UOPbYsWPVOcUKRdqDlZ1XyMV7ALyOkAwAASQzM1O5x49r2APPKq7F2eWO+/FwkH45KvXqd7m6DL6szDFb1yzTV29NV15eXk1Nt5QI2sAB8BGEZAAIQHEtzlazNp3K3b91S4Z0NFsNG8eqWasGZY7JSNtZU9MrFx0uAPgKLtwDgDrI4SzqHmEP8q1fAxHcmhqAj/CtT0cAQK1wFBaFZFuwb/0aMFeS8wjJALzLtz4dAQC1wldDcoQ9SBIryQC8z7c+HQEAtcJdbmHzsXIL90rysbxCGYbh5dkAqMt869MRAFArfHUlOfLEzU0KXYZyC7h4D4D3+NanIwCgVvhqSA62Ws3V5OxcSi4AeI9vfToCAGqcYRg+W24hSVFhRSE5K7fAyzMBUJf53qcjAKBGFThP1vrafWwlWZKiQ4tuR52dR0gG4D2+9+kIAKhR7lILq0UKslq8PJvSosJOhGRWkgF4ESEZAOqY4qUWFovvhuQsVpIBeBEhGQDqGF+9aM/NLLfgwj0AXuSbn5AAgBqTX1jUWs1XQ7L7wr2jeQVy0SsZgJf45ickAKDG+HJnC0mKsAfLapFchnQsn9VkAN7hm5+QAIAa4+vlFlaLRfVCuXgPgHf55ickAKDG+HpIlk6WXFCXDMBbfPcTEgBQI8yQ7KPlFtLJi/focAHAW3z3ExIAUCPcNcn24CAvz6R87jZwRym3AOAlhGQAqGP8otyClWQAXua7n5AAgBrhDyE5OoxeyQC8y3c/IQEANSLfx1vASScv3DuWX6hCl8vLswFQF/nuJyQAoEb4w0pyWEiQgq1Ft8w+msdqMoDa57ufkACAGuEPIdlisZgX79ErGYA3+O4nJACgRuQWFN2WOizEd7tbSFJUKL2SAXgPIRkA6hDDME6GZJtvh2T3xXt0uADgDYRkAKhD8gtdMoyir0NDfPtXAOUWALzJtz8hAQDVyr2KbAuyKtjq278CzF7JhGQAXuDbn5AAgGqV6ygKyb6+iiwVK7cgJAPwAt//lAQAVJs8P6lHlqSY8KKQnF/oMucNALWFkAwAdYi/dLaQpJAgq8JPhHlWkwHUNkIyANQh/hSSJUouAHgPIRkA6hB3TbI/lFtIUsyJkHzkOCEZQO0iJANAHeJeSQ71l5XkcFaSAXgHIRkA6pC8gqJbUlNuAQAVIyQDQB3if+UWNknSkVyHl2cCoK4hJANAHeJ3F+6dKLfIyXeq0Ony8mwA1CWEZACoQ/wtJIcGW2ULLvpVRckFgNpESAaAOsLpMuQoLFqNDfWTcguLxWJ2uCAkA6hNhGQAqCPcd62zqGiF1l+4L947QkgGUIv851MSAHBGird/s1gsXp5N5ZkdLuiVDKAWeTUkf/vtt7rqqquUkJAgi8WiTz75xGO/YRiaOHGimjRporCwMCUnJ2vHjh0eYw4dOqRhw4YpKipKMTExGjlypI4dO+YxZuPGjbrwwgsVGhqq5s2ba8qUKaXmMnfuXLVv316hoaHq0qWLvvzyy2r/eQHAm8zOFn5Sj+xGr2QA3uDVkJyTk6Nu3bppxowZZe6fMmWKXnjhBc2cOVOrV69WRESEUlJSlJeXZ44ZNmyYNm/erIULF+qLL77Qt99+q1GjRpn7s7OzNWDAALVs2VLr1q3Ts88+q8cee0z//ve/zTErVqzQ0KFDNXLkSG3YsEGDBw/W4MGD9dNPP9XcDw8AtcxcSbb51x8RYyi3AOAFwd588YEDB2rgwIFl7jMMQ9OmTdMjjzyiq6++WpL09ttvKy4uTp988oluuOEGbd26VfPnz9fatWvVu3dvSdKLL76oK664Qv/617+UkJCg9957Tw6HQ2+++aZsNps6deqk1NRUTZ061QzT06dP1+WXX677779fkvTEE09o4cKFeumllzRz5sxaeCcAoOb5W2cLN3e5xdG8ArlchpdnA6Cu8NnlhF27dik9PV3JycnmtujoaPXp00crV66UJK1cuVIxMTFmQJak5ORkWa1WrV692hxz0UUXyWazmWNSUlK0fft2HT582BxT/HXcY9yvU5b8/HxlZ2d7PADAl+X5ablFpD1YQVaLXIZ0NL/Q29MBUEf4bEhOT0+XJMXFxXlsj4uLM/elp6crNjbWY39wcLAaNGjgMaasYxR/jfLGuPeXZfLkyYqOjjYfzZs3P90fEQBqlbmS7Cft39wsFouiQ0+UXBznznsAaofPhmRfN2HCBGVlZZmPPXv2eHtKAFAhfy23kLh4D0Dt89mQHB8fL0nKyMjw2J6RkWHui4+P1/79+z32FxYW6tChQx5jyjpG8dcob4x7f1nsdruioqI8HgDgy/w6JHPxHoBa5rMhOTExUfHx8Vq0aJG5LTs7W6tXr1ZSUpIkKSkpSUeOHNG6devMMYsXL5bL5VKfPn3MMd9++60KCk5+sC5cuFDt2rVT/fr1zTHFX8c9xv06ABAI3C3g/OVue8U1CC+6ruRQDuUWAGqHV0PysWPHlJqaqtTUVElFF+ulpqYqLS1NFotFY8eO1T//+U999tln2rRpk26++WYlJCRo8ODBkqQOHTro8ssv1+233641a9bo+++/15gxY3TDDTcoISFBkvSXv/xFNptNI0eO1ObNm/XBBx9o+vTpGjdunDmPe++9V/Pnz9dzzz2nbdu26bHHHtMPP/ygMWPG1PZbAgA1Jq+g6JbU/riS3DCyKCQfPEZIBlA7vNoC7ocfftAll1xifu8OrsOHD9fs2bM1fvx45eTkaNSoUTpy5Ij69u2r+fPnKzQ01HzOe++9pzFjxqh///6yWq0aMmSIXnjhBXN/dHS0FixYoNGjR6tXr15q1KiRJk6c6NFL+fzzz9ecOXP0yCOP6KGHHlKbNm30ySefqHPnzrXwLgBAzTMMw6/LLdwh+Vh+ofKdXp4MgDrBqyG5X79+Mozye15aLBY9/vjjevzxx8sd06BBA82ZM6fC1+natau+++67Csdcd911uu666yqeMAD4qQKnIeeJHsP+1t1CkuzBQYoKDVZ2XqGyC/znltoA/JfP1iQDAKqPexU5yGpRsNU/Q2ajSLskKYuQDKAWEJIBoA4oXmphsfhnyDRDssM/5w/AvxCSAaAOcHe28MdSC7dGJ+qSWUkGUBsIyQBQB+T58UV7bg1PrCQX1SQTlAHULEIyANQB/tzZwi0mLERBVouchkXBMeXf7AkAqgMhGQDqALPcwo9DstVqUcOIopKLkNhW3p0MgIBHSAaAOsC9khxq8++PfXe/ZFvjRC/PBECg8+9PSwBApRzLL5QkRdi82h7/jLk7XIQ0bunlmQAIdIRkAKgDsnMLJElRYSFensmZcYdkVpIB1DRCMgAEOMMwlJ1XtJIcFervK8lF5RbB9eOVV+jy8mwABDJCMgAEuOMOp5wuQxZJ9UL9eyU53BYsu9WQxWLVnqxCb08HQAAjJANAgMvOKyq1iLAHK8hPb0ldXLTNkCTtOkJIBlBzCMkAEOCyc0+UWoT5d6mFW/0TIXnHIYeXZwIgkBGSASDAuVeSo/y81MKtob2oFnlbJiEZQM0hJANAgAu0kNzgxEryH0edOpxDUAZQMwjJABDgAq3cwh4kFRzcI0nasOewl2cDIFARkgEgwAXaSrIk5f+xTZK0bjchGUDNICQDQAAzDENH3T2S/fxGIsXl/7FVEiEZQM0hJANAACveIznSHhjlFtLJkPzjniwVOrmpCIDqR0gGgACWdeJ21JGhgdEj2a3g4O+KCLEot8CpbelHvT0dAAGIkAwAASwQ65GLGGrXsOgW1ZRcAKgJhGQACGDZeYHV2aK4do2Kgj8hGUBNICQDQAA7mhuoK8lSe1aSAdQgQjIABDBzJTkAQ3LrBiGyWqQ/juQqPSvP29MBEGAIyQAQwNwX7gViuUVYiFUdE6IkSSt2Znp5NgACDSEZAAJUUY/kwC23kKSL2zaWJC3ett/LMwEQaAjJABCgcvKdchmSxRJYPZKLu7R9nCTp258PqIB+yQCqESEZAAKUu/1bPXuwrAHUI7m47s1j1CDCpuy8Qi7gA1CtCMkAEKCyzXrkwCy1kKQgq0X9KLkAUAMIyQAQoA4HcPu34i7tECtJWrQ1w8szARBICMkAEKAOHM2XJDWuZ/fyTGrWhW0aK9hq0c4DOdp9MMfb0wEQIAjJABCg9mcX9Q6ODfCQHB0Wot6t6kui5AJA9SEkA0AAynVKOQ6nLAr8lWRJ6n+iywUhGUB1ISQDQAA64ijqZlE/wqaQoMD/qHfXJa/+9ZDZGxoAzkTgf3ICQB10+ERIDvRSC7ezGkXorMYRcjhdWrCZC/gAnDlCMgAEoCOOoo/3uhKSLRaL/q9bgiTpsx/3enk2AAIBIRkAApC5khwV6uWZ1B53SF7+S6YOHsv38mwA+DtCMgAEGGtEjPKcRSG5cWTdWEmWpLMaR6pL02g5XYa+3LTP29MB4OcIyQAQYOxxrSVJDcJtsgXXrY/5q7tTcgGgetStT08AqANs8UUhOTaq7qwiu13ZNUEWi7T2t8P640iut6cDwI8RkgEgwJghuY5ctFdcfHSo+iQ2kCR9zmoygDNASAaAAHMyJNedi/aK+79uTSVJn2z4Q4ZheHk2APwVIRkAAsiRPKeC6zWSZNSJO+2V5You8QoLCdK29KNa+vMBb08HgJ8iJANAANl+sOhuc/WCVecu2nOLCbfpxvNaSJJeXLSD1WQAVVI3P0EBIECt3FN0sVpcmMvLM/Gu2y86S/Zgq9anHdGKnQe9PR0AfijY2xMAAFSPvAKn1uwtuolGs/DAD8lbt26tcH//VqH68pfjevLTDfrnJQ3LHdeoUSO1aNGiuqcHwM8RkgEgQCzdvl95hYYKs/erQfMYb0+nxmQfKqozvvHGGyscF1SvoZqOel1bDkjnX32z8n/fXOa4sPBwbdu6laAMwAMhGQACxBcbi+4yl7NtuSydr/TybGpO7rFsSdKgOx5Wu669Khy7/pBVu45JHUdMVr+4Qlksnvsz0nbqvWfuV2ZmJiEZgAdCMgAEgOOOQi3aur/o663fSQrckOzWMKGlmrXpVOGY6LwC/bEqTYccUoa9iXq3bFBLswPg77hwDwACwOJt+5Vb4FRcRJAc6Tu8PR2fUS80RBe1bSRJWrXzkDKP5Xt5RgD8BSEZAALAFz8WlVqc37xu3kCkIh2bRCmxUYSchqGvN6fL6aIlHIBTIyQDgJ87ctyhJduLSi0uaB7m5dn4HovFov7tYxUaYlXmMYeW/ryf3skATomQDAB+burCn5Vf6FL7+HpKjOFSk7JE2IOV3CFOkvTTH9n6dkcmQRlAhQjJfupoXoFe/+5XPuSBOm7L3my9u2q3JGnilR1lKdm+AaazG0eqf4dYSVLqniP6fudB8REKoDwsOfihQqdLg2d8r50HchRmC9KwPi29PSUAXmAYhh77bLNchnRFl3id37qR1q9P8/a0fFrnhGi5XIaWbD+gdbsP63BkkGRhvQhAaXwy+KHgIKsZjJ+at1W/Hz7u5RkB8IbPN+7Tmt8OKTTEqocHdfT2dPxG12Yx6te2sSTp12NBir12knIcgX+HQgCnh5VkP3XL+a301U/7tPa3w3rwf5v0zshz+TMr4OfS0tKUmZlZqbG7jxRo0rJDkqTBbcOV8etWZejUt2pGkW7NYxQZGqyvNu1V2Fm99NDig5p11lG1jq3n7akB8BGEZD9ltVo05dpuGjj9Wy3/JVPvr92joedytyjAX6Wlpal9hw7KPX7qvwzZmrRV7HX/UFBYPTkydmrKc/frmUKHx5hjx47V1FQDxtmNI3VxXKEW7MjWHjXUlS8u16NXdtRfzm3BogMAQrI/S2wUoftT2uuJL7boyXlb1b9DrGLr0SMV8EeZmZnKPX5cwx54VnEtzi533N7jFq05GCynYVEDm0sX9Gou2znvm/u3rlmmr96arry8vNqYtt+rbzO07617ddUTHyo1w6GHP/5J3/58QE9f01X1I2zenh4ALyIk+7lbzm+lT1P/0Mbfs/Tuyt0aN6Cdt6cE4AzEtTi7zFstHziar+W/ZCrtUNFKc/P6Ybqya4JswZ6XlmSk7ayVeQYSV84RPXJRA6Uer69n5m/T15sz9OOe7zT1+m46/+xG3p4eAC/hwj0/F2S16M6Li1ad3l2dprwCp5dnBKC6OF2Gftl/TJ+m/qE5a9KUdui4rBapR4sY/V+30gEZVWe1WHTbhWfp47sv0FmNI5Senadhr6/WY59t1v5sVuWBuoiV5AAwoGOcmsaE6Y8jufo09Q9dfw61yYA/O5Tj0Oa9Wdq676hyi/3Dt21cpM4/u5Giw0K8OLvAVPyCx39eGKlZqS4t/DVXs1f8pvdW/aZLE8OVnBiuxPrBspZTr9yoUSO1aMHnLxAoCMl+rPiV8Mktg/XWEemlhVvV2nrgtC864cMd8B7DMJSWVaCoPkO0JD1Yh9J2m/vCbUHq0CRKnRKiVD+cGtnqln3ogCTpxhtvLLUvtFUPRV8wVGrWUV/vPK6vdx6XMzdbebs3ypGxUwWZu1WQmabCIxmSDIWFh2vb1q18lgIBgpDsp0peCW+xR6jZ3bO1JztMfYeMVN7uH0/reHy4A7XHMAztPnhcP+w+rFW/HtTKnQf1x5Fc1e83QoccksUiJTaMUKeEKLVqGCGrlU4LNSX3WLYkadAdD6td116l9huGlJlfoF+OBml/nkUKi1JE+76KaN/XHBNkMRRm5Cl90wq9tvw3XdLTrk4J0YqL4kJqwJ8Rkv1UWVfCpx4K0s5jUtdbntAFjQtV2cXkjLSdeu+Z+5WZmUlIBqqJ02Uor8CpvAKnDh8v0Oa9Wfrpjyz99Ee2ftqbpaN5hR7jQ6xS9o4flNS7u3p3aqMIOx/PtalhQssyL5iUpOaSekhyuQxlHM3T74dzdTDHoUPHHDp03CGnSzqmMEV26a93Nh7VOxt/kCSd1ShC553dUElnNdR5ZzVU43r22vuBAJwxPoVLmDFjhp599lmlp6erW7duevHFF3Xuued6e1rlKn4lfORxh3au3K2MPKvSrHE6/+yG9PoEzpBhGMrOLVTG0TxlZOcpIztfGdl52n/i6z2ZWTpy3CGHUypwGXI4ix6Fp7iBW4hVOqt+iDo1tqlzrF2Wg7/q1smP6exLPiIg+yir1aIm0WFqEh1mbnMZhrJyC/Tzjl80/6P3ddFV1+uwEa4/jhbq18wc/ZqZozmri24V3jwqWJ1jbeoSa1OnxnbVs5d/4SUlcID38UlczAcffKBx48Zp5syZ6tOnj6ZNm6aUlBRt375dsbGx3p7eKcWE23Rhm0b6bkemfth9WIUuQxe1aURQhl8yDEOFLkP5hS7lFzjlcLqUX+BSoctQkNWiIItFVqsUbLXKapWCLBYFWS2yWCzKL3Aqx+HUcUehjjucRY/8QuU4nMp1FOqP/Qd1KOuYcgsN5Rcayit0Kc9pKM/8/uQjt9Alxxk2jXE5clVwYLfy03+RI2OnHOm/qOBgmn5xObWgxFhuAuJfrBaL6ofbVC9vv7JWfqDPV34gqagELrR5J4W26KrQFl1liztLe7ILtSe7UF/9UlQm58w5rMKsA3IeOyjDWSAZLhmGIblcsgZZlHzJpYqICJfVIoVYLbIHS/Ygq0KDLbIHW2QPsphfhwad3GYLsijI/G9Cim3USK1atlCw1ULpDnAaCMnFTJ06VbfffrtGjBghSZo5c6bmzZunN998Uw8++KCXZ1c5PVvUV5DVoqXbDyh1zxGlZ+UpLsquBhE22YKsUrHPR8uJbw7lWBXevq++35OrP4L2SpIMFYUUN/eXhoyTXxtF43RirDnaKBpXekzZ21XsuYZx8nUNj9etxHzK2a5iz63SfE7xs6jk+3Aa88k+elS5uXnmeDeXUbRC5TKK/mzvNCTniQFWFdWsWi1Fp9NqschikcJCQxVVL1KWE78YLSra7j7lxf+x5P7SPcYwpPxCp3JPlAcczDqmY7kOFbiKz+r0uAzJ6XTJJYvHz+M68bMU/76sr50uz/fE25y52XIeO3TicVDOo4dUeOyQnDmHdMEV16lZi0QFWSSrxVCQRR4PiyVIan2WpLPKPT43AfFvp6ptznc6lJlv0f48qw7kW3S0wKqgiPoKiqhf7jFXZEjSqe/AeGoZkjZLKvrcsFpOBuggS1Er0bK2Ff3/2SJbkBQWYlVYsEUN6oUpvmGMIuzBCgmyymo58VyrxeNri8Vifja5lYznljJ+H5U1sPi3JRd9PPdV8vhljC3v+G7Ff/+U3lfi+2KfXKX2lRpb/msY5X5ziteo6twqmGiFxyz+u1kl95VzfJX+eW+9INHn/hFHSD7B4XBo3bp1mjBhgrnNarUqOTlZK1euLDU+Pz9f+fn55vdZWVmSpOzs7JqfrE6uNv2+Y7Pycz0/RCMldQ23KvVwkPYeOK69B059vIaX/1XPLt0raW/1TxaoBkZhgQynQ4bLJYvVKlmssliDJItVslplsZz807XhcsooyJerIE9GQb6Mgjy5CvNkOPLkKsiX4chTXLOWioyMkNVwKUguWXXif098bznxfZDhUogKZJUhharo0aiepHpK+zlb6zaslPWCCxThKv3XJueJR2UUOIo+T9J/+1k7I8Kr/D65byZypsfhWFU7ToEjv9Rnslsji9QoTFKYVOCSjjstOl4o5Tkt5j+qDUkHfv9NO1JXqVn77oqq30iGJJfFKkPWE/9PtcppsRT9r3vbif3u78tLgaeoAqqkP6rlKEBxQ7o0VFAthGR3TqvoHz5uFqMyo+qAvXv3qmnTplqxYoWSkpLM7ePHj9eyZcu0evVqj/GPPfaY/vGPf9T2NAEAAHCG9uzZo2bNmlU4hpXkKpowYYLGjRtnfu9yuXTo0CE1bFg7F8tlZ2erefPm2rNnj6Kiomr89VAzOI+BgfMYGDiPgYHzGBhq6jwahqGjR48qISHhlGMJySc0atRIQUFBysjI8NiekZGh+Pj4UuPtdrvsds92PjExMTU5xTJFRUXxIRAAOI+BgfMYGDiPgYHzGBhq4jxGR0dXalz5/WfqGJvNpl69emnRokXmNpfLpUWLFnmUXwAAACDwsZJczLhx4zR8+HD17t1b5557rqZNm6acnByz2wUAAADqBkJyMddff70OHDigiRMnKj09Xd27d9f8+fMVFxfn7amVYrfbNWnSpFIlH/AvnMfAwHkMDJzHwMB5DAy+cB7pbgEAAACUQE0yAAAAUAIhGQAAACiBkAwAAACUQEgGAAAASiAk+6kZM2aoVatWCg0NVZ8+fbRmzRpvTwnlmDx5ss455xzVq1dPsbGxGjx4sLZv3+4xJi8vT6NHj1bDhg0VGRmpIUOGlLqxDXzL008/LYvForFjx5rbOI/+4Y8//tCNN96ohg0bKiwsTF26dNEPP/xg7jcMQxMnTlSTJk0UFham5ORk7dixw4szRklOp1OPPvqoEhMTFRYWprPPPltPPPGEivci4Dz6nm+//VZXXXWVEhISZLFY9Mknn3jsr8w5O3TokIYNG6aoqCjFxMRo5MiROnbsWI3Ml5Dshz744AONGzdOkyZN0vr169WtWzelpKRo//793p4ayrBs2TKNHj1aq1at0sKFC1VQUKABAwYoJyfHHHPffffp888/19y5c7Vs2TLt3btX11xzjRdnjYqsXbtWr776qrp27eqxnfPo+w4fPqwLLrhAISEh+uqrr7RlyxY999xzql+/vjlmypQpeuGFFzRz5kytXr1aERERSklJUV5enhdnjuKeeeYZvfLKK3rppZe0detWPfPMM5oyZYpefPFFcwzn0ffk5OSoW7dumjFjRpn7K3POhg0bps2bN2vhwoX64osv9O2332rUqFE1M2EDfufcc881Ro8ebX7vdDqNhIQEY/LkyV6cFSpr//79hiRj2bJlhmEYxpEjR4yQkBBj7ty55pitW7cakoyVK1d6a5oox9GjR402bdoYCxcuNC6++GLj3nvvNQyD8+gvHnjgAaNv377l7ne5XEZ8fLzx7LPPmtuOHDli2O124z//+U9tTBGVMGjQIOPWW2/12HbNNdcYw4YNMwyD8+gPJBkff/yx+X1lztmWLVsMScbatWvNMV999ZVhsViMP/74o9rnyEqyn3E4HFq3bp2Sk5PNbVarVcnJyVq5cqUXZ4bKysrKkiQ1aNBAkrRu3ToVFBR4nNP27durRYsWnFMfNHr0aA0aNMjjfEmcR3/x2WefqXfv3rruuusUGxurHj166LXXXjP379q1S+np6R7nMTo6Wn369OE8+pDzzz9fixYt0s8//yxJ+vHHH7V8+XINHDhQEufRH1XmnK1cuVIxMTHq3bu3OSY5OVlWq1WrV6+u9jlxxz0/k5mZKafTWeougHFxcdq2bZuXZoXKcrlcGjt2rC644AJ17txZkpSeni6bzaaYmBiPsXFxcUpPT/fCLFGe999/X+vXr9fatWtL7eM8+odff/1Vr7zyisaNG6eHHnpIa9eu1V//+lfZbDYNHz7cPFdlfcZyHn3Hgw8+qOzsbLVv315BQUFyOp168sknNWzYMEniPPqhypyz9PR0xcbGeuwPDg5WgwYNauS8EpKBWjR69Gj99NNPWr58ubengtO0Z88e3XvvvVq4cKFCQ0O9PR1UkcvlUu/evfXUU09Jknr06KGffvpJM2fO1PDhw708O1TWhx9+qPfee09z5sxRp06dlJqaqrFjxyohIYHziGpDuYWfadSokYKCgkpdMZ+RkaH4+HgvzQqVMWbMGH3xxRdasmSJmjVrZm6Pj4+Xw+HQkSNHPMZzTn3LunXrtH//fvXs2VPBwcEKDg7WsmXL9MILLyg4OFhxcXGcRz/QpEkTdezY0WNbhw4dlJaWJknmueIz1rfdf//9evDBB3XDDTeoS5cuuummm3Tfffdp8uTJkjiP/qgy5yw+Pr5Uk4LCwkIdOnSoRs4rIdnP2Gw29erVS4sWLTK3uVwuLVq0SElJSV6cGcpjGIbGjBmjjz/+WIsXL1ZiYqLH/l69eikkJMTjnG7fvl1paWmcUx/Sv39/bdq0Sampqeajd+/eGjZsmPk159H3XXDBBaVaMP78889q2bKlJCkxMVHx8fEe5zE7O1urV6/mPPqQ48ePy2r1jDBBQUFyuVySOI/+qDLnLCkpSUeOHNG6devMMYsXL5bL5VKfPn2qf1LVfikgatz7779v2O12Y/bs2caWLVuMUaNGGTExMUZ6erq3p4Yy3HXXXUZ0dLSxdOlSY9++febj+PHj5pg777zTaNGihbF48WLjhx9+MJKSkoykpCQvzhqVUby7hWFwHv3BmjVrjODgYOPJJ580duzYYbz33ntGeHi48e6775pjnn76aSMmJsb49NNPjY0bNxpXX321kZiYaOTm5npx5ihu+PDhRtOmTY0vvvjC2LVrl/HRRx8ZjRo1MsaPH2+O4Tz6nqNHjxobNmwwNmzYYEgypk6damzYsMHYvXu3YRiVO2eXX3650aNHD2P16tXG8uXLjTZt2hhDhw6tkfkSkv3Uiy++aLRo0cKw2WzGueeea6xatcrbU0I5JJX5mDVrljkmNzfXuPvuu4369esb4eHhxp/+9Cdj37593ps0KqVkSOY8+ofPP//c6Ny5s2G324327dsb//73vz32u1wu49FHHzXi4uIMu91u9O/f39i+fbuXZouyZGdnG/fee6/RokULIzQ01DjrrLOMhx9+2MjPzzfHcB59z5IlS8r8fTh8+HDDMCp3zg4ePGgMHTrUiIyMNKKioowRI0YYR48erZH5Wgyj2O1pAAAAAFCTDAAAAJRESAYAAABKICQDAAAAJRCSAQAAgBIIyQAAAEAJhGQAAACgBEIyAAAAUAIhGQAAACiBkAwAdVi/fv00duxYb08DAHwOIRkA/NRVV12lyy+/vMx93333nSwWizZu3FjLswKAwEBIBgA/NXLkSC1cuFC///57qX2zZs1S79691bVr1xqdg9PplMvlqtHXAABvICQDgJ+68sor1bhxY82ePdtj+7FjxzR37lwNHjxYQ4cOVdOmTRUeHq4uXbroP//5T4XHPHz4sG6++WbVr19f4eHhGjhwoHbs2GHunz17tmJiYvTZZ5+pY8eOstvtSktLU35+vv7+97+radOmioiIUJ8+fbR06VLzebt379ZVV12l+vXrKyIiQp06ddKXX35ZnW8HAFQrQjIA+Kng4GDdfPPNmj17tgzDMLfPnTtXTqdTN954o3r16qV58+bpp59+0qhRo3TTTTdpzZo15R7zlltu0Q8//KDPPvtMK1eulGEYuuKKK1RQUGCOOX78uJ555hm9/vrr2rx5s2JjYzVmzBitXLlS77//vjZu3KjrrrtOl19+uRmwR48erfz8fH377bfatGmTnnnmGUVGRtbcmwMAZ8hiFP9kBQD4lW3btqlDhw5asmSJ+vXrJ0m66KKL1LJlS73zzjulxl955ZVq3769/vWvf0kqunCve/fumjZtmnbs2KG2bdvq+++/1/nnny9JOnjwoJo3b6633npL1113nWbPnq0RI0YoNTVV3bp1kySlpaXprLPOUlpamhISEszXSk5O1rnnnqunnnpKXbt21ZAhQzRp0qQafkcAoHoEe3sCAICqa9++vc4//3y9+eab6tevn3755Rd99913evzxx+V0OvXUU0/pww8/1B9//CGHw6H8/HyFh4eXeaytW7cqODhYffr0Mbc1bNhQ7dq109atW81tNpvNo9Z506ZNcjqdatu2rcfx8vPz1bBhQ0nSX//6V911111asGCBkpOTNWTIkBqvlwaAM0G5BQD4uZEjR+p///ufjh49qlmzZunss8/WxRdfrGeffVbTp0/XAw88oCVLlig1NVUpKSlyOBxn9HphYWGyWCzm98eOHVNQUJDWrVun1NRU87F161ZNnz5dknTbbbfp119/1U033aRNmzapd+/eevHFF89oHgBQkwjJAODn/vznP8tqtWrOnDl6++23deutt8pisej777/X1VdfrRtvvFHdunXTWWedpZ9//rnc43To0EGFhYVavXq1ue3gwYPavn27OnbsWO7zevToIafTqf3796t169Yej/j4eHNc8+bNdeedd+qjjz7S3/72N7322mvV8wYAQA0gJAOAn4uMjNT111+vCRMmaN++fbrlllskSW3atNHChQu1YsUKbd26VXfccYcyMjLKPU6bNm109dVX6/bbb9fy5cv1448/6sYbb1TTpk119dVXl/u8tm3batiwYbr55pv10UcfadeuXVqzZo0mT56sefPmSZLGjh2rr7/+Wrt27dL69eu1ZMkSdejQoVrfBwCoToRkAAgAI0eO1OHDh5WSkmJePPfII4+oZ8+eSklJUb9+/RQfH6/BgwdXeJxZs2apV69euvLKK5WUlCTDMPTll18qJCTklM+7+eab9be//U3t2rXT4MGDtXbtWrVo0UJSUT/l0aNHq0OHDrr88svVtm1bvfzyy9XyswNATaC7BQAAAFACK8kAAABACYRkAAAAoARCMgAAAFACIRkAAAAogZAMAAAAlEBIBgAAAEogJAMAAAAlEJIBAACAEgjJAAAAQAmEZAAAAKAEQjIAAABQwv8DEuhQDZgcvfoAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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fTp48qffff1/R0dE6ePDgeV//1ltvqUuXLurQoYOGDh2qxo0ba8+ePZozZ455e/LyfIelPb8XU+/evfWvf/1LkZGRatWqlVasWKH//ve/br3N5/Prr7+6rUvuEhMToz//+c/eLLcI13+vBblmja+44gr16dPngr4/UBEQkgG4ca0JGxgYqBo1aqht27aaMGGCBg8e7LaKRHH+8pe/aM+ePfrwww915MgR1apVS127dtXzzz9vXhwVEBCgjz76SCNHjtT999+vvLw8TZs2zeOQ/PTTT2vTpk0aO3asTpw4oe7du+udd95xW4c2MTFRb7zxhsaPH6/hw4erU6dOmj17th577DG3Y9lsNn3//fd66aWXNHPmTP3nP/9RzZo11aVLF7Vt27bEGlq3bq3//e9/GjlypMaOHSun06nOnTvrk08+8er6vjfccINmzZqlZ599ViNHjlSTJk00bdo0ffPNN1q8eLHb2KlTp6pjx45699139fTTT8tut6tRo0YaMGCArrnmmjK9b/PmzfXFF1/o2Wef1T/+8Q/FxsbqgQceUO3atYusCFGcyy+/XCtXrtRzzz2nKVOm6PTp02rYsKFuv/12c0x5vsPSnt+LaeLEibLZbJoxY4ZOnz6ta665Rv/973/P265UkGvlicK6du16wUMyAMlieOtKEQAAAMBP0JMMAAAAFEJIBgAAAAohJAMAAACFEJIBAACAQgjJAAAAQCGEZAAAAKAQ1kn2EqfTqQMHDqhatWpev+0uAAAAys8wDJ04cUJxcXGyWs89V0xI9pIDBw6ofv36vi4DAAAA57Fv3z7Vq1fvnGMIyV7iuhPZvn37FBER4eNqAAAAUFhGRobq169/3jvISoRkr3G1WERERBCSAQAAKrDStMZy4R4AAABQCCEZAAAAKISQDAAAABRCSAYAAAAKISQDAAAAhRCSAQAAgEIIyQAAAEAhhGQAAACgEEIyAAAAUAghGQAAACiEkAwAAAAUQkgGAAAACiEkAwAAAIUQkgEAAIBCCMkAAABAIYRkAAAAoBBCMgAAAFAIIdkPHDmZrW0HM3xdBgAAgN8gJPuBIR+t1Y1v/U9/HM/ydSkAAAB+gZBcyTmdhrYeSJdhSPuPn/J1OQAAAH6BkFzJHTqRrVyHIUnKynH4uBoAAAD/QEiu5PannW2xICQDAAB4ByG5kvujQItFZk6eDysBAADwH4TkSq5gSD7FTDIAAIBXEJIrOWaSAQAAvI+QXMntT2MmGQAAwNsIyZXc/uNcuAcAAOBthORKzDAMt5nkLNotAAAAvIKQXIkdzczR6Vyn+ZyZZAAAAO8gJFdifxS6w15mNiEZAADAGwjJlVjh21CfyqXdAgAAwBsIyZXYH2cu2gsLtEliJhkAAMBbCMmVmOuivaYx1SSxBBwAAIC3EJIrMVdP8qXR4ZK4mQgAAIC3EJIrMVdP8qXMJAMAAHgVIbmSKrhGcrMYZpIBAAC8iZBcSaWfytXJ7PxQ3PRMu8XpXKccTsOXZQEAAPgFQnIl5epHrhUeqJphQeb2U7m0XAAAAJQXIbmScoXkulEhCg6wymLJ386tqQEAAMqPkFxJufqR61UPlcViUWhA/lrJXLwHAABQfoTkSsp1I5G61UMkSaFBdkncUAQAAMAbCMmVlGv5t3qukHzmrnvcmhoAAKD8CMmVVK1qQWpQI1QNaoRKkkIDmUkGAADwFruvC4BnXv5rW7fnrpnkLHqSAQAAyo2ZZD9xNiTTbgEAAFBehGQ/wUwyAACA9xCS/YSrJ5mZZAAAgPIjJPsJZpIBAAC8h5DsJwjJAAAA3kNI9hO0WwAAAHgPIdlPmDPJrJMMAABQboRkP+G6LTXtFgAAAOVHSPYToQFnZpJzCckAAADlRUj2E2FBrnYLepIBAADKi5DsJ0ICabcAAADwFkKynwjjttQAAABeQ0j2EyGskwwAAOA1hGQ/EUq7BQAAgNcQkv1EwXYLwzB8XA0AAEDlRkj2E652C6chZec5fVwNAABA5UZI9hOudguJlgsAAIDyIiT7CZvVoiB7/unMZK1kAACAciEk+5GwM7emPsVd9wAAAMqFkOxHQs7cmpqZZAAAgPLxaUh2OBx67rnn1LhxY4WEhKhJkyZ68cUX3VZnMAxDo0aNUp06dRQSEqKEhATt3LnT7TjHjh1T//79FRERoaioKA0ZMkQnT550G7Np0yZde+21Cg4OVv369TVu3Lgi9cyaNUstWrRQcHCw2rZtq++///7CfPALxHVr6lP0JAMAAJSLT0Pyq6++qilTpujtt9/Wtm3b9Oqrr2rcuHGaNGmSOWbcuHF66623NHXqVK1atUphYWFKTEzU6dOnzTH9+/fXli1bNH/+fM2ePVtLly7V0KFDzf0ZGRnq0aOHGjZsqHXr1um1117TmDFj9N5775ljli9frjvvvFNDhgzRhg0b1KdPH/Xp00ebN2++OF+GF3BragAAAO+wGD5cVLd3796KiYnR//3f/5nb+vbtq5CQEH3yyScyDENxcXF67LHH9I9//EOSlJ6erpiYGE2fPl39+vXTtm3b1KpVK61Zs0adOnWSJM2dO1c33nij/vjjD8XFxWnKlCl65plnlJKSosDAQEnSU089pa+//lrbt2+XJN1xxx3KzMzU7NmzzVquuuoqtWvXTlOnTj3vZ8nIyFBkZKTS09MVERHhte+oLP72/kot33VUE/u1083t6vqkBgAAgIqqLHnNpzPJV199tRYsWKBff/1VkvTzzz/rp59+Us+ePSVJu3fvVkpKihISEszXREZGqnPnzlqxYoUkacWKFYqKijIDsiQlJCTIarVq1apV5pjrrrvODMiSlJiYqB07duj48ePmmILv4xrjep/CsrOzlZGR4fbwtdBA2i0AAAC8wX7+IRfOU089pYyMDLVo0UI2m00Oh0MvvfSS+vfvL0lKSUmRJMXExLi9LiYmxtyXkpKi6Ohot/12u101atRwG9O4ceMix3Dtq169ulJSUs75PoWNHTtWzz//vCcf+4JxtVtkEpIBAADKxaczyZ9//rlmzJihmTNnav369froo4/0+uuv66OPPvJlWaUycuRIpaenm499+/b5uiTz1tSncljdAgAAoDx8OpP8+OOP66mnnlK/fv0kSW3bttXevXs1duxYDRo0SLGxsZKk1NRU1alTx3xdamqq2rVrJ0mKjY3VoUOH3I6bl5enY8eOma+PjY1Vamqq2xjX8/ONce0vLCgoSEFBQZ587AvGdWtqZpIBAADKx6czyVlZWbJa3Uuw2WxyOp2SpMaNGys2NlYLFiww92dkZGjVqlWKj4+XJMXHxystLU3r1q0zxyxcuFBOp1OdO3c2xyxdulS5ubnmmPnz56t58+aqXr26Oabg+7jGuN6nMgg7025BTzIAAED5+DQk33TTTXrppZc0Z84c7dmzR1999ZXGjx+vv/71r5Iki8Wi4cOH65///Ke+/fZb/fLLLxo4cKDi4uLUp08fSVLLli11ww036N5779Xq1au1bNkyDRs2TP369VNcXJwk6W9/+5sCAwM1ZMgQbdmyRZ999pkmTpyoESNGmLU88sgjmjt3rt544w1t375dY8aM0dq1azVs2LCL/r14ypxJ5mYiAAAA5eLTdotJkybpueee04MPPqhDhw4pLi5O9913n0aNGmWOeeKJJ5SZmamhQ4cqLS1NXbp00dy5cxUcHGyOmTFjhoYNG6bu3bvLarWqb9++euutt8z9kZGRmjdvnpKSktSxY0fVqlVLo0aNcltL+eqrr9bMmTP17LPP6umnn1azZs309ddfq02bNhfny/ACV09yFrelBgAAKBefrpPsTyrCOsmfr9mnJ/6zSX9qXlvTBl/pkxoAAAAqqkqzTjK8K/TMbam54x4AAED5EJL9iHkzEdotAAAAyoWQ7EdCXTcT4cI9AACAciEk+xFuSw0AAOAdhGQ/EsrNRAAAALyCkOxHQrmZCAAAgFf4dJ1klE9ycrKOHDliPj+RnX+nwhyHU6vXrpPdain1sWrVqqUGDRp4vUYAAIDKiJBcSSUnJ6tFy5Y6lZV1dqMtQA3/8ZUk6aprrpWRc6rUxwsJDdX2bdsIygAAACIkV1pHjhzRqaws9X/yNcU0aCJJMgzpy335+x94fYaCbaU7VmryLs149XEdOXKEkAwAACBCcqUX06CJ6jVrbT637f9NDqeh6EaXKiI4wIeVAQAAVF5cuOdnbGf6kB1O7jYOAADgKUKyn3FdrJfnICQDAAB4ipDsZ5hJBgAAKD9Csp+xE5IBAADKjZDsZ1wzyXlOp48rAQAAqLwIyX7Gbs0/pcwkAwAAeI6Q7GfOziQTkgEAADxFSPYz9CQDAACUHyHZz7C6BQAAQPkRkv2MnXYLAACAciMk+xmbjZlkAACA8iIk+xmWgAMAACg/QrKfYQk4AACA8iMk+xmWgAMAACg/QrKfMVe3cBCSAQAAPEVI9jOsbgEAAFB+hGQ/wzrJAAAA5UdI9jN2VrcAAAAoN0Kyn2EmGQAAoPwIyX7GtQQcPckAAACeIyT7GWaSAQAAyo+Q7GfshGQAAIByIyT7GW4mAgAAUH6EZD9jtzGTDAAAUF6EZD9jYwk4AACAciMk+xnX6hbMJAMAAHiOkOxnWN0CAACg/AjJfsbOhXsAAADlRkj2M66ZZMOQnARlAAAAjxCS/YxrJlliNhkAAMBThGQ/YysQkulLBgAA8Awh2c9YLBa5cjLLwAEAAHiGkOyHWAYOAACgfAjJfohbUwMAAJQPIdkPsVYyAABA+RCS/RBrJQMAAJQPIdkP2WzMJAMAAJQHIdkPnZ1JZnULAAAATxCS/ZDZk+xgJhkAAMAThGQ/xBJwAAAA5UNI9kMsAQcAAFA+hGQ/ZGcJOAAAgHIhJPshZpIBAADKh5Dsh5hJBgAAKB9Csh/ijnsAAADlQ0j2Q67VLVgnGQAAwDOEZD/ETDIAAED5EJL9kOu21Fy4BwAA4BlCsh/iwj0AAIDyIST7IZaAAwAAKB9Csh+iJxkAAKB8CMl+yG7OJLO6BQAAgCcIyX7InEl2MJMMAADgCUKyHzq7TjIhGQAAwBOEZD9ETzIAAED5EJL9kJ3VLQAAAMqFkOyHmEkGAAAoH0KyH+JmIgAAAOVDSPZDNpaAAwAAKBdCsh9yrW7BTDIAAIBnCMl+yGbLn0l2GpLTICgDAACUFSHZD7l6kiVmkwEAADxBSPZDNgshGQAAoDwIyX7IarXINZnMWskAAABlR0j2U6yVDAAA4DlCsp9yrXCR52AZOAAAgLIiJPspZpIBAAA8R0j2U2dvKEJIBgAAKCtCsp/i1tQAAACeIyT7KWaSAQAAPEdI9lP0JAMAAHiOkOyn7OZMMqtbAAAAlBUh2U8xkwwAAOA5QrKfMtdJJiQDAACUGSHZT9lszCQDAAB4ipDsp+ysbgEAAOAxQrKfMnuSHYRkAACAsvJ5SN6/f78GDBigmjVrKiQkRG3bttXatWvN/YZhaNSoUapTp45CQkKUkJCgnTt3uh3j2LFj6t+/vyIiIhQVFaUhQ4bo5MmTbmM2bdqka6+9VsHBwapfv77GjRtXpJZZs2apRYsWCg4OVtu2bfX9999fmA99EXAzEQAAAM/5NCQfP35c11xzjQICAvTDDz9o69ateuONN1S9enVzzLhx4/TWW29p6tSpWrVqlcLCwpSYmKjTp0+bY/r3768tW7Zo/vz5mj17tpYuXaqhQ4ea+zMyMtSjRw81bNhQ69at02uvvaYxY8bovffeM8csX75cd955p4YMGaINGzaoT58+6tOnjzZv3nxxvgwvs7EEHAAAgMfsvnzzV199VfXr19e0adPMbY0bNzZ/bxiGJkyYoGeffVY333yzJOnjjz9WTEyMvv76a/Xr10/btm3T3LlztWbNGnXq1EmSNGnSJN144416/fXXFRcXpxkzZignJ0cffvihAgMD1bp1a23cuFHjx483w/TEiRN1ww036PHHH5ckvfjii5o/f77efvttTZ069WJ9JV7jWt2CmWQAAICy8+lM8rfffqtOnTrptttuU3R0tNq3b6/333/f3L97926lpKQoISHB3BYZGanOnTtrxYoVkqQVK1YoKirKDMiSlJCQIKvVqlWrVpljrrvuOgUGBppjEhMTtWPHDh0/ftwcU/B9XGNc71NYdna2MjIy3B4VCeskAwAAeM6nIfn333/XlClT1KxZM/3444964IEH9PDDD+ujjz6SJKWkpEiSYmJi3F4XExNj7ktJSVF0dLTbfrvdrho1ariNKe4YBd+jpDGu/YWNHTtWkZGR5qN+/fpl/vwXEqtbAAAAeM6nIdnpdKpDhw56+eWX1b59ew0dOlT33ntvpWhvGDlypNLT083Hvn37fF2SG2aSAQAAPOfTkFynTh21atXKbVvLli2VnJwsSYqNjZUkpaamuo1JTU0198XGxurQoUNu+/Py8nTs2DG3McUdo+B7lDTGtb+woKAgRUREuD0qEmaSAQAAPOfTkHzNNddox44dbtt+/fVXNWzYUFL+RXyxsbFasGCBuT8jI0OrVq1SfHy8JCk+Pl5paWlat26dOWbhwoVyOp3q3LmzOWbp0qXKzc01x8yfP1/Nmzc3V9KIj493ex/XGNf7VDbMJAMAAHjOpyH50Ucf1cqVK/Xyyy/rt99+08yZM/Xee+8pKSlJkmSxWDR8+HD985//1LfffqtffvlFAwcOVFxcnPr06SMpf+b5hhtu0L333qvVq1dr2bJlGjZsmPr166e4uDhJ0t/+9jcFBgZqyJAh2rJliz777DNNnDhRI0aMMGt55JFHNHfuXL3xxhvavn27xowZo7Vr12rYsGEX/XvxBtdtqVkCDgAAoOx8ugTcFVdcoa+++kojR47UCy+8oMaNG2vChAnq37+/OeaJJ55QZmamhg4dqrS0NHXp0kVz585VcHCwOWbGjBkaNmyYunfvLqvVqr59++qtt94y90dGRmrevHlKSkpSx44dVatWLY0aNcptLeWrr75aM2fO1LPPPqunn35azZo109dff602bdpcnC/Dy2wWZpIBAAA8ZTEMgxTlBRkZGYqMjFR6evpF6U9ev369OnbsqBGTv1S9Zq2L7N9//JS+WP+HokIDNCi+0TmP9cfOLRqfdIvWrVunDh06XKCKAQAAfKssec3nt6XGhWG2Wzj4GQgAAKCsCMl+ys6FewAAAB4jJPups0vAceEeAABAWRGS/ZTdln9qWScZAACg7AjJfso1k2wYtFwAAACUFSHZT7lCskTLBQAAQFkRkv2UrUBIZiYZAACgbAjJfspisZhBmWXgAAAAyoaQ7MfOrnBBSAYAACgLQrIfYxk4AAAAzxCS/Zi5DBztFgAAAGVCSPZj3HUPAADAM4RkP2ajJxkAAMAjhGQ/Zre5VregJxkAAKAsCMl+zG7l1tQAAACeICT7MZaAAwAA8Awh2Y9x4R4AAIBnCMl+zEZPMgAAgEcIyX6MnmQAAADPEJL9mLm6BSEZAACgTAjJfsy8cI92CwAAgDIhJPsxV7sFF+4BAACUjd3TF2ZmZmrJkiVKTk5WTk6O276HH3643IWh/FgCDgAAwDMeheQNGzboxhtvVFZWljIzM1WjRg0dOXJEoaGhio6OJiRXEGdXtyAkAwAAlIVH7RaPPvqobrrpJh0/flwhISFauXKl9u7dq44dO+r111/3do3w0NmZZHqSAQAAysKjkLxx40Y99thjslqtstlsys7OVv369TVu3Dg9/fTT3q4RHmIJOAAAAM94FJIDAgJkPRPAoqOjlZycLEmKjIzUvn37vFcdysW1BBwX7gEAAJSNRz3J7du315o1a9SsWTN17dpVo0aN0pEjR/Svf/1Lbdq08XaN8NDZJeAIyQAAAGXh0Uzyyy+/rDp16kiSXnrpJVWvXl0PPPCADh8+rPfee8+rBcJzZ9st6EkGAAAoC49mkjt16mT+Pjo6WnPnzvVaQfAeG3fcAwAA8Ag3E/FjtFsAAAB4ptQzyR06dNCCBQtUvXp1tW/fXhaLpcSx69ev90pxKB9XSObCPQAAgLIpdUi++eabFRQUJEnq06fPhaoHXkRPMgAAgGdKHZJHjx5d7O9RcbmWgHMaktNpyGotefYfAAAAZ3nUk7xmzRqtWrWqyPZVq1Zp7dq15S4K3mEvEIq5eA8AAKD0PArJSUlJxd40ZP/+/UpKSip3UfAOm1tIpuUCAACgtDwKyVu3blWHDh2KbG/fvr22bt1a7qLgHRaLxQzKzCQDAACUnkchOSgoSKmpqUW2Hzx4UHa7R0sv4wIxV7hgGTgAAIBS8ygk9+jRQyNHjlR6erq5LS0tTU8//bT+/Oc/e604lJ+dmWQAAIAy82ja9/XXX9d1112nhg0bqn379pKkjRs3KiYmRv/617+8WiDKx26zSnLQkwwAAFAGHoXkunXratOmTZoxY4Z+/vlnhYSEaPDgwbrzzjsVEBDg7RpRDtx1DwAAoOw8biAOCwvT0KFDvVkLLgAu3AMAACg7j0Pyzp07tWjRIh06dEjOQv+UP2rUqHIXBu8425NMuwUAAEBpeRSS33//fT3wwAOqVauWYmNjZbGcXY/XYrEQkiuQ/J5kVrcAAAAoC49C8j//+U+99NJLevLJJ71dD7yM1S0AAADKzqMl4I4fP67bbrvN27XgAiAkAwAAlJ1HIfm2227TvHnzvF0LLgCbjZ5kAACAsvKo3aJp06Z67rnntHLlSrVt27bIsm8PP/ywV4pD+dmt+T8HsQQcAABA6XkUkt977z2Fh4dryZIlWrJkids+i8VCSK5AaLcAAAAoO49C8u7du71dBy4Q+5l2C1a3AAAAKD2PepJdcnJytGPHDuXl5XmrHniZ2W5BTzIAAECpeRSSs7KyNGTIEIWGhqp169ZKTk6WJD300EN65ZVXvFogyod2CwAAgLLzKCSPHDlSP//8sxYvXqzg4GBze0JCgj777DOvFYfy47bUAAAAZedRT/LXX3+tzz77TFdddZXb3fZat26tXbt2ea04lJ+rJznPQbsFAABAaXk0k3z48GFFR0cX2Z6ZmekWmuF7Z3uSmUkGAAAoLY9CcqdOnTRnzhzzuSsYf/DBB4qPj/dOZfAKc3ULQjIAAECpedRu8fLLL6tnz57aunWr8vLyNHHiRG3dulXLly8vsm4yfIsL9wAAAMrOo5nkLl26aOPGjcrLy1Pbtm01b948RUdHa8WKFerYsaO3a0Q5mBfu0ZMMAABQah7NJEtSkyZN9P7773uzFlwA9CQDAACUnUch2bUuckkaNGjgUTHwvrOrWxCSAQAASsujkNyoUaNzrmLhcDg8Lgje5epJ5sI9AACA0vMoJG/YsMHteW5urjZs2KDx48frpZde8kph8A5uSw0AAFB2HoXkyy+/vMi2Tp06KS4uTq+99ppuueWWchcG77CdabdwGpLTMGRlHWsAAIDz8mh1i5I0b95ca9as8eYhUU6udguJvmQAAIDS8mgmOSMjw+25YRg6ePCgxowZo2bNmnmlMHiHW0h2OhXo3Z+LAAAA/JJHITkqKqrIhXuGYah+/fr69NNPvVIYvMNischmtcjhNFgGDgAAoJQ8CskLFy50C8lWq1W1a9dW06ZNZbd7vPQyLhD7mZDMChcAAACl41Gi7datm5fLwIV09q57hGQAAIDS8KhBdezYsfrwww+LbP/www/16quvlrsoeJerL5ll4AAAAErHo5D87rvvqkWLFkW2t27dWlOnTi13UfAuu+3MWsnMJAMAAJSKRyE5JSVFderUKbK9du3aOnjwYLmLgnednUkmJAMAAJSGRyG5fv36WrZsWZHty5YtU1xcXLmLgndxa2oAAICy8ejCvXvvvVfDhw9Xbm6urr/+eknSggUL9MQTT+ixxx7zaoEoP7Pdgp5kAACAUvEoJD/++OM6evSoHnzwQeXk5EiSgoOD9eSTT2rkyJFeLRDlx+oWAAAAZeNRSLZYLHr11Vf13HPPadu2bQoJCVGzZs0UFBTk7frgBfQkAwAAlE257lGckpKiY8eOqUmTJgoKCpJhEMIqIruNJeAAAADKwqOQfPToUXXv3l2XXnqpbrzxRnNFiyFDhtCTXAHZrfmn2UG7BQAAQKl4FJIfffRRBQQEKDk5WaGhoeb2O+64Q3PnzvVacfAO2i0AAADKxqOe5Hnz5unHH39UvXr13LY3a9ZMe/fu9Uph8B4bIRkAAKBMPJpJzszMdJtBdjl27BgX71VAZk+yg55kAACA0vAoJF977bX6+OOPzecWi0VOp1Pjxo3Tn/70J68VB+9w9SQzkwwAAFA6HrVbjBs3Tt27d9fatWuVk5OjJ554Qlu2bNGxY8eKvRMffIs77gEAAJSNRzPJbdq00a+//qouXbro5ptvVmZmpm655RZt2LBBTZo08XaNKCdXu0Uu7RYAAAClUuaZ5NzcXN1www2aOnWqnnnmmQtRE7wswHVbapaAAwAAKJUyzyQHBARo06ZNF6IWXCCukJzDTDIAAECpeNRuMWDAAP3f//2ft2vBBRJ4JiTTbgEAAFA6HoXkvLw8TZkyRZ06ddJ9992nESNGuD088corr8hisWj48OHmttOnTyspKUk1a9ZUeHi4+vbtq9TUVLfXJScnq1evXgoNDVV0dLQef/xx5eXluY1ZvHixOnTooKCgIDVt2lTTp08v8v6TJ09Wo0aNFBwcrM6dO2v16tUefY6KKMDsSabdAgAAoDTKFJJ///13OZ1Obd68WR06dFC1atX066+/asOGDeZj48aNZS5izZo1evfdd3XZZZe5bX/00Uf13XffadasWVqyZIkOHDigW265xdzvcDjUq1cv5eTkaPny5froo480ffp0jRo1yhyze/du9erVS3/605+0ceNGDR8+XH//+9/1448/mmM+++wzjRgxQqNHj9b69et1+eWXKzExUYcOHSrzZ6mIAuy0WwAAAJRFmUJys2bNdOTIES1atEiLFi1SdHS0Pv30U/P5okWLtHDhwjIVcPLkSfXv31/vv/++qlevbm5PT0/X//3f/2n8+PG6/vrr1bFjR02bNk3Lly/XypUrJeXf+W/r1q365JNP1K5dO/Xs2VMvvviiJk+erJycHEnS1KlT1bhxY73xxhtq2bKlhg0bpltvvVVvvvmm+V7jx4/Xvffeq8GDB6tVq1aaOnWqQkND9eGHH5bps1RUBdstDIPZZAAAgPMpU0guHLB++OEHZWZmlquApKQk9erVSwkJCW7b161bp9zcXLftLVq0UIMGDbRixQpJ0ooVK9S2bVvFxMSYYxITE5WRkaEtW7aYYwofOzEx0TxGTk6O1q1b5zbGarUqISHBHFOc7OxsZWRkuD0qKteFe4bBWskAAACl4VFPskt5ZyU//fRTrV+/XmPHji2yLyUlRYGBgYqKinLbHhMTo5SUFHNMwYDs2u/ad64xGRkZOnXqlI4cOSKHw1HsGNcxijN27FhFRkaaj/r165fuQ/uAa51kib5kAACA0ihTSLZYLLJYLEW2eWLfvn165JFHNGPGDAUHB3t0DF8aOXKk0tPTzce+fft8XVKJrBaLedc9VrgAAAA4vzLdTMQwDN19990KCgqSlL/6xP3336+wsDC3cV9++eV5j7Vu3TodOnRIHTp0MLc5HA4tXbpUb7/9tn788Ufl5OQoLS3NbTY5NTVVsbGxkqTY2Ngiq1C4Vr8oOKbwihipqamKiIhQSEiIbDabbDZbsWNcxyhOUFCQ+T1UBgE2q/KcDi7eAwAAKIUyzSQPGjRI0dHRZovBgAEDFBcX59Z2EBkZWapjde/eXb/88os2btxoPjp16qT+/fubvw8ICNCCBQvM1+zYsUPJycmKj4+XJMXHx+uXX35xW4Vi/vz5ioiIUKtWrcwxBY/hGuM6RmBgoDp27Og2xul0asGCBeYYfxBoZ61kAACA0irTTPK0adO89sbVqlVTmzZt3LaFhYWpZs2a5vYhQ4ZoxIgRqlGjhiIiIvTQQw8pPj5eV111lSSpR48eatWqle666y6NGzdOKSkpevbZZ5WUlGTO8t5///16++239cQTT+iee+7RwoUL9fnnn2vOnDnm+44YMUKDBg1Sp06ddOWVV2rChAnKzMzU4MGDvfZ5fc21VnJOHiEZAADgfMoUki+2N998U1arVX379lV2drYSExP1zjvvmPttNptmz56tBx54QPHx8QoLC9OgQYP0wgsvmGMaN26sOXPm6NFHH9XEiRNVr149ffDBB0pMTDTH3HHHHTp8+LBGjRqllJQUtWvXTnPnzi1yMV9lFmAuA8eFewAAAOdToULy4sWL3Z4HBwdr8uTJmjx5comvadiwob7//vtzHrdbt27asGHDOccMGzZMw4YNK3WtlQ23pgYAACi9ci0Bh8rDNZPMhXsAAADnR0iuIgLsLAEHAABQWoTkKsJst8ijJxkAAOB8CMlVRAA9yQAAAKVGSK4iCMkAAAClR0iuIsx1kgnJAAAA50VIriIC7KyTDAAAUFqE5Cri7IV7zCQDAACcDyG5imCdZAAAgNIjJFcR3HEPAACg9AjJVYTrwj16kgEAAM6PkFxFuC7co90CAADg/AjJVUTBdgvDYDYZAADgXAjJVYTrwj3DkBxOQjIAAMC5EJKrCPuZnmSJvmQAAIDzISRXEVaLRXYrd90DAAAoDUJyFRLAMnAAAAClQkiuQgLthGQAAIDSICRXIa61knO4NTUAAMA5EZKrkLPtFly4BwAAcC6E5CqEW1MDAACUDiG5CnHNJLO6BQAAwLkRkquQAHt+TzIzyQAAAOdGSK5CzHaLPHqSAQAAzoWQXIWwTjIAAEDpEJKrEHqSAQAASoeQXIW41klmJhkAAODcCMlVSICddZIBAABKg5BchZy9cI+ZZAAAgHMhJFch9CQDAACUDiG5CuGOewAAAKVDSK5Czl64R08yAADAuRCSqxDXhXu0WwAAAJwbIbkKKdhuYRjMJgMAAJSEkFyFuC7cMwzJ4SQkAwAAlISQXIXYz/QkS7RcAAAAnAshuQqxWiyyW7l4DwAA4HwIyVVMAMvAAQAAnBchuYoJtBOSAQAAzoeQXMW41krO4dbUAAAAJSIkVzFn2y3oSQYAACgJIbmK4dbUAAAA50dIrmJcM8ksAQcAAFAyQnIVE2B3LQFHSAYAACgJIbmKMdst8uhJBgAAKAkhuYpxLQGXnefwcSUAAAAVFyG5igkOsEmSTufSbgEAAFASQnIVczYkM5MMAABQEkJyFRMckH/KTxGSAQAASkRIrmKC7cwkAwAAnA8huYoJoScZAADgvAjJVYyrJznH4ZTDyTJwAAAAxSEkVzFBAWdPOcvAAQAAFI+QXMVYLRYFnVkrmZYLAACA4hGSqyBXywUrXAAAABSPkFwFuZaBY4ULAACA4hGSqyBuKAIAAHBuhOQqiGXgAAAAzo2QXAUxkwwAAHBuhOQqiJ5kAACAcyMkV0GsbgEAAHBuhOQqKNhOTzIAAMC5EJKrINotAAAAzo2QXAWZq1twW2oAAIBiEZKroOACS8AZhuHjagAAACoeQnIV5ArJDqehPCchGQAAoDBCchUUYLPIZrFIYoULAACA4hCSqyCLxaIgLt4DAAAoESG5iuLW1AAAACUjJFdR3JoaAACgZITkKoq1kgEAAEpGSK6igmm3AAAAKBEhuYpyhWRWtwAAACiKkFxF0W4BAABQMkJyFcWFewAAACUjJFdRLAEHAABQMkJyFRVsZyYZAACgJITkKoqeZAAAgJIRkqsosyc5zynD8HExAAAAFQwhuYpyhWRJyqEtGQAAwA0huYqyWS0KtOWffkIyAACAO0JyFebqS85xWnxcCQAAQMVCSK7CXC0XzCQDAAC4IyRXYa6QnO1gJhkAAKAgQnIVFh5klySdYhU4AAAAN4TkKqxasCskM5MMAABQECG5CnOF5Kw8QjIAAEBBPg3JY8eO1RVXXKFq1aopOjpaffr00Y4dO9zGnD59WklJSapZs6bCw8PVt29fpaamuo1JTk5Wr169FBoaqujoaD3++OPKy8tzG7N48WJ16NBBQUFBatq0qaZPn16knsmTJ6tRo0YKDg5W586dtXr1aq9/5oqEdgsAAIDi+TQkL1myRElJSVq5cqXmz5+v3Nxc9ejRQ5mZmeaYRx99VN99951mzZqlJUuW6MCBA7rlllvM/Q6HQ7169VJOTo6WL1+ujz76SNOnT9eoUaPMMbt371avXr30pz/9SRs3btTw4cP197//XT/++KM55rPPPtOIESM0evRorV+/XpdffrkSExN16NChi/Nl+EBEcIAkZpIBAAAKsxhGxbkp8eHDhxUdHa0lS5bouuuuU3p6umrXrq2ZM2fq1ltvlSRt375dLVu21IoVK3TVVVfphx9+UO/evXXgwAHFxMRIkqZOnaonn3xShw8fVmBgoJ588knNmTNHmzdvNt+rX79+SktL09y5cyVJnTt31hVXXKG3335bkuR0OlW/fn099NBDeuqpp85be0ZGhiIjI5Wenq6IiAhvfzVFrF+/Xh07dtSIyV+qXrPWHh0j1+HUO4t3SZKSJ9yhtcuXqkOHDt4sEwAAoMIoS16rUD3J6enpkqQaNWpIktatW6fc3FwlJCSYY1q0aKEGDRpoxYoVkqQVK1aobdu2ZkCWpMTERGVkZGjLli3mmILHcI1xHSMnJ0fr1q1zG2O1WpWQkGCOKSw7O1sZGRluj8omwGY1byhir1bLx9UAAABUHBUmJDudTg0fPlzXXHON2rRpI0lKSUlRYGCgoqKi3MbGxMQoJSXFHFMwILv2u/ada0xGRoZOnTqlI0eOyOFwFDvGdYzCxo4dq8jISPNRv359zz64j1ULym+5sEfU9nElAAAAFUeFCclJSUnavHmzPv30U1+XUiojR45Uenq6+di3b5+vS/KIa4ULGyEZAADAZPd1AZI0bNgwzZ49W0uXLlW9evXM7bGxscrJyVFaWprbbHJqaqpiY2PNMYVXoXCtflFwTOEVMVJTUxUREaGQkBDZbDbZbLZix7iOUVhQUJCCgoI8+8AViCskM5MMAABwlk9nkg3D0LBhw/TVV19p4cKFaty4sdv+jh07KiAgQAsWLDC37dixQ8nJyYqPj5ckxcfH65dffnFbhWL+/PmKiIhQq1atzDEFj+Ea4zpGYGCgOnbs6DbG6XRqwYIF5hh/Fe6aSaYnGQAAwOTTmeSkpCTNnDlT33zzjapVq2b2/0ZGRiokJESRkZEaMmSIRowYoRo1aigiIkIPPfSQ4uPjddVVV0mSevTooVatWumuu+7SuHHjlJKSomeffVZJSUnmTO/999+vt99+W0888YTuueceLVy4UJ9//rnmzJlj1jJixAgNGjRInTp10pVXXqkJEyYoMzNTgwcPvvhfzEVETzIAAEBRPg3JU6ZMkSR169bNbfu0adN09913S5LefPNNWa1W9e3bV9nZ2UpMTNQ777xjjrXZbJo9e7YeeOABxcfHKywsTIMGDdILL7xgjmncuLHmzJmjRx99VBMnTlS9evX0wQcfKDEx0Rxzxx136PDhwxo1apRSUlLUrl07zZ07t8jFfP6GdgsAAICiKtQ6yZVZZVwnWZJOnM7Vh8v2yHDk6os76uuKTh29WCUAAEDFUZa8ViEu3IPvhAXaZZEh2QKUnu30dTkAAAAVQoVZAg6+YbVaFGzL//2RLIdviwEAAKggCMlQqD2/44aQDAAAkI+QDIXY8kPyYUIyAACAJEIyJIXSbgEAAOCGkAzaLQAAAAohJMNstziSxeoWAAAAEiEZkkLPLATITDIAAEA+QjLMmeT0bKdO5xKUAQAACMlQoFVy5pyWJB1MP+3jagAAAHyPkAxZLFJeeookafeRkz6uBgAAwPcIyZAk5R7eI0nannLCt4UAAABUAIRkSJJyDu+VJO0gJAMAABCSkc81k0xIBgAAICTjjJwzIXnX4ZPKdbBeMgAAqNoIyZAkOTIOKzTAolyHod8PZ/q6HAAAAJ8iJMNUPyL/riLbUzJ8XAkAAIBvEZJhahgZIIm+ZAAAAEIyTA0j82eSCckAAKCqIyTD1CDK1W5BSAYAAFUbIRkmV7vF/rRTyjid6+NqAAAAfIeQDFN4oFWxEcGSpF+ZTQYAAFUYIRlumsdWk0TLBQAAqNoIyXDT4kxI5uI9AABQlRGS4aY5IRkAAICQDHdn2y0yZBiGj6sBAADwDUIy3DSNDleg3aqM03nafYTbUwMAgKqJkAw3QXab2tePkiSt/P2Yb4sBAADwEUIyirjqkpqSpJW/H/VxJQAAAL5BSEYRBUMyfckAAKAqIiSjiPYNohRot+rQiWz6kgEAQJVESEYRwQH0JQMAgKqNkIxi0ZcMAACqMkIyikVfMgAAqMoIySgWfckAAKAqIySjWPQlAwCAqoyQjBLRlwwAAKoqQjJK5ArJy347IoeTvmQAAFB1EJJRok6NqisyJEBHM3O0Zg8tFwAAoOogJKNEATarElrGSJLmbk7xcTUAAAAXDyEZ53Rj21hJ+SHZScsFAACoIgjJOKcuzWopPMiulIzT2rAvzdflAAAAXBSEZJxTkN2m7i2jJUlzNx/0cTUAAAAXByEZ59WzTX7LxQ+bU7j7HgAAqBIIyTivrpdGKyTApj+On9Lm/Rm+LgcAAOCCIyTjvEICbbq+RX7Lxfe0XAAAgCqAkIxSubFtHUnS1xv2c2MRAADg9wjJKJWEVtGqHhqgg+mnteTXQ74uBwAA4IIiJKNUguw23dqxniRp5qp9Pq4GAADgwrL7ugBUHNu2bTvn/rZheZKkhdtTNf+nNaoZait2XK1atdSgQQOv1wcAAHCxEJKhjGOHJUkDBgw479iYO8cquEFb3fbkeKUv/7TYMSGhodq+bRtBGQAAVFqEZOjUyfxl3Xrd94yaX9bxnGOTM61ac1SK69Zf9/ztdlks7vtTk3dpxquP68iRI4RkAABQaRGSYaoZ11D1mrU+55hYh1ObftqtrDyn8mo0UuNaYRepOgAAgIuHC/dQJnabVS3rREiS1icf93E1AAAAFwYhGWXWvkGUrBbpj+OndCDtlK/LAQAA8DpCMsosIjjAnE1eveeYj6sBAADwPkIyPHJFoxqyWKS9R7OUkn7a1+UAAAB4FSEZHokMCVCL2GqSmE0GAAD+h5AMj13RqIYsknYfyVRqBrPJAADAfxCS4bHqoYFqfmY2eeH2Q3I6DR9XBAAA4B2EZJRLl6a1FGS36tCJbG3cl+brcgAAALyCkIxyCQuyq0uzWpKkFb8f1ck8HxcEAADgBYRklFvrOhGqVz1EeU5DG45xE0cAAFD5EZJRbhaLRde3iJbNatGh01ZFXHWbr0sCAAAoF0IyvKJ6aKC6Nqud//uug7RqP6tdAACAyouQDK9pWy9Sl4Q7JEkTV6Vp64EMH1cEAADgGUIyvOry6g6d2rNRp/MMDflojZKPZvm6JAAAgDIjJMOrrBbpyDevqG41mw6mn1a/91YQlAEAQKVDSIbXOU+f1PPdauqS2mE6cCYo7z2a6euyAAAASo2QjAuiRohNn957lZqcCcp9p6zQur3HfV0WAABAqRCSccFERwTr30OvUovYajpyMlt3vrdSs9bu83VZAAAA50VIxgUVXS1Y/3ngaiW2jlGOw6nHv9ikkV/+opPZ3JoPAABUXIRkXHBhQXZN6d9RD3dvJkn69+pkJb65VP/bedjHlQEAABSPewjjgti2bVuRbd1qSjW71tDktenan3ZKd/3fal1dL1j921ZTnWrF/1GsVauWGjRocKHLBQAAcENIhldlHMufHR4wYECJYywBwYq6bqCqdeyt5X+c1rK9J3Xy57lKXzlLjhNH3caGhIZq+7ZtBGUAAHBREZLhVadO5t9lr9d9z6j5ZR3POTY9x6HNaVLKabuqdeitiA691DDMqeYRDoUHSKnJuzTj1cd15MgRQjIAALioCMm4IGrGNVS9Zq3POaaepNaS/jiepZW/H9P+tFPak2nTnkybLqkVprrRTS9KrQAAAIURkuFz9aqH6taOoTqQdkpr9hzTnqNZ+v1Ipn5XgOoMmayvt59UvWanFV0t2NelAgCAKoKQjAojLipEN7erq2OZOdq4L01bD6QpsFZDfbzphD75ZYHaxwbpT41CdEVcsAJsljIdmwsAAQBAWRCSUeHUCAvU9S2iVTNtm/7zn/8orG2Cguu21LqD2Vp3MFuOUyeUuXWJMjcvUE7KzlIdkwsAAQBAWRCSUWHlZabr5M8/qutVnRRXJ0d7M21KzrTqVEg1RXTsrYiOvVUtwKmGYU7VD3UqtIQ/zVwACAAAyoqQjAqvZlxDtWzVWi0lOQ1D+45ladvBE/rt8EmdyLVqc5pVm9OkulEhahodria1w1QtOMDXZQMAgEqMkIxKxWqxqGHNMDWsGabsPId2HjqpHQdP6I+0U9p/5rHk18OqXS1I9aqHqG5UiAyHr6sGAACVDSEZlVaQ3aY2cZFqExepjNO5+u3QSe06dFIH0k/r8IlsHT6RrQ3JaZICVe+hGXp24VG1/X2TGtQMVf0aoWpw5lE9NEAWS9kuBAQAAP6NkAy/EBEcoA4NqqtDg+rKzM7TvuNZ+TPLx0/peFaObKGR2nokR1uP7Cvy2vAg+5nQHGIGZ1eIrls9REF2mw8+EQAA8CVCMvxOWJBdLWIj1CI2QpK0Z8cWTXnxH3rkubGyRcYoNdOhlJN5Ss106Ngpp05m52nbwQxtO5hR5FgWSTVCrIoJtysmzKaYMJsaRkeqRcM41QoPUu1qQaoZHqgAm/Uif0oAAHAhEZLh97LSDiv30O96/aE7iuyz2ANli4xWQGSs7FGxslevI3tkTP4jKlbWwBAdPeXU0VM52nr4zIu2nJS03+04UaEBCg+yKzzIrtBAm8IK/BoWaFdokE3hgXaFBtkV5toeZFNo4NnXhAbaFWCzyG61ymazyG7Nf9isFtpBAAC4yAjJhUyePFmvvfaaUlJSdPnll2vSpEm68sorfV0WyuHUyfwZ4l73PaPml3Us9esMQ8p25igrz6LMPIsy86Qj6Se1Z9dvuqR1O2VbApV22imnIaVl5SotK/dCfQRZLZLNIgXZLQoLsCo0wKKwQKvCAlzPraodFab6MbUUHmxXRLBd4UEBqhZsV3iwXdWC7KoWHKDgACuBGwCAUiAkF/DZZ59pxIgRmjp1qjp37qwJEyYoMTFRO3bsUHR0tK/LQznVjGuoes1al+sYW1ct1uovxujQF64tFllDqskWFiVLQLCsgSGyBIbIGhCc/2tgiCyBwbIGhp7ZHyxLYOiZ/We2Bwab4y3W4vufnUb+IzfH0MmckpbryJR06Jz1u4J2oK3gQwqwWmQtkJ2dTkOWMxsMo+TjFd4VYD17zECbRRFhIapdPVJhQfmz567Z9rAgu+xWixxOQ07DkMMpOQxDTmf+EV053mKxyCLJZrUowGZVoN2qwDO/Btndn1sLhH+jQGWF6y9cs9WSf3y71XrmV4vbr/xQAQBVEyG5gPHjx+vee+/V4MGDJUlTp07VnDlz9OGHH+qpp57ycXWoCDydlS7OttVL9MMHE/OP1bqjJIcMwyFD+cHOKZ39/ZnnDkPKdVqU6yz4q3ToUIp2bd0ka3B4fvAOCpE1KEzWwFBZg0JlCQqVxWKVw5Cycg1l5Z4j+XrVaUnHL9J7XRgFf3hw/bZgbi4YwosL4BblL11otajAwyKL5eyxC8Zwi0WyqOh4qyX//DuchhyGlOc0zB+eLGdeV/B4ljOvsZjHLPirpYTt+e9d8LnhNGSznRlfYJ/OvJ/dalGAVWZ7kNvvbQX+/BpSbl6eLFbbmedn63f/veSU+3PXv6TYrBbZz/waFhKsyIhw84ebAJtFdptVFp39gcvhdB3bKPADWf52wzDkOPP8ZGamTp/OkeH68erMf2+SZFX++7ne3/1XyWaxyG7NP0cR4aGqWaO67FaLrBZL/vGM/D8XTsMw/6wYxtnt+b+efS4jv4a09HRlZWWdfU2BP2vnOl/FbQ8LC1NUVFTJf8irAPf/7s7893Xmh+CC/40XVpZJgvO9qDR/67qVUuAvmsJ/R+RvsxSzrchLz44rMsZS7GsKH7/wPIGlmLpKek3Bl7o+/9k/04bb815t68h6rpPhA4TkM3JycrRu3TqNHDnS3Ga1WpWQkKAVK1YUGZ+dna3s7GzzeXp6uiQpI6PoxV8XwsmTJyVJf+zcouxTWeU6VmryLklSyp5ftSss1O+OdSFqys3JLvf3npuTXepjWc887JKCCm+UlJ26UcfmTdUVPe9QvXrNJJ0485CUKxm5klNWOWSTQ1Y5LRY5zxzAKYucBf4qO3Jwr37buFrNOnVRzdp1iqnG/a96S4GthsV1PKvSjx3R3l+3yhoQlD9L7ppFDwyWJSBEFotNMpwy5JCcThlOp85GkzORzExjVlmsAbLY7LLYAyRr/q8Wm/3M9oBC/3cpXKZ7zUaB/4lZLNYzxy9hFr/YrUBJ9vi6AKBS6jK6h2wXISS7cppxrp+AzrAYpRlVBRw4cEB169bV8uXLFR8fb25/4okntGTJEq1atcpt/JgxY/T8889f7DIBAABQTvv27VO9evXOOYaZZA+NHDlSI0aMMJ87nU4dO3ZMNWvWvCg9jBkZGapfv7727duniIiIC/5+uDA4j/6B8+gfOI/+gfPoHy7UeTQMQydOnFBcXNx5xxKSz6hVq5ZsNptSU1Pdtqempio2NrbI+KCgIAUFBblt80XPV0REBH8J+AHOo3/gPPoHzqN/4Dz6hwtxHiMjI0s1jjsgnBEYGKiOHTtqwYIF5jan06kFCxa4tV8AAADA/zGTXMCIESM0aNAgderUSVdeeaUmTJigzMxMc7ULAAAAVA2E5ALuuOMOHT58WKNGjVJKSoratWunuXPnKiYmxtelFREUFKTRo0cXaflA5cJ59A+cR//AefQPnEf/UBHOI6tbAAAAAIXQkwwAAAAUQkgGAAAACiEkAwAAAIUQkgEAAIBCCMmV1OTJk9WoUSMFBwerc+fOWr16ta9LQgnGjh2rK664QtWqVVN0dLT69OmjHTt2uI05ffq0kpKSVLNmTYWHh6tv375FbmyDiuWVV16RxWLR8OHDzW2cx8ph//79GjBggGrWrKmQkBC1bdtWa9euNfcbhqFRo0apTp06CgkJUUJCgnbu3OnDilGYw+HQc889p8aNGyskJERNmjTRiy++qIJrEXAeK56lS5fqpptuUlxcnCwWi77++mu3/aU5Z8eOHVP//v0VERGhqKgoDRkyRCdPnrwg9RKSK6HPPvtMI0aM0OjRo7V+/XpdfvnlSkxM1KFDh3xdGoqxZMkSJSUlaeXKlZo/f75yc3PVo0cPZWZmmmMeffRRfffdd5o1a5aWLFmiAwcO6JZbbvFh1TiXNWvW6N1339Vll13mtp3zWPEdP35c11xzjQICAvTDDz9o69ateuONN1S9enVzzLhx4/TWW29p6tSpWrVqlcLCwpSYmKjTp0/7sHIU9Oqrr2rKlCl6++23tW3bNr366qsaN26cJk2aZI7hPFY8mZmZuvzyyzV58uRi95fmnPXv319btmzR/PnzNXv2bC1dulRDhw69MAUbqHSuvPJKIykpyXzucDiMuLg4Y+zYsT6sCqV16NAhQ5KxZMkSwzAMIy0tzQgICDBmzZpljtm2bZshyVixYoWvykQJTpw4YTRr1syYP3++0bVrV+ORRx4xDIPzWFk8+eSTRpcuXUrc73Q6jdjYWOO1114zt6WlpRlBQUHGv//974tRIkqhV69exj333OO27ZZbbjH69+9vGAbnsTKQZHz11Vfm89Kcs61btxqSjDVr1phjfvjhB8NisRj79+/3eo3MJFcyOTk5WrdunRISEsxtVqtVCQkJWrFihQ8rQ2mlp6dLkmrUqCFJWrdunXJzc93OaYsWLdSgQQPOaQWUlJSkXr16uZ0vifNYWXz77bfq1KmTbrvtNkVHR6t9+/Z6//33zf27d+9WSkqK23mMjIxU586dOY8VyNVXX60FCxbo119/lST9/PPP+umnn9SzZ09JnMfKqDTnbMWKFYqKilKnTp3MMQkJCbJarVq1apXXa+KOe5XMkSNH5HA4itwFMCYmRtu3b/dRVSgtp9Op4cOH65prrlGbNm0kSSkpKQoMDFRUVJTb2JiYGKWkpPigSpTk008/1fr167VmzZoi+ziPlcPvv/+uKVOmaMSIEXr66ae1Zs0aPfzwwwoMDNSgQYPMc1Xc37Gcx4rjqaeeUkZGhlq0aCGbzSaHw6GXXnpJ/fv3lyTOYyVUmnOWkpKi6Ohot/12u101atS4IOeVkAxcRElJSdq8ebN++uknX5eCMtq3b58eeeQRzZ8/X8HBwb4uBx5yOp3q1KmTXn75ZUlS+/bttXnzZk2dOlWDBg3ycXUorc8//1wzZszQzJkz1bp1a23cuFHDhw9XXFwc5xFeQ7tFJVOrVi3ZbLYiV8ynpqYqNjbWR1WhNIYNG6bZs2dr0aJFqlevnrk9NjZWOTk5SktLcxvPOa1Y1q1bp0OHDqlDhw6y2+2y2+1asmSJ3nrrLdntdsXExHAeK4E6deqoVatWbttatmyp5ORkSTLPFX/HVmyPP/64nnrqKfXr109t27bVXXfdpUcffVRjx46VxHmsjEpzzmJjY4ssUpCXl6djx45dkPNKSK5kAgMD1bFjRy1YsMDc5nQ6tWDBAsXHx/uwMpTEMAwNGzZMX331lRYuXKjGjRu77e/YsaMCAgLczumOHTuUnJzMOa1Aunfvrl9++UUbN240H506dVL//v3N33MeK75rrrmmyBKMv/76qxo2bChJaty4sWJjY93OY0ZGhlatWsV5rECysrJktbpHGJvNJqfTKYnzWBmV5pzFx8crLS1N69atM8csXLhQTqdTnTt39n5RXr8UEBfcp59+agQFBRnTp083tm7dagwdOtSIiooyUlJSfF0aivHAAw8YkZGRxuLFi42DBw+aj6ysLHPM/fffbzRo0MBYuHChsXbtWiM+Pt6Ij4/3YdUojYKrWxgG57EyWL16tWG3242XXnrJ2LlzpzFjxgwjNDTU+OSTT8wxr7zyihEVFWV88803xqZNm4ybb77ZaNy4sXHq1CkfVo6CBg0aZNStW9eYPXu2sXv3buPLL780atWqZTzxxBPmGM5jxXPixAljw4YNxoYNGwxJxvjx440NGzYYe/fuNQyjdOfshhtuMNq3b2+sWrXK+Omnn4xmzZoZd9555wWpl5BcSU2aNMlo0KCBERgYaFx55ZXGypUrfV0SSiCp2Me0adPMMadOnTIefPBBo3r16kZoaKjx17/+1Th48KDvikapFA7JnMfK4bvvvjPatGljBAUFGS1atDDee+89t/1Op9N47rnnjJiYGCMoKMjo3r27sWPHDh9Vi+JkZGQYjzzyiNGgQQMjODjYuOSSS4xnnnnGyM7ONsdwHiueRYsWFfv/w0GDBhmGUbpzdvToUePOO+80wsPDjYiICGPw4MHGiRMnLki9FsMocHsaAAAAAPQkAwAAAIURkgEAAIBCCMkAAABAIYRkAAAAoBBCMgAAAFAIIRkAAAAohJAMAAAAFEJIBgAAAAohJANAFdatWzcNHz7c12UAQIVDSAaASuqmm27SDTfcUOy+//3vf7JYLNq0adNFrgoA/AMhGQAqqSFDhmj+/Pn6448/iuybNm2aOnXqpMsuu+yC1uBwOOR0Oi/oewCALxCSAaCS6t27t2rXrq3p06e7bT958qRmzZqlPn366M4771TdunUVGhqqtm3b6t///vc5j3n8+HENHDhQ1atXV2hoqHr27KmdO3ea+6dPn66oqCh9++23atWqlYKCgpScnKzs7Gz94x//UN26dRUWFqbOnTtr8eLF5uv27t2rm266SdWrV1dYWJhat26t77//3ptfBwB4FSEZACopu92ugQMHavr06TIMw9w+a9YsORwODRgwQB07dtScOXO0efNmDR06VHfddZdWr15d4jHvvvturV27Vt9++61WrFghwzB04403Kjc31xyTlZWlV199VR988IG2bNmi6OhoDRs2TCtWrNCnn36qTZs26bbbbtMNN9xgBuykpCRlZ2dr6dKl+uWXX/Tqq68qPDz8wn05AFBOFqPg36wAgEpl+/btatmypRYtWqRu3bpJkq677jo1bNhQ//rXv4qM7927t1q0aKHXX39dUv6Fe+3atdOECRO0c+dOXXrppVq2bJmuvvpqSdLRo0dVv359ffTRR7rttts0ffp0DR48WBs3btTll18uSUpOTtYll1yi5ORkxcXFme+VkJCgK6+8Ui+//LIuu+wy9e3bV6NHj77A3wgAeIfd1wUAADzXokULXX311frwww/VrVs3/fbbb/rf//6nF154QQ6HQy+//LI+//xz7d+/Xzk5OcrOzlZoaGixx9q2bZvsdrs6d+5sbqtZs6aaN2+ubdu2mdsCAwPdep1/+eUXORwOXXrppW7Hy87OVs2aNSVJDz/8sB544AHNmzdPCQkJ6tu37wXvlwaA8qDdAgAquSFDhug///mPTpw4oWnTpqlJkybq2rWrXnvtNU2cOFFPPvmkFi1apI0bNyoxMVE5OTnler+QkBBZLBbz+cmTJ2Wz2bRu3Tpt3LjRfGzbtk0TJ06UJP3973/X77//rrvuuku//PKLOnXqpEmTJpWrDgC4kAjJAFDJ3X777bJarZo5c6Y+/vhj3XPPPbJYLFq2bJluvvlmDRgwQJdffrkuueQS/frrryUep2XLlsrLy9OqVavMbUePHtWOHTvUqlWrEl/Xvn17ORwOHTp0SE2bNnV7xMbGmuPq16+v+++/X19++aUee+wxvf/++975AgDgAiAkA0AlFx4erjvuuEMjR47UwYMHdffdd0uSmjVrpvnz52v58uXatm2b7rvvPqWmppZ4nGbNmunmm2/Wvffeq59++kk///yzBgwYoLp16+rmm28u8XWXXnqp+vfvr4EDB+rLL7/U7t27tXr1ao0dO1Zz5syRJA0fPlw//vijdu/erfXr12vRokVq2bKlV78HAPAmQjIA+IEhQ4bo+PHjSkxMNC+ee/bZZ9WhQwclJiaqW7duio2NVZ8+fc55nGnTpqljx47q3bu34uPjZRiGvv/+ewUEBJz3dQMHDtRjjz2m5s2bq0+fPlqzZo0aNGggKX895aSkJLVs2VI33HCDLr30Ur3zzjte+ewAcCGwugUAAABQCDPJAAAAQCGEZAAAAKAQQjIAAABQCCEZAAAAKISQDAAAABRCSAYAAAAKISQDAAAAhRCSAQAAgEIIyQAAAEAhhGQAAACgEEIyAAAAUMj/AziQXvAcEYE8AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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7yj78/e9/t9b3vu+++xQSEqJ//vOfKigo0Pjx4yv0dZ3KuHHj1KdPH3Xr1k133HGH9u3bp5dfflnt27fXoUOHrHaXXXaZ7rnnHo0bN05ZWVnq1auXQkNDtXHjRk2bNk0TJkzQddddV+737dWrl8LCwnTNNdfonnvu0aFDh/TGG28oLi5OO3bsOOPrX3rpJXXr1k0XXXSR7r77bjVv3lw///yzZsyYoaysLEmVG8Pyfr7+dPXVV+udd95RTEyM2rVrp8zMTH311Vcetdtn8uOPP3qsK+8WHx+vK6+80pvdPaUbbrhBDRo0ULt27ZSXl6e33npLP/30k2bMmOFxEzEQdKpqmRIA55aTl+oKCwszCQkJ5sorrzQTJkzwWO7O7eQl2+bMmWP69u1rGjRoYMLCwkyDBg3MTTfdZH788UeP13366aemXbt2JiQkxGNZvssuu8xjObDSTres2vvvv29GjRpl4uLiTEREhOnTp0+ZJd+MMea5554zDRs2NE6n01xyySVm2bJlZa5pzLEl1P7617+a5s2bm9DQUJOQkGCuu+46jyXidNJSfMYYs2LFCpOammqioqJMZGSkufzyy82iRYtOOcYnL3d4quXlTud///ufadu2rXE6naZdu3bmo48+MgMHDiyzZJwxxrz++usmMTHRREREmJo1a5oOHTqYESNGmO3bt//me5xqKb7PPvvMdOzY0YSHh5tmzZqZZ555xlq6cMuWLWfs9+rVq82f/vQnExsba8LDw03r1q3NY4895tGmPGN4urEqz+frfu20adM8Xnu6z8U9DqWXlpRk0tLSynx9Jy8HuH//fjNo0CBTt25dExUVZVJTU8369etPu2zgyXSa5fIknXa5vfIsxXe6pTZP9XfvmWeeMW3atDHh4eGmVq1a5o9//KNZuXLlGfsOBDqbMV66QwYAAAAIctRcAwAAAF5CuAYAAAC8hHANAAAAeAnhGgAAAPASwjUAAADgJYRrAAAAwEvYRMaPXC6Xtm/frpo1a3p9i2cAAABUnjFGBw8eVIMGDWS3n/08NOHaj7Zv367GjRtXdTcAAABwBtu2bVOjRo3O+nWEaz9ybwe7bds2RUdHV3FvAAAAcLK8vDw1btzYym1ni3DtR+5SkOjoaMI1AABANVbREt4qvaFx4sSJ6tixoxU2k5OT9eWXX1rnjx49qrS0NNWpU0dRUVHq37+/du7c6XGN7Oxs9enTR5GRkYqLi9NDDz2k4uJijzbz58/XRRddJKfTqZYtW2rKlCll+vLqq6+qWbNmCg8PV1JSkr777juP8+XpCwAAAIJblYbrRo0a6emnn9by5cu1bNkyXXHFFerbt6/WrFkjSRo+fLg+//xzTZs2TQsWLND27dt17bXXWq8vKSlRnz59VFhYqEWLFuntt9/WlClTNHr0aKvNli1b1KdPH11++eXKysrSsGHDdOedd2rWrFlWmw8//FDp6ekaM2aMVqxYoU6dOik1NVW7du2y2pypLwAAAIBMNVOrVi3z5ptvmgMHDpjQ0FAzbdo069y6deuMJJOZmWmMMeaLL74wdrvd5OTkWG0mTpxooqOjTUFBgTHGmBEjRpj27dt7vMeAAQNMamqq9bxr164mLS3Nel5SUmIaNGhgxo0bZ4wx5epLeeTm5hpJJjc3t9yvAQAAgP9UNq9Vm3WuS0pK9MEHHyg/P1/Jyclavny5ioqKlJKSYrVp06aNmjRposzMTElSZmamOnTooPj4eKtNamqq8vLyrNnvzMxMj2u427ivUVhYqOXLl3u0sdvtSklJsdqUpy+nUlBQoLy8PI8HAAAAAleVh+sffvhBUVFRcjqdGjJkiD7++GO1a9dOOTk5CgsLU2xsrEf7+Ph45eTkSJJycnI8grX7vPvcb7XJy8vTkSNHtGfPHpWUlJyyTelrnKkvpzJu3DjFxMRYD5bhAwAACGxVHq5bt26trKwsLVmyRPfee68GDhyotWvXVnW3vGLUqFHKzc21Htu2bavqLgEAAMCHqnwpvrCwMLVs2VKSlJiYqKVLl2rChAkaMGCACgsLdeDAAY8Z4507dyohIUGSlJCQUGZVD/cKHqXbnLyqx86dOxUdHa2IiAg5HA45HI5Ttil9jTP15VScTqecTudZjAYAAADOZVU+c30yl8ulgoICJSYmKjQ0VHPmzLHObdiwQdnZ2UpOTpYkJScn64cffvBY1SMjI0PR0dFq166d1ab0Ndxt3NcICwtTYmKiRxuXy6U5c+ZYbcrTFwAAAKBKZ65HjRql3r17q0mTJjp48KDee+89zZ8/X7NmzVJMTIwGDx6s9PR01a5dW9HR0br//vuVnJysiy++WJLUq1cvtWvXTrfeeqvGjx+vnJwcPfroo0pLS7NmjIcMGaJXXnlFI0aM0B133KG5c+dq6tSpmjFjhtWP9PR0DRw4UF26dFHXrl314osvKj8/X4MGDZKkcvUFAAAAqNJwvWvXLt12223asWOHYmJi1LFjR82aNUtXXnmlJOmFF16Q3W5X//79VVBQoNTUVL322mvW6x0Oh6ZPn657771XycnJqlGjhgYOHKgnnnjCatO8eXPNmDFDw4cP14QJE9SoUSO9+eabSk1NtdoMGDBAu3fv1ujRo5WTk6POnTtr5syZHjc5nqkvAAAAgM0YY6q6E8EiLy9PMTExys3NZftzAACAaqiyea3a1VwDAAAA5yrCNQAAAOAlhGsAAADASwjXAAAAgJcQrgEAAAAvIVwDAAAAXlLl25/DdzLW7lRxiUs9WscpIsxR1d0BAAAIeMxcB7Ch763Qve+u0J5DBVXdFQAAgKBAuA5gDrtNksQ2QQAAAP5BuA5gdtuxcF1CugYAAPALwnUAOz5xrRIX4RoAAMAfCNcB7ERZCOEaAADAHwjXAYyyEAAAAP8iXAcw+/GZa5erijsCAAAQJAjXAcxdc+1i5hoAAMAvCNcBzHG8LIRwDQAA4B+E6wBmc9dcs1oIAACAXxCuA5h7tRCyNQAAgH8QrgMYNdcAAAD+RbgOYO7VQigLAQAA8A/CdQDjhkYAAAD/IlwHMPcmMqxzDQAA4B+E6wBmbSLDzDUAAIBfEK4DmPuGRrY/BwAA8A/CdQBzL8VnCNcAAAB+QbgOYCc2kanijgAAAAQJwnUAc7DONQAAgF8RrgPYidVCCNcAAAD+QLgOYHa2PwcAAPArwnUAc28iw2ohAAAA/kG4DmD2458uZSEAAAD+QbgOYHa2PwcAAPArwnUAs1tL8RGuAQAA/IFwHcBObCJTxR0BAAAIEoTrAMb25wAAAP5FuA5g1FwDAAD4F+E6gLGJDAAAgH8RrgOYg01kAAAA/IpwHcDcOzSyWggAAIB/EK4DmPuGRmquAQAA/INwHcAc3NAIAADgV4TrAGazNpGp4o4AAAAECcJ1AHMc/3SZuQYAAPAPwnUAYyk+AAAA/yJcBzA7S/EBAAD4FeE6gLH9OQAAgH8RrgOYe7UQQ7gGAADwC8J1AGMTGQAAAP8iXAcw9w2NlIUAAAD4B+E6gDns7rKQKu4IAABAkCBcBzCb+4ZGykIAAAD8gnAdwNj+HAAAwL8I1wGMTWQAAAD8i3AdwNhEBgAAwL8I1wGMTWQAAAD8i3AdwNhEBgAAwL8I1wGMTWQAAAD8i3AdwKwbGsnWAAAAfkG4DmCO458uq4UAAAD4B+E6gLH9OQAAgH8RrgMYZSEAAAD+RbgOYO6l+CgLAQAA8A/CdQBz2Nn+HAAAwJ8I1wHMZmMpPgAAAH8iXAcwB9ufAwAA+FWVhutx48bpd7/7nWrWrKm4uDj169dPGzZs8GjTo0cP2Ww2j8eQIUM82mRnZ6tPnz6KjIxUXFycHnroIRUXF3u0mT9/vi666CI5nU61bNlSU6ZMKdOfV199Vc2aNVN4eLiSkpL03XffeZw/evSo0tLSVKdOHUVFRal///7auXOndwbDBxw2ykIAAAD8qUrD9YIFC5SWlqbFixcrIyNDRUVF6tWrl/Lz8z3a3XXXXdqxY4f1GD9+vHWupKREffr0UWFhoRYtWqS3335bU6ZM0ejRo602W7ZsUZ8+fXT55ZcrKytLw4YN05133qlZs2ZZbT788EOlp6drzJgxWrFihTp16qTU1FTt2rXLajN8+HB9/vnnmjZtmhYsWKDt27fr2muv9eEIVY7NfUMj4RoAAMAvbMZUn+S1e/duxcXFacGCBerevbukYzPXnTt31osvvnjK13z55Ze6+uqrtX37dsXHx0uSJk2apJEjR2r37t0KCwvTyJEjNWPGDK1evdp63Y033qgDBw5o5syZkqSkpCT97ne/0yuvvCJJcrlcaty4se6//349/PDDys3NVb169fTee+/puuuukyStX79ebdu2VWZmpi6++OIzfn15eXmKiYlRbm6uoqOjKzxO5fXRil+UPvV7XXp+Xb0zOMnn7wcAAHCuq2xeq1Y117m5uZKk2rVrexx/9913VbduXV1wwQUaNWqUDh8+bJ3LzMxUhw4drGAtSampqcrLy9OaNWusNikpKR7XTE1NVWZmpiSpsLBQy5cv92hjt9uVkpJitVm+fLmKioo82rRp00ZNmjSx2pysoKBAeXl5Hg9/slMWAgAA4FchVd0BN5fLpWHDhumSSy7RBRdcYB3/85//rKZNm6pBgwZatWqVRo4cqQ0bNuijjz6SJOXk5HgEa0nW85ycnN9sk5eXpyNHjmj//v0qKSk5ZZv169db1wgLC1NsbGyZNu73Odm4ceP0+OOPn+VIeI/dfUOjq8q6AAAAEFSqTbhOS0vT6tWr9c0333gcv/vuu60/d+jQQfXr11fPnj21efNmtWjRwt/dPCujRo1Senq69TwvL0+NGzf22/u7N5Fh+3MAAAD/qBZlIUOHDtX06dM1b948NWrU6DfbJiUdqx3etGmTJCkhIaHMih3u5wkJCb/ZJjo6WhEREapbt64cDscp25S+RmFhoQ4cOHDaNidzOp2Kjo72ePiTe7WQalRWDwAAENCqNFwbYzR06FB9/PHHmjt3rpo3b37G12RlZUmS6tevL0lKTk7WDz/84LGqR0ZGhqKjo9WuXTurzZw5czyuk5GRoeTkZElSWFiYEhMTPdq4XC7NmTPHapOYmKjQ0FCPNhs2bFB2drbVprphExkAAAD/qtKykLS0NL333nv69NNPVbNmTat2OSYmRhEREdq8ebPee+89/eEPf1CdOnW0atUqDR8+XN27d1fHjh0lSb169VK7du106623avz48crJydGjjz6qtLQ0OZ1OSdKQIUP0yiuvaMSIEbrjjjs0d+5cTZ06VTNmzLD6kp6eroEDB6pLly7q2rWrXnzxReXn52vQoEFWnwYPHqz09HTVrl1b0dHRuv/++5WcnFyulUKqApvIAAAA+JmpQpJO+Zg8ebIxxpjs7GzTvXt3U7t2beN0Ok3Lli3NQw89ZHJzcz2u8/PPP5vevXubiIgIU7duXfPggw+aoqIijzbz5s0znTt3NmFhYea8886z3qO0l19+2TRp0sSEhYWZrl27msWLF3ucP3LkiLnvvvtMrVq1TGRkpPnTn/5kduzYUe6vNzc310gq039fmbMuxzQdOd1c8/LXfnk/AACAc11l81q1Wuc60Pl7net5G3Zp0OSluqBhtKbff6nP3w8AAOBcF1DrXMO7HFbNdRV3BAAAIEgQrgOYtYkMRdcAAAB+QbgOYPbjny47NAIAAPgH4TqAuWeu2UQGAADAPwjXAcy9FB/ZGgAAwD8I1wHM2v6cmmsAAAC/IFwHMOuGRqauAQAA/IJwHcCsHRqZuQYAAPALwnUAOzFzXcUdAQAACBKE6wDGaiEAAAD+RbgOYNY610xdAwAA+AXhOoA5uKERAADArwjXAczmLgth5hoAAMAvCNcBjE1kAAAA/ItwHcCsTWRI1wAAAH5BuA5gbCIDAADgX4TrAHZiE5kq7ggAAECQIFwHMGauAQAA/ItwHcDc61xTcw0AAOAfhOsA5p65NkYyBGwAAACfI1wHMPcmMpLEUtcAAAC+R7gOYPZS4ZqNZAAAAHyPcB3A7KU+XW5qBAAA8D3CdQCze5SFEK4BAAB8jXAdwNzrXEvUXAMAAPgD4TqAUXMNAADgX4TrAFZq4pql+AAAAPyAcB3ASpeFMHMNAADge4TrAGZjnWsAAAC/IlwHOPfsNauFAAAA+B7hOsC5K0MoCwEAAPA9wnWAc68Ywsw1AACA7xGuA5wVrl1V3BEAAIAgQLgOcNRcAwAA+A/hOsBZNdeEawAAAJ8jXAc4+/F0zSYyAAAAvke4DnCO4zXXJdRcAwAA+BzhOsDZWC0EAADAbwjXAc5x/BNmnWsAAADfI1wHONa5BgAA8B/CdYA7Ea6ruCMAAABBgHAd4OyUhQAAAPgN4TrAuVcLYSk+AAAA3yNcBzj3OtfMXAMAAPge4TrAUXMNAADgP4TrAOdgtRAAAAC/IVwHuOPZmnANAADgB4TrAOeg5hoAAMBvCNcBzm6tFlLFHQEAAAgChOsAx2ohAAAA/kO4DnDHs7VKmLoGAADwOcJ1gGMTGQAAAP8hXAe4E2UhVdwRAACAIEC4DnB2luIDAADwG8J1gHMvxUe4BgAA8D3CdYCzs0MjAACA3xCuA5w7XFNzDQAA4HuE6wBHzTUAAID/EK4DnFVzzSYyAAAAPke4DnA2d1kIM9cAAAA+R7gOcA7rhsYq7ggAAEAQIFwHOPvxT5iyEAAAAN8jXAc4luIDAADwH8J1gHNY258TrgEAAHyNcB3g3DPXTFwDAAD4XpWG63Hjxul3v/udatasqbi4OPXr108bNmzwaHP06FGlpaWpTp06ioqKUv/+/bVz506PNtnZ2erTp48iIyMVFxenhx56SMXFxR5t5s+fr4suukhOp1MtW7bUlClTyvTn1VdfVbNmzRQeHq6kpCR99913Z92X6sbOaiEAAAB+U6XhesGCBUpLS9PixYuVkZGhoqIi9erVS/n5+Vab4cOH6/PPP9e0adO0YMECbd++Xddee611vqSkRH369FFhYaEWLVqkt99+W1OmTNHo0aOtNlu2bFGfPn10+eWXKysrS8OGDdOdd96pWbNmWW0+/PBDpaena8yYMVqxYoU6deqk1NRU7dq1q9x9qY7YRAYAAMCPTDWya9cuI8ksWLDAGGPMgQMHTGhoqJk2bZrVZt26dUaSyczMNMYY88UXXxi73W5ycnKsNhMnTjTR0dGmoKDAGGPMiBEjTPv27T3ea8CAASY1NdV63rVrV5OWlmY9LykpMQ0aNDDjxo0rd1/OJDc310gyubm55WrvDSP/+71pOnK6eXnOj357TwAAgHNVZfNataq5zs3NlSTVrl1bkrR8+XIVFRUpJSXFatOmTRs1adJEmZmZkqTMzEx16NBB8fHxVpvU1FTl5eVpzZo1VpvS13C3cV+jsLBQy5cv92hjt9uVkpJitSlPX05WUFCgvLw8j4e/WZvIuPz+1gAAAEGn2oRrl8ulYcOG6ZJLLtEFF1wgScrJyVFYWJhiY2M92sbHxysnJ8dqUzpYu8+7z/1Wm7y8PB05ckR79uxRSUnJKduUvsaZ+nKycePGKSYmxno0bty4nKPhPQ73OteUhQAAAPhctQnXaWlpWr16tT744IOq7orXjBo1Srm5udZj27Ztfu8D61wDAAD4T0hVd0CShg4dqunTp2vhwoVq1KiRdTwhIUGFhYU6cOCAx4zxzp07lZCQYLU5eVUP9woepducvKrHzp07FR0drYiICDkcDjkcjlO2KX2NM/XlZE6nU06n8yxGwvsI1wAAAP5TpTPXxhgNHTpUH3/8sebOnavmzZt7nE9MTFRoaKjmzJljHduwYYOys7OVnJwsSUpOTtYPP/zgsapHRkaGoqOj1a5dO6tN6Wu427ivERYWpsTERI82LpdLc+bMsdqUpy/V0YlNZKq4IwAAAEGgSmeu09LS9N577+nTTz9VzZo1rdrlmJgYRUREKCYmRoMHD1Z6erpq166t6Oho3X///UpOTtbFF18sSerVq5fatWunW2+9VePHj1dOTo4effRRpaWlWbPGQ4YM0SuvvKIRI0bojjvu0Ny5czV16lTNmDHD6kt6eroGDhyoLl26qGvXrnrxxReVn5+vQYMGWX06U1+qI/dSfIaZawAAAJ+r0nA9ceJESVKPHj08jk+ePFm33367JOmFF16Q3W5X//79VVBQoNTUVL322mtWW4fDoenTp+vee+9VcnKyatSooYEDB+qJJ56w2jRv3lwzZszQ8OHDNWHCBDVq1EhvvvmmUlNTrTYDBgzQ7t27NXr0aOXk5Khz586aOXOmx02OZ+pLdWRn+3MAAAC/sRmmNP0mLy9PMTExys3NVXR0tF/e85mZ6zVx/mbdcUlzjb6mnV/eEwAA4FxV2bxWbVYLgW84uKERAADAbwjXAY7tzwEAAPyHcB3gqLkGAADwH8J1gGOdawAAAP8hXAc49zrXLta5BgAA8DnCdYBzz1yXMHMNAADgc4TrAMcNjQAAAP5DuA5wJ8pCCNcAAAC+RrgOcDbrhsYq7ggAAEAQIFwHOMfxshBqrgEAAHyPcB3g3Otcs8s9AACA7xGuA5y1Wgh1IQAAAD5HuA5wJ8J1FXcEAAAgCBCuA5zj+CdMWQgAAIDvEa4DHJvIAAAA+A/hOsDZWYoPAADAbwjXAY5NZAAAAPyHcB3gbGx/DgAA4DeE6wDnnrlmKT4AAADfI1wHOHfNNRPXAAAAvke4DnCsFgIAAOA/hOsAd7wqhLIQAAAAPyBcBzh3zTWbyAAAAPge4TrA2e2UhQAAAPgL4TrAWZvIuKq4IwAAAEGAcB3gHNYOjcxcAwAA+BrhOsDZ2UQGAADAbwjXAc7OJjIAAAB+Q7gOcGwiAwAA4D+E6wDnOP4Js1oIAACA7xGuA5zNRlkIAACAvxCuA5yDshAAAAC/CanoC/Pz87VgwQJlZ2ersLDQ49xf/vKXSncM3uHghkYAAAC/qVC4Xrlypf7whz/o8OHDys/PV+3atbVnzx5FRkYqLi6OcF2N2FiKDwAAwG8qVBYyfPhwXXPNNdq/f78iIiK0ePFibd26VYmJifrHP/7h7T6iEtwz14RrAAAA36tQuM7KytKDDz4ou90uh8OhgoICNW7cWOPHj9cjjzzi7T6iEqztz8nWAAAAPlehcB0aGiq7/dhL4+LilJ2dLUmKiYnRtm3bvNc7VJqd1UIAAAD8pkI11xdeeKGWLl2q888/X5dddplGjx6tPXv26J133tEFF1zg7T6iEtj+HAAAwH8qNHP91FNPqX79+pKkJ598UrVq1dK9996r3bt36/XXX/dqB1E5Vs01M9cAAAA+V6GZ6y5dulh/jouL08yZM73WIXgXNdcAAAD+wyYyAc7uXueashAAAACfK/fM9UUXXaQ5c+aoVq1auvDCC61ttU9lxYoVXukcKs+9QyNlIQAAAL5X7nDdt29fOZ1OSVK/fv181R94GTc0AgAA+E+5w/WYMWNO+WdUb3b7iZprY8xv/sYBAAAAlVOhmuulS5dqyZIlZY4vWbJEy5Ytq3Sn4D32UmGayWsAAADfqlC4TktLO+VmMb/++qvS0tIq3Sl4j6NUuOamRgAAAN+qULheu3atLrroojLHL7zwQq1du7bSnYL32Ep9wtRdAwAA+FaFwrXT6dTOnTvLHN+xY4dCQiq0dDZ8pPTMtctVhR0BAAAIAhUK17169dKoUaOUm5trHTtw4IAeeeQRXXnllV7rHCqvdM01M9cAAAC+VaFp5n/84x/q3r27mjZtqgsvvFCSlJWVpfj4eL3zzjte7SAqx17qxydqrgEAAHyrQuG6YcOGWrVqld599119//33ioiI0KBBg3TTTTcpNDTU231EJXiWhRCuAQAAfKnCBdI1atTQ3Xff7c2+wAc8y0KqsCMAAABBoMLheuPGjZo3b5527dol10l3yo0ePbrSHYN3uDeRkaQS0jUAAIBPVShcv/HGG7r33ntVt25dJSQkeOz6Z7PZCNfVjN12YodGAAAA+E6FwvXf//53Pfnkkxo5cqS3+wMfcNhtcpUYbmgEAADwsQotxbd//35df/313u4LfMT9mwWqQgAAAHyrQuH6+uuv1+zZs73dF/iIe8UQVgsBAADwrQqVhbRs2VKPPfaYFi9erA4dOpRZfu8vf/mLVzoH73Df08gmMgAAAL5VoXD9+uuvKyoqSgsWLNCCBQs8ztlsNsJ1NeNeMYTVQgAAAHyrQuF6y5Yt3u4HfMhhd9dcE64BAAB8qUI1126FhYXasGGDiouLvdUf+ICdGxoBAAD8okLh+vDhwxo8eLAiIyPVvn17ZWdnS5Luv/9+Pf30017tICrPHa4pCwEAAPCtCoXrUaNG6fvvv9f8+fMVHh5uHU9JSdGHH37otc7BO7ihEQAAwD8qVHP9ySef6MMPP9TFF1/ssTtj+/bttXnzZq91Dt5h1Vy7ztAQAAAAlVKhmevdu3crLi6uzPH8/HyPsH0mCxcu1DXXXKMGDRrIZrPpk08+8Th/++23y2azeTyuuuoqjzb79u3TzTffrOjoaMXGxmrw4ME6dOiQR5tVq1bp0ksvVXh4uBo3bqzx48eX6cu0adPUpk0bhYeHq0OHDvriiy88zhtjNHr0aNWvX18RERFKSUnRxo0by/21VqUTNdfMXAMAAPhShcJ1ly5dNGPGDOu5O1C/+eabSk5OLvd18vPz1alTJ7366qunbXPVVVdpx44d1uP999/3OH/zzTdrzZo1ysjI0PTp07Vw4ULdfffd1vm8vDz16tVLTZs21fLly/Xss89q7Nixev311602ixYt0k033aTBgwdr5cqV6tevn/r166fVq1dbbcaPH6+XXnpJkyZN0pIlS1SjRg2lpqbq6NGj5f56q4r9+KfM9ucAAAA+Zirg66+/NlFRUWbIkCEmPDzcPPDAA+bKK680NWrUMMuWLavIJY0k8/HHH3scGzhwoOnbt+9pX7N27VojySxdutQ69uWXXxqbzWZ+/fVXY4wxr732mqlVq5YpKCiw2owcOdK0bt3aen7DDTeYPn36eFw7KSnJ3HPPPcYYY1wul0lISDDPPvusdf7AgQPG6XSa999/v9xfY25urpFkcnNzy/0ab+g+fq5pOnK6WfbzXr++LwAAwLmmsnmtQjPX3bp1U1ZWloqLi9WhQwfNnj1bcXFxyszMVGJiojezv+bPn6+4uDi1bt1a9957r/bu3Wudy8zMVGxsrLp06WIdS0lJkd1u15IlS6w23bt3V1hYmNUmNTVVGzZs0P79+602KSkpHu+bmpqqzMxMScfW9c7JyfFoExMTo6SkJKvNqRQUFCgvL8/jURUc1mohVfL2AAAAQaNCNzRKUosWLfTGG294sy9lXHXVVbr22mvVvHlzbd68WY888oh69+6tzMxMORwO5eTklKn9DgkJUe3atZWTkyNJysnJUfPmzT3axMfHW+dq1aqlnJwc61jpNqWvUfp1p2pzKuPGjdPjjz9ega/cu+xsIgMAAOAXFQrX7nWtT6dJkyYV6szJbrzxRuvPHTp0UMeOHdWiRQvNnz9fPXv29Mp7+NKoUaOUnp5uPc/Ly1Pjxo393g9rKT7WuQYAAPCpCoXrZs2a/eaqICUlJRXu0G8577zzVLduXW3atEk9e/ZUQkKCdu3a5dGmuLhY+/btU0JCgiQpISFBO3fu9Gjjfn6mNqXPu4/Vr1/fo03nzp1P21+n0ymn01mBr9S7rE1kmLkGAADwqQrVXK9cuVIrVqywHkuWLNGkSZPUqlUrTZs2zdt9tPzyyy/au3evFXCTk5N14MABLV++3Gozd+5cuVwuJSUlWW0WLlyooqIiq01GRoZat26tWrVqWW3mzJnj8V4ZGRnWyifNmzdXQkKCR5u8vDwtWbLkrFZHqSpsfw4AAOAfFZq57tSpU5ljXbp0UYMGDfTss8/q2muvLdd1Dh06pE2bNlnPt2zZoqysLNWuXVu1a9fW448/rv79+yshIUGbN2/WiBEj1LJlS6WmpkqS2rZtq6uuukp33XWXJk2apKKiIg0dOlQ33nijGjRoIEn685//rMcff1yDBw/WyJEjtXr1ak2YMEEvvPCC9b4PPPCALrvsMj333HPq06ePPvjgAy1btsxars9ms2nYsGH6+9//rvPPP1/NmzfXY489pgYNGqhfv34VGUK/OrGJDOkaAADAp7y5dMnGjRtNZGRkudvPmzfPSCrzGDhwoDl8+LDp1auXqVevngkNDTVNmzY1d911l8nJyfG4xt69e81NN91koqKiTHR0tBk0aJA5ePCgR5vvv//edOvWzTidTtOwYUPz9NNPl+nL1KlTTatWrUxYWJhp3769mTFjhsd5l8tlHnvsMRMfH2+cTqfp2bOn2bBhw1mMTtUtxffHl782TUdON1+tzTlzYwAAgCBW2bxmM+bsC3FPXlLOGKMdO3Zo7NixWr9+vbKysiod+gNRXl6eYmJilJubq+joaL+9759e+1Yrsw/o9VsT1at9gt/eFwAA4FxT2bxWobKQ2NjYMjc0GmPUuHFjffDBBxW5JHyImmsAAAD/qFC4njt3rke4ttvtqlevnlq2bKmQkAovnQ0fcdhY5xoAAMAfKpSEe/To4eVuwJfsx9eEIVwDAAD4VoWW4hs3bpzeeuutMsffeustPfPMM5XuFLzLWueauhAAAACfqlC4/uc//6k2bdqUOd6+fXtNmjSp0p2CdznY/hwAAMAvKhSuc3JyPHYqdKtXr5527NhR6U7Bu9z18S5XFXcEAAAgwFUoXDdu3FjffvttmePffvuttXkLqg/H8XtP2f4cAADAtyp0Q+Ndd92lYcOGqaioSFdccYUkac6cORoxYoQefPBBr3YQleeuua7AkuYAAAA4CxUK1w899JD27t2r++67T4WFhZKk8PBwjRw5UqNGjfJqB1F5drv7hsYq7ggAAECAq1C4ttlseuaZZ/TYY49p3bp1ioiI0Pnnny+n0+nt/sELjmdrbmgEAADwsQrVXLvl5ORo3759atGihZxOJ2UH1RSrhQAAAPhHhcL13r171bNnT7Vq1Up/+MMfrBVCBg8eTM11NWRtf8461wAAAD5VoXA9fPhwhYaGKjs7W5GRkdbxAQMGaObMmV7rHLzD2kSGbA0AAOBTFaq5nj17tmbNmqVGjRp5HD///PO1detWr3QM3mOVhTBzDQAA4FMVmrnOz8/3mLF227dvHzc1VkM2bmgEAADwiwqF60svvVT//ve/rec2m00ul0vjx4/X5Zdf7rXOwTscVlkI4RoAAMCXKlQWMn78ePXs2VPLli1TYWGhRowYoTVr1mjfvn2n3LkRVevEJjJV3BEAAIAAV6GZ6wsuuEA//vijunXrpr59+yo/P1/XXnutVq5cqRYtWni7j6ikE5vIkK4BAAB86axnrouKinTVVVdp0qRJ+utf/+qLPsHL2EQGAADAP8565jo0NFSrVq3yRV/gI6wWAgAA4B8VKgu55ZZb9K9//cvbfYGPWJvIkK0BAAB8qkI3NBYXF+utt97SV199pcTERNWoUcPj/PPPP++VzsE77KwWAgAA4BdnFa5/+uknNWvWTKtXr9ZFF10kSfrxxx892tjciyqj2nAc//0ENdcAAAC+dVbh+vzzz9eOHTs0b948Sce2O3/ppZcUHx/vk87BO6yyEOpCAAAAfOqsaq7NSTOfX375pfLz873aIXjfiaX4qrgjAAAAAa5CNzS6nRy2UT2xFB8AAIB/nFW4ttlsZWqqqbGu/hzWaiGEawAAAF86q5prY4xuv/12OZ1OSdLRo0c1ZMiQMquFfPTRR97rISrNRrgGAADwi7MK1wMHDvR4fsstt3i1M/ANBzXXAAAAfnFW4Xry5Mm+6gd8yB2uqZEHAADwrUrd0Ihzg7ssvoSl+AAAAHyKcB0EHGx/DgAA4BeE6yBg54ZGAAAAvyBcB4ETm8gQrgEAAHyJcB0E2EQGAADAPwjXQcC9WgjhGgAAwLcI10HA2kSGda4BAAB8inAdBNyrhZQwcw0AAOBThOsg4Dj+KbOJDAAAgG8RroOAuyyE1UIAAAB8i3AdBNhEBgAAwD8I10HAfvxTZrUQAAAA3yJcBwE7ZSEAAAB+QbgOAmx/DgAA4B+E6yBgbSLDOtcAAAA+RbgOAmx/DgAA4B+E6yBgZxMZAAAAvyBcBwGrLIRsDQAA4FOE6yBg3dBIugYAAPApwnUQsNtZLQQAAMAfCNdBwH1DI+tcAwAA+BbhOgg4WOcaAADALwjXQcBm44ZGAAAAfyBcB4ETm8iQrgEAAHyJcB0E2EQGAADAPwjXQcC9WgibyAAAAPgW4ToIWDc0uqq4IwAAAAGOcB0E7KwWAgAA4BeE6yBgP/4pE64BAAB8i3AdBNwz1yWUhQAAAPgU4ToIuJfiM8xcAwAA+BThOghY258TrgEAAHyKcB0ETpSFEK4BAAB8iXAdBNzhmolrAAAA3yJcBwF3zTUz1wAAAL5VpeF64cKFuuaaa9SgQQPZbDZ98sknHueNMRo9erTq16+viIgIpaSkaOPGjR5t9u3bp5tvvlnR0dGKjY3V4MGDdejQIY82q1at0qWXXqrw8HA1btxY48ePL9OXadOmqU2bNgoPD1eHDh30xRdfnHVfqqtQx7GPuZhdZAAAAHyqSsN1fn6+OnXqpFdfffWU58ePH6+XXnpJkyZN0pIlS1SjRg2lpqbq6NGjVpubb75Za9asUUZGhqZPn66FCxfq7rvvts7n5eWpV69eatq0qZYvX65nn31WY8eO1euvv261WbRokW666SYNHjxYK1euVL9+/dSvXz+tXr36rPpSXYU6js1cF5UYVgwBAADwJVNNSDIff/yx9dzlcpmEhATz7LPPWscOHDhgnE6nef/9940xxqxdu9ZIMkuXLrXafPnll8Zms5lff/3VGGPMa6+9ZmrVqmUKCgqsNiNHjjStW7e2nt9www2mT58+Hv1JSkoy99xzT7n7Uh65ublGksnNzS33a7zhwOFC03TkdNN05HRTUFTi1/cGAAA4l1Q2r1XbmustW7YoJydHKSkp1rGYmBglJSUpMzNTkpSZmanY2Fh16dLFapOSkiK73a4lS5ZYbbp3766wsDCrTWpqqjZs2KD9+/dbbUq/j7uN+33K05dTKSgoUF5ensejKoQ5TnzMRewkAwAA4DPVNlzn5ORIkuLj4z2Ox8fHW+dycnIUFxfncT4kJES1a9f2aHOqa5R+j9O1KX3+TH05lXHjxikmJsZ6NG7c+AxftW+4y0IkqbiEshAAAABfqbbhOhCMGjVKubm51mPbtm1V0g+H3abjq/GpkJlrAAAAn6m24TohIUGStHPnTo/jO3futM4lJCRo165dHueLi4u1b98+jzanukbp9zhdm9Lnz9SXU3E6nYqOjvZ4VAWbzWatGEJZCAAAgO9U23DdvHlzJSQkaM6cOdaxvLw8LVmyRMnJyZKk5ORkHThwQMuXL7fazJ07Vy6XS0lJSVabhQsXqqioyGqTkZGh1q1bq1atWlab0u/jbuN+n/L0pboLtbtXDCFcAwAA+EqVhutDhw4pKytLWVlZko7dOJiVlaXs7GzZbDYNGzZMf//73/XZZ5/phx9+0G233aYGDRqoX79+kqS2bdvqqquu0l133aXvvvtO3377rYYOHaobb7xRDRo0kCT9+c9/VlhYmAYPHqw1a9boww8/1IQJE5Senm7144EHHtDMmTP13HPPaf369Ro7dqyWLVumoUOHSlK5+lLdhYYwcw0AAOBzXl695KzMmzfPSCrzGDhwoDHm2BJ4jz32mImPjzdOp9P07NnTbNiwweMae/fuNTfddJOJiooy0dHRZtCgQebgwYMebb7//nvTrVs343Q6TcOGDc3TTz9dpi9Tp041rVq1MmFhYaZ9+/ZmxowZHufL05czqaql+IwxpsvfM0zTkdPN2u3+f28AAIBzRWXzms0YdhXxl7y8PMXExCg3N9fv9deXPD1Xvx44os+GXqKOjWL9+t4AAADnisrmtWpbcw3vOrFLI2UhAAAAvkK4DhIhx1cLKSzmFxUAAAC+QrgOEizFBwAA4HuE6yARdrwspNhFuAYAAPAVwnWQCKUsBAAAwOcI10GCshAAAADfC6nqDsC3srOztWfPHh3JPyhJ2rj5J60oyanQterWrasmTZp4s3sAAAABhXAdwLKzs9WmbVsdOXxY9fqPVmTLrhrz+BM6tCqjQteLiIzU+nXrCNgAAACnQbgOYHv27NGRw4d188hn9VNEa20/IvX8c5pa3HPvWV9rZ/ZmvfvMQ9qzZw/hGgAA4DQI10EgvkkL7SqIlo4cUky9+mrUOLaquwQAABCQuKExSDhsx5biK3GxWggAAICvEK6DhN1+PFwbwjUAAICvEK6DhP34zLWLmWsAAACfIVwHCYedshAAAABfI1wHCXfNtYuyEAAAAJ8hXAcJ+/FP2sUGjQAAAD5DuA4S7pprbmgEAADwHcJ1kKDmGgAAwPcI10GCmmsAAADfI1wHCfc61yzFBwAA4DuE6yDhoOYaAADA5wjXQcK9Wgg11wAAAL5DuA4SJ2quq7gjAAAAAYxwHSTsrBYCAADgc4TrIOFeio/VQgAAAHyHcB0krE1kmLkGAADwGcJ1kDg+cc3MNQAAgA8RroMEOzQCAAD4HuE6SJyoua7ijgAAAAQwwnWQoOYaAADA9wjXQYLVQgAAAHyPcB0kmLkGAADwPcJ1kGDmGgAAwPcI10HCvRQfM9cAAAC+Q7gOEqVXCzHMXgMAAPgE4TpIOI7XXEssxwcAAOArhOsgYbeXDtekawAAAF8gXAcJe6mZa+quAQAAfINwHSRKTVwTrgEAAHyEcB0kbDabVXdNWQgAAIBvEK6DiP34p83ENQAAgG8QroMIuzQCAAD4FuE6iLjXuiZcAwAA+AbhOojYqbkGAADwKcJ1EGHmGgAAwLcI10GE1UIAAAB8i3AdRNyrhTBzDQAA4BuE6yByoua6ijsCAAAQoAjXQYSaawAAAN8iXAcRaq4BAAB8i3AdROzHZ65dzFwDAAD4BOE6iBzP1iph5hoAAMAnCNdBhJprAAAA3yJcBxEHq4UAAAD4FOE6iNiZuQYAAPApwnUQcZeFsFoIAACAbxCug4h7ExlmrgEAAHyDcB1EWOcaAADAtwjXQcR+/NNm5hoAAMA3CNdBxKq5dlVxRwAAAAIU4TqIWDXXlIUAAAD4BOE6iNhZLQQAAMCnCNdBxMFqIQAAAD5FuA4iJ2quCdcAAAC+QLgOIsezNTXXAAAAPlKtw/XYsWNls9k8Hm3atLHOHz16VGlpaapTp46ioqLUv39/7dy50+Ma2dnZ6tOnjyIjIxUXF6eHHnpIxcXFHm3mz5+viy66SE6nUy1bttSUKVPK9OXVV19Vs2bNFB4erqSkJH333Xc++Zp96UTNdRV3BAAAIEBV63AtSe3bt9eOHTusxzfffGOdGz58uD7//HNNmzZNCxYs0Pbt23Xttdda50tKStSnTx8VFhZq0aJFevvttzVlyhSNHj3aarNlyxb16dNHl19+ubKysjRs2DDdeeedmjVrltXmww8/VHp6usaMGaMVK1aoU6dOSk1N1a5du/wzCF5CzTUAAIBvVftwHRISooSEBOtRt25dSVJubq7+9a9/6fnnn9cVV1yhxMRETZ48WYsWLdLixYslSbNnz9batWv1n//8R507d1bv3r31t7/9Ta+++qoKCwslSZMmTVLz5s313HPPqW3btho6dKiuu+46vfDCC1Yfnn/+ed11110aNGiQ2rVrp0mTJikyMlJvvfWW/wekEqi5BgAA8K1qH643btyoBg0a6LzzztPNN9+s7OxsSdLy5ctVVFSklJQUq22bNm3UpEkTZWZmSpIyMzPVoUMHxcfHW21SU1OVl5enNWvWWG1KX8Pdxn2NwsJCLV++3KON3W5XSkqK1eZ0CgoKlJeX5/GoSqxzDQAA4FvVOlwnJSVpypQpmjlzpiZOnKgtW7bo0ksv1cGDB5WTk6OwsDDFxsZ6vCY+Pl45OTmSpJycHI9g7T7vPvdbbfLy8nTkyBHt2bNHJSUlp2zjvsbpjBs3TjExMdajcePGZz0G3uSeuaYsBAAAwDdCqroDv6V3797Wnzt27KikpCQ1bdpUU6dOVURERBX2rHxGjRql9PR063leXl6VBmz3aiFsIgMAAOAb1Xrm+mSxsbFq1aqVNm3apISEBBUWFurAgQMebXbu3KmEhARJUkJCQpnVQ9zPz9QmOjpaERERqlu3rhwOxynbuK9xOk6nU9HR0R6PqnSi5rpKuwEAABCwzqlwfejQIW3evFn169dXYmKiQkNDNWfOHOv8hg0blJ2dreTkZElScnKyfvjhB49VPTIyMhQdHa127dpZbUpfw93GfY2wsDAlJiZ6tHG5XJozZ47V5lxBzTUAAIBvVetw/X//939asGCBfv75Zy1atEh/+tOf5HA4dNNNNykmJkaDBw9Wenq65s2bp+XLl2vQoEFKTk7WxRdfLEnq1auX2rVrp1tvvVXff/+9Zs2apUcffVRpaWlyOp2SpCFDhuinn37SiBEjtH79er322muaOnWqhg8fbvUjPT1db7zxht5++22tW7dO9957r/Lz8zVo0KAqGZeKouYaAADAt6p1zfUvv/yim266SXv37lW9evXUrVs3LV68WPXq1ZMkvfDCC7Lb7erfv78KCgqUmpqq1157zXq9w+HQ9OnTde+99yo5OVk1atTQwIED9cQTT1htmjdvrhkzZmj48OGaMGGCGjVqpDfffFOpqalWmwEDBmj37t0aPXq0cnJy1LlzZ82cObPMTY7VnXvmmpprAAAA37AZQ9Lyl7y8PMXExCg3N9cv9dcrVqxQYmKi0l/9SI3Ob699+YV6Z/FWOUPsGnJZi7O61i8b1+j5tGu1fPlyXXTRRT7qMQAAQNWqbF6r1mUh8C5WCwEAAPAtwnUQYbUQAAAA3yJcB5HSq4UYY+QyRr8eOKLiEtI2AACANxCug4h75lqSXEZan3NQ/13+ixZv2VeFvQIAAAgchOsg4p65lo7VXe/LL5QkHThcWFVdAgAACCiE6yDiMXPtMjpSWCJJKiimLAQAAMAbCNdBpFS2VokxOlJ0PFwXEa4BAAC8gXAdRGw2mxWwS1xGhwuLJUlHi0uqsFcAAACBg3AdZKzl+IxOlIUwcw0AAOAVhOsgYy3H5zpRFlJY4mJjGQAAAC8gXAcZd7guLHapqOREoC7kpkYAAIBKI1wHGXdZyKGCYo/jR4uouwYAAKgswnWQOV24Zjk+AACAyiNcBxn3aiHMXAMAAHgf4TrI2I+n63xmrgEAALyOcB1kHDbKQgAAAHyFcB1kTltzTVkIAABApRGug4x7Kb6Ty0KOMnMNAABQaYTrIOOeuXavcR3lDJHEzDUAAIA3EK6DjHu1ELdakaGSqLkGAADwBsJ1kHGclK5rRYZJIlwDAAB4A+E6yLhrrt1ij89cs841AABA5RGug0yZmesazFwDAAB4C+E6yJSeuXbYbKrJDY0AAABeQ7gOMvZSn3hEmEPOUIekYzPXxpgq6hUAAEBgIFwHGUepmeuIMIfCQ459CxhJhSWUhgAAAFQG4TrIlK65jgh1KMRht44VFBGuAQAAKoNwHWRK11xHhh0rCXEen73mpkYAAIDKIVwHmZNnriUpPOTYf1mODwAAoHII10HGflLNtSQ5Q5m5BgAA8AbCdZDxmLk+qSzkaDEz1wAAAJVBuA4ypfeQiQx1z1wfX46PGxoBAAAqhXAdZE41cx1u3dDIzDUAAEBlEK6DjP0UNzQ6Q5i5BgAA8AbCdZBxeCzFd2zrc/cNjdRcAwAAVA7hOsi4Vwtx2G0KdRz7M+tcAwAAeAfhOsi4a64jQh2yHQ/a4dzQCAAA4BWE6yATdnyWOsoZYh1zckMjAACAV4ScuQkCScPYCF3cvLaa1Im0jjmtHRqZuQYAAKgMwnWQcdhtSjqvjsex8NATM9fGGKtcBAAAAGeHshBYM9cuIxW7TBX3BgAA4NxFuIZCHTa5J6uPFlF3DQAAUFGEa8hmsyncvZEMy/EBAABUGOEakkqtGMJNjQAAABVGuIakE7s0shwfAABAxRGuIUlWWchRykIAAAAqjHANSSdmrrmhEQAAoOII15AkxUaESZL2HCqo4p4AAACcu9hEBpKk+BinJGlnrme4Xv1rrvILitWA5a8BAADOiHANSVJCdLgkad/hQhUUl8gZ4tDRohLNXb9LRlLPBHZtBAAAOBPKQiBJigwLUXT4sZ+1duYdm73+Zf8RuSes9xUSrgEAAM6EcA2Le/Y6J++oJGnb/sPWuf0FhGsAAIAzIVzDEh9zLFzvzD0ervedCNfMXAMAAJwZ4RqW0jPXh44Wa//hIutcXpFNtrCIquoaAADAOYFwDUtcTadsNulwYYnW7sizjtUMD5Fkk7N+q6rtIAAAQDVHuIYlxGFX3ahjS/JlbTsgSWpSO9Ka0Q4jXAMAAPwmwjU8uIP0keM7NTauHamE47XYzgatq6xfAAAA5wLCNTy4w7UkOew2NYgJt44567eWMewmAwAAcDqEa3iIj3Zaf64fE64Qh/1YLbaMHFG1tPtwiUf7guISfbTiF+WWuvkRAAAgWBGu4aF2jTCFOY59WzSuFSnpWC12TNixGeuN+zxD9Lgv1it96vd6+KNV/u0oAABANUS4hgebzabz46MU6jj2X7fax8P1j3tPhOtNuw7pncVbJUkz1+Ro6958/3YWAACgmiFco4yebeJ0d/fzVCsyzDp2IlwXWsee+mKdSlzHjhsjTf72Z7/2EwAAoLohXKMMm82mELvnt0Ydp0uStGFvkR6c+r1mr8nR3PW7FGK36Ym+7SVJU5dto/YaAAAENcI1yiUqVNo391+y26T/rfhFd7+zXJJ0y8VNdevFTdUmoaYOF5bo/aXZHq/LO1qkv7y/UoMmf6fcIwRvAAAQ2EKqugM4dxxc+rFGDL5B/9sRo/1HXYoKs+nyeke0cuVKpTS2a32O9Pr8H3VRjQMKsdu081Cxnvpmv7blFUuSbn5tvh7rXluhDpvq1q2rJk2aSJIOHC5Uxtqd6tE6TvVqOn+rCwAAANUa4fosvfrqq3r22WeVk5OjTp066eWXX1bXrl2ruls+l7dvtyTpsSE3yR4Zo+gu/ZTz0zL1+NuaYw0cIWo0ZLL2qZaunbxGBdvXK7xRezlqxKr44F7ZwyK0erd09RMfaM/0fygiMlKrVq/R/F9cemnORuUdLVZcTacm3nKREpvW9njvguISfbNxj+x2my47v57sdpu/v3wAAIByIVyfhQ8//FDp6emaNGmSkpKS9OKLLyo1NVUbNmxQXFxcVXfPp44cypMk9bnnr2rdMfH40b4ebbYcsmvlPqOQmnUU0voSSVJsqEu/b11TeUU2fbvbqEb7Hkpon6Q927PV918/KL/4WGVSmEPadbBAA/6ZqVs71FT9miHKLXDpx71FWrTtiPKLjt04eV6tEA3sGK0O8U4VlRjZI2O0T1Fakb1fm3flK7FpLf3pwobWrpKSZIzRgcNF2rrvsEIdNrVJiJbjNAG9uMSlEMfpq6UOFRTLYbMpIsxRoXEEAACBjXB9Fp5//nndddddGjRokCRp0qRJmjFjht566y09/PDDVdw7/6jToKkand/+lOcaSbq4xKVdeQXKyTsqSerQMEZhIcfCavj2XH21bpcOKkLOBq2VXywVH9qn3K/fUf76b1Wn919Uo003Tf7+YJlrH5v9DtdP+2tozIJ9chUclt0ZKSnHo91X63bq2Vnr1bpOqIykQ4VG+4+UWOFckiJDbWpXL0zRYXblFbiUW+BSXoFLB46WqKBEqhvpUPPYECVEhSivwKX9R0q090iJ9h1x6Uixkd0mNY4OUcvaoaoRald+kUuHCl3KLzTKL3LpaLFRrXCbGkaHqW6kXQXFRvlFRvmFrmP/LXIpxGZTfJRDcTUcstukvAKXDhUaFRQbFbqMSlxGseEO1Y20q37taIXXqKmDR4t1uLBExS6jEpdLoQ676tQIU+0aYTKSDh4t1qGCYhWVuGTMsR8qosJDFBsRpogwh/ILipV3tEiHC0vk3mgz1GFTbGSYoiNC5XIZ5R0p0qGCYmsVGLvdpihniKLDQ1TDGSJjpBJjVOwycrmO/dcmKSzErrAQu4pKXDp0tFj5BcVyGcluO3aDrN1mk9127Ho2m048tx37Icfz/IlzZV5vs8nIqLDYpYJi17EfsGySTWVfazt+Xff7lf6vzWaTMebYOMnI5ZJK7z1qk463k2w69hrp2OtKnzdGcpkTK+a4rGseP378+u7xth+74In+2U9c39330u/nvq71Z3nukOp5TiedO/1uqr91zdJO7kt52E56wckvP/l6tpNanO37eRO/E8NvqcrvzVPx9obJ3t5/2dv9q1UjVL9vUde7F/URwnU5FRYWavny5Ro1apR1zG63KyUlRZmZmad8TUFBgQoKCqznubm5kqS8vDzfdva4Q4cOSZJ+2bhGBUcOV+paO7M3S5Jyfv5Rm2tEnrF97PH/bss9cSxc0u9jbNq0aaN+mP+5WndOUtOEOnJ0S5K6JclI2pm/SbsdteUwLoWoWE5TpFquXNXUIRUXOrSjJF677XUkm02ugsMyrhIV7ftVhTt+VPGBHQo/L1HhDdtpza9l+1R8aJ/soU4dctbQd4dOvyb3rgJp1/7Tf20uSVuOSlt2nb7Nr5JWn6IPpa3+7dOl7C53SwAAAtEF9SP1wZBL/fJe7pz2W5MUv8VmKvrKILN9+3Y1bNhQixYtUnJysnV8xIgRWrBggZYsWVLmNWPHjtXjjz/uz24CAADAC7Zt26ZGjRqd9euYufahUaNGKT093Xrucrm0b98+1alTp8yvTn0hLy9PjRs31rZt2xQdHe3z9wt0jKd3MZ7exXh6H2PqXYyndzGe3lV6PGvWrKmDBw+qQYMGFboW4bqc6tatK4fDoZ07d3oc37lzpxISEk75GqfTKafTc2m52NhYX3XxtKKjo/mL50WMp3cxnt7FeHofY+pdjKd3MZ7e5R7PmJiYCl+DTWTKKSwsTImJiZozZ451zOVyac6cOR5lIgAAAAhezFyfhfT0dA0cOFBdunRR165d9eKLLyo/P99aPQQAAADBjXB9FgYMGKDdu3dr9OjRysnJUefOnTVz5kzFx8dXdddOyel0asyYMWVKU1AxjKd3MZ7exXh6H2PqXYyndzGe3uXN8WS1EAAAAMBLqLkGAAAAvIRwDQAAAHgJ4RoAAADwEsI1AAAA4CWE6wD26quvqlmzZgoPD1dSUpK+++67qu7SOWHhwoW65ppr1KBBA9lsNn3yySce540xGj16tOrXr6+IiAilpKRo48aNVdPZc8C4ceP0u9/9TjVr1lRcXJz69eunDRs2eLQ5evSo0tLSVKdOHUVFRal///5lNmzCMRMnTlTHjh2tjQ6Sk5P15ZdfWucZy8p5+umnZbPZNGzYMOsYY1p+Y8eOlc1m83i0adPGOs9Ynr1ff/1Vt9xyi+rUqaOIiAh16NBBy5Yts87zb1L5NWvWrMz3p81mU1pamiTvfX8SrgPUhx9+qPT0dI0ZM0YrVqxQp06dlJqaql27dlV116q9/Px8derUSa+++uopz48fP14vvfSSJk2apCVLlqhGjRpKTU3V0aNH/dzTc8OCBQuUlpamxYsXKyMjQ0VFRerVq5fy8/OtNsOHD9fnn3+uadOmacGCBdq+fbuuvfbaKux19dWoUSM9/fTTWr58uZYtW6YrrrhCffv21Zo1ayQxlpWxdOlS/fOf/1THjh09jjOmZ6d9+/basWOH9fjmm2+sc4zl2dm/f78uueQShYaG6ssvv9TatWv13HPPqVatWlYb/k0qv6VLl3p8b2ZkZEiSrr/+ekle/P40CEhdu3Y1aWlp1vOSkhLToEEDM27cuCrs1blHkvn444+t5y6XyyQkJJhnn33WOnbgwAHjdDrN+++/XwU9PPfs2rXLSDILFiwwxhwbv9DQUDNt2jSrzbp164wkk5mZWVXdPKfUqlXLvPnmm4xlJRw8eNCcf/75JiMjw1x22WXmgQceMMbw/Xm2xowZYzp16nTKc4zl2Rs5cqTp1q3bac/zb1LlPPDAA6ZFixbG5XJ59fuTmesAVFhYqOXLlyslJcU6ZrfblZKSoszMzCrs2blvy5YtysnJ8RjbmJgYJSUlMbbllJubK0mqXbu2JGn58uUqKiryGNM2bdqoSZMmjOkZlJSU6IMPPlB+fr6Sk5MZy0pIS0tTnz59PMZO4vuzIjZu3KgGDRrovPPO080336zs7GxJjGVFfPbZZ+rSpYuuv/56xcXF6cILL9Qbb7xhneffpIorLCzUf/7zH91xxx2y2Wxe/f4kXAegPXv2qKSkpMzOkfHx8crJyamiXgUG9/gxthXjcrk0bNgwXXLJJbrgggskHRvTsLAwxcbGerRlTE/vhx9+UFRUlJxOp4YMGaKPP/5Y7dq1Yywr6IMPPtCKFSs0bty4MucY07OTlJSkKVOmaObMmZo4caK2bNmiSy+9VAcPHmQsK+Cnn37SxIkTdf7552vWrFm699579Ze//EVvv/22JP5NqoxPPvlEBw4c0O233y7Ju3/X2f4cgN+kpaVp9erVHjWYOHutW7dWVlaWcnNz9d///lcDBw7UggULqrpb56Rt27bpgQceUEZGhsLDw6u6O+e83r17W3/u2LGjkpKS1LRpU02dOlURERFV2LNzk8vlUpcuXfTUU09Jki688EKtXr1akyZN0sCBA6u4d+e2f/3rX+rdu7caNGjg9Wszcx2A6tatK4fDUeYO1507dyohIaGKehUY3OPH2J69oUOHavr06Zo3b54aNWpkHU9ISFBhYaEOHDjg0Z4xPb2wsDC1bNlSiYmJGjdunDp16qQJEyYwlhWwfPly7dq1SxdddJFCQkIUEhKiBQsW6KWXXlJISIji4+MZ00qIjY1Vq1attGnTJr4/K6B+/fpq166dx7G2bdtapTb8m1QxW7du1VdffaU777zTOubN70/CdQAKCwtTYmKi5syZYx1zuVyaM2eOkpOTq7Bn577mzZsrISHBY2zz8vK0ZMkSxvY0jDEaOnSoPv74Y82dO1fNmzf3OJ+YmKjQ0FCPMd2wYYOys7MZ03JyuVwqKChgLCugZ8+e+uGHH5SVlWU9unTpoptvvtn6M2NacYcOHdLmzZtVv359vj8r4JJLLimzdOmPP/6opk2bSuLfpIqaPHmy4uLi1KdPH+uYV78/vXzjJaqJDz74wDidTjNlyhSzdu1ac/fdd5vY2FiTk5NT1V2r9g4ePGhWrlxpVq5caSSZ559/3qxcudJs3brVGGPM008/bWJjY82nn35qVq1aZfr27WuaN29ujhw5UsU9r57uvfdeExMTY+bPn2927NhhPQ4fPmy1GTJkiGnSpImZO3euWbZsmUlOTjbJyclV2Ovq6+GHHzYLFiwwW7ZsMatWrTIPP/ywsdlsZvbs2cYYxtIbSq8WYgxjejYefPBBM3/+fLNlyxbz7bffmpSUFFO3bl2za9cuYwxjeba+++47ExISYp588kmzceNG8+6775rIyEjzn//8x2rDv0lnp6SkxDRp0sSMHDmyzDlvfX8SrgPYyy+/bJo0aWLCwsJM165dzeLFi6u6S+eEefPmGUllHgMHDjTGHFv66LHHHjPx8fHG6XSanj17mg0bNlRtp6uxU42lJDN58mSrzZEjR8x9991natWqZSIjI82f/vQns2PHjqrrdDV2xx13mKZNm5qwsDBTr14907NnTytYG8NYesPJ4ZoxLb8BAwaY+vXrm7CwMNOwYUMzYMAAs2nTJus8Y3n2Pv/8c3PBBRcYp9Np2rRpY15//XWP8/ybdHZmzZplJJ1yjLz1/WkzxphKzKwDAAAAOI6aawAAAMBLCNcAAACAlxCuAQAAAC8hXAMAAABeQrgGAAAAvIRwDQAAAHgJ4RoAAADwEsI1AAAA4CWEawDAb+rRo4eGDRtW1d0AgHMC4RoAAtg111yjq6666pTnvv76a9lsNq1atcrPvQKAwEW4BoAANnjwYGVkZOiXX34pc27y5Mnq0qWLOnbs6NM+lJSUyOVy+fQ9AKC6IFwDQAC7+uqrVa9ePU2ZMsXj+KFDhzRt2jT169dPN910kxo2bKjIyEh16NBB77///m9ec//+/brttttUq1YtRUZGqnfv3tq4caN1fsqUKYqNjdVnn32mdu3ayel0Kjs7WwUFBfq///s/NWzYUDVq1FBSUpLmz59vvW7r1q265pprVKtWLdWoUUPt27fXF1984c3hAACfI1wDQAALCQnRbbfdpilTpsgYYx2fNm2aSkpKdMsttygxMVEzZszQ6tWrdffdd+vWW2/Vd999d9pr3n777Vq2bJk+++wzZWZmyhijP/zhDyoqKrLaHD58WM8884zefPNNrVmzRnFxcRo6dKgyMzP1wQcfaNWqVbr++ut11VVXWcE8LS1NBQUFWrhwoX744Qc988wzioqK8t3gAIAP2Ezp/9sCAALO+vXr1bZtW82bN089evSQJHXv3l1NmzbVO++8U6b91VdfrTZt2ugf//iHpGM3NHbu3FkvvviiNm7cqFatWunbb7/V73//e0nS3r171bhxY7399tu6/vrrNWXKFA0aNEhZWVnq1KmTJCk7O1vnnXeesrOz1aBBA+u9UlJS1LVrVz311FPq2LGj+vfvrzFjxvh4RADAd0KqugMAAN9q06aNfv/73+utt95Sjx49tGnTJn399dd64oknVFJSoqeeekpTp07Vr7/+qsLCQhUUFCgyMvKU11q3bp1CQkKUlJRkHatTp45at26tdevWWcfCwsI8arl/+OEHlZSUqFWrVh7XKygoUJ06dSRJf/nLX3Tvvfdq9uzZSklJUf/+/X1eDw4A3kZZCAAEgcGDB+t///ufDh48qMmTJ6tFixa67LLL9Oyzz2rChAkaOXKk5s2bp6ysLKWmpqqwsLBS7xcRESGbzWY9P3TokBwOh5YvX66srCzrsW7dOk2YMEGSdOedd+qnn37Srbfeqh9++EFdunTRyy+/XKl+AIC/Ea4BIAjccMMNstvteu+99/Tvf/9bd9xxh2w2m7799lv17dtXt9xyizp16qTzzjtPP/7442mv07ZtWxUXF2vJkiXWsb1792rDhg1q167daV934YUXqqSkRLt27VLLli09HgkJCVa7xo0ba8iQIfroo4/04IMP6o033vDOAACAnxCuASAIREVFacCAARo1apR27Nih22+/XZJ0/vnnKyMjQ4sWLdK6det0zz33aOfOnae9zvnnn6++ffvqrrvu0jfffKPvv/9et9xyixo2bKi+ffue9nWtWrXSzTffrNtuu00fffSRtmzZou+++07jxo3TjBkzJEnDhg3TrFmztGXLFq1YsULz5s1T27ZtvToOAOBrhGsACBKDBw/W/v37lZqaat1U+Oijj+qiiy5SamqqevTooYSEBPXr1+83rzN58mQlJibq6quvVnJysowx+uKLLxQaGnrG191222168MEH1bp1a/Xr109Lly5VkyZNJB1bDzstLU1t27bVVVddpVatWum1117zytcOAP7CaiEAAACAlzBzDQAAAHgJ4RoAAADwEsI1AAAA4CWEawAAAMBLCNcAAACAlxCuAQAAAC8hXAMAAABeQrgGAAAAvIRwDQAAAHgJ4RoAAADwEsI1AAAA4CX/DyzT8h07ZYZzAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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GI488gjNnzuC7776rtqTb2LFj8c033yAhIQH79u3D3XffjeLiYvz+++944YUXMHz48Bpr+Ne//iWtD/3CCy9AoVDgs88+g06nw4IFCxr0uWoyf/58DB06FP369cPTTz+Na9eu4aOPPkLnzp1RVFQkjbvnnnvw7LPPYv78+UhNTcWgQYPg4eGBU6dOYc2aNViyZAkefvjhOr/voEGDoFQq8eCDD+LZZ59FUVERvvjiCwQFBSEjI+Omr//www/Rr18/9OrVC5MmTUJUVBTOnz+P9evXS7cnv5XvsK7ntykNGzYM3377Lfz8/BAdHY3k5GT8/vvvVr3NN/LNN99g0KBBeOihh/Dggw9i4MCB8Pb2xqlTp/D9998jIyOjUdZKTkpKQllZWbXtI0aMQJcuXbBw4UKcOXMGL730EtauXYthw4ahWbNmSE9Px5o1a3DixAk89thj0us+/vhj5Ofn48qVKwDMv5WwhOgXX3yx1l52Iqdhr2U1iKjpWJYnszyUSqUYEhIi3n///eKSJUusllmzqLpUWFJSkjh8+HAxLCxMVCqVYlhYmPj444+Lf/31l9Xr/ve//4nR0dGiQqGwWhbqnnvuETt37lxjfbUt5/Wf//xHnDVrlhgUFCR6enqKQ4cOrbbUmCiK4sKFC8WWLVuKKpVKvOuuu8QDBw5UO6Yompfueu2118SoqCjRw8NDDAkJER9++GGrpclQZQk4URTFgwcPivHx8aKPj4/o5eUl3nvvveLu3btr/I6rLrNX07Jmtfnvf/8rdurUSVSpVGJ0dLS4du1acdy4cdWWKhNFUfz888/FmJgY0dPTU/T19RW7du0qzpgxQ7xy5coN36OmJeB++eUXsVu3bqJarRZbt24tvvvuu9KSeefOnbtp3UePHhX//ve/i/7+/qJarRY7dOggvvHGG1Zj6vId1vZd1eX8Wl67Zs0aq9fWdl4s30PlJQ1RZek0i6rL0OXl5Ynjx48XAwMDRR8fHzE+Pl48ceJErcvV1aSkpER8//33xdtvv1308fERlUql2K5dO/HFF1+0WoKupjqr1lbXJeBqe3z77bfSWIPBIH755Zfi3XffLfr5+YkeHh5iq1atxPHjx1dbHq5Vq1a1HrMuPzdEjk4QRRtdTUJERERE5CLYk0xEREREVAVDMhERERFRFQzJRERERERVMCQTEREREVXBkExEREREVAVDMhERERFRFbyZiI2YTCZcuXIFvr6+Nr81LxERERHdOlEUUVhYiLCwMMhkN54rZki2kStXriAiIsLeZRARERHRTVy8eBHh4eE3HMOQbCO+vr4AzF+6RqOxczVEREREVJVWq0VERISU226EIdlGLC0WGo2GIZmIiIjIgdWlNZYX7hERERERVcGQTERERERUBUMyEREREVEVDMlERERERFUwJBMRERERVcGQTERERERUBUMyEREREVEVDMlERERERFUwJBMRERERVcGQTERERERUBUMyEREREVEVDMlERERERFUwJBMRERERVcGQTERERERUBUMyEREREVEVDMlERERERFUwJBMRERERVcGQTFRBW1aO1Iv5EEXR3qUQERGRnTEkE1WY9d8jGLF0F5LP5tq7FCIiIrIzhmQiAEaTiO1/XQUA/JVZaOdqiIiIyN4YkokApGVoUaQzAACyC3V2roaIiIjsjSGZCMDec9ekP2dpGZKJiIjcHUMyEYD9lUJydmGZHSshIiIiR8CQTG5PFEXsP389JF9luwUREZHbY0gmt3fmajFyi/XSc/YkExEREUMyub19Fa0WHYJ9AQDXivXQG0z2LImIiIjsjCGZ3J6l1WJQ52B4yAUAwNUiziYTERG5M4ZkcnuWmeQ+Uc0R5KsGAGRrefEeERGRO2NIJrd2Ka8El/NLoZAJ6NXKHy18VQDYl0xEROTuGJLJrVlaLTq39IOXUoEghmQiIiICQzK5ud2ncwEAfaICAADBGrZbEBEREUMyuTGjScSWE9kAgAEdWgDA9Zlk3nWPiIjIrTEkk9s6mJ6H3GI9/Dw9cHtr80xykMbSbsGZZCIiInfGkExuK/F4FgDg3g4t4CE3/6sgrW7BnmQiIiK3xpBMbkkURSkk3x8dIm23zCRnsd2CiIjIrdk1JH/66afo1q0bNBoNNBoNYmNjsWHDBmn/gAEDIAiC1eO5556zOkZ6ejqGDh0KLy8vBAUFYfr06TAYDFZjtm3bhl69ekGlUqFt27ZYsWJFtVqWLl2K1q1bQ61Wo0+fPti3b1+jfGZyDGeuFuFcTjGUchnuqehHBq7PJOcW62Aw8q57RERE7squITk8PBz//ve/kZKSggMHDuC+++7D8OHDcezYMWnMxIkTkZGRIT0WLFgg7TMajRg6dCj0ej12796Nr7/+GitWrMDs2bOlMefOncPQoUNx7733IjU1FVOnTsUzzzyDTZs2SWN++OEHJCQkYM6cOTh48CC6d++O+Ph4ZGdnN80XQU1uc8Uscmyb5vBRKaTtzb2VkMsEiCKQW6y3V3lERERkZ3YNyQ8++CAeeOABtGvXDu3bt8fbb78NHx8f7NmzRxrj5eWFkJAQ6aHRaKR9mzdvxvHjx/Hdd9+hR48eGDJkCN566y0sXboUer054CxbtgxRUVFYuHAhOnXqhClTpuDhhx/G4sWLpeMsWrQIEydOxPjx4xEdHY1ly5bBy8sLX331VdN9GdSkrrdaBFttl8kEBPooAXCFCyIiInfmMD3JRqMR33//PYqLixEbGyttX7lyJQIDA9GlSxfMmjULJSUl0r7k5GR07doVwcHXg058fDy0Wq00G52cnIy4uDir94qPj0dycjIAQK/XIyUlxWqMTCZDXFycNKYmOp0OWq3W6kHOIbuwDKkX8wFUD8nA9ZaLLK6VTERE5LYUNx/SuI4cOYLY2FiUlZXBx8cHP/30E6KjowEATzzxBFq1aoWwsDAcPnwYM2fOxMmTJ7F27VoAQGZmplVABiA9z8zMvOEYrVaL0tJS5OXlwWg01jjmxIkTtdY9f/58vPnmm7f24ckudp3OgSgC3cL9pJuHVBasUeHIZa5wQURE5M7sHpI7dOiA1NRUFBQU4Mcff8S4ceOwfft2REdHY9KkSdK4rl27IjQ0FAMHDsSZM2fQpk0bO1YNzJo1CwkJCdJzrVaLiIgIO1ZEdWVpo2jbwqfG/S2kZeA4k0xEROSu7B6SlUol2rZtCwCIiYnB/v37sWTJEnz22WfVxvbp0wcAcPr0abRp0wYhISHVVqHIyjL3moaEhEj/tGyrPEaj0cDT0xNyuRxyubzGMZZj1ESlUkGlUtXz05IjKCgtBwBoPD1q3C/ddY8zyURERG7LYXqSLUwmE3S6msNJamoqACA0NBQAEBsbiyNHjlitQpGYmAiNRiO1bMTGxiIpKcnqOImJiVLfs1KpRExMjNUYk8mEpKQkq95och3aspuEZA1vTU1EROTu7DqTPGvWLAwZMgSRkZEoLCzEqlWrsG3bNmzatAlnzpzBqlWr8MADD6B58+Y4fPgwpk2bhv79+6Nbt24AgEGDBiE6OhpPPvkkFixYgMzMTLz++uuYPHmyNMv73HPP4eOPP8aMGTPw9NNPY8uWLVi9ejXWr18v1ZGQkIBx48ahd+/euOOOO/DBBx+guLgY48ePt8v3Qo2roNS8jrZfLSE5mO0WREREbs+uITk7Oxtjx45FRkYG/Pz80K1bN2zatAn3338/Ll68iN9//10KrBERERg5ciRef/116fVyuRzr1q3D888/j9jYWHh7e2PcuHGYN2+eNCYqKgrr16/HtGnTsGTJEoSHh+PLL79EfHy8NObRRx/F1atXMXv2bGRmZqJHjx7YuHFjtYv5yDVoLe0W6pp//DmTTERERIIoiqK9i3AFWq0Wfn5+KCgosFrLmRzPiKW7kHoxH58/GYNBnav3nWcWlKHv/CQoZAL++tcQyGSCHaokIiIiW6tPXnO4nmSixmbpSa6t3SLQRwlBAAwmEddKeNc9IiIid8SQTG5He5PVLRRyGZp7m1sueEMRIiIi98SQTG5FFEVob3LhHgCE+DEkExERuTOGZHIrZeUm6I0mALXPJANASMWd+DILePEeERGRO2JIJrdiuZGIXCbAWymvdVywFJJLm6QuIiIiciwMyeRWpBuJqBUQhNpXrZBmktluQURE5JYYksmtWGaSb9SPDADBfpaQzHYLIiIid8SQTG7lZitbWIRWhOSsAs4kExERuSOGZHIrdZ1JZrsFERGRe2NIJrdy/ZbUdWu3KCgtR6ne2Oh1ERERkWNhSCa3UlCxRvLN2i18VQp4Vax+wdlkIiIi98OQTG5FWt3CU3HDcYIgVFormSGZiIjI3TAkk1upa08yAIRYLt7jTDIREZHbYUgmt1LXnmSAF+8RERG5M4Zkciv1mUmW1kpmuwUREZHbYUgmt6ItM1+4V6d2C/YkExERuS2GZHIrdb2ZCAAEs92CiIjIbTEkk1vR1qPdIpQX7hEREbkthmRyG0aTiEJdxTrJ6hsvAQdcX90iu1AHo0ls1NqIiIjIsTAkk9uwzCIDdWu3CPRRQS4TYDSJyCnSNWZpRERE5GAYksltWG4k4qWUw0N+8x99uUxACx8VAF68R0RE5G4Ykslt1Gf5NwtpGTj2JRMREbkVhmRyG9pSSz9y3UNyiMY8k8yL94iIiNwLQzK5jYbMJIf6eQIAMthuQURE5FYYksltWHqSNZ43X9nCwrJWchZDMhERkVthSCa3UVCPG4lYhPhVXLjHdgsiIiK3wpBMbkO62149epJ51z0iIiL3xJBMbqMhPckhlpBcUAZR5A1FiIiI3AVDMrkNbVnF6hb1CMlBFSG5RG9EabmxUeoiIiIix8OQTG6jITPJ3ko5POQCACC/pPwmo4mIiMhVMCST27jek1z31S0EQYC/lxIAkFeib5S6iIiIyPEwJJPb0DZgJhkAmnmZx3MmmYiIyH0wJJPbsKyT7OdVv5Ds78mZZCIiInfDkExuQRTF6+sk12MJOADwrwjVeZxJJiIicht1b84kcmJ/nb2AcqN5CbdzJ48h06Pufz80lmoBAGmnz+OgMheBgYGIjIxslDqJiIjIMTAkk8tLT09HTGw/BD79GUSTEf363l6v1/vf8xT8+j6MZcu/w/wtX8LTywsn0tIYlImIiFwYQzK5vJycHOhF84+6SiFDwtK19Xr9Sa0MR/OBLgMeROTtHbDy3enIyclhSCYiInJhDMnkFmRqHwCAp0qJ8Hbt6/Xa/MsFOJqfDZnaF8HN2zRGeURERORgeOEeuQWZpy8AwNNDXu/XqiteU1ZusmlNRERE5LgYksktyD01AABPZf1DsiVYlxl4W2oiIiJ3wZBMbkHm5QcAUNdjVQsLy2vKyhmSiYiI3AVDMrkFy0yyl0f92/At7Ra6chNE0aZlERERkYNiSCa3IKsIyWplQ2aSzSFZBMC2ZCIiIvfAkExuQeZV0ZPcgAv35DIBHnIBAKBjSCYiInILDMnkFqQL9xoQkoHrs8nlJsFmNREREZHjYkgmt3D9wr2GhWRLuOZMMhERkXtgSCa3cCtLwAHXw7WeM8lERERugSGZXF65UYRM5QXgFtotFOZ/VfRcBY6IiMgtMCSTyyvUm3skBIhQKRr2I8+ZZCIiIvdi15D86aefolu3btBoNNBoNIiNjcWGDRuk/WVlZZg8eTKaN28OHx8fjBw5EllZWVbHSE9Px9ChQ+Hl5YWgoCBMnz4dBoPBasy2bdvQq1cvqFQqtG3bFitWrKhWy9KlS9G6dWuo1Wr06dMH+/bta5TPTE1PW9FIrJQBgtCwkHs9JNusLCIiInJgdg3J4eHh+Pe//42UlBQcOHAA9913H4YPH45jx44BAKZNm4Zff/0Va9aswfbt23HlyhU89NBD0uuNRiOGDh0KvV6P3bt34+uvv8aKFSswe/Zsacy5c+cwdOhQ3HvvvUhNTcXUqVPxzDPPYNOmTdKYH374AQkJCZgzZw4OHjyI7t27Iz4+HtnZ2U33ZVCjKbSEZHnD7wRiueseQzIREZF7EETRse4hFhAQgPfeew8PP/wwWrRogVWrVuHhhx8GAJw4cQKdOnVCcnIy+vbtiw0bNmDYsGG4cuUKgoODAQDLli3DzJkzcfXqVSiVSsycORPr16/H0aNHpfd47LHHkJ+fj40bNwIA+vTpg9tvvx0ff/wxAMBkMiEiIgIvvvgiXnnllTrVrdVq4efnh4KCAmg0Glt+JXSLPvx5FxbtyUegyoTR/To06BgnMrTYdDwLQWoT9r/5N6SkpKBXr142rpSIiIgaU33ymsP0JBuNRnz//fcoLi5GbGwsUlJSUF5ejri4OGlMx44dERkZieTkZABAcnIyunbtKgVkAIiPj4dWq5Vmo5OTk62OYRljOYZer0dKSorVGJlMhri4OGlMTXQ6HbRardWDHJNlJll1Cz/tKku7BS/cIyIicgt2D8lHjhyBj48PVCoVnnvuOfz000+Ijo5GZmYmlEol/P39rcYHBwcjMzMTAJCZmWkVkC37LftuNEar1aK0tBQ5OTkwGo01jrEcoybz58+Hn5+f9IiIiGjQ56fGp9XferuFJy/cIyIicit2D8kdOnRAamoq9u7di+effx7jxo3D8ePH7V3WTc2aNQsFBQXS4+LFi/YuiWqhtcFMMnuSiYiI3IvC3gUolUq0bdsWABATE4P9+/djyZIlePTRR6HX65Gfn281m5yVlYWQkBAAQEhISLVVKCyrX1QeU3VFjKysLGg0Gnh6ekIul0Mul9c4xnKMmqhUKqhUqoZ9aGpS0oV7slu5cM88k2wQBUBm939tiIiIqJHZfSa5KpPJBJ1Oh5iYGHh4eCApKUnad/LkSaSnpyM2NhYAEBsbiyNHjlitQpGYmAiNRoPo6GhpTOVjWMZYjqFUKhETE2M1xmQyISkpSRpDzk2aSW7YfUTMr1XIYGm0kHv63npRRERE5NDsOiU2a9YsDBkyBJGRkSgsLMSqVauwbds2bNq0CX5+fpgwYQISEhIQEBAAjUaDF198EbGxsejbty8AYNCgQYiOjsaTTz6JBQsWIDMzE6+//jomT54szfI+99xz+PjjjzFjxgw8/fTT2LJlC1avXo3169dLdSQkJGDcuHHo3bs37rjjDnzwwQcoLi7G+PHj7fK9kG1JPcm3MJMsCAJUHjKUlZsg8+TqJURERK7OriE5OzsbY8eORUZGBvz8/NCtWzds2rQJ999/PwBg8eLFkMlkGDlyJHQ6HeLj4/HJJ59Ir5fL5Vi3bh2ef/55xMbGwtvbG+PGjcO8efOkMVFRUVi/fj2mTZuGJUuWIDw8HF9++SXi4+OlMY8++iiuXr2K2bNnIzMzEz169MDGjRurXcxHzskWM8mAueWirNwEmdrHBlURERGRI3O4dZKdFddJdkyiKKL9a7+h3AQMDtOjQ6fODT7W6gMXkVFQhuy1b2Pn9x9znWQiIiIn45TrJBM1hhK9EeUVK1LcyuoWwPWL99iTTERE5PoYksmlXSvWAwBM5WVQ3GpIrjiAjCGZiIjI5TEkk0uTQnLprd8R0TKTzAv3iIiIXB9DMrm0ayXmkGwssWFI5oV7RERELo8hmVxank1nks3/usg5k0xEROTyGJLJpdmy3cJTardgTzIREZGrY0gml5bXGO0WnEkmIiJyeQzJ5NJsOZPsrTLfe0fuE3DLxyIiIiLHxpBMLs0Sko0lBbd8LO+KW/bJ1T4oM5hu+XhERETkuBiSyaXlFZcDsM1Mskohh0Iw36DyWilDMhERkStjSCaXJi0BZ4OQDACe5slk5JYYbXI8IiIickwMyeTSpCXgbHDhHgB4KswzyTmlDMlERESujCGZXJbJJF5f3aL01nuSAcBTznYLIiIid8CQTC6rsMwAkznTwlRaZJNjst2CiIjIPTAkk8sq0hsAAB4yACaDTY5pmUnOZbsFERGRS2NIJpdVojMHY7VCsNkx1Wy3ICIicgsMyeSyivXm2V61wnY/5l7m+4lwJpmIiMjFMSSTy2rMmeSCMhP0vKEIERGRy2JIJpd1fSbZdiFZJQNEQzlEANmFZTY7LhERETkWhmRyWSUVF+552jAkCwJgKMoFAGQWMCQTERG5KoZkclnFuoqZZA/bhWQAMBZWhGQtQzIREZGrYkgml3V9Jtm2P+bGwhwAnEkmIiJyZQzJ5LKkmWQbtlsAbLcgIiJyBwzJ5LIsM8m2DsmWmeQMtlsQERG5LIZkclnFjRaSOZNMRETk6hiSyWU1WrsFQzIREZHLY0gml1XcCDcTAa63W2Rpy2AyiTY9NhERETkGhmRyWSWNcFtqADAW50EAYDCJyCnW2fTYRERE5BgYksllFTfCzUQAACYj/NXmf3WyChiSiYiIXBFDMrmskkbqSQaA5l5yAEBGQanNj01ERET2x5BMLquxVrcAgADPiplkLgNHRETkkhiSyWVd70luhJlkT8tMMkMyERGRK2JIJpfVWKtbANdDMpeBIyIick0MyeSSDEYTdAYTAMDTxqtbAJXaLQoZkomIiFwRQzK5pJJyo/TnxulJNs8kZ2m5ugUREZErYkgml2RZ2UIhE9AIE8loVrEEXDYv3CMiInJJDMnkkiwrW3gp5RCExptJ1pYZUKo33mQ0ERERORuGZHJJlplkb5WiUY7v5SFA7VExm8y+ZCIiIpfDkEwuqfJMcmMQBAFBvmoAQHYh+5KJiIhcDUMyuaSSipDs00gzyQAQrFEB4A1FiIiIXBFDMrmkoop2Cy9l44XkIE3FTDJXuCAiInI5DMnkkkoqbiTirWqcdgsACPKtmElmTzIREZHLYUgml1Ssb/yZ5GDOJBMREbkshmRySU0xk2zpSebqFkRERK6HIZlcUlPMJFtWt+Bd94iIiFwPQzK5JMvqFt6NtAQcwNUtiIiIXBlDMrmkYsvqFo24BJxldYtC3nWPiIjI5TAkk0tqiplkX5WCd90jIiJyUQzJ5JKaoidZEARphQv2JRMREbkWu4bk+fPn4/bbb4evry+CgoIwYsQInDx50mrMgAEDIAiC1eO5556zGpOeno6hQ4fCy8sLQUFBmD59OgwGg9WYbdu2oVevXlCpVGjbti1WrFhRrZ6lS5eidevWUKvV6NOnD/bt22fzz0xNoylWtwCAYOnW1JxJJiIiciV2Dcnbt2/H5MmTsWfPHiQmJqK8vByDBg1CcXGx1biJEyciIyNDeixYsEDaZzQaMXToUOj1euzevRtff/01VqxYgdmzZ0tjzp07h6FDh+Lee+9Famoqpk6dimeeeQabNm2Sxvzwww9ISEjAnDlzcPDgQXTv3h3x8fHIzs5u/C+CbK4pZpIBoIV08R5nkomIiFxJ4yaIm9i4caPV8xUrViAoKAgpKSno37+/tN3LywshISE1HmPz5s04fvw4fv/9dwQHB6NHjx546623MHPmTMydOxdKpRLLli1DVFQUFi5cCADo1KkTdu7cicWLFyM+Ph4AsGjRIkycOBHjx48HACxbtgzr16/HV199hVdeeaUxPj41IqknWSUHihrvfTiTTERE5Jocqie5oKAAABAQEGC1feXKlQgMDESXLl0wa9YslJSUSPuSk5PRtWtXBAcHS9vi4+Oh1Wpx7NgxaUxcXJzVMePj45GcnAwA0Ov1SElJsRojk8kQFxcnjalKp9NBq9VaPchxSKtbNPJMsnRDEc4kExERuRS7ziRXZjKZMHXqVNx1113o0qWLtP2JJ55Aq1atEBYWhsOHD2PmzJk4efIk1q5dCwDIzMy0CsgApOeZmZk3HKPValFaWoq8vDwYjcYax5w4caLGeufPn48333zz1j40NZrrq1soUNqI7xPEtZKJiIhcksOE5MmTJ+Po0aPYuXOn1fZJkyZJf+7atStCQ0MxcOBAnDlzBm3atGnqMiWzZs1CQkKC9Fyr1SIiIsJu9dB1JpOIEktPcpNduMeZZCIiIlfiECF5ypQpWLduHXbs2IHw8PAbju3Tpw8A4PTp02jTpg1CQkKqrUKRlZUFAFIfc0hIiLSt8hiNRgNPT0/I5XLI5fIax9TWC61SqaBSqer+IanJlJRfv7GHdyO3WwRJS8BxJpmIiMiV2LUnWRRFTJkyBT/99BO2bNmCqKiom74mNTUVABAaGgoAiI2NxZEjR6xWoUhMTIRGo0F0dLQ0Jikpyeo4iYmJiI2NBQAolUrExMRYjTGZTEhKSpLGkPOwLP8mCJBu9tFYLO0WvOseERGRa7FrSJ48eTK+++47rFq1Cr6+vsjMzERmZiZKS81dpGfOnMFbb72FlJQUnD9/Hr/88gvGjh2L/v37o1u3bgCAQYMGITo6Gk8++ST+/PNPbNq0Ca+//jomT54szfQ+99xzOHv2LGbMmIETJ07gk08+werVqzFt2jSploSEBHzxxRf4+uuvkZaWhueffx7FxcXSahfkPCzLv3krFRAEoVHfy1elgKeHuaWDK1wQERG5Dru2W3z66acAzDcMqWz58uV46qmnoFQq8fvvv+ODDz5AcXExIiIiMHLkSLz++uvSWLlcjnXr1uH5559HbGwsvL29MW7cOMybN08aExUVhfXr12PatGlYsmQJwsPD8eWXX0rLvwHAo48+iqtXr2L27NnIzMxEjx49sHHjxmoX85HjK26iG4kA5rvuBWlUuJBbgiytDq2aezf6exIREVHjs2tIFkXxhvsjIiKwffv2mx6nVatW+O233244ZsCAATh06NANx0yZMgVTpky56fuRYyupNJPcFIJ91RUhmTPJRERErsKh1kkmsoXiiuXfGntlCwtLXzJXuCAiInIdDMnkckqa6EYiFqF+5hUuLl4ruclIIiIichYMyeRyiqUbiTTNTHLbIB8AwJmrjXj/ayIiImpSDMnkcixLwHmpmmYmuW2QLwDgdDZDMhERkatgSCaXc30JuKadSc4oKENhWXmTvCcRERE1LoZkcjkllgv3mqgn2c/TA0G+5ov3OJtMRETkGhiSyeUUV1y41xTrJFu0CzbPJp9iSCYiInIJDMnkcpp6JhkA2lX0JZ9hSCYiInIJDMnkcpq6JxkA2gRxJpmIiMiVMCSTy2nq1S0AoJ0Ukgub7D2JiIio8TAkk8uRepKbtN3CHJIv5ZWitGImm4iIiJwXQzK5nKa+LTUANPdRoZmXB0SRNxUhIiJyBQzJ5HJK9E0/kwxcv3iPy8ARERE5P4ZkcjlFlp7kJrxwDwDaViwDx5BMRETk/BiSyeVY7nrn5+nRpO/btgUv3iMiInIVDMnkUnQGI8rKTQAAjbppQzJvKEJEROQ6GJLJpRSWGaQ/+6jt05N8IbcEeoOpSd+biIiIbIshmVyKttTcauGrUkAuE5r0vYM1KvioFDCaRJzPLW7S9yYiIiLbYkgml6KtmEnWNHE/MgAIgiDdeY+3pyYiInJuDMnkUgoqZpLtEZIBoKW/GgCQpS2zy/sTERGRbTAkk0uxtFtomrgf2SLI1xySswt1dnl/IiIisg2GZHIp2jL7ziS38FUBAK4yJBMRETk1hmRyKdrSip7kJl7+zcISkjmTTERE5NwYksmlXJ9Jtk+7BWeSiYiIXANDMrkUS09yU99tz6KFD2eSiYiIXAFDMrkUaXULO7VbBGnMIflasQ5Gk2iXGoiIiOjWMSSTS7HnOskA0NxbBZkAmEQgt4izyURERM6KIZlcir2XgJPLBDRnywUREZHTY0gml2LvJeCA633JvHiPiIjIeTV4uq24uBjbt29Heno69Hq91b6XXnrplgsjagh7LwEHmPuSj2cwJBMRETmzBoXkQ4cO4YEHHkBJSQmKi4sREBCAnJwceHl5ISgoiCGZ7MYyk+znZf+Z5OxC3pqaiIjIWTWo3WLatGl48MEHkZeXB09PT+zZswcXLlxATEwM3n//fVvXSFQnZeVG6A0mAPbrSQaur3DBmWQiIiLn1aCQnJqain/84x+QyWSQy+XQ6XSIiIjAggUL8Oqrr9q6RqI6sVy0JxMAb6X9QjLXSiYiInJ+DQrJHh4ekMnMLw0KCkJ6ejoAwM/PDxcvXrRddUT1YGm18FV7QCYT7FZHkEYNgDPJREREzqxB0209e/bE/v370a5dO9xzzz2YPXs2cnJy8O2336JLly62rpGoTgosF+3Z6ZbUFpZbU3MmmYiIyHk1aCb5nXfeQWhoKADg7bffRrNmzfD888/j6tWr+Pzzz21aIFFdSRft2XH5NwAI8r3ekyyKvOseERGRM2rQlFvv3r2lPwcFBWHjxo02K4ioobR2viW1hWUmubTciCKdAb52roeIiIjqjzcTIZfhKCHZS6mAj8r890/2JRMRETmnOs8k9+rVC0lJSWjWrBl69uwJQaj9wqiDBw/apDii+tCWOUZPMmCeTS7SGZBdqMNtLXzsXQ4RERHVU53TxPDhw6FSmX+NPGLEiMaqh6jBHGUmGTCH5HM5xZxJJiIiclJ1Dslz5syp8c9EjSk9PR05OTl1Gnv2Uj4AoCjvqtVvM9LS0hqjtBviChdERETOrUG/l96/fz9MJhP69OljtX3v3r2Qy+VWF/YRNVR6ejo6duqE0pKSOo0PHD4T3h3vxicfvI93D66rtr+oqMjWJdaq8goXRERE5HwaFJInT56MGTNmVAvJly9fxrvvvou9e/fapDhybzk5OSgtKcHome8hOLLNTcf/ka1AdhkQ/9gziJzwtLQ9bd92bPh6CcrKyhqzXCvXZ5Kb7j2JiIjIdhoUko8fP45evXpV296zZ08cP378losiqiw4sg3C23W++cC8dKBMh5DwCIQHXr9YLiv9TCNWVzPLrak5k0xEROScGrQEnEqlQlZWVrXtGRkZUCjsv7IAuSedwQQAUCnkdq6Et6YmIiJydg0KyYMGDcKsWbNQUFAgbcvPz8err76K+++/32bFEdWHXgrJ9l/+mzPJREREzq1B077vv/8++vfvj1atWqFnz54AgNTUVAQHB+Pbb7+1aYFEdSGKInQGIwBA7RAzyeaQnFusR7nRBA+5/YM7ERER1V2DQnLLli1x+PBhrFy5En/++Sc8PT0xfvx4PP744/DwsP8ateR+DCYRJtH8Z5WH/QNpgJcScpkAo0lEbpEeIX5qe5dERERE9dDgBmJvb29MmjTJlrUQNZiu3NxqIRMAhaz2u0E2FZlMQAsfFTK1ZcgoKGVIJiIicjINnnI7deoUPv/8c/zrX//CvHnzrB51NX/+fNx+++3w9fVFUFAQRowYgZMnT1qNKSsrw+TJk9G8eXP4+Phg5MiR1S4aTE9Px9ChQ+Hl5YWgoCBMnz4dBoPBasy2bdvQq1cvqFQqtG3bFitWrKhWz9KlS9G6dWuo1Wr06dMH+/btq/sXQnZVVtFqoVLIb3jL9KYU5m8OxhkFXAaOiIjI2TQoJH/xxRfo1KkTZs+ejR9//BE//fST9Pj555/rfJzt27dj8uTJ2LNnDxITE1FeXo5BgwahuLhYGjNt2jT8+uuvWLNmDbZv344rV67goYcekvYbjUYMHToUer0eu3fvxtdff40VK1Zg9uzZ0phz585h6NChuPfee5GamoqpU6fimWeewaZNm6QxP/zwAxISEjBnzhwcPHgQ3bt3R3x8PLKzsxvyFVETs6xsoXSAi/Yswvw9AQBX8kvtXAkRERHVV4PaLf71r3/h7bffxsyZM2/pzTdu3Gj1fMWKFQgKCkJKSgr69++PgoIC/N///R9WrVqF++67DwCwfPlydOrUCXv27EHfvn2xefNmHD9+HL///juCg4PRo0cPvPXWW5g5cybmzp0LpVKJZcuWISoqCgsXLgQAdOrUCTt37sTixYsRHx8PAFi0aBEmTpyI8ePHAwCWLVuG9evX46uvvsIrr7xyS5+TGp9Omkl2nJDcsiIkX2ZIJiIicjoNCsl5eXkYNWqUrWuRlpQLCAgAAKSkpKC8vBxxcXHSmI4dOyIyMhLJycno27cvkpOT0bVrVwQHB0tj4uPj8fzzz+PYsWPo2bMnkpOTrY5hGTN16lQAgF6vR0pKCmbNmiXtl8lkiIuLQ3Jyco216nQ66HTXl/fSarW39uHplugrepLVHk2zskVaWtpNx5gKzb8ROX4+AwcP1rwUXGBgICIjI21aGxEREd26BoXkUaNGYfPmzXjuuedsVojJZMLUqVNx1113oUuXLgCAzMxMKJVK+Pv7W40NDg5GZmamNKZyQLbst+y70RitVovS0lLk5eXBaDTWOObEiRM11jt//ny8+eabDfuwZHO6JlojWXvtKgBgzJgxNx3r2eYOBD08GztSjmH1S1NrHuPlhRNpaQzKREREDqZBIblt27Z44403sGfPHnTt2rXasm8vvfRSvY85efJkHD16FDt37mxISU1u1qxZSEhIkJ5rtVpERETYsSL31lQhubTI/BuDoc++hg7dYm44Nl8vICkT8A1rgyeWrq22Pyv9DFa+Ox05OTkMyURERA6mQSH5888/h4+PD7Zv347t27db7RMEod4hecqUKVi3bh127NiB8PBwaXtISAj0ej3y8/OtZpOzsrIQEhIijam6CoVl9YvKY6quiJGVlQWNRgNPT0/I5XLI5fIax1iOUZVKpYJKparX56TGU3l1i6bQPKwVwtt1vuGYwHIjkjLPQm8SEHxbJ95QhIiIyIk06P/a586dq/Vx9uzZOh9HFEVMmTIFP/30E7Zs2YKoqCir/TExMfDw8EBSUpK07eTJk0hPT0dsbCwAIDY2FkeOHLFahSIxMREajQbR0dHSmMrHsIyxHEOpVCImJsZqjMlkQlJSkjSGHJtlnWSlA9xIxEKlkEFZEYyLygw3GU1ERESO5JYShV6vx8mTJ6utSVxXkydPxnfffYdVq1bB19cXmZmZyMzMRGmpeTUAPz8/TJgwAQkJCdi6dStSUlIwfvx4xMbGom/fvgCAQYMGITo6Gk8++ST+/PNPbNq0Ca+//jomT54szfQ+99xzOHv2LGbMmIETJ07gk08+werVqzFt2jSploSEBHzxxRf4+uuvkZaWhueffx7FxcXSahfk2K7fktpxQrIgCPBVm39Zoy0rt3M1REREVB8NShQlJSWYMGECvLy80LlzZ6SnpwMAXnzxRfz73/+u83E+/fRTFBQUYMCAAQgNDZUeP/zwgzRm8eLFGDZsGEaOHIn+/fsjJCQEa9de7++Uy+VYt24d5HI5YmNjMWbMGIwdO9bqpiZRUVFYv349EhMT0b17dyxcuBBffvmltPwbADz66KN4//33MXv2bPTo0QOpqanYuHFjtYv5yDFd70lumnaLuvKpCMmFnEkmIiJyKg3qSZ41axb+/PNPbNu2DYMHD5a2x8XFYe7cuXVeV1gUxZuOUavVWLp0KZYuXVrrmFatWuG333674XEGDBiAQ4cO3XDMlClTMGXKlJvWRI5H30QX7tWXL0MyERGRU2pQSP7555/xww8/oG/fvla3AO7cuTPOnDljs+KI6kqaSXagnmQA0KjNK78U6thuQURE5EwalCiuXr2KoKCgatuLi4utQjNRUykrb9rVLeqKM8lERETOqUEhuXfv3li/fr303BKMv/zyS64GQU1OFEXHbbdQVcwkMyQTERE5lQa1W7zzzjsYMmQIjh8/DoPBgCVLluD48ePYvXt3tXWTiRqb3miCpbvd4UKyNJNcDlEU+ZsWIiIiJ9GgRNGvXz+kpqbCYDCga9eu2Lx5M4KCgpCcnIyYmBvfhYzI1iz9yHKZAIWD3bDDR6WAAMAkAiV6o73LISIiojpq0EwyALRp0wZffPGFLWshahDLjUQcbRYZAGQyAd4qBYp0BhSWGeCtavC/ckRERNSEGvR/bMu6yLWJjIxsUDFEDeGo/cgWvmpLSC5HiJ/a3uUQERFRHTQoJLdu3fqGvZVGI3+tTE2nzOCYK1tY+KoVyCgAtLx4j4iIyGk0KCRXvSlHeXk5Dh06hEWLFuHtt9+2SWFEdeWoayRbSGsl89bURERETqNBIbl79+7VtvXu3RthYWF477338NBDD91yYUR1pZPWSHbMkMy1komIiJyPTVNFhw4dsH//flsekuimpJlkh223sNx1jyGZiIjIWTRoJlmr1Vo9F0URGRkZmDt3Ltq1a2eTwojqSucEF+4BbLcgIiJyJg0Kyf7+/tUu3BNFEREREfj+++9tUhhRXekMztFuUVZugt5ggtJB6yQiIqLrGhSSt2zZYhWSZTIZWrRogbZt20Kh4Dqw1LSkdZI9HLPdQqWQQ6WQQWcwobCsHM19VPYuiYiIiG6iQYl2wIABNi6DqOEcvd0CADSeHrhaqIO2zMCQTERE5AQalCrmz5+Pr776qtr2r776Cu++++4tF0VUH47ebgEAmoqWC20p+5KJiIicQYNSxWeffYaOHTtW2965c2csW7bslosiqg9HX90CuL5WspYX7xERETmFBoXkzMxMhIaGVtveokULZGRk3HJRRPXh6DcTAcztFgCgLeUycERERM6gQakiIiICu3btqrZ9165dCAsLu+WiiOpKFEXonaEn2dJuwZlkIiIip9CgC/cmTpyIqVOnory8HPfddx8AICkpCTNmzMA//vEPmxZIdCOWWWTAsdstfNluQURE5FQaFJKnT5+O3NxcvPDCC9Dr9QAAtVqNmTNnYtasWTYtkOhGLCFZIRMglwk3GW0/Gk+ulUxERORMGhSSBUHAu+++izfeeANpaWnw9PREu3btoFJxaStqWtLKFg7cjwxYr5WsLStHIJeBIyIicmi3lCwyMzNx7do1tGnTBiqVCqIo2qouojqRbiTiwK0WFtLFe2y5ICIicngNCsm5ubkYOHAg2rdvjwceeEBa0WLChAnsSaYm5Qw3ErGwXLxXyBUuiIiIHF6DksW0adPg4eGB9PR0eHl5SdsfffRRbNy40WbFEd2MM9xIxIIzyURERM6jQT3JmzdvxqZNmxAeHm61vV27drhw4YJNCiOqi+trJDtBu4WaayUTERE5iwZNvxUXF1vNIFtcu3aNF+9Rk7rek+wEM8lcK5mIiMhpNChZ3H333fjmm2+k54IgwGQyYcGCBbj33nttVhzRzbDdgoiIiBpDg9otFixYgIEDB+LAgQPQ6/WYMWMGjh07hmvXrtV4Jz6ixnL9wj3Hb7fwVVuvlUxERESOq0HTb126dMFff/2Ffv36Yfjw4SguLsZDDz2EQ4cOoU2bNraukahWzrS6hUohh7qiTs4mExERObZ6zySXl5dj8ODBWLZsGV577bXGqImoznTlznEzEQuNpwfKCnXQlpVDae9iiIiIqFb1ThYeHh44fPhwY9RCVG/O1G4BXG+54AoXREREjq1B029jxozB//3f/9m6FqJ6c6Z2C4AX7xERETmLBl24ZzAY8NVXX+H3339HTEwMvL29rfYvWrTIJsUR3YwzrW4BVF4ruRzwtHMxREREVKt6heSzZ8+idevWOHr0KHr16gUA+Ouvv6zGCIJgu+qIbsBkElFuFAE4x81EgEprJZcaGJKJiIgcWL1Ccrt27ZCRkYGtW7cCMN+G+sMPP0RwcHCjFEd0Izrj9WXUVHLnmEkO8DZfrnetRA9TMzsXQ0RERLWqV7IQRdHq+YYNG1BcXGzTgojqyrKyhVIug0zmHL/B8PP0gFIug9EkorDcOWomIiJyR7c0/VY1NBM1JctFe0on6UcGzO1ILXzNt27P0zMkExEROap6pQtBEKr1HLMHmexFWtnCSdZItgiqCMn5DMlEREQOq149yaIo4qmnnoJKZf6ffFlZGZ577rlqq1usXbvWdhUS1UK6kYgTzSQDlUIy2y2IiIgcVr1C8rhx46yejxkzxqbFENWHs91IxKJF5ZlkwbkCPhERkbuoV0hevnx5Y9VBVG+WkKx2spnkZt5KKGQCDCZA0SzM3uUQERFRDZwrXRBVcv1GIs41kyyrdPGeMriNnashIiKimjAkk9MqK3fOC/eA633JyhCGZCIiIkfkfOmCqEKJ3gAA8FI610wycL0vWcWZZCIiIofEkExOq0RvbrfwdMKQHOSrBmBut+B640RERI6nXhfuETkSS0j2Ujrfj3GAtxIyiIDaB1nFRnuXQ0RERFVwJpmcljO3W8hlAvyU5hnks3nldq6GiIiIqmJIJqdUbjSh3GgOmc4YkgHAnyGZiIjIYdk1JO/YsQMPPvggwsLCIAgCfv75Z6v9Tz31lHQrbMtj8ODBVmOuXbuG0aNHQ6PRwN/fHxMmTEBRUZHVmMOHD+Puu++GWq1GREQEFixYUK2WNWvWoGPHjlCr1ejatSt+++03m39esh1Lq4VcJkApd86/6/l5mENyeoHBzpUQERFRVXZNF8XFxejevTuWLl1a65jBgwcjIyNDevznP/+x2j969GgcO3YMiYmJWLduHXbs2IFJkyZJ+7VaLQYNGoRWrVohJSUF7733HubOnYvPP/9cGrN79248/vjjmDBhAg4dOoQRI0ZgxIgROHr0qO0/NNlEqdSPLIcgOOftnX0U5pDMnmQiIiLHY9crnoYMGYIhQ4bccIxKpUJISEiN+9LS0rBx40bs378fvXv3BgB89NFHeOCBB/D+++8jLCwMK1euhF6vx1dffQWlUonOnTsjNTUVixYtksL0kiVLMHjwYEyfPh0A8NZbbyExMREff/wxli1bZsNPTLbizP3IFt4VITm72AhRFJ027BMREbkih/899bZt2xAUFIQOHTrg+eefR25urrQvOTkZ/v7+UkAGgLi4OMhkMuzdu1ca079/fyiVSmlMfHw8Tp48iby8PGlMXFyc1fvGx8cjOTm51rp0Oh20Wq3Vg5qOM69sYeGlAETRBJ1RRE6R3t7lEBERUSUOHZIHDx6Mb775BklJSXj33Xexfft2DBkyBEajOSBlZmYiKCjI6jUKhQIBAQHIzMyUxgQHB1uNsTy/2RjL/prMnz8ffn5+0iMiIuLWPizVS0mldgtnJRMAY2EOAOBiXomdqyEiIqLKHHoa7rHHHpP+3LVrV3Tr1g1t2rTBtm3bMHDgQDtWBsyaNQsJCQnSc61Wy6DchFyh3QIADPlZUGiCcPFaCXpFNrN3OURERFTBoWeSq7rtttsQGBiI06dPAwBCQkKQnZ1tNcZgMODatWtSH3NISAiysrKsxlie32xMbb3QgLlXWqPRWD2o6bhCuwUAGArMv624eI0zyURERI7EqULypUuXkJubi9DQUABAbGws8vPzkZKSIo3ZsmULTCYT+vTpI43ZsWMHysuvr0WbmJiIDh06oFmzZtKYpKQkq/dKTExEbGxsY38kaiBXaLcAzDPJAHDxWqmdKyEiIqLK7BqSi4qKkJqaitTUVADAuXPnkJqaivT0dBQVFWH69OnYs2cPzp8/j6SkJAwfPhxt27ZFfHw8AKBTp04YPHgwJk6ciH379mHXrl2YMmUKHnvsMYSFhQEAnnjiCSiVSkyYMAHHjh3DDz/8gCVLlli1Srz88svYuHEjFi5ciBMnTmDu3Lk4cOAApkyZ0uTfCdWN67RbmGeS0zmTTERE5FDsGpIPHDiAnj17omfPngCAhIQE9OzZE7Nnz4ZcLsfhw4fxt7/9De3bt8eECRMQExODP/74AyqVSjrGypUr0bFjRwwcOBAPPPAA+vXrZ7UGsp+fHzZv3oxz584hJiYG//jHPzB79myrtZTvvPNOrFq1Cp9//jm6d++OH3/8ET///DO6dOnSdF8G1YvrtFtUzCTzwj0iIiKHYteEMWDAAIiiWOv+TZs23fQYAQEBWLVq1Q3HdOvWDX/88ccNx4waNQqjRo266fuR/RlNInQGEwAXmEmuCMkZBWUoN5rg4aR3DyQiInI1/D8yOR1Lq4VMAFQK5/4RNhblQSk3B/+M/DJ7l0NEREQVnDthkFuq3Grh/HepE9HCyzwbzpYLIiIix8GQTE7HEpI9nbzVwiLY29z1xGXgiIiIHAdDMjkdV1nZwiLYx/w5uMIFERGR42BIJqfjKmskWwR5W9otuFYyERGRo2BIJqfjKsu/WQRbQjJnkomIiBwGQzI5HZdrt2BPMhERkcNhSCan46rtFrnFehTrDHauhoiIiACGZHJCpS7WbuGtlMHP0wMAl4EjIiJyFAzJ5HRcbSYZACIDvAAAF6/x4j0iIiJHwJBMTsVkElFaXrFOsofrhOSIAE8AXAaOiIjIUTAkk1OxBGQBrnMzEQCIDPAGAKTnFtu5EiIiIgIYksnJWFot1B5yyJz+ltTX3RZoDslncxiSiYiIHAFDMjkVafk3levMIgNAVIuKkHyVIZmIiMgRMCSTU3HFi/YAIKpiJvlKQSnKKlpKiIiIyH4YksmpuOJFewDQ3FsJjVoBUQQu5PLiPSIiIntjSCanIq2R7OEaayRbCIKAqBY+AIBzOUV2roaIiIgYksmpWFoR1ErX+9G1XLx3hn3JREREdud6SYNcmqu2WwDX+5LPcYULIiIiu2NIJqdiabdwxZB8WwuGZCIiIkfhWo2d5PKkmWQXWt0iLS0NAKDLKwcAnMoswMGDB+t9nMDAQERGRtq0NiIiInfFkExOxZXaLbTXrgIAxowZAwAQPNSITPgRWp0Jt991D0xl9buAz9PLCyfS0hiUiYiIbIAhmZyGSRRRVm4CYL7jnrMrLdICAIY++xo6dIsBAPx2WUSpUcCT73yL5iqxzsfKSj+Dle9OR05ODkMyERGRDTAkk9PQVQRkwDVCskXzsFYIb9fZ/OfCS7iUVwpl83CEh2rsXBkREZH74oV75DQsrRYqhQxymWDnahpHMy8lACCvRG/nSoiIiNwbQzI5DVde2cLC38sDAJBfUm7nSoiIiNwbQzI5DVdc2aIqziQTERE5BoZkchqutLJFbSrPJIti3S/cIyIiIttiSCanYQnJrnTRXlV+ag/IBMBgElGkM9i7HCIiIrfFkExOo0zv+u0WMpkAP0/zbHIe+5KJiIjshiGZnIY7tFsAgD/7komIiOyOIZmchruE5GZc4YKIiMjuGJLJaViWgFMrXfvHljPJRERE9ufaaYNcCmeSiYiIqKkwJJPTKHObkGyeSdaWlsNgMt1kNBERETUGhmRyCgajCeVG87rBrry6BQB4KeXwkAsQAWhLuQwcERGRPTAkk1OwtFrIBEApd+0fW0EQeOc9IiIiO3PttEEuo3I/siAIdq6m8fmzL5mIiMiuGJLJKVxf2cK1Wy0sOJNMRERkXwzJ5BTKys0XsLn6RXsWlplkhmQiIiL7YEgmp+Auy79ZWGaS2W5BRERkHwzJ5BQs7RbuEpItM8kleiN0BqOdqyEiInI/DMnkFCwzye7Sk6xSyOFV8Vk5m0xERNT0GJLJKVhCspebzCQDvHiPiIjInhiSySmUWVa3cKOQfP3iPc4kExERNTWGZHIK0oV7btJuAVS+eI8zyURERE2NIZmcgrutbgEAzXhDESIiIrthSCaHJ4ruGZL9K/Uki6Jo52qIiIjcC0MyObxy0RyUAUDt4T4/sn6eHhAAlBtFFOu4DBwREVFTsmvi2LFjBx588EGEhYVBEAT8/PPPVvtFUcTs2bMRGhoKT09PxMXF4dSpU1Zjrl27htGjR0Oj0cDf3x8TJkxAUVGR1ZjDhw/j7rvvhlqtRkREBBYsWFCtljVr1qBjx45Qq9Xo2rUrfvvtN5t/XmoYSz70kAtQyN0nJMtlgnTxXk6xzs7VEBERuRe7Jo7i4mJ0794dS5curXH/ggUL8OGHH2LZsmXYu3cvvL29ER8fj7KyMmnM6NGjcezYMSQmJmLdunXYsWMHJk2aJO3XarUYNGgQWrVqhZSUFLz33nuYO3cuPv/8c2nM7t278fjjj2PChAk4dOgQRowYgREjRuDo0aON9+GpzvQmAYB7tVpYtPBVAQCytQzJRERETUlhzzcfMmQIhgwZUuM+URTxwQcf4PXXX8fw4cMBAN988w2Cg4Px888/47HHHkNaWho2btyI/fv3o3fv3gCAjz76CA888ADef/99hIWFYeXKldDr9fjqq6+gVCrRuXNnpKamYtGiRVKYXrJkCQYPHozp06cDAN566y0kJibi448/xrJly5rgm6AbKa2YSfZW2fXH1S6CfdX4K6sI2YVlNx9MRERENuOwv7s+d+4cMjMzERcXJ23z8/NDnz59kJycDABITk6Gv7+/FJABIC4uDjKZDHv37pXG9O/fH0qlUhoTHx+PkydPIi8vTxpT+X0sYyzvUxOdTgetVmv1oMZRajDPJPu4YUiWZpILOZNMRETUlBw2JGdmZgIAgoODrbYHBwdL+zIzMxEUFGS1X6FQICAgwGpMTceo/B61jbHsr8n8+fPh5+cnPSIiIur7EamOSo0VIVntfiE5qCIkF5YZpBU+iIiIqPE5bEh2dLNmzUJBQYH0uHjxor1LclmWdgt3nElWecjh52m+eO8qZ5OJiIiajMOG5JCQEABAVlaW1fasrCxpX0hICLKzs632GwwGXLt2zWpMTceo/B61jbHsr4lKpYJGo7F6UOOQZpLdMCQD12eTs7XsSyYiImoqDhuSo6KiEBISgqSkJGmbVqvF3r17ERsbCwCIjY1Ffn4+UlJSpDFbtmyByWRCnz59pDE7duxAefn1u5YlJiaiQ4cOaNasmTSm8vtYxljeh+zLnXuSgUohmTPJRERETcauIbmoqAipqalITU0FYL5YLzU1Fenp6RAEAVOnTsW//vUv/PLLLzhy5AjGjh2LsLAwjBgxAgDQqVMnDB48GBMnTsS+ffuwa9cuTJkyBY899hjCwsIAAE888QSUSiUmTJiAY8eO4YcffsCSJUuQkJAg1fHyyy9j48aNWLhwIU6cOIG5c+fiwIEDmDJlSlN/JVSNgDI3brcAePEeERGRPdg1dRw4cAD33nuv9NwSXMeNG4cVK1ZgxowZKC4uxqRJk5Cfn49+/fph48aNUKvV0mtWrlyJKVOmYODAgZDJZBg5ciQ+/PBDab+fnx82b96MyZMnIyYmBoGBgZg9e7bVWsp33nknVq1ahddffx2vvvoq2rVrh59//hldunRpgm+BbkTmpYEJ5plkd1wCDgCCNOaf94LScujKjVC54XrRRERETc2uqWPAgAEQLfcbroEgCJg3bx7mzZtX65iAgACsWrXqhu/TrVs3/PHHHzccM2rUKIwaNerGBVOTk/s0BwB4KeWQywQ7V2Mfnh5y+KoVKCwzILtQh4gAL3uXRERE5PIctieZCAAUvoEA3LfVwsLSl8wVLoiIiJoGQzI5NLmveSaZIdnccpHFO+8RERE1CYZkcmgKhmQAQJCGM8lERERNiSGZHJrc0m7hhnfbq8zSbpFXUg69wWTnaoiIiFwfQzI5NLZbmHkpFdJ3wNlkIiKixseQTA6NF+5dd/2mIuxLJiIiamwMyeTQLEvAuXu7BcCbihARETUlhmRyWCXlJshU5jWBOZPMi/eIiIiaEkMyOazcEvP9qD0EER5y/qhaloG7VqxHuZEX7xERETUmJg9yWLml5iDoqaj9rozuxEelgJdSDhFAThFnk4mIiBoTQzI5rNxS80yyp9zOhTgQ6eI9LUMyERFRY2JIJodlabfwlHMm2cLScsGL94iIiBoXQzI5rGuWdgvOJEssF+9xGTgiIqLGxZBMDktqt2BPssTSbpFbrIeBF+8RERE1GoZkcljXStluUZWPSgFPDzlEEcgp1tu7HCIiIpfFkEwOK5ftFtUIglDp4j22XBARETUWhmRySGXlRmh1lpDMmeTKLHfe401FiIiIGg9DMjmkrIpZUlN5GTz4U2rFMpOcxWXgiIiIGg3jBzmkK/nmkGzU5kAQ7FyMgwn18wRgvqGIrtxo52qIiIhcE0MyOaSMglIAgKEwx86VOB4ftQL+nh4QAVzOL7V3OURERC6JIZkcUkZBxUxy4VU7V+KYwpuZZ5Mv5TEkExERNQaGZHJIVypmSA1aziTXJLyZFwDgEmeSiYiIGgVDMjmk6zPJDMk1scwkXy3UoYx9yURERDbHkEwOSZpJZkiukbdKgWZeHgDYl0xERNQYGJLJIUkzyWy3qJXUcsG+ZCIiIptjSCaHU6I3oKC0HABg0PLCvdpcv3ivxM6VEBERuR6GZHI4ljWSPRUCRD0DYG1a+lvWS9ZDx7ZkIiIim2JIJoeTWdFqEeglt3Mljs1bpUCAlxIAkKPjHVeIiIhsiSGZHM6VihuJNGdIvilplYsy/qtMRERkS/w/KzmcjIp2i0BP/njejBSSOZNMRERkU0wh5HAst6Rmu8XNtawIydpyGWSeGjtXQ0RE5DoYksnhXKnoSWa7xc15KRVo7m3uS1ZHdLFzNURERK6DIZkcTkY+Z5LrwzKbrIrsaudKiIiIXAdDMjkcy41EAj0ZkuvC0pesjuxm50qIiIhcB0MyORRtWTmKdAYAQHMv/njWRbi/+c57yhatkF/GBZOJiIhsgSmEHIplZQs/Tw+oFfzxrAtPpRwaDxMA4PhVvZ2rISIicg1MIeRQLGskh/qp7VyJc2mhEgEAR7MZkomIiGyBIZkcimUmOazilstUNy3U5pnko5xJJiIisgmGZHIomZxJbpBAlQhRNOGS1oCrhTp7l0NEROT0GJLJoVjWSOZMcv2o5EB59nkAwJ6zufYthoiIyAUwJJNDyeBMcoOVpR8GAGw5kW3nSoiIiJwfQzI5FEtPcqgfZ5Lrq+TkbgDA78ezoDNwKTgiIqJbwZBMDsNgNOFiXgkAICKAIbm+dJfTEOApQ6HOgD/+yrF3OURERE6NIZkcxoVrJSg3ivD0kCOMM8kNICI23Nymsv5Ihp1rISIicm4MyeQwTmcXAQDaBHlDJhPsXI1zujPC/JcLtlwQERHdGoZkchiWkNy2hY+dK3FeHZp7IESjZssFERHRLWJIJodxxhKSgxiSG0omCBjSNQQAWy6IiIhuBUMyOYzTVxmSbWFo11AAbLkgIiK6FQzJ5BBEUeRMso30imwmtVxsO3nV3uUQERE5JYcOyXPnzoUgCFaPjh07SvvLysowefJkNG/eHD4+Phg5ciSysrKsjpGeno6hQ4fCy8sLQUFBmD59OgwGg9WYbdu2oVevXlCpVGjbti1WrFjRFB+PKskoKEOx3giFTECr5t72LsepyWQC/tYjDACw9uAlO1dDRETknBw6JANA586dkZGRIT127twp7Zs2bRp+/fVXrFmzBtu3b8eVK1fw0EMPSfuNRiOGDh0KvV6P3bt34+uvv8aKFSswe/Zsacy5c+cwdOhQ3HvvvUhNTcXUqVPxzDPPYNOmTU36Od2d5aK9Vs294CF3+B9LhzeyVzgAICktG7lFOjtXQ0RE5HwU9i7gZhQKBUJCQqptLygowP/93/9h1apVuO+++wAAy5cvR6dOnbBnzx707dsXmzdvxvHjx/H7778jODgYPXr0wFtvvYWZM2di7ty5UCqVWLZsGaKiorBw4UIAQKdOnbBz504sXrwY8fHxTfpZ3dlptlrYVIcQX3QL98PhSwX45c8rGH9XlL1LIiIicioOP2V36tQphIWF4bbbbsPo0aORnp4OAEhJSUF5eTni4uKksR07dkRkZCSSk5MBAMnJyejatSuCg4OlMfHx8dBqtTh27Jg0pvIxLGMsx6iNTqeDVqu1elDD8aI923s4xjyb/GMKWy6IiIjqy6FDcp8+fbBixQps3LgRn376Kc6dO4e7774bhYWFyMzMhFKphL+/v9VrgoODkZmZCQDIzMy0CsiW/ZZ9Nxqj1WpRWlpaa23z58+Hn5+f9IiIiLjVj+vWOJNsew92C4NSLsOxK1ocv8K/xBEREdWHQ4fkIUOGYNSoUejWrRvi4+Px22+/IT8/H6tXr7Z3aZg1axYKCgqkx8WLF+1dklOTVrZo4WvnSlxHM28l4qKDAAD/5QV8RERE9eLQIbkqf39/tG/fHqdPn0ZISAj0ej3y8/OtxmRlZUk9zCEhIdVWu7A8v9kYjUYDT0/PWmtRqVTQaDRWD2qYa8V65BbrAZhvSU22Y2m5+PnQZZQbTXauhoiIyHk4VUguKirCmTNnEBoaipiYGHh4eCApKUnaf/LkSaSnpyM2NhYAEBsbiyNHjiA7O1sak5iYCI1Gg+joaGlM5WNYxliOQY3P0mrR0t8TXkqHv5bUqfRv1wJBvirkFuvx08HL9i6HiIjIaTh0SP7nP/+J7du34/z589i9ezf+/ve/Qy6X4/HHH4efnx8mTJiAhIQEbN26FSkpKRg/fjxiY2PRt29fAMCgQYMQHR2NJ598En/++Sc2bdqE119/HZMnT4ZKpQIAPPfcczh79ixmzJiBEydO4JNPPsHq1asxbdo0e350t2IJyW3Yj2xzCrkME+++DQDw0dZTnE0mIiKqI4cOyZcuXcLjjz+ODh064JFHHkHz5s2xZ88etGjRAgCwePFiDBs2DCNHjkT//v0REhKCtWvXSq+Xy+VYt24d5HI5YmNjMWbMGIwdOxbz5s2TxkRFRWH9+vVITExE9+7dsXDhQnz55Zdc/q0JSRfttWBIbgyj+0Yi0EeJi9dKOZtMRERURw79u+3vv//+hvvVajWWLl2KpUuX1jqmVatW+O233254nAEDBuDQoUMNqpFuHZd/a1xeSgWe7d8Gb/+Who+2nsLfe7XkDVuIiIhugv+nJLuzLE/WMZQrWzQWziYTERHVD0My2VV2YRlyinSQCUCnEK4Q0lgss8kA8PHW0zCaRDtXRERE5NgYksmujlXMIkcFesNTKbdzNa5tdN9IaNQKpF8rwe4zOfYuh4iIyKExJJNdWVotOof52bkS1+elVGBEz5YAgNUHeHMRIiKiG2FIJruyhOToMLZaNIVHeptvn77pWCbyS/R2roaIiMhxMSSTXR3PsMwkMyQ3hc5hGnQK1UBvMOGXP6/YuxwiIiKHxZBMdlOkM+BcTjEAIDqUIbkpCIKAURW3ql594KKdqyEiInJcDMlkNycqZpFDNGo091HZuRr3MaJnS3jIBRy9rMWxKwX2LoeIiMghOfTNRMi1HWM/ss2lpaXVaVzvUBWSL5Xhkw0HMaFn9YsmAwMDERkZaevyiIiInAZDMtnN9ZUtGJJvlfbaVQDAmDFj6jRefVsMgke9iV8OZ+KTZwcBRoPVfk8vL5xIS2NQJiIit8WQTHZzLMP8q372I9+60iLzXziGPvsaOnSLuel4UQQ2XBFR6qnBI/9eg3Cv6zcXyUo/g5XvTkdOTg5DMhERuS2GZLKLcqMJf2UWAeAaybbUPKwVwtt1rtPYLvIc7D+fh0zRD33btWzkyoiIiJwLL9xzUqIo4kJuMYp1hpsPdkCns4ugN5rgq1IgvJmnvctxS5YZ/Au5JSgsK7dzNURERI6FIdlJPbwsGfe8tw27z+Tau5QGsfQjdwrTQCYT7FyNe/L3UqKlv/kvKGkZhXauhoiIyLEwJDup1s29AQBHLjvnEl6HL+UDYD+yvVlWFjmeoYUoijcZTURE5D4Ykp1U15bmcHPUSUPyH6dyAAB9bwuwcyXurV2QDzzkAgpKy3E5v9Te5RARETkMhmQn1TXcfLGbM84kX7xWgrM5xZDLBNzZNtDe5bg1D7kM7YN9AQBHL2vtXA0REZHjYEh2UtGhfpAJwNVCHbK0ZfYup152nDKv6dszwh8atYedq6FuLc1/4foruxDaUl7AR0REBDAkOy1PpRxtg3wAAEcuOdds8o6/zCG5f/sWdq6EACBIo0ZEM0+IInDoYr69yyEiInIIDMlOrEtL52u5KDeasOu0eUWOexiSHUZMq2YAgGNXCqA32rkYIiIiB8CQ7MS6VoRkZ7p471B6Pop0BjTz8pBCPtlfZIAXAn2UKDeKOFvE/ywQERHx/4ZOrJsTXrxnabXo164F5Fwf2WEIgiDNJp8ulENQKO1cERERkX0xJDsxy8V72YU6ZDvJxXuWi/b6t+OqFo6mXZAvfNUK6EwCfLrH27scIiIiu2JIdmJWF+85wWxybpFOqpMX7TkeuUzA7a3M61b79RuNgjI2JxMRkftS2LsAujVdWvrhr6wiHLlcgIGdgu1dDgAgPT0dOTk51bZvv1ACUQRa+Slw+fRxXL7JcdLS0hqnQKpV55YapJzNRAF8sPJIIe69094VERER2QdDspPr2tIPaw9edpiL99LT09GxUyeUlpRU29di5Gx4tb0Df274DjGvflfnYxYVFdmyRLoBmSCgR4AR27NkSDpXitSL+egR4W/vsoiIiJocQ7KT6+pgy8Dl5OSgtKQEo2e+h+DINtJ2vRFYd9kDIoBRIx+C5rGHbnqstH3bseHrJSgrc45+a1cRqBJRdCQJPl0HYs7/juKnF+6CjBdZEhGRm2FIdnLRYRrIBCBLa754L0ijtndJAIDgyDYIb9dZen70cgFEZCPQR4no6HZ1OkZW+pnGKo9uIm/7crToGYc/LxVg+e7zmNAvyt4lERERNSleuOfkvJQKRAV6AwBOZhXauZraWWprH+xr50qoLkzF+Xiym/lcvbvxBE5kau1cERERUdNiSHYBlhUuzmQ7Zu9ukc6AS3mlAIAODMlOI76NF+7rGAS9wYSX/5OKsnKudkFERO6DIdkFtGlREZKvFtu5kpqdqphFDvVTQ+PpYedqqK4EQcCCh7sh0EeJk1mFeHfjCXuXRERE1GQYkl3A9ZDsmDPJllYLziI7n0AfFd4b1R0AsHzXeaw9eMnOFRERETUNhmQX0CbIcUPytWI9srQ6CLjeFkLO5d4OQXj2ntsAADN+PIztFbcWJyIicmUMyS7gthbmC/eytDoUlpXbuRpre87mAgCiAr3hreJiKs5qZnxHDO8RBoNJxPPfpeDIJcdYcpCIiKixMCS7AI3aA0G+KgDAWQfqS87WluFUxcWEfW9rbudq6FbIZALee7g7+rUNRIneiHHL9znMDWyIiIgaA0Oyi3DEvuTdFbPIHYJ90aIixJPzUipk+HRML3QL98O1Yj0e/3wP9p+/Zu+yiIiIGgV//+3E0tPTkZOTAwDQCOYl1nYdOY3WyK73sQIDAxEZGWmz2nLKBFzILYFMAPreFmCz41LTSUtLq3H7jNvVeEdXiuNX9Rj9RTKm39kMMaE138TG1j9XRERETYUh2Umlp6ejY6dOKC0pAQD4xjyIgLhn8c3Pm7Hoqfn1Pp6nlxdOpKXZLNAcLZADMN8R0N9LaZNjUtPQXjNfmDdmzJhaxwgKFVr8fRZwW2/8a0cutMlrkL9zJSCarMbZ+ueKiIioqTAkO6mcnByUlpRg9Mz3EBzZBlmlAnZeBUK6xGLs/Wvrdays9DNY+e505OTk2CTM+PYahlydDAqZgD6t2YvsbEqLzHfXG/rsa+jQLabWcSYRSM0z4lyRHH53Porb7h2F25sb4F3xXxVb/1wRERE1JYZkJxcc2Qbh7TpDU1aOnVfPo9ggQ1ibaMhkgl3qSS8oR7N7nwYA9GsbCB81f8ScVfOwVghv1/mGYyIB/JVViKS0bOTqgKQsFfpGNUePCP8mqZGIiKixMMG4CF+VAgqZAINJREFZOZrZocVBZzBi8Z58CAolQtQmdAv3a/IaqOm1D/ZFkK8KicezcKWgDH+czkFaphbtPe3zFzUiIiJb4OoWLkIQBDTzNgfjvGJ9k7+/KIp4Z30aLhQYYCzOR0xzAwSBIcld+Hsp8XBMOAZ2CoJaIUNOkR67r3ogdPxH2H6hFDqD0d4lEhER1QtDsgtp5uUBAMgradobiphMIt789Ti+Tr4AAMjd8CHU8iYtgRyAIAjoEuaHJ2NboVekPxSCCGVQFJbszUffd5Lw5q/HcOxKAURRtHepREREN8WQ7EICKlosrjXhTLLBaMI/1/yJFbvPAwAm9tSg9My+Jnt/cjxeSgXubtcCQ1qWI3/HtwjwlCGvpBzLd53H0A93ot+7WzH3l2PYd+4aAzMRETkshmQXIrVblDRNSC4oLceErw9g7aHLkMsEfPBoDwxp590k702OTykDCpJ/wGdDg7D8qdsxuHMIVAoZLueXYsXu83jks2QM/uAPrNx7ASV6g73LJSIissIL91xIs0ozyaIoNmpP8KmsQkz6NgXncoqh9pDh48d7IS46GAcPZjXae5Jz+uvkCXTqJGBSZwHjOgThzywd9l0uw66LZTiZVYjXfjqKt9cdw32tvTC4rRfCfK3/s2Q0idAZRUSEtECrVq3s9CmIiMjdMCS7kGZeHlDIBOgMJpzPLUFUoO1ndQ1GE1YfuIR3fktDkc6Alv6e+OzJGHRpyZUsyNrNbkoiU3nDu2scfHsNRUmzMKw7VYx1p4phLCmAsegaTLpiyH0DofANhCBXwKQ/j6jgU2gf6o8+UQHoe1tzdArVQG6n5Q6JiMi1MSS7EIVchm7hfjiYno/kM7lo3dzLZrPJJpOIrSezMX/DCZzOLgIA9IkKwCeje6G5j8om70Gupa43JRFFIKusHGcK5cgsEyD38oPcq/pfumRKT1zI0+FCXhYSj5t/Y+HtISC6hRJdWijROUiFVn6KOoVm3i6biIhuhiHZxfRuHYCjl7W4WqTDqewitA/2rfNr09LSrJ6LoojLhUb8kV6K7RdKkV1sXsbLVyngkWhfxLdV4sJfx3DhBscgqstNSSIA9AZQVm5Ekc6AYp0BZeUm+KgU0HgqcD51N75dPBcKTQsog9tAFdkV6vDOKIYX9l/RYf8VHYBCGMuKoLt4FGXpR1CWfgTlV89Xu1U2wNtlExHRzTEkV7F06VK89957yMzMRPfu3fHRRx/hjjvusHdZdebpIUevSH/sOXcNyWdy0aaFz01n1q7/WvxJeARGQhXRGeqILlCFd4bC9/ptpU26EhQe+g3pe9Zgtq4Ys29wzKKiIlt8HHIzag851B5yBFb57YS+uACGvCuIf2S8NCttEoF8fTmu6gTklMmQoxMAtQ+82vWFV7u+AAAPQUSgWkQLlQkBKhEeMhH5GRfw0yfvIPnkFZwsUsFgNEGpkEGpkCHAW4kQjRoB3kqu801E5OYYkiv54YcfkJCQgGXLlqFPnz744IMPEB8fj5MnTyIoKMje5dVZz8hm+PNSAfJLy5FyIQ/RoRp4q+TS//QNJhNKdOYZO21ZOY4XqRA0ai58WneHUeZhdSwZRLRQi2jlbUKopwKKdn8DHvlbre+dtm87Nny9BGVlZY36Gck9VZ2VrjwPbDKJuFqkw6W8UlzKK8GV/DLojSZklArIKK28kE87hL+wHDOTcgHk1vg+HjIgwFOO5p5yBHjK4KuSwVcpg49SBh+lAB+lDN5KGVRyASGBAYhqFQ5PDzk8PeRQKWR2uy18YyjRG3Aupxh6gwkmEVDIBES18IZG7XHzFxMR3UBesR7nc4txtVCHQZ1D7F1ONQzJlSxatAgTJ07E+PHjAQDLli3D+vXr8dVXX+GVV16xc3V1p1TI0Lt1M/xxKgfJZ3ORfDYXSrkMggCUG83/o7MWCM/bAmGE+X+Aof5qtPT3REt/T4Ro1FDI675SYFb6GVt+FKI6k8kEBGvUCNaoEdOqWbXQnFush95ggt5ghMlogLE4D8bifIjGcghyDwgKpbkf2rsZyk1AVrERWcV1uVNgDoC/rLYo5YBKLkClEKCUC1DIBJSWiyg1mKAziLBMUgsQIAiAAEAuAxSC+doCD5n530UPecU/ZQIUMvM4y4uFioflSeXnSpUSzf18ze0qagV81Qr4qBTwVpl7tgUBkFmOIwgQRRHlRhHlRhPySvTI1uqQUVCKU1lFOJdTjJpWsw7wlKGlrwIBnnI0U5v/0iAXALlgPhfmPwuQySq2CQI0Gl80b27+7ZRliWyx4ujSc2m75blo9Ry1vU4af+P9qHK8ykt1yypqlwkC5ML176nyPwVBgIBKzyuOVfl9RdGy7frBzdtEq89pGVP5s1UeYxIBo8kEo0mEwSTCJJr/qZAJUMhk8FDIzD8bchk85Nf/YiZU+hkxPzf/rFn+XHkfOQZbrRhvy6XnxZtUlZOTg8LCwpsfRwTKDCLKDCK0OhOyig3IKDIis8iAIr35PTxkAk78a4jDXYjNkFxBr9cjJSUFs2bNkrbJZDLExcUhOTm52nidTgedTic9LygoAABotdrGLxbX2xkunToGXWlJtf0+ItDaQ46sMhlKDEBZlf8kyiBCJQc8FSJM+Vdwdvdv6NXnLnTp0A4yAUAhoCuEVb9xXVhCcub5v3DG26shH83mx3LEmtzhWI5Skz8AfxmAivb8kyk78ft/luH2IY8iPKqd9WBTJkyFAsrhAb3ggXJBAT08YBDkMEIOIxQoF2QwQmHeZjBCbzBC5qGCoFBKhymreNiX7ZZjNJYWQNSXmZeWVCih8AlAjg7IybfZWxCRmzIU5aJMm439qS0R3Taq0d/PktPqcjMrQeQtrwAAV65cQcuWLbF7927ExsZK22fMmIHt27dj7969VuPnzp2LN998s6nLJCIiIqJbdPHiRYSHh99wDGeSG2jWrFlISEiQnptMJly7dg3Nmzdvkgt+tFotIiIicPHiRWg0mkZ/P2ocPI+ugefRNfA8ugaeR9fQWOdRFEUUFhYiLCzspmMZkisEBgZCLpcjK8v6V5RZWVkICaneTK5SqaBSWV+B7+/v35gl1kij0fA/Ai6A59E18Dy6Bp5H18Dz6Boa4zz6+dXtBmh1vyLLxSmVSsTExCApKUnaZjKZkJSUZNV+QURERESujzPJlSQkJGDcuHHo3bs37rjjDnzwwQcoLi6WVrsgIiIiIvfAkFzJo48+iqtXr2L27NnIzMxEjx49sHHjRgQHB9u7tGpUKhXmzJlTreWDnAvPo2vgeXQNPI+ugefRNTjCeeTqFkREREREVbAnmYiIiIioCoZkIiIiIqIqGJKJiIiIiKpgSCYiIiIiqoIh2UktXboUrVu3hlqtRp8+fbBv3z57l0S1mD9/Pm6//Xb4+voiKCgII0aMwMmTJ63GlJWVYfLkyWjevDl8fHwwcuTIaje2Icfy73//G4IgYOrUqdI2nkfncPnyZYwZMwbNmzeHp6cnunbtigMHDkj7RVHE7NmzERoaCk9PT8TFxeHUqVN2rJiqMhqNeOONNxAVFQVPT0+0adMGb731FiqvRcDz6Hh27NiBBx98EGFhYRAEAT///LPV/rqcs2vXrmH06NHQaDTw9/fHhAkTUFRU1Cj1MiQ7oR9++AEJCQmYM2cODh48iO7duyM+Ph7Z2dn2Lo1qsH37dkyePBl79uxBYmIiysvLMWjQIBQXF0tjpk2bhl9//RVr1qzB9u3bceXKFTz00EN2rJpuZP/+/fjss8/QrVs3q+08j44vLy8Pd911Fzw8PLBhwwYcP34cCxcuRLNmzaQxCxYswIcffohly5Zh79698Pb2Rnx8PMrKyuxYOVX27rvv4tNPP8XHH3+MtLQ0vPvuu1iwYAE++ugjaQzPo+MpLi5G9+7dsXTp0hr31+WcjR49GseOHUNiYiLWrVuHHTt2YNKkSY1TsEhO54477hAnT54sPTcajWJYWJg4f/58O1ZFdZWdnS0CELdv3y6Koijm5+eLHh4e4po1a6QxaWlpIgAxOTnZXmVSLQoLC8V27dqJiYmJ4j333CO+/PLLoijyPDqLmTNniv369at1v8lkEkNCQsT33ntP2pafny+qVCrxP//5T1OUSHUwdOhQ8emnn7ba9tBDD4mjR48WRZHn0RkAEH/66SfpeV3O2fHjx0UA4v79+6UxGzZsEAVBEC9fvmzzGjmT7GT0ej1SUlIQFxcnbZPJZIiLi0NycrIdK6O6KigoAAAEBAQAAFJSUlBeXm51Tjt27IjIyEieUwc0efJkDB061Op8ATyPzuKXX35B7969MWrUKAQFBaFnz5744osvpP3nzp1DZmam1Xn08/NDnz59eB4dyJ133omkpCT89ddfAIA///wTO3fuxJAhQwDwPDqjupyz5ORk+Pv7o3fv3tKYuLg4yGQy7N271+Y18Y57TiYnJwdGo7HaXQCDg4Nx4sQJO1VFdWUymTB16lTcdddd6NKlCwAgMzMTSqUS/v7+VmODg4ORmZlphyqpNt9//z0OHjyI/fv3V9vH8+gczp49i08//RQJCQl49dVXsX//frz00ktQKpUYN26cdK5q+m8sz6PjeOWVV6DVatGxY0fI5XIYjUa8/fbbGD16NADwPDqhupyzzMxMBAUFWe1XKBQICAholPPKkEzUhCZPnoyjR49i586d9i6F6unixYt4+eWXkZiYCLVabe9yqIFMJhN69+6Nd955BwDQs2dPHD16FMuWLcO4cePsXB3V1erVq7Fy5UqsWrUKnTt3RmpqKqZOnYqwsDCeR7IZtls4mcDAQMjl8mpXzGdlZSEkJMROVVFdTJkyBevWrcPWrVsRHh4ubQ8JCYFer0d+fr7VeJ5Tx5KSkoLs7Gz06tULCoUCCoUC27dvx4cffgiFQoHg4GCeRycQGhqK6Ohoq22dOnVCeno6AEjniv+NdWzTp0/HK6+8gsceewxdu3bFk08+iWnTpmH+/PkAeB6dUV3OWUhISLVFCgwGA65du9Yo55Uh2ckolUrExMQgKSlJ2mYymZCUlITY2Fg7Vka1EUURU6ZMwU8//YQtW7YgKirKan9MTAw8PDyszunJkyeRnp7Oc+pABg4ciCNHjiA1NVV69O7dG6NHj5b+zPPo+O66665qSzD+9ddfaNWqFQAgKioKISEhVudRq9Vi7969PI8OpKSkBDKZdYSRy+UwmUwAeB6dUV3OWWxsLPLz85GSkiKN2bJlC0wmE/r06WP7omx+KSA1uu+//15UqVTiihUrxOPHj4uTJk0S/f39xczMTHuXRjV4/vnnRT8/P3Hbtm1iRkaG9CgpKZHGPPfcc2JkZKS4ZcsW8cCBA2JsbKwYGxtrx6qpLiqvbiGKPI/OYN++faJCoRDffvtt8dSpU+LKlStFLy8v8bvvvpPG/Pvf/xb9/f3F//3vf+Lhw4fF4cOHi1FRUWJpaakdK6fKxo0bJ7Zs2VJct26deO7cOXHt2rViYGCgOGPGDGkMz6PjKSwsFA8dOiQeOnRIBCAuWrRIPHTokHjhwgVRFOt2zgYPHiz27NlT3Lt3r7hz506xXbt24uOPP94o9TIkO6mPPvpIjIyMFJVKpXjHHXeIe/bssXdJVAsANT6WL18ujSktLRVfeOEFsVmzZqKXl5f497//XczIyLBf0VQnVUMyz6Nz+PXXX8UuXbqIKpVK7Nixo/j5559b7TeZTOIbb7whBgcHiyqVShw4cKB48uRJO1VLNdFqteLLL78sRkZGimq1WrztttvE1157TdTpdNIYnkfHs3Xr1hr/fzhu3DhRFOt2znJzc8XHH39c9PHxETUajTh+/HixsLCwUeoVRLHS7WmIiIiIiIg9yUREREREVTEkExERERFVwZBMRERERFQFQzIRERERURUMyUREREREVTAkExERERFVwZBMRERERFQFQzIRERERURUMyUREbmzAgAGYOnWqvcsgInI4DMlERE7qwQcfxODBg2vc98cff0AQBBw+fLiJqyIicg0MyURETmrChAlITEzEpUuXqu1bvnw5evfujW7dujVqDUajESaTqVHfg4jIHhiSiYic1LBhw9CiRQusWLHCantRURHWrFmDESNG4PHHH0fLli3h5eWFrl274j//+c8Nj5mXl4exY8eiWbNm8PLywpAhQ3Dq1Clp/4oVK+Dv749ffvkF0dHRUKlUSE9Ph06nwz//+U+0bNkS3t7e6NOnD7Zt2ya97sKFC3jwwQfRrFkzeHt7o3Pnzvjtt99s+XUQEdkUQzIRkZNSKBQYO3YsVqxYAVEUpe1r1qyB0WjEmDFjEBMTg/Xr1+Po0aOYNGkSnnzySezbt6/WYz711FM4cOAAfvnlFyQnJ0MURTzwwAMoLy+XxpSUlODdd9/Fl19+iWPHjiEoKAhTpkxBcnIyvv/+exw+fBijRo3C4MGDpYA9efJk6HQ67NixA0eOHMG7774LHx+fxvtyiIhukSBW/i8rERE5lRMnTqBTp07YunUrBgwYAADo378/WrVqhW+//bba+GHDhqFjx454//33AZgv3OvRowc++OADnDp1Cu3bt8euXbtw5513AgByc3MRERGBr7/+GqNGjcKKFSswfvx4pKamonv37gCA9PR03HbbbUhPT0dYWJj0XnFxcbjjjjvwzjvvoFu3bhg5ciTmzJnTyN8IEZFtKOxdABERNVzHjh1x55134quvvsKAAQNw+vRp/PHHH5g3bx6MRiPeeecdrF69GpcvX4Zer4dOp4OXl1eNx0pLS4NCoUCfPn2kbc2bN0eHDh2QlpYmbVMqlVa9zkeOHIHRaET79u2tjqfT6dC8eXMAwEsvvYTnn38emzdvRlxcHEaOHNno/dJERLeC7RZERE5uwoQJ+O9//4vCwkIsX74cbdq0wT333IP33nsPS5YswcyZM7F161akpqYiPj4eer3+lt7P09MTgiBIz4uKiiCXy5GSkoLU1FTpkZaWhiVLlgAAnnnmGZw9exZPPvkkjhw5gt69e+Ojjz66pTqIiBoTQzIRkZN75JFHIJPJsGrVKnzzzTd4+umnIQgCdu3aheHDh2PMmDHo3r07brvtNvz111+1HqdTp04wGAzYu3evtC03NxcnT55EdHR0ra/r2bMnjEYjsrOz0bZtW6tHSEiINC4iIgLPPfcc1q5di3/84x/44osvbPMFEBE1AoZkIiIn5+Pjg0cffRSzZs1CRkYGnnrqKQBAu3btkJiYiN27dyMtLQ3PPvsssrKyaj1Ou3btMHz4cEycOBE7d+7En3/+iTFjxqBly5YYPnx4ra9r3749Ro8ejbFjx2Lt2rU4d+4c9u3bh/nz52P9+vUAgKlTp2LTpk04d+4cDh48iK1bt6JTp042/R6IiGyJIZmIyAVMmDABeXl5iI+Ply6ee/3119GrVy/Ex8djwIABCAkJwYgRI254nOXLlyMmJgbDhg1DbGwsRFHEb7/9Bg8Pj5u+buzYsfjHP/6BDh06YMSIEdi/fz8iIyMBmNdTnjx5Mjp16oTBgwejffv2+OSTT2zy2YmIGgNXtyAiIiIiqoIzyUREREREVTAkExERERFVwZBMRERERFQFQzIRERERURUMyUREREREVTAkExERERFVwZBMRERERFQFQzIRERERURUMyUREREREVTAkExERERFVwZBMRERERFTF/wOF5EugVZ5zXwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[33], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m columna \u001b[38;5;129;01min\u001b[39;00m numericals:\n\u001b[0;32m      2\u001b[0m     plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m8\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[1;32m----> 3\u001b[0m     \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhistplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnumericals\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcolumna\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbins\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m30\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkde\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m      4\u001b[0m     plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribución de la columna \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcolumna\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      5\u001b[0m     plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValores\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\distributions.py:1416\u001b[0m, in \u001b[0;36mhistplot\u001b[1;34m(data, x, y, hue, weights, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, multiple, element, fill, shrink, kde, kde_kws, line_kws, thresh, pthresh, pmax, cbar, cbar_ax, cbar_kws, palette, hue_order, hue_norm, color, log_scale, legend, ax, **kwargs)\u001b[0m\n\u001b[0;32m   1405\u001b[0m estimate_kws \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(\n\u001b[0;32m   1406\u001b[0m     stat\u001b[38;5;241m=\u001b[39mstat,\n\u001b[0;32m   1407\u001b[0m     bins\u001b[38;5;241m=\u001b[39mbins,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1411\u001b[0m     cumulative\u001b[38;5;241m=\u001b[39mcumulative,\n\u001b[0;32m   1412\u001b[0m )\n\u001b[0;32m   1414\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m p\u001b[38;5;241m.\u001b[39munivariate:\n\u001b[1;32m-> 1416\u001b[0m     \u001b[43mp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot_univariate_histogram\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   1417\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmultiple\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmultiple\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1418\u001b[0m \u001b[43m        \u001b[49m\u001b[43melement\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43melement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1419\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfill\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfill\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1420\u001b[0m \u001b[43m        \u001b[49m\u001b[43mshrink\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mshrink\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1421\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcommon_norm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommon_norm\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1422\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcommon_bins\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommon_bins\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1423\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkde\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkde\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1424\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkde_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkde_kws\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1425\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1426\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlegend\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlegend\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1427\u001b[0m \u001b[43m        \u001b[49m\u001b[43mestimate_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mestimate_kws\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1428\u001b[0m \u001b[43m        \u001b[49m\u001b[43mline_kws\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mline_kws\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1429\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1430\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1432\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1434\u001b[0m     p\u001b[38;5;241m.\u001b[39mplot_bivariate_histogram(\n\u001b[0;32m   1435\u001b[0m         common_bins\u001b[38;5;241m=\u001b[39mcommon_bins,\n\u001b[0;32m   1436\u001b[0m         common_norm\u001b[38;5;241m=\u001b[39mcommon_norm,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1446\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   1447\u001b[0m     )\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\distributions.py:447\u001b[0m, in \u001b[0;36m_DistributionPlotter.plot_univariate_histogram\u001b[1;34m(self, multiple, element, fill, common_norm, common_bins, shrink, kde, kde_kws, color, legend, line_kws, estimate_kws, **plot_kws)\u001b[0m\n\u001b[0;32m    445\u001b[0m     kde_kws\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcut\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m0\u001b[39m)\n\u001b[0;32m    446\u001b[0m     kde_kws[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcumulative\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m estimate_kws[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcumulative\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m--> 447\u001b[0m     densities \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compute_univariate_density\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    448\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata_variable\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    449\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcommon_norm\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    450\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcommon_bins\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    451\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkde_kws\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    452\u001b[0m \u001b[43m        \u001b[49m\u001b[43mwarn_singular\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    453\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    455\u001b[0m \u001b[38;5;66;03m# First pass through the data to compute the histograms\u001b[39;00m\n\u001b[0;32m    456\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sub_vars, sub_data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39miter_data(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhue\u001b[39m\u001b[38;5;124m\"\u001b[39m, from_comp_data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m    457\u001b[0m \n\u001b[0;32m    458\u001b[0m     \u001b[38;5;66;03m# Prepare the relevant data\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\distributions.py:345\u001b[0m, in \u001b[0;36m_DistributionPlotter._compute_univariate_density\u001b[1;34m(self, data_variable, common_norm, common_grid, estimate_kws, warn_singular)\u001b[0m\n\u001b[0;32m    341\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    342\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m singular:\n\u001b[0;32m    343\u001b[0m         \u001b[38;5;66;03m# Convoluted approach needed because numerical failures\u001b[39;00m\n\u001b[0;32m    344\u001b[0m         \u001b[38;5;66;03m# can manifest in a few different ways.\u001b[39;00m\n\u001b[1;32m--> 345\u001b[0m         density, support \u001b[38;5;241m=\u001b[39m \u001b[43mestimator\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobservations\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mweights\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    346\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m np\u001b[38;5;241m.\u001b[39mlinalg\u001b[38;5;241m.\u001b[39mLinAlgError:\n\u001b[0;32m    347\u001b[0m     singular \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\_statistics.py:193\u001b[0m, in \u001b[0;36mKDE.__call__\u001b[1;34m(self, x1, x2, weights)\u001b[0m\n\u001b[0;32m    191\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Fit and evaluate on univariate or bivariate data.\"\"\"\u001b[39;00m\n\u001b[0;32m    192\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x2 \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 193\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_eval_univariate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx1\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    194\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    195\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_eval_bivariate(x1, x2, weights)\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\_statistics.py:162\u001b[0m, in \u001b[0;36mKDE._eval_univariate\u001b[1;34m(self, x, weights)\u001b[0m\n\u001b[0;32m    158\u001b[0m     density \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[0;32m    159\u001b[0m         kde\u001b[38;5;241m.\u001b[39mintegrate_box_1d(s_0, s_i) \u001b[38;5;28;01mfor\u001b[39;00m s_i \u001b[38;5;129;01min\u001b[39;00m support\n\u001b[0;32m    160\u001b[0m     ])\n\u001b[0;32m    161\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 162\u001b[0m     density \u001b[38;5;241m=\u001b[39m \u001b[43mkde\u001b[49m\u001b[43m(\u001b[49m\u001b[43msupport\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m density, support\n",
+      "File \u001b[1;32mc:\\Users\\anasa\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\scipy\\stats\\_kde.py:271\u001b[0m, in \u001b[0;36mgaussian_kde.evaluate\u001b[1;34m(self, points)\u001b[0m\n\u001b[0;32m    268\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m    270\u001b[0m output_dtype, spec \u001b[38;5;241m=\u001b[39m _get_output_dtype(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcovariance, points)\n\u001b[1;32m--> 271\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mgaussian_kernel_estimate\u001b[49m\u001b[43m[\u001b[49m\u001b[43mspec\u001b[49m\u001b[43m]\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    272\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweights\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    273\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpoints\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcho_cov\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_dtype\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    275\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result[:, \u001b[38;5;241m0\u001b[39m]\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for columna in numericals:\n",
+    "    plt.figure(figsize=(8, 6))\n",
+    "    sns.histplot(numericals[columna], bins=30, kde=True)\n",
+    "    plt.title(f'Distribución de la columna {columna}')\n",
+    "    plt.xlabel('Valores')\n",
+    "    plt.ylabel('Frecuencia')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}