diff --git a/Humidity-Copy1.ipynb b/Humidity-Copy1.ipynb
index 5deda85..8555c16 100644
--- a/Humidity-Copy1.ipynb
+++ b/Humidity-Copy1.ipynb
@@ -39,13 +39,6 @@
     "# 상대 습도 공식"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": 3,
@@ -98,7 +91,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f23b2d9c1ff448ccaf980309db299c0a",
+       "model_id": "3b1599fed6be4add9c8d192cbfaa8b89",
        "version_major": 2,
        "version_minor": 0
       },
@@ -156,7 +149,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "48e79a4ecdb34ebdb8dc81e04135ceee",
+       "model_id": "75635ea408cc4760b82d7ff5949a3baa",
        "version_major": 2,
        "version_minor": 0
       },
@@ -358,7 +351,8 @@
    "source": [
     "## 수증기 분압 (온도, 상대습도)\n",
     "$$\n",
-    "p_{\\mathrm{H_2O}} = \\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)"
+    "p_{\\mathrm{H_2O}} = \\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)\n",
+    "$$"
    ]
   },
   {
@@ -503,6 +497,90 @@
   {
    "cell_type": "code",
    "execution_count": 17,
+   "id": "1c12b1ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_two_humidity_logger_csv_v1122 (filename, trim=0):\n",
+    "    import re\n",
+    "    from io import StringIO\n",
+    "    \n",
+    "    upper_limit = re.compile(r'\\++')\n",
+    "    trailing_ws = re.compile(r'([+-])\\s+')\n",
+    "    \n",
+    "    header_size = 46\n",
+    "    \n",
+    "    with open(filename) as gl840_file:\n",
+    "        raw_str = gl840_file.read()\n",
+    "        raw_str = upper_limit.sub(r'100', raw_str)\n",
+    "        raw_str = trailing_ws.sub(r'\\1', raw_str)\n",
+    "    \n",
+    "    ldg_raw = pd.read_csv(StringIO(raw_str), skiprows=header_size, names=cnames, skipfooter=trim, encoding='cp949')\n",
+    "    ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
+    "    \n",
+    "    try:\n",
+    "        ldg_raw['RH1'] = ldg_raw.apply(lambda row: float(upper_limit.sub(\"100\", row.CH1[1:])), axis=1)\n",
+    "    except TypeError:\n",
+    "        ldg_raw['RH1'] = ldg_raw.CH1\n",
+    "    ldg_raw['T1'] = ldg_raw.CH2 + 273.15\n",
+    "    ldg_raw['lpm1'] = ldg_raw.CH3\n",
+    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
+    "    \n",
+    "    try:\n",
+    "        ldg_raw['RH2'] = ldg_raw.apply(lambda row: float(upper_limit.sub(\"100\", row.CH4[1:])), axis=1)\n",
+    "    except TypeError:\n",
+    "        ldg_raw['RH2'] = ldg_raw.CH4\n",
+    "    ldg_raw['T2'] = ldg_raw.CH5 + 273.15\n",
+    "    ldg_raw['lpm2'] = ldg_raw.CH6\n",
+    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
+    "    \n",
+    "    ldg_raw['Tamb'] = ldg_raw.apply(lambda row: float(row.CH7.replace(' ','')) + 273.15, axis=1)\n",
+    "\n",
+    "    return ldg_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "a4d1e41b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_two_humidity_logger_csv_v1122 (filename, trim=0):\n",
+    "    import re\n",
+    "    from io import StringIO\n",
+    "    \n",
+    "    upper_limit = re.compile(r'\\+\\++')\n",
+    "    trailing_ws = re.compile(r'([+-])\\s+')\n",
+    "    \n",
+    "    header_size = 46\n",
+    "    \n",
+    "    with open(filename) as gl840_file:\n",
+    "        raw_str = gl840_file.read()\n",
+    "        raw_str = upper_limit.sub(r'100', raw_str)\n",
+    "        raw_str = trailing_ws.sub(r'\\1', raw_str)\n",
+    "    \n",
+    "    ldg_raw = pd.read_csv(StringIO(raw_str), skiprows=header_size, names=cnames, skipfooter=trim, encoding='cp949', parse_dates=['time'])\n",
+    "    ldg_raw['timestamp'] = ldg_raw.time + ldg_raw.apply(lambda row: pd.Timedelta(row.ms, 'ms'), axis=1)\n",
+    "    \n",
+    "    ldg_raw['RH1'] = ldg_raw.CH1\n",
+    "    ldg_raw['T1'] = ldg_raw.CH2 + 273.15\n",
+    "    ldg_raw['lpm1'] = ldg_raw.CH3\n",
+    "    ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
+    "    \n",
+    "    ldg_raw['RH2'] = ldg_raw.CH4\n",
+    "    ldg_raw['T2'] = ldg_raw.CH5 + 273.15\n",
+    "    ldg_raw['lpm2'] = ldg_raw.CH6\n",
+    "    ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
+    "    \n",
+    "    ldg_raw['Tamb'] = ldg_raw.CH7 + 273.15\n",
+    "\n",
+    "    return ldg_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
    "id": "68d59660",
    "metadata": {},
    "outputs": [
@@ -510,7 +588,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\276399028.py:4: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_24420\\276399028.py:4: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
       "  ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n"
      ]
     }
@@ -529,7 +607,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 20,
    "id": "cc718bfa",
    "metadata": {},
    "outputs": [],
@@ -539,7 +617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 21,
    "id": "b0abe6cc",
    "metadata": {},
    "outputs": [],
@@ -549,7 +627,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 22,
    "id": "a9fdd208",
    "metadata": {},
    "outputs": [],
@@ -559,7 +637,420 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
+   "id": "79d811aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ldg_pp_1122a = read_two_humidity_logger_csv_v1122('./221122/221122-103316.CSV')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "df169096",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ldg_pp_1122b = read_two_humidity_logger_csv_v1122('./221122/221122-103325.CSV')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "5c17d5d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>No.</th>\n",
+       "      <th>time</th>\n",
+       "      <th>ms</th>\n",
+       "      <th>CH1</th>\n",
+       "      <th>CH2</th>\n",
+       "      <th>CH3</th>\n",
+       "      <th>CH4</th>\n",
+       "      <th>CH5</th>\n",
+       "      <th>CH6</th>\n",
+       "      <th>CH7</th>\n",
+       "      <th>...</th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th>RH1</th>\n",
+       "      <th>T1</th>\n",
+       "      <th>lpm1</th>\n",
+       "      <th>vp1</th>\n",
+       "      <th>RH2</th>\n",
+       "      <th>T2</th>\n",
+       "      <th>lpm2</th>\n",
+       "      <th>vp2</th>\n",
+       "      <th>Tamb</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2022-11-22 10:33:26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18.081</td>\n",
+       "      <td>1.692</td>\n",
+       "      <td>50.725</td>\n",
+       "      <td>18.188</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-22 10:33:26</td>\n",
+       "      <td>100</td>\n",
+       "      <td>291.231</td>\n",
+       "      <td>1.692</td>\n",
+       "      <td>2070.228022</td>\n",
+       "      <td>50.725</td>\n",
+       "      <td>291.338</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>1057.208928</td>\n",
+       "      <td>290.55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2022-11-22 10:33:36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18.069</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>50.656</td>\n",
+       "      <td>18.188</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-22 10:33:36</td>\n",
+       "      <td>100</td>\n",
+       "      <td>291.219</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>2068.666536</td>\n",
+       "      <td>50.656</td>\n",
+       "      <td>291.338</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>1055.770832</td>\n",
+       "      <td>290.55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-11-22 10:33:46</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18.069</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>50.575</td>\n",
+       "      <td>18.194</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-22 10:33:46</td>\n",
+       "      <td>100</td>\n",
+       "      <td>291.219</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>2068.666536</td>\n",
+       "      <td>50.575</td>\n",
+       "      <td>291.344</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>1054.480023</td>\n",
+       "      <td>290.55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2022-11-22 10:33:56</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18.081</td>\n",
+       "      <td>1.692</td>\n",
+       "      <td>50.550</td>\n",
+       "      <td>18.194</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-22 10:33:56</td>\n",
+       "      <td>100</td>\n",
+       "      <td>291.231</td>\n",
+       "      <td>1.692</td>\n",
+       "      <td>2070.228022</td>\n",
+       "      <td>50.550</td>\n",
+       "      <td>291.344</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>1053.958778</td>\n",
+       "      <td>290.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2022-11-22 10:34:06</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18.081</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>50.519</td>\n",
+       "      <td>18.181</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-22 10:34:06</td>\n",
+       "      <td>100</td>\n",
+       "      <td>291.231</td>\n",
+       "      <td>1.691</td>\n",
+       "      <td>2070.228022</td>\n",
+       "      <td>50.519</td>\n",
+       "      <td>291.331</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>1052.452538</td>\n",
+       "      <td>290.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16770</th>\n",
+       "      <td>16771</td>\n",
+       "      <td>2022-11-24 09:08:26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>14.225</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>51.569</td>\n",
+       "      <td>14.400</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-24 09:08:26</td>\n",
+       "      <td>100</td>\n",
+       "      <td>287.375</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>1618.536231</td>\n",
+       "      <td>51.569</td>\n",
+       "      <td>287.550</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>844.175629</td>\n",
+       "      <td>285.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16771</th>\n",
+       "      <td>16772</td>\n",
+       "      <td>2022-11-24 09:08:36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>14.231</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>51.569</td>\n",
+       "      <td>14.400</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-24 09:08:36</td>\n",
+       "      <td>100</td>\n",
+       "      <td>287.381</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>1619.165646</td>\n",
+       "      <td>51.569</td>\n",
+       "      <td>287.550</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>844.175629</td>\n",
+       "      <td>285.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16772</th>\n",
+       "      <td>16773</td>\n",
+       "      <td>2022-11-24 09:08:46</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>14.231</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>51.550</td>\n",
+       "      <td>14.400</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-24 09:08:46</td>\n",
+       "      <td>100</td>\n",
+       "      <td>287.381</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>1619.165646</td>\n",
+       "      <td>51.550</td>\n",
+       "      <td>287.550</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>843.864603</td>\n",
+       "      <td>285.85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16773</th>\n",
+       "      <td>16774</td>\n",
+       "      <td>2022-11-24 09:08:56</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>14.231</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>51.550</td>\n",
+       "      <td>14.400</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-24 09:08:56</td>\n",
+       "      <td>100</td>\n",
+       "      <td>287.381</td>\n",
+       "      <td>1.671</td>\n",
+       "      <td>1619.165646</td>\n",
+       "      <td>51.550</td>\n",
+       "      <td>287.550</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>843.864603</td>\n",
+       "      <td>285.85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16774</th>\n",
+       "      <td>16775</td>\n",
+       "      <td>2022-11-24 09:09:06</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>14.238</td>\n",
+       "      <td>1.672</td>\n",
+       "      <td>51.581</td>\n",
+       "      <td>14.419</td>\n",
+       "      <td>0.440</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2022-11-24 09:09:06</td>\n",
+       "      <td>100</td>\n",
+       "      <td>287.388</td>\n",
+       "      <td>1.672</td>\n",
+       "      <td>1619.900236</td>\n",
+       "      <td>51.581</td>\n",
+       "      <td>287.569</td>\n",
+       "      <td>0.440</td>\n",
+       "      <td>845.410823</td>\n",
+       "      <td>285.75</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16775 rows × 36 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         No.                time  ms  CH1     CH2    CH3     CH4     CH5  \\\n",
+       "0          1 2022-11-22 10:33:26   0  100  18.081  1.692  50.725  18.188   \n",
+       "1          2 2022-11-22 10:33:36   0  100  18.069  1.691  50.656  18.188   \n",
+       "2          3 2022-11-22 10:33:46   0  100  18.069  1.691  50.575  18.194   \n",
+       "3          4 2022-11-22 10:33:56   0  100  18.081  1.692  50.550  18.194   \n",
+       "4          5 2022-11-22 10:34:06   0  100  18.081  1.691  50.519  18.181   \n",
+       "...      ...                 ...  ..  ...     ...    ...     ...     ...   \n",
+       "16770  16771 2022-11-24 09:08:26   0  100  14.225  1.671  51.569  14.400   \n",
+       "16771  16772 2022-11-24 09:08:36   0  100  14.231  1.671  51.569  14.400   \n",
+       "16772  16773 2022-11-24 09:08:46   0  100  14.231  1.671  51.550  14.400   \n",
+       "16773  16774 2022-11-24 09:08:56   0  100  14.231  1.671  51.550  14.400   \n",
+       "16774  16775 2022-11-24 09:09:06   0  100  14.238  1.672  51.581  14.419   \n",
+       "\n",
+       "         CH6   CH7  ...           timestamp  RH1       T1   lpm1          vp1  \\\n",
+       "0      0.602  17.4  ... 2022-11-22 10:33:26  100  291.231  1.692  2070.228022   \n",
+       "1      0.602  17.4  ... 2022-11-22 10:33:36  100  291.219  1.691  2068.666536   \n",
+       "2      0.602  17.4  ... 2022-11-22 10:33:46  100  291.219  1.691  2068.666536   \n",
+       "3      0.602  17.3  ... 2022-11-22 10:33:56  100  291.231  1.692  2070.228022   \n",
+       "4      0.602  17.3  ... 2022-11-22 10:34:06  100  291.231  1.691  2070.228022   \n",
+       "...      ...   ...  ...                 ...  ...      ...    ...          ...   \n",
+       "16770  0.439  12.6  ... 2022-11-24 09:08:26  100  287.375  1.671  1618.536231   \n",
+       "16771  0.439  12.6  ... 2022-11-24 09:08:36  100  287.381  1.671  1619.165646   \n",
+       "16772  0.439  12.7  ... 2022-11-24 09:08:46  100  287.381  1.671  1619.165646   \n",
+       "16773  0.439  12.7  ... 2022-11-24 09:08:56  100  287.381  1.671  1619.165646   \n",
+       "16774  0.440  12.6  ... 2022-11-24 09:09:06  100  287.388  1.672  1619.900236   \n",
+       "\n",
+       "          RH2       T2   lpm2          vp2    Tamb  \n",
+       "0      50.725  291.338  0.602  1057.208928  290.55  \n",
+       "1      50.656  291.338  0.602  1055.770832  290.55  \n",
+       "2      50.575  291.344  0.602  1054.480023  290.55  \n",
+       "3      50.550  291.344  0.602  1053.958778  290.45  \n",
+       "4      50.519  291.331  0.602  1052.452538  290.45  \n",
+       "...       ...      ...    ...          ...     ...  \n",
+       "16770  51.569  287.550  0.439   844.175629  285.75  \n",
+       "16771  51.569  287.550  0.439   844.175629  285.75  \n",
+       "16772  51.550  287.550  0.439   843.864603  285.85  \n",
+       "16773  51.550  287.550  0.439   843.864603  285.85  \n",
+       "16774  51.581  287.569  0.440   845.410823  285.75  \n",
+       "\n",
+       "[16775 rows x 36 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ldg_pp_1122a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "66d863fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.001"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "float('-0.001')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
    "id": "500e1f54",
    "metadata": {},
    "outputs": [
@@ -920,7 +1411,7 @@
        "[33958 rows x 30 columns]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -931,7 +1422,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 28,
    "id": "573f079c",
    "metadata": {},
    "outputs": [
@@ -1292,7 +1783,7 @@
        "[20570 rows x 30 columns]"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1303,7 +1794,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 29,
    "id": "016ce853",
    "metadata": {},
    "outputs": [
@@ -1664,7 +2155,7 @@
        "[5108 rows x 30 columns]"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1675,7 +2166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 30,
    "id": "e056fd02",
    "metadata": {},
    "outputs": [
@@ -2049,7 +2540,7 @@
        "[21256 rows x 33 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2060,7 +2551,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 31,
    "id": "9fa201ae",
    "metadata": {},
    "outputs": [
@@ -2421,7 +2912,7 @@
        "[17115 rows x 34 columns]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2432,7 +2923,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 32,
    "id": "79e4d4e0",
    "metadata": {},
    "outputs": [
@@ -2793,7 +3284,7 @@
        "[8653 rows x 34 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2804,7 +3295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 33,
    "id": "6c06b479",
    "metadata": {},
    "outputs": [],
@@ -2814,7 +3305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 34,
    "id": "90264e99",
    "metadata": {},
    "outputs": [],
@@ -2825,7 +3316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 35,
    "id": "199681e9",
    "metadata": {},
    "outputs": [],
@@ -2849,14 +3340,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 36,
    "id": "76d35b1b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0e6891bdbcff496fbc2c61382d2f5695",
+       "model_id": "b11eeecdceeb408aa495afae2ec2de6c",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2899,14 +3390,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 37,
    "id": "ddc35389",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0f46ddc6e9364220b1e75559a7d86202",
+       "model_id": "ea680cafbc5b4746a2da199ca9cbcb07",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2949,7 +3440,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 38,
    "id": "840a5dce",
    "metadata": {
     "scrolled": false
@@ -2958,7 +3449,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f5db6587bb564209b8a5fbfad57d3c87",
+       "model_id": "365e8b9c42fc4eea9920ff212bcf4e99",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3001,7 +3492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 39,
    "id": "73b4b0aa",
    "metadata": {},
    "outputs": [],
@@ -3028,7 +3519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 40,
    "id": "88d45629",
    "metadata": {
     "scrolled": false
@@ -3037,7 +3528,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4b867434c4e042f79f87c880b0f873c2",
+       "model_id": "d95a7b9afd924e82bd8dd9f9d4436eb6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3077,7 +3568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 41,
    "id": "f00a50bf",
    "metadata": {
     "scrolled": false
@@ -3086,7 +3577,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "951c836b87b14b8f99697ec07ce641a0",
+       "model_id": "a92e7e4fa41d4646b983c7e0a26be36c",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3126,7 +3617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 42,
    "id": "8683d6fa",
    "metadata": {
     "scrolled": false
@@ -3135,17 +3626,17 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b04efdf9a0>"
+       "<matplotlib.legend.Legend at 0x246dc1c4cd0>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b0f44cc55a674c179443f7949e9bce4d",
+       "model_id": "05872e1f2e5a43afa3d3574eb64bf214",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3180,11 +3671,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 43,
    "id": "2cc55e94",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b19a1109dd074bb3a57621dbd4e43f6d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=331.2/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "plt.figure()\n",
     "plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH3.apply(lambda row: (float(row[1:]))))\n",
     "plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH6.apply(lambda row: (float(row[1:]))))\n",
     "plt.gca().tick_params(axis='x', labelrotation = 45)"
@@ -3200,7 +3718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 44,
    "id": "a0cc8692",
    "metadata": {
     "scrolled": false
@@ -3209,17 +3727,17 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b0502673d0>"
+       "<matplotlib.legend.Legend at 0x246dadd20d0>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fb9e76326a9a4386834b9d3dbb206460",
+       "model_id": "b9a47bc202ea43118c55a49916d999d8",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3254,11 +3772,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 45,
    "id": "86b0758a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "958db3f530e84f8b99f7ce0eeafc3208",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=331.2/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "plt.figure()\n",
     "plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH3.apply(lambda row: (float(row[1:]))))\n",
     "plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH6.apply(lambda row: (float(row[1:]))))\n",
     "plt.gca().tick_params(axis='x', labelrotation = 45)"
@@ -3274,7 +3819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 46,
    "id": "60d26b0a",
    "metadata": {
     "scrolled": false
@@ -3283,17 +3828,17 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b0504d8490>"
+       "<matplotlib.legend.Legend at 0x246db4e79a0>"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "605f045978f24eee8c01e0c29c32f13d",
+       "model_id": "8c3ffda066e9409ab2be2d7ad72cb15d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3328,19 +3873,164 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 47,
    "id": "acf5e688",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "52f72e6e68d045649469d101b4d883e3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=331.2/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "plt.figure()\n",
     "plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH3.apply(lambda row: (float(row[1:]))))\n",
     "plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH6.apply(lambda row: (float(row[1:]))))\n",
     "plt.gca().tick_params(axis='x', labelrotation = 45)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "96ed7977",
+   "metadata": {},
+   "source": [
+    "##  9보일러 전단 데이터 (22-11-22 10:00~ )"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 48,
+   "id": "cd0ae4a8",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'weather11' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[1;32mIn [48]\u001b[0m, in \u001b[0;36m<cell line: 7>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      4\u001b[0m plot_convert_two(axe1, twin, axe2, ldg_pp_1122a)\n\u001b[0;32m      5\u001b[0m \u001b[38;5;66;03m#axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m axe1\u001b[38;5;241m.\u001b[39mplot(\u001b[43mweather11\u001b[49m\u001b[38;5;241m.\u001b[39mtime, weather11\u001b[38;5;241m.\u001b[39mrh, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m:\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      9\u001b[0m twin\u001b[38;5;241m.\u001b[39mplot(ldg_pp_1122a\u001b[38;5;241m.\u001b[39mtimestamp, ldg_pp_1122a\u001b[38;5;241m.\u001b[39mTamb \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m273.15\u001b[39m)\n\u001b[0;32m     10\u001b[0m twin\u001b[38;5;241m.\u001b[39mplot(weather11\u001b[38;5;241m.\u001b[39mtime, weather11\u001b[38;5;241m.\u001b[39mtemperature)\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'weather11' is not defined"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dbc5ef88f04546b3a4a1784ad5c594d2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=340.15748031496065/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
+    "twin = axe1.twinx()\n",
+    "\n",
+    "plot_convert_two(axe1, twin, axe2, ldg_pp_1122a)\n",
+    "#axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
+    "\n",
+    "axe1.plot(weather11.time, weather11.rh, ':')\n",
+    "\n",
+    "twin.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.Tamb - 273.15)\n",
+    "twin.plot(weather11.time, weather11.temperature)\n",
+    "\n",
+    "axe2.set_xlim(ldg_pp_1122a.timestamp.iloc[0], ldg_pp_1122a.timestamp.iloc[-1])\n",
+    "\n",
+    "axe1.legend()\n",
+    "axe2.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "44a167eb",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
+    "twin = axe1.twinx()\n",
+    "\n",
+    "plot_convert_two(axe1, twin, axe2, ldg_pp_1122b)\n",
+    "# axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
+    "\n",
+    "axe1.plot(weather11.time, weather11.rh, ':')\n",
+    "\n",
+    "twin.plot(weather11.time, weather11.temperature)\n",
+    "twin.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.Tamb - 273.15)\n",
+    "\n",
+    "axe2.set_xlim(ldg_pp_1122b.timestamp.iloc[0], ldg_pp_1122b.timestamp.iloc[-1])\n",
+    "\n",
+    "# axe1.legend()\n",
+    "# axe2.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "42fd8510",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.figure()\n",
+    "plt.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm1)\n",
+    "plt.plot(ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm2)\n",
+    "plt.gca().tick_params(axis='x', labelrotation = 45)\n",
+    "\n",
+    "# plt.twinx()\n",
+    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm1, ':')\n",
+    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm2, ':')\n",
+    "'''\n",
+    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm2 + np.interp(ldg_pp_1122b.timestamp, ldg_pp_1122a.timestamp, ldg_pp_1122a.lpm1), ':')\n",
+    "plt.plot(ldg_pp_1122b.timestamp, ldg_pp_1122b.lpm1 - ldg_pp_1122b.lpm2, ':')'''\n",
+    "# plt.gca().tick_params(axis='x', labelrotation = 45)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "619e130a",
    "metadata": {},
    "outputs": [],
@@ -3350,7 +4040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "id": "d548edd8",
    "metadata": {},
    "outputs": [],
@@ -3368,7 +4058,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "id": "ed635a3e",
    "metadata": {},
    "outputs": [],
@@ -3379,7 +4069,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "id": "13e193d4",
    "metadata": {},
    "outputs": [],
@@ -3390,188 +4080,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "id": "32a95518",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>Boiler</th>\n",
-       "      <th>Booster</th>\n",
-       "      <th>p_boiler_SI</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-09-22 10:00:00</td>\n",
-       "      <td>215.0</td>\n",
-       "      <td>656.0</td>\n",
-       "      <td>2108.371700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-09-22 10:00:15</td>\n",
-       "      <td>219.2</td>\n",
-       "      <td>657.0</td>\n",
-       "      <td>2149.558496</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-09-22 10:00:30</td>\n",
-       "      <td>218.7</td>\n",
-       "      <td>659.0</td>\n",
-       "      <td>2144.655306</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-09-22 10:00:45</td>\n",
-       "      <td>219.3</td>\n",
-       "      <td>654.7</td>\n",
-       "      <td>2150.539134</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-09-22 10:01:00</td>\n",
-       "      <td>216.7</td>\n",
-       "      <td>653.7</td>\n",
-       "      <td>2125.042546</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2155</th>\n",
-       "      <td>2022-09-22 18:58:45</td>\n",
-       "      <td>186.7</td>\n",
-       "      <td>623.5</td>\n",
-       "      <td>1830.851146</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2156</th>\n",
-       "      <td>2022-09-22 18:59:00</td>\n",
-       "      <td>188.9</td>\n",
-       "      <td>620.3</td>\n",
-       "      <td>1852.425182</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2157</th>\n",
-       "      <td>2022-09-22 18:59:15</td>\n",
-       "      <td>185.1</td>\n",
-       "      <td>621.2</td>\n",
-       "      <td>1815.160938</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2158</th>\n",
-       "      <td>2022-09-22 18:59:30</td>\n",
-       "      <td>186.7</td>\n",
-       "      <td>618.5</td>\n",
-       "      <td>1830.851146</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2159</th>\n",
-       "      <td>2022-09-22 18:59:45</td>\n",
-       "      <td>188.9</td>\n",
-       "      <td>619.0</td>\n",
-       "      <td>1852.425182</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2160 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                    time  Boiler  Booster  p_boiler_SI\n",
-       "0    2022-09-22 10:00:00   215.0    656.0  2108.371700\n",
-       "1    2022-09-22 10:00:15   219.2    657.0  2149.558496\n",
-       "2    2022-09-22 10:00:30   218.7    659.0  2144.655306\n",
-       "3    2022-09-22 10:00:45   219.3    654.7  2150.539134\n",
-       "4    2022-09-22 10:01:00   216.7    653.7  2125.042546\n",
-       "...                  ...     ...      ...          ...\n",
-       "2155 2022-09-22 18:58:45   186.7    623.5  1830.851146\n",
-       "2156 2022-09-22 18:59:00   188.9    620.3  1852.425182\n",
-       "2157 2022-09-22 18:59:15   185.1    621.2  1815.160938\n",
-       "2158 2022-09-22 18:59:30   186.7    618.5  1830.851146\n",
-       "2159 2022-09-22 18:59:45   188.9    619.0  1852.425182\n",
-       "\n",
-       "[2160 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pressure0922"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "id": "24f6b1cd",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1b04fe6cb20>]"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "cdb8e7e3c82d4bf7a999a56039291898",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(pressure0922.time, pressure0922.p_boiler_SI)"
@@ -3587,7 +4109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "id": "fc70b7af",
    "metadata": {},
    "outputs": [],
@@ -3598,36 +4120,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "id": "7f3f7788",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b8883b5bdcd34a0b87fb79bef45d8093",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(flowrate0922.time, flowrate0922.converter1+flowrate0922.converter2)\n",
@@ -3652,7 +4148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "id": "a2517c6f",
    "metadata": {},
    "outputs": [],
@@ -3667,528 +4163,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "id": "b9c44503",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>temperature</th>\n",
-       "      <th>precipitation</th>\n",
-       "      <th>wind_direction</th>\n",
-       "      <th>wind_speed</th>\n",
-       "      <th>atm_post</th>\n",
-       "      <th>atm_sea</th>\n",
-       "      <th>rh</th>\n",
-       "      <th>radiation</th>\n",
-       "      <th>sunshine</th>\n",
-       "      <th>vp</th>\n",
-       "      <th>XH2O</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-09-01 00:01:00</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>115.8</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>1000.1</td>\n",
-       "      <td>1010.2</td>\n",
-       "      <td>84.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2301.857877</td>\n",
-       "      <td>0.022786</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-09-01 00:02:00</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>147.7</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>1000.1</td>\n",
-       "      <td>1010.2</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2299.120829</td>\n",
-       "      <td>0.022759</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-09-01 00:03:00</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>178.8</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>1000.1</td>\n",
-       "      <td>1010.2</td>\n",
-       "      <td>84.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2301.857877</td>\n",
-       "      <td>0.022786</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-09-01 00:04:00</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>187.6</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>1000.1</td>\n",
-       "      <td>1010.2</td>\n",
-       "      <td>84.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2301.857877</td>\n",
-       "      <td>0.022786</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-09-01 00:05:00</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>168.1</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>1000.2</td>\n",
-       "      <td>1010.3</td>\n",
-       "      <td>84.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2307.331975</td>\n",
-       "      <td>0.022838</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41074</th>\n",
-       "      <td>2022-09-30 00:55:00</td>\n",
-       "      <td>18.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>248.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1005.6</td>\n",
-       "      <td>1015.9</td>\n",
-       "      <td>87.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1829.219195</td>\n",
-       "      <td>0.018006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41075</th>\n",
-       "      <td>2022-09-30 00:56:00</td>\n",
-       "      <td>18.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>196.8</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1005.6</td>\n",
-       "      <td>1015.9</td>\n",
-       "      <td>87.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1820.876120</td>\n",
-       "      <td>0.017924</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41076</th>\n",
-       "      <td>2022-09-30 00:57:00</td>\n",
-       "      <td>18.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>229.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1005.6</td>\n",
-       "      <td>1015.9</td>\n",
-       "      <td>87.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1818.790351</td>\n",
-       "      <td>0.017903</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41077</th>\n",
-       "      <td>2022-09-30 00:58:00</td>\n",
-       "      <td>18.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>242.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1005.5</td>\n",
-       "      <td>1015.8</td>\n",
-       "      <td>87.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1818.790351</td>\n",
-       "      <td>0.017905</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41078</th>\n",
-       "      <td>2022-09-30 00:59:00</td>\n",
-       "      <td>18.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>210.3</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>1005.5</td>\n",
-       "      <td>1015.8</td>\n",
-       "      <td>87.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1822.961889</td>\n",
-       "      <td>0.017946</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>41079 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     time  temperature  precipitation  wind_direction  \\\n",
-       "0     2022-09-01 00:01:00         22.6            0.0           115.8   \n",
-       "1     2022-09-01 00:02:00         22.6            0.0           147.7   \n",
-       "2     2022-09-01 00:03:00         22.6            0.0           178.8   \n",
-       "3     2022-09-01 00:04:00         22.6            0.0           187.6   \n",
-       "4     2022-09-01 00:05:00         22.6            0.0           168.1   \n",
-       "...                   ...          ...            ...             ...   \n",
-       "41074 2022-09-30 00:55:00         18.2            0.0           248.4   \n",
-       "41075 2022-09-30 00:56:00         18.2            0.0           196.8   \n",
-       "41076 2022-09-30 00:57:00         18.2            0.0           229.7   \n",
-       "41077 2022-09-30 00:58:00         18.2            0.0           242.1   \n",
-       "41078 2022-09-30 00:59:00         18.2            0.0           210.3   \n",
-       "\n",
-       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
-       "0             0.6    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
-       "1             0.4    1000.1   1010.2  84.0        0.0         0  2299.120829   \n",
-       "2             0.6    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
-       "3             0.8    1000.1   1010.2  84.1        0.0         0  2301.857877   \n",
-       "4             0.3    1000.2   1010.3  84.3        0.0         0  2307.331975   \n",
-       "...           ...       ...      ...   ...        ...       ...          ...   \n",
-       "41074         0.0    1005.6   1015.9  87.7        0.0         0  1829.219195   \n",
-       "41075         0.0    1005.6   1015.9  87.3        0.0         0  1820.876120   \n",
-       "41076         0.0    1005.6   1015.9  87.2        0.0         0  1818.790351   \n",
-       "41077         0.0    1005.5   1015.8  87.2        0.0         0  1818.790351   \n",
-       "41078         0.4    1005.5   1015.8  87.4        0.0         0  1822.961889   \n",
-       "\n",
-       "           XH2O  \n",
-       "0      0.022786  \n",
-       "1      0.022759  \n",
-       "2      0.022786  \n",
-       "3      0.022786  \n",
-       "4      0.022838  \n",
-       "...         ...  \n",
-       "41074  0.018006  \n",
-       "41075  0.017924  \n",
-       "41076  0.017903  \n",
-       "41077  0.017905  \n",
-       "41078  0.017946  \n",
-       "\n",
-       "[41079 rows x 12 columns]"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather09"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "id": "9041b52d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>temperature</th>\n",
-       "      <th>precipitation</th>\n",
-       "      <th>wind_direction</th>\n",
-       "      <th>wind_speed</th>\n",
-       "      <th>atm_post</th>\n",
-       "      <th>atm_sea</th>\n",
-       "      <th>rh</th>\n",
-       "      <th>radiation</th>\n",
-       "      <th>sunshine</th>\n",
-       "      <th>vp</th>\n",
-       "      <th>XH2O</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-10-01 00:01:00</td>\n",
-       "      <td>19.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>103.4</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>1006.2</td>\n",
-       "      <td>1016.4</td>\n",
-       "      <td>77.7</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1736.075993</td>\n",
-       "      <td>0.017081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-10-01 00:02:00</td>\n",
-       "      <td>19.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>111.9</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>1006.2</td>\n",
-       "      <td>1016.4</td>\n",
-       "      <td>77.8</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1738.310325</td>\n",
-       "      <td>0.017103</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-10-01 00:03:00</td>\n",
-       "      <td>19.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>90.2</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>1006.2</td>\n",
-       "      <td>1016.4</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1742.778989</td>\n",
-       "      <td>0.017147</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-10-01 00:04:00</td>\n",
-       "      <td>19.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>78.2</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>1006.2</td>\n",
-       "      <td>1016.4</td>\n",
-       "      <td>78.2</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1747.247653</td>\n",
-       "      <td>0.017191</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-10-01 00:05:00</td>\n",
-       "      <td>19.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>74.5</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>1006.2</td>\n",
-       "      <td>1016.4</td>\n",
-       "      <td>78.3</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1738.615298</td>\n",
-       "      <td>0.017106</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44614</th>\n",
-       "      <td>2022-10-31 23:56:00</td>\n",
-       "      <td>12.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>300.0</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>1012.3</td>\n",
-       "      <td>1022.9</td>\n",
-       "      <td>61.1</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>31020</td>\n",
-       "      <td>889.480624</td>\n",
-       "      <td>0.008696</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44615</th>\n",
-       "      <td>2022-10-31 23:57:00</td>\n",
-       "      <td>12.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>297.2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1012.3</td>\n",
-       "      <td>1022.9</td>\n",
-       "      <td>60.8</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>31020</td>\n",
-       "      <td>885.113289</td>\n",
-       "      <td>0.008653</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44616</th>\n",
-       "      <td>2022-10-31 23:58:00</td>\n",
-       "      <td>12.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>326.6</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.7</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>31020</td>\n",
-       "      <td>883.657511</td>\n",
-       "      <td>0.008640</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44617</th>\n",
-       "      <td>2022-10-31 23:59:00</td>\n",
-       "      <td>12.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>307.4</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.6</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>31020</td>\n",
-       "      <td>888.009154</td>\n",
-       "      <td>0.008682</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44618</th>\n",
-       "      <td>2022-11-01 00:00:00</td>\n",
-       "      <td>12.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>214.7</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.4</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>31020</td>\n",
-       "      <td>885.078431</td>\n",
-       "      <td>0.008653</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>44619 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     time  temperature  precipitation  wind_direction  \\\n",
-       "0     2022-10-01 00:01:00         19.3            0.0           103.4   \n",
-       "1     2022-10-01 00:02:00         19.3            0.0           111.9   \n",
-       "2     2022-10-01 00:03:00         19.3            0.0            90.2   \n",
-       "3     2022-10-01 00:04:00         19.3            0.0            78.2   \n",
-       "4     2022-10-01 00:05:00         19.2            0.0            74.5   \n",
-       "...                   ...          ...            ...             ...   \n",
-       "44614 2022-10-31 23:56:00         12.6            0.0           300.0   \n",
-       "44615 2022-10-31 23:57:00         12.6            0.0           297.2   \n",
-       "44616 2022-10-31 23:58:00         12.6            0.0           326.6   \n",
-       "44617 2022-10-31 23:59:00         12.7            0.0           307.4   \n",
-       "44618 2022-11-01 00:00:00         12.7            0.0           214.7   \n",
-       "\n",
-       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
-       "0             0.3    1006.2   1016.4  77.7       0.00         0  1736.075993   \n",
-       "1             0.3    1006.2   1016.4  77.8       0.00         0  1738.310325   \n",
-       "2             0.3    1006.2   1016.4  78.0       0.00         0  1742.778989   \n",
-       "3             0.9    1006.2   1016.4  78.2       0.00         0  1747.247653   \n",
-       "4             0.9    1006.2   1016.4  78.3       0.00         0  1738.615298   \n",
-       "...           ...       ...      ...   ...        ...       ...          ...   \n",
-       "44614         0.7    1012.3   1022.9  61.1      15.26     31020   889.480624   \n",
-       "44615         1.0    1012.3   1022.9  60.8      15.26     31020   885.113289   \n",
-       "44616         1.3    1012.2   1022.8  60.7      15.26     31020   883.657511   \n",
-       "44617         1.1    1012.2   1022.8  60.6      15.26     31020   888.009154   \n",
-       "44618         0.1    1012.2   1022.8  60.4      15.26     31020   885.078431   \n",
-       "\n",
-       "           XH2O  \n",
-       "0      0.017081  \n",
-       "1      0.017103  \n",
-       "2      0.017147  \n",
-       "3      0.017191  \n",
-       "4      0.017106  \n",
-       "...         ...  \n",
-       "44614  0.008696  \n",
-       "44615  0.008653  \n",
-       "44616  0.008640  \n",
-       "44617  0.008682  \n",
-       "44618  0.008653  \n",
-       "\n",
-       "[44619 rows x 12 columns]"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather10 = pd.read_csv('./202210-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
     "#display(weather0922[weather0922.isna().any(axis=1)])\n",
@@ -4201,264 +4189,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "id": "4fad1e5e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>temperature</th>\n",
-       "      <th>precipitation</th>\n",
-       "      <th>wind_direction</th>\n",
-       "      <th>wind_speed</th>\n",
-       "      <th>atm_post</th>\n",
-       "      <th>atm_sea</th>\n",
-       "      <th>rh</th>\n",
-       "      <th>radiation</th>\n",
-       "      <th>sunshine</th>\n",
-       "      <th>vp</th>\n",
-       "      <th>XH2O</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-11-01 00:01:00</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>282.1</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>885.000165</td>\n",
-       "      <td>0.008653</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-11-01 00:02:00</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>291.8</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>886.475165</td>\n",
-       "      <td>0.008667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-11-01 00:03:00</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>289.6</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>892.375166</td>\n",
-       "      <td>0.008725</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-11-01 00:04:00</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>284.5</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>887.950166</td>\n",
-       "      <td>0.008682</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-11-01 00:05:00</td>\n",
-       "      <td>12.7</td>\n",
-       "      <td>0</td>\n",
-       "      <td>275.9</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1012.2</td>\n",
-       "      <td>1022.8</td>\n",
-       "      <td>60.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>886.543793</td>\n",
-       "      <td>0.008668</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8690</th>\n",
-       "      <td>2022-11-07 00:55:00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.6</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>70.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>807.566837</td>\n",
-       "      <td>0.007886</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8691</th>\n",
-       "      <td>2022-11-07 00:56:00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>315.4</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>70.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>808.712322</td>\n",
-       "      <td>0.007898</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8692</th>\n",
-       "      <td>2022-11-07 00:57:00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>233.7</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>70.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>809.857807</td>\n",
-       "      <td>0.007909</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8693</th>\n",
-       "      <td>2022-11-07 00:58:00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>260.8</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>70.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>808.712322</td>\n",
-       "      <td>0.007898</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8694</th>\n",
-       "      <td>2022-11-07 00:59:00</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>254.0</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>70.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>803.265902</td>\n",
-       "      <td>0.007844</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8695 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                    time  temperature  precipitation  wind_direction  \\\n",
-       "0    2022-11-01 00:01:00         12.8              0           282.1   \n",
-       "1    2022-11-01 00:02:00         12.8              0           291.8   \n",
-       "2    2022-11-01 00:03:00         12.8              0           289.6   \n",
-       "3    2022-11-01 00:04:00         12.8              0           284.5   \n",
-       "4    2022-11-01 00:05:00         12.7              0           275.9   \n",
-       "...                  ...          ...            ...             ...   \n",
-       "8690 2022-11-07 00:55:00          9.0              0            20.6   \n",
-       "8691 2022-11-07 00:56:00          9.0              0           315.4   \n",
-       "8692 2022-11-07 00:57:00          9.0              0           233.7   \n",
-       "8693 2022-11-07 00:58:00          9.0              0           260.8   \n",
-       "8694 2022-11-07 00:59:00          8.9              0           254.0   \n",
-       "\n",
-       "      wind_speed  atm_post  atm_sea    rh  radiation  sunshine          vp  \\\n",
-       "0            1.6    1012.2   1022.8  60.0        0.0         0  885.000165   \n",
-       "1            1.1    1012.2   1022.8  60.1        0.0         0  886.475165   \n",
-       "2            1.6    1012.2   1022.8  60.5        0.0         0  892.375166   \n",
-       "3            1.6    1012.2   1022.8  60.2        0.0         0  887.950166   \n",
-       "4            1.3    1012.2   1022.8  60.5        0.0         0  886.543793   \n",
-       "...          ...       ...      ...   ...        ...       ...         ...   \n",
-       "8690         0.6    1013.2   1024.0  70.5        0.0         0  807.566837   \n",
-       "8691         1.7    1013.2   1024.0  70.6        0.0         0  808.712322   \n",
-       "8692         0.5    1013.2   1024.0  70.7        0.0         0  809.857807   \n",
-       "8693         1.6    1013.2   1024.0  70.6        0.0         0  808.712322   \n",
-       "8694         1.3    1013.2   1024.0  70.6        0.0         0  803.265902   \n",
-       "\n",
-       "          XH2O  \n",
-       "0     0.008653  \n",
-       "1     0.008667  \n",
-       "2     0.008725  \n",
-       "3     0.008682  \n",
-       "4     0.008668  \n",
-       "...        ...  \n",
-       "8690  0.007886  \n",
-       "8691  0.007898  \n",
-       "8692  0.007909  \n",
-       "8693  0.007898  \n",
-       "8694  0.007844  \n",
-       "\n",
-       "[8695 rows x 12 columns]"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather11 = pd.read_csv('./202211-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
     "#display(weather0922[weather0922.isna().any(axis=1)])\n",
@@ -4471,7 +4205,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "id": "0a3c6e1c",
    "metadata": {},
    "outputs": [],
@@ -4482,38 +4216,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "id": "8ee20a6c",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'지점': 'location',\n",
-       " '일시': 'time',\n",
-       " '기온(°C)': 'temperature',\n",
-       " '누적강수량(mm)': 'precipitation',\n",
-       " '풍향(deg)': 'wind_direction',\n",
-       " '풍속(m/s)': 'wind_speed',\n",
-       " '현지기압(hPa)': 'atm_post',\n",
-       " '해면기압(hPa)': 'atm_sea',\n",
-       " '습도(%)': 'rh',\n",
-       " '일사(MJ/m^2)': 'radiation',\n",
-       " '일조(Sec)': 'sunshine'}"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "{x:y for x, y in zip(raw_column_names, eng_column_names)}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "id": "6d37c125",
    "metadata": {},
    "outputs": [],
@@ -4525,8 +4238,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
-   "id": "6d37c125",
+   "execution_count": null,
+   "id": "8c150831",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4537,84 +4250,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "id": "d617dd43",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather11.wind_speed.isna().any()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "id": "4ee425af",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "-35"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather11.temperature.size - 30 * 24 * 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
-   "id": "4ee425af",
+   "execution_count": null,
+   "id": "60d37252",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "-17"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather12.temperature.size - 25 * 24 * 60"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "id": "9879e33d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.LineCollection at 0x1b05053a340>"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.vlines(weather11.time, 0, 1, linewidth=0.01)"
    ]
@@ -4629,36 +4298,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "id": "63d2e889",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "903d923370f245ada2893b4d045e44d3",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather09.time, weather09.rh)\n",
@@ -4668,36 +4311,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "id": "981f8e83",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "cf06e7a7bd4e402997443070265f57c9",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.rh)\n",
@@ -4707,36 +4324,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "id": "40830101",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "997031ba67064a9b835943715838d873",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAA3BklEQVR4nO3deVxU9f4/8BfDALLjIIuIqOCWCpopqNfUjFwQsWy5arerkpLUTVu8ZVaW+BP9Zl3bzNI0zQotKyvNXMpdc0Fkc8MFUUFAdlmGWT6/P4Y5zAYc4Mz+fj4ePB4z5xzO56Nz5s05n+X9cWCMMRBCCGmWyNwVIIQQa0DBkhBCeKBgSQghPFCwJIQQHihYEkIIDxQsCSGEBwqWhBDCAwVLQgjhgYIlIYTwQMGSEEJ4oGBJCCE8ULAkhBAeKFgSQggPFCwJIYQHCpaEEMIDBUtCCOGBgiUhhPBAwZIQQnigYEkIITxQsCSEEB4oWBJCCA8ULAkhhAcKloQQwgMFS0II4YGCJSGE8EDBkhBCeKBgSQghPFCwJIQQHihYEkIIDxQsCSGEBwqWhBDCg7gtv5SamopJkyZhzJgx2Lp1K7d969ateOutt1BZWYlhw4Zhw4YN8PPzAwCUlpZi7ty5OHLkCDw8PPDOO+9g5syZLZalVCohl8shEong4ODQluoSQqwYYwxKpRJisRgikRnv71gr7dy5k/Xt25fFxsayf/7zn9z29PR05uPjwzIzM5lcLmfPP/88i42N5fY/8cQTbM6cOUwul7MLFy4wiUTCTp061WJ5UqmUAaAf+qEfO/+RSqWtDVeCcmCMMbRCYWEhJBIJli9fjosXL3J3lgsWLEB9fT3Wrl0LACgpKUFAQADy8vLg7OyMwMBA3Lp1C4GBgQCAl156CbW1tfjiiy+aLU8ul8PJyQlSqRSOjo6tqSohxAYoFAq4uLhAJpNBLG7Tw7AgWl1yQECAwe2pqal49tlnufe+vr4IDQ1FWloaXFxc0KVLFy5QAkBkZCRWr17dYnnqR29HR0cKloTYMXM3wwkWpouKirj2STU/Pz8UFRXBxcWlyX2GKJVKqG94FQqFUFUkhJA2E6y1lDGm1/gqEom4wNfUPkOSkpIgFoshFovh4uIiVBUJIaTNBAuWEokEZWVlWtvKysogkUia3WfIkiVLIJfLIZfLIZVKhaoiIYS0mWDBcuDAgUhPT+feV1dXIycnBxEREYiIiEBubi4qKyu5/WlpaYiIiDBcKZGIa6OkdkpCiCUQLFjOmjULGzduRGZmJmQyGRYvXoyoqCiEhYWhS5cuGDt2LN544w3IZDKcP38e69atw+zZs4UqnhBCjEqwYDlixAgkJycjJiYGfn5+uHTpElJSUrj9mzZtwrVr1+Dv749x48Zh2bJlGDt2rFDFE0KIUbV6nKWpKRQKiMViyOVyeiQnxA5ZSgygueGEEMIDBUtCCOGBgiUhhPBAwZIQQnigYEkIITxQsCSEEB4oWBJCCA8ULAkhhAcKloQQwgMFS0II4YGCJSGE8EDBkhBCeKBgSQghPFCwJIQQHihYEkIIDxQsCSGEBwqWhBDCAwVLQgjhgYIlIYTwQMGSEEJ4oGBJCCE8ULAkhBAeKFgSQggPFCwJIYQHCpaEEMIDBUtCCOGBgiUhhPBAwZIQQnigYEkIITxQsCSEEB4oWBJCCA8ULAkhhAcKloQQwgMFS0II4YGCJSGE8EDBkhBCeKBgSQghPAgaLA8cOIARI0agc+fO6NGjBxYsWIDa2loAwNatW9GzZ0/4+/sjLi4OxcXFQhZNCCFGJViwvHv3LuLi4vD888+joKAAJ0+exIkTJ5CUlISMjAwkJiZix44dKCgoQNeuXREfHy9U0YQQYnQOjDEmxImOHj2KuLg4lJaWcts+/PBD7Nq1C/369UN9fT3Wrl0LACgpKUFAQADy8vIQFBTU7HkVCgXEYjHkcjkcHR2FqCohxIpYSgwQ7M7y/vvvh4+PDz7//HPI5XLk5uZi8+bNmDp1KlJTUxEZGckd6+vri9DQUKSlpQlVPCGEGJVgwdLd3R379u3DqlWr4O7ujh49euDRRx9FYmIiioqK4Ofnp3W8n58fioqKDJ5LqVRCoVBwP4QQYm6CBcvKykpMmDAB8+fPR1VVFS5duoQff/wR69atA2MMIpF2USKRCEql0uC5kpKSIBaLIRaL4eLiIlQVCSGkzQQLltu3b4efnx8WLFgAZ2dn9O7dG//3f/+H5cuXQyKRoKysTOv4srIySCQSg+dasmQJ5HI55HI5pFKpUFUkhJA2EyxYVlRUwM3NTWubu7s7ysvLMXDgQKSnp3Pbq6urkZOTg4iICMOVEong6OjI/RBCiLkJFiyjo6Nx9OhRfP/99wCAoqIivPXWW5g4cSJmzZqFjRs3IjMzEzKZDIsXL0ZUVBTCwsKEKp4QQoxKsGAZHh6OH374Ae+99x4CAgLwwAMPoG/fvli7di1GjBiB5ORkxMTEwM/PD5cuXUJKSopQRRNCiNEJNs7SWCxljBUhxDwsJQbQ3HBCCOGBgiUhhPBAwZIQQnigYEkIITxQsCSEEB4oWBJCCA8ULAkhvPx9rQQLf0hHbb19JrcRm7sChBDrMG3d3wCA3gEeSBhlf7Pv6M6SENIqH/95Bdn5FeauhslRsCSEtMo9qRyTPj5q7mqYHAVLQgjhgYIlIYRzp6IOyb9fQHlNvbmrYnGog4cQwpn62THkV9RBLHLAaxP6NnssYwwODg4mqpn50Z0lIYSTX1EHAMgpuoerxffwR1ZBk8fek8pNVS2LQHeWhBA93q5OePiDQwCA3/4zErkl1XrHFFZK4dnBydRVMxu6sySE6PF2bQyCF+9U4sUU/WWrq+pkpqyS2VGwJMROrdx9Ef/bd5l7fz6/knvt5NgYGpJ2ntf6vYkDAgEAf100vJS1raJgSTi19QqMeu8AXt+eYe6qECNTKhk+P3QVH/+Zw21b+EPjooI70m5zr6vqtNsmRSJVp84nf11BabX99JpTsCSc8wUVyCutwbYzN81dFWJkugEQAPIrarnXdyrrDP6eu7Mj7mn87uBl+4SvnIWiYEkAADKFEo+vPcG9v1BQ2czRxNoNTNrLvZYrlMgvr0V5TfNtkAO6eOHI62NRK7PPRBoULAkA4GrxPa33p3NLzVQTouvinUpM+PAw0vLK2nWeu/ekGL/6MLan3tLaXidX4khOcYu/v2l2JCTuzqipt68hQ2oULAkAQHeNz45uzuapCNET/9VpXLxThVe+T2/54GZ88mcOLhVWabVNAoBUpsDVYtXQoEf6BTT5+508XAAA1VLtO0uF0qIXiBUMBUsCAKjTebSqtrMBx5asuiF/ZGVt24fqyBVKbD5xw+C+g5eKUdHwCP744OAWzzW6t5/We91rx1ZRsCQAgFPXtR+7q+00waup3SytQWFlHZjurb0G9YzCkup6/H2tBDdLa3D3nrRV5cz66nST+17/MQMVDYHYx80JfQI8mz3XaxP64IWHGvNZ2ksbJs3gIQCAFbsvar0/e6MMz47sYaba2DbGGJRMFWQefO8At/3zfw3GmdwyLBzfBx2cHCFTKFEnU2h1vKgT8AJA7spJeufOul2B4I6u8HZ1gkzB4CwWoaJGhqNX7jZZH7mSccHSq4MTlM0EbgBwcxbjv+P7Ys2BqwDs586SgiUBoGqr2ne+kHu/K7MAa8xYH1uVe7caY94/aHDfvG/OAgA6ujvj2ZE90PftP5o9V71cCWdx48Ph1eJ7iP1ElWeyo5sTKuvk2JowTGuoj6bEMWFYe1AV8K7fVbVZers5QTNUfjRtEBZsPYfYiM56vz+0e0eczi1DnUzZbD1tBQVLO6dUMuw4d5t7DHz/yYFcB4BSybgByEQYurNhDFm15xJW7bnU4nEl1VJ09nbl3qffLOdelzXcjT75+Qn0DvDQ+93kx8Lx1JBgnL1RhpPXS7lxld6uTnDUyCQ0ZVAXhHbyQKifu945Ojg5AqA7S2InIpP/1Gr/CvTqgFA/d1wrrkZpTT3XA0qEYSghxex/dMdXx3Jbfa57dXLAu/F9yT3Ds2kuF6qGhS14uBeiekjQvZM7gnxUQVa3J9vDRYx34/pj7tdnsGRyPwBAeLA3DLG3YEkdPHZOt6PAydEBAZ4dAACFTcziIG3n4aJ9f3J80Vi93mW+dB9/b5XVNHt8gFcHjOjZiQuUANA/yIt7ra7H8DBfZC0dj6eGdG32fI3B0j4ewylYWgG5QolrOoPGjcVZLIK/l+pusqiqdT2upGVFlar/07NvP4JTix9GkI8rRvbshN4BHnh8cDASx2ivmhjZXaL1PkTixr3W7YW+WVar9f580nit9w/11Q/KL4ztyb0O8unQin9J41CmTcdzW/V71ooew63Aqz+k45dz+fjimQcwvn+gIOeslyuRcioPIgdA80nMyVHEDUinpQWEJVMocaeyDp4dxJC4Nw76FzuKsPfl0QBUPeUzh3eHXKlEZ29XfHfyBk5pzKZaMTUcP5y5iR3n8rWCJWOMywI0f2xPeLk6wc1ZzHXi7HxxpFb7ppqfRjNLa5e3PXRZNetn/4XCFo60DRQsrcAv5/IBAL9nFggWLDcdv47k3y/qbXcWNwbLsmr7yldoTHuy7+C5LakADCexUHNwcECgd+Mdnquz9ldUrmRwdVY9/tZqjIXN1kiv9lJ0b65jbuG4PkgcEwavJpL0Ojg4oE+AJ3KKqhDcUT+Ykkb0GG5F1EFTCJm3DSfKcHVyREd31ReL7iyFoVQyLlC2lpOj9mgEhVIJF7EqWErljcHy4p0qAKopiZojGBxFDk0GSrWd80cie+kErRyWRB/971iZSw1fCk1SuaLV83ObGnjs6+EMn4Y7y1IKlu1WVSdD6OLftbZNMjBmsSm6C4IFeHXQu7OUKZTIKVJdFwuie7W6jk6OIu6creFoZ8PKKFhaON0gqDtMo7hKisFJ+/DWjixe56uqk6FerjQ4ve7BXp3g5iyGRP0Y3kLKLtKy41dLuNdPDQnGzhdH4v0nBvL+fc14tPyxAegf5I0ODXeWtTIFKutkGJy0D18cugYA6O7rZug0RrHumQcAAG5tCLTWiNosLURRVR183V30/lp/87d28oMDl4qQX16L8f0DIRI54EhOMarrFUg5lYcVU8ObLaNOpkD4u3sRInHTGjICQKvzyMeNHsOFEJW8H4WVjSMK/jWsGwZ0MTxmsSmaA8SfjuoGAHB1Vt3j1MoUOJdXjiqNpCfdffUHjxuL+t9SU69AVZ3M5hcvo2BpATJulSPu02N4dFAQPpx2P7f9hzM38c6v2VrHfrhftQzAf8f3gb+ni95wkeaolwDIK60B05jU1snDWavjqGNDT+2xKyUgbSNXKLUC5Yqp4YgI9mn1ebpK9O8UXRvGNxZVSlHooT0WtrN364b/tIf6DhcAtp2+iTkPhpqsbHOgYGkBfjqrWu9kx7l8rWC5/si1Jn+Hz3Q4XZpJW2+WNgZZL1ftOwKJRi7Lk9dKEBXq2+qy7J3usgxhfvpTDvkY0MUbnz09GH0CGzMBqTt4DI1vFJuwk6aDc2NZaXnlJivXXAT/n929ezceeOABBAYGIiQkBHv27AEAbN26FT179oS/vz/i4uJQXNxyZmZ7kV/eGLiO5BRjd6ZqYXuRQ+sa0DXnBhuSU2h4YLvulEbNxv4ZX55sVR2IytcauSO7+Lji/hCfNp8rJryzVrDV7AXX9HRUSJvLaAtnjcC8q+GatWWCBssDBw7g5ZdfxldffYU7d+4gNTUVPXv2REZGBhITE7Fjxw4UFBSga9euiI+PF7Joq6Y5/eyZDaeQ+O1ZVNbJtKYiGkpkoGvKmmMoM7Da3ordF7B632XcayKh77lmguxj93dpsVyib91h1VPBiDBf7H9ltKDDcqINZDN/O7Yf3prUT7Ay+NDtqbd1ggbLpKQkbN++HREREQAAPz8/hIWFYcOGDZg2bRoGDBgAR0dHJCUlYffu3cjPF27coDUrNpDItay6Hnc1EiN4uvBrMdmTfUfrvULJ8MWha/jozxzUyQ3P4a03sH1lQ2eRnycl0mgtzcHiq/85qE3DcprT2dsVv/7nH1rbZkSGCF5Oa5VW12PmxlM2u9idYMHyxo0bqKurw19//YWePXsiJCQE77//PgAgNTUVkZGR3LG+vr4IDQ1FWlqaUMVbtdsGOmkuazwyx0Z0Rtwgfnd4Up3Ap3k3WddE9nNDSX7VSRJKm8hkQ5qWnV8BQDUUK8DLOB0uEcE+Wnf95gqUiyb25V5P/ewYDl0uxsSPjpilLsYmWLC8fPkyrl27hry8PGRkZGDv3r345JNP8M0336CoqAh+ftqT+P38/FBUVGTwXEqlEgqFgvuxZTX1coOPwZodBM+NCsOsEd15nU93/KRM0Rg8dcdoZi0dj5+eH4HXJ/SFLnUTwLYzN+12Nb+2ev3HDABA/6DWDRNqrf80JMFozSB3oU3VCNi5JY1Zj+QK28tEJFiwLC4uhlKpRHJyMtzc3NC3b18sWLAAmzdvBmMMIpF2USKRCEql4f/QpKQkiMViiMViuLjY9mPg9PWGO1Debhhkfn+ID8KDvVucLZE0pT8A1TotmuSKxuCpm6XG3dkRg0M6amXbVtPMOJRX2nzqL9Kosk7GrZQ4pk/bUq/xFebngWvJMVgzY7BRy2mOfxN3zk/bYMegYMHSy8sL/fr1g7Nz47CT0NBQ5OfnQyKRoKxMe83jsrIySCQS3dMAAJYsWQK5XA65XA6p1LbThLXUg62Zomvvy6O0/pL/o2fjkB51j7bu+t9yjT9IusGyuQb6Vx7p3fh7tHgZb5MblnUI83PHMBMMubKETPZdJfoJOE5et7115wULloMGDUJeXp7WY+Dly5cRGhqKgQMHIj29ca3i6upq5OTkcB1BepUSieDo6Mj9WDO5Qoktf9/QSsyaX16L7ot2ofuiXWipQ9FHY8xj7wBPTAxvfORy1LhbV6f8+j2zsYPnSlEVajQCXWuCXgcnR65N7Muj13GlSH9OOtGmVDLcaHgUXTTxPjPXxnQ0x+zaMsGCZXBwMHr06IHk5GQoFAqcP38eH330ERISEjBr1ixs3LgRmZmZkMlkWLx4MaKiohAW1rr8edbox7O38PaOLEz59Bi3bcTKv7jXjKnSor01yfCXq6Ob9oBxzfW8NduFNJPCKpQMJ66WIPp/hzFD4zFf3dkT1UOCT2c0Dn5vijqr966MAkT/73CLx9u7rzQGiT9iYHiPvWGMQSpXIP1mOZStTPRiiQSdwfPNN9/g2Wefhb+/P3x9ffHuu+9i8uTJAIDk5GTExMSgqqoKw4YNQ0pKipBFW5ziKim2nMjl2vvUbYmaA9DV/DxcuN5nXW46Q4ZGhKke7aYMCkJBeWMnkOZYzZRTebjZcCerOVZzZ4Zq4PBL0b0xPKzlR0R7SZAglBNXVcvNmrPDxZLEfnKUy7P5Zsx9mDvKuqdDChosg4KCsHv3boP7EhISkJCQIGRxFu35b1NxOle7nTb83T0Ge569XJ24+b66XHQ6X/y9OuB80ni4OjnixLUSzFh/EssaOnfUMm9VwEnc9PO97jowTWkqgBN9jDHsv6Aa3ZE42vafmPjQTEi8/PcLFCyJYbqBElBlyFanUhvb159bBuBCQWWT+SU9O+h/RG4N2bNHhHXCpf83gZsr/Nj9XfBz2m1sO3Oz2brxmQ0EmG/snjVae+gq97pfZ69mjiTWivJZmkmITjaZfkGGv2DDejT/uOyikfmF78wJd753lgaGFBF9jDG890djYhNL6KE2pd0LHuRemzLrkanRt8FMuvi4Yk7DzJkTb4w1OIDZz9OlVV+8bjwSvz4+OJj3+XTvLKvqKBmwIZo5R6Pv8zdjTczjvs5eXH7Ur+MjWzjaelGwNAI+sxeCfFzxVmw/5K6cZHDVPSdHB2xLGNaqcpfGDWjxmA+e4p+lW7fNkgan68u6XYG3f2nMOfp2rGmTWViKn54fgaOvP4ReAZ7oE+Bp8BjdGWTWhoKlEVQ2s3qfWicPZ71t7z85EP2DvJC9dDxylscgtJU5EANbeASaObxbq86n27mk2WBPVFNJ/7ygPWW3mwkzlVsSF7EjgjuqnmwGdfUxeExRpXVPMKFgaQSHLhue864psof+7KUnHgjGrvkP8m5TbK2lU1q+89SkO8Pnte0ZQlbH6i39LRur91/m3lPHjsqVYsN5U0etOmDimgiLgqWAlA2DwV/elm5wfxcfVwwP9cXKqeFGywXY1IJVo3u3fp6y2EB7aWtXkbRl3/ydp/Wez0B/ezBHI4uVj5vtrMtDwVJAv2XkY/r6v5vc7+TogJSEYZgWabyM1k2tg6I7L5yPB7p1hK+7dnNBSbV1P0oJRbf9bergLq1uNrFV0f0C8FAfPyx7dABOLY7W2nc2T39InbWgYCmgn9Nua72Pvk97yptmCitjmREZgu3zhuOvV0drbW9L47qPmzPOvBWt1YNeXEXBEtD/f3B3piHLak6OInw1OxLPDOsGZ7FI6/qZ9kXTNxOWjoKlgHTbGpc92t/kvaMikQOGdJdwA9fVDGVD58PBwQEvRffi3pdQMmAAQLnOmuoDulB7ZVNWPdGYMKfeivNcUrAUQHGVFKXV9diVob1oU6BXBzw7sgfeaMgmbco2LZnORTmvHVPwukrcuGUt2hp0bU15rfYfjX6djZvo15rpjhUu1Fn50lrQs0M71dYrMHT5foP71J04z40Ow3Mmni8c5OOKod07on+QN+aNDmtxWFFLYgcGIeVUnl4QtkfbU29h4Q/anXgBXradpFpI35++iRcf7tXygRaGgmU77T1/R2/bf8f3QZCPead9OYoc8MO8EYKdz9lRFfhl1BuuFygBwNeDgiVfpTXW2ZRDwbId9p0vxIKt57S2zRzeDS881NM8FTIiccNSrra4tkp7uDo5YuXj4S0u+0EaKZUMSiXDqz+kI6qHxKijQ4REbZbtMPfrM3rbJO62eYchVt9Z2nmw1B1V8M+hXTGF58qbRKWkuh5Z+RX4Oe02Fv2Uae7q8EbBsh2cHfX/+2w164pTwxIWd+28N/yzg42p2Dp5uNjtXPD22JlRAM2MhJHL9+utSqrGGMMr358zTcVaQMGyHQxl+ZkYHmiGmhjf/guFAIBVey61cKTt+OtiIe5UNPbc1skU+PjPHO79mbei6fG7jTQHpxdVSbXygWoqvifFDp3xy+ZCwbIdiu9Jofld6eThDM8OtjO9S9PFO/a1YNnJayWI33QGY95vnM986HIx93oEj2U5SKOlcdrZ/Jf+dl7rvWY+UE1SmeU0+1CwbKN6uRLlNTKtNkqJu34mIVvx1JDGWRh7svVHANiay0WqZBB1DV/Wn87ewnNbUrn9m204b6MxzBzRHdNb6MhRL2pWVSfDttN5qKqTQWpB43qpN7wViqrqMPmTo5g3Ogxn88oBAMEdXblFwRxgu49kz40Ow/dnbqleb0nFX6+Otum50JpPDN0X7dLaN//hXnAy0F5NmtdSUo2dmQWIGxiEt3dkYce5fPx9rRR/NjT/WAL6xJtQJ1PglW3n0H3RLqw5cAWAKstMYaUUS387j9/S8wGoZumoV0F0c7HdNWt0V3oc+8EhM9XEONYcuIL/fHeW62hobqbSCw/RgmRt4dVCE9XL287hTG4pdpxTfbd+TrvNKzesqVCwbMKe7Dv4qaFhedWeS2CMGUxZ5ufpgi3PRmJgsDfeezxCb7+t6GTDg67f33MJq/Zcws6MAvx49ja6L9ql16am1jfQU2vdI8JfTAudnwolwxOfnzBRbVqPHsMNuHtPio1Hr2tt++zgVfxv32W9Y1+f2BceLmL88p+RpqqeWdjqY6dSyfBpw5MDYHh2DgAcff0hg8t/EP66+brjfNJ4RC7/E/ekqjvG5MfC8e6v2VaRYMM2vwHtIFcoMeT/7Uf6rQqt7U0NmeG7BrctcNZZZuLAxZYzwlu6OzyTOgR5u8JR5EBDhdrJzVmM7YnDufc9/T3wz6FdzVgj/ihY6vhS546SNNJdGtcWxlyezi3ldZy9LW9rTH0DG9PZ9Qn0hEcH67jhoGCp49eGxmWiL7qfdjLj/IpaM9VEOHxmJMX/o0eLx5DWObfkERx57SF4uzrhxbHWkUuBgiWgNdXqfAH/FQwXNeSptBdJOgue2UITxNWGxbWGdu/Y5DFLJtOURqH5uDmjq0Q1A87NWYzclZPg7Wq4t9zTQq4zuw+WGbfK0f+dPZj62TEcu3KX254ydxg3EPvpKMODaacOtq8ECrrB0Rba705fVz2GvzbB8B++L555wJTVsWvp74xD7spJyF05SWv79wKmGmwPywjZZhS/6Qxq6hU4m1eOp788CQDo0ckdw8N8MSxUgtcn9IWTWIRvT+bp/a46uYS9svZgqVQy3CitQQcnEQaHGL6zHKfT9EBMI2XuMGw6fh2fzhgMESwjh6rdfdszbpWjuEqKu/ekSL9Zzs2+0eTUkI7MwcEBvh4u8OrghE4e+lMZ1WnL7MlnTw/mXseGdzZjTdqvoLIO9XIlukncmwz8xlqymDRveJgvvnhmiEUNWbOrO8tfzt3WS9ZrSGWt/qyBHxNHoLxGhl/T87Ghocfckj5IU4kJ74wlsf2QtPO81f/7f0pVTd801NO9Ymo4evrb7nRO0nrWfbW3Ep9ACQBvxOi3X3XzdcfArj5aU7YMzeixB+o7akUTOQitxQcNkwwqa1UrNao77Nb/ewimR4ZgaHeJ2epGLI/d3FmGLf69yX0vR/fG3FE9sPinTPxzaAiGN5N+S3NgtrW32bWVqOHRVGHF6/Forvv9/TzVIOl5o8PatQomsW12ESxTb5Q1+cVOmtIf/x7eHQDw4bSWl6rt4NQYLO21PUt9R11Tr2jhSMt1WCM3ZRcfmsZIWmYXj+GXmkhcm7N8Ihco23sue6KeIrjBimc75ZerBtQvsMIlWYl52MWdZa3GIlNbno3Eg7382nwu7xZy8tmDC60YuG+p1IPRw7t4m7kmxFrY/J2lXKHEsp2qdFsrp4a3K1ACwLSh1rFspzF1cLL+FGUl1appjgFetrnAHBGeUYKlUqlEVFQUunfvzm3bunUrevbsCX9/f8TFxaG4uLjpEwioSKMhX4gvhr32gGtytYFgeSRHNVvLlhM2E2EZJVh+9tln6NChMTBlZGQgMTERO3bsQEFBAbp27Yr4+HhjFK2nvEbGve7Ryb3d56PsM9p3lrVW2MlTVNWYlk03AzwhTRE8WObn52PVqlVYuXIlt23Dhg2YNm0aBgwYAEdHRyQlJWH37t3Izzd+hh/NJTe7CxAsg7w7YEZUiN5qdfZEM1j+cs4yliltjSuF97jXlPWc8CV4sJw/fz4WL16Mzp0bp8KlpqYiMrJxNTxfX1+EhoYiLS1N6OL1vLUjS9DzOTg4IPmxcMwc0V3Q81oTzZtraxyYfqu8MbWcTxOZbgjRJWiw3LVrFwoLC5GQkKC1vaioCH5+2h0rfn5+KCoynGlbqVRCoVBwP+0REazq7Xx2JOUkFMojGsklrHFFy9KGzp3XJ/SlZhXCm2DBsrq6Gi+//DLWrVunN1ibMQaRToYekUgEpdLwuhtJSUkQi8UQi8VwcWn7QllFlXXIaFge4hHKHiOY+zUy9Ejl1tdmWdKQPMXXQHIUQpoiWLBMSkrC9OnTcd999+ntk0gkKCsr09pWVlYGicTw3NslS5ZALpdDLpdDKtXPCsTX+A8Pc687utEXwxiaWgXRkpU0ZEf3dadrgvAnWLBMS0vDhx9+CB8fH/j4+CA8PBx5eXnw8fFBaWkp0tMbV82rrq5GTk4OIiIMLx0rEong6OjI/bRVmUZPeEsLvJO2q5NZ191laY0qWHakYElaQbBguXfvXlRUVKC8vBzl5eX47bffEBISgvLycmzevBkbN25EZmYmZDIZFi9ejKioKISFGTdpgeacXwqWxiOVW/4yppru1alS8GlmkCKkJSaZwTNixAgkJycjJiYGfn5+uHTpElJSUoxerroh//N/DaYhIkYkt4I1nzWp16z2tJJVBYllMNrVMmbMGOTm5nLvExIS9HrJjYkxxs0Jf6Ab5SU0pnorC5ZVdRQsSevZ7NxwzeQZ9AguvJjwQO61TG5dYy2r6mQQOdjGtE1iOjYbLM/eKOdeW/vyB5boX1HduNf17RwLa0qMMdyTyuHhIrbbfKSkbWwyisgVSvxrw0lzV8OmuWjclVlTB09NvQJKBnhS5w5pJZsMljfLGqez0WB043DWuFuvt6JguebAFQDUXklazyaDpeYSEh/zWCqCtJ6TuPER9krRvWaOtCyfHbwKAJBZWacUMT+bDJaLf8rkXrtSCi6j6KAxFOu/2zPMWBP+NO+Aq6XW085KLINNBstTuaXmroLN6+brZu4qtFplXeOMLvVYS0L4sslgSYzPUE/ylr9v4NuTN8xQG34qailYkrazuVbuNI1kv7PsOOekqSV+k4rdWXcAAOsOX8OaGYMxwMIWA9MMlm/G6Cd8IaQ5NndnueSXbO51mL+HGWti+9w12oPVgRIAbpTUIPaTo7hTUWfo18xGHSyHdu+IOQ9SflPSOjYXLMtr67nXj93fxYw1sX0eLQy/if3kqIlqwk9pQ2q2fp29aEA6aTWbCpZSuQI3SxvHWHq42Fwrg0XxbmFJhrv32p6L1BiW/KJaYuTa3Woz14RYI5sKlm9oDBl6Z3I/M9bEPnw6Y3CLxxRU1LZ4jKlUN6xEOSKsk5lrQqyRTQXLn842rjQ4KbxzM0cSIfQO8MTCcb2bPWb2V6dNVJvmaS5/++SQYDPWhFgrqw2W14rv4cTVkib3+3q0fe0ewt9TQ7s2u//inSoT1aR5dfWNA9IltMQIaQOrbdQb+8EhAMCZt6JRWStD/CbtOxhHWrXPJFpqt7QUd6tV7af9OnvRio6kTaz2zlKtqk6O5N8vIrekhtu2OT6ymd8gQnK2gvR3Fwoq8cmfOQCA4WG+Zq4NsVaWf6U3qNKYqna5sPHRTixyAKCdfHZ0b+01yonx6A7BSX4sXO+YPy8Umqo6Bk386AgOXCoGAPQJ9DRrXYj1sppgOWbVAe71uNWNS9xK5Qrsv1BkjiqRBh9NGwQAeGNiX8yICkH0ff5a+5/dfEbrD5w59aVgSdrIaoKl5rK2mqL/d1jr/ek3o01RHaJhyqAuOPv2I0gYFQoA+OCpQVj7tPawonGrD+NasflTufUOoGBJ2sZqgqUaY02v9zKkW0f4eVIvuDlI3J25R3JvVydMNDB0K37TaZSYeaB6B1p3h7SRVQVLqVyBiKV7m9y/eBIlR7BkuSU1WKQxccDUnmu48yWkLaxq6FCft/5odn+4hWW5Ifr2nTdtZ4/mlMs3KNMQaQerurNsTsKoUFrFkegpr1Elz+hJGahIO9lMdFlMdw0WZ8qgIL1tzmLTXnIVtaokv90k1pfZnVgWmwmWxPK8O7m/3jaRA3D8yl2Tjb0srlI9hntZyUwjYrmsNljmrpyE6ZEhAIBf//MPM9eGGGJoudk6mRIzvjyJZzefQZ1MgXM3y6FUNj3Cob3mfZMKQDuDPiFtYbXBEgBWTA1H7spJiAj2MXdViAFiRxE2zR6KLj6uBvdH/+8QHl1zDFtP3zR6XTSnwxLSFlYTLMf1D0DcQFUb2HuPR5i5NoSvMX388Z+xPQ3uu1WmynW530iP5HWyxuVuX4ruZZQyiP2wmqFDn/9rCBwdHfHBUwOp19vKKFp4zHY10kDxco1ZX/NGhxmlDGI/rC7qUKC0Pu4uzQdDzVUXhVTWMGwosruEZu6QdqPIQ4wuNiII3XybHrpjrED20X5VWrZTuaVGOT+xLxQsidE5OYqw6omBTe7ff6EQ21NvCV7uH9l3Wj6IEJ4oWBKLsPCHdADA/vOFOJJTLMg51at7LpuiP96TkNaiYElMgs8y3VK5AnO+PoNnNpzCL+duI+HrM6iskzWbaao56mD52GBaoIy0n9X0hhPb9/r2DO71gq3nAAAR7+5FVA8Jtj033ODv1MuVcBQ5cGsu1dYrkJ1fgR6d3HGnUrWio7szde6Q9qNgSUyCz9zsHefyDW4/eb0UtfUKuGoEvao6GdycxRjw7h5093XD3pdHAwBW7L6Ar0/cQGfvDtyxuktfENIWDqytzzgmolAoIBaLIZfL4ehIdwjW7NKdKjz1xQkM6uqDzfGRWPhDeqs6djbMHIJDl4vx9Ykbevv+enU0t+KnrtyVk9pcZ2J+lhIDBG2z3L17N4YOHYqAgACEhIRgyZIl3L6tW7eiZ8+e8Pf3R1xcHIqLhWnEJ9ajT6Anzi15BJtmDwUAKFv5d/rZzWcMBkoATQbKDk7ULE+EIeiVtHTpUqxduxaFhYX4+++/8eWXX+LXX39FRkYGEhMTsWPHDhQUFKBr166Ij48XsmhiJRwcHLjHYmMm0FCrkymNXgaxD4K2WR49ehRiseqUQUFBGDlyJNLT0/Hnn39i2rRpGDBgAAAgKSkJAQEByM/PR1CQfs5DYh/kJgiWhAhF0DtLdaAEALlcjtTUVPTt2xepqamIjIzk9vn6+iI0NBRpaWlCFk+sjGW3lhOizWgNOsnJyfDy8sJjjz2GoqIi+Pn5ae338/NDUZHh9b6VSiUUCgX3Q2xTSwk2hKC7hjkhbWWUYLl//3589NFH2LZtG8RiMRhjEIm0ixKJRFAqDbcnJSUlQSwWQywWw8WFlra1VQoT3Fp+8cwQo5dB7IPgwTI7OxvTp09HSkoKevfuDQCQSCQoK9POVF1WVgaJRGLwHEuWLIFcLodcLodUat51ponxGLuD5/iisdxgdULaS9BgWVBQgEmTJmHlypUYN24ct33gwIFIT0/n3ldXVyMnJwcREYaT+IpEIjg6OnI/xDa1dGc5rl8Avo6PhJ+nCx7s1Ynb/nJ0b5x+MxpHX3+oycfsRRP7IqiJDO2EtIVgg9Krq6sxatQoxMTEYNmyZVr7jh8/jri4OBw4cAB9+/bFwoULkZaWhsOHD7d4XksZkEqE98yGkziSc7fJ/erB5IwxSOVK9H37D63tat+fvonXfszA1MFd8M7k/qislaErreZoMywlBgg2dGj//v04e/Ysbt++jfXr13PbJ0+ejPXr1yM5ORkxMTGoqqrCsGHDkJKSIlTRxEppTkPMXTkJt8tr4evujH3nC3FfZy+t4zo4OeLckkfgAP3H6ieHBCOyhwQhEjeIRA7wppUciRHQdEdiNleL72HellQsnnQfHupDvdbEMEuJARQsCSEWzVJiAE2cJYQQHihYEkIIDxQsCSGEBwqWhBDCAwVLQgjhgYIlIYTwQMGSEEJ4sPgFy9TDQClVGyH2Sf3dN/eQcIsPluo0bpSqjRD71lRKR1Ox+Bk8SqUScrkcIpGozUuaKhQKuLi4QCqVmm0GANWB6mBJdTB3+a2pA2MMSqUSYrFYLy+uKVn8naVIJIKzs7Mg57KElG9UB6qDJdXB3OVbSh34oA4eQgjhwS6CpYODA9555502P8ZTHagOtlYHc5dvKXVoDYtvsySEEEtgF3eWhBDSXhQsCSGEBwqWhBDCAwVLK2HOpmW5XG62sjVR87oKXQsqpv5/oGDZhMLCQhw/fhzZ2dl6a56bSkVFBSoqKiCXy83WY5iVlYVZs2ahoKDALF/Su3fv4sKFC6isrDTb/wFdCyrmvhYA814PFCwNyMrKwpgxY/Dmm28iNjYWH330Eerq6kxehwcffBBPPvkk+vXrh40bN+LatWsmrUN2djYmTJiAHj16wNvbm7s4TfVFycrKwsiRI/Hcc8+hT58+2Lt3r0nLV9eBrgXzXwuABVwPjGjJzc1l3bp1Y2vXrmWMMbZx40YWGhrKioqKTFaHO3fusNDQULZmzRpWXl7OVqxYwWJjY9mcOXNYamqqSepQX1/P5s6dy1avXs1tq6qqYtXV1SYp/+rVqyw4OJh9+umnjDHGXnnlFRYUFMRKS0tNUj5jdC2omftaYMwyrgcKljq+++479vTTT2tte/TRR1laWhrLzs5mt2/fNnodrl+/ziZPnqy17Y8//mDx8fFs2rRp7Ny5c0avA2OMzZgxg504cYLV19ezMWPGsHHjxrGQkBD23nvvsaysLKOWvXHjRvbKK69obRs5ciTbtm0bY4wxpVJp1PIZo2tBkzmvBcYs43qgx3AdIpEIx44dQ0ZGBgBg6dKl2L17NxYtWoSZM2ciISEBJ06cMFr5jDHU1dXh4MGDOHLkCLd9/PjxmDlzJlxcXLB582YUFxcbrQ5yuRw1NTWQy+UoLy/Hm2++iZCQEGzatAkvvfQSzp49i08//RQ3b940Wh08PDwQGBgIAKivrwcAeHl5IScnBwBM0l5F14JlXAuAZVwPdGfZQC6XM8YYu3jxIps1axYLCgpiTz75JHN2dmYXL15kjDGWlpbG5s6dy1566SVWX18v6F8zmUymVY9XXnmFPf744+zy5ctax/38889sxIgRRnkEU9dBoVAwxhjbvn07S0hIYLNnz2aVlZXccb///jt7+OGH2ZEjRwSvg/rfr/moq67XsmXL2KJFi7SOr62tNVod6Fow77XAmGVcD2p2f2d5/fp1ZGdnc1lP+vTpgxUrVuDnn3/GtGnTkJiYiD59+kAul2PQoEEICgpCRkYGnJycBPtrdv78ecybNw+JiYlYvnw5SktLMWfOHIhEInz55ZfIzc3ljn300UfRsWNHbN68WZCyDdVh2bJlKCwsxIQJE+Ds7Izff/8d2dnZ3LETJ06Ep6cnUlJSBCtf83NgjMHPz4/bJxarkmO5uroiPT2d2/7tt99iy5YtgiWGpmtBvw7muBYAy7gedNl1sCwvL8eoUaMwfPhwnDlzBoDq0ScwMBCRkZGora1FamoqSktLuQ/Izc0NXbp04R4F2uvq1asYNWoUevXqBYlEgszMTERERMDBwQHTp0/H5cuX8fHHH+PSpUvc7/Tu3RvBwcGClG+oDtnZ2bj//vtx48YNTJ8+HQMGDMD27du1HrX69OmDXr16CVK+7ufg4OBgMNGrRCLhvgjr16/Hiy++iH/84x+CpPeia8FwHUx9LQCWcT0YZLR7Vivx8MMPs3//+98sODiY/f3334yxxlv/EydOsHHjxrEVK1awvXv3sjVr1rAuXbqwjIwMwcr/5JNPWHx8PPdeqVSyxMRE1rFjR3bq1Cn2xx9/sKeffpoNHz6crVy5kr3zzjvM19dX0Eb1purg4+PDTp48yXbt2sXmzp3LZs+ezdavX89WrVrFAgMD2fnz5wWrg6HPQf0IqHbs2DGWmJjIvvrqK9a1a1fBOzfoWrCMa4Exy7gedNl1sExPT2cxMTHszp077LXXXtP6YNQ+/vhjFhsbyyIiIlh0dLTgH8iWLVvYI488wsrKyrTavRYuXMgkEgnLzc1lZWVlbM2aNWzKlCksPj7e5HW4ceMGKywsZGvXrmWxsbFs9uzZgtahuc9B8wty8OBB5uDgwDp37iz4/wFdC/zqYOxrgTHLuB4MsetgyRhjNTU1jDFVA/Krr75q8EtSVlbGSktLtRq2hfLXX3+xgQMHspMnTzLGGJNKpdy+OXPmsMGDB3PlKpVKowyRaE0dFAqFUerQ3Ocgl8uZUqlk165dY1OmTGEXLlwQvPyW6qBG14LxrwXGLON60GX3wVLzL1VJSYneB2Osi1LTCy+8wPz9/Vl+fj5jTDUImDHVGLvIyEh26tQpo5ZvCXVo6XNQq6ioMFsd6FowXR0s4XrQZbfBsqmLXv3B9OjRgx09etSodVBfhIwx9sQTT7Dg4GB2/fp1rWNGjBjBDh48aLN1sITPwVx10CxXMziY8nOwtDo0xZTXQ1PsIlheuXKFbd++nX377bfs1q1b3HbdBmO1kpISNm/ePNa/f39WW1sryN3EtWvX2M6dO1lKSorWFC3NYDV9+nQWGBjIfvzxR5aWlsY2bdrEgoOD2c2bN9tdviXUoanyLeFzMGUdysvLufGAmufTfG3sa8GS69AUY3wWrWHzwTIzM5MFBgayhQsXsujoaPbf//6XJSUlcf/RTX1JSktLWWFhoSB1yMrKYv7+/iw+Pp4FBgayJ554gi1fvpyrg3qQLWOMLV26lE2YMIENHTqUDR48mJ05c8Ym6tBS+epeZ12m/BxMUYfr16+ziIgIlpyczKqqqhhjTQcKY10L1lYHTUJ+Fq1l08GyurqajR49mksAUF1dzXbs2MEiIiLY4sWLuQ/HmH+h6uvrWWxsLFuxYgVjjLHi4mL24YcfstjYWJaQkMCVrdmQfvfuXVZSUsJKSkpsog58y2/qD5cQLKEOjDF2+PBh5u/vz6ZNm8Y++OADg4FCsw5CXwvWVAdLY9OD0hUKBZRKJWJjYwGoBhEPGTIE3t7euH79Ot5//30Axp1X6uTkBE9PT4SHhwMAOnXqhISEBMyZMwc3b97E/PnzwRiDs7MzN8BWIpFwP7ZQB77li0TGuxwtoQ4AkJmZiUmTJmHQoEE4ePAg1q1bh3v37sHBwYFLNSYSibjXQl8L1lQHS2PTwdLT0xMKhQLr16/ntslkMnTr1g3jxo1DVlYW7t69a/R6KBQKrF69mnvv6uqKiRMnIj4+Hnl5ediyZQsAcDMPjBG8zV0HvuUbkyXU4YEHHsDnn3+O119/HZGRkTh06JDBQKH+/zfGtWBNdbAkNhssZTIZAOCFF15AdnY24uLi8N133+Ghhx7CsGHDMGvWLJw5cwa//PKL4GUXFBQgKysLqampAIBVq1ZBKpViyZIl3DHOzs6YNGkSQkNDsW/fPpurg7nLt7Q6nD17FgAQFRXFBYLFixcjKirK6IGC6iAQUz/3G9P58+fZ7NmztbaVl5ezPXv2sLi4OLZgwQK2fv16bt/8+fPZe++9J2gd0tPTWb9+/diYMWNY//792fLlyxljjG3YsIHFxMRwbWZqx48fZ0OGDBF0vJi562Du8i21DsuWLeP2qTuTFAoFW758OYuLi2OrV68WfLA71UE4/x9TN0oBXwNcIgAAAABJRU5ErkJggg==",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.rh)\n",
@@ -4746,36 +4337,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": null,
    "id": "7ea27051",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "aa31877b7e4b4fa9856216b0c66ac835",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAA1JklEQVR4nO3deVgT1/oH8G9CAAFFDAYQEQVxQwVXcNe21l1rV5feVuvWalvtXqutC9altavVq9XKrT/banu1etsqVq3aqnWpiIC4oYioICC7LCHL+f0RMiQkQIAJM0nez/PwNJmZ5JyayZs5c855j4QxxkAIIaRGUqErQAghtoCCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWICCJSGEWEBWnxfFxsZi7NixGDZsGHbu3Mlt37lzJ95//30UFhaiX79+2Lp1KxQKBQAgNzcXs2fPxvHjx9G0aVMsXboU06ZNq7UsrVYLtVoNqVQKiURSn+oSQmwYYwxarRYymQxSqYDXd6yOfvvtN9a5c2c2btw4NmnSJG57fHw88/LyYomJiUytVrN58+axcePGcfufeuopNmvWLKZWq9nly5eZXC5nZ8+erbU8pVLJANAf/dGfg/8plcq6hiteSRhjDHWQmZkJuVyOlStX4sqVK9yV5YIFC1BeXo6NGzcCAHJycuDr64u0tDS4uLjAz88Pd+7cgZ+fHwDgtddeQ2lpKb7++usay1Or1XB2doZSqYSTk1NdqkoIsQMajQaurq5QqVSQyerVGOZFnUv29fU1uz02NhYzZ87knnt7eyM4OBhxcXFwdXVF69atuUAJABEREfj8889rLU/f9HZycqJgSYgDE/o2HG9hOisri7s/qadQKJCVlQVXV9dq95mj1Wqhv+DVaDR8VZEQQuqNt7uljDGTm69SqZQLfNXtMycqKgoymQwymQyurq58VZEQQuqNt2Apl8uRl5dntC0vLw9yubzGfeYsWbIEarUaarUaSqWSryoSQki98RYsw8PDER8fzz0vLi5GcnIywsLCEBYWhtTUVBQWFnL74+LiEBYWZr5SUil3j5LuUxJCxIC3YDl9+nRER0cjMTERKpUKixYtQmRkJNq3b4/WrVvj4YcfxnvvvQeVSoVLly5h8+bNeOGFF/gqnhBCrIq3YDlgwACsWrUKY8aMgUKhwNWrV7Fjxw5u/7fffouUlBT4+PhgxIgRWLFiBR5++GG+iieEEKuq8zjLxqbRaCCTyaBWq6lJTogDEksMoLnhhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAQqWhBBiAV6D5dGjRzFgwAC0atUKQUFBWLBgAUpLSwEAO3fuREhICHx8fDBhwgRkZ2fzWTQhhFgVb8Hy/v37mDBhAubNm4eMjAycOXMGp06dQlRUFBISEjB37lzs3bsXGRkZaNOmDWbMmMFX0YQQYnUSxhjj441OnDiBCRMmIDc3l9v2xRdfYN++fQgNDUV5eTk2btwIAMjJyYGvry/S0tLg7+9f4/tqNBrIZDKo1Wo4OTnxUVVCiA0RSwzg7cqyZ8+e8PLywqZNm6BWq5Gamopt27bhiSeeQGxsLCIiIrhjvb29ERwcjLi4OL6KJ4QQq+ItWHp4eODQoUNYu3YtPDw8EBQUhIkTJ2Lu3LnIysqCQqEwOl6hUCArK8vse2m1Wmg0Gu6PEEKExluwLCwsxKhRozB//nwUFRXh6tWr2L17NzZv3gzGGKRS46KkUim0Wq3Z94qKioJMJoNMJoOrqytfVSSEkHrjLVju2rULCoUCCxYsgIuLCzp27IiPPvoIK1euhFwuR15entHxeXl5kMvlZt9ryZIlUKvVUKvVUCqVfFWREELqjbdgWVBQAHd3d6NtHh4eyM/PR3h4OOLj47ntxcXFSE5ORlhYmPlKSaVwcnLi/gghRGi8Bcvhw4fjxIkT+OmnnwAAWVlZeP/99zF69GhMnz4d0dHRSExMhEqlwqJFixAZGYn27dvzVTwhhFgVb8Gye/fu+O9//4uPP/4Yvr6+6N27Nzp37oyNGzdiwIABWLVqFcaMGQOFQoGrV69ix44dfBVNCCFWx9s4S2sRyxgrUjcJd/Kx+a8ULJvQFS2bUicdqT+xxACaG05490CpxoT1J/FbQgb6fHgYWq2of49JhVs5xei94hB2nk0TuiqiRMGS8G7J/y4aPb+UUShQTUhd7D5/FznF5Vj4c6LFrykoUeGyg3y+FCwJ7/6+nmP0XCvuOz0OT6tlKFNpUKxUc9tOXr8Ptcb8OGhDs7efw+gvjyP2Vm6tx9o6CpaEV9cyi3CvsMxom0pDwVLMhqw9is4fHEBeSTm37dlvzmDRntqvMM/e1AXJg0mZVqufWFCwJLz6cN9lk21KFU1ZFau/b9zHnTxdGsWku8bN6Z/O3anxtedSK68mv/4rhf/KiQwFS8IrmVRisk2prr05R4QRl5bPPb6dV2KyP6uwDKqK5nhyZhEe/vQYjifrctE+temU0bGGzfiqCstUeFDDfltAwZLwys2lcmjHU70DAADzvj8vVHVILQxHKpSUm7YAIlb9gQ6LY9Dx/Rh8uO8yUrKL8dzWs9CYGeGQnPWg2jLClh1Et6W/43o1x9gCCpaEN8VKNS7eLQAA/DinH7e9VKXBzfvFQlWLVFGm0uDt/8bj1I0c5JWojPYpmpkfE1uu1uLPa5WrG7RftN/kmIkbTuJg0j2jbdlFSgQbHDv8sz8bUnVBUbAkvJm8+TRu5eiacgFyd7zyUAi376FPjpm9GiGNIy2nBBdu52PriZvYeuIm/ht7B1O2nEb0yZtGx339XG+krhmLIR0V1byTseUTuho9n7M91qi53XflYZPXKNW2eQ+bgiXhTWLFVSUA+Hk2QbuWHkb7Y2/lVX0JaQRlKg2GrD2KiRtOYsVvl7D296smx2yd1geJy0agV2ALAMAwg2C56V+9qn3vx3u1xpwhwUbbZvznnxrrM/c727wtQ8GS8MJwTN6LQ4PhZKajx8wm0gh+uZBe6zF92srRrIkz97ypq4x7PLKrH14cqguIhs301DVj4dnEGa8P74jtMytXQjhr0Evewr3yPfWOXDGf9FvsZLUfQkjtdp+vHGby3ugu3OP4pSMQvvwgAIBa4cJ4Z3eC2e0LHumA8eH+CPFparKv3ODHTyKR4L3RXTAh3B8BXu44lXIfco/KoOnm4oTBHRRo6+2OWzklCG3lye3z9WyCvBIV/nhzKB75tPJ+JWMMEolt/XrSlSVpELVGi9Uxl7E/UXdjv0OVL15zN2dEBumSPJfSeEvROP/Bo3j90Y5mAyUABFXcQjFsIXT1b47m7s4Y1a0VIoJME3fvmz8YgG5665V7ujGbBaW6DqTWXm7YMLWyOb/810v8/I80IgqWpN7S80sRsjgGX/+ZwvWUvj2yk8lxwQrdF/LqvUJKqtFIcovLMebL43h3V+VV5TfP9+Eeyz1canz9gPbe+OTpcJx49yGLy/QwGDa2cLdu9k9+iQquMimaODtBYzDt9du/Uy1+X7GgZjiptygzVwdBVTp1AMDNWfclWrX/CjILlfhgXKjV6+book/cxKWMQqMkJo908cEPsyLRopZACeia3vpxspYybFbnlZSjTKVBqUoDX09dk11TzZpbtoKuLEm9Hagypg6ovIo0ZJhIY+uJmyb7Cb/+Sc3F+qPXjbY5O0kgkUgwIKQluhjcU7SWYqUGN7J1A9Bzi3VzzkeE+lm9XGuiK0tSL4Y5o+cMCUYLdxe0V3iY7QXv205u1OzKKChFq+ZujVFNh2TY9NbbPXdAo9bh/gMlbmTrJiI81MkHAODhatvhhq4sSZ2VqTToteIQ9/zdUZ0xd1h7jOhq/sphdDfj7f1XH7Fq/RyNWqPFs9+cxqY/bwAAvCqG6zzVOwCvPBSCZyMD0b1180apy7ujOnOP5++IAwC0NBhu9OrDlRMVRL5IgwkKlqRWJeVqXLidj38fuw7GGNJyS7hpcj0DvcxeTRqSSiWYOSjIaFs5JdeoM6Vag2NXs7hOsmFrj6Ldwn3YE3cXJ6/nYE3MFfRb9QfOVyTHWPFYN7w1shNWPt690YbpDOtkOvPHy61yrOXrwztyjy/czm+MKvHGtq+LidV9/ecNrI65wj1XNHU1mpnTztu0Q8ect0Z0MrpfeS2zCN0a6WrHlt1/oMTljEIMCmmJOf8XazQ/W+9tg2a3YS5Rw6QmjaW5m+kgdC+DgelSgx/WTX/ewNfP9TE5XqwoWDqIn8/fQXG5Bs/1a2vR8bdzSzD446Mm27efvmU057u6xAtVubk4QdHMFdlFSgDAuK9OIHXNWIte68imbjmNa5kPEB7QHPF3Cmp/QYU3Hu1Y+0FW4O/lhuZuztz4SgBGM4MMdfKzfkcTn6gZ7gDKVBq88VM8Pth7kctNWBtzgRLQzfnON/giBLSwvKPGsAlGarY/MQMp2Q9wLVPXo1yXQNnZrxlmDw6u/UAr2fxcb6PnrjLjMKP/wfYQ4Mq3IejK0gEYpkc7dSPH4owy5hy8lImeFckWAOBfkZZdqQLA5L5tLFqqwNHF386vMQdon7Yt8N+X+hvdhzyTkoPFey9iw9Re6OTXrDGqWa2qs3tcZcZBMe62LqHKj+du48Wh7RutXg1FV5YOICm9cmDy89Fnaz0+s8oaOgBwfeVo7nHMxQwAwMrHuxndg6qNVCoxug1gblC7o9NqGT47dK3a/fFLR2D7zEiTDpvIYG8cfmOo4IES0A1ONxwB4VLlynJsd38AuumTtoSCpQO4W7HGit79B0r8eS0bGQWlZo+vmsLr4yfDIHOSchlkEiqahC3ca58JUtX0ge24x9Enb9r8UgN867nikFEnTgt3ZyQsG4GZg4LwyysD0dzNWZCOm7oKC/DiHjs7GQd2f68mAIBf49MtWkFSLChYOoD0fOOgOOqLvzAt+iz6rz6CF7efw/0Huk6XknI1GGPo5q+78d5G7oak5SPxTN82AIDhXXyN3sfSzh1D7avM8CmhYMkpU2mMOka+mxmJuCUj4NnEGR+MCzUKQGI3qeKcAUxX97xyr4h7/I0NzeiiYOkAfjx32+j5/QeVS57+npSJPh8eRnaREqFLfseCnRdQWKYLYFMj2hrNulgxsZvR+/QyuHdZX2pKrAEAuJNXgsfWnzTa1tbbXaDaNJzcwwWeTXTnjv6/eoa3Yg5cNJ0yK1bUwWOn8orL0bSJzOLe78OXdes+/xJfmSjW08349GjibNz8q20wenXeHtmJa+rTUhO6DPJPbvybez68iw+e7BWANnLbDZYAsH1mJM6n5Zl0+Ph7VY6gsKWB6RQs7Uj7Rfuh0TIcfmMIhn/2F8LbeKGwVFX7CwG897NpL3V14+MAoFegV32riQHtvbnHBaUqtKnhWHunVGuMAmVnv2b4ZlpfAWvEn/A2Xghv4yV0NXhDzXA7UVCi4q7SJm8+A0A3BEU/bMhJKsGoKnO33WvpKKg6pxsApkQEAgBWPt693nX1a96EezzuqxP1fh97kFmg5B4/0bM1vprSU8DakJrQlaUdSL1fjGGfHOOe6ztsDO2c0w9OUolRWrWvKwYPP7fVdDjRX28/BGcn09/SqMe64s0RHdGyad07d/Qo41Cl/124yz3+bFIP4SrSyMZ2b4V9ibohaNlFynp1FjY2urK0YfqsLf8+dr3G47r6e6JvOznCqszFbuKsWzvl/bFdTF4TWE3ngrOTtEGB0hxHzZ4efeImPq0YU+los5veMsio/1OVDkixomBpo5b87yKC3tuPLX+l4Kdzd2o8Vh/cZFWuFPu01fVmzxocjJ1z+uGFijGQ5z94lP8KV2EYoB1xbR6NliHqt8pB+bMGB9VwtP3xblo5Rtfc0rxiRMHSRpSrtShXa6HVMizYGYf/O3ULALBy/2XumC8n9zBaklRPn6na0O65A4xmgfQL9sbS8V2RumZsreuz8GFCD3/ucUm54wXLnf+kGT239cS4deVZQ+ehWDnWJ2Sj1sRc4RK71mRoRwWausoQFtCcm2UDAK0MOlTiPngUd/NLBU+P5tOssk6XMwqhaFb/+eq2pqBEhcV7LgpdDcG9P7YLPtx3ufYDRYKuLEUuLafEokC5fEJXeLm7QOYkxS+vDDLaZ9hx0MLDRfBAWZW5tXzs2bJfk4yef/ZMuEA1EZbh4nYpFev1iBkFS5GbvzPOouMMrx4NDe7QEk1F2sTTryceb0MDk/lgOCd/3/xBeKJX3VZRtBcDQ1pyj5f+klTDkeJAwVKkMgpKUaxUm53h8P7YLvhXv0CjbX3amS56D+gWCxOrMzdzARhnRbJ3jDHE6Zd9mNjN5jLv8MlwRtg/qbkC1sQyvAfLmJgY9O7dG35+fggMDMTvv/8OANi5cydCQkLg4+ODCRMmIDvbND2+o1OqNUjOLEL87Xz0X30EXZfq/u2cpBL89bZusfsnerXGrMHB+HBid3zzvC4l/0OdFCadMqse746u/p6Y1r9do/4/1IWbs/iz5/Dt88PJUFasPzSlryPPXTJWphJ/9iEJ43GJtaNHj2Lu3Ln46aefEBYWhuzsbBQWFqK4uBhDhw7F8ePH0aVLF8yfPx9paWn49ddfa31PjUYDmUwGtVoNJyf7+HJlFymxN+4unuvf1ujX9d1dCSZJLwCgW2tP/PbqYBQr1XCVSU2GANmq9/cm4rvTul5hR1liot3CfdxjR/l/rsnoL4/jcoauZVHdv4dYYgCv37qoqCjs2rULYWFhAACFQoH27dtj69atmDx5Mrp16wYnJydERUUhJiYG6enptbyjffpg70Ws3H/ZaKEpwDQ7kJ6iYpykh6vMbgIlYLxsaoGFc9htmWFS5U3/6l3DkY7jwyqZrMSMt2/erVu3UFZWhiNHjiAkJASBgYH45JNPAACxsbGIiKgc/+ft7Y3g4GDExVnWeWFv9L2/v8anc7NXagoWd/LMJ+m1dYaJOorK7D9YfnUkmXs8ItS3hiMdhy2loeOtm/TatWtISUlBWloaEhISkJaWhpEjR8LPzw9ZWVlQKIzH0SkUCmRlZZl9L61Wy03l02jsa8Dytr9TjZ4XlqlwOiUXa3+/Yv4FAEZ2NU1oYS8i2slxNjUXpQ4wMF1/ywFAnZbjsGeGS060W7gP/3t5oGgzFfF2ZZmdnQ2tVotVq1bB3d0dnTt3xoIFC7Bt2zYwxiCVGhcllUqh1Zq/qRsVFQWZTAaZTAZXV/FPsLdEuVqLnAdKkyESz3x9Ci99F4sb2cVG27dO64NdL/XHk70CMO8h21nUqa70SyTY+ywew0XjSCWXKreV5mw/J1BNasfblaWnpydCQ0Ph4lLZKxscHIz09HTI5XLk5eUZHZ+Xlwe53PywliVLluCDDz4AoLuytIeA+d7Pidh93nQOt36pU72newcg1N8Tj1Qs4VDdkCB74eHqGMHyj4rkygDw+STHHIRuTtXMVmJuYfAWLHv06IG0tDQwxrg5x9euXUNwcDBatWqF+Ph4PPvsswCA4uJiJCcncx1BVVW9CrV1ao3WbKA0Z+3TjvVFcnPWnYKlKvtei0c/rW/+wyF4vKdjDkI3p2q2ff7G5vCPt6gUEBCAoKAgrFq1ChqNBpcuXcKXX36JOXPmYPr06YiOjkZiYiJUKhUWLVqEyMhItG9vv81LQ/+k5plsm2wwxq5ZExl+mB2JY28Na8RaiYM+AXHSXfsdmG54tTShR2sBa0Iagtd5cN999x1mzpwJHx8feHt7Y9myZRg/fjwAYNWqVRgzZgyKiorQr18/7Nixg8+iRe3i3QKTbauf6I4negVgT9zdBifTtWX6YPnpoWuYMSjILrPv5BTrkjEHKzwQ4tO0lqMdz9LxoViuX0NexP1evJ6Z/v7+iImJMbtvzpw5mDNnDp/F2YScB0qjNGqALkO5RCJBRJDcZDEnR+PpVjl8KLe43C6CpX4tbP2Y2HsFuvGVAS1sZ5hMY6rP+vNCsK+bgyJ08FLljf3mbs7o3baFXQ8FqquAFpVLTNjDsrgl5Wr0X3ME874/z237vWJcrdzd9nI4NoaHOvsIXQWL2P7PuEgo1Roo1VqTpKbZRbomWFhAc+yZN1DMrQxBlBlkSS9Xi39+cG22n7qF7CIlDl7KhFbLIJVKsOX4TQDAA6V9d2LVVzOD1kTVoURiIt6a2Zjp0f8gbNlB3M2vnG1zO7eE6wWfOSgITlIJDUauYmjHyquK48m2n1xldUzl5IKqy2W8ONQxOjTryvA7IXMS7/eDgiVPTqXkAAAGrjmCS+mFuJxRiMEfH8WtnBIAgLeHY3bg1MZwLRZbyppdnb7tWnCPHyjVUGm0cHN2gouTFOEBXsJVzEaoNOK9FUPNcB7os6bojVl33OSYxljXxhaZW27XlqXnVybLKCpTIa+kHKUqDXoGehlN7SPGxnT3w/7Ee6KeK06fHg8sWcqzZVMKltXpF2wfIwKiT9w0ug1z5EoWRn2h++Hs5sBJfi2xbHxXAECJUrwzeChY8qCorPYb9y3oyrJamyuSGDdxtu3TcWOVtZJW7a+8fzmko+MsyFYf+qvuq5lFRj84YmLbZ6dIGK6pUh17a27yST+CoEylNbuMhq3w89Stg2R431IvUC7e5qUYGH4/pm45LWBNqkff4Aa6/0CJk9d1nTuvPBRisl8mlWDxmC6NXS2b9cnvV4WuQr3pMwt19G1mss/fy/yCckTHMFjqO0XFhjp4GqjPh4e5x/Mf6YDHevjjePJ9bDmegu6tm3NNTFKzzn7NcOVekdGKf7bkXkEZHijV8GnmiuPJ9432bZjayyjRMTHlLOIhQ3oULBugoMQ4u7eLTIoOvs3QwbcZZgwKEqhWtump3gH4cN9lJN7NF7oq9RL1my5PaVaREhN7+CMtV3d1FLNgMLq08hSyajZBn6lMzChYNsCFO/kAAJ9mrji7eLiwlbFx+nyW+xPvCVyTuist1xjV+/NJPdDVvznatfSgQGlHKFg2wGeHrgEAXhhIV5ENZcsLli3ek8g93j9/MCQSCWYPCRawRsQaqIOnnu4VlCGpIvXaqG6UGKOhSsorh19lFZXVcKS4qDRa/Bx3FwAwsqsvQv3pStJeUbCspz1xd6HWMjzXry2CWnoIXR2b1y/Ym3scsfIPAWtiuZTsB+iwuDIl4bopPQWsDbE2Cpb1lJKtWztnUAfb7L0Vm/Fh/kJXoc4e/vRP7vHobn5wlTkJWBtibRQs6+n+A13qNUfNcM43W8/GNGsw3aO0dxQs6ymnuBwAoKBgaRX6bONipmim++yHd/FF77ams3aIfaFgWQ8FJSok3NF17rRsRnO++fLzvAHcY6XIEwFrtQyFpSq4yqTY/FxvoatDGgEFyzpSqjUIjzrIPXd3odFXfOkV2ILrLFOJ/MoyvaAUSrUWQS09bP4WArEMBcs6upCWL3QV7JqsIvCIOQksUDkPPFhBIyGsQYwJVShY1lFylq4XvKu/J46/85DAtbE/+oQKBy+JeybPH5ezAICGjVnJM5tOCV0FExQs6+j8rTwAwKzBQWhDabd4p58ivHjPRZypWKpDjAorZhzRciH8GdnVl3us0mqxJuYKSsrV+OqPZAFrVYmCZR2dqwiWfdvZR3ZvsUlKr1yiQ78qohhlVswycvR13/n05eSeaFexrARjwKY/byB0ye84dFkcrQwKlnUQfzufyybj39ytlqNJQz3SRbzrSWcW6sbZ+njSlSVfmjg7mV0B8+LdQjNHNz4KljVYvf8ypmw+DbVGi7v5pVhjsMwp9YBanz4TkRhlFynhJJVQM5xnMhF/r2jcSw2+/isFAPDCt/8YJXRt7UVXlY1hxW+XMFOEeUHLVBoUlKqgaOYKJxF/uW3RpQxxXEWaQ1eWFqia+fqtkR0Fqon9i186wuh5YsXgfzHJKNDdr/RvTktF8C23YmacGFGwNONWTjG2n0qtdv/IrpSSzVqauzlj/sOVaxlN2HBCwNqYdzdPt0Bd6xbUwuCbmKcPU7A0Y9735/HB/5Kq3U+zdqzLcEkOxoCciqQlYnE3X9fJR7dj+Dd3WHv0aOOFDVN7oYNPU6GrY4SCpRmGw1eqooHo1qdfQ1qvt8GicGLAXVlSsOSdd1NX7H15IMaGtcKB14YIXR0jFCyrWFfNANiPnuyOhGUjaCB6IzDXafLZoWtgTBxTIO/k65vhdC5Yk5NUgl9eGSh0NTgULKvQr6tT1aS+gfCk5UwbhUxqelqu+yMZR65kCVAbU3foyrLRhAV4IWX1WKGrAYCCJRGh6kbjxIskuQJ18DgmCpZEdCQSCU68a3pvWCuCVrhao8W9wjI0ayJDczdqaTgSmwmWu2PvQKXRIvrETdyumHLIt2Kl2uz2/fMHW6U8Ur3WXm4YXWXVTH1GIiFlFimh0TJqgjsg4c8+C729Kx4dFscg6rdLGPzxUauU8Z+Tpokbfp43gJY3FYBEIsHGfxlnIL+VWyxQbSrpm+AB1AR3OFYJllqtFpGRkWjXrh23befOnQgJCYGPjw8mTJiA7Oxs3sstUzVsLvFfBjN19s8fjL0vD0SvQFpbRUhTItpwj8XQGU5jLB2XVYLlv//9bzRpUjkVLCEhAXPnzsXevXuRkZGBNm3aYMaMGbyVxxhD7xWH0PmDA/jrWv2DsKvB+L5Qf0/0aOPFQ+1IQyyf0A0DQ3RrimcWlglcG+BOLnXuOCreg2V6ejrWrl2LNWvWcNu2bt2KyZMno1u3bnByckJUVBRiYmKQnp5e73K+P3OLe/z3jRxutcXno89CW4eegI8PXMGc/zuHo1eyuDngyyd0rXe9CL9cZFIsG6/7PP6+kYNygRcy+7RiaFkrStHncHiftzd//nwsWrQIrVq14rbFxsZi5syZ3HNvb28EBwcjLi4O/v7+9Spn8Z6L2HriJlKyi7Hmie5G+z46cAU5xeUoV2uxbkrPGt/n38duAAAOXsqsrF9TWrFRTDwNep0/PXgVC0d3hkQibLYfZyfKNuRoeL2y3LdvHzIzMzFnzhyj7VlZWVAoFEbbFAoFsrLMDzLWarXQaDTcX3VSsnU3/Bf+nGi0/eu/UrAr9g5+iU+v01WmngfN/RYVw8kAX/+VYnRvuTEZrjg5IpSSqTga3oJlcXExXn/9dWzevNnkV58xBmmVWRlSqRRarfkmVVRUFGQyGWQyGVxdG5aFRD/bwpxPD141u31IR4XZ7UQYbi5ORs+nRZ9FRkH1n6u13MjWLVYXTMvfOiTegmVUVBSmTJmCLl26mOyTy+XIy8sz2paXlwe53Pz6JUuWLIFarYZarYZS2bCMM0PWVj/M6Ksj181up4Su4rdwd2LtB/Hsv+fuAABS7gs/hIk0Pt6CZVxcHL744gt4eXnBy8sL3bt3R1paGry8vJCbm4v4+Hju2OLiYiQnJyMsLMx8paRSODk5cX8AcGbRcFyOGoVXDXIdNoRSbb55/0TP1ry8P+HXO6M6GT2/m1+KdX8kY9kv1afS45vcQ3cve0J4/e6zE9vGW7A8ePAgCgoKkJ+fj/z8fPz6668IDAxEfn4+tm3bhujoaCQmJkKlUmHRokWIjIxE+/amixNVR9HMFW4uTni4c90XsXrlh/MoU2lwOaMQz2w6haT0Ahy+ZP5+6WeTetT5/Yn1Bbc0zm1Yrtbis0PX8O3fqQ0eX2upBxUzvGhFR8fUKD0ZAwYMwKpVqzBmzBgUFRWhX79+2LFjR73eq2cNg8QvRY1E6JLfTbb/lpCBkV39sGBnHLQMGLvOfPbtr5/rbXY7EV7XKrOososqb88UlqnQxNmp6kt4R7N3HJvVpjsOGzYMqamp3PM5c+bg9u3byM/Px4EDB9C6Nb/N3ZRVY+DuIsPgDi3N7s95oKw1EQMtFyFebeTuOPR6ZTLYUoOrybLyxhl7eSdPN3uHgqVjspm54TU5/d4jXO/k/82IwJJxoSbHLPv1Uo3v0dFXXCnsiakOvs3Mbi+r5v4z3yrzWFLSX0dkk8Hy9eGVqyu+PbIT/AxW2ZNIJJgxKAipayxLGLp//mB8/FQYvpsVyXs9SeMobYT1xctUGmQVKdGyqYvJUCbiGGwyWC4Y3oF73NS1YbddW3g445k+beDTjJY1tVWNMeZSv/wtJdBwXDYZLA151BAsv7fgapHm+NqWT54ON9lW3XhZPlXer6QmuKOy/WBZQ5NoYIj5zh69tt504tuaSDPDdmpajZMvd2gpCYdns8FSHyS7tKo5Me/hN4ZWu+9WjnUyrhPrEep+IQ0bIjYbLE+8+zD2zR+Edi09ajwuxKcpvqol8xCxHS2bupptiltrqRG9glIVAKCFO2WkclQ2GyxbeLigq39zi44dH+6P314dhJFdfXH8HdOFsIhteap3gMk2ay01oldS0ePu4Uo94Y7KZoNlXXVr3RxfP9cHbeR0n9Je/fhPmtXeu1Slm+ro5kzp+xyVwwRLQ9tnRmBiD39cWTFK6KoQHr1rxUxExUrdlaU7jbF0WA4ZLAd3UOCLyT0bZT4xsY7tMyPQ0bcp3Kp8hmqNdaY+6ge+U7B0XA4ZLIntG9xBgYOvD8XRt4YZbR+//qRVyivRN8MpWDosCpbEphlOdQWAyxmF3FIi648kY9OfN6p9beytXIz58jh+OJMGVrHO7l/XsvHDmTSUqTSIS8tDVlEZPjt0DRfv6sZyutOSIw6LPnlid3bF3sHADi3xyUHdSoyFpSq8M6qzyXFPbjwFAFi0JxFe7s4Y1KElno8+y20DAJlUArVBuipqhjsuurIkdued3QnYfqpyqWT9Cp65xeXcFWRVUb9eQtiygybb1VXy+hmuLU8cC11ZEpsX0U6Os6m5Rtt2nK0cRuTu4oR/UnPx9KZTCGjhhjKVFvcfGK/tdK+wzKKyhF6ClwiHfiaJzdsyrY/JNv2MG0B3n/Hn83cB6OZ4Vw2UlqImuGOjYElsXnM35xr333+gNLrSrK+Ly0Y2+D2I7aJgSezCp2bmi/ON1gp3bBQsiV14sncAbq4e0+D3WfFYV7Pb10+lZCyOjoIlsRt17XyJnt4HqWvG4r3RumFFk/q0wXP92yFh2Qij43q3bYFxYbRWuKOTsOrGUoiERqOBTCaDWq2GkxPdYCc1a7dwn9HzuA8eRc8Vh8weG7NgMJcPVanWwFVmfH5ptQyxaXno5t+cZu4ISCwxgIYOEbvWwqP6/JN+npWzf6oGSkB3j7JvO9PM7MQxUbAkdm/+Ix2w7o9kAECfti3w3pjOyC4qrzGQElIV3bMkduXpisTA3Vs3x2fP6HrIH+3iy+3/6Kkw9G4rx6hufoLUj9guumdJ7IpWy5BVpDRKsMEYw7+P3UBnv2Z4xCBwEtsglhhAwZIQImpiiQHUDCeEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAtQsCSEEAvwGixjYmLQt29f+Pr6IjAwEEuWLOH27dy5EyEhIfDx8cGECROQnZ3NZ9GEEGJVvCbS6NevH9avX48+ffogPT0dffr0waZNm9CuXTsMHToUx48fR5cuXTB//nykpaXh119/rfU9xTKJnhAiDLHEAF6DpVqthkxWmU/4mWeeQffu3XH//n2Ul5dj48aNAICcnBz4+voiLS0N/v41r20iln8oQogwxBIDeG2GGwZKtVqN2NhYdO7cGbGxsYiIiOD2eXt7Izg4GHFxcXwWTwghVmO1Dp5Vq1bB09MTjz/+OLKysqBQKIz2KxQKZGVlmX2tVquFRqPh/gghRGhWCZaHDx/Gl19+iR9//BEymQyMMUilxkVJpVJotVqzr4+KioJMJoNMJoOrq6s1qkgIIXXCe7BMSkrClClTsGPHDnTs2BEAIJfLkZeXZ3RcXl4e5HLzK+ctWbIEarUaarUaSqWS7yoSQkid8RosMzIyMHbsWKxZswYjRlQuVB8eHo74+HjueXFxMZKTkxEWFma+UlIpnJycuD9CCBEab8GyuLgY48aNw3PPPYeZM2ca7Zs+fTqio6ORmJgIlUqFRYsWITIyEu3bt+ereEIIsSre1g0/fPgwzp8/j7t372LLli3c9vHjx2PLli1YtWoVxowZg6KiIvTr1w87duzgq2hCCLE6Wt2RECJqYokBNDecEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIsQMGSEEIswNsMHmvRj5mnVG2EOCb9d1/o+TOiD5b6NG6Uqo0Qx1ZdSsfGIvrpjlqtFmq1GlKpFBKJBBqNBq6urlAqlYJNfRK6DkKXL4Y6OHr5YqhDY5XPGINWq4VMJjPJi9uYRH9lKZVK4eLiYrJdDOnbhK6D0OWLoQ6OXr4Y6iB0+Y2FOngIIcQCNhcsJRIJli5dColE4rB1ELp8MdTB0csXQx2ELr+xif6eJSGEiIHNXVkSQogQKFgSQogFKFgSQogFHC5Y0i1a4f4N1Gq1IOWa4+jngZD//2I6D+rCIYLl/fv3cfnyZRQWFgrSc5eZmYm///4bSUlJJuunN5aCggIUFBRArVYL8m9w8eJFTJ8+HRkZGYJ9UR39PBD6HADEcR7Ul90Hy4sXL2LQoEF48cUX0alTJxw8eBBA4/2yXrx4EcOGDcPixYsxbtw4fPnllygrK2uUsg3rMHjwYDz99NMIDQ1FdHQ0UlJSGq38pKQkjBo1CkFBQWjevDn3RW3ML4ujnwdCnwOAOM6DBmF27MaNGywgIICtX7+eMcbYG2+8wfz9/Vlubm6jlJ+amsratm3LNm7cyBhjLDo6mgUHB7OsrKxGKZ8xxu7du8eCg4PZhg0bWH5+Plu9ejUbN24cmzVrFouNjbV6+eXl5Wz27Nns888/57YVFRWx4uJiq5et5+jngdDnAGPiOA8ayq6DZXR0NHvjjTeMtg0aNIj9+OOPjDHGtFqtVcv/4Ycf2LPPPmu0beLEiSwuLo4lJSWxu3fvWrV8xhi7efMmGz9+vNG2AwcOsBkzZrDJkyezCxcuWL0OU6dOZadOnWLl5eVs2LBhbMSIESwwMJB9/PHH7OLFi1Yv39HPAzGcA4wJfx40lF03w5s2bQo/Pz8AQHl5OQDA09MTycnJAGD1+zZSqRQnT55EQkICAGD58uWIiYnBwoULMW3aNMyZMwenTp2yWvmMMZSVleHYsWM4fvw4t33kyJGYNm0aXF1dsW3bNmRnZ1ulfLVajZKSEqjVauTn52Px4sUIDAzEt99+i9deew3nz5/H+vXrcfv2bauUr+fI54HQ5wAgnvOgwYSO1tagVqsZY8yomaNSqRhjjK1YsYItXLjQ6PjS0lKrlH/lyhU2ffp05u/vz55++mnm4uLCrly5whhjLC4ujs2ePZu99tprrLy8nNerG/3/q74eb7zxBnvyySfZtWvXjI7bs2cPGzBgAO9NMX35Go2GMcbYrl272Jw5c9gLL7zACgsLueP279/PHnnkEXb8+HFey9dz5PNA6HPAsA5Cnwd8sasry5s3byIpKQlOTk5gjEGhUHD7ZDJdgiU3NzfEx8dz27///nts376dl+TChuUDQKdOnbB69Wrs2bMHkydPxty5c9GpUyeo1Wr06NED/v7+SEhIgLOzM29XN5cuXcJLL72EuXPnYuXKlcjNzcWsWbMglUrxzTffIDU1lTt24sSJaNGiBbZt28ZL2VXLX7FiBTIzMzFq1Ci4uLhg//79SEpK4o4dPXo0mjVrhh07dvBWPkDngdDnQNU6CHUe8M1ugmV+fj6GDBmC/v3749y5c5BIJGaThcrlcu4LsWXLFrz66qsYOHBgg1NMVS0f0DWB/Pz8EBERgdLSUsTGxiI3N5f7wrq7u6N169Zc07Chbty4gSFDhqBDhw6Qy+VITExEWFgYJBIJpkyZgmvXrmHdunW4evUq95qOHTsiICDAKuUnJSWhZ8+euHXrFqZMmYJu3bph165dRs2tTp06oUOHDryUD9B5IPQ5YK4OQpwHViHshS2/HnnkEfb888+zgIAAdvr0acZYZRNA7+TJk2zu3LnsP//5D2vTpg2vN7fNla9vBp06dYqNGDGCrV69mh08eJBt2LCBtW7dmiUkJPBW/ldffcVmzJjBPddqtWzu3LmsRYsW7OzZs+zAgQPs2WefZf3792dr1qxhS5cuZd7e3rzdXK+ufC8vL3bmzBm2b98+Nnv2bPbCCy+wLVu2sLVr1zI/Pz926dIlXsrXc+TzQOhzoKY6NPZ5wDe7CZbx8fFszJgx7N69e+ydd96p9oty7NgxJpFIWKtWrXj9gtRUvt66devYuHHjWFhYGBs+fDjvvZDbt29njz76KMvLyzO69/XWW28xuVzOUlNTWV5eHtuwYQN77LHH2IwZM3itQ23l37p1i2VmZrKNGzeycePGsRdeeIH3fwNHPw+EPgcsqUNjnAfWYDfBkjHGSkpKGGO6G/pvvvmmyS+7VqtlKSkp7LHHHmOXL19u1PL18vLyWG5urtENbr4cOXKEhYeHszNnzjDGGFMqldy+WbNmsV69enHlarVa3ofM1KV8jUZjtSE7jnweCH0O1LUO1jwP+GZXwdLwyiEnJ6faE7WgoECQ8q11cuqbeIwx9vLLLzMfHx+Wnp7OGNMNBmZMN9YuIiKCnT171u7KZ8z4316I86Au5VvjPDB8P6E+AzHUwZpsMlhmZWVZNPtCf6IGBQWxEydO2E35jDGWkpLCzQhhzPgL+tRTT7GAgAB28+ZNo9cMGDCAHTt2zC7KN1eH6ljrcxC6/KoBVx+QGGu8z0AMdWgsNhcsExISWNu2bdmePXvYgwcPaj0+JyeHvfTSS6xr166stLS0wb/oQpfPGGOJiYnM39+f9e/fnyUmJjLGTK9WpkyZwvz8/Nju3btZXFwc+/bbb1lAQAC7ffu2zZdfUx2qw/fnIHT5165dY0uXLmWLFy9mO3bs4LYb/mhZ+zMQQx0ak00Fy5s3b7LAwED26aefmt1ftcdTLzc3l2VmZtp8+YzpvqRt27ZlH3/8MZs+fTpbunRptccuX76cjRo1ivXt25f16tWLnTt3zubLr2sdDPH1OYih/DZt2rA333yTjRkzho0fP54dPXqU228YiK35GQhdh8ZmU8Hy559/Zi+//DJjTBeYDhw4wHbv3s1u3LjBHVNdwLKH8uPj41lgYCDbsGEDY4yxv//+mw0ePNikmWNYh/v377OcnByWk5Nj8+XXpQ7WInT5BQUFLDIykq1bt457PmDAAPb9998bHWfYqcL3ZyCGOghB9OuGGyooKOBmOISHhyMgIAAXL15EeHg4QkND8dFHH1l1EXYhy8/OzsZLL72Et956C/PmzQNjDK1bt0aTJk2QmpqKdu3aQavVQiqVQiqVgjEGiUQCuVzOy6wQocuvax2sQejyAd05yBjD1KlTAejmuIeEhOD69etYuHAhgoKCMHv2bLi4uEClUsHZ2ZnXz0AsdRCCTc3gcXd3x+3bt/Hdd99hyJAhiImJwYULFzBp0iRcuXIF69evt9vynZ2dsWHDBrz66qvctsDAQAwePBjLly9HSUmJ0ZdUf2LydYIKXX596sA3ocsHAF9fXyiVSrz33nu4efMmFi9ejJ07d0IulyMnJwd79+7F1KlTwRiDs7MzAP4ThYihDoIQ6pLWEunp6SwxMZGdP3+e2/bKK6+wRx991OiSv7S0lC1btoxNmjTJrsrX1+HChQtcJwJjugQF+ntC169fN0qQwPdtAKHLF0MdxFB+YmIil+xi//79rH///mzq1KnMz8+PG9Ct1WrZwYMHWXh4OIuPj7e7OghNtMEyPj6ehYaGsmHDhrGuXbuyZcuWMcYYO3jwIAsLC2NTp041Ov706dMsIiKCt0G+QpdftQ7dunVjH374odnjRo8ezV566SXeyhVL+WKog5jKDw0NZWvXruX2ZWVlsb59+7K8vDxu271791h4eLhRYLeHOojB/wM+2tH3FUK4ewAAAABJRU5ErkJggg==' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.rh)\n",
@@ -4785,36 +4350,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "id": "49ae67ba",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "af88b483978749ee88307e0e4fe3a9c8",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather11.time, weather11.rh)\n",
@@ -4832,36 +4371,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "id": "834ac5cc",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3ecb161f73664b8398606afb2069b8a1",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAbV0lEQVR4nO3deXwU9f0/8NceyQZKARNzccQYriCXfZAgyCEtD0HC1ViFgHII7Y/ysNbS2kP6eARIS/Rhy4OHCAaMot8IIg8eWoFWKE2rlBYECSEnkHBoyFFzEGKamM3OzPv3R9iFQAgf7B6DvJ6Pxz7YnZ2deTG789rZmdmsRUQERETUKWugAxAR3Q5YlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERArsgQ5wM4ZhQNM0WK1WWCyWQMchIj8TERiGAbvdDqs1cNt3pi9LTdPgcDgCHYOIAszpdCI4ODhg8zd9WbrfSZxOJ2w2W4DTEJG/6boOh8MR0K1K4DYoS/dHb5vNxrIkuoMFejccD/AQESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEp8GpZvvnmm/jOd76DsLAw9O3bF8uXL4emaQCAd999F/3790dERARmzpyJmpoab86aiMinvFqW//znP5GVlYXa2lrk5ubi448/xvr165Gfn49ly5bhgw8+QFVVFfr27YvFixd7c9ZERD5lERHx1cR//vOfo7GxEV27dkVraysyMjIAAHV1dYiMjERZWRl69erV6TR0XYfdboemabDZbL6KSkQmZZYO8Nk+y+PHj+ODDz7AD37wA+Tk5GDUqFGe+8LCwhAXF4fc3FxfzZ6IyKt8UpY9e/ZEQkIClixZgkceeQTV1dUIDw9vN054eDiqq6s7fLxhGNB13XMhIgo0n5RlfX09Tpw4ga1btyIjIwMiAqu1/aysVisMw+jw8WlpabDb7bDb7XA4HL6ISER0S3xSlhaLBcOHD8evfvUrvP766wgNDUV9fX27cerr6xEaGtrh41NTU6FpGjRNg9Pp9EVEIqJb4rWy7OjjclBQEGw2G0aMGIG8vDzP8KamJpSWlmL48OEdh7JaYbPZPBciokDzWlkWFBRgzpw5OH/+PACgoqICL730EubMmYNFixZhy5YtKCgogMvlwooVK/DAAw+gX79+3po9EZFP2b01oWHDhiExMRHTp09HbW0tunXrhoULF+JnP/sZbDYb0tPTkZSUhMbGRowePRrbt2/31qyJiHzOp+dZeoNZzrEiosAwSwfwu+FERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERAq8WpZ79+5FYmIiIiMjERMTg9TUVADAkSNH4HA4EBUV5bmMGTPGm7MmIvIpuzcntnr1amRkZCAhIQGVlZVISEhAQkICunbtiilTpmD37t3enB0Rkd94tSz/9a9/wW5vm2SvXr0wbtw45OXlYejQoejRo4c3Z0VE5Fde/RjuLkoA0DQNOTk5iI+PR2NjI7p37+7NWRER+ZXPDvCkp6eje/fuSE5ORmNjI7Zu3Yro6GjExsZi9uzZKCoquuFjDcOAruueCxFRoFlERLw90ezsbMyZMweHDx/GwIED0dDQAIfDgZCQENTU1GDdunXIzMxEUVERIiIirnv8qlWrsHr16nbD3jv2ORxBQQiyWRBksyLIZoXdc739v3b3dasVQfYr161Wi7f/q0TkY7quw263Q9M02Gy2gOXwelkWFRVh4sSJ2LZtGyZPnnzD8QYOHIg1a9bg8ccfv+4+wzDgjqXrOhwOB2J+uQsW6/+2oGxWC+xWC4LbFW1bmdqvuh5ks7aNZ7d6rgfZrQiyXinj4I4eY7s8bff47aZnRbDdArv1Bo9pV/rtr9tY8nQHM0tZevUAT1VVFaZNm4YXX3yx06IEAJfLhZ49e3Z4n9V6/d6BhWNiocMCTRe4dAMuQ+DSDGiGgVZdoOlG2/DL918Zz4BLk7bxtLb7WzQdLqfXN6h9xmJBW3FeLmG79eqyvn5Lu/2bwc3L+tqt8uBrrtvdW+ie+Xdc6tfO3261wGJh0ZtNi0vHW4c+w9ZPPscXX7YgsnsInhx9DxY9GIuQoMCVkdl5bcuyqakJEyZMQFJSEn73u9+1u2/t2rVISkpCfHw8WltbsXLlSuzevRu5ublwOBydTtdX7yoiAs2Qjgv2qmEu3WgbT7tS0LdU1u7bhoHWy6Xt0ttfv9H8Nf3ytA3jyvx1A97fceI7126ptxXv5V0kHe5KudHuFMvlwr+6rDsu+GsLvN3W/tXT6mT+39SSb3HpSHntExRWNEAzrryQ7FYLhvXuge3/b7TpCvMbt2WZnZ2N48ePo6KiApmZmZ7hM2bMwHe/+13MmzcPFRUVCAkJwfjx47F///6bFqUvWSwWzwpyu9GNjkv9SsHevKyvLegOH6Nf80bgeYO4Qal39EajC1p1A07NwJctWqAXnTK71XL9rpoblnVHW/RXdu+0L+uOS73Dgu/s08FV07p6a/9mu2zeOvTZdUUJAJohKKhowP8d+gxLH+rny0V72/LJAR5vMsu7Cv3vDEPadot0VuqXy7XDLe3Lu1Ku/0Rw87K+2e6b68Zr90Zj6lWkHat7l821ZX25cD+vbYKrk/+Pw27FqHtDYbVYYLEAFrRtWLT9CwBXhnvGsQAWtA28dnzr5eu4PM6VaV5123KD4ZenJYaOtOQRAe8Ar+6zJOqM1WqBw2qD4zZ71YmIp6xdmrvwb1yw170R3GD3TaelfqNPBJ3O/6o3D83Af53GLf9fnZqBg6W1PliKX58Y5jh98DZ72RL5n8ViQbDdgmBYgeBAp1EnItCNtn3z7lKdtv4gqhpabviYiG87sGVRIkQAQwRyeTpt/wKAQASe24a4b7cNdA+Xq8YzxH3f5WGe8a5Mt931dvMQ6LqOH/zB10vr5liWRN9QFkvbfle7DZ6DNgsfjMUf/3q6w10LdqsFS8bdi6G9zfXVZLN8MeX2O7pBRF/bogdjMax3D9ivORDkPhq+8MHYwAS7DfAAD9EdpsWl4/8OfYa3rzrPcv7oe7DQpOdZmqUDWJZEZGpm6QB+DCciUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJS4NWy3Lt3LxITExEZGYmYmBikpqZ67nv33XfRv39/REREYObMmaipqfHmrImIfMoiIuKtiY0ePRobNmxAQkICKisrkZCQgE2bNiE2NhYPPfQQDh48iMGDB+OnP/0pysrKsGfPnptOU9d12O12aJoGm83mrahEdJswSwd4tSw1TYPdbvfcnj17NoYNG4ba2lq0trYiIyMDAFBXV4fIyEiUlZWhV69enU7TLAuKiALDLB3g1Y/hVxelpmnIyclBfHw8cnJyMGrUKM99YWFhiIuLQ25urjdnT0TkMz47wJOeno7u3bsjOTkZ1dXVCA8Pb3d/eHg4qqurO3ysYRjQdd1zISIKNJ+UZXZ2Nl5++WXs2LEDdrsdIgKrtf2srFYrDMPo8PFpaWmw2+2w2+1wOBy+iEhEdEu8XpZFRUWYO3cutm/fjoEDBwIAQkNDUV9f3268+vp6hIaGdjiN1NRUaJoGTdPgdDq9HZGI6JZ5tSyrqqowbdo0vPjii5g8ebJn+IgRI5CXl+e53dTUhNLSUgwfPrzjUFYrbDab50JEFGheK8umpiZMnz4d8+fPx5IlS9rdt2jRImzZsgUFBQVwuVxYsWIFHnjgAfTr189bsyci8in7zUdRk52djePHj6OiogKZmZme4TNmzEBmZibS09ORlJSExsZGjB49Gtu3b/fWrImIfM6r51n6glnOsSKiwDBLB/C74URECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECrxeljk5OYiKikJKSopn2JEjR+BwOBAVFeW5jBkzxtuzJiLyGbs3J/aXv/wFzz33HBITE9sNb2xsxJQpU7B7925vzo6IyG+8umWZkJCA/Px8jBw5st3wxsZG9OjRw5uzIiLyK69uWUZGRnY4vLGxEd27d/fmrIiI/MovB3gaGxuxdetWREdHIzY2FrNnz0ZRUdENxzcMA7quey5ERIHml7J88skn8cUXX6Cqqgqffvop+vfvj4kTJ6K6urrD8dPS0mC322G32+FwOPwRkYioU34pyx49eiAkJAQAEB4ejvT0dNx11104cOBAh+OnpqZC0zRomgan0+mPiEREnfLqPstb4XK50LNnzw7vs1p5+icRmYtfWmnt2rU4efIkRAROpxO/+c1v0KVLF0yYMMEfsyci+p/5pSyjo6Mxb948REZGYsCAAbhw4QL279/P/ZFEdNuwiIgEOkRndF2H3W6Hpmmw2WyBjkNEfmaWDuDOQSIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFAfvdcFXu31PTdT3ASYgoENzrfqB/W9H0ZWkYBgDwZ3OJ7nDuLggU0/8UrmEY0DQNVqsVFovF5/PTdR0OhwNOp9M0P73LTOrMmMuMmQBz5uook4jAMAzY7XZYrYHbc2j6LUur1Yrg4GC/z9dms5nmBeTGTOrMmMuMmQBz5jJjJh7gISJSwLK8hsViwcqVK/3ykV8VM6kzYy4zZgLMmcuMmdxMv8+SiMgMuGVJRKSAZUlEpIBlSUSkgGXpRWbd/WvGXGbMBJgzlxkzAebM5ctMPMDzNZWWlmLHjh3o0aMHoqOj8dhjjwU6EgBz5jJjJsCcucyYCTBnLn9nYll+DSdPnsS4ceMwb948VFVV4ezZs4iNjcX7778f0FMezJjLjJnMmsuMmcyaKyCZhG6JruuyfPlyWblypYiINDc3y/nz52XQoEEybtw4uXTpkoiIGIZxx+cyYyaz5jJjJrPmClQm7rO8Re6vX1ZWVkLTNDgcDsTGxqK4uBiNjY34/ve/D6Dt5Frx40a7GXOZMZNZc5kxk1lzBSoTy/IWuP9U1D333IOKigo0NzfDarXC6XTCarXi8OHDqKysxI9//GMA8PtHlJiYGJSXl5sq17333osLFy6YIpPL5fJc79u3rymew4sXL3qum/l1ZZbnMKDroFe3U7+hmpub223St7S0yODBg+XRRx/1DHM6nSIi8tFHH8nYsWPlwoULPs/12Wefye7du+XPf/6zJ8PgwYMlOTk5YLnOnTsnWVlZkpWVJZcuXZLW1la57777Ar6sTp48KYsWLZJjx46JiMhXX30l8fHxAc2Vl5cnERERkp+fLyLmeV2Vl5dLXl6eHDp0SEREWltb5f7775eZM2cGLJcZ1kGW5U2UlJTIlClTZM+ePaLrumd4ZWWlREdHyxNPPNFu/M8//1xGjhzp8xdPfn6+9O3bV1JSUsRms8lPfvITERGpqKiQqKiogOTKz8+X3r17y+LFiyU8PFyeeuqpdpnmzZvn90xuqamp8q1vfUsWLlwoH330UbtcgVhWBQUFEhcXJ+vXrxcREU3TRKTtdRXIZVVQUCAxMTHy6KOPSrdu3WTRokVy8OBBqampkbi4OElJSfF7LrOsgyzLm3j99dclODhYFixYIHv37m33ZJ0+fVp69eolM2fOlPz8fDEMQ7KysmTo0KFSXV3ts0xVVVUyYMAA2bx5s4iIHD9+XLp27Spvv/12wHJduHBBBgwYIBkZGSIiUlRUJKGhoXL06FFPppiYGJk2bZpfl5Xb+++/LxMmTJCMjAyZP3++HDx4UERETp06JZGRkZ5lpeu6z3MVFBRIbGysbNmypcP7S0pK5J577vH7svrvf/8riYmJngIvLi6WJUuWyKxZs+SNN96Qc+fOSVxcnEyfPt2vucyyDvLUoZtYtWoV6uvrUVdXh6amJixduhSTJ0/2/BHShoYGPP7442hubobT6URtbS127tyJhIQEn2U6fPgwXn31Vbz99tvQdR02mw2/+MUvEBwcjBdeeCEguXbt2oX33nsPWVlZMAwDVqsVs2bNwpw5c1BTU4NHHnkEffr0QUpKCurq6uByufyyrNyqqqrw5JNPIjU1FR9//DFKS0uxdOlSjB8/HhcvXsRTTz2F2tpatLa2+jzXggULsH//fvznP//xDPvrX/+KkpIS1NXVYcaMGYiPj0dKSgouXrzol0wA4HQ6MWvWLGzatAmxsbEA2pbbm2++iUOHDuGJJ57AzJkzMXv2bFy6dMlvuUyzDnq1er+Bdu7cKSJtH5NSUlIkOTn5unc3TdPk1KlTcuzYMamoqPB5psLCQlm7dq2IXDk94qWXXpKJEyeKSNv+OHeukpISOXr0qM9zlZeXy9atWz23X375ZbFYLPLLX/5SRowYIdOmTZN9+/aJruty8uRJvy0rkbblUF9fL2PHjpWSkhIpKyuTtLQ0Wbp0qbzwwgvy9NNPS0tLixQVFfkt19ixY2XBggUi0rasBg0aJMuWLZNRo0ZJUlKSZGdnB2RZjRo1Sp599tl2w2pqamTVqlWSnJwsZ86cEU3TpLi42G+5zLIOsiwVtLa2iohIQ0ODzJ07t8Mny590XfeUpMvlEhGRDz/8UCZPntxuvNraWr9nE2l74WZnZ8v58+dFRKSurk6effZZWbhwYUDyuP3617/2fPStq6uTJUuWSEhIiKxYscLvWRobG2Xq1KkycOBAGTx4sJSWlnqGP/PMM/L000/7PZOIyO7du+Xhhx+W7du3txteVVUlDz/8sPz2t78NSC4zrIM8dega7lMTCgoKkJubCwAICgqCruvo3r07Nm3ahJCQELz22mvIzs72248oXZ0rPz/fc0qE3d72yyBRUVGoqqryjLd582akpqaiubnZL5lOnDjhGW6z2TBp0iTExsaipaUFoaGhmDp1KoqLi32a52a5wsLCsG/fPgBAYWEhdu7ciYceeghnz57FsWPH/JYpJycH3bp1wyuvvILBgwdj586d6N+/P1paWtCtWzckJiaiqKjIL79o6n79FhQUoLi4GN/73vcwbNgw7Nq1C7t27fKMFxUVhblz5+Lo0aM+z3V1JjOtg9yyvOzqncFVVVUyaNAgWbJkidTV1XmGu9/FGhoaZP78+TJp0iTJzs4OeC6RtoM8kZGRIiKSmZkpkZGRkpubG7BM1357Yv369TJr1ixpaWnxSabOctXU1IhI266C5557Tvbt2yd33XWX/OlPf5KTJ0/K8uXLpby83K+Z3Fv9TU1NIiLttpD+8Ic/yNKlS336rRj3t1xE2o4qDxw4UBYvXiyapklpaaksXbpU5syZI5mZmZ7x0tPTZfbs2Z4j977OZJZ10I1lKW1HJ0eOHCk5OTmeYdu2bZN33nnnunHdH3vr6+vlhz/8oc9PL1HNVVNTI0lJSfLHP/5RYmJi5MSJEwHPJNJ2OtGrr74qffr0kby8PJ9kUs1VVlYmd999t1gsFtmxY4dnuLuw/JVp27ZtHY6vaZps3rxZ+vTpI4WFhT7JJNL2nEyaNEk+/PDDG+Y6d+6cpKWlydixY2XMmDGybNkyCQsL89kb8I0yBXodvNodX5aFhYXSp08f2bhxo4jIDfeBuE94FbnyZPnynf9WczU2NkqXLl0kLCzMZ6Wkmsm99fjee+/JsmXLZNq0aT4tStVcIiI5OTmyb98+ERGfbSHdSib3sjpw4ICsWrVKhg8f7rM3OpG2U22io6Nl3bp10tra2ulrWNM0KSsrk5UrV8qmTZukuLg4oJn8vQ5e644uy6KiIomMjJSsrKxOxztz5oysWbPG8+0Ps+U6evSoGIYhzz//vJSUlJgiU1FRkbS0tEhzc7M0NDT4JNOt5CotLZW0tDTPFpthGD5b0W51WRUWFkpzc7MUFhZKZWWlTzK5rV692nNAy320/fjx49fl+v3vfy+ffvqpT7PcSqazZ8/6dR3siOl/N9xXXC4X3njjDcTExGD+/Pme4X/7299QXl6O06dP45lnnkHv3r1RWlqKV155BZGRkRg5cqTpckVERCAxMRGrV69GUFBQwDOtX78eERERuO+++wAAXbp08XqmW8115swZbNy4Eb1798aQIUN89j3mr7ushgwZgiFDhvgk09XKy8sxduxYAMCECRNgGAbq6+vRpUsXvPPOO4iPj8fp06exYcMGREVF+eUcWJVMp06d8ts6eCN39Enpn3zyCfbs2YNu3brh+eefx4YNG/Daa6/h/vvvR25uLr766iv84x//QExMDP797397nlCz5hIRn5XAN21Z3WmZ3DZu3Ii6ujq0trbiiy++wLp16+B0OvGjH/0Ip06dwpEjR/Dtb38bhw4dwoMPPnjHZurIHV2WALB3714cOHAA+fn5KC4uxt///nf069cPADB9+nR06dIFO3fu9BSR+9spd2IuM2Yyay6zZXJ/0+vgwYPYvn077r77bjz22GMYPny4Z5wJEyYgLi4Ob731ll9ymTFTZ+6o8yzPnDmDzZs348svv/QMmzp1KoYOHYquXbt6XtBNTU0AgOTkZISEhAC48qeefPEkmTGXGTOZNZcZM12by2azAQDGjx8Pl8uFNWvW4PTp0wDavuYIAHPnzvXsxvHHsjJLJlX/H4m4NDtdz4j+AAAAAElFTkSuQmCC",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather09.time, weather09.temperature, '-o')\n",
@@ -4871,36 +4384,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": null,
    "id": "0f829d1f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7d3d12f1268d49ad9f8d31d1561817ff",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.temperature)\n",
@@ -4910,38 +4397,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": null,
    "id": "a11babab",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e96945c29ef341bb939e532969b6f597",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.temperature)\n",
@@ -4951,54 +4412,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": null,
    "id": "cd06afe4",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\409194118.py:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
-      "  fig, axe = plt.subplots(figsize=(12, 4))\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0.98, '9, 10, 11, 12 월 광양 기온')"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d52b9d9b5a514dfcb4cfd7441e9adc68",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=1104.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots(figsize=(12, 4))\n",
     "\n",
@@ -5027,36 +4444,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": null,
    "id": "6031b210",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ff987da2312d4dcf8bd9ede4de295c69",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=1104.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axes = plt.subplots(1, 6, figsize=(12, 4), sharey='row')\n",
     "\n",
@@ -5095,46 +4486,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": null,
    "id": "f702ecba",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b063e59d00>"
-      ]
-     },
-     "execution_count": 72,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4cc46684a6184c1eaa67f42b32755dfb",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.temperature, label=\"광양시기상관측소\")\n",
@@ -5146,46 +4501,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "id": "bd1708e6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b064b7ffa0>"
-      ]
-     },
-     "execution_count": 73,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5a83a15e05a54e0382a27c7e3ca92ac3",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather11.time, weather11.temperature, label=\"광양시기상관측소\")\n",
@@ -5205,36 +4524,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": null,
    "id": "120b4798",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "21e5e9031e8846398dcfbd27e44eee72",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather09.time, weather09.XH2O, '-o')\n",
@@ -5244,36 +4537,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "id": "1d9f1269",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9936271824c44a4ab6eb1ed3dfcc1691",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAuA0lEQVR4nO3de1xUZf4H8M+cGe6IMMoAgjcUQiukDEqpNCy7um26VtsuFu0v2cyylW5sq66X2i5r2pZYqKWlZWWZVqaZFxDTvKAogiAgCoqAMHKVYWbO8/sDOTKCeixlZurzfr3m9RrOec6c7xlmPnPO88ycoxFCCBAR0QVJ9i6AiMgZMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCjp7F3AxsizDYrFAkiRoNBp7l0NEnUwIAVmWodPpIEn2279z+LC0WCxwc3OzdxlEZGcmkwmurq52W7/Dh2XrJ4nJZIJWq7VzNUTU2axWK9zc3Oy6Vwk4QVi2HnprtVqGJdHvmL274TjAQ0SkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBam6uhpjxoyBwWBAaGgolixZ0mFDIQSSk5PRo0cPBAUFISkpCbIsA2i5Rsbbb7+N/v37IyAgAAMHDsSKFSuUZV9//XV06dIFgYGByi0pKalTNpCI6HLQJSYmQq/Xo6ysDIcOHUJsbCwGDhyI6Ohom4YpKSlYt24dcnJyIEkS7rjjDsyZMwdJSUnIyMhAZmYm0tLSEBwcjI0bN+Lee+/FsGHD4O/vj7q6OkyfPh2TJ0+202YSEf1KWq1WlJWViVaTJk0S48ePF+eKjIwUy5cvV/5euXKlCA8PF0IIYTab27X39/cX6enpQgghnnnmGbFw4cJ2bdSwWCwCgLBYLL9oeSJybo6SAVJwcDACAwOV8IyJiUFmZqZNoJpMJmRnZyMmJsamXX5+Purr66HT2V4ksrCwEDU1Nejfvz8AoK6uDj4+Plcs8ImIrjTJ39/fZoK/vz8qKipsplVVVUGWZbRt23q/srLSpq0sy0hMTMT48eMRFBQEoCUsJ06cCIPBgIiICDz77LOoqqo6b1GyLMNqtSo3IiJ7k869cLkkScrATSshhDKvbTsA7dpOnz4dRqMRb7zxhjJt/vz5KCsrQ3l5OVavXo2CggKMHj36vEXNmDEDOp0OOp0Obm5uv2zLiIguI8loNNpMMBqN0Ov1NtP8/PyUeW3bAbBpu2zZMixatAirVq2Ch4eHMr179+6QJAkajQbh4eFITU1Fenp6u73SVlOnToXFYoHFYoHJZPp1W0hEdBlIxcXFqK2tVSbs2bMHkZGRNo08PT0RFhaGrKwsm3YhISFKkG7evBmTJk3Ct99+i5CQkAuu1Gw2Q6vVwtvbu+OiJAlarVa5ERHZmxQXF4fk5GSYzWbk5OQgNTUVCQkJmDt3LuLj45WGCQkJyiF2TU0Npk2bhoSEBABATk4Oxo4di6VLlyIqKspmBY2NjZg1a5bSD1pRUYHExESMGzfOZu+TiMiRSYsXL0ZRUREMBgNGjhyJmTNnIi4uDiUlJcjLy1MaPv/884iOjkZYWBj69euHqKgoTJkyBQCwYMEC1NTU4LHHHrP54vmHH34IV1dXNDc3Y8iQITAYDIiNjcXgwYMxb948e20zEdEl04jW0RsHZbVaodPpYLFYeEhO9DvkKBnA34YTEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqSNXV1RgzZgwMBgNCQ0OxZMmSDhsKIZCcnIwePXogKCgISUlJkGUZAGC1WvH222+jf//+CAgIwMCBA7FixQpVyxIROQMpMTERer0eZWVlWLNmDSZPnoydO3e2a5iSkoJ169YhJycHeXl5yMjIwJw5cwAAGRkZyMzMRFpaGsrLy/Huu+8iPj4elZWVF12WiMgpaLVaUVZWJlpNmjRJjB8/XpwrMjJSLF++XPl75cqVIjw8XAghhNlsbtfe399fpKenX3TZi7FYLAKAsFgsqtoT0W+Lo2SAFBwcjMDAQCU8Y2JikJmZaROoJpMJ2dnZiImJsWmXn5+P+vp66HQ6m/aFhYWoqalB//79L7osEZEzkPz9/W0m+Pv7o6KiwmZaVVUVZFlG27at91sPtVvJsozExESMHz8eQUFBl7Rs28ewWq3KjYjI3iRJks6d0G7wRQihzGvbDkC7ttOnT4fRaMQbb7xxycu2mjFjBnQ6HXQ6Hdzc3C55o4iILjfJaDTaTDAajdDr9TbT/Pz8lHlt2wGwabts2TIsWrQIq1atgoeHxyUt29bUqVNhsVhgsVhgMpl+0YYREV1OUnFxMWpra5UJe/bsQWRkpE0jT09PhIWFISsry6ZdSEiIEoabN2/GpEmT8O233yIkJOSSlm1XlCRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhQTnErqmpwbRp05CQkAAAyMnJwdixY7F06VJERUW1W8mFliUicgrHjx8Xd911l/D19RXBwcFi/vz5QgghJk+eLKKjo5Vhc7PZLJ566inRrVs30a1bN/Hkk0+K5uZmIYQQzz77rHBxcREBAQE2tw8++OCiy16Mo3xtgIjsw1EyQCPEmREYB2W1WqHT6WCxWHhITvQ75CgZwN+GExGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUkKqrqzFmzBgYDAaEhoZiyZIlHTYUQiA5ORk9evRAUFAQkpKSIMuyTZvFixfDxcUF7733ns30119/HV26dEFgYKByS0pKumIbRUR0uekSExOh1+tRVlaGQ4cOITY2FgMHDkR0dLRNw5SUFKxbtw45OTmQJAl33HEH5syZo4RecnIydu3ahYiIiHYrqaurw/Tp0zF58uRO2SgiostNWrlyJWbOnAmtVouIiAjEx8dj4cKF7RqmpqbixRdfhK+vL3x8fJCcnIzU1FRl/lNPPYX169ejW7du7Zatq6tD165dr+iGEBFdSVJwcDACAwOVCTExMcjMzLRpZDKZkJ2djZiYGJt2+fn5qK+vBwCEhIScdyV1dXXw8fG5zKUTEXUeyd/f32aCv78/KioqbKZVVVVBlmW0bdt6v7Ky8qIrqaurw8SJE2EwGBAREYFnn30WVVVV520vyzKsVqtyIyKyN0mSpHMntBu4EUIo89q2A9CubUfmz5+PsrIylJeXY/Xq1SgoKMDo0aPP237GjBnQ6XTQ6XRwc3NTvTFERFeKZDQabSYYjUbo9XqbaX5+fsq8tu0AtGvbke7du0OSJGg0GoSHhyM1NRXp6enn3SudOnUqLBYLLBYLTCbTJW0QEdGVIBUXF6O2tlaZsGfPHkRGRto08vT0RFhYGLKysmzahYSEKEF6KcxmM7RaLby9vTsuSpKg1WqVGxGRvUlxcXFITk6G2WxGTk4OUlNTkZCQgLlz5yI+Pl5pmJCQgOnTp8NoNKKmpgbTpk1DQkLCRVfQ2NiIWbNmKf2gFRUVSExMxLhx4+Dh4XHFNoyI6HKSFi9ejKKiIhgMBowcORIzZ85EXFwcSkpKkJeXpzR8/vnnER0djbCwMPTr1w9RUVGYMmXKRVfg6uqK5uZmDBkyBAaDAbGxsRg8eDDmzZt3JbeLiOiy0ojW0RsHZbVaodPpYLFYeEhO9DvkKBnA34YTEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCzJITWZrXDwrwDT7wzDkhQNJgteX3sQJdWNv/qxNh2swMn6Sz8JypGqBrz94yFETFmL99OLfnUdRJcLw/ICmsxWpOdXQpav3B6OLAu88l0O1maXXbF1qPVlZinmby7ElFXZF2y3rbAKPxWcbDfdKgtkHjXi+/1lSFi8Ewkf7rzg4+w+Uo1vso4DAJotMk43WzHszc2Y82M+AOC17w/+wi25/EqqG7Gv9JSq18L+0hrEL/oZOcdrL9qWnIfO3gU4sv+sycWSbUfwj9vDMen2sCuyjpyyWizYchgLthzGuCG90bubF6L7+KG4qhF/GNTjsqyjvLYJa/aX4cEbesLLreVfbrbK2HKoErlldQCAitomLNl2BACwOa8Sh8rroNNK8HLTwmwVON1swewf8jG4tx9mfZcLANjx8gi46bTo6uECs1XGk0sz8WNuubLe/cdqsHjrYTwW27ddTUIIjJm/DQBwbXBXTFiWiZwyxwyXk/Um3DEnDU1mGS/dHYG/D+t3wfYvfrkPOWW12Fm8Ffum3QlXHfdJfgt+82FZUdeEI1WNiO5z8fNunmv5zhIAwEfbinFdL19c18sXXdxdflEdQgicqG1Cblkt/rUyG+/+5Xpc38vP5pD3ozNh1aq/vzdW7T2GspomzH0oCpKkueT11jaZceOrGwAAbjotHrmxFwDgy92leOmr/edd7q63t8DawV7U99knlPsxr2yAt5sO6S/chv9tOGQTlK3+/U0ORgwIQE+9JyxWGZJGA0nSoLjq7HbP+i5XdVAeKq9Dfnk97rk2EBrNpT8fQgh8t78M/Q3eiAhsudTJqcZm7Dhcjde+P4jEYaF4KLqXzTI/HChHk7nlJNc7D1d3GJZCCOwtOYW1B04o29JklpF3og7Xhvz6609llZxCX38v+PzC1x/9ek79kWexyvh+fxmazB1feqLU2Ig/vLMVY9/bhuU7jiqDBofK6y54OPVeWiFiX9sI+cwAQ1VDM8Z9sAMvr7zw4emFvLomF0P+sxGPL96F4zVNyiHq0Qv0D27Kq8D76UVYnXUcP+S0D6KLsVhlpOWdPcFyUWW9cj/7eM15l3PVSR0GZUfqTRbM21SAxT8Vw9O145MczPw2ByNmb0b/l7/HS1/tAwBsLzp7WZGOQraVEALzNhXgrwt/xt6SUxgz/yc89UkmRs5Jx67i6vMus72oCs2Ws2fxzy2rxZGqBqzYXYqJn+zBhKUt15kyWax48P1tGP/xbhSdbMCLX+5HQUWdzeOtPXD2AyKv3HZeq5TNhXgg5Se8n1YEjQbw82wJteM1p23aWWWBScv34Oqpa7H7SPv6l24/gkc/2IH0/Jb/m9kq46eCk7h/3laMmJ122Qe9DhyvwfIdRy/rY14KZxrEc+o9y3c3FWDuj4fwcHRPvDbG9oTFJdWNuOWNTcrfL321H2+tz0cXdx0KKxsQGdIVrz5wLa4Jbv+pf76+stVZx/G/P1+nur5NByvw1vp8PDq0DxZsOWwzr+a0GSXVjXh3YwEA4Lpevthz9JRNmzfXnT1F3t+X7sabf4rEH6J6wE3XcShtL6pCF3cdru7RFVsOVeLRD3YgwMddmV9W06TcLz7ZEtKrnopFiJ8HXHQS7n93K2L66NFotip9icG+Hgj29cCHCdF4IGUr8stbAve+yCB8u6+ln3VRRsu2/evegTh4ohZf7CrFhwnR+HjbEXy3v8wm6D/fVYr1OeXo1c1L1XP4fnqR8jxktOknPVRRjzfW5uHzvw8BADQ2W/DG2jwUVtZjy6Gz7e65NhCT77gKd7+9Bd5uOnTzdgUAFJ1sQJPZis92lijb1OqRBT9j/l8HY3BvP5xutmJ7URXcXSS4aiWUGk+j3mRBo8mCo9WNuKGPHiXVjTb/qwcH90RAV3f8b8MhFFU2QAiBk/XNeGt9HqJ6+mLV3pbn9pOfSzC4tx4Wq4w3f8hDb70X/vV1yweyRZZxa7g/ZnyTg4+3txxxVNaZsLWgCjeHdb/gc3ay3oStBSfxh0E9Lrj3LYTAvf/LAACEBXhjcO9LP/r6pbYVVuHdTYewv7QGK54civCALh22+8/3udhV1L5/3B6cJix3Flfjpn62F1f7YlcpgJbD5dfGROKjbcXYWWzEf8dGIv1Q+0tWVNSZUFHXMkK7r7QG972TAQ8XLRY+egP6G7zRzctVmX8+j36wAx8+Fo1mq4xZ3+Xg/qjg8x7iP/vZXtScNuO5L7I6nH/fOxmoM1kAAFPuG4jwgC54ZMF27CvteK/v+RX78FXmMXzyxI3t3gSVdSY8nLodAFD82r1I/Hg3ZGEbkKXGRhSfbMDO4molePp090JXj5a9oI1Jw6DRaFBQUYcfc8rxh0E98Oroa6EBIEka9NJ7KsHy9sPX4ZEbe+GRBT8DADxdtRh9fTDcdD3x0t0R8HTV4WhVI77b337gythohrHxFLzddKg/s/2tBgb54O5rAjF7fceDPAE+bpg9Ngr/99FO7CiuRmFlPfr5e+OTn49i8U/F7da1Zv8JrNnfsmdYb7LYrC+/vA57jrZcHiXQxx1X9/DBhoMVqKgz4U/v/YTD/7kXO4qr0WyRMSzcH1ZZIKPgJHYWV2P66gMormrEJ/93I1I2FyqPqZU0+OtNvXHgzJ7762sPQidpsKXgJNLzK/HpjhKl7YaD5bBYZWw4WIH302xH/vcePYUGkwVfZZbaTP98V8lFw/Jvi3ciq7QGx06dhqtWwpjrQ1Bc1YB5mwowalAP3B8VDKClT7nVvtKaC4Zlk9kKN52kuuujrskMF60Ed5ezH+xmq4yVe47hdLMV01YfUKZ/sasELloJd18ThIZmC6atOoDovn6IizBgQXqRw1y00GnCcvxHu7Dx+Th4uergppOwJrsMx06dPcSpqjdh6qqWf8CJmtNKALSV8pfr0dhshVYC/vFZS4CdNlvxl4Utb/j+Bm/cc01gu+W8XLVoaG75h6XlV2L74SqszynH0u1HsXT7URS8cje+2XccIwYEoIubDsdOnUaInycazgmCm0L12F509tCr5rRZud9L7wlvNx1WTohFZZ0JViEQ+9pGAMCzt4fh+KnTWLnnGLYVVWHknHQUVtZjzPUheHPsIAgh8PWeY8pjHa1qRGPz2ReYVtLAKgtkldZg5Jx0NFvPHp62fZ5a3wj9DV2wPXkEPN200LbpJ70qsAt+zK3A1T18oJU0uLbNXvltEQbljeHp2vKy6tXNs91z+caYSLzwZcuh+J8Gh6DUeBo/5pbjht5+ePneAejTzQt+Xq7IK69T9lxj+uqxOCEakkajrOOxoX3xXlohvttXhq4eLsqg09B+3fBTYcshvruLpPQ1dmT/sRoUnOma+HT8TTB0ccPV09YBAIRoCdctZw6Hbw33R7NFRkbBSZtR/kfOvHa6e7thzTM3wywLBPt6wNjYrLR5ZU0uOupuPtVoRn55PVbsLm03r6HZivmbC5XXXav1OeVobLYoz3Fbsiywcs8xZJ35sH1jbcve7omaJmzOr0RBRT1+zK1Af4M3ru7RFevadC9klZw67/O056gRD72/HS/dHYHHb7YdrJu2KhtbCk7i47/diG5ernB30aLmtBm3v5WGHl3dsWrizfip8CSsssDircXYcLCi3eO3HnWlbC5EmMEbhyrqkVdeh6XbW7oHovv4wX4dBWc5TVjWnDZjxjc52H3EiOM1p3FuV8dfF+1Q7u8sPnthtffjByPM4A1XnYQQv7NvXotV4PkV+2weo6CiHv87c1jcylUrIePFOLz45T7lcLJ1b6pV/5e/BwAMv8ofdwwMwMsrs/HHqB6wnOn3Gzs4BP8ZfS3qTRY8+uFOxPbrhpTNhXDRavBQdE/4e7uju3fLVSy1kgaBXVsOnT954kas2FWKJ24JhZebDj39PDF7fT4OVbS8wb/YXYrbIgx4c10eDp9sUOp5d9Mhm/pu7t8daWfe9M1WGcG+Hjh26jRu6H3+6yd19Wz/YTPxtjB4uenw8JkBkC7uLvhm4s3IKDiJ+6Paj9z37X72UPvfowaitsmCB6N7os5kQbNFxuM390GjyYq5P+bj8Zv7onebQ/ObQrspYflMXFi7cLjn2kC8l1aIt87sgQItXRnL/u9GGBvN8HDRwsNVi6ySU8peams/YExfPXYcrsamgxUorGiAq1ZCTz8P6LQSxg3prQy07Txcrby5bw3rDoOPO97ZeMjmgwho+aD7PHEIDG26PHr42l4y5dwu4AAfN5TXmvCvr/cj8+gpdHHT4W+39MXO4mr00nvi0x0leHeT7WvRRavBabMV2wqrMGJAgM08qyzw5NLdHfZtL8yw7QL651f7seixaJsP7p3FRsiyUAYRn1qWCbNVxvvxg/HcF1lotsqY8W2OTVg2ma3KNyhiX9sISQPERQSgst6EyrqW256jRvxl4c/t3q8BPm7YkDQckf9eZ/PctL6227o/Khhftpva+ZzmTOn9XloNizg7HqXRALcPCEB/gzfmtzkMaiu0uxc2Pje8w3lNZitmfJuD63r6oqqhGZV1JqXv7c6rA+DfxQ1Ltx/FiAgDFj0Wjap6E97ZWNDhod6F/GFQjw77Ob/KLIWflytuu8qg+rGq6k3484LtyC+vb7eX2hFfTxc0ma34+qlYvLOhABsOlmPp327E9b38sCKzFINCfHFVYMd9RZfL2uwTCOrqjkE9fS9pOSEEPttZgtomM564JbTd4Z8QAsP/uxlHzoyq671csftft5/3MLG2yYwpX2dDCCD5ngjcPjtN2WuLCOyCtc/eqrSdt6nApg/S0MUNP/9zBDQaDQ6eqMXMb3OwtaBl73VAkA/+93AUws7pczvdbMWAqWvPu31/jumFT88MrLhoNViSEIOh/VsOr0uqGzHirTQ0W2RoNFCCJv6m3vh4+xFcE+yDZX+7CV09XVBz2oyc47U4cLwGs77LRaCPO+KH9FZqWLnnmHIE9nhsX3yxqwR1Jgv0Xq6obmiGt5sOIX4eOHiiDjP/eA2iQnzh6+mi9PdPGzUQ07/JAQBIGqDw1XuU53hrwUnlqEytYeH+OHC8Fu/8+ToM6dcND763DTvOGaiL6umL+Jt6I+mLLPTp5omVE4ZA7+1h9zOlO01Y/v2jHfj+QMun/Kw/XoNh4f7oqfdERV0TYl7ZoLRPHBaKPUdOYUdxNWbcfzXGDemjaj0mixVX/avlxf3JEzcipo8eX2UeQ0xfPfqc2UOSZYH//pCHAUE++CGnHH6eLrh9QADGfbDjvI/71YShuL7XpV8B83wsVhnldSZ4umhx/az1yhvpv2MHIdTfC6NTfgLQcni9+bnhkDQadPV0gcUqo6HZ2mH3hLMyNjTjupnrAbQE2o6Xb1e97L9XH1A++B66oSde/9PZAcLqhmY89P42ZS8ncVgoku8eoMyXZYGs0lMYFOJ7wa9zFVTU48DxGkxavhcAEB7grfT5Lhx3A/7vo10AgKQ7wvH0CNvv8f5w4ASWbCvG8HADXlnT0sXw7dM34753WgZkvFy1+OSJm/DfH/JsBrRWThiK69q83tpu5/LxNyGoqzumrjqgHGncPsCAkVcH4oU2R1kTb+vfbq+21bghvXFTaLeWvv6MImwtqELy3RF4dGgf3PP2FhSdOcLp7u2Kk/VnuyJmjx2EI9WNeOq2fjYDlFX1JkxdfQC39O+Obt5u+CqzFI/c2Aux/bpj48EKRPfVw9tVcojLSjhNWBaW1yAl7TD+MKgHbg23HeiZv7kQeSdqIQC8fO8AQADbiqowKrLHJX038ZOfj+JIdQNeuivikr7Dtza7DIFdPbC9qAqFFfV4cng/fJlZCr2XG/52Th/P5fRAylZlBH3LC7ehp94TR6oaYLYKdPVwgX8Xtyu2bkcx69scLMw4jGdGhGHyHeGql7NYZaw9cAJNZhn3RQbZDEQALUcex06dRjcvV3i76aDT/vJv2f3js704ZjyNV0dfg9vfSgcA5M64C7f9dzN66j3wyRM3weUCj//Sl/vQ2GzF2w9HYe6Ph/DtvuMorGxo1+6WsO74+G832kzbX1qDUe+2BOyB6XfCy02HuiYz7v1fBuqazPhqQiyCurojYkrHe8EBPm5IGnkVNh2ssPmObaugru747plboPdyRV2TGVa55bX36Y4S/HNly/d45z4UhT9eF6zuyeqAo1yDx2nC0t5PlCPKOHQSr63NRZihC+Y8FGXvcuzCYpWRll+JW8L8neKXMp/tPAp3Fy3ujwpGs0WGpMElB3GT2Ypb39ikfHPjsaF9MCzcH1E9feHn5WrTVgiBKauy4ePughfuilCmN5gsEAC8z/yia0F6kbIHCwCRIV3x3l8HQ39m0Car5BQ+3HoY/l3ckJZfiaCuHgj0cUfisFCE+nu3q7G2yYznPs/CX27qjWHn7NxcKkfJAIYlkRM6UtWAEzVN0GklRPX0tfnWwi8hhECTWcYPOSdwoqYJY2/oCf05wWsvjpIBDEsicmiOkgGOf9xCROQAGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKUnV1NcaMGQODwYDQ0FAsWbKkw4ZCCCQnJ6NHjx4ICgpCUlISZNn2XIGLFy+Gi4sL3nvvvUtelojIkUmJiYnQ6/UoKyvDmjVrMHnyZOzc2f4SpikpKVi3bh1ycnKQl5eHjIwMzJkzR5mfnJyMZcuWISIi4pKXJSJyeFqtVpSVlYlWkyZNEuPHjxfnioyMFMuXL1f+XrlypQgPD1f+LikpEUIIMWzYMDF//vxLWvZCLBaLACAsFouq9kT02+IoGSAFBwcjMPDspRRiYmKQmZlpE6gmkwnZ2dmIiYmxaZefn4/6+pbz84WEhHQYxmqWJSJydJK/v+3pk/z9/VFRYXudjKqqKsiyjLZtW+9XVra/MNivXVaWZVitVuVGRGRvkiRJ505oN/gizpyYqG3b1vsXG6j5JcvOmDEDOp0OOp0Obm6//RPYEpHjk4xGo80Eo9EIvd72kph+fn7KvLbtALRre65fsuzUqVNhsVhgsVhgMl340rRERJ1BKi4uRm1trTJhz549iIyMtGnk6emJsLAwZGVl2bQLCQlRwvB8fsmykiRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEVSv5NcsSETkCafHixSgqKoLBYMDIkSMxc+ZMxMXFoaSkBHl5Zy8H+vzzzyM6OhphYWHo168foqKiMGXKFFUr+TXLEhE5Al5WgogcmqNkAH8bTkSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqSBVV1djzJgxMBgMCA0NxZIlSzpsKIRAcnIyevTogaCgICQlJUGWZWV+VlYWoqOjERAQgOuvvx67du1S5r3++uvo0qULAgMDlVtSUtIV3zgiostFSkxMhF6vR1lZGdasWYPJkydj586d7RqmpKRg3bp1yMnJQV5eHjIyMjBnzhwAQFNTE0aNGoWJEyeivLwcL7zwAkaNGoWGhgYAQF1dHaZPn44TJ04ot9mzZ3fqhhIR/RrSypUrMXPmTGi1WkRERCA+Ph4LFy5s1zA1NRUvvvgifH194ePjg+TkZKSmpgIAvv/+e3h5eeHRRx8FADz88MMICAjA6tWrAbSEZdeuXTtvq4iILjMpODgYgYGByoSYmBhkZmbaNDKZTMjOzkZMTIxNu/z8fNTX12P37t028859nLq6Ovj4+FzBzSAiurIkf39/mwn+/v6oqKiwmVZVVQVZltG2bev9yspKVFRU4EKPU1dXh4kTJ8JgMCAiIgLPPvssqqqqzluULMuwWq3KjYjI3iRJks6dYDNwA7QM7rTOa9sOaAk2IQQu9Djz589HWVkZysvLsXr1ahQUFGD06NHnLWrGjBnQ6XTQ6XRwc3P75VtHRHSZSEaj0WaC0WiEXq+3mebn56fMa9sOAPR6PfR6PS70ON27d4ckSdBoNAgPD0dqairS09NRWVnZYVFTp06FxWKBxWKByWT6dVtIRHQZSMXFxaitrVUm7NmzB5GRkTaNPD09ERYWhqysLJt2ISEh8PPzw6BBg2zmne9xWpnNZmi1Wnh7e3dclCRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEAMCoUaNw+PBhfPLJJxBC4PPPP0dubi4eeOABNDY2YtasWUr/ZUVFBRITEzFu3Dh4eHjYZaOJiC6VtHjxYhQVFcFgMGDkyJGYOXMm4uLiUFJSgry8PKXh888/j+joaISFhaFfv36IiorClClTAABdunTBqlWr8Prrr8PX1xezZs3C6tWrodfr4erqiubmZgwZMgQGgwGxsbEYPHgw5s2bZ69tJiK6ZBrROnrjoKxWK3Q6HSwWCw/JiX6HHCUD+NtwIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhU0Nm7gItp/ek6z5hO9PvU+t6392ksHD4sW8+2zjOmE/2+nXsFh87m8GcdkmUZFotFOdO6o7JarXBzc4PJZHKKsyM5U73OVCvgXPU6Q61CCMiyDJ1O1+7yNZ3J4fcsJUmCq6urvctQzdnO7u5M9TpTrYBz1etMtdoLB3iIiFRgWF4mGo0G06ZNc+iugracqV5nqhVwrnqdqVZ7c/g+SyIiR8A9SyIiFRiWREQqMCyJiFRgWNIlYzf3lWPvL16rZTab7V1Cp2NY2pEz/YTz5MmTyM3NRW1trVOMnJaXl+Pnn39GcXExmpub7V3OBRUUFGD+/PnKjy8cPTD37t2LUaNGoba21t6ldCqGpZ3k5eXhlVdeQUFBgb1Luajs7GzcfPPNSExMxFVXXYUffvgBgOPuYe7fvx8333wzkpOTERsbi6VLlwJwzHqFEBg3bhxmzpyJ1157DWaz2aEDMzs7G6NHj8bIkSPh4+Nj73I6FcPSTl599VXMnj0bn332GYqKiuxdznkVFRXh7rvvxtNPP4309HQ88sgjSEhIgNFodMg9zIKCAtx77734xz/+gY0bN+Lpp5/Ga6+9BpPJ5JD1ajQajBgxAsOHD0djYyOmT5/usHuY+/fvxx//+Ec899xzmDx5sr3L6XQMSztxd3fH3XffjTVr1mDx4sUOG5hpaWl48MEH8dRTTwEAZs+ejdDQUKxfvx6AY+2tybKML774AmPHjsWECRMAABMmTMCAAQOQk5OD7OxsVFZW2rnK9iIiInDixAkMHToUx48fx4wZM9DU1GTX30Gfq6mpCffccw+GDBmCCRMmKP/3ffv2Ye3atcjIyMCxY8fsXOWV5fC/Df+tEUKguroaoaGhePHFF7F27VrMnDkTGo0Gjz76KEJDQ+1dog1vb28EBgYCAJqbm+Hq6gofHx8cOnQIABxqb02SJAwePBilpaXKtFmzZmHNmjVoaGjA8ePHMXToUDz33HOIiIiwY6W2rrvuOnTr1g333XcfXFxc8MUXX2D+/PmIiIhAXV0dHnzwQXuXCHd3d7z77rtITEzEDz/8gJEjR+LNN9/EZ599Bq1Wi9OnT+P666/HP//5T4SHh9u73CuCYdmJZFmGRqNBt27d8MwzzwAA7rrrLpw+fRqzZ88GAIcJTKvVCq1Wi+HDh8Pf3x8AlD2dIUOGoL6+3qZ9U1MT3N3dO73OVq31Dhs2TDmdX0NDAzw9PZGZmYlrr70WP/74I95//33s3r3brmEpy7LNXuPAgQNRWVmJ3bt349Zbb4Wvry9mzZqFpKQkfPTRRwBaPmTt9cHUOhB5//33w2Qy4aWXXsKyZcuwc+dOLF++HAMGDMD27dvx9ttvIy8v7zcblo6zn/8bdvjwYRw4cMCmH8rDw0OZ/8ADDyApKQkbNmzAkiVL7HpI3lqrVquFEEIJSgDQ6Vo+Wz08PJCVlaVMX7ZsGT7++GO7jO6fW2/b8556eXlh6tSpuPbaayGEwO233w69Xo/Vq1d3ep1ta237OrBYLACAPn36ID8/Hx4eHjh16hQ2b96MoUOH4tixY2hubrZLULZ9boGWwH7wwQfxxBNPYPPmzfj6668RGRkJFxcX3HLLLdBqtfjmm286vc7OwrC8wk6dOoVbb70VQ4YMwa5du6DVam067lv7floDMy0tDSkpKSguLrZ7rRqNpsNBBr1erwTjggUL8PTTTyM2NrbTT/Glpt7WkGl9nnv37o3+/ft3ap0d1doamK0fQLfddhsqKyuxYcMG/PnPf0ZKSgrGjx+PAwcOoKamxu71tn4YAcD48eOxa9cuhIeHw2KxKK+FsLAwREVFdXqtnUbQFTdixAgxbtw4ERISIrZv3y6EEMJqtSrzZVlW7n/66afizjvvFBUVFZ1epxAXr1UIIbZu3SqefPJJ8eGHH4qePXuKvXv32qNUIYS6eoUQor6+XixatEj07NlTZGdnd3aZQoiOa7VYLEIIIb777jsRHBws/Pz8xPLly4UQQjQ0NIjq6mq71Hq+eluf27avWSGE+OCDD0Tfvn1FXl5ep9fZWRiWV1hWVpa45557xIkTJ8QLL7ygKjDr6uo6vU4h1Ne6efNmodFoRFBQkF2DUm29ixYtEo899pi44YYbxJ49exyu1lZ///vfxYoVK4QQZ0PUXtQ+t5s2bRJTp04VoaGhdntuOwvDshM0NjYKIYSoqKgQSUlJFw3Mcz+1O9OFarVYLEKWZVFUVCTuv/9+kZuba7c6W6l5bg8cOCByc3PFiRMn7FanEBeutS1Zlu36Gmil5rndu3ev+PLLL0VBQYHd6uwsDMtO0DYQq6qqLhiY9naxWlvV1NR0dmkdUluvI7hYrfbemzyXMz23nYFheQWdb++g9YXXt29fkZGR0clVdcyZahXCuep1plqFcL56OwvPlH6Z5Ofn47PPPoMkSYiNjcXw4cMv2L66uhovv/wytmzZgl27dsHNza3Tvh7iTLUCzlWvM9UKOF+9dmXvtP4t2LdvnwgMDBRJSUli6NCh4k9/+pMoLCy86HLV1dWivLy8Eyo8y5lqFcK56nWmWoVwvnrtjWH5K5WXl4tBgwaJefPmCSGEqKysFOHh4WL16tU27RyhX9KZahXCuep1plqFcL56HQF/7vgrHT58GH379sWECRMgyzK6d++OQYMGYd++fUhLS0NkZCTi4+MhSZJdf7LmbLU6W73OVKsz1usI+AueX+nGG29UTnQgSRI+/PBDrFixAl5eXiguLsbnn3+OKVOmALD/SSecqVbAuep1ploB56vXIdh1v9bJmUymdtNKS0tFaWmpEEKI5uZmsWDBAnHnnXfa/as2zlSrEM5VrzPVKoTz1esouGd5iXJzc/H4448DAFxdXdudPCI4OBjBwcFoamqCi4sL4uLiUFlZiYaGBtZ6Ec5UrzPVCjhfvY7o/wFqGhCMH2RlpAAAAABJRU5ErkJggg==' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.XH2O)\n",
@@ -5283,36 +4550,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": null,
    "id": "32da81f5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0a733ff7004d4e059f090878e0a9e9f6",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAu6UlEQVR4nO3de1xUZf4H8M+cGUBUUAYZQTATRYmKSIUWyVK8ltpFq9VaTFyFXCv9SWroqotodl3s4mVRS39ll81+lmuW3dZblqYQiqioQJIhIIyAIjCX5/cHcmQE5IAzzCCf9+vF6wXnPGee7zCHD+f6HJUQQoCIiK5LsncBREStAcOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFGJZERAowLImIFGBYEhEpwLAkIlKAYUlEpADDkohIAYYlEZECDEsiIgUYlkRECjAsiYgUYFgSESnAsCQiUoBhSUSkAMOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKaCxdwGNMZvNMBqNkCQJKpXK3uUQUQsTQsBsNkOj0UCS7Ld95/BhaTQa4eLiYu8yiMjOKisr4ezsbLf+HT4sa/6TVFZWQq1W27kaImppJpMJLi4udt2qBFpBWNbseqvVaoYlURtm78NwPMFDRKQAw5KISAGGJRGRAgxLIiIFGJZERAowLImIFGBYEhEpwLAkIlKAYUlEpADDkohIAYYlEZECDEsiIgUYlkRECjAsiYgUYFgSESnAsCQiUoBhSUSkAMOSiEgBqbi4GOPHj4dOp4O/vz82btxYb0MhBOLj49GtWzf4+PggLi4OZrMZQPUzMt5880307t0bXbt2RVBQEDZv3iwv+8orr8DNzQ3e3t7yV1xcXIu8QSIia9DExsZCq9UiLy8PJ0+eREREBIKCghAaGmrRcNWqVdixYwcyMjIgSRKGDx+OpKQkxMXFYe/evUhJScGuXbvg6+uLH374AaNHj8b9998PLy8vlJWVISEhAbNnz7bT2yQiukFqtVrk5eWJGjNnzhQxMTHiWsHBweLjjz+Wf96yZYvo06ePEEIIg8FQp72Xl5fYvXu3EEKI559/Xqxbt65OGyWMRqMAIIxGY7OWJ6LWzVEyQPL19YW3t7ccnmFhYUhJSbEI1MrKSqSnpyMsLMyiXWZmJi5evAiNxvIhkadPn0ZJSQl69+4NACgrK4O7u7vNAp+IyNYkLy8viwleXl4oKCiwmFZUVASz2YzabWu+LywstGhrNpsRGxuLmJgY+Pj4AKgOy2effRY6nQ6BgYGYNWsWioqKGizKbDbDZDLJX0RE9iZd++BySZLkEzc1hBDyvNrtANRpm5CQAL1ej1dffVWetnr1auTl5SE/Px9bt27FqVOnMG7cuAaLWrJkCTQaDTQaDVxcXJr3zoiIrEjS6/UWE/R6PbRarcU0Dw8PeV7tdgAs2m7atAnr16/HF198AVdXV3l6ly5dIEkSVCoV+vTpg+TkZOzevbvOVmmNRYsWwWg0wmg0orKy8sbeIRGRFUg5OTkoLS2VJ6SmpiI4ONiiUfv27REQEIC0tDSLdn5+fnKQ7ty5EzNnzsS2bdvg5+d33U4NBgPUajU6duxYf1GSBLVaLX8REdmbFBkZifj4eBgMBmRkZCA5ORnR0dFYsWIFoqKi5IbR0dHyLnZJSQkWL16M6OhoAEBGRgYef/xxfPDBBwgJCbHooLy8HEuXLpWPgxYUFCA2NhaTJk2y2PokInJk0oYNG5CVlQWdTocRI0YgMTERkZGRyM3NxYkTJ+SGc+bMQWhoKAICAtCrVy+EhIRg4cKFAIC1a9eipKQEkydPtrjw/L333oOzszOqqqoQHh4OnU6HiIgI9O/fHytXrrTXeyYiajKVqDl746BMJhM0Gg2MRiN3yYnaIEfJAN4bTkSkAMOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFGJZERAowLImIFGBYEhEpwLAkIlKAYUlEpADDkohIAYYlEZECDEsiIgUYlkRECjAsiYgUYFgSESnAsCQiUoBhSUSkAMOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKSAVFxdj/Pjx0Ol08Pf3x8aNG+ttKIRAfHw8unXrBh8fH8TFxcFsNgMATCYT3nzzTfTu3Rtdu3ZFUFAQNm/erGhZIqLWQIqNjYVWq0VeXh62b9+O2bNn45dffqnTcNWqVdixYwcyMjJw4sQJ7N27F0lJSQCAvXv3IiUlBbt27UJ+fj7eeecdREVFobCwsNFliYhaBbVaLfLy8kSNmTNnipiYGHGt4OBg8fHHH8s/b9myRfTp00cIIYTBYKjT3svLS+zevbvRZRtjNBoFAGE0GhW1J6Kbi6NkgOTr6wtvb285PMPCwpCSkmIRqJWVlUhPT0dYWJhFu8zMTFy8eBEajcai/enTp1FSUoLevXs3uiwRUWsgeXl5WUzw8vJCQUGBxbSioiKYzWbUblvzfc2udg2z2YzY2FjExMTAx8enScvWfg2TySR/ERHZmyRJ0rUT6px8EULI82q3A1CnbUJCAvR6PV599dUmL1tjyZIl0Gg00Gg0cHFxafKbIiKyNkmv11tM0Ov10Gq1FtM8PDzkebXbAbBou2nTJqxfvx5ffPEFXF1dm7RsbYsWLYLRaITRaERlZWWz3hgRkTVJOTk5KC0tlSekpqYiODjYolH79u0REBCAtLQ0i3Z+fn5yGO7cuRMzZ87Etm3b4Ofn16Rl6xQlSVCr1fIXEZG9SZGRkYiPj4fBYEBGRgaSk5MRHR2NFStWICoqSm4YHR0t72KXlJRg8eLFiI6OBgBkZGTg8ccfxwcffICQkJA6nVxvWSKiVuGPP/4Qo0aNEp07dxa+vr5i9erVQgghZs+eLUJDQ+XT5gaDQcyYMUN4enoKT09PMX36dFFVVSWEEGLWrFnCyclJdO3a1eLr3XffbXTZxjjKZQNEZB+OkgEqIa6cgXFQJpMJGo0GRqORu+REbZCjZADvDSciUoBhSUSkAMOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFGJZERAowLImIFGBYEhEpwLAkIlKAYUlEpADDkohIAYYlEZECDEsiIgUYlkRECjAsiYgUYFgSESnAsCQiUoBhSUSkAMOSiEgBhiURkQIMSyIiBRiWREQKMCyJiBRgWBIRKSAVFxdj/Pjx0Ol08Pf3x8aNG+ttKIRAfHw8unXrBh8fH8TFxcFsNlu02bBhA5ycnLBmzRqL6a+88grc3Nzg7e0tf8XFxdnsTRERWZsmNjYWWq0WeXl5OHnyJCIiIhAUFITQ0FCLhqtWrcKOHTuQkZEBSZIwfPhwJCUlyaEXHx+PgwcPIjAwsE4nZWVlSEhIwOzZs1vkTRERWZu0ZcsWJCYmQq1WIzAwEFFRUVi3bl2dhsnJyZg3bx46d+4Md3d3xMfHIzk5WZ4/Y8YMfPvtt/D09KyzbFlZGTp16mTTN0JEZEuSr68vvL295QlhYWFISUmxaFRZWYn09HSEhYVZtMvMzMTFixcBAH5+fg12UlZWBnd3dyuXTkTUciQvLy+LCV5eXigoKLCYVlRUBLPZjNpta74vLCxstJOysjI8++yz0Ol0CAwMxKxZs1BUVNRge7PZDJPJJH8REdmbJEnStRPqnLgRQsjzarcDUKdtfVavXo28vDzk5+dj69atOHXqFMaNG9dg+yVLlkCj0UCj0cDFxUXxmyEishVJr9dbTNDr9dBqtRbTPDw85Hm12wGo07Y+Xbp0gSRJUKlU6NOnD5KTk7F79+4Gt0oXLVoEo9EIo9GIysrKJr0hIiJbkHJyclBaWipPSE1NRXBwsEWj9u3bIyAgAGlpaRbt/Pz85CBtCoPBALVajY4dO9ZflCRBrVbLX0RE9iZFRkYiPj4eBoMBGRkZSE5ORnR0NFasWIGoqCi5YXR0NBISEqDX61FSUoLFixcjOjq60Q7Ky8uxdOlS+ThoQUEBYmNjMWnSJLi6utrsjRERWZO0YcMGZGVlQafTYcSIEUhMTERkZCRyc3Nx4sQJueGcOXMQGhqKgIAA9OrVCyEhIVi4cGGjHTg7O6Oqqgrh4eHQ6XSIiIhA//79sXLlSlu+LyIiq1KJmrM3DspkMkGj0cBoNHKXnKgNcpQM4L3hREQKMCyJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFGJZERAowLImIFGBYEhEpwLAkIodypqgc//PJrzhTVG7vUiwwLInIrkouG7A/q0h+IsNzH6VgS+pZPPdR9bPANh/MtWd5MoYlEdnV8H/uwp+Tf8auzEIYTWYcOVsCAPhdfxlms8Dczw7bucJqDEsiahEms0BBaUXdaWXVj475cP8Z9F7wFcxXBo0sulSFpO8yW7rMBnE8SyKyuTNF5bjvtf8CAL58/l4E+bhj7ubD+PTQ740uK8wmnHntYbtngMZuPRNRm3C5yiQHJQCMfmuvHatpPu6GE5FNlVw22LsEq2BYEpFNFV26OR5nzbAkIpv5Ov1cq93tvhbDkois7t292bj1xS/xzAeHFLV/c0KI/P33cffj0bt9bVRZ8zEsicjqlmzLUNz25/iheDjkajj6d+mApD+HYFJ4DwDAXyN6Wr2+5uClQ0RkVRUGEwIXfq24fc7LowFUnwgymQW0HZzleQVlFdC6auDk5GT3DOCWJRFZ1cgVu687P+fl0fBycwEA7Jk7RJ7eydXJIigBQOfWDiqVyvpFNgOvsyQiq7lcZcJv1xkAI9zfEwDwy4JhLVWS1XDLkois5v9Sr39HzjtP3t1ClVgftyyJSDEhBJJ3Z+Eef0+EdO9sMe9UwUUs2JJe73Inlz0Ak1mgnVPrPe/AsCQixXZlFmL5V8cBAIf+PgwatYROrk4AgLmb0yzaLh4bhAqDGWoJcFJLaMU5CYBhSURN8HX6Ofn7/ku/A3D1bHbKmQsWbScPvNVhTs5YA8OSiBSpMprx8S91B+I1mQXe+zHbYlrorR43VVACDEsiUigzv6ze6b3mb68zbe6oQFuX0+Kk4uJijB8/HjqdDv7+/ti4cWO9DYUQiI+PR7du3eDj44O4uDiYzWaLNhs2bICTkxPWrFnT5GWJyLGNeVvZPd7fx92P0Fu1Nq6m5UmxsbHQarXIy8vD9u3bMXv2bPzyyy91Gq5atQo7duxARkYGTpw4gb179yIpKUmeHx8fj02bNiEwsO5/lMaWJaKbRy+vjvYuwSakLVu2IDExEWq1GoGBgYiKisK6devqNExOTsa8efPQuXNnuLu7Iz4+HsnJyfL8GTNm4Ntvv4Wnp2eTlyWi1sPVSY33JofWO29wX68WrqblSL6+vvD29pYnhIWFISUlxaJRZWUl0tPTERYWZtEuMzMTFy9eBAD4+fnV24GSZYnI8XleuRVx/eQBGBKoQ0TvuhtG6yYNaOmyWozk5WX5n8DLywsFBQUW04qKimA2m1G7bc33hYWF1+2gOcuazWaYTCb5i4jsz7NjdVj2vrKbnfREiMX85Kj+0Khv3psCNZJk+eYkSapz8qVmYKLabWu+b+xETXOWXbJkCRISEpTUT0QtwGwWyMyv3hN0da6+ulzn3g7HE0fBZBbo4HLzX1gj6fV6iwl6vR5areWZLA8PD3le7XYA6rS9VnOWXbRoEYxGI4xGIyorb44h6YlaM/9alwe1d74ajO2c1G0iKAFAysnJQWlpqTwhNTUVwcHBFo3at2+PgIAApKWlWbTz8/OTw7AhzVlWkiSo1Wr5i4gch1q6uS42V0qKjIxEfHw8DAYDMjIykJycjOjoaKxYsQJRUVFyw+joaCQkJECv16OkpASLFy9GdHS0ok5uZFkisq/LVVfPG6z5S387VmJf0oYNG5CVlQWdTocRI0YgMTERkZGRyM3NxYkTJ+SGc+bMQWhoKAICAtCrVy+EhIRg4cKFijq5kWWJyL6yz18CAITdqsWoO7wbaX3z4mMliOi6Pj2YizmbD2NiWHcsHxfc+AJW5igZcPOe5yciq5iz+TAAoNLYtm9RZlgSObjM/DI88a+fkHqm+iqSC+VVqDDY/vrjSqMJ+aUV8s/Dbutq8z4dWds4509kByln9Fj4eToWj70dYT2rL5M7f7ESP546j6G3dcWanaeRXXQJSU+EwFnT8HbLW9+fxIHsYjy6ap/F9JpxJK0pt7gc6/dmY8aQ3oh9/yBSzlyAWlLBZBaI6N3F6v21JgxLIhsZdyXcnvjXT9dt9+XhPADAmxNCcH8fL1SZzHBWS/jX7ixIKmDblfnXKiirgM6tnVVrfnTVPpy/WImiS1XyYL4ms4Crkxru7dp2XLTtd09kI0ZT04/vzfz41ya1zy+ptHpYnr9YfRPIyWvGrnR1Vt90g/k2FY9ZElnZC5+mofeCrxqc38OzPQCgnZOENX/ph1u07ZvVT9GlG7u7zWQW8u3IRRcrEbbsO3ne8XOWYVl8qeqG+roZcMuSyAoKyypRUFaB0W9ZDpD7cEg3vDnh+o9/vaenJwa+/AO6uDkjt/iyPD3Ixx0ZeaUWbV9//C4c/aME7/2Y06QAE0Lg04O/Y83u04i9zx+/FZVj1c7TAKqPfW7Yl4OCsobDd3hQ2z65AzAsiZot6dtMvPn9SXw2PRzjV9c9LjlnZF9MG+Tf6Ot4dHDGscRRAICfThfhyNkLiI7oCSe1hC2pv+N/Prl6q3D/Hh44V1IdqNcLt9qEEOgZf/Xe7nmfHbGYbzYLZBVeqnfZ4UFdsXzcnejS0UVRXzczhiVRM5jMAm9+fxIA6g3KowkjmzXARHgvT4T3ujpOpKbWaF2fTQ9Hzy4d5EfPvvzVcUgq4KMDuZgzsi/e/O4kTlw51vjqY8GAAMbc5YMjv5dct8/39uXgyyPVJ5H2zB2CQa/+V573zpN3w0XDm0EAhiVRsxQ2sFX3XnQohvTVWa2fe65cchTR2xP9e1R/37PL1cc2vLS9+hnef9tkOWD33CsXks/97HCjfSRuy5C/9+3siqGBOnx/vACDArowKGthWBI1Q9b5uqP8x97vb9WgBKrHjPx10XB0rLWVOrCXJ54Y4Id/H/y9Sa+1+ql+CLmlM7q6tcOvv19AJ1cnDH1jlzx/XD9fSJIKL48PxqHfijHy9rZ7H3h9eG84URPN23wYnxys+/zsk8segFMLjhQ+f8sRfLj/jPzzn/y1+DgmHKNW7K5zNvulR+/ExLDudS7/ySu5jPDlPwAA0haNQKf2TrYvvIkcJQMYlkRNdOuLX9aZtmfuEHRv5iVAzXW5yoQRK3YhZpA/Rt3hAy+36pMwNbdCtnO6Of5eHCUDuBtObZbRZMbhsyUYt2ofdG4uOLBgWKPLXLtt8bfBvfD80AC7BJOrsxp75kbWmX6zhKSjYVhSm/R56lnM+uRX+eeCskqs35uNv97bs8FlhBDou/Br+edpg3pi9vA+N/VDuugqfsrU5rzzw0mLoKyRuC0DJnP1lmNJuQHD/rkL6/ZkodJowr9/yUXP+O2oqjVM2YLRQQzKNoTHLOm6zGaBV3YcR5CPO+4L8EInVycMWPYdii9VYces+9DX283eJTbZoFd/sLhTZs7Ivnhtx9WnAuyZOwSvf3MCX/z6R4Ov8fmMCIR072zLMukKR8mAVrMbnvTNCbzwQJD8c+oZPXL1l/HQXd0ULS+EaPMDATTH7pOF+NeuLPnnxIdvl2+zS/jPUXw47U/2Kq3Zurq1k8Py2JJRcHVW45uMfKTlXgAAi4uy63P6pQfb7EO72rJWE5Zv//eURVjWjO0XdqsW3p3qjrzy0YEz8PNwRbBfZwx9YyfOX6zCoIAueG9yKHedFDjyewnGvrO3zvSFXxyVv2/oFjlH8/qOE9h3+jw+jgnHyYIyHPytehDdT2L+JD8D29vdBWnXeY25o/oiolcXBPt14j/dNqrVhGVth3+/IH+fff5SnbAsKK1A/P8dwbX2nDyP3gu+wvwHAxFzXy9bl9lqGU3meoPyWmbHPoIje+e/pwAA+7OLELX+AABApYI8IC9QPQr4jqP5Db7G3wb3tm2R5PBa1SZWzpWnzD30zo/ytIlrf4YQArnF5cgtLse8zYcR9tL3132dl7Yfx/988iuWbsuAEALpZ0tQabT9MP2twenCi9cdXqy25g4tZi/bj1wdRFcIWGwhju/n1+Byu+YMtmVZ1Eq0qi3Lwa/vxJ2+nepMrz2iSkPaOUmoMFw9k7kl9SwAYN3ebHlaSPfO2PK3gagwmCFJ1Vutt3p2aDPXrVUYTBa3vzWmZne2tfjoQN27bmpIDRyD/Dl+aL2HeajtaVVhCQBHzl5/BJWGpC4cAQGBoEU7Gmzza+6FOsHbrVM7bH3u3hsaoqrksgFuLpoG/yAdxeHrjE7TXetqcQa5hqOfOCutMChue2DBUCT8JwNTIm5Fv1s8AMCh3xu1rFa1G95Un8+IwPdx9+M/z94LV2c12jtrkL38Qbz4QCCeGNDwbldtf5RUYMDS7+qdZzILnCupqHfel4fzcOuLX2Llf0/hroRv8M9vM6/bz6mCMpRXGeudl1tcjtU7T9v0iX7lVUb5WTHOGgkH5g/F2kkD5PmfxITXu9y/dmfVO91RNPT5TBtU9+JznVs7rHyyH/r30EKlUjEoyUKruc7yljlfQCUp3x1e+WQ/jA72Udx+/d5si6GqrvXZ9HD076FFhcEk75bP+TQNnx6qHvll9VP9oHNvh0nr9yPxkTsw+9/1n1v98cVIlFUY4OqkRg/PDgCAHUfPIfb9Q+jq7oIFo4NQUFqBqYP8UWEwYcO+HLz8VfUwXPf38cLGKWGK31NTfHbod8R9Wl1zza6nEAIrvjuJiN5dENZTi22H/8CzH6bWWTZz6QPXfTqhPdW+j/uz6QNxd/fOSM3V4+7uHg6/pU/VHOU6y5sqLNf8pR9CuntAktCsBzldKK/CaztO4K/39oS/V0eELPkGF8qrd+Pu6anFK+ODMfj1nZgS0RMnC8qw5+T5Zr2nGg/c4Y0H7vTB8x/VDSDPDs4oquexAe9OHgCVSoXBfbysuuUz9u29OHK2BO2cJBxPfKDBdkIIHPpNj8fWXB3wNj1hpMUQYkII/Jp7Ab10HeHezn6j2FysNOKOxVcPu9ji0bFkewxLhRoKy/49PGA0C6TlXoBnB2f8+5lw9PLqeJ1XarpTBWV445tMfJV+zqqvaw3PDw3A56lnMf/B2/B1eh6eGdwLgd7u9bY9V1Ih/wM5VVCGDi4a+HRyBQD8ri/HIyv3yU/1W/1UPzxwZ+Nb5LW32H5dNByd2zsDqL5sK/aDQ0g9cwEdnNU4sGAYOrhoUGEw4ZecYtzT01PeCs0+fwkf7v8Nz0YGyKN/W9Mnv5yRH6HQs0sH/PeFwVbvg2yPYalQzS9q1fcnUGVWIem7TLi10+DIP0ai0mjC/qxi3OOvtdmIzkIIDFj6Xb1beQCw7bl7Mebt+q9JjAzU4YfjBTdcQ88uHZB9vvELwOvbcqo0mtD371/Dv0sHbJwSJt+dsnvOEIxfs6/OiN9fzRyE23zqD93aaofl/vlD0dW9HdbtycLSL49ZtBt5e1fc3q2TfMz2mft7Ye7IvjALgdBl30FfbsDT4T2Q8PAdjfZZn+zzl+DqpJbPWBtNZhz9oxR3+HZCr/lXT9bxrHbr5Shh2WrOhsfc3wtqtRpTB/WUn23iolHjvj5eNu1XpVJh8UO317urDAB3+HbCbT7uOJZXinF3++Kffw7Bf9L+gEd7ZwR1c8dL249hR/o5lFUaEe7viajwHujS0QUh3Tujz9+rr2eMuc8fkkqFNbtO13n9fS9Goltn1wbvqKnt3ld+wM4XBkOjliCEwO6T5+F15Sx+1vlL+Ol0kdz2vtfqv6Xv1ivHURsTdqsWB3KKAQD3vPQ97umpxf7s4jrtdhzNt7jYe+uvZ7HzRIHF4LT5pcof6VphMKHSaEYnVycYTGYMeX0ngOp/FAWlFZiw9mdkFV7C2Fq3wapUYFDSDWs1W5b2/K9SZTTLwVZbzYCvBaUVWP9jNp4d0htu9Ryju1xlQvofJbi7e2eLWy3zSytwMv8iBvbyxNkLly3uSXZSq/DpMwMtBmv46kgenvsoFUZzwx9ZRxcNVv+ln3ynSm01od6QmUMD8D/D+zQ4v7b0syUNblE3VVNOXNU38C4ADLtNh++O1b8Vv/XZCAT7dW5ueWRnjpABAMNSsTNF5fj2WL7FGXNrD6iw/Uge9mcV4R8P3d7gyZsT58owcsVuhHTvjOXj7sRT6/bj0bt9sb7WxfXNcfDvw5p0LWlphQHB//jmhvqsMfpOH6x8qp/FtF9zL2DniQI8FxkAtaSC/lIVTFcOiTRV9vIHeRlQK+YoGaAqKioS06ZNw549e9CxY0csXrwYTz/9dJ2GQgjMnz8fGzduhBACTz75JF577TVIVx7VmZaWhqlTp+LMmTPw9fVFcnIyBgyovk7vlVdewdKlS9Ghw9VdvKeeegpvvPFGowU6yi+qxj+/zcRbVx6Baq+zq8WXquDR3skiAEouG3BXQvPCa0pETywaG9R4w2s0tJXXHO//NQyDArzwwqdpOF14EalnLsjzbtG2x5ni8ma/Ns+Ct26OkgGa2NhYaLVa5OXl4eTJk4iIiEBQUBBCQ0MtGq5atQo7duxARkYGJEnC8OHDkZSUhLi4OFRUVGDs2LFITEzE008/jY8//hhjx47FqVOn0KFDB5SVlSEhIQGzZ8+209u0Hvd29j/Mq+3gXGdaJ1cnHFsyCrct+rqeJa6aFN4D3p3aIcjHHYMCvPBtxrlmH/dtbLe+KaLWH0DKwuHYfKjuEwtvJCiJrEXasmULEhMToVarERgYiKioKKxbt65Ow+TkZMybNw+dO3eGu7s74uPjkZycDAD46quv0KFDB3mLdMKECejatSu2bt0KACgrK0OnTnXv6W6NHgpRNn6mPbg6q3E8cRTmPxiIr2cNspj3WH8/5Lw8GksevgN/G9wbg/vqoJZUGHWHD9o7N+8fwNsT75afa13be5NDseVvA5v8elM3/tKsOohagsbX1xfe3lefDxwWFoakpCSLRpWVlUhPT0dYWJhFu8zMTFy8eBGHDh2ymFczPyUlBRMnTkRZWRnc3Ru/HKU10Lm1wyvj74Sfh2OOuNPOSS0PP/evqP4orzIiq/DSdZ8t01y9dR3xSWy4xe743nlD5N+NWlLJj2lQIqXWrjeRo5G8vCx3wby8vFBQYHlWsaioCGazGbXb1nxfWFiIgoICXO91ysrK8Oyzz0Kn0yEwMBCzZs1CUVERGmI2m2EymeQvR/Pn0FsQ0buLvcto1MjbvfHo3X6IG9FXvmjcFlb8OQQe7Z3wf38baPFPJG3xCIwI6mqzfhvj1k6D3XOG2K1/urlINSdoak2A2Wy2mFZzwrx225rvzWYzhBC43uusXr0aeXl5yM/Px9atW3Hq1CmMGzeuwaKWLFkCjUYDjUYDF5fmj/ZDLeORu32RumiEPFJPjY4uGiRPGoDs5Q/We5/+sNt0N9TvP5+4C0/dc0uD84/8YyRu8XTMPQBqfSS93nJMQr1eD63W8jiUh4eHPK92OwDQarXQarW43ut06dIFkiRBpVKhT58+SE5Oxu7du1FYWFhvUYsWLYLRaITRaERlpfILlskxqVQqTB54q8W0vfOGyDcXNNXxxFHIeXk0xvXzw7JH78SPL0Yi3N8Tn00Px5q/9Mcdvu748vl7rVA50VWanJwclJaWyscUU1NTERwcbNGoffv2CAgIQFpaGnx9feV2fn5+8PDwwF133YUVK1ZYLJOamoopU6bU26nBYIBarUbHjvXfy33tVirdXP53Shj8PNpf9+L6+tSctb92MGbfzq74KObqg9NG3eENImuTIiMjER8fD4PBgIyMDCQnJyM6OhorVqxAVFSU3DA6OhoJCQnQ6/UoKSnB4sWLER0dDQAYO3YssrOz8eGHH0IIgX//+984duwYHn30UZSXl2Pp0qXy8cuCggLExsZi0qRJcHV1tcubppZ3p28n6NxcMCG0uxx6JlPTwvJ/p4Thf200RB1RYzQbNmzAlClToNPp0KFDByQmJiIyMhJffvklTpy4+izlOXPm4OzZswgICAAAPPHEE1i4cCEAwM3NDV988QWmT5+O6dOno0ePHti6dSu0Wi2MRiOqqqoQHh4uX0L0xBNP4O9//7td3jDZRzsnNfbPH2pxIb2SLctJ4T3Q0UVj8XAxInvg7Y5kN1M2/HLdUZkOzB8KLzcX3qrYxjlKBtj/dhRqsxrashx2mw7Dg7pC586RgshxMCzJbmpvLz50VzcczCnGtucH1Xs7J5G9cTec7OZ04UU88/4hzB99G4b0vbFrLunm5SgZwLAkIofmKBnACxqJiBRgWBIRKcCwJCJSgGFJRKQAw5KISAGGJRGRAgxLIiIFHP4OnprLQB1xxHQisr2av317XxLu8GFZM9o6R0wnatuufYJDS3P4O3jMZjOMRqM80npzmEwmuLi4oLKy0m53ALAG1uBINdi7/6bUIISA2WyGRqOx68DgDr9lKUkSnJ2tM7CCWq22+y2TrIE1OFIN9u7fUWpQgid4iIgUaBNhqVKpsHjxYrsOIssaWIMj1WDv/h2lhqZw+GOWRESOoE1sWRIR3SiGJRGRAgxLIiIFGJathD0PLRuNRrv1XRsPr1fjulCtpX8PDMsG5OfnY9++fTh69Cj0er1daigpKUFJSQmMRqPdzhimp6dj8uTJyMvLs8sf6fnz53Hs2DGUlpba7XfAdaGavdcFwL7rA8OyHunp6Rg8eDAWLFiAMWPG4M0330RFRUWL1zBo0CA8/vjjCAoKwrvvvousrKwWreHo0aMYNWoUevbsiU6dOskrZ0v9oaSnp+Pee+9FbGws+vbti2+++aZF+6+pgeuC/dcFwAHWB0EWcnJyRI8ePcTq1auFEEK8++67wt/fXxQUFLRYDefOnRP+/v5i5cqV4sKFC2L58uVizJgxYurUqeLQoUMtUkNVVZWYNm2aSEpKkqeVlZWJS5cutUj/p0+fFn5+fuKdd94RQggxe/Zs0a1bN1FcXNwi/QvBdaGGvdcFIRxjfWBYXuPDDz8UTz31lMW0Rx55RKSmpoqjR4+Ks2fP2ryG7OxsMXbsWItpX3/9tZgyZYqYMGGC+PXXX21egxBCPPnkk+Knn34SVVVVYvDgwWLEiBHilltuEa+++qpIT0+3ad/vvvuumD17tsW0e++9V3zyySdCCCHMZrNN+xeC60Jt9lwXhHCM9YG74deQJAk//vgjDh8+DABISEjAV199hRdffBFPP/00YmJi8NNPP9msfyEEKioqsHPnTuzZs0eePnLkSDz99NNwcXHBxo0bUVhYaLMajEYjysvLYTQaceHCBSxYsAC33HILNmzYgFmzZiElJQXvvPMOcnNzbVZDx44d4e3tDQCoqqoCALi7u+PkyZMA0CLHq7guOMa6ADjG+sAtyyuMRqMQQojjx4+LyZMni27duonHH39cODs7i+PHjwshhEhNTRXTpk0Ts2bNElVVVVb9b2YwGCzqmD17thg/frzIzMy0aLdlyxYxcOBAm+yC1dRgMpmEEEJs3rxZxMTEiOjoaFFaWiq32759uxg6dKjYs2eP1Wuoef+1d3Vr6kpMTBQvvviiRfvLly/brAauC/ZdF4RwjPWhRpvfsszOzsbRo0flUU/69u2L5cuXY8uWLZgwYQKmT5+Ovn37wmg0IiQkBN26dcPhw4fh5ORktf9mGRkZeOaZZzB9+nQsW7YMxcXFmDp1KiRJwrp165CTkyO3feSRR+Dh4YGNGzdape/6akhMTER+fj5GjRoFZ2dnbN++HUePHpXbPvDAA3Bzc8NHH31ktf5rfw5CCHh5ecnzNJrqwbFcXV2RlpYmT9+0aRPef/99qw0MzXWhbg32WBcAx1gfrtWmw/LChQu47777EB4ejoMHDwKo3vXx9vZGWFgYLl++jEOHDqG4uFj+gNq3bw9fX195V+BGnT59Gvfddx8CAgKg1Wpx5MgRBAcHQ6VSYeLEicjMzMRbb72FEydOyMv06dMHfn5+Vum/vhqOHj2Ku+++G7/99hsmTpyIO+64A5s3b7bY1erbty8CAgKs0v+1n4NKpap3oFetViv/IaxduxbPPfccIiIirDK8F9eF+mto6XUBcIz1oV4222ZtJYYOHSomTZok/Pz8xM8//yyEuLrp/9NPP4kRI0aI5cuXi2+++UasXLlS+Pr6isOHD1ut/7fffltMmTJF/tlsNovp06cLDw8PceDAAfH111+Lp556SoSHh4uXX35ZLF68WHh6elr1oHpDNXTu3Fns379ffPnll2LatGkiOjparF27Vrz22mvC29tbZGRkWK2G+j6Hml3AGj/++KOYPn26eO+990T37t2tfnKD64JjrAtCOMb6cK02HZZpaWniwQcfFOfOnRNz5861+GBqvPXWW2LMmDEiODhYDBs2zOofyPvvvy+GDx8u9Hq9xXGvF154QWi1WpGTkyP0er1YuXKlePjhh8WUKVNavIbffvtN5Ofni9WrV4sxY8aI6Ohoq9Zwvc+h9h/Izp07hUqlEj4+Plb/HXBdUFaDrdcFIRxjfahPmw5LIYQoLy8XQlQfQI6Li6v3j0Sv14vi4mKLA9vW8sMPP4i77rpL7N+/XwghRGVlpTxv6tSpol+/fnK/ZrPZJpdINKUGk8lkkxqu9zkYjUZhNptFVlaWePjhh8WxY8es3n9jNdTgumD7dUEIx1gfrtXmw7L2f6qioqI6H4ytVsraZsyYIXQ6nfjjjz+EENUXAQtRfY1dWFiYOHDggE37d4QaGvscapSUlNitBq4LLVeDI6wP12qzYdnQSl/zwfTs2VPs3bvXpjXUrIRCCPHYY48JPz8/kZ2dbdFm4MCBYufOnTdtDY7wOdirhtr91g6HlvwcHK2GhrTk+tCQNhGWp06dEps3bxabNm0Sv//+uzz92gPGNYqKisQzzzwjbr/9dnH58mWrbE1kZWWJbdu2iY8++sjiFq3aYTVx4kTh7e0tPvvsM5Gamio2bNgg/Pz8RG5u7g337wg1NNS/I3wOLVnDhQsX5OsBa79e7e9tvS44cg0NscVn0RQ3fVgeOXJEeHt7ixdeeEEMGzZMzJkzRyxZskT+RTf0R1JcXCzy8/OtUkN6errQ6XRiypQpwtvbWzz22GNi2bJlcg01F9kKIURCQoIYNWqUCA0NFf369RMHDx68KWporP+as87XasnPoSVqyM7OFsHBweKll14SZWVlQoiGg8JW60Jrq6E2a34WTXVTh+WlS5fE/fffLw8AcOnSJfH555+L4OBgMX/+fPnDseV/qKqqKjFmzBixfPlyIYQQhYWFYsWKFWLMmDEiJiZG7rv2gfTz58+LoqIiUVRUdFPUoLT/hv5xWYMj1CCEELt37xY6nU5MmDBBvPHGG/UGRe0arL0utKYaHM1NfVG6yWSC2WzGmDFjAFRfRDxgwAB06tQJ2dnZeP311wHY9r5SJycnuLm54c477wQAdOnSBTExMZg6dSpyc3Px/PPPQwgBZ2dn+QJbrVYrf90MNSjtX5Jstzo6Qg0AcOTIEYwePRohISHYuXMnkpOTcfHiRahUKnmoMUmS5O+tvS60phoczU0dlm5ubjCZTFi7dq08zWAwoEePHhgxYgTS09Nx/vx5m9dhMpmQlJQk/+zq6ooHHngAU6ZMwZkzZ/D+++8DgHzngS3C2941KO3flhyhhv79+2PNmjWYN28ewsLCsGvXrnqDoub3b4t1oTXV4Ehu2rA0GAwAgBkzZuDo0aN46KGH8OGHH2LIkCH405/+hMmTJ+PgwYP44osvrN53Xl4e0tPTcejQIQDAa6+9hsrKSixatEhu4+zsjNGjR8Pf3x/ffvvtTVeDvft3tBpSUlIAAPfcc48cBPPnz8c999xj86BgDVbS0vv9tpSRkSGio6Mtpl24cEHs2LFDPPTQQ2LmzJli7dq18rznn39evPrqq1atIS0tTQQFBYnBgweL22+/XSxbtkwIIcT69evFgw8+KB8zq7Fv3z4xYMAAq14vZu8a7N2/o9aQmJgoz6s5mWQymcSyZcvEQw89JJKSkqx+sTtrsJ7/B1QO+WSscTrlAAAAAElFTkSuQmCC' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.XH2O)\n",
@@ -5330,36 +4571,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": null,
    "id": "5fbfb827",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "920ae83d95a34a6b952ce6d430073fc3",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather09.time, weather09.atm_sea * 100, '-o')\n",
@@ -5369,36 +4584,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": null,
    "id": "59c5b0a2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d92cd00a262b42bdac33faaf0e556706",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAkSUlEQVR4nO3de1xUdf4/8NecGRjwAjgwgAxUIipagnmhvOZaDzQzu1h2s5tdTPbnZbVf27aJj6D8uY/Wb2vbRmqWlqVWW2bfrDXdvNSWKQygZIopSwg6CAiIMDNn5vP7g2ZkBOFTKXNGX8/HYx6POJ/P55z3TPjiM3PmfI5OCCFARETtUvxdABFRIGBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSWBYEhFJYFgSEUlgWBIRSTD4u4COuN1uqKoKRVGg0+n8XQ4RdTIhBNxuNwwGAxTFf/M7zYelqqowGo3+LoOI/MxutyM4ONhvx9d8WHr+ktjtduj1ej9XQ0SdzeVywWg0+nVWCQCw2WzC44033hCDBg0SJpNJxMfHi7lz5wqn0+ltX7t2rejdu7cwm83i5ptvFi3HVlVVidtvv12YzWbRq1cvsWrVKtFSe2Pbo6qqACBUVZXqT0QXF61kgDJ9+nRvcO7YsQNvvfUWTpw4AavVim3btuHll18GABQWFmLmzJnYsGEDKioqkJCQgJZjZ8yYAZPJhIqKCmzatAnz5s3D7t27pcYSEWmdTq/Xi9LSUsTFxbVqnDdvHurr67FixQrMmTMHDocDOTk5AICqqirExMSgtLQUwcHBiI2NRVlZGWJjYwEAc+fORWNjI5YtW9bu2LaO25LL5YLBYICqqnwbTnQJ0koGKImJibBara0a8vLysGHDBkyZMgUAkJubi7S0NG97ZGQkPGPz8/NhsVi8QQkAaWlpyMvL63AsEVEgMJjNZthsNp+NERERqKurQ3Z2NiZMmAAAsNlsMJvNPv08Y41G4znbOhrbFrfbDSEEgOa/KkRE/qYoigK32+2zsaamBvn5+VizZo33rbMQotXZKM/Y9to6GtuWrKwsGAwGGAwGfm2IiDRBqampgclk8tmo0+mQkpKCp556Cq+//joAwGQyoaamxqefZ2x7bR2NbUtmZiZUVYWqqrDb7b/pCRIRnQ9KcXExUlJS2ny7GxQU5P1ANTU1FQUFBd62hoYGeMampKSgpKQEdXV13nar1YqUlJQOx7ZZlKJAr9d7H0REfjd69GghhBBWq1VMnTpVHD58WAghRFlZmRg4cKD461//KoQQ4uuvvxaRkZGisLBQOBwOMXv2bOEZK4QQ6enpIiMjQzgcDlFUVCSioqLE1q1bpca2RyvfsSIi/9BKBqCsrMxb0IsvvigGDBggoqOjRWJionjuued8Cly2bJmIj48X4eHhYvz48cIzVgghysvLxYQJE0RERISwWCwiJyfH50DtjW2PVl4oIvIPrWSAToifTztrlFa+Y0VE/qGVDOASbUREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEhiWREQSGJZERBIYlkREEgz+LkDW37cWQ9HrW23vZjTgjqHxCAsJ8kNVRHSpCJiwfGnLQeiU1mEJAP9bWI7r+8fA1DUY0d2NuMzUBUnR3fCvouP4sfJUq/5dgvW4fXA8wkMZsEQkRyeEEP4uoj0ulwsGgwGvb297Zvnm1yUorT7ts62b0YDJg+Lw7q7Sc+7XEhGKV+69Gldf1uO810xE548nA1RVhb6NDOgsOpvNJsxmMwDgs88+Q2ZmJkpLS2E0GvHQQw8hKysLALBr1y6MGTMGPXqcCZdevXrhm2++AQBUV1fjsccew86dO9GtWzcsXLgQDz74oLfvunXr8Oyzz6Kurg7XXnstVq5cCc9x29PRC2Wrb8KnhRVQXQKvbjuEmtPOM09OB8we1wfdQ3wn0O9+V4rDlQ3QKzr84YY+GBgfgTF9oqDT6X7BS0dEnUEzYTlp0iTxySefAACuvfZavPLKKxg6dCjKy8sxdOhQvPbaa5g8eTK2bNmCl19+GRs3bmxzR3feeSciIiLw2muvobi4GCNHjsTnn3+OYcOGobCwENdddx127tyJ/v37Y/bs2SgtLYXnuO35JS/Uf6sa8GPlKdQ0OFF5yo4hl/fAsCtMrfpV1tvxzEd78cX3x73bHhvdC/E9urS5336x3XFtYmSHtRLR+aeZsNTr9aK0tBRxcXFQVRUGw5lZ2NSpUzFw4EAsWLAAH330ET788EO8/fbbrXZy4sQJxMbGoqysDLGxsQCAuXPnorGxEcuWLcOcOXPgcDiQk5MDAKiqqkJMTAw8x23PhXqh3G6BTfsqUFhWi+U7DnfYf9a4JMSGh2BQQgTiwkPxr6JjcLX4BCM0SI8br+qJ0ODmGoUQ+PKADapL4Ib+MVAUzlqJfg2thKUhMTERVqsVcXFxPkGpqipyc3Nx5513AgDq6+sRFhbW5k7y8/NhsVi8QQkAaWlpeOmllwAAubm5eOSRR7xtkZGRaHlcf1AUHSalxGFSShxGJUUhr7SmzX4nTzux6j8l+Pu/D3W4z/W7f8Ltgy0AgIKyWu9nplMGx2NsPzP6xXaHXtGht7nb+XsiRNQpDGazGTabrVXDokWLEBYWhttuuw1Ac1iuWbMGH374IYxGI9LS0rBw4UJceeWVsNlsrT5/bLnfjtrP5na74Tnv5HK5fvOT7MiYvmaM6Xvuz09HJUWhoOwkymoa8ZH1KAAgNT7cZ8xH1qPYdaQau45Utxr/z7wy/DOvDAAQbFCwYNIAhAb5/oXsZjTg+v7REAKwltZg2BUmzkaJNMSgKArcbrfPxi1btmDp0qX45ptvvLPNadOm4ZFHHkFISAgqKyvx0ksvYezYsSgqKoIQAori+/32lvvtqP1sWVlZeO65587Xc/zNbhgQgxsGxMDtFhiZFIXjdU2475rLENEl2Ntn6tAEvL/nJzhcZ96a39A/GkF6BZ/tO4YPcstw4pQdDtWNBRv2tX2c/jFwutzYfrASUwbHY0zfKABAanwErojqemGfJBG1y1BTUwOT6cxJkKKiItxzzz1Yu3Yt+vbt690eHh7u/W+z2YxFixbhgw8+wPbt22EymVBT4/s2tuV+O2o/W2ZmJhYsWACgeWZpNBp/27M8TxRFhzuGxLfZlmDqgnnp/dpsS02IwF3DEvDVoRNwudw4erKxVZ+PrEexZf+ZE04+s1G9gqxbrkS3Fmf1ddBhVFIUGp0u7PnvmdnstYmRiOqmjdeL6GJiKC4uRkpKCgCgoqICN910ExYvXoz09PQOBzudTkRERGDAgAEoKSlBXV2d93NNq9Xq3W9qaioKCgpw3333AQAaGhrQ8rhnO3sWejHoFdUVvdqZHU4dmoD39vwEnU6H/j27Y29ZHQQEfqpuxJb9x/H0h3uljmPqGoysW65EiiUCl0W2fXafiH453ejRo8WOHTvQ0NCAMWPGYOLEicjOzm7VccmSJZg4cSKSk5PhcDiwcOFCbNy4EVarFUajEePHj0dSUhL+9re/obi4GNdddx3Wr1+PcePG4T//+Q8mT56ML7/8EsnJyXjyySdhtVqxY8eODgvUypkwf1Fdbqz59r/4sbLBZ3tB2UkUltUCAEb0jkRvczf8cKwOu0uaZ/DBegUv3HYVenQJhkGvw/DekTAaLr3XjwKfVjJAV1ZWJiwWCz7++GPceuutiImJ8elw8803Y8WKFXj33Xfx4osv4ujRowgJCcHo0aPxl7/8BfHxzW9LKyoqMH36dHz77bfo2rUrnn32WTzxxBPe/SxfvhzZ2dmor6/3findYrF0WKBWXiitqT3txIqdhxEarMcjo3ohJEiPBruK13ceQUHZSfz7B9+TZ0Mu74H/My7J+/OAnmGob3Kit7kbv4xPmqaVDAiYyx39/UIFEpdb4M2vj+Dg8XoAwLeHq1tdEupx19AETErtiW5GAwYlRDA4SXO0kgEMy0vAT9WnsXzHYTTYVQBARW0Tvjlc1arfK/dejUkp/vneK9G5aCUDGJaXIKfL7b1q6ZDtFKoaHNhxsBJpvUz4v+PbPqN/tn6x3b3L4h2rbUJMmJGzUrogtJIBDEuCXXVh2PNbUNekSo+J6mbEy3cPwr7yWiza9AMmp8Zh+qheuCouDAb9xfdtBvIfrWQAw5IANK8J+klBuVTfoycbse9oXZttgy+LwMKbr0SQXkH/nt0526TfTCsZwLCkX+yUXcWSzQdQWtV80uiyyC44XteEgp9qfb5wP+HKWMy+vg8AIKp7MKK7h/ilXgpsWskAhiWdN6VVp7HkiwM4edqJfUdrUdXg8LYF6XX4f7enICU+3GdMXEQouhkDZsF+8gOtZADDki6IovJaLN1SjNMOFxwuN75rY4ERoPmKo2X3D4Gpa7DPdqNBOef6omcTQuC/Vae9S+bpAFwR2ZULkVwktJIBDEvqFCu/OoLNRcd8tp087cSBn78L2pYHhl+OR0cldrjv5z/9HptbLOQMAFdZwrD64TRE8jr5gKeVDGBYkt/YVRee/9/92F/R+mTR/oo6NDjkl+czdQ1G4s/X3pdWn4at3g6dDlg2bQiutDS/9Q/S6/i5aQDSSgYwLEmT/vPjCSzdUgy72vYyfi11DzHg6RuTcWVccyiWnGjArLVW7D1a26rvI6N64fExiQgx6BHehXf3DARayQCGJV2UhBD425ZibP3hzNvzH20NaHQ2z1b1ig5/nNAPUwbHIyRID6NBwWmni/ef1yCtZADDki4ZOw5W4n++OIgmpwuHbKegun1/9RUd8MR1vTE/vR/0PDmkGVrJAIYlXZI+zj+K17YfhtPlxiHbKZ+2pOhueGt6GsJCm2eZQXodl7fzI61kAMOSLnkrvzqC3P9W4/rkGDz9YSGcLt9/Et2NBvzPXYMwuk8UgvQKZ52dTCsZwLAkauHkaQfmvVeAYlvzV5qEAMpqzlyVFNXNiOUPDEGKJRx6RcfLOTuBVjKAYUnUgaVbivHenp/gdLlhq7d7t18R2QWrp6fh8kjeTO5C0koGMCyJJLndAgs+3ofN3x+HQ3WjttHZqk98j1CsfHAY+sV290OFFyetZADDkuhXaHK6MGed1XvPI6D5fkmeZe7+cENfzLmhj7/Ku6hoJQMYlkTniepyY/77Bfg4v3mpO6Oh9bqel0d2wfL7h/I+8L+AVjKAYUl0nm0uOoYFH+/DqbMWU3YJgSanG8F6BUH6tk8M9TJ3xfL7hyIuIrQzSg0IWskAhiVRJ2lyupDxTh6+OnSizXa3W0B1CxgNSpuzUgDoE9Mdr00bAnP3S2eBEK1kAMOSSCNOO1Q8unoPdp1jOTu3EBAC6BqsR0iQHoMSIvD3e69Gl+CLez1QrWQAw5IoQNQ1OfHQG98hr/Skd1t4aBD6RHfD0nuuhuUifeuulQxgWBIFoPKTjZi2chcOVzYAaF55qfvPK87fcrUFT43vd9F8YV4rGcCwJApQQgicsqt4ZNUefFfi+9bdEhHqc1nm9f2jseCmAQG5erxWMoBhSRTghBDedT93HanGrHfz2rytcXyPUATrFYQG6/HHCckY09fc2aX+KlrJAIYl0UXGobrhcJ1ZNLnoaC2eWJOLmtNnrjgKCVKQ8PM9jnqbu+EvU1I0uxiyVjKAYUl0CbCrLjT+fJuOf3x5CCt2HvFpjwsPQXiX4LaGSgkNUmDQK6hvMaNNHxCDmWN749kN+zDQEo7JqXF45qO9KPn5FsoeXYL10Ot0cAsBnQ44ZW+u87ar49DkdGNT4VH8a97v/J4BDEuiS1DtaSecbjfqm1RMX7UbR040XJDjWCJCvfeSjwsPQXlt0y/eh3C7UPriLX7PAIYl0SXO6XKjusU93n+NnG0/4v09P+GluwYhNSEChWW1mLPOitNn3XQu0dwVKx8chi7Bzf+Wy0824tHVe9AzIgT1TSpCDHosf2AI8n86iac+KIRe0eHFKQMxaVC83zOAYUlE50WT04WQoDP/RuubnKhtdCKqmxF2pxv1didiwkIQpFdajTMaFLh+vs2H4ef22kYndDqga5CiiQxgWBKRpmklA9q+AJWIiHwwLImIJDAsiYgkMCyJiCQwLImIJDAsiYgkMCyJiCQolZWV3h8+++wzDBs2DDExMbjsssuQmZnp03ndunVISkpCdHQ0Jk+ejJZjq6urMWXKFERHRyMxMRGrV6+WHktEpHmTJk0SHtdcc43YvXu3EEKIo0ePip49e4qPP/5YCCFEQUGBiIiIEHv37hWqqoqMjAzRcuwdd9whHn30UaGqqti/f78wmUziu+++kxrbHlVVBQChqqpUfyK6uGglA3R6vV6UlpYiLi4OqqrCYDhzP4+pU6di4MCBWLBgAebMmQOHw4GcnBwAQFVVFWJiYlBaWorg4GDExsairKwMsbGxAIC5c+eisbERy5Yta3dsXFxcu2GulW/vE5F/aCUDlMTERFitVgDwCUpVVZGbm4vk5GQAQG5uLtLS0rztkZGR8IzNz8+HxWLxBiUApKWlIS8vr8OxRESBwGA2m2Gz2Vo1LFq0CGFhYbjtttsAADabDWaz78rKnrFGo/GcbR2NbYvb7Yb4+ZJ1l8vVZh8ios6kKIoCt9vts3HLli1YunQp1q9f751tCiGgKMrZg73Bdq62jsa2JSsrCwaDAQaDAUbjpXN/ZCLSLqWmpgYmk8m7oaioCPfccw/Wrl2Lvn37erebTCbU1NT4DPaMba+to7FtyczMhKqqUFUVdrv9Nz1BIqLzQSkuLkZKSgoAoKKiAjfddBMWL16M9PR0n46pqakoKCjw/tzQ0ADP2JSUFJSUlKCurs7bbrVavfttb2ybRSkK9Hq990FE5HejR48WQghx6tQpMXjwYPHss8+2edr866+/FpGRkaKwsFA4HA4xe/Zs4RkrhBDp6ekiIyNDOBwOUVRUJKKiosTWrVulxrZHK18bICL/0EoGoKysTAghxIYNGwQAERMT4/N49NFHvZ2XLVsm4uPjRXh4uBg/frzwjBVCiPLycjFhwgQREREhLBaLyMnJ8TlQe2Pbo5UXioj8QysZwJXSiUjTtJIBvDaciEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEgCw5KISALDkohIAsOSiEiCUllZ6bMhNzcXsbGxuPvuu32279q1C0ajEbGxsd7H8OHDve3V1dWYMmUKoqOjkZiYiNWrV/uMX7duHZKSkhAdHY3Jkyfj7OMSEWmZMn36dO8Pn376KaZNm4Zhw4a16lhfX4/x48fj2LFj3sc333zjbZ8xYwZMJhMqKiqwadMmzJs3D7t37wYAFBYWYubMmdiwYQMqKiqQkJCAlsclItI65bPPPkN5eTkAYOjQoSgsLMSQIUNadayvr0d4eHibOzlx4gQ++ugjZGdnQ6/XIzk5Gffffz9ef/11AMDKlStx991346qrroJer0dWVhZaHpeISOuUxMREWK1WAEBMTAyCgoLa7FhfX4+wsLA22/Lz82GxWBAbG+vdlpaWhry8PADNb+3T0tK8bZGRkWh5XCIirVPMZjNsNluHHevr67FmzRr07NkTV1xxBaZOnYqioiIAgM1mg9ls9unfcr8dtZ/N7XbD5XJ5H0RE/qYoigK3291hx2nTpuH48eOoqKjA7t27kZSUhLFjx8Jms0EIAUXxPbHecr8dtZ8tKysLBoMBBoMBRqPxVz41IqLzR6mpqYHJZOqwY3h4OEJCQgA0zwoXLVqEHj16YPv27TCZTKipqfHp33K/HbWfLTMzE6qqQlVV2O32X/O8iIjOK6W4uBgpKSm/arDT6URERARSUlJQUlKCuro6b5vVavXuNzU1FQUFBd62hoYGtHdcRVGg1+u9DyIif1OuueYa9O7du8OOS5Yswf79+yGEgN1ux9NPP43Q0FCMGTMGFosF48aNw5/+9Cc4nU58//33WL58OR5++GEAwEMPPYQ33ngDe/fuhdPpxDPPPAPZ4xIRaYGydu1aqY49e/bEvffei5iYGPTp0wc//fQTNm/e7P1McdWqVTh8+DCio6ORnp6O7OxsjBs3DgAwYsQILFq0CBMnToTZbMaBAwcge1wiIi3QCSGEv4toj8vlgsFggKqqfEtOdAnSSgbw2nAiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIgkMSyIiCQxLIiIJDEsiIglKZWWlz4bc3FzExsbi7rvvbtV53bp1SEpKQnR0NCZPnoyWY6urqzFlyhRER0cjMTERq1evlh5LRKR1yvTp070/fPrpp5g2bRqGDRvWqmNhYSFmzpyJDRs2oKKiAgkJCWg5dsaMGTCZTKioqMCmTZswb9487N69W2osEZHW6fR6vSgtLUVcXByOHz8Ok8mEF154AT/88APWrVvn7Thnzhw4HA7k5OQAAKqqqhATE4PS0lIEBwcjNjYWZWVliI2NBQDMnTsXjY2NWLZsWbtj4+Li2i3Q5XLBYDBAVVXo9foL9DIQkVZpJQOUxMREWK1WAEBMTAyCgoLa7Jibm4u0tDTvz5GRkfCMzc/Ph8Vi8QYlAKSlpSEvL6/DsUREgcBgNpths9k67Giz2WA2m322ecYajcZztnU0ti1utxtCCADNf1WIiPxNURQFbre7w45CCCiK78lzz9j22joa25asrCwYDAYYDAYYjcZf8nyIiC4IpaamBiaTqcOOJpMJNTU1Pts8Y9tr62hsWzIzM6GqKlRVhd1u/yXPh4jogjAUFxcjJSWlw46pqakoKCjAfffdBwBoaGiAZ2xISAhKSkpQV1eHsLAwAIDVavXut72xbWk5C+XbcaJLm+ffvicL/Gb06NHibAsXLhR33XWXz7avv/5aREZGisLCQuFwOMTs2bNFy7Hp6ekiIyNDOBwOUVRUJKKiosTWrVulxrbHbrcLAHzwwccl/rDb7VKZcaEY1q5dCxkjRozAokWLMHHiRNTX1+Paa69Fy7GrVq3C9OnTER0dja5duyI7Oxvjxo2TGtseg8EAu90ORVGg0+mkxviDy+WC0WiE3W4PiK84BVK9gVQrEFj1BkKtQgi43W4YDAa/1qETwt9z24uDVr4LJiuQ6g2kWoHAqjeQavU3XhtORCSBYXme6HQ6LFy4UNMfFbQUSPUGUq1AYNUbSLX6G9+GExFJ4MySiEgCw5KISALDkohIAsOSfjF+zH3hyKzToAVOp9PfJXQ6hqUfBdIlnCdOnMD+/ftRV1cXEGdOjx8/jl27dqGkpAQOh8Pf5bTr0KFDyMnJgaqq7S4woxX5+fm4+eabUVdX5+9SOhXD0k8OHDiAF154AYcOHfJ3KR3at28fRo0ahRkzZqBfv37YvHkzAO3OMPfu3YtRo0bhT3/6E0aOHIk1a9YA0Ga9Qgg88MADyM7OxuLFi+F0OjUdmPv27cPtt9+O9PR07zoQlwqGpZ8sWrQIS5Yswfr163H48GF/l3NOhw8fxo033ohZs2Zhx44duPfee/Hwww+jpqZGkzPMQ4cO4aabbsIf/vAH/Pvf/8asWbOwePFi2O12Tdar0+lw/fXXY+zYsTh9+jSee+45zc4w9+7di1tvvRVPPvkk5s2b5+9yOh3D0k9CQkJw4403YtOmTVi1apVmA3P79u2YOnUqfv/73wMAlixZgsTERHzxxRcAtDVbc7vdeP/993HnnXciIyMDAJCRkYH+/fvj+++/x759+zR5o7zk5GQcO3YMI0aMQHl5ObKystDU1NRqDVh/ampqwsSJEzF8+HBkZGR4/78XFhbi888/x1dffYWjR4/6ucoLy79Xpl+ChBCorq5GYmIi/vjHP+Lzzz9HdnY2dDodHnzwQSQmJvq7RB/dunXz3i7E4XAgODgYYWFhKC4uBgBNzdYURcGQIUNQVlbm3fb8889j06ZNaGhoQHl5OUaMGIEnn3wSycnJfqzU19VXX43IyEhMmjQJQUFBeP/995GTk4Pk5GTU19dj6tSp/i4RISEheOWVVzBjxgxs3rwZ6enpePHFF7F+/Xro9Xo0NjZi8ODBeOaZZ9C3b19/l3tBMCw7kdvthk6nQ2RkJGbPng0AmDBhAhobG7FkyRIA0Exgulwu6PV6jB071ntLEM9MZ/jw4Th16pRP/6amJoSEhHR6nR6eeq+77jrv6voNDQ3o0qUL8vLyMHDgQGzZsgXLli1Dbm6uX8PS7Xb7zBoHDBiAyspK5ObmYsyYMYiIiMDzzz+P+fPn46233gLQ/EfWX3+YPCcib7nlFtjtdjz99NN45513sHv3bqxbtw79+/fHt99+i6VLl+LAgQMXbVhqZ55/ETty5AiKiop8PocKDQ31tt92222YP38+tm7ditWrV/v1LbmnVr1eDyGEz72TPEtkhYaGoqCgwLv9nXfewdtvv+2Xs/tn19vyNiRdu3ZFZmYmBg4cCCEEbrjhBphMJmzcuLHT62xZa8vfA1VVAQBXXHEFDh48iNDQUJw8eRLbtm3DiBEjcPToUTgcDr8EZcvXFmgO7KlTp+Kxxx7Dtm3bsGHDBqSkpCAoKAijR4+GXq/HJ5980ul1dhaG5QV28uRJjBkzBsOHD8eePXug1+t9Prj3fPbjCczt27fj1VdfRUlJid9r1el0bZ5kMJlM3mBcsWIFZs2ahZEjR3b6El8y9XpCxvM6X3755UhKSurUOtuq1ROYnj9Av/vd71BZWYmtW7finnvuwauvvorHH38cRUVFqK2t9Xu9nj9GAPD4449jz5496Nu3L1RV9f4u9OnTB4MGDer0WjtN5641fGm6/vrrxQMPPCDi4+PFt99+K4QQwuVyedvdbrf3v9euXSvGjx8vbDZbp9cpRMe1CtG88v3MmTPFm2++KRISEkR+fr4/ShVCyNUrhBCnTp0SK1euFAkJCWLfvn2dXaYQou1aVVUVQgjx6aefCovFInr06CHWrVsnhBCioaFBVFdX+6XWc9XreW1b/s4KIcQbb7whevXqJQ4cONDpdXYWhuUFVlBQICZOnCiOHTsmnnrqKanArK+v7/Q6hZCvddu2bUKn04mePXv6NShl6125cqV46KGHxNChQ4XVatVcrR5PPPGE+OCDD4QQZ0LUX2Rf2y+//FJkZmaKxMREv722nYVh2QlOnz4thBDCZrOJ+fPndxiYZ//V7kzt1aqqqnC73eLw4cPilltuEfv37/dbnR4yr21RUZHYv3+/OHbsmN/qFKL9Wltyu91+/R3wkHlt8/PzxT//+U9x6NAhv9XZWRiWnaBlIFZVVbUbmP7WUa0etbW1nV1am2Tr1YKOavX3bPJsgfTadgaG5QV0rtmB5xevV69e4quvvurkqtoWSLUKEVj1BlKtQgRevZ2FK6WfJwcPHsT69euhKApGjhyJsWPHttu/uroaf/7zn7Fz507s2bMHRqOx074eEki1AoFVbyDVCgRevX7l77S+GBQWForY2Fgxf/58MWLECHHHHXeIH3/8scNx1dXV4vjx451Q4RmBVKsQgVVvINUqRODV628My9/o+PHjIjU1VfzjH/8QQghRWVkp+vbtKzZu3OjTTwufSwZSrUIEVr2BVKsQgVevFvByx9/oyJEj6NWrFzIyMuB2uxEVFYXU1FQUFhZi+/btSElJwf333w9FUfx6yVqg1Rpo9QZSrYFYrxbwCp7f6JprrvEudKAoCt5880188MEH6Nq1K0pKSvDee+9hwYIFAPy/6EQg1QoEVr2BVCsQePVqgl/ntQHObre32lZWVibKysqEEEI4HA6xYsUKMX78eL9/1SaQahUisOoNpFqFCLx6tYIzy19o//79mD59OgAgODi41eIRFosFFosFTU1NCAoKwrhx41BZWYmGhgbW2oFAqjeQagUCr14t+v/0NussFi/cTgAAAABJRU5ErkJggg==' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.atm_sea * 100)\n",
@@ -5408,36 +4597,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": null,
    "id": "673f9aad",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e5094314538d4af88df545ccee44724c",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather10.time, weather10.atm_sea * 100)\n",
@@ -5447,36 +4610,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": null,
    "id": "1dad10da",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3cb73f1623f443a081d4cf9b69f2352c",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAjy0lEQVR4nO3de3RU5d0v8O/smcwk4ZIwYZIhkwiJIKh1oKIpgijSFihEFPGGxypYBUktsHB5qwqr2BaPntrWhQ3xnuPxQLt8lxQVbSt94bVQjhpyI3IJ8MYQEhhIJgkkk5nsmd/5A2YkECYPkGR24PtZa1Yys/cz85udvb/z7P3s2TGJiICIiKLSYl0AEVFfwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSwLAkIlLAsCQiUsCwJCJSYIl1AV0JhULQdR2apsFkMsW6HCLqZSKCUCgEi8UCTYth/87j8UjYhg0b5LrrrpPU1FTJzMyU559/Xk61Zs0aufzyy8XhcMitt94qp7atr6+XO+64QxwOh2RlZcm7776r3DYav98vAHjjjbdL/Ob3+5Uyo6eYcnNz5aOPPgIAjBs3DqtWrcJ1112H2tpaXHfddVi9ejVmzpyJsrIy3Hzzzfjiiy9w5ZVXYtGiRaiurka47V133YXk5GSsXr0alZWVmDBhAj777DNcf/31XbaNRtd1xMXFwe/3w2w2dzk/EV1cgsEgbDYb2tvbYbHEbmfYZDabpbq6Gunp6dB1vUMxd999N6655ho8//zzWLx4MQKBAPLz8wEA9fX1SEtLQ3V1NaxWK5xOJ2pqauB0OgEAS5Ysgc/nQ0FBQdS26enpUQsMBoOwWCzQdZ1hSXQJMkoGaNnZ2SguLgaADkGp6zqKioowatQoAEBRURFycnIi01NSUhBuW1JSApfLFQlKAMjJycH27du7bEtE1BdYHA4HPB7PGRN++9vfYuDAgZg1axYAwOPxwOFwdJgn3NZms511WldtOxMKhSAiAE58qhARxZqmaRpCoVCHBz///HP88Y9/xJ///OdIb1NEzhiJCreNNq2rtp1ZsWIFLBYLLBYLbDbbBb1BIqLuoHm9Xtjt9sgDFRUVmDNnDtasWYMrrrgi8rjdbofX6+3QONw22rSu2nZm2bJl0HUduq7D7/df0BskIuoOWmVlJdxuNwCgrq4OM2bMwIsvvogpU6Z0mHH06NEoLS2N3G9paUG4rdvtRlVVFZqbmyPTi4uLI88brW2nRWkazGZz5EZEFHMTJ04UEZHjx4/LtddeK88991yn5xht2bJFUlJSpKysTAKBgCxatEjCbUVEpkyZInl5eRIIBKSiokIGDx4sGzduVGobja7rAkB0Xb+AM6SIqK8ySgagpqZGRETWrVsnACQtLa3D7eGHH47MXFBQIBkZGZKUlCRTp06VcFsRkdraWpk2bZokJyeLy+WS/Pz8Di8UrW00RllQRBQbRskAk8jJYWeDMso5VkQUG0bJAF5Ig4hIAcOSiEgBw5KISAHDkohIgeGvZxmW/cwnMGlmmDUTHr05G7+YPALxcRzwIaLe0WdGwy974q8waecejkNTEvHn+ePgTErogeqIqKdxNLyXfFvfinEr/4kXPqpAWzsvykFE5+ei71me7gdZg1Dw0+uQnGjthuqIqKcZpWd5yYXlqXj8k8j4GJaKejIso7kh2478+8eyB0oUYwxLRbEKy9OxF0oUG0YJy4t+gKe7BEOC1/5zH+7M38qBIqJLEMPyHO2obUbh1qpYl0FEvazPnJRuinUBp3hv27dYcPPlkftt7UG8u7UK/2fbtzjc3Ia0gfG4f9xQzB0/jLvsRBeJPnPMUuV4RVt7ELP+tAU76471aE0mAEt/fAV+kJ2CK9L6Y+47X2HHwSbooe8WpUUz4RpXEtbMH8fAJLoARjlmeVGFJXAiMPM37cWf/rkX7b3wzsyaCaGQoLOXsmgmPDF1ZIdeKBGdG4alogtdUIeafLirYCsONLR1W03/4weXIXVAPL6sqseWvfVR5x0Qb8HzM65Chj0BmYMSMSQpHhaz2qFi7t5Td+updaon11WGpaLuXFCNrQH8/P3t2LIvesBF8730gfhg4fjICjDi2Q1oD6ovQotmQnpyAjLtCbjMnoiMQYnItCfiMnsiMgclwN7PCpPJhLb2IO59fRt376nb9NQ61ZPP++7WKry3dT+2/nIKw7IrvfGporLrbtZMWHhzNh477TzLG//nP1Hj9Z31uZMT4nDn2AxUN7TigNeHmoZWHPPrZ52/n9WMTHsi9JBg35Hj6Oyvw9174+mJnlV3P+fqzfvwv/62u0OghZlNJtx5XQamXzPknJ/3k7I6/EdRDYKdrKwWzYTHbhmORyddDptFg8mkNlR7agC36zqqX76NYdkVo3TBzybaCthZqIkIGlvbccDbigMNvpMh2ooDDa2o8fpQ421V6qkmJcThtfuuxRXO/nD0t53TSshd++7VEz2r83nO9mAInmN+HGpqw6GmNtQ1+U783nzifnF1Y6eB1ls0E5BotSDBakY/qxkJVgsSrWYkWs1IiDv58+RjO+uasW1/PUICSCjIsFRh9LBsaw9izuvbUN5NG0owJDjc3IabXvrPTgO4M4MS4zDSOQAj0wZgpHMgRjr744q0ARgQH3dGrdy1737n+oF5oc+pmYCbrnBgqD0xEoR1TW04ctzf6Z6IKs0E3DbGdc7t/lpyEF2tqs6B8WgN6PC1B8/psBVgnLDsM+dZGlV8nBlr5o9D4dYqvHdKb+2n44biwfPorZlPHtN0JsVH3b0fEG/B+MtTsOfwcVTVt2Db/gZs29/QYR5XcgJGOgfgirQBGOUcgNKaxjOCEgD0kKD8YBMKt1ad1659X+qtdnetoZCgcGvVWT/Y9JDg1Y2V2HP4ONqDIeihEAK6QA+F0B4MoV0XtJ/8XQ8KAid/HvS24myZEhJg0+4jZzw+KDEOzqQEDEmKR9rAeAxJiocz6cTPIUnxeODtL1HbePaBzvTkBPz+njHnvAy+qmqIuq5mDErAv56aHLnfHgyhNRCELxBEa0BHayB48qaffCyIJ/+jDEHFzkJvYc/SoM6lt+ILBLHXcxy7DjVjz+Fj2HXoGPYcPobDzf5zes20gTZ8/IuJGJQYd04j9n2lt3o+tYoImnztONDgwwFv64nDJiePPx9oaMVBrw+BYKi33wrMJhN+d/foSBimDYzvcjn3RA+4p5731LEA9iwpqrnjh+FvOw6ddff+wfHDIo8lWM24JiMJ12QkdXgOb0sAew4fw+7Dx7D70DH83/9X3en5oGGHm/24/jefw2QC7IlWpPS3IqWfDSn9rRjc34bB/a1I6W9DSj8rBg+wYXA/G9aVHOyR3irQ/b3Ad7dWnbXWsoNNWPbXHfieKwkHGsKheCIgj7WdfUAu0WpGSExRD5mk9LPi5bvciDNrsGgarBYTLJqGOPMpv1s0xGmmE/OYTZj2h//CwSi9wCHJ8bj9++e2y3wu61Ssn/f+cUPPGsCxwp6lgbW1B7tt9x7oeuTeatFwmT0R9cf98La2X0jpEUkJcXhuxpUYmBCHpJO38O/9rOazDkydb4+1PRhCk68dTb52NJ/82eRrR3Objpc/24XmKMHXmROHReKROejk6V3h26AEZNoTkdLPioL/2t+rxywvpBfY3etUTz3vqWMBHA1XdCmHZXc7lw1QD4bQ0BrA0WMB1Lf4UX88gKPH/Th6PID6437Ut5z4WVrTdN71mDUTBsZbOoRoOEj3eY7jq6qGTgcOTCbg6vSBcA6MPxmKeiQUfRdwRSjNBCycdPnJc15PhKLKlwi6e5Cvp56zrwkH8P/meZZqGJbdpyc2wK56qwPjLbjn+swzQq257cTPaLu458pq0U6E7skA7tCbjY/De9u+RZPv7D3m0wcizkVP9Nh6qhfY1xglAxiWl5ju3gAvdHcxGBIcb/suRMNB+os1xVFHQy2aCWvnj+vQK43VAAf1LKNkAMOSLkhP7S521WM9n14gd237JqNkAC/+SxckfJ7pE1NHImNQAuLMJmQMSsATU0deUPjcP24oLFrngz8WzYSfjhtqmFrp0sCeJRkSe4EUZpQMYFiSYXGAgwDjZADDkogMzSgZwGOWREQKGJZERAq0I0c6Xr2kqKgITqcT99577xkzr127FsOHD0dqaipmzpyJU9s2NDRg9uzZSE1NRXZ2NgoLC5XbEhEZnfbQQw9F7nzyySe4//77cf31158xY1lZGRYuXIh169ahrq4OmZmZOLXtggULYLfbUVdXhw0bNmDp0qX46quvlNoSERmdyWw2S3V1NdLT03H48GHY7Xb85je/wa5du7B27drIjIsXL0YgEEB+fj4AoL6+HmlpaaiurobVaoXT6URNTQ2cTicAYMmSJfD5fCgoKIjaNj09PWqBRjm4S0SxYZQM0LKzs1FcXAwASEtLQ1xcXKczFhUVIScnJ3I/JSUF4bYlJSVwuVyRoASAnJwcbN++vcu2RER9gcXhcMDj8XQ5o8fjgcPh6PBYuK3NZjvrtK7adiYUCiF8RlMweP5XkSEi6i6apmkIhbq+0rOIQNM6Dp6H20ab1lXbzqxYsQIWiwUWiwU2m+1c3g8RUY/QvF4v7HZ7lzPa7XZ4vd4Oj4XbRpvWVdvOLFu2DLquQ9d1+P3n9q8RiIh6glZZWQm3293ljKNHj0ZpaWnkfktLC8Jt3W43qqqq0NzcHJleXFwced5obTstStNgNpsjNyKiWNN+8IMf4PLLu76G39y5c/H222+jvLwc7e3t+OUvf4lwW5fLhcmTJ+OZZ55Be3s7vvnmG7z++uuYN29el22JiPoCbc2aNUozjh8/Hr/97W8xffp0OBwO7N69G6e2fffdd7F//36kpqZiypQpeOGFFzB58mSltkRERscLaRCRoRklA/jdcCIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgUMSyIiBQxLIiIFDEsiIgXakSNHIncaGhowe/ZspKamIjs7G4WFhR1mXrt2LYYPH47U1FTMnDkT3dWWiMjotIceeihyZ8GCBbDb7airq8OGDRuwdOlSfPXVVwCAsrIyLFy4EOvWrUNdXR0yMzPRXW2JiIzOZDabpbq6GlarFU6nEzU1NXA6nQCAJUuWwOfzoaCgAIsXL0YgEEB+fj4AoL6+HmlpabjQtunp6VELDAaDsFgs0HUdZrO5BxcFERmRUTJAy87ORnFxMUpKSuByuSJhBwA5OTnYvn07AKCoqAg5OTmRaSkpKeiOtkREfYHF4XDA4/HAZrPB4XB0mBieBgAej+es0y+kbWdCoRBEBMCJTxUioljTNE2LhJOmaadPRCgUAoCo0y+kbWdWrFgBi8UCi8UCm812QW+QiKg7aF6vF3a7HXa7HV6vt8PE8DQAUadfSNvOLFu2DLquQ9d1+P3+C3qDRETdQausrITb7Ybb7UZVVRWam5sjE4uLi+F2uwEAo0ePRmlpaWRaS0sLuqNtp0VpGsxmc+RGRBRzEydOlLApU6ZIXl6eBAIBqaiokMGDB8vGjRtFRGTLli2SkpIiZWVlEggEZNGiRdJdbaPRdV0AiK7rSvMT0cXFKBmAmpqayJ3a2lqZNm2aJCcni8vlkvz8/A4zFxQUSEZGhiQlJcnUqVOlu9pGY5QFRUSxYZQMMImcHHY2KKOcY0VEsWGUDOB3w4mIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUMCyJiBQwLImIFDAsiYgUaMOGDcMbb7wBAAiFQvj1r3+NrKwsOBwOzJgxA3V1dZGZGxoaMHv2bKSmpiI7OxuFhYUdnmzt2rUYPnw4UlNTMXPmTBw5ckS5LRGRodXW1srYsWNl8+bN8sorr8jVV18tBw4ckGAwKK+//rpMnjxZwu688055+OGHRdd12blzp9jtdvnyyy9FRKS0tFSSk5OlvLxcdF2XvLw8yc3NVWobja7rAkB0Xe9yXiK6+BglA0wiIuvXr8fHH3+M8vJy5OXl4ac//WkkTMeOHYu//vWviI+Ph9PpRE1NDZxOJwBgyZIl8Pl8KCgowOLFixEIBJCfnw8AqK+vR1paGqqrq2G1WqO2jSYYDMJisUDXdZjN5h75wCAi4zJKBmgA0NraipKSErS1tZ1RTGtrK8rKylBSUgKXyxUJOwDIycnB9u3bAQBFRUXIycmJTEtJSUF2djaKi4u7bEtEZHTa3r17sWrVKjQ1NWHatGn4wx/+gNraWgQCAbzyyis4dOgQmpqa4PF44HA4OjR2OBzweDwAEHV6V21PFwqFEAwGIzcioljTFixYgLlz58LhcGDZsmW48cYbMXHiRIwaNQp+vx/XXnstHA4HRASa1nHwXNM0hEIhAIg6vau2p1uxYgUsFgssFgtsNls3vl0iovOjbdy4EcFgEFlZWUhISMArr7yCffv2Yf/+/Xjqqaewa9cuZGVlwW63w+v1dmjs9Xpht9sBIOr0rtqebtmyZdB1Hbquw+/3d+PbJSI6PxoAvPnmm5g5c+YZEzds2IDk5GRcfvnlcLvdqKqqQnNzc2R6cXEx3G43AGD06NEoLS2NTGtpaUFlZSXcbneXbc8oStNgNpsjNyKimHv88cdlwoQJEgwGZd++fXL06FEREfn6669l6NChsmHDhsjQ+ZQpUyQvL08CgYBUVFTI4MGDZePGjSIismXLFklJSZGysjIJBAKyaNEimThxolLbaIxy2gARxYZRMgA/+9nPpLGxUUREPv30U8nIyJDU1FQZM2aMrF+/vsPMtbW1Mm3aNElOThaXyyX5+fkdphcUFEhGRoYkJSXJ1KlTpaamRrnt2RhlQRFRbBglA0wiIrHt20ZnlHOsiCg2jJIB/G44EZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQKGJRGRAoYlEZEChiURkQJt2LBheOONNwAAPp8PixYtQlZWFoYMGYIJEyZg06ZNkZkbGhowe/ZspKamIjs7G4WFhR2ebO3atRg+fDhSU1Mxc+ZMHDlyRLktEZGh1dbWytixY2Xz5s3y9NNPy7hx48Tj8YiIyDvvvCP9+/eXo0ePiojInXfeKQ8//LDoui47d+4Uu90uX375pYiIlJaWSnJyspSXl4uu65KXlye5ubkSFq1tNLquCwDRdb3LeYno4mOUDDCJiKxfvx4ff/wx9u/fj5kzZ2LRokWRME1OTsYnn3yCkSNHwul0oqamBk6nEwCwZMkS+Hw+FBQUYPHixQgEAsjPzwcA1NfXIy0tDdXV1bBarVHbRhMMBmGxWKDrOsxmc498YBCRcRklAzQAaG1tRUlJCe644w4UFhbi22+/ha7reO2112C32zFmzBiUlJTA5XJFwg4AcnJysH37dgBAUVERcnJyItNSUlKQnZ2N4uLiLtsSERmdZe/evVi1ahWampqQl5cHj8eDYcOGwWq1IjMzE59//jn69esHj8cDh8PRobHD4YDH4wGAqNNtNlvUtqcLhUIQEQAnPlWIiGJNW7BgAebOnQuHw4H8/HysW7cOe/bswbFjx5CXl4fp06fj2LFjEBFoWsfBc03TEAqFACDq9K7anm7FihWwWCywWCyw2Wzd+HaJiM6PtnHjRgSDQWRlZWHlypV46aWXMGLECFitVixduhRJSUn44IMPYLfb4fV6OzT2er2w2+0AEHV6V21Pt2zZMui6Dl3X4ff7u/HtEhGdHw0A3nzzTcycORNNTU1ITEzsMEO/fv3Q2NgIt9uNqqoqNDc3R6YVFxfD7XYDAEaPHo3S0tLItJaWFlRWVsLtdnfZ9oyiNA1mszlyIyKKuccff1wmTJggwWBQ7rnnHrnlllvE4/FIKBSS999/X2w2m5SVlYmIyJQpUyQvL08CgYBUVFTI4MGDZePGjSIismXLFklJSZGysjIJBAKyaNEimThxYmTYPVrbaIxy2gARxYZRMgA/+9nPpLGxUUREGhoa5JFHHpGMjAxJTU2VsWPHyvr16yMz19bWyrRp0yQ5OVlcLpfk5+d3eLKCggLJyMiQpKQkmTp1qtTU1Ci3PRujLCgiig2jZIBJ5OSws0EZ5RwrIooNo2QAvxtORKSAYUlEpIBhSUSkgGFJRKSAYUlEpIBhSUSkgGFJRKSAYUlEpIBhSUSkgGFJRKSAYUlEpIBhSUSkgGFJRKSAYUlEpIBhSUSkgGFJRKTAEusCuiL8l7hEl7Twth/r65QbPix1XQcA/ktcokucruuwWGIXWYYPy/Bl5Nva2mK6oFQEg0HYbDb4/X7D/wsM1toz+kqtfaVO4ERIxsfHx7xOY6cPTvxbXACwWCwxX1iq+tK/8GWtPaOv1NpX6gS+y4KYvX5MX52IqI8wfFiaTCYsX74cJpMp1qV0ibX2DNba/fpKnYBxajX8v8IlIjICw/csiYiMgGFJRKSAYUlEpOCiD8u+dEi2L9UaCoViXUJU4S8zUM/oS+tqd9V6UYZlU1MTmpqaoOt6zEfQunL06FHs3LkTzc3Nhq917969yM/Ph67r0DTNsIG5Y8cOzJ07F3V1dYbfqA8fPoytW7eioqICXq831uVEdclvV3KRKS8vl2uuuUZ+/OMfy4gRI+Stt96Sffv2xbqsTpWXl8vIkSNl4sSJ4nQ65W9/+5uIiIRCoRhXdqZQKCQ33HCDDBkyRF544QUJBAIiIhIMBmNcWUc7duwQl8slzz33nLS0tEQeN+IyLS8vl1GjRsmkSZNk2LBhsnz5cvH5fLEuq1PcrkQuqrA8dOiQZGdny2uvvSaNjY2ycuVKyc3NlYcffliKiopiXV4H+/btk4yMDFm1apWIiCxdulTS09OloaEhxpWd3XPPPSdz5syRZ555Rp599llpb28XEeMEZiAQkEceeUR+//vfRx47duxYh9A0iqqqKhk6dKjk5+eLiMjbb78t2dnZ4vF4YlzZmbhdnXBR7Yb7fD5cffXVyMvLQ1JSEp5++mk89thjCIVCePnll1FaWhrrEiM2b96Mu+++Gz//+c8BAL/73e+QnZ2Nf/zjHwCMeUxo1KhROHToEMaPH4/a2lqsWLECbW1tMf8aWlhcXBxaWlowbtw4tLe345ZbbsHs2bNx5ZVX4uWXX0ZFRUWsS4zYunUrbrzxRjz66KMAgHnz5sHtduPgwYP45ptvUFtbG+MKv8Pt6gRjrOXdxO/3Y9OmTfjiiy8ij02dOhUPPvggbDYbCgsLceTIkRhW+J3+/fvD6XQCAAKBAABg4MCBqKysBABDHhP6/ve/j5SUFOTm5uKee+5BbW0t8vPz8emnn+Ivf/lLTGsTEfh8Pui6jsbGRjz77LO47LLL8O6772LJkiXYvn07Vq1ahQMHDsS0zjBN07BlyxaUlZUBAH71q1/h008/xdNPP40HH3wQ8+fPx7///e8YV3mCz+frM9tVYmJiz21XF9w3NYBgMBjZFXzyySdl9uzZsmfPng7zfPjhhzJ+/PiY7zboui4i0mF3K7w7+8ILL8jTTz/dYf5YHsPqbPf65ptvlq+//lpaW1tl27ZtkpubKyaTSd577z0Ric2xwWAwGHnddevWyfz582XevHnS3NwcmWfDhg3ywx/+UL744oter+9U4b//rl27ZO7cuZKeni533XWXWK1W2bVrl4iIFBcXyyOPPCJLliyRQCAQk2Xa2toqIiJ+v19ETuzOGnW7CtcaDAbF7/dHtqfu3q76dM/yv//7v1FRUQFN0yLd6xkzZsBiseDNN9/Et99+G5n39ttvx6BBg1BYWBjTWs1mM0QEDocjMi186bmEhIQOuzTvv/8+3nvvvV6/8PGpyzU84h0+FWfYsGHYs2cPEhIS0NjYiE2bNmH8+PE4ePAgAoFAr/aIT69TROB2u5GQkIANGzZ02O3+yU9+ggEDBmDNmjW9Vl9ntYav8DNy5EisXLkSH374Ie69914sXLgQI0eOhK7rGDNmDNLT01FWVoa4uLhe38v45ptvcM899+C+++7DU089hebmZjzwwAMwm82G267Ctc6ZMwdPPPEEWlpaYLFYEAqFun276rNh2djYiJtuugk33HADvv7668hKeNNNN+HWW29FZWUl/vjHP2LPnj2RNldccQUyMjJiXqvJZOr0tBu73R75A77xxhv4xS9+gQkTJvTqJbROrzUcROEV75ZbbsGRI0ewceNGzJkzB3/6058wf/58VFRUoKmpKWZ1ms1mmEwmZGVl4dZbb8X3vvc9fPDBBx12u0eOHIkRI0b0Wo1nqxU4cdjA6XQiJycHPp8PRUVFaGhoiCznxMREuFyuyK5kb9m5cycmT56MSZMm4dprr8WBAwewfPlyjB492nDb1am1jh07FtXV1Vi2bFnk1LawbtuuLqD3G3M//OEP5YEHHpCMjAzZtm1bh2l/+ctf5MEHH5QbbrhBXnzxRVm+fLmkpKTIjh07DFPr6bu5W7ZskYULF8o777wjmZmZUlJSEotSO601vPv4ySefiMvlkkGDBsnatWtFRKSlpSUmo/jR/v5r166VhQsXyrx58+SNN96Ql19+WZxOp3zzzTe9XufZag0v03//+98yZcoUWblypfz973+X1157TVwul5SVlfVqje3t7TJv3jx58cUXReTEIZV33nlHJk2aFJnHKNvV2WqdPHlyZJ7w4Yvu2q76bFiWlpbK9OnT5dChQ/Lkk092usHs3r1bVq9eLbfddps89NBDMQufaLWeGpibNm0Sk8kkQ4YMMWStYY8++qh88MEHIvLdBt/bVOosLy+X119/XXJzc2XevHmGXqavvvqq5Obmitvtlh/96EcxqTUUCsmCBQvkyy+/jARNQ0ODDBs2TIqLiyPz7d69WwoKCmK6XUWr9fQPmc2bN3fLdtVnw1LkuwO7Ho9HHn/88U5XQpETCzbWJyVHq1XXdQmFQrJ//3657bbbZOfOnbEstc8sV9U6Tx0AihWVWr1erzQ0NHQYmOptH3/8ceR3Xdfl+PHjMnz4cNm8efMZ8/r9/pguV9Vaa2trZcaMGRe8XfXpsDy1V1ZfX3/GShgeDTOCrmoNa2pq6u3SztBVrbHqTZ7uYvr7x/qD5/TXPrXeGTNmyLp16yL3P/zwQ6mvr++12k53LrWuX79eWlpauuWLCX0yLM+2UoVXwqysLPnXv/7Vy1V1jrV2v75Sp8jFUev06dPl1VdfFRGR1atXy6BBg844hai3qdaalJQklZWV3fKahr9S+t69e/HZZ58BAGbNmgWXyxV1/oaGBjz77LP44osv8PXXX8Nms/XaqRes9dKtE7j4ag3/69k5c+Zg1qxZsFqtWLRoET766COMHj26V+o0VK3dErk9pLy8XNLT0+Wxxx6TzMxMue+++6SqqkpEop/83NDQIIcPH+6tMkWEtfaEvlKnyMVd669+9StxOp2SnZ0t27dvv2RrNWxY1tfXy5gxYyIXGqitrZWrrrpKli9fHtvCOsFau19fqVPk4q/1pZdeEpPJ1OunXRmtVsOG5d69e+X2228Xke8GFN566y2ZNWuWiBjnSjcirLUn9JU6RS6NWmtra3unwFMYrVbDfoNnyJAhmDhxIgBEzrS32+0oKytDIBA44+ohp9/vTay1+/WVOoGLu9bw11yHDBnSu4XCgLX2SASfp9raWikvLz/jWEP4FJC9e/dKTk5Oh2MV3TXSda5Ya/frK3WKsNaeYuRaDROWpaWlctVVV8mkSZPk6quvll//+tdnzHP06FEZMWJE5IB4fn6+5ObmitfrZa19vNa+UidrvXRr/f9hgOxbvZ8H+AAAAABJRU5ErkJggg==",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "axe.plot(weather09.time, weather09.atm_sea * 100, '-o')\n",
@@ -5486,7 +4623,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": null,
    "id": "cffec2f9",
    "metadata": {},
    "outputs": [],
@@ -5496,7 +4633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": null,
    "id": "710fa93d",
    "metadata": {},
    "outputs": [],
@@ -5506,7 +4643,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": null,
    "id": "7a9a2b05",
    "metadata": {},
    "outputs": [],
@@ -5555,32 +4692,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": null,
    "id": "9d2fd74d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1.326894  , 1.26174255, 1.12046175, 1.23214995, 1.1116317 ,\n",
-       "       1.4299908 , 1.20542115, 1.4486055 , 1.5407244 , 1.29944925,\n",
-       "       1.23167265, 1.16198685, 1.07941395, 1.3435995 , 1.3116204 ,\n",
-       "       1.38059025, 1.11330225, 1.0724931 , 1.131201  , 1.1302464 ,\n",
-       "       1.18919295, 1.45266255])"
-      ]
-     },
-     "execution_count": 84,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "(fractions[:,2:4].sum(axis=1) / 2. - fractions[:, components.index('O2')]) * ( 1 + 3.773)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": null,
    "id": "1d6d94a7",
    "metadata": {},
    "outputs": [],
@@ -5590,21 +4712,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": null,
    "id": "a3884f2c",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'for frac in fractions:\\n    gas.Y = {x: y for x, y in zip(components, frac)} \\n    print({elem: gas.elemental_mole_fraction(elem) for elem in gas.element_names})\\n    print(sum([gas.elemental_mole_fraction(elem) for elem in gas.element_names]))'"
-      ]
-     },
-     "execution_count": 86,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "'''for frac in fractions:\n",
     "    gas.Y = {x: y for x, y in zip(components, frac)} \n",
@@ -5622,29 +4733,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": null,
    "id": "50884b08",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'O2': 1.634333196302546e-08,\n",
-       " 'N2': 0.0014299020481404884,\n",
-       " 'H2': 1.3281769137764726e-08,\n",
-       " 'C': 716.6759156716466,\n",
-       " 'CO2': -393.5077576704113,\n",
-       " 'H2O': -241.82462162536495,\n",
-       " 'CO': -110.52936976271478,\n",
-       " 'CH4': -74.5995744749737,\n",
-       " 'C3H8': -103.85333587295308}"
-      ]
-     },
-     "execution_count": 87,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "{comp: gas.species(comp).thermo.h(273.15+25) / 1e6 for comp in '''\n",
     "O2\n",
@@ -5660,7 +4752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": null,
    "id": "3c86d089",
    "metadata": {},
    "outputs": [],
@@ -5678,21 +4770,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": null,
    "id": "812ba6eb",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3019.350799684347"
-      ]
-     },
-     "execution_count": 89,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "dhCO = gas.species(\"CO\").thermo.h(273.15+25) - gas.species(\"CO2\").thermo.h(273.15+25) # J / kmol\n",
     "gas.TPX = 273.15, ct.one_atm, \"CO:1\"\n",
@@ -5710,7 +4791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": null,
    "id": "16aa0dfb",
    "metadata": {},
    "outputs": [],
@@ -5774,22 +4855,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": null,
    "id": "7079e99f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1b064e39bb0>]"
-      ]
-     },
-     "execution_count": 91,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
     "plt.plot(HV_CV_Lower, HV_CPl, 'x')"
    ]
@@ -5804,22 +4875,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": null,
    "id": "6b02caaf",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1b0646c07f0>]"
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
     "plt.plot(HV_CV_Lower, HV_CVl, 'x')"
    ]
@@ -5834,29 +4895,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": null,
    "id": "76c19f15",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\891169795.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
-      "  plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<StemContainer object of 3 artists>"
-      ]
-     },
-     "execution_count": 93,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.stem(np.arange(len(HV_CPl)), HV_CPl- HV_CV_Lower)\n",
     "plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')"
@@ -5872,7 +4914,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": null,
    "id": "d023d019",
    "metadata": {},
    "outputs": [],
@@ -5882,7 +4924,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": null,
    "id": "d6a19fe9",
    "metadata": {},
    "outputs": [],
@@ -5894,7 +4936,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": null,
    "id": "467ac168",
    "metadata": {},
    "outputs": [],
@@ -5912,7 +4954,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": null,
    "id": "3322b2c5",
    "metadata": {},
    "outputs": [],
@@ -5925,778 +4967,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": null,
    "id": "d9478620",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date_Time</th>\n",
-       "      <th></th>\n",
-       "      <th>O2 %</th>\n",
-       "      <th>Air ratio</th>\n",
-       "      <th>Exc.Air %</th>\n",
-       "      <th>CO2 %</th>\n",
-       "      <th>CO ppm</th>\n",
-       "      <th>CO @0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Cooler °C</th>\n",
-       "      <th>T-Hose °C</th>\n",
-       "      <th>In1</th>\n",
-       "      <th>In2</th>\n",
-       "      <th>In3</th>\n",
-       "      <th>In4</th>\n",
-       "      <th>AUX_tc °C</th>\n",
-       "      <th>Status</th>\n",
-       "      <th>CO %</th>\n",
-       "      <th>HV kcal/Nm3</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-10-13 11:34:45</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.69</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12.34</td>\n",
-       "      <td>543774.813</td>\n",
-       "      <td>560088</td>\n",
-       "      <td>562239</td>\n",
-       "      <td>702236</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>54.377481</td>\n",
-       "      <td>1640.823633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-10-13 11:34:46</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12.84</td>\n",
-       "      <td>562813.313</td>\n",
-       "      <td>579698</td>\n",
-       "      <td>579713</td>\n",
-       "      <td>724062</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>56.281331</td>\n",
-       "      <td>1698.271716</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-10-13 11:34:47</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.49</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12.84</td>\n",
-       "      <td>562813.313</td>\n",
-       "      <td>574070</td>\n",
-       "      <td>576172</td>\n",
-       "      <td>719639</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>56.281331</td>\n",
-       "      <td>1698.271716</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-10-13 11:34:48</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.49</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>2</td>\n",
-       "      <td>13.23</td>\n",
-       "      <td>577399.813</td>\n",
-       "      <td>588948</td>\n",
-       "      <td>591105</td>\n",
-       "      <td>738290</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>57.739981</td>\n",
-       "      <td>1742.286027</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-10-13 11:34:49</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.44</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>2</td>\n",
-       "      <td>13.39</td>\n",
-       "      <td>583123.875</td>\n",
-       "      <td>594786</td>\n",
-       "      <td>595500</td>\n",
-       "      <td>743780</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>58.312387</td>\n",
-       "      <td>1759.558207</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15824</th>\n",
-       "      <td>2022-10-13 15:58:30</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.34</td>\n",
-       "      <td>---</td>\n",
-       "      <td>-100</td>\n",
-       "      <td>0.41</td>\n",
-       "      <td>1972.226</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>0.197223</td>\n",
-       "      <td>5.951131</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15825</th>\n",
-       "      <td>2022-10-13 15:58:31</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.36</td>\n",
-       "      <td>---</td>\n",
-       "      <td>-100</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>1901.880</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>0.190188</td>\n",
-       "      <td>5.738864</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15826</th>\n",
-       "      <td>2022-10-13 15:58:32</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.37</td>\n",
-       "      <td>---</td>\n",
-       "      <td>-100</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>1848.294</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>0.184829</td>\n",
-       "      <td>5.577170</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15827</th>\n",
-       "      <td>2022-10-13 15:58:33</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.37</td>\n",
-       "      <td>---</td>\n",
-       "      <td>-100</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>1848.294</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>0.184829</td>\n",
-       "      <td>5.577170</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15828</th>\n",
-       "      <td>2022-10-13 15:58:34</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20.37</td>\n",
-       "      <td>---</td>\n",
-       "      <td>-100</td>\n",
-       "      <td>0.35</td>\n",
-       "      <td>1712.067</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "      <td>0.171207</td>\n",
-       "      <td>5.166109</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>15829 rows × 37 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
-       "0     2022-10-13 11:34:45     ---   0.69       1.03         3  12.34   \n",
-       "1     2022-10-13 11:34:46       0   0.61       1.03         3  12.84   \n",
-       "2     2022-10-13 11:34:47       0   0.49       1.02         2  12.84   \n",
-       "3     2022-10-13 11:34:48       0   0.49       1.02         2  13.23   \n",
-       "4     2022-10-13 11:34:49       0   0.44       1.02         2  13.39   \n",
-       "...                   ...     ...    ...        ...       ...    ...   \n",
-       "15824 2022-10-13 15:58:30       0  20.34        ---      -100   0.41   \n",
-       "15825 2022-10-13 15:58:31       0  20.36        ---      -100   0.39   \n",
-       "15826 2022-10-13 15:58:32       0  20.37        ---      -100   0.38   \n",
-       "15827 2022-10-13 15:58:33       0  20.37        ---      -100   0.38   \n",
-       "15828 2022-10-13 15:58:34       0  20.37        ---      -100   0.35   \n",
-       "\n",
-       "           CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
-       "0      543774.813        560088          562239             702236  ...   \n",
-       "1      562813.313        579698          579713             724062  ...   \n",
-       "2      562813.313        574070          576172             719639  ...   \n",
-       "3      577399.813        588948          591105             738290  ...   \n",
-       "4      583123.875        594786          595500             743780  ...   \n",
-       "...           ...           ...             ...                ...  ...   \n",
-       "15824    1972.226             0               0                  0  ...   \n",
-       "15825    1901.880             0               0                  0  ...   \n",
-       "15826    1848.294             0               0                  0  ...   \n",
-       "15827    1848.294             0               0                  0  ...   \n",
-       "15828    1712.067             0               0                  0  ...   \n",
-       "\n",
-       "       Cooler °C  T-Hose °C  In1   In2   In3   In4   AUX_tc °C  Status   \\\n",
-       "0            5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "1            5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "2            5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "3            5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "4            5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "...          ...        ...   ...   ...   ...   ...        ...      ...   \n",
-       "15824        5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "15825        5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "15826        5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "15827        5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "15828        5.0        ---   ---   ---   ---   ---        ---       48   \n",
-       "\n",
-       "            CO %  HV kcal/Nm3  \n",
-       "0      54.377481  1640.823633  \n",
-       "1      56.281331  1698.271716  \n",
-       "2      56.281331  1698.271716  \n",
-       "3      57.739981  1742.286027  \n",
-       "4      58.312387  1759.558207  \n",
-       "...          ...          ...  \n",
-       "15824   0.197223     5.951131  \n",
-       "15825   0.190188     5.738864  \n",
-       "15826   0.184829     5.577170  \n",
-       "15827   0.184829     5.577170  \n",
-       "15828   0.171207     5.166109  \n",
-       "\n",
-       "[15829 rows x 37 columns]"
-      ]
-     },
-     "execution_count": 98,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1013_raw"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": null,
    "id": "c586397e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\720058084.py:1: DtypeWarning: Columns (2,4,5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date_Time</th>\n",
-       "      <th></th>\n",
-       "      <th>O2 %</th>\n",
-       "      <th>Air ratio</th>\n",
-       "      <th>Exc.Air %</th>\n",
-       "      <th>CO2 %</th>\n",
-       "      <th>CO ppm</th>\n",
-       "      <th>CO @0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Sample flow l/h</th>\n",
-       "      <th>current pump load %</th>\n",
-       "      <th>Cooler °C</th>\n",
-       "      <th>T-Hose °C</th>\n",
-       "      <th>In1</th>\n",
-       "      <th>In2</th>\n",
-       "      <th>In3</th>\n",
-       "      <th>In4</th>\n",
-       "      <th>AUX_tc °C</th>\n",
-       "      <th>Status</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-10-19 13:50:26</td>\n",
-       "      <td>---</td>\n",
-       "      <td>21.54</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.2</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-10-19 13:50:27</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.55</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.2</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-10-19 13:50:28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.55</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-10-19 13:50:29</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.55</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-10-19 13:50:30</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.55</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.04</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172588</th>\n",
-       "      <td>2022-10-21 13:46:54</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.43</td>\n",
-       "      <td>515343.750</td>\n",
-       "      <td>510190</td>\n",
-       "      <td>508331</td>\n",
-       "      <td>634906</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172589</th>\n",
-       "      <td>2022-10-21 13:46:55</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.43</td>\n",
-       "      <td>515343.750</td>\n",
-       "      <td>510190</td>\n",
-       "      <td>508331</td>\n",
-       "      <td>634906</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172590</th>\n",
-       "      <td>2022-10-21 13:46:56</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.43</td>\n",
-       "      <td>515357.813</td>\n",
-       "      <td>510204</td>\n",
-       "      <td>508344</td>\n",
-       "      <td>634921</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172591</th>\n",
-       "      <td>2022-10-21 13:46:57</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.43</td>\n",
-       "      <td>515357.813</td>\n",
-       "      <td>510204</td>\n",
-       "      <td>508343</td>\n",
-       "      <td>634920</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>172592</th>\n",
-       "      <td>2022-10-21 13:46:58</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.43</td>\n",
-       "      <td>515366.313</td>\n",
-       "      <td>510213</td>\n",
-       "      <td>508351</td>\n",
-       "      <td>634930</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>172593 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
-       "0      2022-10-19 13:50:26     ---  21.54        ---       ---   0.04   \n",
-       "1      2022-10-19 13:50:27       0  21.55        ---       ---   0.04   \n",
-       "2      2022-10-19 13:50:28       0  21.55        ---       ---   0.04   \n",
-       "3      2022-10-19 13:50:29       0  21.55        ---       ---   0.04   \n",
-       "4      2022-10-19 13:50:30       0  21.55        ---       ---   0.04   \n",
-       "...                    ...     ...    ...        ...       ...    ...   \n",
-       "172588 2022-10-21 13:46:54       0  -0.29       0.99        -1  17.43   \n",
-       "172589 2022-10-21 13:46:55       0  -0.29       0.99        -1  17.43   \n",
-       "172590 2022-10-21 13:46:56       0  -0.29       0.99        -1  17.43   \n",
-       "172591 2022-10-21 13:46:57       0  -0.29       0.99        -1  17.43   \n",
-       "172592 2022-10-21 13:46:58       0  -0.29       0.99        -1  17.43   \n",
-       "\n",
-       "            CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
-       "0            0.000             0               0                  0  ...   \n",
-       "1            0.000             0               0                  0  ...   \n",
-       "2            0.000             0               0                  0  ...   \n",
-       "3            0.000             0               0                  0  ...   \n",
-       "4            0.000             0               0                  0  ...   \n",
-       "...            ...           ...             ...                ...  ...   \n",
-       "172588  515343.750        510190          508331             634906  ...   \n",
-       "172589  515343.750        510190          508331             634906  ...   \n",
-       "172590  515357.813        510204          508344             634921  ...   \n",
-       "172591  515357.813        510204          508343             634920  ...   \n",
-       "172592  515366.313        510213          508351             634930  ...   \n",
-       "\n",
-       "        Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   \\\n",
-       "0                  60.2                   51        5.0        ---   ---   \n",
-       "1                  60.2                   51        5.0        ---   ---   \n",
-       "2                  60.1                   51        5.0        ---   ---   \n",
-       "3                  60.0                   51        5.0        ---   ---   \n",
-       "4                  60.0                   51        5.0        ---   ---   \n",
-       "...                 ...                  ...        ...        ...   ...   \n",
-       "172588             60.0                   53        5.0        ---   ---   \n",
-       "172589             60.0                   53        5.0        ---   ---   \n",
-       "172590             60.0                   53        5.0        ---   ---   \n",
-       "172591             60.0                   53        5.0        ---   ---   \n",
-       "172592             60.0                   53        5.0        ---   ---   \n",
-       "\n",
-       "        In2   In3   In4   AUX_tc °C  Status   \n",
-       "0        ---   ---   ---        ---       48  \n",
-       "1        ---   ---   ---        ---       48  \n",
-       "2        ---   ---   ---        ---       48  \n",
-       "3        ---   ---   ---        ---       48  \n",
-       "4        ---   ---   ---        ---       48  \n",
-       "...      ...   ...   ...        ...      ...  \n",
-       "172588   ---   ---   ---        ---       48  \n",
-       "172589   ---   ---   ---        ---       48  \n",
-       "172590   ---   ---   ---        ---       48  \n",
-       "172591   ---   ---   ---        ---       48  \n",
-       "172592   ---   ---   ---        ---       48  \n",
-       "\n",
-       "[172593 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 99,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n",
     "X1019_raw"
@@ -6704,393 +4988,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": null,
    "id": "ae46697f",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\2870550581.py:1: DtypeWarning: Columns (2) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date_Time</th>\n",
-       "      <th></th>\n",
-       "      <th>O2 %</th>\n",
-       "      <th>Air ratio</th>\n",
-       "      <th>Exc.Air %</th>\n",
-       "      <th>CO2 %</th>\n",
-       "      <th>CO ppm</th>\n",
-       "      <th>CO @0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Sample flow l/h</th>\n",
-       "      <th>current pump load %</th>\n",
-       "      <th>Cooler °C</th>\n",
-       "      <th>T-Hose °C</th>\n",
-       "      <th>In1</th>\n",
-       "      <th>In2</th>\n",
-       "      <th>In3</th>\n",
-       "      <th>In4</th>\n",
-       "      <th>AUX_tc °C</th>\n",
-       "      <th>Status</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-10-26 10:58:32</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.64</td>\n",
-       "      <td>1.03</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13.93</td>\n",
-       "      <td>529838.813</td>\n",
-       "      <td>545734</td>\n",
-       "      <td>546500</td>\n",
-       "      <td>682578</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>52</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-10-26 10:58:42</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.37</td>\n",
-       "      <td>559243.625</td>\n",
-       "      <td>571499</td>\n",
-       "      <td>570882</td>\n",
-       "      <td>713032</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>52</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-10-26 10:58:52</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.26</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.39</td>\n",
-       "      <td>577013.000</td>\n",
-       "      <td>582783</td>\n",
-       "      <td>584394</td>\n",
-       "      <td>729908</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>52</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-10-26 10:59:02</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.21</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.31</td>\n",
-       "      <td>578459.438</td>\n",
-       "      <td>584244</td>\n",
-       "      <td>584321</td>\n",
-       "      <td>729817</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-10-26 10:59:12</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.18</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.33</td>\n",
-       "      <td>578049.250</td>\n",
-       "      <td>583830</td>\n",
-       "      <td>583108</td>\n",
-       "      <td>728302</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>52</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17212</th>\n",
-       "      <td>2022-10-28 10:47:23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.22</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.20</td>\n",
-       "      <td>499715.656</td>\n",
-       "      <td>494719</td>\n",
-       "      <td>494425</td>\n",
-       "      <td>617536</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>53</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17213</th>\n",
-       "      <td>2022-10-28 10:47:33</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.22</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.19</td>\n",
-       "      <td>500295.563</td>\n",
-       "      <td>495293</td>\n",
-       "      <td>494991</td>\n",
-       "      <td>618243</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>53</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17214</th>\n",
-       "      <td>2022-10-28 10:47:43</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.23</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.18</td>\n",
-       "      <td>500632.594</td>\n",
-       "      <td>495626</td>\n",
-       "      <td>495310</td>\n",
-       "      <td>618643</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>53</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17215</th>\n",
-       "      <td>2022-10-28 10:47:53</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.23</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.16</td>\n",
-       "      <td>500998.750</td>\n",
-       "      <td>495989</td>\n",
-       "      <td>495635</td>\n",
-       "      <td>619049</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.2</td>\n",
-       "      <td>52</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17216</th>\n",
-       "      <td>2022-10-28 10:48:03</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.23</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>17.12</td>\n",
-       "      <td>502340.094</td>\n",
-       "      <td>497317</td>\n",
-       "      <td>496910</td>\n",
-       "      <td>620641</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>17217 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                Date_Time          O2 %  Air ratio   Exc.Air %  CO2 %  \\\n",
-       "0     2022-10-26 10:58:32     ---  0.64        1.03          3  13.93   \n",
-       "1     2022-10-26 10:58:42       0  0.43        1.02          2  14.37   \n",
-       "2     2022-10-26 10:58:52       0  0.26        1.01          1  14.39   \n",
-       "3     2022-10-26 10:59:02       0  0.21        1.01          1  14.31   \n",
-       "4     2022-10-26 10:59:12       0  0.18        1.01          1  14.33   \n",
-       "...                   ...     ...   ...         ...        ...    ...   \n",
-       "17212 2022-10-28 10:47:23       0 -0.22        0.99         -1  17.20   \n",
-       "17213 2022-10-28 10:47:33       0 -0.22        0.99         -1  17.19   \n",
-       "17214 2022-10-28 10:47:43       0 -0.23        0.99         -1  17.18   \n",
-       "17215 2022-10-28 10:47:53       0 -0.23        0.99         -1  17.16   \n",
-       "17216 2022-10-28 10:48:03       0 -0.23        0.99         -1  17.12   \n",
-       "\n",
-       "           CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
-       "0      529838.813        545734          546500             682578  ...   \n",
-       "1      559243.625        571499          570882             713032  ...   \n",
-       "2      577013.000        582783          584394             729908  ...   \n",
-       "3      578459.438        584244          584321             729817  ...   \n",
-       "4      578049.250        583830          583108             728302  ...   \n",
-       "...           ...           ...             ...                ...  ...   \n",
-       "17212  499715.656        494719          494425             617536  ...   \n",
-       "17213  500295.563        495293          494991             618243  ...   \n",
-       "17214  500632.594        495626          495310             618643  ...   \n",
-       "17215  500998.750        495989          495635             619049  ...   \n",
-       "17216  502340.094        497317          496910             620641  ...   \n",
-       "\n",
-       "       Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   In2   \\\n",
-       "0                 59.9                   52       13.0        ---   ---   ---   \n",
-       "1                 60.1                   52       13.0        ---   ---   ---   \n",
-       "2                 60.1                   52       13.0        ---   ---   ---   \n",
-       "3                 60.0                   52       13.0        ---   ---   ---   \n",
-       "4                 59.9                   52       13.0        ---   ---   ---   \n",
-       "...                ...                  ...        ...        ...   ...   ...   \n",
-       "17212             59.9                   53       14.0        ---   ---   ---   \n",
-       "17213             59.9                   53       14.0        ---   ---   ---   \n",
-       "17214             60.1                   53       14.0        ---   ---   ---   \n",
-       "17215             60.2                   52       14.0        ---   ---   ---   \n",
-       "17216             60.0                   52       14.0        ---   ---   ---   \n",
-       "\n",
-       "       In3   In4   AUX_tc °C  Status   \n",
-       "0       ---   ---        ---       48  \n",
-       "1       ---   ---        ---       48  \n",
-       "2       ---   ---        ---       48  \n",
-       "3       ---   ---        ---       48  \n",
-       "4       ---   ---        ---       48  \n",
-       "...     ...   ...        ...      ...  \n",
-       "17212   ---   ---        ---       48  \n",
-       "17213   ---   ---        ---       48  \n",
-       "17214   ---   ---        ---       48  \n",
-       "17215   ---   ---        ---       48  \n",
-       "17216   ---   ---        ---       48  \n",
-       "\n",
-       "[17217 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n",
     "X1026_raw"
@@ -7098,385 +4999,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": null,
    "id": "f722824e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date_Time</th>\n",
-       "      <th></th>\n",
-       "      <th>O2 %</th>\n",
-       "      <th>Air ratio</th>\n",
-       "      <th>Exc.Air %</th>\n",
-       "      <th>CO2 %</th>\n",
-       "      <th>CO ppm</th>\n",
-       "      <th>CO @0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 ppm</th>\n",
-       "      <th>CO @0.0%O2 mg/Nm3</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Sample flow l/h</th>\n",
-       "      <th>current pump load %</th>\n",
-       "      <th>Cooler °C</th>\n",
-       "      <th>T-Hose °C</th>\n",
-       "      <th>In1</th>\n",
-       "      <th>In2</th>\n",
-       "      <th>In3</th>\n",
-       "      <th>In4</th>\n",
-       "      <th>AUX_tc °C</th>\n",
-       "      <th>Status</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2022-11-03 09:21:03</td>\n",
-       "      <td>---</td>\n",
-       "      <td>21.46</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2022-11-03 09:21:13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.46</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2022-11-03 09:21:23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.46</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2022-11-03 09:21:33</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.46</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.03</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2022-11-03 09:21:43</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.46</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>0.03</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8701</th>\n",
-       "      <td>2022-11-04 09:31:13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>12.53</td>\n",
-       "      <td>568653.500</td>\n",
-       "      <td>562967</td>\n",
-       "      <td>560806</td>\n",
-       "      <td>700446</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8702</th>\n",
-       "      <td>2022-11-04 09:31:23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>12.49</td>\n",
-       "      <td>568608.938</td>\n",
-       "      <td>562923</td>\n",
-       "      <td>560753</td>\n",
-       "      <td>700380</td>\n",
-       "      <td>...</td>\n",
-       "      <td>59.9</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8703</th>\n",
-       "      <td>2022-11-04 09:31:33</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>12.44</td>\n",
-       "      <td>567972.438</td>\n",
-       "      <td>562293</td>\n",
-       "      <td>560144</td>\n",
-       "      <td>699619</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8704</th>\n",
-       "      <td>2022-11-04 09:31:43</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>12.41</td>\n",
-       "      <td>567513.875</td>\n",
-       "      <td>561839</td>\n",
-       "      <td>559756</td>\n",
-       "      <td>699136</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.1</td>\n",
-       "      <td>51</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8705</th>\n",
-       "      <td>2022-11-04 09:31:53</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.29</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>12.41</td>\n",
-       "      <td>567392.125</td>\n",
-       "      <td>561718</td>\n",
-       "      <td>559746</td>\n",
-       "      <td>699123</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>---</td>\n",
-       "      <td>48</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8706 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "               Date_Time           O2 % Air ratio  Exc.Air %  CO2 %  \\\n",
-       "0    2022-11-03 09:21:03     ---  21.46        ---       ---   0.02   \n",
-       "1    2022-11-03 09:21:13       0  21.46        ---       ---   0.02   \n",
-       "2    2022-11-03 09:21:23       0  21.46        ---       ---   0.02   \n",
-       "3    2022-11-03 09:21:33       0  21.46        ---       ---   0.03   \n",
-       "4    2022-11-03 09:21:43       0  21.46        ---       ---   0.03   \n",
-       "...                  ...     ...    ...        ...       ...    ...   \n",
-       "8701 2022-11-04 09:31:13       0  -0.29       0.99        -1  12.53   \n",
-       "8702 2022-11-04 09:31:23       0  -0.29       0.99        -1  12.49   \n",
-       "8703 2022-11-04 09:31:33       0  -0.29       0.99        -1  12.44   \n",
-       "8704 2022-11-04 09:31:43       0  -0.29       0.99        -1  12.41   \n",
-       "8705 2022-11-04 09:31:53       0  -0.29       0.99        -1  12.41   \n",
-       "\n",
-       "          CO ppm  CO @0%O2 ppm  CO @0.0%O2 ppm  CO @0.0%O2 mg/Nm3  ...  \\\n",
-       "0          0.000             0               0                  0  ...   \n",
-       "1          0.000             0               0                  0  ...   \n",
-       "2          0.000             0               0                  0  ...   \n",
-       "3          0.000             0               0                  0  ...   \n",
-       "4          0.000             0               0                  0  ...   \n",
-       "...          ...           ...             ...                ...  ...   \n",
-       "8701  568653.500        562967          560806             700446  ...   \n",
-       "8702  568608.938        562923          560753             700380  ...   \n",
-       "8703  567972.438        562293          560144             699619  ...   \n",
-       "8704  567513.875        561839          559756             699136  ...   \n",
-       "8705  567392.125        561718          559746             699123  ...   \n",
-       "\n",
-       "      Sample flow l/h  current pump load %  Cooler °C  T-Hose °C  In1   In2   \\\n",
-       "0                59.9                   52        5.0        ---   ---   ---   \n",
-       "1                60.0                   52        5.0        ---   ---   ---   \n",
-       "2                60.0                   52        5.0        ---   ---   ---   \n",
-       "3                60.0                   53        5.0        ---   ---   ---   \n",
-       "4                60.0                   53        5.0        ---   ---   ---   \n",
-       "...               ...                  ...        ...        ...   ...   ...   \n",
-       "8701             60.0                   51        5.0        ---   ---   ---   \n",
-       "8702             59.9                   52        5.0        ---   ---   ---   \n",
-       "8703             60.0                   52        5.0        ---   ---   ---   \n",
-       "8704             60.1                   51        5.0        ---   ---   ---   \n",
-       "8705             60.0                   52        5.0        ---   ---   ---   \n",
-       "\n",
-       "      In3   In4   AUX_tc °C  Status   \n",
-       "0      ---   ---        ---       48  \n",
-       "1      ---   ---        ---       48  \n",
-       "2      ---   ---        ---       48  \n",
-       "3      ---   ---        ---       48  \n",
-       "4      ---   ---        ---       48  \n",
-       "...    ...   ...        ...      ...  \n",
-       "8701   ---   ---        ---       48  \n",
-       "8702   ---   ---        ---       48  \n",
-       "8703   ---   ---        ---       48  \n",
-       "8704   ---   ---        ---       48  \n",
-       "8705   ---   ---        ---       48  \n",
-       "\n",
-       "[8706 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 101,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1103_raw = pd.read_csv('./221103/03_11_2022_09_21_02.csv', parse_dates=[['Date', 'Time']], dayfirst=True,)\n",
     "X1103_raw"
@@ -7484,7 +5010,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": null,
    "id": "9d995b8a",
    "metadata": {},
    "outputs": [],
@@ -7496,7 +5022,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": null,
    "id": "c290c4b4",
    "metadata": {},
    "outputs": [],
@@ -7508,7 +5034,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": null,
    "id": "0de6bab5",
    "metadata": {},
    "outputs": [],
@@ -7520,7 +5046,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": null,
    "id": "67835067",
    "metadata": {},
    "outputs": [],
@@ -7530,107 +5056,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": null,
    "id": "c9520176",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['Date_Time', ' ', 'O2 %', 'Air ratio ', 'Exc.Air %', 'CO2 %', 'CO ppm',\n",
-       "       'CO @0%O2 ppm', 'CO @0.0%O2 ppm', 'CO @0.0%O2 mg/Nm3',\n",
-       "       'CO @0.0%O2 g/Nm3', 'CO mg/Nm3', 'H2S ppm', 'H2S @0.0%O2 mg/Nm3',\n",
-       "       'CH4 %', 'CxHy %', 'H2 %', 'N2 %', 'Net cal.val. MJ/kg',\n",
-       "       'Net cal.val. MJ/m3', 'Gross cal. val. MJ/kg', 'Gross cal. val. MJ/m3',\n",
-       "       'T-gas °C', 'T-air °C', 'Diff. press. Pa', 'Sample flow l/h',\n",
-       "       'current pump load %', 'Cooler °C', 'T-Hose °C', 'In1 ', 'In2 ', 'In3 ',\n",
-       "       'In4 ', 'AUX_tc °C', 'Status ', 'CO %', 'HV kcal/Nm3'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 106,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1019_raw.columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": null,
    "id": "1c842b80",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.0"
-      ]
-     },
-     "execution_count": 107,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X1019_raw['CxHy %'].max()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": null,
    "id": "56df52a6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1b064e8b520>]"
-      ]
-     },
-     "execution_count": 108,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X1019_raw['Date_Time'], X1019_raw['O2 %'],)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": null,
    "id": "8270ac11",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "dd294711963643b0ae273812c9a7ff70",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAAFwCAYAAADdQNR7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AACtOElEQVR4nOzdd3hUZfbA8e+UZNIT0kPovYN0QVBQsYKuFQu7ioplXV3b7ur+dO27q+6qa9tVVHRVbGsBBQtWEEWk9x4gkJCE9D7l/v54p6aXOyXJ+TzPPGTavW9uhpk59z3vOQZN0zSEEEIIIYQQQoh2MgZ7AEIIIYQQQgghOgcJMIUQQgghhBBC6EICTCGEEEIIIYQQupAAUwghhBBCCCGELiTAFEIIIYQQQgihCwkwhRBCCCGEEELoQgJMIYQQQgghhBC6kABTCCGEEEIIIYQuJMAUQgghhBBCCKELCTCFEEIIIYQQQuhCAkwhhBBCCCGEELqQAFMIIYQQQgghhC4kwBRCCCGEEEIIoQsJMIUQQgghhBBC6EICTCGEEEIIIYQQupAAUwghhBBCCCGELiTAFEIIIYQQQgihCwkwhRBCCCGEEELoQgJMIYQQQgghhBC6kABTCCGEEEIIIYQuJMAUQgghhBBCCKELCTCFEEIIIYQQQuhCAkwhhBBCCCGEELqQAFMIIYQQQgghhC4kwBRCCCGEEEIIoQsJMIUQQgghhBBC6EICTCGEEEIIIYQQupAAUwghhBBCCCGELiTAFEIIIYQQQgihCwkwhRBCCCGEEELoQgJMIYQQQgghhBC6kABTCCGEEEIIIYQuJMAUQgghhBBCCKELCTCFEEIIIYQQQuhCAkwhhBBCCCGEELqQAFMIIYQQQgghhC4kwBRCCCGEEEIIoQsJMIUQQgghhBBC6EICTCGEEEIIIYQQupAAUwghhBBCCCGELiTAFEIIIYQQQgihCwkwhRBCCCGEEELowhzsAQh9OBwObDYbRqMRg8EQ7OEIIYQQQggRdJqm4XA4MJvNGI0ytxYIEmB2EjabDYvFEuxhCCGEEEIIEXJqamoIDw8P9jC6BAkwOwnXGZnq6mrMZvmz+pOmaSxZsoQ5c+bIbLGfybEOHDnWgSPHOnDkWAeOHOvAkWPdOna7HYvFIrOXASSRSCfheoMxmUyYTKYgj6Zz0zTNfZzljd2/5FgHjhzrwJFjHThyrANHjnXgyLFuGzlWgSOhvBBCCCGEEEIIXUiAKYQQQgghhBBCFxJgCiGEEEIIIYTQhQSYQgghhBBCCCF0IQGmEEIIIYQQQghdSIAphBBCCCGEEEIXEmAKIYQQQgghhNCFBJhCCCGEEEIIIXQhAaYQQgghhBBCCF1IgCmEEEIIIYQQQhcSYAohhBBCCCGE0IUEmEIIIYQQQgghdCEBphBCCCGEEEIIXUiAKYQQQgghhBBCFxJgCiGEEEIIIYTQhQSYQgghhBBCCCF0IQGmEEIIIYQQQghdSIAphBBCCCGEEEIXEmAKIYQQQgghhNCFBJhCCCGEEEIIIXQhAaYQQgghhBBCCF2Ygz0AIYQQQgghRNfywfpsFq48QG5pNQlRYTwwZzjTBqYEe1hCBxJgCiGEEEIIIQJm2ZYcbn93k/t6YUUt93y4hc9/P52ocBWe1NocfL87n6zjFRRV1jK+dyLDuseRFhcRrGGLFpIAUwghhBBCCBEwjy7bAcC95w7jorE9uHrRz6w/VMwtizdy04z+fLo5h+VbcjhaUu31rH0ApMRaeO7ysUzsmxiEkYuWkABTCCGEEEIIERAF5TVkF1UB8JsTe2M2GXn28rHMeXYVK3YcY8WOY+7HntArgRHd4zlSXEWNzc66g0Xkl9Xw5Je7WbxgcrB+BdEMCTCFEEIIIYQQAfHD3gIARvWIx2xS9Ua7J0Sy/Nbp3L9kGz/uP05yTDi/mzmQs0dmYDIa3M+tttoZcu9n7MsvD8rYRctIgCmEEEIIIUQXVVJpZevREgrKa+jRLZLIMDMxFjMR4UZiLWFEhpuwOzT+8/0+vtx+jOJKK7U2B7V2B7U2B2EmA+EmIzU2B5HhJv595ThGZMY3ur931h4G4KJxPXxuT4m18NwVY5sca0SYiRiLmaLKWjRNw2AwNPl4ERwSYAohhBBCCNGFaJrG59ty+WRzDl9sP0atzdHoY/skRRERZmJnblnzG66A99dlNxlgHi6qBOD0YWmtHjdAYnQ4hworKauxERcR1qZtCP+SAFMIIYQQQoguotbm4P6l23hrzSEAzEYD0wYmkxEfwdHiaiprbRyvqKWwopayahtZx1VAmBAVxpOXjOGEXglYzCbCTAbMJiNVtXYqa23sOlbG5S+tcafANqS8xkZ2URUWs5GM+Mg2jb+bM8AsLK+VADNESYAphBBCCCFEF2CzO7jmtbWs3FNArMXMn88ZyhnD0+kWHd7g4wsraimsqMHm0OiTFE1EmKneYyLDTUSGmzgxOpy0OAt78sopqbISH1k/+Nt8uBhNg6kDktv8OyQ5x3q8opY+ydFt3o7wHwkwhRBCCCGE6AIeXbaTlXsK6NEtktfnT6RfSkyTj0+MDiexkeCzLoPBQL/kGI6V1rDnWBnj+9RvI7L+UBEAJ/RMaPXYXWIsKnyprLU1+9g9x8q46Y21bd6XaBtjsAcghBBCCCGEaFhptZXN2cWUVFo5XFjJD3sLWF9gINerR6TV7qC02trkdrYdLeHV1QeIsZhZdHXzwWVbVNvsgJpdbMiGQ8UAjO3drc37sJhV+FJtbXzdKIDdoXHHe5vYfUwqzgaazGAKIYQQQgihk+LKWha8vo5eSVHEWMzsyy8nOcZCn6RockurSIgKZ9qAZKY0kSa69UgJz369lz15ZRwprmogmDLxxmPfMHtUBjkl1ezJK6eospaLx/Xg7rOG1kt53Z9fzg1vrEPT4LczBjAgVf/gEmBi30Q2HCrmWGl1vfs0TWNtViEGg2pR0lauNN1qq73RxzgcGvd8sIXN2SWkx0VwqM17E20hAaYQQgghhBA6eX9dNj9nFfJzVmGjj3nh2318fcfJDc4iOhwaV726loLyGgBMRgOD02Ipq7YSZTGTHhdBXn4eu0uMfLTxqM9z3/0lm/yyGl69eqLP7Q8s3c7hwipGZMZx9dQ+7f8lGxEdrkKLfXn1Zw335pVTWm1jcFosse0ozhMRpmYwa5qofPvKDwd455fDxEaYefmqCYy8t827E20gAaYQQgghhBA6Wb411/3zJeN7cMn4nuw6Vsah45UMTo/lD+9vxubQOHi8ssEAs6zaRkF5Dd2iwnjruslkdov0qZaqaRpLlizhy4pMPtmcw69P7M0dpw+m2mbnnH+t5Jtd+WQXVdKjWxSgCvv8tP84JqOBd68/scFCPXppqLCPy+bsEkD1u2wPi7npGUxN03jvl2wAHv3VSIZmxLVrf6L1JMAUQgghhBBCJ0XO9Yer/zST7gmqFYd3wZttR0t5edWBRtcpFlaq23slRTcZHD124Sjmn9SXE3omYDAYiCeMKf2TWbLpKGv2F9JjnAows45XUGNzMKpHPFHh/v3q3y9FVXVdc6D+7O3WoyrAPGdURrv24ZrBbCzAfPzzXew6Vka/5GjOHZWBw9H0Wk2hPwkwhRBCCCGE0IHV7uBQYSXR4SYy4iMafIyrKmthRU2D9+eXqdsrapqukhoZbmJsL99iOQaD+te74M/2nDIAhgVgJs+V+trQTObWIyrAHJnZ9vWX4JnBbChF9khxFc9/u4+ocBNPXDIag+uAiICSKrJCCCGEEELo4JudedgcGsMz4xsNbuKcwVdpVcMBpN2hAZAW1/pU0uHdVRDpHZxuP1oKEJBUUVf6a0WdFiIOh8b2o6WEmQwMTGtfgSH3GswGZjA/3ngEgEvG96wXfIvAkQBTCCGEEEIIHezLrwCgb1J0o48JM6rA09pI6qbVrm5Pjml9gOmaQSyv8QRf23NUgDmsu/8DzBhnCm55tW+AebSkiopaO/1TYtwzkG1lcVWRrTODqWkaH21QAeb5J2S2ax+ifSTAbKPly5czYcIE0tLS6NWrF/fdd5/7vrfffpsBAwaQmprKnDlzyM/Pd99XWFjIhRdeSGpqKv369eO1117z2W5TzxVCCCGEEKErt6QKgMn9Ext9jNmkvn7b7VqD99c6A6cwU+u/pkdbVIDnO4OpUlMHp8e2enut378K/srrpPfudwberjWa7eHpg+k7g7ntaCm7j5XTNzma0e1ogyLaTwLMNnrggQd44YUXOHbsGD/99BMLFy5kyZIlbN68mRtvvJGPPvqInJwcevbsyfz5893Pu/7660lMTCQnJ4dly5Zx++23s3btWoBmnyuEEEIIIULXsVK1fjItruH1lwBhJjWDaXM0HGC6ZjDbEmDGOAM8V4BZWWujoLyWpOhwn0q0/mI2GbGYjfUCzKzjKsDs08TMbku5quDW1OkN+s3OPADmjO4uay+DTIr8tNGqVaswm9Xh6969OyeddBKbNm3iq6++Yu7cuYwYMQKABx98kLS0NI4ePUp4eDgffvgh2dnZmEwmhgwZwrx581i4cCETJkzg5ZdfbvS53bt3D9rvKoQQQgghmnesrBqA9CYCTLNRBY6uQLKuWuftrpm61nD1oXQFeBsOFQOql2agxEaYKSivxWZ3YDYZ+WjDEe77eBtAg21ZWst1XGpsvjOYO3NVMaMxvRLavQ/RPjKD2Uau4BLAZrOxbt06hgwZwrp165g40dPcNikpiX79+rFhwwY2btxIZmYm6enp7vsnTpzI+vXrAZp8rhBCCCGECG0F5WoGM6mJ9ZNm1wxmIymypVWqAqxrprM1YiKcKbLOIjuumcP2Vm5tDXeabq2daqud37+z0X3fgNT2B5iuGczqOjOYO3KdxYzSpe9lsMkMpg4effRR4uLi+NWvfsWf//xnUlJSfO5PSUkhLy8Pi8XS6H0AeXl5Td5fl8PhQNPUm5Pdrs7iaJrmvk34h+v4ynH2PznWgSPHOnDkWAeOHOvA6crH2uHQWLr5KBP6JFJYXkuYyUCsxdTosTC7ivzYHQ0+psQZYJZV2xq8v6ljHR3uXAPpfO6BAhVgnjo0NWB/G/csarWV/FrfWcZ+yVHtHof3GkzXtqpq7WQVVJAQGUZqbLjPPrriazLYJMBspxUrVvD000/z448/Yjab0TQNo9F3YthoNLqDwcbuA5q9v64HH3yQBx54wOe2pUuXYjK1rzqXaJmlS5cGewhdhhzrwJFjHThyrANHjnXgdMVj/X2Ogf9lmciM0qioNRAXpjV5HHYUGwATWYcOs2TJwXr378tR9+cdOciSJQca3U5D+yizApjJPV7MkiVL+GmnETCSs2sjS3I3tvZXa5OachNg4JPPvuRopfpdAEZ2c/DNF8vbvf0jFQBmjuQeY8mSJQAcLAeHZiYlrKbecXFNwojAkQCzHbZt28Zll13G4sWLGTRoEACJiYkUFRX5PK6oqIjExEQiIiIava+55zbkvvvu49577wXUfx6LxcLs2bN90neF/jRNfXDMnj1bFpH7mRzrwJFjHThyrANHjnXgtOVYHymuQtNUIZr8shp2Hytjf34FZc4WF9MGJRMbEcbuY2WYDAYGpMYwfVByq9tcHDxeQWJ0uLuFR0NjL6yoJTE6nPyyGmIjwogMb/k+PvnvOuAYRyrV790nLYE5c6Y2+vjkfQX8e8fPpGV0Z86csfXuP7ZyPx9m7WT8yKHMOaV/g+Nt7FhXW+383y+fYwyPZM6cmfxr73dABVecN6vJwkN6+qhwLft25TNhynT25JXBni3MHJLKy78Zr8v2DxRU8Njm74iJT2TOnCkAvLP2MGzZwkkj+jFn9jCfx0uAGXgSibRRTk4O55xzDn/729+YNWuW+/bRo0ezadMmrrjiCgAqKirYs2cPo0aNIiIigqysLEpLS4mLU/nhGzZsYNSoUc0+tyF1ZzsBDAaDfIgGiBzrwJFjHThyrANHjnXgyLEOHO9jXVlr4w/vb6ZbVDj3njuMcGdqo8Oh8eiyHSxc1fjsHMDHm47Wu81kNNA/JZpam4ORPRJ46LzhJESFN7qN1XsLuHzhGgakxvDlbdMxGAz898csnv1mLxFhJuIiwsgpqaagvAaL2UiNs0VIXISZvsnRpMRa3PsNMxnpmRhFv+RoLhrXw/17muq8tnolRjX5egtzZprZHFqDj3MVlzWbmn7dNvS6jggzYTIa3EV+DhdVERFmJC0uImD/B1xrMKusdiqc/ThH90jQbf/uKrI2h3ubX2w/BsDQjLh6+5H/+4EnAWYbVFRUcO655zJv3jyuueYan/uuuuoq5syZw7x58xgyZAj33HMPkyZNon9/dQZq5syZ3H333Tz11FPs2bOHF198kXfeeadFzxVCCCGE6CieWrGHTzbnALD1aAkT+yZSXGFlU3axu+Jnv+RokmLCiY8Mp7iylvNPyKRnYhTFlbWs3nscq8NBj4RIDAYDX+08xtYjqtchQNbxSnolRnLXGUMaHcOyrWr/e/PKufGN9Xy2LbfBx8VFmCmtthEdbqLKaqe02sam7JJGt5seH8G0gapuRnWdaqY9E6OaPC6uIj/2RtqUuG43tiEwMhgMRIebKK+xcbyillqbgz5JTQe8evMU4bG726W4ig/pun2v437cWVwpEL0+RfMkwGyDFStWsH79eo4cOcJLL73kvn327Nm89NJLPProo5x99tmUlZUxefJkFi9e7H7MokWLmD9/PqmpqURHR/PQQw8xc+ZMAKZMmdLkc4UQQgghOor312W7f95wqNjdMgMgOcbCoqsnMKKJ6qbnjcn0uX7b6YMoqbRSWm1l/aEibn17I/vzK5ocw9Yjpe6fvYPLxy8axSmDUymqVKmxSdHh1NodWMwmqq12wkxGdh8ro9JZpKbGpiqiPv/NPn45WMSqPQXuALOiTs/HXs0EmGHNtClxBZjmNrYWibGoYHlHTmnzD/aDiDD1+1VZ7Ww+ooL06FakHLd0+64+mKv3FbApu4TocFOTrycROBJgtsF5553XZEWqBQsWsGDBggbvy8jIYPnyxhc4N/VcIYQQQoiOYF9+OYUVtZiNBr64bTqv/HCAxGgLFrOR6HATF43vSYyl9V9D46PCiI8KcwdnOSXVjT5W0zT255e7r4ebjNTaHZw7KsOd4upKgQXcaztdM2RDM+q3u4gIM3H5S2s4VFjpvs21ZtSluQCzuTYlNmeA2dbela7xbzuqAsypA5LbtJ22ivRqI5LoTF9uZLK2TVx/pxqbndJqK1e/uhaAc0d1D2i/T9E4CTCFEEIIIYSuVu87DsA5ozLolxLDw+eP1HX76fGqYE1OSVWjjykor6W02kbvpCieuHg0idHh9E9pXx/GVGdAml9W476tvM4MZs9uzcxgugLMRroE2J23G9sYLFmcAd5P+9XfYFzvbm3aTlt5p8hWWtUMcM/ESN22r9bDGqi2Oth8uIQam4O+ydE8eP5w3fYh2kcCTCGEEEIIoau1BwoB6JMU7ZftR4WbiY0wk19Wg6Y1XCznSLEKPqtq7Uzo03BF/tZKjFYBZmFFrfu2uimyGQlNV2s1u1NkG1uD6XpcGwNMZzElV4A5tldwAszSaitVterYROmYIgtqFrPGZmfrUZWCO6V/UqurCwv/qV+GVAghhBBCiHbYlF0MwJheCX7bR6zFjENTqZgNcRV+OUnHFNE4Z7GakioroNJwy2tsGAyQGB3OxL6JhJma/nrtSuNsdgazjYV5XAFmtdVBrMVM76SmZ1T15hr2oeOV7oJMkWH6zmlFhBmx2jUqncF9UoylmWeIQJIZTCGEEEIIoSvX+sKRfiy6EuVcw1lRa2uwb6WryE1TbUxay2wyEmMxU1JlRdM0amwOrHaN9LgIVtxxcotmHV0BaGNrMN0zmKb2rcEEqLU7At6mI9z5+8VYzO5gszV9RVvCNVuZ50xV7psc2CBaNE1mMIUQQgghhG5sdge5par4TrIfZ5ZclUkra+wN3u+a2XRVHdVLfGQYNodGZa3dvf4yJsJMjMXsE9w1xhU4Nl5FVp8ZTIDpg1LatI32yExQ6y0rau3uHqHdosJ03YfF+Tc95nydxUfqu33RPhJgCiGEEEII3ezJK8fu0Bjdw78tI6LCPTOYLlkFFXy3Ox+Ao84CQHqvQYx1psmWVdvcazFdKbMt4WpT0lgfzHxnaq9rrWZrec981l0fGgjRzpnlylobVc4iPy0JvFsjwjmD6TpWcRESYIYSCTCFEEIIIYRu1h8qAuAEPxeXcaVdZhd5Ksle89pafvPKz2w4VER2obq9uaI7reUKZsqqrdTa1GxjRnzL9+GZwWw4wHT1d3QFZ61V4TWjO6pHQpu20R7RFpN7HFVWOwaD76yqHlwzmK5qvrESYIYUCTCFEEIIIUSb7cwt5Y53N3Hc2ZJy/cFiAMb6uT1GcaWaPXTNBJZUWtmXXwHA2qxCth4tIdxkbHdrkrpcM5il1VZqbCqYS41teSqwuZk2JXHOdM/E6LYFTcO6e/p3usYaSK6Z5cpaG8WVVqLCTLqvA3XNYB4rdQWYUlYmlEiAKYQQQggh2uy613/hgw1H+Oig+lq58bBzBrNngl/3O9q5/WrnTF9hpad1yMo9BVTW2hmYFqN7eqYnwLS5ZxstrdiHK0W2sSI/NmfA3Na2GzEWT7DlmmENpGhngFlcqdKGaxtZa9oeljrrahN0XuMp2kfCfSGEEEII0WaHnamoB8oMvPj9fvblV5AeF0GPbpF+3W+kM6hzpZIWeQWYO3LKAPwyBtcMY1m1DZzBXGtSQI1GA0aD/4r8eAeYQzNi27SN9oiy+K6PNKB/FdsIr+DbYPC8FkRokABTCCGEEEK0iaZpGAygaVBmNfDX5TsBmDU8ze/tMdwBZq0KMIu9AswCZ3CTmaB/+wpPkR8rYc62JK2dJTUbje6ZyrpcKb9tbVMS7RVgxgWhuqprBtPVh3RAqr4pyuBbGTg63BzwViyiaRJgCiGEEEKINimrsaE1ECddNrGX3/ftKvLjqpRaVFG/kmumH2YwXQVlSqtsWJ0pqK0tYmM2GZrog6luN7Wgp2ZDYiyeYDcY7TsiwowYDOCKn6N07oEJvunDevfYFO0nazCFEEIIIUSblFXXb4Ox4vaTGZoR18Cj9eWanSutVoGld4qsS6bOFWTBt4qsaxayqKL+vptiNhoaLfLj2qapzSmynqAyLU7/3785BoPBPYsJ/gkAvWcwbX5Y4ynaRwJMIYQQQgjRJuUNBJjd/RDUNcQ1O+fqQekqKuPNvymyntnbvsmtSwMNMxlxaOBoIE22vTOY3gVvkqLD27SN9vKetdS7yBL4FlVq61pV4T+SIiuEEEIIIdw0Z9TkWtdWUmXlcGEl8ZFhmE0GrDaNXkkqcCuvqR9gRoUH5uulK8AsrXKmyDY0g+mXFFnPGkxXBduYVrbJcPfCdDiwGH0DsPYGmEPSY5k6IIleidFBW5sYbTGDs0elPwLMCK+UZH+s8RTtIwGmEEIIIUQX4XBoPLliN4PTYzl3VHcAckuq+XpnHuU1VnbklLFsSw6g0jirbQ53wOPtw5umcEKvbg0GmIFSbwazqv4MZjc/tK9wr8GstlHt7IMZEdbKNZherUosdb6Nu1JkzW0MMM0mI29eO7lNz9WL9wxmSQN/l/bynsGUNZihRwJMIYQQQogu4uesQp75ei8A0wel8PSKPbz6wwEaKmiqmY1Eh5uIjQijR7dIduaWuYOFL7cf44Re3aiqVQHmlP5JrM8q4MYZgwL2u8TVCTBLGwhk/DGDFx/pPYOp1v9FtLJnZZhzBrOhQj/tncEMBd5rMP3RD9W7qJK0KAk9EmAKIYQQQnQRO3NK3T+Puv8LQAU7s4akMbpnAvGRYUzo040BqTH1gjNN0/h2Vz5XL1rL0WLV+7KiRs3gDU2P5eKUY5x/6sAA/SZeKbLOIj+Bmk2NjfD0wXSlyLa6TYlJBUjWBgr9dIYA03tWMcEPs8gRMoMZ0iTAFEIIIYToInbmlvlcP3VIKvfPGU7PxOaL4RgMBpJiVNGY486qqZXOACvKYsZYpfNgmxEdbsJkNLhnMF0Fh84cns5n23I5ZXCKX/brXeTnWKlrnWFrU2Q79wxmrc0TOPsjwPSewcxz/g1E6JAAUwghhBCii3AFmM9fMZapA5Jb3Scx0VmVtNAZYO7KVTOiUeEmCHCAaTAYiI8Mo7CiFrtDY09eOQB3njGImAgz10/v55f9RoapwLa02kpBuQpuWlvJ1F3kp4EWG541mB232cOkfon8uP844J9enN4zmKN6xOu+fdE+EmAKIYQQQnQBDofG7mNlhJuMnD4sjTBT6wOYpGgLAMfLVYDp6gkZrGI/cRFmCitqKa+2YTEbqbE56J8SwxMXj/bbPg0GAxFmIzVWh3s20zWz21Ku4LGhAkqu1iUdOL4kI97TqqZblP6tUrwDzOi6VZJE0HXgl64QQgghRGhztfwIBTml1VTW2umXEt2m4BLUereocBOFFbVomkaVM0W2f0pwWkW4ZseOV9RQY3OQHGMJSGuOyHATtXaHO7BubZDjLvLTwBpM120deQbTu/+oP9qISJGf0NZxX7lCCCGEECFM0zQuffEnTv/nd35p1dBa2YWVAC1ab9mUxOhwau0Oymo8RW6C9SXfVUk263gFADGWwIzD4qwaW+RMFY5qZaEZV/Bo7aRrMMf17ka/lGjmjO7uLoqkJ98ZTAkwQ43MKQshhBBC+MGBggp+PlAIwLe78jhvTGZQx+MKwnq1M8BMirGQXVRFYXktVbWeALO23SNsPVcxmf356ncLVLqkq6iPq9hRVFjr9mtuok2JrRMEmJHhJr6+4xS/bd9nBjNcwplQIzOYQgghhBA6+e2b6zn3mZVUW+0cdM4YAmQXBbgCTgP2OYOw9qYsJjkL/Rw4XuFOkY0IUquIE3p1A+CrHXlAw2sa/cHVGqPMWbm2ta0ywppoU+JwF/npuAGmv3nPYCb6YY2naB8J+YUQQgghdFBeY+PTLTmAmi10pU+CCjBfW53FotVZODSNR84fyUkDkwM6vr3OKqvtXS/pinu2HSmhyqoCpNamiOqlW5RvkaHWVnNtKwOe/ZiNBsLN+rUp6QwzmP7m3RYmPd4SxJGIhkiAKYQQQgihA1cAB1BcaaWo0rPucvHPh3weO++VNfz+1EFY7Q4GpMYwZ3R3jH4OKPbluwLM6HZtZ2RmAit25FFSZaXCGdhFBWkN5tjeagZzy5ESAPq283drKe84trWzl+CZwbQ10KbEvQYzQMFyR5SZEOn+OSM+solHimCQAFMIIYQQQgc5xZ402OJKq88MpsvfLxyJQ4M/f7iFJ1fsdt+++OdD3HvuMCxmI/1TYnQPNo+X13DweCUJUWHuXpZtNaGvCuoOFVa6A8yYiOB8peyd5LueNMIcmEB3ZGY8m7NVUNuWAkeu2UlrAym9dk3DYKB1rwFbDVQUQLxznW9tBWgaWIJT3dffzCYj715/IkeLq6RNSQiSv4gQQgghRAsVVdQSE2FusM2H9zrL0ior6w4W+dwfbjJy3phMIsJMfLXjGCuc6wbT4yJYc6CQc59ZBag1jhP7JjJtYAqVtTaSYsKx2TVsDg2b3YHVruHQNMJMRoorrfywr4Bxvbtx22mDGk3VXJulig0NTottdxuPtDjV4zC/rMa9BjNYVWRTYizER4a5q/RawgJTXsRVvRagsIETCc1xFfmxN7AG027XfNdfHlwN0SmQPFBdP7qRE/c+Bjm9ofsYyN8Fz02EvtPhkv9CZALs/QrenQdXL4feU1o9vo5gYt/EYA9BNEICTCGEEEKIOvLKqvlx33G2Hikhr6wGu0Njf34F23NK6Z0UxcwhqYSZjJRV26ix2kmLj+CTzUfdzy+qrK03U9ijW6S7OMnNMweyN6+cu84YwimDU3j8811sPFxMUWUtB49XsnxrLsu35rZ4vD8fKCQ11sLVU/u6b7PZHWzKLmFAagw5JdUADEmPbc9hATxFftYfKiY1Vq1/iwhSgGkwGOibHM3Gw8UA7qq2/uZdWObE/kmtfn5YQ21KNA02vsX92nvsNXYHzobKQvjfdTDkbDj7cfW4gl2klm1Fy9uhAsykgZDYDw58r3J3ayvg83vAaAaj/i1ChGiOBJhCCCGEEE5Hiqv497f7eG/dYaqt9WeXAA4er+TVH7Ka3M6m7GJqnM8fmBrDnrxybpoxwH3/mJ4JfHvXDPf1++cMd/9cUmXli225bMoudvdLDDMZCDMZMZuMhBkNaIBD04gON/PLwUI+33aMjzYe9Qkw/7JkG2+uOcS43t3csz2DdAgw45x9DSPCjFRZ7ZiMBsJMwVsv2M8rwJwUoFmt5FhPgJnUhpRj1wympXg/rP8CBp0F0clw8AdONqxnIefxR1AzkaXZEJ3qeXLPSexPPo2+1SpFF6MRfvszGIxgdAb6t21V/2qBqaorhDcJMIUQQgghUMHlJf/+kSPOtZTnjspgQp9EeiVGYXdodIsOZ2hGLF9uP0ZRRS2R4SZqbA6SYywUVdYSFxHG7mNlPPP1XuIjwzhcpbbz2EWjsDk0xjsL0jQnPjKMi8f35OLxPVv0+Om5KXy+7Vi9YOLrnSoFd93BIno7e1+mxka0aJtNMRoNxFrMlNXYqLU5iA43tzvttj0GpnmCZu/UVX9yBdkA6a0tMrNxMVcfeJXvDXPpv2MxZC+Fk26H0/6CNv0uVqw7itHkDBRHXawu3rr1YUvPX9N30hzPbaZGfu/czfD+NdBzIpz/fOvGKUQbSYAphBBtZbfCoR8hczyER8HxfVB8CHpOUtf1YKuF2nKISoSacvjhKYjLhLG/VmerV/0TuvWFERfosz8RNG+uOcjoHgmMyIwP9lC6pGOl1e7gcsbgFP58zlAGpDY823femMxGt/Pd7nwAKmvt7qqysRHmRrelh56JKsDJL6tx32azO9xpsQDbc0oB3Cmt7ZUYE05ZjQ2HFrwemC6nDU3l75/tBKBvcmCqyHr3Eu3X0n1+95j63CjYzYDSNfQ2zKQ0ujdM/T2ceh8AtXG9+JP1OtIidWq9YbLA8T1qDacQARKYldBCCNHZlGTDv06Apbd6UpL2roD/ng//GALFh6FcfdFE02Dp7+H5KVCwV91mrYKV/4DDaz3bLDwAL86Arx5S18ty4fH+8MF16rq9Fr5/XAWVmkOttdn5KXx8s2cbmqYCUdGhbD9ayp8/3Mq5z6yixhaYNWTC14OfbOdIcRWnDknlhSvHtTkgdPWDrKy1Y3MWcIkM9+/5/KhwMzEWM0dLqtGcs5hl1Tafx+zMLQMgNU6fwCXGq3JnsAr8uAxMi+WWUwdy84wBuqwxbYnuXm0y+rQkwNQ0+Pkl+P4xSB/Bsr73sMoxki39r4fTH3D3PXGlZeu2pjV5IPwxC379sT7bCya7FX55BTa8oa47HPDWpfDUSNj3jbotZxO8+2tV+EgEjQSYQgjRFuYIiOsOqcPA4fwi1/dk6H8q3LwWNr4J/xwC1mr1xaH7GMjbBjXONTN7voCvHoTtH6nrDoc6u12SDZOuV7fl7YCaUs+Z57AoGHy2mr00hYHDDt3HwqAz1M/H98HjA9QHrmBLdgk3vbmOv3y8tcFec6HkUGGF++c3fjrUxCOF3j7flsu5z6zk0805xEeG8c9Lx7Try70r2KqstWFxtsxICEDaZrWzmmt+uZrFrBtggnorSo7RaQbTa91hrtdMabDcfvog7jxjcMBSdcNMRm6eMYBpA5MZ1aOFWQcXvQLnPgnT72JHxvlA/TYlNc6/o27tVowmiOwG5va1pgmYpk6Q7loGn9wG25eo60YjRCZCTRlkjFa3HVkPOz5RhY5E0EiKrBBCtIamqW9p0cnwm6XqephzTVPqEJj3gQr2Dv2o/i3PhW59VNrsuKtUnzKAqCQYfoEqKw8qSO09RVUKjHQWqeh3CtxX6JkhDYuAyxZ7xmI0wTlPeK5HJ0N1iUqpFTyybDs/7VetGU4fls5JA5Nb9fx7P9rKO2sPs/OhM3XvSVjXweOV7p+ziyqbeKTQU7XVzm/fXI/N+SX/qbljiG9nMOh6fmmVjVrniY3GWofoaWhGHFuOlFBcaSU1NoLSamu9xyRGhTfYXqUtUrwC1fF9Wra2tLO584zBLX+wwQB9p6kLnj6YdU9+1djU9UC1WwkZtRXw7m/AbIFz/gGx6eoE7Xd/hxn3qJOqQ+fAxOth4Ome502/E6bdoYLomnI48B30mQoZY6DsGCy7EwxSSTfQutirV1/r1q0jPT2duXPnum+rqqrilltuoW/fvmRkZDB16lS+/fZb9/2FhYVceOGFpKam0q9fP1577TWfbb799tsMGDCA1NRU5syZQ35+fqB+HSFEc2y18PIsOLZdXTdbPMGlN6MJrvgfXLtCBZcAqUNh9tNqthGgz0lw8aue6+ZwGDsPhs4Gk/Pcn8HgCS5bwhIH9+bD9d+16dfrbLzXn+0vaF3Q7XBo/Peng9TaHfzNubarPSprbbz+YxZvrTnEhkPF7CuF2c+s4synvufKhWv463LPPtbX6Z0o/Gfb0RJ3cHnnrEHMGJzazDOa55rZK6yopcZqx2jAt6ehn2TEq/eivFI1g9lQgJmi0/pLgGSvbXWL6iCzYyHEFejb68xgumaeo/Rc1/rabHjpVP225w/VpRAWCbuWQ7Zz6cgvr6glIb+8oq4bDHD2Y74BZlJ/SB6g7rPEwMWL1Mlfo1EtK9mxBAp2B/zX6epkBrONPv30U+68804mTJjgc/uDDz7I2rVr+fnnn0lJSWHRokXMnj2brKwskpKSuP7660lMTCQnJ4c9e/YwdepUhg0bxoQJE9i8eTM33ngjK1euZOjQodxyyy3Mnz+fpUuXBum3FEL4OLoBsn+G5X+Aqz5p+rEmM/QYH5hxuQSximMosnn1lyuqqP9luyl78z0B6Yvf7ye7qJLnLh/b6vQ7q93Bh+uP8MQXu8jzKsCiPn5LnT+X+TxnU3YJ3+7K4xQdgh3RtA2HigG4ecYAbp45UJdtRoWbCDcZKaqsxaFphJuNAUnbdDjXXuaWqhMrlTX11/K60mjbRdNg31d0tyQzybADgLjIllW77dI2vKGWPYy7CpIHuk86+PTBBHcFYz2q/brlboWqQrUUwxiic0txGXDJ6yooNDtPXpjCYOTF6gRtW8Smw7VfQWQy/LZv848XupEAs43Gjx/P5s2beeSRR9i503Pmee3atVx22WWkpKg1U1dddRW///3v2blzJ4MHD+bDDz8kOzsbk8nEkCFDmDdvHgsXLmTChAm8/PLLzJ07lxEjRgAqWE1LS+Po0aN07949KL+nEMJL8kD41X/UTKEIea4CK6Ca3rfGvjzfGc9lW3LZeLiYMT0Tmg0WjpfXcMMb61ib5TsTOW1gMj26RbEvv5ysnOP0zUiib3I0c8Z0Z3SPBCLDTFy9aC3f7c7nqlfXsuL26X6tPCo8AeYJvRJ026bBYKBbdBjHnDOJcRGB+aqV4WyVUetMsXSlWiZGh1NYoV7/0wbqUEn0+D5440KuAq6ywA5HTz6LOadt27LbVEpjeAz0mqSC19zNailBz4lgcb7+7dbG23B0FDs/VWsIh5yjAkznDGbdFNmvdx4DICNBxwDzuq9U3YBQPwlpMHiCS4CJ16lLW5nC1IleuxROC7QQPY0R+tLS0ggLq/9md8EFF/Daa69x8OBBbDYbzz33HImJiYwZM4aNGzeSmZlJenq6+/ETJ05k/fr1gEq5nThxovu+pKQk+vXrx4YNG/z/CwkhmheVCKPnqnWSoerNS+CxfqoCbRfnM4PZygBzT179lNpfPb+avncv47rXf2nwOdVWO7e/s5FxD69wB5cxFjMT+yby1rWT+O81k/jrBSN5Z8Fk/nyCnbcXTOZvF45iSv9koi1mjEYDi672ZMX8uL+QP7y/iY82HGnV2EXLbTik/k5jeiboul3vlFFLgCqsZnZTAaYrNdZVjdi7LUl6vA5Bi70WBp9DzogbWOMYwtO2C+neLRo0jcTyXZC1qvHn7lgKz06An15Q1w1GeOMC+PR2z2M+ukndVqnWT7PmRXgoGe6PV8sUAP53nUr5LM1R1wv2qvtfPMXTCzR3Kzw7EbZ91P7f2Zu1SgXZdXqONuuk22HOM5AyBIAwk3MGs06KbFaBWoM9LEPHE5mJ/VRRulANMMtyVWGesmPBHonQicxg6uymm24iLy+PPn36EB4eTs+ePVmxYgXR0dHk5eW5ZzZdUlJSyMtTjZCbu78uh8PhLkdud56d0TTNfZvwD9fxlePsf3Ks26CmFEPlcbTqEohJa/HTOuOxtnrNDBRW1Lbqd/t0i/rieuesQTzxhe/6nS+3H2twW19sy+UDr2Bw5R9OoUc3Tz/Uuse4sfH88czB/P2zXazcnc8X24/x7i/ZnDdGsljaoqljfbiwkqMl1fRJiiIxOlzX1753hdVwkzEg/69cM6W7csvQNM2dDts9IdLdoqR/SnT7x5I6FOa+SWyNjUt/+RwwcFlcBNrKfzBtzyM4ej+o1phrGqx6EsPXD6L9OVfNoMV2x1CwG80VoBkMkDwYMkap2UyjSVXR3vCGqpqtaTB0Nobld6Gd9gAYzeo2zY7hyC9oRpO6ntALA6Al9ldjdNjh499iKNiFFt+z9cGgt+piKDoI6aNUJfDX5qi19deuAIyw+hk4thWm3AJpwxvfTo/xnmUTmuZT5Mf7b3LwuKp+OmNwSqN/q073fr3nSwxLbkYbf61v4To9fHEv2vG9+m5TNEsCTJ298MILfPTRR+zevZvevXvz7LPPcvbZZ7N27Vo0TcNYJ/fdaDTicKZxNXd/XQ8++CAPPPCAz21Lly7FZApuP6quQtbGBk4oHOvYqiMMyPuEowkTORZ/QrCH0yhTwnzsidfD6p1A64vThMKx1kt1rQlQX+Kyjubz0cdLOFoJGVFgauZE/q5c9fEYlb+dp08EmwNyKuGJLer2JUuW1HvO4n1GwMiMDAfn93GwfuUK1jexj8aOdW6BATDxxXbP2fyG9idarqFjveSg+nt1N5frfnwP53pee1ptZUD+flvy1Osm69Bhliw5yLocdd1QmosrYS1vx88s2df2fcRXZhFfmcWh5FMAOLungUPlBgq2/8jX1nhONkawcW8uR48vweCwMWfTgwAs/XQZmkH930ke8CcKrEPBdUx6/ln9+8mnrr1A8m/hq9Xu/RrGvIoxz4bd+XeMYDoJfXuQ/8W32E1qhjZ66N+pNiVid27XkjSfqNgCin85iLYuu8W/Y0TtcarDk9Q2q3M5bccfyIsdwY/978So2RkaM5Heud+ybMlSMBhIKyli8v532FAU7T4uLbHV+ffauWsPS2pUz8ZyK+SUmIgLg2++WN7sNlr6fj045wMSK/awucdvqIhIb/4JAZZclk2vbidy9Hg0uTr/Xzl558fEVhzUdZuieRJg6uyvf/0rCxcuZOBAVSzg9ttv55133uH9998nPT2doiLfNTlFRUUkJqqWBImJiU3eX9d9993HvffeC6gZTIvFwuzZszGb5c/qT5qmsXTpUmbPnh2wfltdVUgd6zX/wbDzB3oOPgFmzQnuWPwgpI61Tu5a+5kqagEcrjCwKDuJTdkl3DxjAHfMGtTo8ypqbPDjFwBcfYnv3/pf//cZ4WYjc+bUT5P+6cMt/JR3mMljhjFner9Gt9/csU7df5zX9qzxuS1t5ElM6tvwZ4FoXGPHutbm4NZ7PwPgd3NOZHK/JF33u8W8g4UrDwDQKz2JOXMm67r9hqQdKGTxvp9ISk1nzpzx5Hy/H7J2Mn7UUC6aEY3NoXHuqIzWb9g10+iwwT8GQ6/JjDn3HDCamOPzMI2lS1KZPWcO453HWpvYD/J3MHvYWapCKAAh/P5ZlAXPT4ZZj8CEa2DfN7ADUk6/lTkjz1ePqZoJlljmGJ3ftUpOQHvve8ZceDtj4ns0vN3SIyotOHM8DFfbsW84wuJ9m+jdtx9zZg8D4J21h9F+2cKM4d2ZM2dMo8Ns9fv124sx5G7j1MmjoJf/X4utNwf4E40cvfYZ2x27tRoemu6PrYtGSCSis5KSEqKionxui46Opri4mFmzZpGVlUVpaSlxcSq3fsOGDYwaNQqA0aNHs2nTJq644goAKioq2LNnj/v+uurOdoIqLtBZvhyGOjnWgRMSx3rEBRCdjCF5UOiuY9FBSBxrndTaHMRHhlFSpdakbcouAWD1vgLuNDTev27XMZVOmJkQWe9YmE0GrHZHg8fIVVRlUFpsi45hY8faO63WZdWeAt2DoNaqqrXj0DSiLR3vq0PdY731qKrgO7x7HCf2b11/1JZI9uoRGR8ZFpD/U8kxKi23uNKKwWDA6nw9RoSZOGtkGwJLUCdo3rgAhp2nqp+eeDP88BQc/kmlwdblPM7u3zfzBHUJltKj8Okdav3hOf9o/vEHvofwaFUtfOK1MGAm3FeEwfv7VlSdEz0JvVQRnaYU7IYfn4Vh58OIXwF4ivw4NAwGA+U1Nh7+VFXlPWN4erveQ+o5/WE45W4Mif079edXg3pOwCBFfgKu431KhLizzjqL++67j3feeYfk5GQWL17M6tWrefrpp8nMzGTmzJncfffdPPXUU+zZs4cXX3yRd955B1AVZ+fMmcO8efMYMmQI99xzD5MmTaJ///5B/q2EEMSkwsiLgj2K5q19GX5+EabdCaMuDvZogsZVSbOkysq5ozJYuaeAa0/qyz++3M3hoqomn7vNGXw0NNtjNhrcgWRdrjVv7W2QnhZXvxDLs9/sZdbwNEb1SGjXtttj6H1qxm/9vafzyeajfLI5h42HigkzGYiNCCMy3ERFjY0rJvXm1tP0afnhL0edrSDiIvxTmTTDq5hOfGRgqp8mOAsLuQpa1TrXILv6LbbJ4Z9g/zcqUBtzBUy7XV06CqNZVW5Nbjxjwce438CwOWDy6uvZ0rYeR9bDoZ9gwKmQUucEVsoQmPOsasXhFOZag+ks8vPQ0u2U16gemKcO1blFUfIAfbenp71fqSI/A05VbUVEpyABps5eeOEF/vjHPzJ27Fhqa2vp2bMn7733HiNHjgRg0aJFzJ8/n9TUVKKjo3nooYeYOXMmAFOmTOHRRx/l7LPPpqysjMmTJ7N48eJg/jpCiB2fwIb/wpl/g8QO0EerugTyd0LZ0WCPJKhcPQFjLWaevXys+/anv9pDdW3TZ7O3HVEB5rDu9as4hpmM2B02NE2rN3NQbfXMGLVHuNnzhXZYRhzbc9R4Lv3PT+x46Mx2bbutvIuJjH3oS/fP4WYjtXaHu/ciwJMrdvP8t3s5dWgqo3okkB4XwazhaUSFh85XDldPUn/NCnvPQgcswHTup7hSzdi7Aszw9gSYvafA/C9Ac4A5vPnHh5qoZLh6OcS2YgY3slvb9rXlPfjpeYj6T/0AM647jJ3nc1PdNiXf7lYFHS8c2wOLuQvV0lj3qqoufOX//BNgbv0A9nyt/3ZFk0Ln3b6Duv/++32ud+vWjRdffLHRx2dkZLB8eeMLtxcsWMCCBQv0Gp4Qor2+f1x96H38W5h0gzq7HcomXKNmGiITgj2SoHLFQ3F1vtxHhpmotjUdYO7LVy1KBqfX70FpdrUWsGuEm+sGmM4ZTHP7ZjABHrtwFBsOF3P+mO5c+uJPAFRZg5fm5QqeXZKiw3ny0jGc2D+JMJORqlo7VVY724+WcsvbGyisqGXZllyWbVHtckb3iOfjmxtIqfTZh50Hlm5nw6EibjylP7ERZixmE2uzCtmTV86+vHIsZiOJ0eF0iw4nLiKMGpudylo7NodGQmQYDk2jvMbOqUNSGZoRR6/EyAb3leOcwUyPtzR4f3v19NpvoAJMs8lIbISZ4iormqZhtan/BGHmdqZE9pqkw+iCxGhUQXJzSrJh6/9g1KVtD3IGnAoR8ZA6rEUPd72X2BwaDodGflkNsRFmnri44WVR7bLlfdj9mUpzbii1OZhGXgwx6ZAxxj/bz14LG173z7ZFoyTAFEKIxjjsqqz82oXqeo8JoR9gRsSrSxfnaKR8vyXMRFmNDbvD0ybA5cMN2Ty6bCf5ztmtzIT6wYnZ6Fo35SC8TitpV4DZ3hlMgEsm9OSSCT1xOILbhqCy1kZ2URW7netSXf534xT6JEe7r0eGm4gMN3HSwGTW/d9plNXY+HZXPtlFlTz22S42ZZdQUmVtNNiy2h3MffEnNh4uBuDWtze2a9xLN6kZ/Al9unFlA5NXrgq9fZNj2rWfxqR4rcFMivFPENuQblHhlFVXUlptc7fpaVeKbFfx/eOwbpFK1Tzzr23bxoDT1KUhv7wKtmoYfZn75F+Y873EandQUF6DQ1Nrd/2yXvfYVjXD2mda6AWYw85TF38ZczlkToSHLvDfPkQ9EmAKIURjjCZVGGL6H+DwGkiS9dAdhSssq/tdLcK5PrLaavcpVmN3aDz0yQ4KK2rdt8U2sD4vzGsGs669eeXOfeiX3mY0Gnj1qglcvWitvo3XW2jYfZ/Xuy3rb+c0+RyDwUBcRBhzRqvenT/tL+T73fnszStjXO+GK+Eu+iGLjYeLSY6xkNktEqvNQa/EKEqrrQxJj+PkwSl0j4/AZDSQV1ZDWbWNihobEWEqsDUZDBRX1WIyGDhSXMVnW3P55WARa7OKuNhrOdtP+49TUmV1nwwYmOqfANNgMPDYRaP4cvsxzhoRuHVl3aLCOFQIxZW17nXIbU6R3fsVfPUAjJ+vZr46qm8ehbwdcO5TEN1ISvT4a8BggpP8tL70p+dVoZ8RF7pvcs9g2jUOFVYCqpCWX4y5QgWXqUP9s/1Qlj4SUlo2qyz0IwGmEEI0JzYt9GcuXY5uhC/+D3qdCDP/HOzRBI1rzWD9AFMFf3UDzILyGp/gckzPhAa3W3fdVEP3ReoYYAJM6qeCMlfxlmCaP7X165D7JUfz/e58Dh6vbDDAzCut5pFlqnrm81eMZWIz7Vj6pTQfFF47rR+zn1nFliMllKsliVjtDuYvWkul80t8ZkIk3aL9t67wkvE9uWR8T79tvyGeQj9WzwxmW1O2j6yHnE1QVazT6IJk/3eqWNHMexsPMDNGwbn/bN9+KgpUFdroFOg7zfe+6XdB4QG1JtQpzJ0i6+DgcRVgnjE8rX1jaEzyQHUJNfu/Vcdl4OnQWIsX0SFJgCmEEI0p3A+1FZDYT5Wu7wislZC1ssunybpnMPGNMN0zmHUqwbrSYk/sl8QLV451f1Gvy1yn8qM3V2AZ0c4qsnVFhZuJCjdxvLy2weJCgXTf7NbPBCRGe4KeuiprbUz9uyrAkREf0Wxw2Zb9ugLMg8cr3MElwNCM+mtsO7puUWrWvaiytv1FfqbdoU6sdfT3klkPq/TU+Ez/7qdgN7x/NQw51xNg2q1gCoNRl9R7uNmdIquxw1nIa0Ba53tNNmnTO7DpLbj0Df8FmDmbYcuH/tm2aJQEmEII0ZjVz8IvL8OFL3eMFiUAGaPhxh/bXgmxk3Atwaw3g2n2zGB6O+6cvUyJtTQaXIJnPZu1gRlMuzPorLu2Uw/dosI5UlxFTkk13RtYGxoI3981o03PS3AGPSUNzMB+uf2YO934pV+Pb/vgGpDkCjBt6u9RWOEb4AbrOPqT67XrnSLb5jWYRmP9aqgdUc8JTd+/4gEwGOGk28DSjpTp+J4q1TZjtOe25yaBwwo3rgaLb/Doep+wOzT32uPRPfwUzGf/ogr99J0OQ872zz7aYvBZqnVL+kj/7SN/F6xqQQ9UoStZ+S2EEI1J6q/WrXSktZfh0ZA2zKffWpfkCjDr3OxKka271qnAOYOZ3ExBFu91U3XZnVGtyQ8zjEecVU//+L/Nbd5GVa29VUWDNE1zp/EtuXkqvZKimnlGw1yFfYqr6s9g/rS/EIC7zxrCiEx9v1x3qzODmVVQ4XO/HtV+Q003V4pshVeKrCl4M94hT9NU7+BVT4K5ncWYEnqqNNtxv/HcZq2C4kPw3d+h6KDPw12Bf63dwS8HizAaYJC/ZjALdsOaF+DgD/7ZflsNmwOn3gfd+vhvH5lj4Zx2pj+LVut8766ia7DbwFbjuV5VDLs+U2tGHA03QRei1U78LVz1CXQ/IdgjEa2k4VqD2XCKbE2dViUF5c4AM7bpNXlhXlVk63L4cQZziLNlSk2d1N6duaUseP0XckuqG3qa28X/Xs3Q+z7jlrc3tGh/u4+V8e2ufPfs4qgeCa0ftFNshEqWcjWR97YrV6UG6pka6+JKka2ov1vnPv3TAzOYukW7emHWulvLtKmnosMOC0+HD67Xc3jBsesz+OR2OPhj/fs0DS56BeY8o1JZ9fb7Lerf1c9A6RGfu1wnq/KcPWQdmr4Fwnz0OhEueKnBVN1OL6k/jL862KPociTAFB2DrQZsXulVC2fCw6mw4U11/fheWHwpfHJbl28wL7q42kp49zew5JZgjySoGk2RdRf58Q3U3AFmC2cwa231ZwJtDg2joX5Qq4dHL1ApZD8fKGT8w1+6bz/zqZV8sf0Yk//6Ffd8uKXB5y7++RBrs4oA+GRzTrP7yiqoYNaT33P1orU6jByiw1WAWVEnwCyurGVTdglxEWZG6jx7CV4pslb196jb/3RIA31OOzrvIj+VzjTwaEsbgpbK45D9Mxxt2QmJkHZknVrqcGxr/fuMRhh4GpxwhT77OrhaBbQuJjP8egmc97wK8ry41sZmOQv8TBuYjN8k9lXBpXf6bijY/C7s/DTYoxB+IAGmCH3Z6+CZ8bDxDc9tGWNU4QHXQvqoRDCa/btQXHQtlYXqtVdbGeyRtI7RBNs/gj1fBHskQeXqg9lYimzdNZg7clSfx5RmA8ymZzD9MXsJMKZHAqcNVf02Cspr2emc+fP21ppDDT737g8aDjwbs/lIic/1ZbdMa+SRLeOq1rs523e7X2w7ht2hccrgVPdx1ZNr7WelM651pUVPH5TCy78ZT8/EtqX8hjLvIj9VteoXjwxvQ4AZmQg3r4OLXtZzeMEx7Dy46FUYcKr/9/XOlepkt8Pr/aXfySqArXPiKT7Kd8Y0roG2SJ2apsGHN8CHN/p3P5WF8NN//LsPUY8EmKJ1Dv4ITwyCF6ZC7lZVIe2Hp+H9+ao8tz9UF0HJYXVm0OXcJ+GOXZDQS11P7Af3HVdrIITQw7YP1Ez553cHeyStYwqHX38Mc98K9kiCytMHs5EqsnVmMF0tSup+6asrzNh4H0y7pmH0U4VXo9HAS78ez+nDVBuDM59a2eDjam3NLxFwtXBpzLE66bbDurev/6YrwIzxagtztLiKl1cdAOCM4f7pE+nab7Xzu77rbz5zcAqnDvVTO4gg6+Yu8mOlosY5gxnehnqOJjMkD/Bv8ZVASR8BIy5Q3xPq2voBrLhf9cnUw/ALVM9Jh01VIX9yBHywoMGHxlp8/y5n+rNfaskR+P5xVegnVDhscOJNvmtW/aGqCD7/k3/3IeqRAFO0TvIgGHQGhMdATKqaNdz0DhxY6ftBtOIByPJaTL76WXh2gu9Zvea4ZggGnAZXL4dfvei5z2iCsAYqAJZkw6Gf1BuKCKzvHoNlf+j4PdNcolOh52QYOjvYI2kdgwH6naIKG3Rh7hTZOrc3VkXWFXJlxEc0uV1PkZ/6gZzNjzOYoILlpy4d477+jy921XvMoP9b3ux2fth7vMn7j3v1A/3XZe1ff+wq8uMqglRrczDjiW/ZdayMiDCjO2jWmyvAdMZZbDuqZlDD27ImsYNI8J7BdL7G9e7L2qns/EQV+CnJ1md75zwB5z+vCgZVFauT45UN/3/zPvn1u5kDmD26uz5jaEhZDnz9sEpJDRWmMNVCZtZD/t1PdDKcco9/9yHqkQBTtEz2L6qXUHQSnPs0XL1MBZgGA5z9GFzwH4hIUI/d9zWs+id886i6fnQjfPtXKMpS/flaYs+X8OqZnoC094lqrURzvnoIXjkDDuuzdkg04egG+Pklz/VDP8HP/1EfZABlxyBrVXDGpodhc+Caz9UJDtHheIr8+N7uajpfN8W1rFqVGm0uTc2TIlt/FtCfKbIu0RYzN56iqho/8/XeBh+z+5hK96222jlWWr/4j7WZQmibs4sBeP6KsczR4UuvK8Cpdqao7ssvdxcrGt0jgXA/VXN1zRDlVqm/SWqcSn9uqMVMZ+E7g2kjMsyEsS2vyY2L4e0rYP+3+g4wGAoPwLd/a3j2bvJv4Zx/+GdtYvcT4J6jqs1VI/o4KzPPGJKq//69JfSCM/7aNYvdRMTDyXcFexRdjvTBFC3z3d/Vmq7fLFV9lLz1Ocn3ujkSJlynZjsB0kfBrZvUWaTmVBaqQPX7x+HwGjj0Y/3tNyVzLFSXQET7UrpEM0qOwBsXqcbV465W6VTj56ugzHX/06MgaSD89qfgjrUr+vbvUHwQznqsfX3dOjL3DKbvl2tzIymu2UVVmIwGoppZr+ZJkW2gD6bm/wAT4I9nDmFwWix3vLfJ3XtzzT2nMunRrwC4871NjO3VjUWrsxp8fmF5/X6U3ly/Q7RFn68IrnYg1c6gssirH+a10xpIW9RJrPNkQZVzDaYrfbi5WeqOLCrcRLjJyPGKGmpsDneho1Y7sk7N7g07X9fxBUVJtjrJPXR2/X7GPcapi16KsqCiAFKGqPfe8OgmH/7WdZPJOl7B2F5+7lsck6rSUUNFbSXs/waObYfhv1Lp2KJTkQBTtEz3E6CmXBXXaU7vE9XFxWj0BJeb31Vv9lN/3/CM5OLLIH+HWj92sJXBJcCk69VF+MeBldB9DMSmw/Dz1WvC6PxCPvRcz+M0TVXMi0xQP/tpXZrflByBogOQMlTN2nc0O5aoiokz/6/LBpieNZi+t3s3N3dxBYt2h9ZsBVj3DGadANXh0NA0//TAbMj5J2QypX8Sq/YWMH1QCskxFn68eyaznvyezdkl9QrqXDGpF8kxFp7+ag95ZTWNbFXJd94/IFWf147RaMBiNrrTksurVcR3wQmZfkuPBUiKUcGVc9mt+6SCv2ZMQ4HBYCAhKsz9N45qSwVZgJNuU8VxUgbrOLogSR4IZz0emCBm+R9h92dwzZfQc2KzD++eEEn3hAaW+3Rme1bAmxd6rpdmw+yn/bvPrf/z7/ZFPRJgipaZcQ/M0GE73/4NCvfBuKtU5VdvmgaaXfW47Dmp9cGl8L/3r1ZB5Z8OwdlPgOZoOHg0GFT/yI5q92fw6e3qS9Zp9wd7NK0362GwVXvS1rugxurYhDWQ4lrmDHjS45qf2XI1ra+bYuta7+a9ftHfUuMiuGCsp2p2Rnwky26Zxi8HCzEaDJiNRqqsdmaPzsBiNvH+OrXOLK+s8Z6ZmqaxM7cMs9FAWmw7G897iQw3UVJlRdM09uVXABAX6d+qmWEmI2ajgVqHZ+0neNpDdFbdosI9AWZYG7/mxWeqS2cQmw6TGii0s/1jtbRjzOX6FTPKHKfefMKj1Qn1n56HiQvUPoLJWg2bFkNYFIy+NLhjya6zhKl7AOoFfHK7//chfEiAKQJr8o1grVTFgeoyGODaFarnZVsbHttqVDNjgwm69W7fWIUvu1Wl/RhNYHamXRk6afGIuO4w+JzQ6xnWUv31OBvUsbnalNSt6uqawfQu0uNaf5kW13xAZXZmXtRNsXUFrL2Tgtv6omdiVKPtN1KdAWNTM5hHnRVkM7tF6to6JMJsolizUmNzuCv5VtbamnlW+0WGm6iodqBpGrXOv3lnnsEET6EfaMcMZlewfQlsfV9l2+gVYJ78B8/Pu5arWgWVhfpsuz3sNfDJ76Fbn+AHmFNvVT05I7vVn2jwlwnXAg8EZl8CkABTtER5nqqEltCn/emCE69r/jHmdpw1P/QjvH6eyum/eFHbtyPqM4W1blbSWgVluWqBfaA+RPQy+Cx1ER1WYymyrjWY3jOYBc41ibEt6ENnbmQG05Vyaw7AGsy2chW5yW8iwNxwSFXgjmpLa4sm5DqLDRVXWt2zvQNTY3XdR0Oiwk2UVduotTvcM5hhnXwG0/v3a25NcYM0Df53jTrRNuthHUcWJA47/PKK+tn7O8hJt6le2r2n+Ge/k25Qaz4tIVATIiwKpt0BUS2ohdFarV0GEx4FSf31H0dTTr0XCTADq3O/ywp97FoGL82E1X7MkXfYVbW69ja1j06FzPHQra8uwxLt8O3f4F9jVBqSv1QVQ21F65/nHRzYamHNi7DtQ92GFXTbl8AX90J+/TYWXYWr12OjAabXDGSpcwazJemtri/v9WcwHc7th+7HamqsSgFuKsC8+a0NQPO9MltrQh9VxKS8xuquJuuayfQnV6Gi8mqbe61tZ5/BPG2opyJpj4Q2zKhXl6g1a9uX6DiqIDIYYdmdnsr2Lukj1HKdlhQgbKmaMlW1tqpIrX/v1ic0TrCawuDU+9pX6Gf3F7D4cvX6AHUSedG58NIM9Zmqaeq74oteGTQVxyF7XfvGLjqkzv0uK/QRnQL9Z0Lq8PZvK383bHgTcrf63l6Wo2YeXzmjfdtPGwbXfQWn/aV92xH1WaugPF8FZC2RMlitrWimip4P723vXKaqCWvOYLBwPzwzHn58Tl3XNFh6Czza3bPgzloFj/VT7VNct713FTyUAgV7Pc97Ziw8nK7WpZTlwI/PwvvzVXEf176O71Mp1x3R3i9h9b+gYHewRxI0nj6YdVJknQGi3eskQ5Uz4BmVGd/sdhsKUNX21PVAVJFtq7gIFWyVVlmbfezO3DJd9+2aHS6ttrmryUYEoD9jvNd+3Wsw/RlgHlmv3j+C6JTBqcRHhhFmMnDh2DasowyLVBXjz/2n/oMLBoMBZvxZzeD520//VidWNy72/778bf93nuDQVgPL/wC7PoUw52f68j+q1nOjL1PHeMv7qvqwq6eotRo++xN8XafP5Wtz4J0rG18oLzoFCTBF84acA/M+1Cdvf9en8PFNsHeF7+12q7M5vI7lwvVmt8L98fDyLCxW5xm8V89RZ+yszqIZ3z0Gq55SqaGgzurZbZ3jjXTfN/DEAPj0tpY9fszlsOAbtdaiOQ4HfHYPPDkMqkvVbd88iuGbR4ipOaaux2bA8T1wcLW6bjB4Zkdd01TbPlJNrQ+u9tw2+nKw18LBH9R1e62qENt9DIRFqLW6U29RXz5ca38/vVMFocfqnAjpKEbNhTnPqhZBXVy9PpgNpMi61mAmRLckRbbhPpqugNOVQhuKzCajShmtaXztoyulcunN+hZZcwXmt7+zka1H1PtnZFvSN1sp3llI6EBBhWcG018psod+gv+erz4XXJb/UX1u/PAvz227PoOXZ6kTrqA+H1b+A14+Q31JrypWFdU/uB4OrfE8r+7nyJd/gbfm+p6Y+/AG+vxnIN/fNYNf/nwqE7+5DJ4aqfpRt5TZotqRdaYewCf/Aabc7Lm++wtY9gf1N9NTQk91YjUqSX0fePNiOLZN33201e7P1eurJd9HrFXw4Q3w8ulqQsBWAyf+Fq74n6dy/Dn/gFs3qxZlBgOMuhj+Lx9u36Hu1xyw5V31eeu93QPfqV7lHa26vGgVWYMpAqvHBDjxZtWvElRK7C8vw/AL4Nc6pFJqGtSWq7TJ2PT2b8+bww7jrsKwbhFxFmcv0ON7IDLRs260phRWP6PGMPP/1Nm91+eoL/pXL+/YLSOMZkgeDPG99N927mbY9BakDlNFoCLiYMrNaGW5WHOdJdw1h6pcmzLE87w/HlTH3GXkRWrm1Hsd78DT1YdghHN2ymyBu/apNSkuE671HU/KEJXq5I/1KoHQZ6q6dGGeGUxfpjoBZrXVzv4ClWYd24K+j2GN9NHsCDOYADEWM3llNdTY7FjM9QO8XolR7Mwtc6/X1ItrtjLreCUjeyQA9WeB/ema135hSLpa8+mXNZhvXqx6RUenwogLPLcPnQ1r/u35zAMoP6b6PG96S1WptlbCukXqs6TXZNXeqf9MldY5/mr1nLUL4bO71Zf6sb9WtxUdgN3LIet7FQzuXaEqhQ6dQ3ykWZ1M6zMNVj6hPr9AzbDu/ASm36VmKruqA9/Bz/+BtOHqmOtl9Fx1AXjrUvWamH6XfttvjyW3QHmuaj/TXCFFWw1MmA+lR1UqMdSvoWEKq19M0VUAENRayzt2QYxXKyKTBW5eB7X6ZkiI0CMBpmhewV71QRSb0XDvytboc5Jv+5GjG+CHp9X6t+u+bt+2Xf7eR6Vw3H1In+25hEXAhGvRpt1J/nfr1W3zPlTBrOtM3MhL1PrP8fPV9Z6ToPdUlSZaVdixA8xBs9SlpTRNna20VTe/BqX7GLjxRxWwu04MjJ4LmkbNEuc6oPDo+h9wkQnq4mIK8/0iB+pvU/dDsLk1N2c+2vT9IuRprjI/dc6Sh9XpY/nrl3/m5yxV5TG+BW0zPH0w68xgdoAiPwBFlWq2q7Ciloz4+gGGq2VLTAuC7da4f85wlmw6CkC+s01KenzzbWHa65ppffl2dz4AhwvVGn+LP1JkDSZ10uo3SyB1qOf2jDFwxfvQ0yuI6TEeLnpV9ZcGMEfAec+r2a94Z9uZIeeoz9yek9T19FEqYKw87tnOaffD5JvU4wD6n6o+k8yR6nVvtqgWGaMuUWsBAb5+GPZ9pTKG+k5v+HfZ9Rns+1oFynoGX8G0ZwVU5KkCgGGRKkhPH+k5vv5w1t9h+h8gZZD/9tEaYy5TJ/U1R/OPjUzQJzCue6LfaAxMP1IRdBJgiuYtnqu++N+1T9/F8KDOjJkj1Ydz2TG1fWM70qYMBueHu6H1lc2akrcTHDZIGuicHXMGmGl11qVmjFIXl7AI+M0n7Q/MO6Lje+HZ8eoD/JovGn+cw6GOT1yGugRDyRE48D0k9OocM3+5W9UXxMxxneP3aQPXDGbdeM8zg+nA4dDcwSXQoobnnj6YHXMGc1hGHJuySyivtkEDS07La2wYDW2sPtqExOhwRvdMYNPhYvJK1drmQKzBPGlAMkPiHewsMVLhXGvrlzWYl7/d8O2WGBX4HfhOZbYMna0+N7w/O4wmVc3UW1x3dXHJHA937ffNzkjspy4uBoOa+fQWm6YuLmPnqbYccU2szTy4Ss3upY/sPAHmV/dD7hboe7Lq75kyWF305nCAtUK9AXXr4wnsQ0FH7OksOqwu+K1XtFrqEEgbqdJ32qumDPZ86VlHFxEPt21RZ/j+MUhVrG2vG1bBDSv1ze//5mH491SV1tRanSW4tNX4Vl9tTmQixPVQRaIac/BHePvy1m3XH3I3w0c3wIY31PWyY6HRu6ytstfCl/fWX+vchbj6YNZ9F/BuU1K3H2Rmt5YEmK4qsnVnMEO/iixAcowKUEqr66/D1DSN8hobMRYzBj+sj3LNEB9ztizxy0xiA+ourQ14FVmDAd66RBU2efEU9TnYWkajahPW3iyY4b+Ck+9quk3E6Mvhgpd8s406upGXqOU5/k4LPvAt/LUHLL3Vv/vxp/Wvw4oHPEXv2uOnf6vifK4q7Vmr1P+DTY2ckBGdhsxgioYV7FGlveN7wqVv6Lfdkmx48yLoNQXmL1elvMOi1bqV5MGe9KBQkzpcBRyJbWh/YrdBySFVCChtmP5jC5Slv1fre654Hwa2oPhDdBLc3kxxgy/vVcHQ3hWtS7/VW9IAlWrWY7y6/sxYVdTp3rzgjak9eoyHU//SfPrXpndgy3uqD9xJzuJNWavUF8sOXoDB0wfT9/dwpbgeLa7icJFvW6TMFsxguvtgdtA1mLHOSrKuwkbeKmrt2B1ai/qBtoUrwKxwtynx/wwmQIzXr2MwBCGN2WBQaaob3lAtLMJDfKlE2rCO/VnVkKm3eH6uLoGvHlTpy2Pn6bufiASVCROVCMvugppyVY03FNa75mxWKdY9JzZe3V3TYOU/1freIeeo2d72qClVGXClOep64X7YsdR35l10ShJgioYtvVVV3bxxdf000PaIToVRl3oKtTw5EmxVcMdu9QU3QqeGxHarCpDbk27rbcbdwN3q59ZWhC0/Bv86QQWpN63WZzzBYA5X6zIsOjVH1zQ4+3GVmlo3rSvQkgfCmX/1XE/qT/25rw4kfaS6NMVhh41vQN4OdzsCs60CFv8WLnwJBp8VgIH6T2NFflytKuwOjU2HiwFV3Oeh80e0KLAKc85QWutWke0gazBdv2NZAzOYuSVqZjFN5wI/LvGRvl85IgMVYJo979nhJqNfZmf5z3R1EvLmX9TSiLrOew5m/0u1RQrmyZuaMnVCzxgGQ88N3jiCqfCAKprUd7r+AWbmWPj9FvXzE4PU5/+cfzX9nED57E/qe91Na1RmWkMMBpj3Aez4xHPCtT0mXQ/jr/EU2Rt0Jlz1qWfdsOi0JMAUDUvopd6Idn+mym1HJYNJh5dLdBJc8KL6WdPUmruC3fB4P1UhtG4Rl7Z4+wpVJe+aFdBzQvu3115RidBjopol68hmP60urWWrVRVo66YOGgyqyIWr0EUouf77YI/A/4wmmLsYfn5RnfgB0sq2YKgtU//vO3iA6ZrDrPtdvpszXzLGYnYXvLlicm/OP6FlZ+pdM5hWW0efwWw8wGyo+I8eSqt899mtBW1h9OA9g1lj81M6fskRqCwAU3jjjzGagp+lU56negNnjm88wPzyL+pz33vWr6PL2wHFh1QLkfieKgXYotMJ7cZcvEi13WquYmug9JmmKrqGRzX9uMR++v3tI+os9I5JVRfR6UmAKRp2+oMqHfKrB9Vl1KWewFAvBgPcvBY2v6vy/c06VRSMTICYdHA030y8RapLofggJPRu2wxrWCRc+6U+Y+loXjkLDq1WbULqVnINJXYr7P9WvSY7Q++3ykIVJEanqDYtjbHEwLTb1c+aRm78CWi/XYsheWBgxtkauVvVl6OYFDX7umOJOnExcJYqfOKwAwb3iQzPDKZvwBfu7mOpke9cgzkis+X/rztyH0zwnsGs//6YU1IF+K+667Duce5KsuFmY4NtUvzBO8BsSRp0m9y5W1XMDvE1uESnwITrGj/hqWmqsntkQucKMH/4l2oLc/m7MOiMlvVnbg+HQy09CCUz7g72CEQXEuLvhCJoIhNh6q0w6CyVzqpnvnzuVpUW6fqCNuJCuG2rfqkq5z0Hd+7S78390I/w75Pg0zv02V5XYolVQYHVd60bNWXw0qmw6sngjKsuu1WtDV76e/UFy1bb+lToUFKSDR/dqHqyNqRgj2oRZK3yudlutKh04VBbf7nyn6rI1vpF6rrRBDs/VcUiXCX3f3wO/tYL/nsBOBxowAPmV/ld8d89f0tNI3X3m8w1fY3N7uCHvcfpYcinT1iJb7P6JjTXB9MYaseujqZmMHPcM5j+CTC9K9PGRQTu/Ha0V4psXAta0bSJ0dT4urZQEhEH5zwBk29o+H5NUymdpz8U2HH5W69JMPoy/8+e1ZTBw2nwTAhm5jSnKAtenAHfPabfNgv2wqtnq/WooNYhf3K7+h4oOjWZwRT12Wqg9Aic/Ef/fGC+fZlKVfnTIZWiotc6yabYrfD6eTDjHlVgaOObaobT1a+yKWYL9D4JMka3ff9VxeqDJzZDn1TjYHisn2op01zhHm9XvNvw7QdWwpFf6vfICpawSDVLH52iGks/OUz1nbthZbBH1jax6apiYmMzkcv/oNqYzP4XjPtNYMfWHLtVrREzmDyFn/rP9DSidzFHqJSv2gr19xtzhfpiNOQcMBrRNEgylDGt+icVcCf0hLUL6fnj/ZxsPIG3HJfQK7yMf4XfS8o7pTDuapj9VLPDa6wPpquqrGuGNFTVLfLjcGhMe+wb+qfGkJmgAkt/pch6r7ksr6kf4PqL9wxmtM7tVzodo1H1iOxsxl2lLgA7l0H+Dhh2ftPVdNsiLErVf9A0dVI6LtOTJRJspUehokBlE9VNXQUV9B1dD8k69u102NRyK5d938DW99X7NCP0248IOR30m67wq6IseG6ip9Kr3gacriqZHd2gZhsGnwVz39R/P972f6fe5L75K1z1CWz9H+z/Rq01bS4lst8p6tIei86FY1vgtu3tr8oWDA67muEx6PTledCZcN03+m2vvQwGTwp48SGVYq13z9dAikmFMx5p/P7BZwMGlT1Q1xf/B3u+gItfC04lyey1qvdu+khPgJkxGm7Z6Jt+eN6zvs+LToLfb3avgdPQWGg7m6Juo5jnSr/PGEPepD/x4ndhRDo0cuxxzK29l8/7/w+zq8iT3QZvXay+ZA//Vb3hmRvpg+kKMEM9RTauTpGf7TmlHCmu4khxFYPSVHVTf6XIehdR6pMUuNm+GK9vOlEWP3ztqSmHhaeqTJ/LFuu/fb0d/lkVGxp0pm9fza5i+8ew+W3Vfk3vANNogj/nqLWuTwyElKGhE2B+9ZBvmnBdg86E3/6s7+dyYl9VVCiym7o+9RYVXKaPavp5osOTAFPUZzCpL3RVhSrtbOQlat2TXpwVKzn8syrXrvcC+A1vwud3qxmck/+gbus9RX1htsSq4DZliLrvx+fg/WtU1Te9Ktg2JGWwCmI0u//24Q9f3AvbPlJ/s3uy1ZdvPRiNqtpeKEropVKsO7OJ1zVeUKs8TxXeKj3i/wDTWg0b/utTyZaek2HERTDgVJVGbzSq/zstST2N8sxwOhywURtAVOwk5rnev3pOoDR8CBu+/Z6JDo1qq4NcLRP7Vcswu9YD7vtaXfJ3q7HE+VY7dFeRrTeDqQLOsA4yg+nqg5nv1Qt097FyALon+CfATI7xFMDpmdhMoREdeRevjfJH5VprFeTv7Dhp9Z/eDrlb4Pdb1cy+t/I81aMwaQAMOTs44/OHigJVSyEmXa2/TB/ZeCVVPYTHwEWvqBnNUJE6BPqerFqpNMRkVt9V9GS2+B7njNHtywYTHYYEmKK+5AGqiubiy+Dze9SloQ+i9uo5Ee4+pO82QZ19qynzXV8WHgXDz/dcP+tv6t8v7oXqYqjIbzzALNijZrMiEtq+Nu2il9v2vGAry1U9PBdfpgoVtbbi6/rX4cv7YMrvYNodqvjMonNh5IXqeig5tk2lMvec1HHTmF00DfZ8qU5otLYa7KyHYNbDqoqkP7iCRlBFer5/XJXyn/I7dbbbaNTl/0tshJlZw9IYku7bVsdV5dVmd1Bjs2Mw1ElrHXg6XP4e9Jrc4HtCY30wXUV/Qj/A9C3yU1hRf+1paqx/AszEaE+AWTdA9yfvwr6R/kiRjUqCO/d41gOHuqFz1Ht5Qyd3i7JUf+JBZ3auAHPzO+q7zMz/g+l3qRNY/hQe1XCGSDBNvVVdhAiADv4tSvjV4LNh1zL1c0yaftutLFRfKGPTPWkTehp1CYye27Jg8Ir31DrTptKEXj1LBaB/PtZwf7PO7MKX1PFZ9yocWdf6ANNgUkFbbYW6nrMJ8rZBdh+9R9p+712lZu7u2tex02NBvfbfvkytmb0n23P7j8/Dtg/g3KcgvZH1LzFp/ivy893j6rV03dfq/7/JrPqPRqeoKs066pkYxYu/rt/HzewMbu3OGUyLuU5fRIPBk5rbgDB3iqxvMOHqrxkW4imydYv81A0wzx2V4bdWK0kxnvfZCX0Sm3ik//hljazR2LFaL7gyexoS1x1Ou19lcnQmif3U8pyEPv7f12uz1QzxzetU6n5HYKuBV85UmUXn/EPfbf/vWvUd4LLFsOopqC2Hk25vvl2K6NAkwBT12a1qYfYJV+rfhBjg27+q3nsXLIRRF+u//bpFgz64XqX7zX66/nqLqGa+5FirIHOcmslrT3Cpac4S9ubQ6YnVUpNvUkHml3+BqiJ19relRl2qKve5Zqx6T4Ebfgi9KqWg1tmmDIaslbDkFhhxQdv6foaKE65UrzcXTVNferLXqj6xjQWYeqoqUmsiXcXCSo+oy/7vYPSl6rYAn+V397G0a9TY7D7rAuspPgQ/vaBet0Nnq+e7U2TrzmC62pSE9gxmjCvArFEzmHvyynzu/9uF/lsb5V05tm9ycCquWsJC++8TdPE94KTbgj0K/Q0+y5PNseltFVCNutQ/J42rS9V735f3qn063zuCrrYCqkvUUiGLb2YHhftVgR+jH8KCfV+rpUkOB6x9WWVFTf29/vsRIUXeaUV9O5bAI+mw7E7/bD95EPSeClvehScGwy+v+Gc/Lkd+UUFD3TfUlgiLhMvfgQXftm8Mn96hjunOT9q3nWBIGaTWrNZWeFrLtJTJ7FuYxWxRgU3acH3HqIezH4dL31BrZ6yV6kRLRzb7ad8z0QYDnP88XPF+0ycJjm5UZ+C/ebR9+1/zIjwxSH2ZcznpNrhlgye4DAKzc3au2mbHoUFEUwHHkXXw0/Pw2T3u1765kRlMV1XZUE+RjQk3YzB4ZjBLqnxf5zH+KILjZDAYuGXmAGYMTuGUwTqu62+B35yoZsgvm+iHmblj2+HVc1QRuY6g5AgcWqPWW3ZFXz8CS29RJ9L94Zov4Mr/qWr12z7yzz7aYvUz8M+hsLGBQlTJg+B36/WfvQS4zOs71On3q32E+akfrQgZof1JGOLWrVtHeno6c+fO9bm9vLycG264gczMTJKTk5k923P2qrCwkAsvvJDU1FT69evHa6+95vPct99+mwEDBpCamsqcOXPIz88PyO/iwximSmtH+SlNcOJ1cPUyNTNYnutskK6jkmx4Zhy86WykfP1KWPCdSsOr65dX4N/TYNuHTW+zvTNu0cnqmBp0Wv+jac0fN2u1Oktb97aWBk7WavjXCfDWpWom+08HYcI1bRtvRzLwdLjvOMx5tvnHdjQGg/r9mmoNZK9VfWqPbmzdtvN3+T4neaB6vVcWem7r1lvfnrpt4Er/rHC2ybCYmzgWw38Fc55RXxidJ0pcAWTdGcxaV5EfP6WX6sVoNBAVZqKyVr1/GFDjnTe5N6v+OMPv+7991mBevXoiUeGBTaD6v3OGsum+WQzN8EMxt8oCOLhKtb7oCNa8AK/MUuu06zqyXgUgx/cFflz+ZKuBooNQmgOTrldrEf1VgMdsUQHbWY+r5TqhIjYd0kZAZEL9+4wmleGV4YcMhp4T1PIao1FlrEy4NjDt6URQSYpsG3366afceeedTJgwod595513HlOmTGH//v2Eh4ezdu1a933XX389iYmJ5OTksGfPHqZOncqwYcOYMGECmzdv5sYbb2TlypUMHTqUW265hfnz57N06VJ9Bq1pvoGS3aaKEpjDfR83bI66+Nspf1J5+HozWeD4Xk8wFx4F3cc0/NjK45C7WX3o1HV4rVqT13da+9ejzLhHXVpi12eqOE7yQDj9ARXoPZIG0alwy3o1E/uPIaro0lXL1N9v3SJYeqtvX8MlN8OW9+Dar6DHeHXW+slhEN9LtXMwGCBvJ7w+B079C5xwhe84qotV2oyrxUNDfbOaU1mo1nXEpKr2MG/NVWnJc54JvQ+YigL1eojrro6xsYOff8vbqb74Zo6D4sMqNbXPtOYLGKUNVydlYjOafpy3/d+qPrP9ToFff6xu6zsd7tzt3+rMbeBKca2oUQFWkzOYUK8noNmrSJA39wymOfRfN5HhZirKa7A7NCpqVaB96YSe9OjWeddEmU1G4qP89J6TOQ5u/LHjrClLHa5qLDTUh3j7R/DD0+o9Wu8WHsF0eI3KzBh2Hlzyuv/3l9ALJi3w/35aw7sXqBB+FvqfhCFq/PjxbN68mXHjxvnc/s0335CcnMxDDz2ExWLBYDAwceJEAAoKCvjwww956KGHMJlMDBkyhHnz5rFw4UIAXn75ZebOncuIESMwmUw8+OCDLF++nKNHj7Z8YK7KqQ4HfHqnSs0EtSbgk9/D33qrQisA+76Ch1PgP9Pbcyhaz2GHiuPqYg6vH+C2V1QS/OEA3LCq+ceOv0ZVyG3oTXfbB/DxTWq9mL+VZDvXvjpUUHfgO0+5cFdPqoGzVPqmw65mfrPXeo5d4X71bzevQik15SrITnW2mohNh4wxKugwGNQJhg+uVQWXqrxmmVxi0uCPWXDlB23/vcKjoWCXCvgdDtj7JWxfEnrBJagKg89NVKljncHSW2HROeq19fOL8N/zYe3C5p8XHq3OYjfWmshhh70rYLXXDG+vKar0fI+JnlYNRlPIBZfgSXF1BVZNzmB6s1uh4rh7BrPRPpghPoMJEBmufocqq909kxnlj+qqXUV4tGrp061PsEfSMmMuUwVXGqqk2nuqavGVPjLw4/KnyEQ1ixaIv9G3f4NnJ6gTbx3FhzeqQneVDXwXaK81L8IHC1RF/lVPwvr/6r8PEXJkBrON0tIarqr6+uuvM2PGDM4880w2bNjA8OHDWbhwIf369WPjxo1kZmaSnu45azhx4kSefPJJQKXcXnONJwUxKSmJfv36sWHDBrp3796ygX12D5z/L9Xvae1L6osfqHYF6xapn1OGOn+JEWptXUwDZzH9af838MaFqtedP9p3GI2e4j1fPQhZq+D0B1XbgbqiEhsv9NNnmgru/N2vcesH8P7VcM2XqnXL5BudqSzOdYoOm/rAH3Kusx+gCf5S7PtBMPM+mPxb39YSl79dpyWECa7/zhMAmMwqCHc4wGEFW62a5YpKUoGBwaCq/LZnqYTZosr3u/puLfhWnewIRcmDoNeJsONjWH6XKm7UWK/IjqDPVBUkmsLVl6qhc1SD6/ayVcO7v1H/jp6r0r/N4aq1UQfgCjBd/w2ancEE1bP3nXkwaBbmkx8D6qfIuq6Hd4QZTGcvyKpaO+sOFgEQ7ce1l6IDGXSGunQ26SPU54+1Gja/q06g9jvZP/uqyFfZT989pj5DQ6Xvo6Z5lsjUPbG/e7kqAPSr/+i/34OrYPvHMOx8WHG/+jzyRwFJEVLkE0Vnu3fvZuPGjbzyyisMGzaMRx55hLPPPptt27aRl5dHSorvrEBKSgp5eWqhfXP31+VwONCc35LsdnUWWht1MRqo1NdfvQg9Jqg3lYgEuG0bWOJUlTBNU6mAN/6oggvvBtHfPKLaGZz9OIy5XJfj4iMqCZIHYdj6Plr+DrjwZRXo+kPWKgyH16BFxLe+CbZ31Tmv57qOudaa7W37EJb8DsZdrfoMesvdigHQCvervxeotV+u/YZFqr6EdcZBVKLvbJGrTL73YwyGhn/vuo8xhcPSWzGsfw3tokW+PUPby3vta9qI+vtvQpuOdVtNu0NdVj+DYf3raDXlHadxekNm3uv5+cTfqgs0+jv5HOvP/qTWVM59U712N72tfrbEqXVL0+9SKdPmiA53jMx11lOHm43Nv74SeqkvjWXHMBk8KbLez3PNYJqMhma3F9DXdQMinAFmSZWnRUlkWAuOQwcUkGO97xtYvwiGnqeqT4c6a6VaFhIWoWoD6CTYr+sWqcjD8MF1aOmj/HdSbOb/QVg0htVPo+39GtL1X9fYpmO96W0MH92ANvkmOMOriJumwbVfQ2m2+i6g999vyq0w5kp10vy0B9WMf4BfIyH9muykJMDUWX5+PjfeeCMnnKD6Bd533308++yz/PTTT2iahrHOui6j0YjDWY2wufvrevDBB3nggQd8blu6qQDT1iXOaxGQtQXY0uy4x2b9m7iqw3w35EGG5Oykv62WjRs3kX0opgW/dRv0/D9OqnqIpGPb+OqbbymP2K3r5kcfepXEit381P8OIgbOomj1LjDU30d8ZRZDj75HYcxgdqe3bt1pa9bGZhSvZ5y1mqy9u9lavaTOvaMxjl6IdsCIllX3vsDpm++gV2Qfdq9bR84+I2klGxh47BMOJU7jUPIpQRsXtO5Yt5dBy8Q08gW0AjP2JcH7ewTL0qVLOXnnZyRUZfHFR4sZfvQdMot/Zv1bD3M46STno/qqf458FbRxtofJYMKuqUCxqCCfJS34O1uGP0VNWDwVX3wOmCkuLfN53s4sI2Bk2+ZNLMnd2KJxBPJ17W1/rgkw8NmXX+P6GvD158tDsnuQXvx5rPvmf8mo7I/ZWWhg1/7Q/1qVXrKeSfuf4mDidDb2vtbnvpTSLRjQKIgZgsPYtuUrwXpdN0nTMDlqibAW0jdlFjWGePb48f09sTyGlPTzyT9kpdCP+2nNsU4v3sGosG4cyjrCzsbGtNmPn3k7fgH6qJ8D/NnqmoQRgRP674QdTFxcHGPGjHFfN5vN9OrVi6NHj5KYmEhRUZHP44uKikhMVCmazd1f13333ce996pZCrvdjsViYfbs2ZjNbfizvvgPDEWHmT1tDCSq2bOxzovf1J6KVlXEzJg0/XtDvvoCGGI4fdpEz6xZQw7+gGHRfaT26MOQOXUCzN2fAQYYcJrPmkFN01i6dCmzZ8/2bdDeFG02GB6iHxDcGppNUb+/u2zV2nwM+/eQOO58xsxoR9Gnz/6k0pQnXAcHf4Ch56p0zRZo07FuK3utWrdqCmtbS5tQU1moZt0cNrXONnVok4V7fI71uB5oBiOnpw6F/HFolYWc0PdkTgjFtbNtcM+6z6lwrj3s0T2DOXPGNfMMj/IaG/f88gWWyCjmzPFUXd2wdDvkZDFh3FjmnND0rFBAX9cN+KRkHV9uP8bEKSdh3raGyDAT5513dsDHEQgBOdZlE9AKLmZwQi8Gd4R1mEcy0WpX02vgNHpNd74XV+TDwtMwFB8EQLtrf/N9ousI9uu6SVXFGB7rg5bYH363DoChAdjtYD9tt23Heg7wAIOAQb4bC83e1DqSADPwJMDU2QknnMCBAweYMUN98aitreXgwYP069eP9PR0srKyKC0tJS5OFb/YsGEDo0ap9InRo0ezadMmrrhCVfOsqKhgz5497vvrqjvbCarPWJve2C96FYxmDHGZgXmj0TRVfCSxn/5FfkCl937/hErja+r3yRgN132DISa1/uM+vlkVxLmvsMFttOpYN/a4EueaR380e26vURdD3+kYmjuGzSk+BMe2qrW32z9S1XGHtW57bX5dt8Yvr6hgeMb/wclN9InsKFb+A356Tp0g2bsCJi5Q/y+aYTAYMPTwCri6n+DHQQZHuNnoDjDDTMaWv7YcDsKPbSQMGza75vM8V1/McLOpxdsLyOu6Aa6CPmXVNmwOjShLy8fcUfn1WMd1V5eOosd4uLZOi5LcLap2g5MhMqHN7/vBel03KTwK4nthiOvu/+84uz+HVU/ByIv83tpLl2P96lnq9XvuU/4pzHZwNez8VBUZtFWrNZh9p+m/nyaE3OuxCwj9agQdzLx583j00UfZv38/VquVe++9lwEDBjB27FgyMzOZOXMmd999N1arle3bt/Piiy9y9dVXA3DVVVfxyiuvsGXLFqxWK/fccw+TJk2if/8AlApP6q8qkDbXwkAvH90E/7tWtQjxh/SRcMlrzbcXscSqIj7xPerfN+pSOGGefyuevnMl/K1X63sO+oOmqQIItRXqekQ8pAyC2IYLWrXY2U/AbdtVoaUr3vesLw010SmQNEAVx1p4GhxYGewRtU9SP1XkK3WYOubd/VysqgPxLsTjKvrTIu/Ow/LqaYw37nIHlC5Wm9b67QWJq8jP8XK1BjPQPSlFCIrNgFFzVZBxf0loVvpuD7MFbtsCFy6EfV97Kq/7Q1UxHFqtTnL7oyqrnqzVMOYKVcjMX5k7uVvgx2dh4xuqfdpPL/hnPyKkyKeKzqZPn85dd93FjBkzqK6uZvLkyXz00UfusyeLFi1i/vz5pKamEh0dzUMPPcTMmTMBmDJlCo8++ihnn302ZWVlTJ48mcWLFwf+l/jwBpXKeOmb/mm6C2pWJHut6k3VY7x/9tFeZz7a/GNaquQILDobEvvDPGfbD7sNLDGQ2Dc0SsLvWgZvXw4nXAnnPaffduO90gW926iEmpEXqcuHN8KmtzyBdkc14Vp1EfV4B5iutiMt0utEKD1KWJadWludANM1g9ma7QWJq8jPztwyQFqUtNuW99UszQlX+r/quB4cDqgpVS2Hop2Vx9OGwQV+qCAaavZ/Bx8ugEk3wll/888+BpymiieVHoGiA61ONfabw2vhjQtUe5qLF6nbzBbVFu2UP/lvZrffKXD+C+qkdfoo/xV1FCFFAsx2uv/+++vddv3113P99dc3+PiMjAyWL1/e6PYWLFjAggVBaM6750v4+SU101F6VKU1+tP4+Wp2sfsY/+6nObYaWHKLSp8590n/7ccSC0VZvreZzPCbECqGEJGgPhQtzhSZX16BvV+pFim9Twzq0ALqjEdg+p2qjL3olLyDwLDWzDie+FuYcjM//Xk55np9MDvODGZhhZq5rLKqNGFpUdJOB39Q75d9p3WMALP8GPxziKpPcOMPwR5NYMV1h+EX+Df1PzoJpt2uZu7iGsiOChaDUfVKd7UqARVUXtiC/sjtkTLY09dbj1ZZokOQTxWhlOfBns/V+rgrPwBbFZjb0wCxGSYzDD7Tf9tvKaMZNr8NUcm+AWZtpZphjUlVxVHayxILfzjg6QcZivpMhdu3e67nbIKdn6hU4fbY9w2s/pf6d+qtcOp9oZt+pWkqwA6VM87tYbeqnqPFB1U7kW591IkUQbjZ8/pr1Qym8wy/2WTAVqcPps3ZpqRV2wuSYd3jWLLpKEXOQDNGAsz2GXe16pvcY0Lzjw0F4VGq/oF3i5Kig1ByWGXZxDVeDKxDe2Y8HN8D9+T4/70wFLNHeoyD+wo819e8qNbpn/xH/7SkE12afKoIZeDpcM0KNatoMoOpE1TRbAmjCa74n0pV9VZ8CF6fo9awzW98xrnFDIb6QUvxIRVw+mNRvR6m/l4Fl8mDmn1os/Z9rf5d9yqc/kDTjw2WQ2vglTPUGda5bwZ7NO23/WP4n1eBiauWqZMIwncNZgPF0prkcDDGuI8qmw04y32zawazVTOiQeJag1lQXgNIimy7ZYzy33ISf4iIh1s2+N625V34+mHVH9HVM7ezCYuAyERVaEZOtjlTeLN8ZzT9oSwXNi1WFc3TRqjvFEkBqC0igkoCTKHEpKpLVzTwtPq3hUXAsPP1Ca4a8/HNau3D9d+rarahJrGvurRXj/Ew/3OoLoGynPZvz1/MFgiPUbO2iy+D2f+CmJRgj6rtopIgaaA6Y997KsSmB3tEIcPinSJrbmVAuP9r3uIevjGNxu64BZNRPd/qnMFsdcAaBJHhvgGmzGAKkgbA0NnqPaOzumGVmqktPaqyl0L15G6gnPoXlcpr8kMlf28V+bDifs/16X+AmX/27z5F0Mmniqjvv79SVdCuXh6a7TMCoVsfVYVWT5//GfZ8ARe9oor6xKRBbHeVkhQKKo7DUyPU737Tj/pt1xILvSbrtz1/yRgN92TD8yeqgkfnPhXsEbVP/xnwu1+CPYqQ5FPkp7UBYe+pbDQMZY1jKCfaHZic6d6uqrIdIUXWM4OpUmRlDWY7rXtNzQaNv6b9VbcDyW719KAe/qvQrfCtp5X/gPWvwSX/hWHt6O/cEVUch5dPU1Xzf7MUjEY1m+1vcZlw+kMqa8taGfzaGyIg5FNFKJWF8MW9anF6zmbV/9HfZ7VCxaon1VnN0x9UZzS/fliVML9goXoD1kt5HhTsVuki6SPhwpf027YezOHOhsvOdLnvn1Brck65u2vMfrkq6F30qppt7QzrMEWD2lxFFiAskvOr7gVgbkk1fZKjAU+bko6QIuuqIlteYwMkwGy3TW+rthTDL+g4AeY/h0NpNtxb4Akyu4LkgdB3esfqW6oXU5j6bqM5mn+snqISYeotgd2nCDr5VBEeG99QaTI3rlZnmTpAqpcutn2oCtpMu0MFmNs+UmmF/U6BoXMgMkGf/ZzxiFrfEqqBiyUW/i/Xc33XMjiyTq3F7EqSB6lgszM0ZtY0yN+leny62hEInyqyhRU1bd7Oqr0FngCzA81gmo2+r+0Yi6zBbJcpv4MRF3SsE3FRiWpNnK1aBR5FWaonYrfeEObHAn/B9PHNsGs5XP5O6LZH8ydLLPzxoOfv+79r1d/9kte7ZsAt/EoCTKFExMNlb6t1Wx3lDKxeZt4H1gqI7KauT7sDPv4tLPkdVBSoNQp68F7jWnpUVfYM1WATYNYjau1EV2rX8ebFqtrtLetVwauOrPgQPOXsrxqVDH/YF9zxhBDvGcxeSdGtfv60/t2o2L+GkflZgCqI4l6D2QFmMJNjLD7Xo8Llq0C7DDk72CNovRtW+l7//M9q/fnVn3XetlS1FSo7q6P3OG4rg8H3hHnuFsjfqdaj+tvmdyH7Fxh1iZrI0OvEvQhZ8qkiFKMJBp/V/OM6o7pFfsZcpo7HutdUKXd/WHIL7P0Srvyfasocijrrl4wmGcBhhQ8WwPzPgj2Y9onymrGUNS8+vANM13rE1hjbO4Frs/9O1HornHEVhEe725aEd4AZzMhw3zFKkR9B8iDodWJon/Rsr1/9R1UxN4WDw9F1srQac9Wnqt5GVACyWz7/M1Tkwc//gcveCY02dcKv5FNF+Koph8VzVfXQOc8EezSBV3JEpYamDIGrP9V320fWw5f3Qe8pqs9YfE/VBiWU/PskKM+HO3Z2jhTR1rpwIfytp0ob6ujCo+H+kmCPIiTll3nSYtsy4zi0ezf+az+dfimJnGmvBaKpdc9ghv6X1og6QbWswWyntQtVwDLh2o4btJz2l2CPwP/M4fDfC9QSmLv2d81lA2/NhZJsWPANRCerSyCceBP88DSkj+q8fVaFD/lUER6rn4VDP0LWSpUa2lXs/BSOblA9H4sPwrI7VX/KS16Hfifrtx+7VR3b8Gi1BiQUVRRAea4a63d/U6kzM+4J9qgCJzwarv1KfQCLTmt0j3i+250PtG3GcVBaLDfY5jLYGsuZztR6Wwfqg1l3xrKkys998Dq7rx5ShcEmXhfskbTcB9er9YjzPoQe44I9msBJHQIGY/3e111F/g7netuqwBZ3Ouk2dRFdhgSYwmPr+yrQmvsWdNOh/2FHsWs5bPgvZIxRM5cjL1FNp5f/AX67Rr/9pI9QfbhiQrgQxO/Wq/QhkxlWPwMmS9cKMI0mVfyhsxSAqCkDh12tse6KM9KNsHjN4LWlKE+PblEYDLDrWBmapmEwGNxrMDtCkZ/4SN8vlqN7BKBVQWc2/S71hb0j/R+z10BtuSroB6q6uSlc1SLoSL9Ha2xcDAV71Gya2dL84zuj3yxVJ441O7x6DqQMhnP/GexRiU5IAkzhcco96gOn73RVbayrGHmxWqOWNlylBl/wIuRsVMdA0/T7sA2PVu1JqopUkZ/olNArDx8epf7VNJj9L0AL6nBEOz09GiqPq9S9c/4R7NGEDItPm5LW//8ONxsxaA5OM66n4udCYibNw+qewQz9ANNgMJAUHc7xCtUHMy4yxN6HOpopNwd7BK134ctwkdHz+fbiDCg7Cn8+1nn7X1srVFGb4sPBHknwuIrXFWXBwVXqmARC7hZ1Mr/3FLXW1yiVqzs7CTCFx6BZwR5BcPQ72TcV1mCABd8BOgaX3tb/F768F2beC9Pv1H/7ejAYVLEj0bFd/Bp89QCM/U2wRxJSvIPAMHPbAsLJ/ZJ5+MgrxCwvhr7jsdodGAxgMnaM2Z/4qDB3gFl3RlN0AXW/4Cf1VydVO/PM3shLnK3HugV7JMEX2121pCNA71frFqm1ygB/ONC5i0kJAEL/VKsIrLyd8N5V8NO/gz2S4MjZpPpiVh5XM456W3aXCi4T+0O3Pvpvv70+vhmeP7FzFLkR0HcaXLsCMkYFeyQhxbuKbHQbW3QYjUb+bp3L9uF3QkQ8NrujQ8xeuiR4BZWWNgbZAtU7csObsPuLYI+kfa76BG7+ufOmx4Lqcx2TGnqZQ4H07d/h9fOg6IDK2kobFpj99pnm+TlCUvK7AvlUER6H1qjej9s+hOy1wR5N4BzbBmv+A4fXwqa3VYB9cLV/9uXa7m+WwsiL/LOP9ijKgrztqsjNyn/ClveDPSIhdNc32XPyKD2ubemAk/sl8oFjOm+H/wriumN1aIR1kNlLgNgIz5dsQ2cOKvytugQ+vklVCO9I1i6Ef42FjW8FeyQikI5tgf3fqh7XgTT8fFXV/P4SSY/tIiRFVngcXgPZP0O/U+Ck3wd7NIFzcLUq6HPyH6HnJLDVQPJA/+xrzr9UBbtAlQZvrYteUesvKwtUamWvKaEZCAvRDmleQWVqXNtSAhOj1fNe//Egd581FKvdQVR4x5kZibbIlzxdmC1w4s1qTX1HUlMOhftUoOFwqKI/5ojOPYMp4LQHVFGq6lJ472roPwPG/jrYoxKdkASYwqPfKXDW49BrkipG01X0GK8KHPWeolIKh5/vv31ljoOK42AI0S93ManqX6MJZj0MMWnBHY8QftAnKYozhqcRbTHX6wnZUpP7qTVE4w072bxoOT0ZS6Wxl57D9KuxvbqxbEsumQmRwR5KxxaZAGc8EuxRtN7E62DcbyA8BsqPwT+HQOpwuMlP2TsiNCT1V/9u+xC2faDWo0qAKfxAAkzhkTGqa67V6n6CugSCpsHLp0PpEbj7iGoHEoqik2HK74I9CiH8wmAw8J957WtF0ztJpdmeY1rDpKOfc5IxnG9NvfUYXkBcMak3pVVWzj8hM9hDEcEQHg04U8Wtlaq6aFz3oA5JBFDvk2DeRxAbwm3TRIcWot9uRdAc+B62L4HBZ8GAU4M9msA7sg5qKyFzrH+K/BQfVLOYltjQDC5/eQW2fgDTbof+M4M9GiFClsloYPWfZnLz33dTbOnODzXDMXegIj+R4SZunzU42MPo+CqOw5FfIC5T9TruiJL6w++3BHsUIhB2LIXtH8Poy7rmdzwRMB3n01D4n60GltwCa19S1VS7iorjqpjNge/hi3vhtXP91ycrvpcK3C54yT/bb6/iw5C1EvZ/B+tfh+xfgj0iIUJWRnwEeyzDeLridA5q6W3qqSk6uGNb4K1LYGUH6zN7+Gd4eRZ889dgj0QEUt5O2PIe5O8K9khEJycBpvBiUKWrAQadGdyhBFLRAfjfNfDjc6qU9rDz/Ncny2hU/SVTBvln++014VrVGyuhl6oovPndYI9IiJBlMBgYnBbrvt6R2pQInUSnqNmg3lOCPZLWsVaqwn4Fu6GiQBX6EZ3fiAvgyg8gLEK1TfNXxXzR5YVgjp4IGnO4KnYT2S1wvZFCQWw6TFwAqcNg/NXBHk1wxWeqi8MGU3+vquoKIRo1tnc3Sg5t4XLTV+QbpwLTgz0kEUhpw+FXHbBvdI8JcPM6VaTohSkqg+l360K3wrnQR1J/dfn6Yfj5RUgZ3PFOjogOQQJM4euUPwZ7BIEX3wPOfjzYowgtGaPVRQjRpIvG9aDmh21cbf6cj22JwR6OEC0THg3JA6Cq2FktXJPgsisZfgGkDAlcgUPR5UiAKYS33K2qRUfKkK7ZDyxvJ3z3dxVcdqVeqEK00aC0WNY6BvOAdR7Lj0/hvGAPSARWWS6UHFEnKmM7YFunyAS4YaWkyHYV+bvgl1dVK7oTrgj2aEQnJgtGhHDYYf+36vLabHh+crBHFDy15ao31tqXYecyKMkO9oiECHnbtT68aj+LP14k6bFdzraPYOFMWP9asEfSOlXFsPhyWHqrum6Ur4NdQulRWPMC7F0R7JGITk7eUYRw2OH18+DDG9RahH6ndM3ZS4DkQfDrj1W5/bcvg31fB3tEQoS8L26bzmMXjuL8MdJTssuJz4QBp0PSgGCPpPV2fapaVjjswR6JCJS04aqKfUwafPt3KD4U7BGJTkpSZIUwhan1CFFJcM4TwR5NcEXEqQC7qhgiEyFZ+uQJ0ZxBabEMMh6FT++A1KEw8bpgD0kEytDZ6tLRWGJh/ufw7q/hkXS47puO28dTtFxMKoy6BLZ9qGYy+05XVeOF0JkEmEIYDHDxq8EeRWgZfr66CCFapqYMfnkZek+VAFOEPqMJek2GjDGQtUqtIRVdx/j50PdkSOwb7JGITkoCTCFcHHYoPQJh0RCdFOzRBM8PT0POZlVZN0qqYgrRIumj4LznoGcXXsPdFZXngbVKzQyFRQZ7NK13xbugaV13WUhXY61SPb/DIuHE3wZ7NKITkzWYQgAU7IE9X8JTI+HVs4I9muDa8yVsfR92fgJ2a7BHI0THYA6HE65UrR9E1/H1w/D0KPW+2dF89xi8dxVUFwd7JCJQNAd8/RD89EKwRyI6OQkwhQB4Zx4svhRiu6vGw13ZKX9S/y75naoqK4QQomEJPVUvwY7YQ3LPF3B8H1QWBnskIlDCouCMRyGxn6oWb60O9ohEJyUBphCgqscOPAOu/x4u/W+wRxNcfU5S6zMGnA4RCcEejRAdR/FhdWLmy78EeyQiUKbfBQu+VZ8hHc3YX6tlIeaIYI9EBIrBoFJjiw7Ap7eDQ7KUhH/IGkwhAM79Z7BHEFrOfTLYIxCi4zFbYP3rEN8LTn8g2KMRomljf60uouuZ/FuoLABzB1w3LDoECTCFcLHbwF6rzuZK02khRGvFpMLFr0HGqGCPRARKdamqyBoWJYVyRMew9QO1FnPaHWCSMED4h3yLFgKgqgg2vw2PZsB7vwn2aIQQHdXw89X6JtE1vHkRPNpdrWUUoiP4/gn4/G71vUcIP5EAUwiA5X+Ej50lu2NSgzsWIYQQHUNMqkqJ7ogtSkTXNP5qSBqo+p8K4ScSYAoBkNgfMsfBVZ/COf8I9miEEB1VVRF8eCO8d3WwRyIC4dI34LYtEJ8Z7JEI0TKj58LxPapdiRB+IgFmO6xbt4709HTmzp3b4P2ffvopBoOBRYsWuW8rLCzkwgsvJDU1lX79+vHaa6/5POftt99mwIABpKamMmfOHPLz8/35KwiXU/4I132tKqgKIURbWeJg92ewY4m0fxBChB6DESbfBKMvD/ZIRCcmAWYbffrpp1x55ZVMmDChwfsrKiq49dZbOfHEE31uv/7660lMTCQnJ4dly5Zx++23s3btWgA2b97MjTfeyEcffUROTg49e/Zk/vz5fv9dhBBC6MRogosXwW3bICox2KMR/qZpwR6BEK1TsFv1bh07L9gjEZ2YBJhtNH78eDZv3sy4ceMavP8vf/kLF154IYMGDXLfVlBQwIcffshDDz2EyWRiyJAhzJs3j4ULFwLw8ssvM3fuXEaMGIHJZOLBBx9k+fLlHD16NCC/U5emafDDv+D+eFgpKbJCiHbodzLEpgd7FCIQ/t4HHu0R7FEI0XLr/wsfXAcHVwd7JKITkwCzjdLS0ggLC2vwvk2bNrF06VLuv/9+n9s3btxIZmYm6emeLx4TJ05k/fr1gEq5nThxovu+pKQk+vXrx4YNG/T/BYSvnZ/Al/eqnw2m4I5FCCFExxAWCWERwR6FEC3XfyZMugGSBwZ7JKITkwY4OnM4HFx//fU888wzREb6VpXLy8sjJSXF57aUlBTy8vJadH9D+9Kc6Tl2ux0ATdPct4lWiEqG+J4w7HyYckuTaU+u4yvH2f/kWAeOHGsdaRq8fzUU7oMF39frjyjHOnD8fqxv3+HakX+234HI6zpw2nWsh5yjLmoDOo4qdMlrMvAkwNTZ888/z8CBA5k1a1a9+zRNw2j0nTQ2Go04HI4W3V/Xgw8+yAMPPOBz29KlSzGZZAauTfo9AtXA0qUtevjSFj5OtJ8c68CRY62PGfvXEllbyIoP36LWHNvgY+RYB44c68CRYx04cqxbxjUJIwJHAkwdHTt2jH/+85+sWbOmwfsTExMpKvJtbFtUVERiYmKL7q/rvvvu4957VVqn3W7HYrEwe/ZszGb5s/qTpmksXbqU2bNnY6gzMyH0Jcc6cORY62xYFGSM4czo5Hp3ybEOHDnWgSPHOnDkWLeOBJiBJ5GIjnbt2sWxY8cYONCT115RUcG7777Lyy+/zNtvv01WVhalpaXExcUBsGHDBkaNGgXA6NGj2bRpE1dccYX7uXv27HHfX1fd2U4Ag8EgbzZt9f41sO9rmPchdB/T7MPlWAeOHOvAkWOtk4GnN/sQOdaB45djXZoD/z4JMkbDvA/03XYHJq/rwJFj3TJyjAJPivzoaPr06VRUVFBcXOy+TJ06leeff56VK1eSmZnJzJkzufvuu7FarWzfvp0XX3yRq69WDbmvuuoqXnnlFbZs2YLVauWee+5h0qRJ9O/fP8i/WRex9X2oKoSEXsEeiRBCiFBnq4LKAqguCfZIhBAipMgMZoAtWrSI+fPnk5qaSnR0NA899BAzZ84EYMqUKTz66KOcffbZlJWVMXnyZBYvXhzkEXchN/wANaXSu04IoY83L4bcLXDrZjCHB3s0Qm+J/eC+InBYgz0SIYQIKRJgtlPdViR1ffvttz7XMzIyWL58eaOPX7BgAQsWLNBhZKLV0kcEewRCiM6kPA8qCqAiD+KlV2KnZDSC0RLsUQghREiRAFMIIYTwh4tegbhM6ZMohBCiS5E1mEIIIYQ/JPWX4LIzO/gjPDcJvnoo2CMRQoiQIgGmEEII4U/WKmikn7HowKoKIX8nlOcGeyRCCBFSJEVWCCGE8JePb4ZNb8OCb2Wdd2cz4HS4cw8Y5auUEEJ4kxlMIYQQwl8scWC2QPHBYI9E6M0cDjGpUnlcCCHqkNNuQgghhL+c8ic4/UEwycetEEKIrkFmMIUQQgh/iYiT4LKz2vI+vHqO+lcIIYSbBJhCCCGEv9VWQE1ZsEch9FSUBQdXQZkU+RFCCG8SYAohhBD+tOopeLQ7rLg/2CMReho/H278EUZdGuyRCCFESJEAUwghhPCnIedAt74QFhnskQg9RSVC2jCISQn2SIQQIqTIwhAhhBDCn5IHwq0bgz0KIYQQIiBkBlMIIYQQorXW/Afe/TUc3RDskQghREiRAFMIIYQIhII9sPm9YI9C6CV7LWz/GCqPB3skQggRUiRFVgghhPC32gr49zTQ7DDojGCPRujh5D/C2N9A2vBgj0QIIUKKBJhCCCGEv4VHw9RboLIQbNXBHo3QQ/JAdRFCCOFDAkwhhBAiEGbco/7VtOCOQwghhPAjWYMphBBCCNFa3z0On9wOFbIGUwghvEmAKYQQQgTKL6/CsrswOGzBHolor+0fwy8vS8qzEELUISmyQgghRKD88gqG3M306AVwQbBHI9rjzEehogCikoI9EiGECCkSYAohhBCBMuPPaPE9yP5xFycEeyyiffpOD/YIhBAiJEmAKYQQQgTK4DNB09CM+4I9EiGEEMIvZA2mEEIIEWiaJtVkO7qvH1aFfoQQQviQAFMIIYQIpC3vMWPnPfDVg8EeiWiPVU/C6meCPQohhAg5kiIrhBBCBFJsOnHVR9BKDgV7JKKtNA3OfQoMhmCPRAghQo4EmEIIIUQg9ZrCJ6Nf4pzzLw72SERbGQwwdl6wRyGEECFJUmSFEEKIQDKasBstwR6FEEII4RcSYAohhBDB4LBBeX6wRyHaoroEfngatv4v2CMRQoiQIwGmEEIIEWDxlVnw+AB4boJUk+2IyvPgy/tgzX+CPRIhhAg5sgZTCCGECLDyiAyw18LA06G2HCyxwR6SaI3IRDjtfohJC/ZIhBAi5EiAKYQQQgSY3WiBO3apwFIqkXY80Ulw0m3BHoUQQoQkSZEVQgghgkGCSyGEEJ2QBJhCCCFEsOTvhmV3QbH0xOxQig/Dhjch+5dgj0QIIUKOBJhCCCFEsPz4LPz8Iuz/NtgjEa2RsxE+vgnWvx7skQghRMiRNZhCCCFEsIy6BBL7Qu+pwR6JaI1ufeHEm6HH+GCPRAghQo4EmEIIIUSw9DlJXUTHkj4C0h8J9iiEECIkSYqsEEIIIYQQQghdSIDZDuvWrSM9PZ25c+e6bysqKuJ3v/sd3bt3Jz09nenTp7N582b3/YWFhVx44YWkpqbSr18/XnvtNZ9tvv322wwYMIDU1FTmzJlDfn5+wH4fIYQQQVCwF764F775a7BHIlqqYC/s/lyKMwkhRAMkwGyjTz/9lCuvvJIJEyb43P7vf/+bHj16sHv3bnJzc5k5cyZXXXWV+/7rr7+exMREcnJyWLZsGbfffjtr164FYPPmzdx444189NFH5OTk0LNnT+bPnx/IX0sIIUSglWbD6n/BlveCPRLRUts+gLcugZ2fBnskQggRcmQNZhuNHz+ezZs388gjj7Bz50737XfddRdms+ewXnLJJTzyyCNomsbx48f58MMPyc7OxmQyMWTIEObNm8fChQuZMGECL7/8MnPnzmXEiBEAPPjgg6SlpXH06FG6d+8e8N9RCCFEAPQ9GS56FTLHBXskoqXShsPoyyBlSLBHIoQQIUdmMNsoLS2NsLCwerd7B5cAa9asYdCgQRgMBjZu3EhmZibp6enu+ydOnMj69esBlXI7ceJE931JSUn069ePDRs2+Om3EEIIEXQGA4y4ALr1DvZIREsNOQd+9W/oPyPYIxFCiJAjM5h+lJeXx913381zzz3nvp6SkuLzmJSUFPLy8lp0f10OhwNN0wCw2+0AaJrmvk34h+v4ynH2PznWgSPHOnAaPda2GtAcEBYZhFF1TvK6Dhw51oEjx7p15DgFngSYfmKz2bjsssu44IILuPDCCwH1AjcafSeNjUYjDoejRffX9eCDD/LAAw/43LZ06VJMJpNev4ZowtKlS4M9hC5DjnXgyLEOHO9jbbZXMfbgv8ko2cAno1/CbrQEcWSdj96v65jqHMz2SsojumMzyQkBb/IeEjhyrFvGNQkjAkcCTD+56aabMBgMPP300+7bEhMTKSoq8nlcUVERiYmJLbq/rvvuu497770XUP95LBYLs2fPrpemK/SlaRpLly5l9uzZGAyGYA+nU5NjHThyrAOnwWOtaRgevB4tKplzpo+HxL7BHWQn4bfX9fvzMez4AG3eR9DvFP2224HJe0jgyLFuHQkwA08iET949NFH+fHHH1m1apXPOs1Ro0aRlZVFaWkpcXFxAGzYsIFRo0YBMHr0aDZt2sQVV1wBQEVFBXv27HHfX1fd2U4Ag8EgbzYBIsc6cORYB44c68DxOdYGA/ylWF3XNHVd6Eb313XGKKgpwxCTJn+rOuQ9JHDkWLeMHKPAkyI/Onvrrbd4/vnnWbZsGfHx8T73ZWZmMnPmTO6++26sVivbt2/nxRdf5Oqrrwbgqquu4pVXXmHLli1YrVbuueceJk2aRP/+/YPxqwghhAgkV3D51iVgrQ72aERTTroNrnwf0oYFeyRCCBFyJMDU2eOPP05xcTETJkwgPT3dfdm1axcAixYtYv/+/aSmpjJr1iweeughZs6cCcCUKVN49NFHOfvss0lJSWHXrl0sXrw4mL+OEEKIQFpxP+z5Akqygz0SIYQQok0kRbad7r//fp/rzbUUycjIYPny5Y3ev2DBAhYsWKDH0IQQQnQ0RhMMOw8aWAIhQkhRlvo3rgeY5KuUEEJ4k3dFIcT/t3fnUVXW+xrAn81mlK4ZBqh4roYDqEewMghQDgeNQiH0nJtpNqhnhTids452czpylpJmuVyFK7VJA20Qh2t5rsKxFMwpU5RZQVQoQZFJMcY9/O4fXHZgqIDwe/e7eT5rsbQ9uJ6e3l7f735/77uJyFyMi1Y6AbXFV9OAGznAolzgP/rc//VERN0IPyIlIiIyJ4mLgfhwXodpzlyGA/0eB2x6KJ2EiMjs8AwmERGROfn5FFB8Drj5E+A8VOk01Jr/2qJ0AiIis8UBk4iIyJyErAYcnYFHhyidhIiIqN04YBIREZmTgQFKJ6D7qS4HbOwBW0elkxARmR1eg0lERGRuhACqy4C6W0onoTsJAawbBLw3QukkRERmiQMmERGRuUl5u3GIydyldBK6k1HfuHzZaZDSSYiIzBKXyBIREZmbRx5rHGA0WqWT0J20NsD800qnICIyWxwwiYiIzM2oaY0/REREKsMlskREROZIVwfkHwL0DUonoeaEaPwhIqJWccAkIiIyRyXZwL4FQEaC0kmoubI8YGUvID5c6SRERGaJAyYREZE5upENVBUBJVlKJ6HmjAbAwQmwfUjpJEREZonXYBIREZmjQeOAl/8HcPZQOgk15zocWHxF6RRERGaLAyYREZE5etit8YeIiEhFuESWiIjInOnrgZoKpVMQERG1CQdMIiIic1V4Anh/JJC4mHcuNRcX9gPvugPfrVQ6CRGRWeKASUREZK7segK/lACZO4GsPUqnIQBoqAZqygF9ndJJiIjMEgdMIiIic+U6Agjf0Pj7vCRls1AjrylAdCXwzCqlkxARmSXe5IeIiMhcaTTA4HHA0FDgP59WOg01sbICP6MnImodB0wiIiJz9nB/4KUdSqcgIiJqE378RkREpBb1vyidgE59BGz05TWxRER3wQGTiIhIDRJeBt52Ay4dVjpJ91ZVDJReaLzZDxER/QaXyBIREalBaV7jr1pbZXN0d0FLAL/5gG0PpZMQEZklDphERERqMP9HpRMQANg4NP4QEVGruESWiIiIiIiIOgUHTCIiIrWovQmc3gL8+InSSbqvQ6uAzyYC1zOVTkJEZJY4YBIREamFrgbYvxA4sQEQQuk03VNJNlB4DNDVKZ2EiMgs8RpMIiIitejZDxg1HfCJBDQapdN0T2HvA3U3gV4DlE5CRGSWOGASERGpyaRNSifo3nr2bfwhIqJWcYksERGRWhmNSicgIiJqgQMmERGR2lw6DHw4Bjj+vtJJup//XQjsfBWov610EiIis8QBk4iISG1sejTexfTqaaWTdD/53wE53yidgojIbPEaTCIiIrXp/xQQeQTo6610ku5nyrbGs5c2PZROQkRkljhgEhERqY2VFug3SukU3RN7JyK6Jy6RJSIiUit9PZCyFriWoXQSIiIiABwwiYiI1Ov4BiDlbeDK90on6R6MRuDrecC30UonISIyWxwwiYiI1GqAP+A7B+j3uNJJugdDPZD2OZC5R+kkRERmiwPmA0hNTUWfPn0wderUFo/v2LEDgwcPhouLC55//nmUlpaanquoqMCf//xnuLi4wN3dHfHx8W1+LxERUQsDA4DQtY2/UtezsgGmJQDh7yudhIjIbHHA7KD9+/fj5ZdfxlNPPdXi8YyMDMyZMwdff/01rl27ht/97neYNWuW6fnZs2fDyckJ165dw4EDB7Bw4UKcPn26Te8lIiL6DYMeKLvY+LUl1LW01oDHc8CQZ5ROQkRktngX2Q4aPXo0MjIysHr1aly4cMH0+JYtWzB16lT8/ve/BwCsWrUKrq6uKC4uhq2tLfbu3YurV69Cq9XC09MTr7zyCj799FM89dRT93xvv379FPn3JCIiM3cjG/gosPH3/30ZcOytbB4iIurWeAazg1xdXWFjY/Obx1NTU+Hj42P65969e8Pd3R3nzp1DWloa3Nzc0KdPH9PzPj4+OHv27H3fS0RE1CpnT8BlBDA8ArBxUDqNZau6BhxcAZz7QukkRERmi2cwO9mNGzfg7Ozc4jFnZ2fcuHEDdnZ2d33ufu9tjdFohBACAKDX61v8Sl1HCAGDwQC9Xg+NRqN0HIvGruVh1/J0ftda4Ll3oImbCFFVAszY3wl/pmXo9K5vXoXmWCzE4PHAyBcf/M+zINyHyMOu28dgMACA6ZiZuh4HzE4mhICVVcsTw1ZWVqZh8G7P3e+9rVm1ahVWrlzZ4jEHB356TUTUfR0EXv/t6hrqbHuB19gzkZrc7XiaOh8HzE7m5OSEysrKFo9VVlbCyckJ9vb2d33ufu9tTXR0NFasWAEA0Ol0cHBwQF1dHayt+Z+1KxkMBtjZ2aG+vh5arVbpOBaNXcvDruVh1/Kwa3nYtTzsun2EEDAajTw+lohNdzJvb2+kp6dj+vTpAIDq6mpcvHgRXl5esLe3R0FBAaqqqtCzZ08AwLlz5+Dl5XXf97bmzrOdAGBtbc2djSRarZZdS8Ku5WHX8rBredi1POxaHnZN5oo3+elkM2bMwNatW5GZmQmdTodly5bB19cXgwYNgpubG4KDg7F06VLodDrk5OTg448/xsyZM+/7XiIiIiIiInPHAbOT+fv7Y82aNZgwYQKcnZ2Rm5uLr776yvR8XFwcLl++DBcXF4SEhCAmJgbBwcFteu+9aDQa/POf/+TF3hKwa3nYtTzsWh52LQ+7loddy8OuydxpBG+pRERERERERJ2AZzCJiIiIiIioU3DAJCIiIiIiok7BAZOIiIiIiIg6BQdMIsl42bM87JosEbdrskRGo1HpCBZPp9MpHYG6CQ6Y3VhJSQlOnDiB7OxsVFZWKh3Hot28eRNlZWWor6/nXd+62K1bt3Dr1i3o9Xp23cUMBoPSEbqNsrIynD9/HlVVVdyuu1hJSQlOnTqFgoICNDQ0KB3HouXn52Pz5s3Q6/WwsrLikNmF0tLSEB4ejqqqKqWjUDfAAbObysrKQlBQEJYvX46wsDDExsairq5O6VgWKTMzEwEBAXj99dcxbtw4xMXF4eLFi0rHskhZWVkYO3YsXnjhBQwfPhxbt27F5cuXlY5lkXJzc7F69Wrk5+crHcXiZWVlYcyYMZg9ezY8PDxw8OBBADyT2RUyMzMxZswYLF26FAEBAfj8888BsOuuIITAq6++ipiYGKxduxY6nY5DZhfJysrCn/70J4SEhKBnz55Kx6FugANmN1RYWIiwsDD87W9/Q3JyMqKjo7F9+3bcvn1b6WgW5+rVqwgPD8e8efOwd+9eLF68GKdOncK7776LCxcuKB3PopSUlCAiIgJRUVHYtWsXZs2ahb179+Ltt9/G2bNnlY5ncdasWYP169cjISGBQ3wXunz5MkJDQ7FgwQJ8//33eOmllzBz5kxUVlbyTGYny8/Px8SJE/H3v/8dhw8fxoIFC7B27VquPOkiGo0G48aNQ1BQEGpqarBy5UqeyewCmZmZmDRpEt544w0sXLhQ6TjUTXDA7IZOnDiBMWPGICoqCgAwc+ZMeHl5oaioCDk5OSguLlY4oeW4dOkS/Pz8MHfuXABAeHg4Bg4ciH//+9/YsmULD8w7UW1tLUaMGIG5c+fi4YcfxpIlSzB//nwYjUasW7cO6enpSke0KPb29ggNDcWBAwcQFxfHbbmLHDlyBFOmTMG8efMAAOvXr4e7uzu+/fZbADyz1lmMRiN27dqFF154wbS/njt3LoYNG4acnBxkZWWhtLRU4ZSWx9PTE9evX4e/vz+Ki4uxatUq1NXVwcqKh6edoa6uDhMmTDAdhzTtLzIyMpCUlIRjx46hqKhI4ZRkiayVDkDyaTQaHD9+HBkZGfDy8sLKlSuRmJiI2tpalJeXw9XVFcuXL4efn5/SUVWvuroaycnJyMvLw9ChQwEAvr6+uHr1KgwGA3788Ue4u7tDCMFPyB9QfX09UlJScPToUYwdOxYA8Oyzz8LBwQFbt25FfHw8li5dCmdnZ4WTqpsQAhUVFXB3d8fixYuRlJSEmJgYaDQavPbaa3B3d1c6okV56KGH0KdPHwBAQ0MDbG1t0bNnT9Mye+43OoeVlRWefPJJXL161fTYW2+9hQMHDqC6uhrFxcXw9/fHG2+8AU9PTwWTWpbHH38cvXv3RlhYGGxsbLBr1y5s3rwZnp6euH37NqZMmaJ0RFWzt7fHBx98gNmzZ+PgwYMICQnBunXrkJCQAK1Wi9raWjzxxBNYtmyZ6RiFqDNwwOwm9Ho9rK2tIYRAYGAgxowZg9DQUAQEBOCbb75BRkYGPDw8kJaWhk2bNmHnzp0YPXo0rK2teQDTTnd2HRQUhK1btyI0NBR9+/bF/PnzsWbNGly7dg0rVqxAREQEHBwclI6tWk1LqTw8PDBnzhzExsaiT58+GDJkCAAgMDAQFRUVWLduHX7++WcOmA/AaDRCo9Ggd+/e+Otf/woAeO6551BbW4v169cDAIfMTmIwGKDVahEUFGTaZpvO6vj5+eGXX35p8fq6ujrY29tLz2kJmrr+wx/+ADs7OwCNHw726NEDZ8+exciRI/Hdd9/ho48+QmpqKgfMB2A0GlucnRw+fDhKS0uRmpqKwMBA9OrVC2+99RYWLVqEbdu2AQA/gO2gppuwRUREoL6+HkuWLMEXX3yB06dPY8eOHRg2bBh++OEHxMbGIjc3lwMmdSquQegGcnJyEBUVhaioKKxZswaOjo6Ij4/Hnj17MHXqVMyZMwceHh7Q6/UYNWoU+vXrh4yMDNjY2HCn3k7Nu169ejWMRiMiIyPx888/Y9q0aYiMjMT06dPx/PPPY/bs2XB2dsalS5eUjq1KV65cQXZ2NqysrEzLfiZOnAhra2t8+umnKCwsNL120qRJeOSRRxAfH69UXFVr3nXTQN/8Q5HJkydj0aJFOHToEOLj47lc9gE0da3VaiGEaPGBiLV142fCDg4OLZZ8f/HFF9i+fTvv6ttOd3bdNFwCgKOjI6KjozFy5EgIITB+/Hg4OTlh3759CiZWr9b2IXq9HgAwcOBA5OXlwcHBATdv3kRKSgr8/f1RVFSEhoYGHoe0U/PtGmgc0KdMmYLXX38dKSkp+Prrr+Hl5QUbGxuMHTsWWq0W//rXvxROTZaGA6aFu3TpEgIDAzFkyBD07t0b586dw7Bhw5Ceno6nn34aNTU1SE1NRUVFhengpUePHnBzc+Pt2dvpzq7T0tIwYsQIuLq6Ytu2bTh27Bi2bduGpUuXAmhc0uno6IgePXoonFx9bt68icDAQPj5+eHMmTOmv0gDAwMRHh6OixcvIjY2Fnl5eab3DB06FP3791cqsmq11nXzG3A0DfdNQ+aRI0ewadMmFBQUKJRYve7sWqPRtHqzEycnJ9Mw+cknn2DBggUICAgw/X9A99eWrpsGm6ZtfMCAARg8eLD0rGp3Z9dNQ2bTMccf//hHlJaW4tChQ5g2bRo2bdqEyMhIZGdn49atWwqnV5fW9tdN229kZCTOnDmDoUOHQq/Xm/YhQ4YMwahRoxRMTZaIS2QtXGJiIiIiIrB48WIAjX9RLliwAGPHjsX+/fvxxBNPwM7ODh9//DGefPJJXLx4ERs2bEBiYiJsbW0VTq8urXU9b948+Pn5Yd++fQgKCmpxALNjxw6UlZXxluEd0KtXL3h4eMDNzQ2TJ0/G7t274evrCwCYPn06bG1tsX//fsyYMQMRERGora3Ftm3bcOTIEYWTq8/dum5a6qbRaExL2CZPnoz6+nrExcXB0dFR6eiqc7+um3h4eGDQoEGIi4tDTEwMkpOTMXz4cAWTq09bum4aMGtra5GQkIAPP/wQiYmJSsZWpbt13bQ02dnZGcuXL0dNTQ02b96MF198ETU1NQgPD8cjjzyidHxVudd2rdVq8eijjwL4dTXEZ599hi+//BJJSUlKxiZLJMiibd++XTzzzDOisrJSGI1G0+Nvvvmm6NWrlygqKhI7duwQoaGhwsvLS4wfP16kpaUpmFi97tX1Qw89JHJzc4UQQlRVVYnVq1cLV1dXce7cOYXSqlt6erqYMGGCuH79unjzzTdF//79xQ8//NDiNbm5ueLDDz8UERERYtasWdyuO+heXRsMBtPrmm/zt2/flp7TErS165SUFKHRaETfvn25XXdQW7vesmWLmDFjhhg9ejT31x3Ulv11VFSU2L17txBCCL1er0RMi9DW7To5OVlER0cLd3d3btfUJThgWrjDhw8Lb29vcerUKSGEEPX19abn/vKXvwgfHx/R0NAgbt++LSoqKkRVVZVSUVXvXl1HRkYKb29v04F3YmKiyMnJUSSnpaipqRFCCHHjxg2xaNGiVg9ahGgcfJoPP9R+9+q6tSGTfXfcvbrW6/XCaDSKy5cvi4iICHH+/Hklo6peW7br7Oxscf78eXH9+nXFcloC7q/lact2nZaWJvbs2SPy8/MVy0mWjQNmNzBv3jzh4uIiiouLhRBCNDQ0CCGEuHLlihg9erQ4c+aMkvEsyr269vX1FadPn1YynkVpPtiUl5f/5i9SnU6nVDSLc7+umz9PD+Z+XTe5deuW7GgWp61d04O7X9c8a9l5uF2TOeBNfiyYTqcDAHzwwQcIDAyEj48PCgoKYGNjA6Dxzm22tra/ud09tV9butZqtaiurlYypkUQ/3/DgubXpDk5OWHZsmV48cUXMW3aNBw/ftx0jQl1XFu75peiP7i2dt2E1253XHu7po5ra9e8QdWD43ZN5kQjmrZIUrW8vDwkJCTAysoKAQEBCAoKAtDy+6NeeuklJCcnY+PGjXB3d0d6ejr+8Y9/4OTJk7y7Zjuwa3nu1vXdVFRUYPny5Th69CjOnDkDOzs73uK+jdi1POxaHnYtD7uWh12TueOAaQEyMzMREhKC6dOn4+TJk+jXrx/eeecd05edNx98Vq1ahZMnT6K8vBwGg8F091hqG3Ytz/26vpvKykrodDq4uLhISqp+7Foedi0Pu5aHXcvDrkkVlFiXS52npKREeHt7i40bNwohhCgtLRVDhw4V+/bta/G65jecKSsrE+Xl5aK8vFxqVrVj1/K0tWte+/fg2LU87Foedi0Pu5aHXZNa8CIllbty5Qoee+wxzJ07F0ajEY8++ii8vb2RkZGBI0eOwMvLC6+88gpsbW2h1+thbW0NJycnLo3oAHYtT1u7trKyanHWmNqPXcvDruVh1/Kwa3nYNakF78ygcr6+vpgyZQqAxgu7P/vsM+zevRuOjo4oKCjAzp07sWLFCgC/frEudzgdw67laU/X7PjBsGt52LU87Foedi0Puya14DWYKtbQ0ABbW9sWjxUVFQEA3NzcoNPpEB8fj927d2Pnzp286+ADYNfysGt52LU87Foedi0Pu5aHXZOa8Aymypw/fx6zZs0CANja2sJgMLR43s3NDW5ubqirq4ONjQ2Cg4NRWlrKr8foAHYtD7uWh13Lw67lYdfysGt52DWpFQdMlWg60fzee+8hLi4OYWFhAACtVttih9P0Ont7ewDAoUOH4ODgAEdHR8mJ1Ytdy8Ou5WHX8rBredi1POxaHnZNascBUyWa1tKXl5djw4YNKCwsRHBwMICWO5ym1yUlJSE2NhYxMTHYuHEjl0q0A7uWh13Lw67lYdfysGt52LU87JrUjgOmyvj7+2PmzJn4/vvvcf369VZ3OKdOncKhQ4eQlpaGAwcOwNvbW8nIqsWu5WHX8rBredi1POxaHnYtD7smteJNflSitdtNl5SUIDg4GK6urjh8+LDp8aavyKirqzMtm6C2Y9fysGt52LU87Foedi0Pu5aHXZPaccBUudZ2OE07G+pc7Foedi0Pu5aHXcvDruVh1/Kwa1ILDpgqcucnWk3/XFJSgpCQEFhbWyM1NVXBhJaDXcvDruVh1/Kwa3nYtTzsWh52TWrGazBVwmAwQKPRoLKyEleuXAHw68Xdrq6uSEpKgp2dHQoLC5WMaRHYtTzsWh52LQ+7loddy8Ou5WHXpHYcMFXAYDBAq9WisLAQPj4+uHTp0m9e07dvXxw9ehQDBgxQIKHlYNfysGt52LU87Foedi0Pu5aHXZMl4IBp5nQ6HbRaLX766Sc8++yzePXVVzF+/PhWX6vVaiWnsyzsWh52LQ+7loddy8Ou5WHX8rBrshS8BtNM5OXl4csvv4S9vT08PT0xadIk03P5+fkICwvDjBkzsGTJEgCA0WiElRU/H+gIdi0Pu5aHXcvDruVh1/Kwa3nYNVm6/wMtuFRNf0uVqgAAAABJRU5ErkJggg==",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=920.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(10,4))\n",
     "plt.plot(X1013_raw.Date_Time, X1013_raw['HV kcal/Nm3'])\n",
@@ -7645,46 +5105,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": null,
    "id": "dca99a97",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b064f9dac0>"
-      ]
-     },
-     "execution_count": 110,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "efbb9e5753ba4e6eb6f17588328c7230",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQgAAAFwCAYAAAD0XpbRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAEAAElEQVR4nOydd5gV1fnHv3P73V7YAkvvIE0EBLvYC2CLNZbYSxKNMT9jiTVqjDHRaOwlJhqwC6hYUJSOSO99KcvC9n77zO+PM2fmzNyZW5aq+36eZ5+9d+70es53vu/7SoqiKCAIgiAIgiAIgiAIgiAIokPiONQrQBAEQRAEQRAEQRAEQRDEoYMEQoIgCIIgCIIgCIIgCILowJBASBAEQRAEQRAEQRAEQRAdGBIICYIgCIIgCIIgCIIgCKIDQwIhQRAEQRAEQRAEQRAEQXRgSCAkCIIgCIIgCIIgCIIgiA4MCYQEQRAEQRAEQRAEQRAE0YEhgZAgCIIgCIIgCIIgCIIgOjAkEBIEQRAEQRAEQRAEQRBEB4YEQoIgCIIgCIIgCIIgCILowJBASBAEQRAEQRAEQRAEQRAdGBIICYIgCIIgCIIgCIIgCKIDQwIhQRAEQRAEQRAEQRAEQXRgSCAkCIIgCIIgCIIgCIIgiA4MCYQEQRAEQRAEQRAEQRAE0YEhgZAgCIIgCIIgCIIgCIIgOjAkEBIEQRAEQRAEQRAEQRBEB4YEQoIgCIIgCIIgCIIgCILowJBASBAEQRAEQRAEQRAEQRAdGBIICYIgCIIgCIIgCIIgCKIDQwIhQRAEQRAEQRAEQRAEQXRgSCAkCIIgCIIgCIIgCIIgiA4MCYQEQRAEQRAEQRAEQRAE0YEhgZAgCIIgCIIgCIIgCIIgOjAkEBIEQRAEQRAEQRAEQRBEB4YEQoIgCIIgCIIgCIIgCILowJBASBAEQRAEQRAEQRAEQRAdGBIICYIgCIIgCIIgCIIgCKIDQwIhQRAEQRAEQRAEQRAEQXRgSCAkCIIgCIIgCIIgCIIgiA4MCYQEQRAEQRAEQRAEQRAE0YEhgZAgCIIgCIIgCIIgCIIgOjAkEBIEQRAEQRAEQRAEQRBEB4YEQoIgCIIgCIIgCIIgCILowJBASBAEQRAEQRAEQRAEQRAdGBIICYIgCIIgCIIgCIIgCKIDQwIhQRAEQRAEQRAEQRAEQXRgSCAkCIIgCIIgCIIgCIIgiA4MCYQdjBkzZmD06NEoKSlB9+7d8cADD2i/TZkyBX379kVxcTEmTpyI6upq7be6ujpceOGFKC4uRu/evfHWW28Z5ptoWoIgCIIgCIIgCIIgCOLwhQTCDsbDDz+MF198EXv37sXChQvx2muvYdq0aVi5ciVuueUWfPLJJ6isrES3bt1w7bXXatPddNNNKCgoQGVlJT7//HPceeedWLx4MQAknZYgCIIgCIIgCIIgCII4fJEURVEO9UoQB49oNAqXy6V9v/jiizF06FDU1NQgHA7jxRdfBADU1taipKQEO3bsgMfjQWlpKXbt2oXS0lIAwB133IFAIICXX34Zt99+u+20Xbp0OfgbSRAEQRAEQRAEQRAEQaQMOQg7GKI4GI1GsWTJEgwcOBBLlizBmDFjtN8KCwvRu3dvLFu2DMuXL0dZWZkmDgLAmDFjsHTpUgBIOC1BEARBEARBEARBEARxeONKPgrxc+Xxxx9HTk4Ozj//fNx3330oKioy/F5UVISqqip4vV7b3wCgqqoq4e9mZFkGN67KsoxYLAaXywVJkvbXphEEQRAEQRAEQRAEkQKKokCWZbhcLjgc5CPrqJBA2EGZOXMmnn32WSxYsAAulwuKosTdCBwOhybm2f0GIOnvZh555BE8/PDD+3FrCIIgCIIgCIIgCILYF0KhEDwez6FeDeIQQQJhB2TNmjW47LLLMHnyZPTv3x8AUFBQgPr6esN49fX1KCgogM/ns/0t2bRWPPDAA/jTn/4EgIU5+3w+BAIBQ/gz8fNFURRMnz4dEyZMINdoB4GOeceCjnfHg455x4OOeceDjnnHgo53xyMajcLv95N7sINDikwHo7KyEueccw7+8pe/4PTTT9eGDx8+HCtWrMAVV1wBAGhtbcWmTZswbNgw+Hw+lJeXo6mpCTk5OQCAZcuWYdiwYUmntcLqpuNyuUgg7CAoigKn00lh5R0IOuYdCzreHQ865h0POuYdDzrmHQs63h0XOt4dG5KHOxCtra0499xzceWVV+K6664z/HbNNdfgjTfewKpVqxCJRHDvvffi6KOPRp8+fVBWVobx48fjnnvuQSQSwdq1a/HKK6/gV7/6VdJpCYIgCIIgCIIgCIIgiMMbsmx1IGbOnImlS5eioqICr776qjZ8woQJePXVV/H444/j7LPPRnNzM8aOHYvJkydr4/z73//Gtddei+LiYmRmZuLRRx/F+PHjAQDHHHNMwmkJgiAIgiAIgiAIgiCIwxcSCDsQkyZN0qoHW3HjjTfixhtvtPytc+fOmDFjRrumJQiCIAiCIAiCIAiCIA5fKMSYIAiCIAiCIAiCIAiCIDowJBASBEEQBEEQBEEQBEEQRAeGBEKCIAiCIAiCIAiCIAiC6MCQQEgQBEEQBEEQBEEQBEEQHRgSCAmCIAiCIAiCIAiCIAiiA0MCIUEQBEEQBEEQBEEQBEF0YEggJAiCIAiCIAiCIAgiZX7YVodv1+9FIBzDjFWVqG0JHepVIghiH3Ed6hUgCIIgCIIgCIIgCOKnwYqdDbj45QWWv31w8ziM6llwQJa5qqIRm6ta0KtTJi4/ujvcTvI7EcT+hARCgiAIgiAIgiAIgiBS4ss1e2x/u+ilBXj96lEY2jUXgXAMZXl+uPZRyFMUBde99SNqBJfinE01ePWqoyBJ0j7NmyAIHRIICYIgCIIgCIIgCIJIiU1VLQCA/143BgNKslGc40N5TStufnsJ1u9pxnVv/aiNW5bnx+e3H49cv7tdy9q4txnn/2seWsMxw/CZ6/aiKRBFbkb75ksQRDzkySUIgiAIgiAIgiAIIiVWVzQCAPqr4iAA9OyUiQ9vOQZnDSk1jFvREMCGPc3tXtYvXlqgiYNnHFGCL+84AUd2zwMA1LZS3kOC2J+QQEgQBEEQBEEQBEEQRFI+WroLlY1BZHicKM72Gn7L9Lrw4i+Pwv3nDDIMr2oOtnt5XpcuWRzRJRcDSrNRkOEBANS3Rdo9X4Ig4iGBkCDaiywDU28Dts0+1GtCEARBEARBEARxwPlw6S4AwPH9Otnm/7tqXE90zfejW4EfANBmCg9Oh9FCwZPeRZkAAJ/bCQAIRdo/X4Ig4iGBkCDay5ZvgGVvA29NONRrQhAEQRAEQRAEccDZVt0KAPjzeUNtx/G4HJh793hMGNYFABCTlXYv74fyOu3zmF4F2vwBIBST2z1fgiDiIYGQINqDLAPfPHyo14IgCIIgCIIgCOKgEYjEIElAQaYn6bguB3MY7otAWN3M8gw+e+kIFGezfIcetSpyOEoCIUHsT0ggJIj2sOYjYM+qQ70WBEEQBEEQBEEQBwVFUdAYiCDb64LTYR1eLOLYDwJh51wmCo7tXagN4w5CEggJYv9CAiFBtIeGHcbvMuW/IAiCIAiCIAji50swIkNWgCyvK6XxuYMwug8CoUPNcygu0ywQLthSi+e/3YQIhRwTxD6R2pVNEISR2i3G78FGIKPAelyCIAiCIAhCQ5YVXPLKAgzqnIOHJhyhuYwIgji8aQtHAQB+jzOl8Z0OJuTJ+yAQ8mVmCMvUBMKYjB/L63DZqwsBAL2LsnD20M7tXhZBdHRIICSI9qCYHIPhlp+3QNi0G8goBFzeQ70mBEEQBEH8xHlp9hYsLq/H4vJ6/GfBdgDA2N4F+NsvhqNrfsYhXjuCIOzg1YgbA9GUxldTBe6TgzAcleFxOQwVk3kOwkhMxpNfrNeG76xra/dyCIKgEGOCaB8rJhu/h1oOzXocSHYvBx7KZX9/HwRMueJQrxFBEARBEIeQdZVNaAxE9nk+U37YGTds4dY6HP/XWWgJpSY8EARx8KlsDAIAalpCKY3PHYQxuf2hv6GoDK/LKFtwB+HynQ1YXF6vDW8NU9ongtgXyEFIEPuDSOBQr8H+JdgEvHKicdj2+YdmXQiCIAiCOOSsq2zC2f+cgxP7F+HNa0bv07wa2sIAgOFdc7FiVyNy/W40BiJQFGDIg1+iS64PVx/TE8GIjFy/C1cf09PgHiII4tDAi430K85Kafx9zUEYjcmIykqcQMi/f7qiMm58giDaDwmEBNEeykYBFT/q36PBQ7cuB4I3z4ofJu+7Y4AgCIIgiJ8my3c2QFGA7zZU79N8AuEYmoJRuJ0Spv76OG3437/eiH9+swkAsLsxiCdm6GGDg7vkYkyvn3EqF4L4icAdvkd2z0tpfJ5ftL05CMOq4Od1GXMeijkIAeCCI8vw0bKKfQplJgiCBEKCaB+xsPH7z00g3Lua/R9wDnDZ/4Cn+gGtVUAsCjjptkEQBEEQHQ23c/9kJtpaw9Ky5PjchuF3nNIP1x3XCxX1AazZ3Yi9TUE8M3MTorKCysafWaQGQfwEWbmrAR8u2QUAyPK6k4zN2FcHIc95WNFgvAd4TPejAaXZAEBVjAliH6GePkG0B1nNj9P3NGDz10A0tTwcPwkU4QF+/kvsvycDaAUQaQWcuYdktQiCIAiCOHQoyv5x5ny1Zi8AoClojExwOCTk+t3I9bsxuEsOAEBWmLOwpiUcNx/ip0UwEkMgHEN+pudQrwrRTiY+P0/7nO1LTUZwqgJhTBAIdzcE8PGyCvzq2J7I8NjPR1EU3P3BSsvfPELIsc/tQJc8PwASCAliXyGBkCDaQ0xt1HrV/Bs/JwdhQE30m98L8LEGOtyZ7H+4FfCRQEgQBEEQHY1IbP8IhFxoPLJ7ftJxMzwsrDAYocIDP2Ue/XQtXp+7DU6HhPdvHoeRKRx74vAmZYFQMgqEMVnBGf+YjeZQFE99uQFnDy3F078YAb/HiVA0hpe+24opi3egINODf1wyAt+srwIADOtq7H+IAmGvTlmawzm6n+5T+0okJu831zVBHExIICSI9sDz8XmZnf1n5SDk4cW5XfVhngz2P9x28NeHIAiCIIhDTmA/iXTballbYuLwLknH5R1scgW1jx/L65Drd6NfSfYhW4ealhBen7sNABOHvly9hwTCnwGZ3tRkBJfTGGK8clcDmoVK5Z+v2oPPV32hFSziVDYGDdXOuRORI4YY9+6UCbe6nP31IqO9NAUjGPbQVwCAT39zHIaUkbGC+GlBsjZBtIeY+mDzcIHwIDkIty8A6rcDjbsO3DK4g9Cfpw9z+dj/2M9ICCUIgiAIImVEF9++hBvzfn4qDiRNXDhMXEE/JVbsbMBFLy3Apa8sRDh66ATWlbsaDN+X7qg/NCtCaKzY2YDRj83U8gmmQsyUQzArRYHQYXIQVjZa95lEcfDMI0oBAMt26ueK22GULUQHYffCDLi4g1A+dOf6fxaUa+IgAHy9du8hWxeCaC/kICSI9iCbQoxrNx/4ZTbsBN48U/9+8v2AwwFUb2QCpdMDON3A9nmA5ATqtgBFA4EbvwfcvtSX01bH/hf00Yc51UTEMapkTBAEQRAdEVEg3BeXzh5VIOifgquNiwLkIEyfSf9i+eJqW8O46b8/4oYTemNMzwJNSDlYmHPMLS6vRyAcg9/jtJmiYxCJyZCAg348AGD6it2obg7h9++vwAUjyyBJUtJpzGH+WSmGGPMiJTH1pUJtq55P9MkLh+KkAcX4Zl0V7v14FQDguuN6oVu+H1+s2YNlOxr0GZlWURQICzM9moPwUL1M2Li3GQ9OW2MYRvct4qcICYQE0R64UBZU33ZlFBz4Ze5YYPw+68/Jp6leDzzZAxh2CdCyFxh7KwsdLugN2DUGuINQ3CYHCYQEQRAE0ZERBYJQND7ceOmOeqzZ3YQrx/ZIOJ+9TUwgLM1J/vLSdZiEDf7UaGgzFnWZtaEaszZU49pje+GBCYMP6rrw8+b0wSWQFQUz11Vh0ANfYFSPfORnehCTFfzhjAEY1JnlvZ6+Yjd+M3mZNv3ZQ0vx3GUj40JMN1e14L6PV8HjcuDhiUegd1HWwduoNAhGYnA7Hdr6f7lmD2767xIAQLcCP76648SDLpY2B/UQ3y3VrehbnHzfxQmEKToItSIl6jVcrwqED5w7GJeM7g4AuPzo7rj86O7aNP9btCNuPrLJwegVBEKPy3FI0xFUN4dw+j9mA2D3tRtP6I1HPl2L+jYqrkT89CCBkCDagxxlollhX/b9YOQgbFFt6i4fMPIqYNk7QOlQYOdCwOkFLn1HFyyLBgDf/QVY/ylzFy59iw3f+AX7f8IfgPH3Wy8noDoI/YJAqDkI6UFHEARBEB2RgEEgjO+EX/DCfADAkd3yEubdqm4Owe2UkJfhTrpM92EQNvhT5Hz1WJiZurzioAuE/FwpyPSgd1EmZq5jRSd+3K6Hj/rdTvzripEAgH98vdEw/eer9kCSluFfl7Pf31m0Hdtr2/DK7K3aOJe+shCz/+9k+NyHlyuxujmE0Y/NBACsf/RMPPLpWoP4tbMugGkrKjSh7GCxpbpF+7xga21KAqE5B2m6AiHPQbizjuUgLUhQzVoU/zgxU1oDh2B06FmYqTkVo/LBf5lQXtuqfb7++F7oVcSKO4YidN8ifnqQQEgQ7SEWYaKZy8u+HwyBsH47+3/O08CRvwTOfop9b61h6+E1hepc+g7w3/OB6g1A93HArsVAgzqP7dYNRwBAm4WD0Kk+xGVyEBIEQRBER6QtpAsEYk67r9fuxXs/6sUE6lSHkCwrqGoOQVYU+NxOFGR60BqKojUcQ5dcX0phjXaFBxRFwYvfb8Ffv9iA647rhVE98nHW0M77tH0/F856dg621TDB4u8XD0dNSwj9SrJx439+PCS5CLnzzOd24qQBxXj88/UAWAGHj5ZW4I152/DV2j3a+FbFLz5fVYlAOIbdjQHc9/HquN+rmkP49/xy3Hxin7jfDiXLhHyLA//0heG3m07sjZe/34ry2oNfAHBTlS4QrtjZkNT1C8Q7CAsTCHwiXCCUFQWLy+vwvpr3MKFA6I4XCM26X16GPn2O360JhIfCQVhRH9A+n3dkGdZXNrN1OQRiJUHsKyQQEkR7kCOAO5M594CD46xrZW9cDdWFASCzk/00v/zIGErcUg38rS8TFe2wdBCqD2EKMSYIgiCIDoeiKJi3RW87HPvkLHgcTjy/ZbZBbACAq974AQATBnhhgiyvC/P+OB5NAdaOKMzyprRcl00OwgVbavHXLzYAAF6fuw2vz92G357SD3ee1r8dW/fzYl1lk/b5gpF6m9Hncu63StTpwB2EXpcD/Uuy8cIVI9E514chZbk4oksO3pi3DYoCRGMyXE6HdqwX3XsKSnJ8uOjF+fhxez121bdhuyCmFWd78ZcLh+LL1Xvx7o87UdV0+BXSaxJCeTm3n9IPd5zaD1+uYaJofevBj84R8/d9sGQXzhnWGScPKE44TSBsvAbzUxQI+TUclRU8962es70wK5GDMN4Jag4xzhDCsgsyPGiLsH19KHIQcgfh/ecMQqcsL9xOdk+MHMLiQATRXqiKMUGki6KwEGOnC3CpD7eDUcW4pZr9z0z8ADdgfjvPi6qEW+PH5bTVsv8Zhfowp/ougUKMCYIgCKLDEYkp2GsSYMKyFCcOisRkBT7VCdQSimJnXRtaQqwTn2p4ol7F2NjRnrp8NwDAIxR4+Oc3m9AUjOC1OVvx0vdbsGxH/T5VW/4pksg95XU7EZWVuH15oAmpoiQPGz17aGcc2T0fACBJEgZ3zkFUVlDRwFxYfBt4eDkvhtEWjqEpyATm647rhR/uOxXjB5bgzCGs4u3hmO+tqpn1D3J8Llw4sitWPnQ6fndaf0iShIJMJpLXHgKBkAv1nF+9uVhbVzOyrEBRlDhx2Z1icRVefDgmy9gi3C+65mfYTuOxCjE2CYRi3saSXC+ckrEYysHkn99sAgD06sRCiw+HisoE0V7IQUgQ6cJddA43ywcIAFH94b6pfhPKssqQ4bZ/8LWL+nL2P69b++fh8gGSAwjbNOiDjcDORexzjhCqozkID7/GF0EQBEEQB5ZEHd2rx/XAJaO74+x/zjEMf/NXo3FCvyLcPmUZPl1ZiT2NQdS0MJEx05tarjit8IAgDmyvbcW7akjzrD+chLI8P3r+8TMAwFnPzNGEJgC47eQ++MMZA1Na1s+BtrAu4lw9zhg26vewfRmMysg6iJVzNQehTX7AXp0ysbayCTvq2tCjMFMLJ+fh5dwp1hqOasJWtlBBl+cdNIfAHg5wV+NDE48wuDkBXSRvC8e7DA8kraEoQlEZXXJ96FOchTmbmDN4zGPf4Li+nXDRUV1xx7vL0bc4C5urXLh9wQx4XQ6cpQqxAFIKSeZwB2FMVtC3OEu7PnP99jlIrXIQyibhL8vjQp+iTGT53PC6nHCoIcaH4qUAvz0NKGXpnviLizAVVyJ+gpBASBDpwvPwOd2A04MIgAWhPWja+inumXMPAOCkrifhuVOe23/LjASA5t1AZlF8rsF0kCTA5Wfzs6Jiqf5ZXI4mEB7cRgxBEARBEIeeSNS+o/vwpCFxw8r/co72OV/NFXbvx6tQ1cwEkwxPal0QrUiJ4HrjocVHdMlBWZ4fAHB8v06Ys6kGFQ0BZHic6F+SjeU7G/D9xuoOJRC2hvR22r3nDDL85nPpQlqqDs79gRhibEVRNnPS/fObTTi+X1Gcg5CfK4FwTAvZzfHp4hJ3qR6OAiF3B1rl2+N59vZ3IYuYrODxz9dh3uYarN/TjGyvC6W5Pjx3+ZEYWJqD7zeyiCSPy4H/Xnc0lu6ox9Vv/IDmYBRzN9dg7mYmGG4W3H6hqIwv17BiiecfWYZHz4u/5u3QqhjLinaM3r95XMJpLIuUmByEDoeEz28/Hm5VgORFSxKl/QtFY5bhy/tCi3DNcVek22XtfCaInwIkEBJEuqgOwjkeJ26ddwfQqzsQ3Aio4iAAzKmYYzNxO2lQK57l99r3eTld9iHR9dvY/8GTTNNQFWOCIIiUiEWAxp1AQe9DvSYEsd8I70NHlzvAuDgIpO4g1EOM9V7/Z6sqAQCvXDVKG1aS49M+P/2L4TiuXycMfegrNAqhlJGYjGve/AHlNW24Ymx3jOlZAJfTgflbavDdhmr8sK0ON53QG32KsnD+yLKUQygPJ2pb9HaaWQjhTrtA+OAKaWKREit4sYvF5aygR7xAyB2EMc1BmCO4z3ioafAwrBg7fQULhbcqvMJdZlYVwfeFj5buwutzt2nfm0NRNFe14NXZ2/D0xcM1AZALryO752PO/52Ms56dg8rG+P7BY+cPwX0fr9ZCjHkxkFQRqxhzh2vnXF+iSSxDjM0OQsB4jvPVMguJr87eisc+X6d9f/bSEZg0oizpepfXtMLrdmDR1jqM7V2IUpt15qK8mNXJLnfqQUdRgIfz2Of7q/XUWASRABIIOyBLlizBOeecg5NOOglTpkwBAAQCAdx9992YPn06gsEgevfujcceewwnnXQSAKCurg433HAD5syZg6ysLDz44IO4+uqrtXlOmTIF999/P5qamjB27Fi8/vrrKCoqOhSbd8BpDjXg9tJiLPabkvV689EztyeWVS2D22Fvm28XdeqDPr/nvs/L4QaUGHto2FUQ9GTHTwMAscMvATRBEMQhp2En8P1fgMHnAe9cxIYN/QX73m0MkKXmjm3YAQTqgYI+LN9rblfAsX/dDARxIEino2tuWlh19lN2EDp4qB5bvihucfcgYKyoenz/ImR6nJAkoCmgu3ue+2YT5m1meZa5C9HMy7O3AgAUKLhkdPeU1vFwgud7G9UjP+43vyrQhaL6Pnzss7X4bkM13rtpXMpFJ9IlmYPwsqO74+mvN2rfw1EZToekCUu6gzCq5SDMEUOMVZHoUBRgSZX8jPh+geYgjO6/9Z62Yjf+8MFKw7CnLhqGP3ywErvV0F4u8F0wUhfJ8jI8WHDPKYbpFEXBtGnTcGRfYzFEV5rCuZYbUFbQqoZTJ7v+PRbLMAt/ZriD0Bxi/PyszYbvczbVJBUI52+pweWvLtK+9y/JwjvXj8UTn69D14IMFGS4ccFRXZHjc2uVwYeW5cat/yEPMZ7+W/3zD68Ax/z60K0L8ZOBBMIOxmeffYa77roLo0ePNgx/5JFHsHjxYvzwww8oKirCv//9b0yYMAHl5eUoLCzETTfdhIKCAlRWVmLTpk049thjMXjwYIwePRorV67ELbfcgjlz5mDQoEH47W9/i2uvvRbTp08/RFt54FhTuwY3fnkDmvz6W6RHq2txiuJH9h9WAQBOfPdE1AXrEJNjcO6vjh939hXsBwehQ73s5ajuDOSEmtn/Tn2Nw11qtcEoOQgJgiDi+P5JYNnb7I+z6n32BwC3zGf5XT+7i72g4ZSNAq6faf+yBgBWvAt8/Sfg8veALiMOyOoTRDLsBMKPbz1G+9w514fKxiAyTE4xKyeelaPKCrODcG8TcziJnXEA6KRWRc7yurTwWackGSqfLtxWZ5gm2+tCs+r+Gdu7AAu31uHoXgVYtK3OUC33pwQXK8QcfRyvForLxpFlBa/OYe3LIx/9Gr86tieWbq+HAhYSe8rAYuRleNC9gIVNtoWj2NQoYcXOBmT73ehZmKmJeIlI5iDslOVFpywPalrCiMRkRGKKln8QEByoTSG89+MuAMYKuIdzDsIuuT7sbgyiiyBmc7j7LbwfHIT/mrUZW6pb8M26KgDATSf2xh/PHIhQVNauGS6gcpG9R2FmSvM2n0visUkFLlrLiqKFU/ttzgWOlQgZTSYQOuKLlATCMc1FfPbQUny+ag8q6m3SLAlw5ydn494WjH5spmFYaziG207uqwm8ogBuV1zpoLNO6Iuv/oAEQiIlSCDsYIwaNQorV67EY489hvXr12vDFy9ejMsuu0xz/V1zzTW44447sH79egwYMAAff/wxdu3aBafTiYEDB+LKK6/Ea6+9htGjR+P111/HpZdeiiFDWD6KRx55BCUlJdi9eze6dOmybyu88Stg3rPAWU8CTRXAwheBKz7Qq+oeRHY178Kln14KAMiUZTwVzcHxk94EXjga6DpYG8/vYo2AYCyITEdqD9+k1LE32vsnxJi7ASMWAqGab8STZRyuFWNJ/lAlCILocOwxOjbQ91Rgs9CZeFEXUVDQW80rWwlU/Mj+5yR4Vn58I/v/yolAdhdgxOXAsb/V3eD7kpeWIFLESiAcWShjRLe8pNNaOQitHFVWcDGCF0mpVoucmN1ivxzbAy2hKM4eqhdYczokTVSoaw3jB1Ug/OG+U1CcbR0u+MXqPVi0rQ51h6Cy7P4grLn14gUYPowLGpVNxnDSN+eVG75/t6HaYglOPL92PgDmkrrlpD74cs0eHNe3E7bVtOKesweiT1EWdqkiTLeCDE0UsnMQAixkuKYljIr6AAKRmEGU4gKh6DLsW6Tf9/ztEAhD0RgqG4Lo2Sl5O11RFK2ASro0BiJwOyVLQYzvj30Nja5rDeOpL3VH7JlHlOKes1j+SZ/badg/oWgM7y9hImsykY5jzlfJw2dTRcxBGIjEi2lWWImQyWqPcKeiWE9pcTm75o/r2wn3nDUIn6/ao7kY7ZBlBZN/YEWQFtwzHq/N2WYI2T62byHmba5FeU0rANEhq+9PrbjSoRYIMwpZ1AIAtNYc2nUhfjKQQNjBKCkpsRx+wQUX4PXXX8ekSZNQVlaGl19+GQUFBRgxYgQWLFiAsrIylJbq1avGjBmDf/zjHwBYyPJ1112n/VZYWIjevXtj2bJl+yYQhpqBd3/JwlpfOlYfPu8Z4IS72j/fdvCfNf/BM0ufAQB0zSjB1DWL4ek6GvDlsBEieiOLC4SBaACZ7v0kEPKOZqf++z4v7mqULR6QvJNr7nC61TefUQoxJgiCiMObo3/uexrwyw/Y5+Y9wNcPADUbgcZdLOT4nL+x396aCGz7HmitthcIzffc5t3AnL8BWSXA0reAvauBc/8BjLqWVaH3ZOt2DYLYj4QtipSkmopsX3L56R1ttnye76tfsfFFpt/jxO9OM7aRRIFw0dZabbidOAjowsW+5Fw8lHCxwkqU5aGlfF9u3NNs+L0424sHJgxGSY4PS7bXozEQQXVzCDvr2pjQ5HFi9+7dKOhUgsXldWgNx/DsN5sAAOvVeX2zvsowz/WPnolgNLGDENAr2p70t+8AGHNOmsNRR3bPQ64gMJudkanwxw9X4eNlFfjTuYNx3XGJX773uufzuGF/Pm8ITh9cguIc+3OJhdTGUJjpgWThEufn2r6GGD/9lTFc/oqxxtB4n0cPwV6wRb8OeO7GZLicDjgdkhbim66DUBTugpEYvC6H5vazw+qecW2S48RnKeYq5EJ1fqZHcy2LRUWsWLKjXvvcOdePS0d3w+tzt+HcYZ3xj0tGYNHWOszbXIugeq1ZXXNui9yphwShf2qbf54gTJBASAAAbr31VlRVVaFnz57weDzo1q0bZs6ciczMTFRVVcXlEywqKkJVFWsEJPvdjCzLWn6IWIw9FBVFMeaMiIaAz+6EZJHzTnF5E79GCjSwm2B2qf04afLa6tcQkSMYmD8Qr4z8P3jWnArF4QJcPkgAlGhAWyef6rYLRAJQfBbrGYsAK6ewHFTdxwJSkoZzoB5S3VYomcVAlyOTv0JLhsPN1jkWiZ+X289+g2T8jW9nJLDPy+fH2ZwjhPj5Qse8Y9Ehj3dbLbtHXv0p0PM4/T6ZVQKc/7JxXP6bN4tNE2qxv6+G29g4uV2Bq6YBsx6DtPpDKFtmQtq7mo3z6e/Ynwnl/up4l/iBQI5Cmf03FDXJUJQJB355xCEhEosXMZyS/XUuDvdYCAq5fndK9winJmqxtmOzWsW2MNOTdHqnJCGstjnnq8JIjs+VcDoeGhiJyj/Je5gY7mhefzHskbnimAPqtpP74K7TBxjGtcphqCgKpk/fhQkTRiEck/HL137Aj9uZmHLVuB7YUtWCTVUthmI022paEFJdYx6LdeLk+oz3qkAkpo3rd+vtZL/bifdvGhd3fkkSE59SOWb/nl+Oj5dVAAAe/XQtRnbPs3TCxmQFv3t3ueU87v9kNT5ZVpGwGm9LiIW2Znntzzm/22nY1vYwe6Pu9Hxk4hE4rm8nw/x8qnAVCMfQJrjnfG774wEYn+UuQSB0OqS01pdrozGFVTHO9iW/9s2FUJ677EiccURJSsuVhT7l1hoWGTWmZz4yPGw/tIaiCeeztZpNM6A0G4qioG9xFrY9cbb2u0etUBxSj5vV+c3XPxw7xPeRSJver7Pq95n4Kd7ziP0PCYQEAODFF1/EJ598go0bN6JHjx54/vnncfbZZ2Px4sVQFAUOkyPB4XBAVj3cyX4388gjj+Dhhx82DJs+fTqcTvVNlqLg+E2PoqB1M2KSG7MGPQ4FQJeGxThi93tYt2oFNlVPs92WE9f/CZnhanw9+G+IuLJsx0uFgBzAkvAS1AdZA+gK+Qosn7sQJwOoqWvEwi+/wQQAwaY6fDWNrVNTcxMA4MuZX6LIaRRO3dEWnL3qVu27DCcciGFd6QXY2Pk8y3Xov2cqBgGoRT7m7Ye8jie3tiEHwJczPkPIbczhM27HJhQDmL1mNxrK9X3cb88cDAYgzXsGU9tG7vM6APhZ5qgkEkPHvGPRkY73GXUV8AH4dPleyCvtn08iI/fWoxuAhbO/QVWudeiPL1yHMwA0hSR8N3c1ylpKMApAbPOspA24BZOfQnXOkDS2on10al6DYzc/iWMATJ1+4JdHHBq2twDmboNTMl7nbQEnAAnRaBTTpunXwZq9EgDdrTSyUIayfQmm7VySdLmNYbbcuvpGTJs2DQvUeVXuLMe0aVsTThuLOhGTgWnTpqFtD5tuTGHYsG5mNjey5e3YVYFp03YmXb8DSXMEWFIjoTUi4asKB/xOBef1lLG1SUK3LAVuBzsGTom5p0r9CioDbDt379qBadPKDfPbs9sBwIG58xagdq2CuTvY96ryjZg2zbpoixX8mF/Zhf0xtuCoYgBqPaY3Njiwos6Bz77+Htt3SwAc+GH+XOxdZT3PRVvYuSPCj9PKWv38GZwbwaefxj9b3JITrcHExxYAvtol4bOdRufc+S/Mh8+p4PyeMsYW6wLJtmZg+mr9nD+uRMbcvXp/58ft9fjfh9OQZfMepj4EAC7EQq226+VQnGiNSvhk6rSUHblmGlrYvvv70VE4q1dg2rQV8cuRnGhuC2LmvB/B9+X82d9hc3xqxDimT58OSdGPz6LVmzAtlPr5UhUAABf21tRBViQgmvw4sdpC+r5v2rQYM8oTL6clwqZpbGrW5r9wvXqOb1qBL6tWQIITTa3BhMufvJFNM8zfYDneDvVeuHN3JaZNm4ZHlrJ9U71nN6ZNY+HbzFToQnNrW9JtrQ8B/93kxJZmCZ28Cu4ZEUOSCOyUOSfYAjg8kBQFSjiIz5KsS8ziRRDR8SCBkAAAPPHEE3jttdfQr18/AMCdd96Jd999Fx988AFKS0tRX19vGL++vh4FBQUAgIKCgoS/m3nggQfwpz/9CQC7EXm9XkyYMAEul3o6bvkW0nJWccpx+RSc0letqvWjE9j9Hgb164lBJ0+03pBoENKyqwAAZ6+6FcqtC4GigentDIFHFz6KLzZ+oX2fNGkSsGMBsB7oVNIZ5066EFhxPXwuYOJEtk5Tv5yKHXt34ISTTkC//H76zNrqjHmoADjAbsQD62di4E1vWK/EG/8CABT2G6UtY5+ofArYU4EzThsP5JiqeL3yd6AZOOHM84wVk79fB1QCiid7n9eBvYGejgkTJliGXBA/P+iYdyw63PFWFGDFtVA82Tj3vAtTn+7TWcCS+Rh71DBgsM19tXYLsAbI6dSZ3XvXASh/AS6Z5UdTigdDqloL5fi7mE1j22xIO1nlxXEjBgBD9sMzIxmrI4BaJLLDHPMOyIqdDfj7qvmGYQ7JeMyfWPMtGsNBuN1uTJx4jjZebFkFpmzVRYunrzk5pdxvAMuv9sCSmfBnZWHixBNRNWcrsHU9jhwyEBNP7ptw2odXzkRbaxgTJkzAru+3AOUbMWb4YEw8vrftNEu31+O5tQvQqaQUEyeO0oYrioKv11Vh+Y56vD63XAtB/v3p/fHrJOuRLsFIDFMW78QL321BteDGC8QkTN7CxJ1FFukBfW4HcwJuXIchA/pi4lnG9u/cD1bix5pdOGrMGJw6qARzPlgBVFTgtOPG4LTB1imIRNK5ty+euhorFu5A/2FHYUlwJ9BQi9NOOQkDS3Msx79z0QwARvcSb29mrNuLNzcyMfmOSWNxnKmqLgA8tOJr1LdFcO65E2zDVwPhGG5/8Evt++qHTsf5L8zHpqoWBNV9+/j1ulNs+ordwOrlGNOrAK9ddRSyfW4EIzH43E5c8doizN9Si2FjT8QQU8Eczsa9zcDSOSgrLsTEiWMtx3ly7bdobQzijLPOSTnk18z9S7+CyxHD+efZ3O9jEby99A0sj3ZDnwGDgHKWy/Gai85NWJFYPN4Pr/wGQTUvZ8Sbj4kTj7WdzsyOujY8tvw7uP1ZQGsr8nMyMXHiSQmnCUZi+ONi/Vide85ZyPEldsQ3tIVx348zkZHJ7hUA8O9d84H6Bpx/1ino1SkTf1j8BSSHZLg/mfn9fexcvPOS01CaGx9Cvn5PE55eNRd5BUWYOPFo3L6AhaBn5hdj4sQxANi++/2iGXC5vZg48dSE6332P+dgSzML0a8JSYiUHYkLRndLOE1KKAqkZWEo/kIWaixHk/bhotHE4ddEx4AEQgIA0NjYiIyMDMOwzMxMNDQ04PTTT0d5eTmampqQk8Me7MuWLcOwYcMAAMOHD8eKFStwxRVXAABaW1uxadMm7XczZrchAEiSpDc2flSFsonPQeon3FTdbP2kSMC+4mObsUKdtOxt4IzH7Dc8CQsrF2qfM92ZbB3VkGCpdjPL9eTyQwrUAQ07gPweWuViGbKxAfXjG0DLHvbZnw/cXQ40VQJ/HwgJkv02+VmYhzTi8sSVLlPFwR6wkhyNn5+6/6SMQuNvXVkjWRpw5v5ZB5iOOdEhoGPesegwxzvYyHK6Zhamd3/0MIFEirTZT6cWhpLcPjaO02v4WTr5XmDQBKPvZsYfgUUvQlLk/Xa/FmkKN+HlFS9jYp+JGFBgDEvsMMe8A2J1XJ2S9TFXFMUwzCxCuJyOlM8TntcrGmPzbA6xF6tZXlfSefDwZFkB2sJ8OnfC6dym5fHteWNeOf782bq48f+3aAd+M75f3PD2IssKrn5jMX5Qiyv07pSJ0T0LkJvhhiwraAlF4XM7keFxIiYriMQUxGQZby3YjmBExrKdDQBY0Q/zdvLjEJPZtu1tYuJjaa4vres2leucV5VeU9kk5CC0P2Z/Pm8I7vnIaC/k44rFHzI81vPI8LhQ3xZBMCrbVsievYk5tU8eUIQ3f8WEnBm3H48l2+txySsLMbhzjmHePFR6dM985PhZ1WS/mg+xTK1KXNEQxNCueZbL47nusn32283zAwajMjJSrOxtJhhloqXtMflzEd6XgOuU36MpyMTxB84dDLdFIRsrJEkyhPyePaxzWucLvw55/tCE66pizkHociS/Z/D+pXj/4RWMC9Q8kG6HhIisJJyX3+NEczBqe1343Ow4haIxw+8toaj2ne+zcExOut7rKo25QFdWNOLSMd1txk6DGNt2yekBYlHWnkiyLvT8JgASCAmVs846Cw888ADeffdddOrUCZMnT8b8+fPx7LPPoqysDOPHj8c999yDZ555Bps2bcIrr7yCd999FwCreDxx4kRceeWVGDhwIO69914cffTR6NOnT/tWZucP7P/g84zD3epbnEiCSrrNe4zfq9dbj5ciTok9PIcXDcddo9TCKLJqvy4dyv7zyr7PDgMeaoTLwS6rqLkISNUa9v+KDwEufOZ0Blx+IJagWl6wkf3PLLIfJx3U9dO2QyRQxwREc5ESrYoxFSkhCIIw0KYmfc8oTG86VSBEuNV+HP684wWvzDkFfXnx02iFqPZ/qNDOpp24aPpFaIu2YXXNarx11luU+LwDk2qtAnM+MVcaRQ7M1UD/qRbFsHL2xK+fmnNPVjB3c22Ssa2XBwCPfLo2rsIvpyDTk9J8U+WDpbvwQ3kdyvL8eObSERjVIz+lTntDIIKpy3djdwO7Z4hVgDm8cAIvUlKlCoQlCQpttBcuBmV5XFoVY5/b3q12yahu2FHXhhe/2wLAqGOIxR/sKu92yvaioiGA8tpWHNHF2tH35jxWifaMI/Qc5S6nA72LWDqiqCk1UltDNf7seh1trdcDMLoxy/KZQHjz20uw7pEzLd1/TUEuENo73/j2mKtyp0QsAvmLe9BX7o0aV1/mZt/4BVDYD+ikulqFnHJHOTZhhnodFOd4reZoiyjYOdMUkbhAyEV6bwrVk50OlleSr74jhWWKLwQ4XCDkx8DldCAQidjO47OVlWgORpGTQNQVCxmJOfsCpiI5LqcUV6Tkn99swuLyOrx5zWi4nA40BiKG7QSAnXVtSbY0RRR1fSQnaxcoMlsQiYBEEkggJACwHIR33303Ro4ciXA4jG7duuH999/H0KFMBPv3v/+Na6+9FsXFxcjMzMSjjz6K8ePHAwCOOeYYPP744zj77LPR3NyMsWPHYvLkye1bkWAT0FoFZHfRKwRzVAdhQoFw50LhiwTsXr5PN8PqQDVckgv/Oes/cPBiIor6EHdYXD6KYi8Q1rBGLTqZ3jS7PKxisx1cIPRZN3jShncwY6YHZDQEhFuArNL4/eX0WE9DEATR0WmvQMifaW21wEPq/f2BemMVYk0gVDvwLlOnzmMRpml+Vu0nwrEwrv3qWrRFWedlT6v6Qo6eCx0Wu5xpcc4104jONJKtiZV3p/ywQxverSDDbpK45dwxZTlWqM66ZFhVHxXFwW1PnA1JktAUjGDYQ19pRVP2F6t2sTbfb8b3xeie1ql6rOCVfvc0MsE+y+sCwm3At38G6rcB0SCu31ODR3wrsfOHs4HAicho8sAhlaBwP4ucANCjkN2bIjFZK4yR4bbvdjocEroIoq94hhgEQpsw3BxVEN1SbS0QRmMyFm1jrszxg4oNv3lMlbI5R9VOw7Gub4CV3wDHzAXmPwes+xSItOKq7AGYjN9gLwrw4/Y6HN8v/iV+kypO5ViItdr2qGJZMBJDfWsYfo8zYbVnjR/fAD69Ew4omOEFEAPA07sXHwHcqqYDaKrQJsmB/jIqI81wZvEYJKtAbIYLiq3qeeBPIBRzmNvPoYXyp9KN46sVExTC1nAUfrdTuxe4nRJkhTl1HQ4JszdWY9qK3bjnrIEozPLitv8tBZC40jHfF6GIrFVJB4CehcZ7ktvpQCCsP4fDURl//5qFd6/f04whZblYXdEIRQGO79cJd57WH+e/MF8TlvcZTSB06C8OFZkJhgSRABIIOygPPfSQ4Xt+fj5eeeUV2/E7d+6MGTNm2P5+44034sYbb9z3Fatjbw5RaOE+dKuZdCMJ3BZNu9n/AWczQa52ExuWW2Y/jQ1tkTa0RlpRmlmqi4MACyUD9JutSCsTFAGTQCjH2Pq4fECuKa+E0wsojWwc8zy3zQaq1rLPqlNEURT8c9k/8d3O7zC++3jcMPQGrXJySmjuEtMDiIdnZ1g0SDWBkByEBEEQGi3VwNbv2OeM+LxYCeHi3oIX9GGbvgIGnKl/1wRCtePhNHXkMy2WuZ8dhNVt1cjz5uHeuffqoiCALA8vAkZVDzsCVkc5ZQeh0ywYpp6Bn3fsa1pC+KMQgjq4s3UuOxG+mC/W6OftsK6JX7ZypxQXJkSH0H1nD9LEzyyPC5IENAf3r0C+q54J8H2K0yuyxwWfquYQjpQ2YeT6r4F1FeyeosKDFrtVfA5UfI6n5C64POu5hHno2otH24965emsBEIZYBSeRMeYR1g/O2FraFku5myq0ZyLZtbvYS/iO2V5UJxtbDO71aq04ajRAVbQuln/8tJxxt+aN+Bs5yK8GTsLda3WUUB8u3P8CRyE6vYsKa/HvR+vwrg+hfjvdUfbjg+A9WssKtdrVK1hxgNvNrB3rTY4UwpiVQUToHsWppYDlCOK/GkYgAHox5VfSikJoGBiHtfXUnEQ8nH4Nbujtg3BiGwQwPm9JyLL8Dqc+O2UZWhoi6A424v/O1N3icoJHmvcQRiKyggJ58yDE44wjOdxOtAsR7WQ5x2CM7C+jZ0zteq506tTJrrms+e83TmcNppAKOmioFVfkyBMkEBIHF7UcoHQIuEzz70UTRCOy0Wv7mPZG5PaTUDd1nYJhLtbmNhY7De+aQQPQbByEH51P1yVM4GsTERlodHYsIOJayVDje4QQO/wRUOAx/RG/K0J+me3D4qiYOqWqXht1WsAgM0Nm7GlYQueOfmZ1DdMzUEI2dSoTeSCIQchQRBEPH8TnlVWL1cSwQW2UKM+rHI5Ewi3zQY+uA7IU18o8Rdk5hBjczoIAJCcUAD8csvbqNj8Jv595r/RM7dneusGYMneJbjzuztRF9Rz+7odbjw3/jncPPNmBHlosUICYUfF6Ujt2DtN7Z50HISSJMHtlAzurnNSzIFmFQpZmJXYLcfFMh5u2ix01m84QS9u4nBI8LocCJrCCtvL9tpW5GV4sHFvCwCgT1F6AiEXYWOygo99DwIbhR/PewmIhbFp7vuI1m5HvZKFY5xr0UuqxFFd01tOqnDRLRKT0RyMItPjTHrcxeMlHjpvCg5C7sRrC8e/GAlHZZz73FwAsHRlmkVhjgyL9e12NKAWghpd6sCbFdbLBHQXWlaC3IJcLJu+cjeisoI5m2pQ2xJCYVaCEOD67dq67Dntedzw4pcY2SmKh8c6gO/+AkTagJqNQNlRQKVeHMgJffsSzt8CQ4hxOx2EHF+KuQ/Ztcj2bSqL5AJhTFEQkxWc/sz3bHmCIMnXPRpT0BYKo6GN9WvKaxOYT0xwB2E4KiOkhob3Lc6KS3vgEkL6p6+owJ+mrtZ+a2JlmtGoCoV5frd2nrTtN4FQPS8NDkKqUkwkhwRC4vCCW+HzusX/5uS58yxunNEQ8OV9wNqp7HvJEF1sDNTHj5+E8sZyfLL5EwDA0KKhxh/58q0s2ivfhbOICWyxPauALuPY8Ab1YV7QK34al+jOywAadrKQkIHGCltT1k/BY4v0gitlWWWoaKnA/N3GqoJJ4R1Ms7uEC4RqURTjOnJxlhyEBEF0MGIR4JtHgDWfAN1Gs7C9fqcBA84yjmfl5kuEVV7Z3cvZSyj+cqi1iv3XBEKTuOGxEAgdTuxwubAywFxTEz6ZgLmXzkWuN/U0FYqi4NEFjxrEQQB46dSXcGTxkQCAYIznHiSBsKOSqk5gDjF2p2lBcjqMAmGqYb1WQkaynIFanr4oW16jKiAMLI2/1lwOR5zrzJJoCNizGigbyXJOK4qeNgDA3qYgTnzqO+RnuFGvupnSzW3I97EPpnZapwHAiMsAANPrxmk5HD+V7sUQRzkuGXBg3ETcqdUSjCIck1GQmTzSRXQQSoI4l0oOQi4cBsLx58YP2/T72AUju1qsqy5mivgiTcYRr/0K6H40sHwy8MnNKPWyZQVt8gdyJ5hd0RRA3545agEVAFi9uwkn9k+Qd5y/nMntihZfF6xSesObkQ8cewx7hqz5iKVsAoANn2uTOaGvZ6KwZyvEazbdQhbmkOREuSiNyxTCmlNyELL/sgJUNQc18V7M78i3oyUUxcfL9PDrbTVtkBPZBgX4uR1TFE1UFkVs8/pHZRm/f3+F4TfuPOYCZW6GBz63Aw4pcXhzWnAHocMJyAcuNzHx84MEQuLwQgtztQqbsnC+ff9X9jDsOx5Y/Ko+PKtYd3M0V6a1CqFYCJd/djmaIywcYWTxSOMIWg5C6wecS3VTRNvUh/3u5cB/JrHPeRZVqbgzsmIJ8PaF+vCVU7SPy70egzgIAJ+e/ynO+PAMVLVVIRQLwetM8W0gdz6a3YB8P2V3tlhHnrcwgXuTIAji58ZXfwLm/1P/3qjmQNs4g+WjEkk3B6E/T/9c0Iel2Ni9DPjYIl2HVYixO1N/cSbicGGpz/g8OG7KcVh0+SJkuJPnbQOAvW17saWRvWQ7oesJmF8xH3854S8Y03kMFEWBQ3KQg5BIOdTQLNTtqwNpeJIw4UTL8SZxL7mFEERA78AXZce3sVxOCa3hFATCuf8AvnsCta5iZMit8MuqW2nQBAQaa+COKrjXVYh3AyehHmUYYBYjA/Ws7bZ5JlA8mEWlFA82RMfwfVQAU07rmg3ax7pWXTysUdg+LPMKBRGaKoGFLwCjrrV+oZ0GXBzhIZRWRVPMiEKy2MQWBUJzdVsOz8FoVexj0Tb2AvzCkV1xqin/IMCrMsffynyRBgBAm7cYGb9dyCrVA9pLc6/Eti1kIxLzIjCJHIRWgue26pYkAqF6HF0+TZzUXHJe1REabgFaa4DdS7XJnOrLnLI8f9oi3z45CE3j27lAzXgMomTqy1EURStOAsCQB5A7hJ+csR4fCQJhY1vYcBwTiZhirkNegCeRQLhke7xRpYkLhOp65mewquOZXhdaw7G4SvDtgp/QkkO/oMhBSKQACYTE4UXCMFcuUkX1/7NU0cx8E80s0vM71ZentQqb6zdr4iDAnHoasSjw8c3ss1WI8TlPw7X9U6B1C6K8uMi8Z/Xfc+PfXGoOwncutl2nN3JZrp2hnYbi6ROfRucsJuLlenNR1VaFhmADSjJLkm+cuN7mEGOevzHHSiBUG8Y/M4FwV/MufLb1MyysXIi9bXvRFG7CkUVH4uIBF+P4rscf6tUjCOJQEmo2ioODJrI38us/Zd/rtxnHz+mS3vw9Qmhf2VHsf90WYNX79uOKIcaiwCgiOTAzkwmBNw67Ea+sZPmFH1v0GB477jHraUy0RZhoMLJ4JP51yr8Qk2NwqiFKkiTB5/TpAiHRYTHrBIqNmzSuinEaOQiBeIHhN+P72YxpxOw6SsW56HYZqxg3BNQQwIx4R5/LIUERCh7YsuwdAEBhtMo4fN10+AH4AdzoAk5xLMUp4b9hQIkqELbVAZ/9njnCrMjuApz2CDDsF1oYd75kX/Ru7W7dERcBu55zPMJ6T/sNsPlrAApw+p/ttycFPGqIMc+1lopAKB4vuxyEdvg9bBxzuO/mqhY8P4vlErz6mB62ootDkgz5JgGgrHUNAODrkz7GpEyhX6K+qHGD9UdCNmHmPOecx0I80tdbF8v6FGViS3WrJhrZwu+9Lh9CUS4QqsvgrvJQC9C4k312ZwKRVs1BWNGQoNijDftUxdg0fjKRniPmxkxFLOPjxGRFc/4CQDAqCITqdSqKgwALLxfF5ReuMJlDTMtxOiQmEKqiotUx5vebm/67JO437oLmLyDyMtizPdPjQnMwilBUTjlXoy3cLSg5jDkICSIJ+z8rLUG0F1kGlv2Xfc6yELvMDkKxc9awwzhuRqEevhVJr1x8bbDW8D3TLSTyXfMREFIbWOYQ4yOvBEZfD5facIhG1Qfw3jX6OFYCIRffxLc6/gLEACz1erHN7cKszAzkefPw2umvaeIgAGS62LoFomk87B02odrb57H/2RadXJeQJ/EnRG2gFkPfGopbZt6CmPBQDEaDeHzR4zj7o7Px/PLn8ePeH7GzeScaQ434btd3+N13v0PELKASBNGxqBGSeN29Hbjkv8Cl7wAPNbI8VGYKLIprJcIrCITZJUCXI42/X/GB/rnHMey/+GLKqoIxAEVyYHYGC0m+dMCluPOoOwEwV2CqBGLsmeJ3sfk4TUnNfS4fwnIYsiKTg3B/sX0+8MwwoGJp8nEPIe0pVmAugpGmAckgEF41rkdCwcVuOsA+PFXEJeQoA4QOvEWhCZfJbWiL6jyuVbLxSewYzIiNxlexo/BE5DLMjw3G3BgrbtDHUYlMBNG/JBsINgIvjLMWB/35rJ3cvBv49hG2LurByJdabFfjrCF6+zGmCoSZom5XzvL04cc3E29PCnBBqU5zENoX6uCI4dqiQJiK44zntTO7+b5YXQlFYTnihpbZO08lmG5lioKwg93/ZK+pII76osalCm6iAKVPrsCrinaJqkSLItCIbizFT9IQeoODUDbOhz8Xwi36i381esmF9otDYoGNdKsYm98HpFOkJF2cDlalWKwELB5XOwdqOKpX2x5SloPxAxObLpwSFwjZPrUSPfn9wSpHJT/GjeoLiFw/O0cyvWw++yXM2K6KMUEkgRyExOFD5XL9s1UVY6cpNFYUBZv1CnXw57OHd8kQdbydaa2GOeeSQSAU8xnyjtqAs1mOjyEsPNipDo9xt11+Tz3EwzLEWGg4ZHcBfr8O+NdYTHOG8ECR/sby9B6nx4WHedRpw3Iazj6zE5PDKzVb5dH6iRYpueLzKwAAcyvm4tGFj+KhYx7C9zu/x6+//TUAwCk5cdnAy3BGzzPQK7cXQrEQTnn/FIRiIVS2VKJ7jsXxIgiiY8Dz2I66zuDWUxQFUnZp/Pi+1HP8ATAWGMkqMToKAVZs6/4q5mTk92XxxZR5fJUVIf0lV1FGEUaWMCeEz5l6tXvuDvS5rKfh8wpGg8iwcY21hFvw629/DUVRcFH/izCuyzh08tvnaYzKUXxR/gVawi3ok9cH3bK7oTTTYj//XPn3Oazz9vUDwDWfHuq1iYO7q7wuB6Jqh9fcf5esijrAKCpe4/oa0pvPAZdNts55bIFY5KS2JfX2jlkgNBehsIILCLqD0OjwsZp/LFHuMqHddFToJfjcThzfrwgju+fjF4OLcerfZwMAvpT+DwMcu5CBEAZ2zmZCccsewF/A2mdteo46XPc10Kkf8HhXoLECkGVtXXiIsZxZDEdrFbt/qXiFsMmo6hHxuYR1zy5lL9/DLayNaJXCIBlbvwdmPY5e+aNxu3M3urQ0o9XlwIBGJ/DsGiCrFBh+CQtjNpHh1e9v4qHL8Ljw0i9HIieByKgVlzEd4x/KWbv9wQmDE7rQJMmUTTXUDI8cQIVSCKd5P6jtaDeiKEY9Tt7yFNDwoNbGbw1Fcc4/56C8lolqxTn2915RrxrWNRcfLt2lCVW2cFOAy4v3f2R9nDiBMNLGzg2ArVf1Oq1IyWmDU4w4EhjeLVdzHqYt8EvpC/WAvZiXCIcEyIpiqC7+14uG6etiWvkbT+iN/ywoRzgma+HaGe7k5z13EHJR2zLE2DRs6Z9Ow7zNNfjN5GVaEaSKBvas5fcXHo7eGoqiU5qFZOLQBEInIKlnNzkIiRQggZA4fAgJYRFW1SBFB+HCl4Av7tZ/axXCNjLV/CK5aqGTxvQEwvqgMVeEQSAUBTL+NuYXb7Ew5qL+AACX2nCI8nHFysSd+scv0CUIhGpjWXa6DOIgAEzqOyluUre6T9Jyu/H1NjsIeVU0LqyKaCHGPx0H4Z7WPaho0UMIVlSvQEOwAXd9f5c27P0J76NfvjFU6fQep+Or7V9hV8suEggJoiNTtY79LxoARVGwsHIhbvz6RvhdfgxXPPg/txv9IsK910aws0UcP6vUWM0YEgsLczj0IlGA0UHotV7e9bs/M3x3qqJiLI3cQ8kEQq+6TsFYEBkWDsLbv70d3+78Vvu+tGopMlwZ+Pbib43PVIFjJh8T54a/sN+FeOiYh1Je7/3Cmo+Bz+4CrvoEKB2adPT9Bu/M2ezzwwWPy4HWsHVlUbsQY6dDQhEa8KrnaYxwbAF2AFj9ETD6Osvx46fXP/fslFoeTb5ckQGlOTZjxk/DRT9eZTTXwkHoFqqU2tIiOnclTLlxHEZ0y9OGZHldaAlFEQC7pvxSCD0KMoG15WyEkVcC3ccBky9l3+/drYtA/jwg3AzEQpoIw0OMw8OvhG/gGawwiooY2h1VHYQuRW0LKoqe5gcA1k8HjjjffrtEKlcyx2NbLfD+1QCArjsX4nd8l7kA8NtbfTm7t1oIhGceob8QaDK56M4cYpH+RsDqWMRkBT+W18HjdFhWLxaRYAoxVosLViid4kNqHdxBGMUD7v9gTPUiYPJ64BYWibNke70mDmZ5XeiW77ddrljApKs6XsLzCdAchK2yC58sZy5BPcSYOwhb9bzuqnDJBcJUBToR0SG3rzkI21OkJFUkSYIsK1q48PXH9cLFo/TCl6IrsXenTNx79iBM+WEHWsMxBNR8or4UHKtOh8SqGHOB0GKfijkUs30uFGR69MIlMQV3vrcc6ypZVBp3KPNjX9MSRo9C62dlymgCoWTf9yMICyjEmDh8aK1m/0dfb/27FhobM4qDZnhocWYRc7417GRhvhVLUwqFMguEhg6SeGPlN1uXRxMHAcCpNhxiXLTjQuFxv9MrUYo44wXCPaa3lad2PxXDiobBjCYQpuPssyr2AjCRVXJYV9Z0OAFIP6kchCurVwJg+87lcGF3y24srFyoVd78ZNInceIgAOSooSRtaYamEwSRAs17dWfe4c425uxB8WA8t+w53Pg1Kx4SiAawMNaIO0o6weBVcdmHkVkihu1ml+ovtwAAinUhLHEaqwrGAEImIdChusPlNEKL+Esnl2T9Hpk7CEPREMxVjL/e/rVBHOS0Rduwt9U+zNkqVcaHmz5Ea6Q11dXeP7x/DXNrvf+rg7tcjmsfXSPp8PEtwIc3pDWJQSiw0QnMg10OCfe632HiIIe3+VJAFGicaeQvNAs79509KKXpXA4JUVUgrNdyhMVf3yk5CBt3AQC+jY0AAHQvMAqcXLBoU9hxz0AIOY425iQFgLwexrQ7YiQJb59GArqDUBUIHVnFrOKukLdUdHLyEGPIMSYmvXaKnkIHADZ9bb9NIpEg8PrpwFvnauIgPFmoG3ApHotcjr9GLsF9kWsxs/fdwCkPst9DjUCggX0O1AOvnQZ8+2dDKHqqIhLH7PwEgKe+3IC2cAwDSrOThrXGOQir1gMANstliNOp1P6ICzEMldR0R3tXAzMfZpM26y/Tbz6xd1yIvchR3Vm7v1uBXwudN1dTjkN9gROCfmx5iLX24incCjQJDkIATonNd1WF+DIqNTxpVhQW4UVgtHVNUaB0tSfEWGIhxjz02uz8FUXyLDUvpsflQExWtLBefwrnnkNiVYx5iLFVnkyxy5mpFtHh1/uP2+vx0VLdxMCrlvP1bRVCjL9aswe/mbxMK2ySMrwtYAgxJgchkRwSCInDh1Y1fMJKoAKE0NgkN0geCuZwsJx/0QDw4jHAqycDW2clXY031xhzr/DOFQCjqGbOQajiMrv6ImqnZ9BE6wWKjhB13TeYZn1GrzMsJ3U72+Eg5PtRFDtjEdZI8xdYd0oliXVaoj8dgbC8qRwAMKxoGDLdmWiLtmFZ1TIAwG+O/A365FnnC+Md37TyOhIEkZhYhOW3ero/8K8xQPWG5NMcamo2sf+lQ/H1dtZZ/uWgX2LyOZPhgoQdbjdq2+FwMMBFvsK+1g5zMwaBMDUnVXschFxMNOce5PAXZ4FYwNALUmQZjyx4RPv+3cXfYdXVqzC281gAidNhdM9mndi5l87F8+Of15yGzWH7ogsHFK+1AHvAcaYpNLeXWARY8T9g1XtMTGjey1x9G2YknEzM/+dJ8fR3OiTI5i6HmBom2fSCUGAueJIIMVfa9cf1wpheiV1k2vIczIUEJM5B6LYJazWw7G0Aev63fLNgoc6jFeyaOtO1BNJfuutiXUEvIEcolicqLW5dINRyEKohxg6LdDGi4BJVBEfRpq+ACrWQAnf4Ln/HfptEajbqIa+QgDOeAO6twN6TnsKrsXPxQmwS3omdisr+VwDH36nnWuWF/DbNBHb9AMx+Cgg04NxhzCl4VI/Uws85ZoGwvjWMl75ngnSPwuT3SkkNTdWoZgLhRqVrvCitttudUNDDIUQwzf07EKjXisEUZXtx84mJc9Me3bsQz112JKbcOE7bhrBNVeSYrGBPYxBKhAmEy3br7VRtzflzwSIHIS9SkjTHoQXidZ+ugxAwivVW4bhWtDfEOKYo8dWdVcRrgIt2XPDkod0p5Sp1OgxVjK3yota16c87Lnjzfbel2pgrlIe/cxcp/11RFNz43yWYvmI3vlhlvGfWtITw4ndbUF7TigVbauOK7BhyEFKREiINSCAkDh94fhWrHHiALqQlq5woJhPO7Wb8rXKl9TSzngAeysXeef8wzkpyAnOfYU6S5j16gwYwdtQEXGYHIRcI3TYNFLEqpZrDaobTuI2jSkZZTto+ByHP5Sg0EHhYiZ04C7BOy0/IQVjVxhptJRkl6JPLGmj/W/8/AEiY14on5SeBkCD2E+E24NnhLMcawDqkn9xyeBe3iIb0kF9/HprCrMP3+1G/x5BOQzDCzYSGepvnQMr84t/A+S+z6vHFA4GJz7PhXWwqKIovlJIIST61Q9AeByHvaNjllBNzEIpJzxuCdWgINaAsqwyrrl6FQj9LleFS1zvRs6ox3AgJErI92Tix24kYkD8AAGwdhIqiYF7FPNQGai1/T4WoHMWSvUtQ2VIJAPjPmv9gaK/uuK2kCC3e1ENZ9ytWkQYHAjGcdMss4NlhwAe/YqGsu+KrbnLEzr03xdPf5XCgWTFtlyqcpYLRQZi6OCFOl8jFFTed4CBs1KoY2+cgjCZyEKrFjsJw4eyhpXF58LjgyUOMb3JONU7f+2RWxOj8l4FrjOkDtHalhYPQmRXflhb3XRSCQCim+BFzZaciJojFnP64Axh3K1s10/4uy/PFrTObXnhZ1LgLj0wagjtO7YdnLjEVbUoCF354cZntQlGNkd2Ti40sxFgYIAiEreaCEep934kYZMV0Pj7ZE8PqmMh+9bgexvOuZjPw+f8BrcZ71oThXVCW57d0QYr87t3lGPvEN/jXTFb8cOYmvU+i5S3kAm8kqLlX9SIlbL4XHWVRMDEJ4nXfDn3Q4Do8/Qj7NrhIe4qUOBwsVDwQthYI3YbKyMZ10xyEntQrbvNQZivRc2Cp/pJpt5pr0Er0vGpcD+0zP3+5U3vpDj2qzZyb8pHpa/HkF+tx0t++w2WvLsSCraZnIX82O5xUpIRIC8pBSBw+8MZqRqH171xIaxHe1p32KPD1n4zjiXmZOvUDtn2vf49YiD7bZgPf/wUAUP3940AZe3DdXteAoaEQsPVB6/VxWF8+LjXMLBqLYGvjVjRHmzAcsG/0O4RGp9pw2gb2EBgZDOKhgMc2sXu7ipRoodpCR42/ybcTZwHWGQ01sWrTSUJ89rTuwbbGbRjuKcD0TR9jpLsA/QZdwOZRuxnHbXwU+OcDwK+XJE+CLctAQznQUs2SZ/sLgD7j2XThNnbeeLPZvhNC/HiHPs+Xh8sHXY6lVXplyJIM+wTN3BkTTCZEEwSRGhU/6qFO2rAlwD+GsHvKdV8zcWwfiMQicDqcRsd3itQEavD3H/8OALh/7P2sGFQzE4xQwnLQtUZa4Xf5NaEr3+UDIkCD0wHsS+2mfqcav4+8Eug8HMi2ybclOtdtxMlcpw+NsSD+3elENpq6T2JpOAdktSNptz+5ez0qRyEG5u1uZY6VrlnGDih/mRVV851tqNuARxY8glAshEGFg3DD0BvQHG5GtidbWyYvymUnEH669VPcO/de9M7tjU8mfZKwAIEVq6pX4d6592pu80l9JmHqFibOzM7wYxx24OXd83FMl2PSmu8+c7AcHjxqAwAWv2Z8+Vq7Geh6lGF0fpRLcnzYVMXcLV5naiK/0ymhCSbBVY6wdUjU7lARnYBpCYTCuNxRlOp03MWlOQgtBEKXkE/Mlp2LAADfy8Mt3WQuU4ixQwx09eboKsbwS+PnzUOMowE4Jdb+yQYTxiR/fNEkUZzgRUogR4xt47G3AIteBqrWMAdanulFuxneNj/yl4BPf0FvPk68SqseFq0KeNzlBgD15SgoHYI7Tk3BTW2Ch3jyQjS71YIaLoeEy49Onk9akkzvrNQctJvkrsg3VyEWBMJP5GNxgXMucMxvgPnPAQDO2/YI7sD/MMRcNfmz37E+R1stcNHrCbbB+nyatoLtK6/60Akp+jnZElLPb97XCLew55g7U+tXOdT7uqcdwpvHIBC2R7gDEGNOuoIEVZ1F2ucgZCHGjWpxIXPuUJfFPYGfq63qPkyn2jkXCK0chGI6huHdcg3TiefaOUP1532vTkzg5aHL93y0SvstEDGKe/x84CzaWodj+gj3U74QyQEt8QM5CIkUIIGQOHwIquEUogNQhAtpvFBGj2OBHhYNd1FwG3AWa/hyRFEsGgL+XAKxc7MrrzMABae3tOL6xiZg+GXs7WqggYlTDTt0F51NiDHPQdgqh3Hx9IsR8oYw0+lEiV0Ce9FBqIYGZEhOQAGubWhCr+7jradDe4uUcIFQeBNVPpf9z+9pPx13q8gRwGGfI0lRFEz8eAICMaPAlrPyGfSKRFEUi+H3oXpIrTHgiz8C5/zNcj6zdszCvCUvoLh8Ia5vbDLanSVnfB6NrBLgth+0MG0elpbjycGoklEo8hehOsByHqXiIAzGSCAkiP3C+9cYv5/+GPDVfUCT6m748l7gyo/aPftANIALp12IfG8+3jknxbA4MGFwXe063PrNrdqw4UXDccnAS/TnUXMlonIUoVgIhT795VW+k92r69PIh5YynePzzWqIL6Yc8YIFALjVZ9MAJ+totMdByMe1EwgdEOYp9HQ21DHXjTmFAxdWg9EgVtesxtUzrtZebG2o34BPNn8CACjJ1F/e8BBjK4EwJsfw4ooXAQBbG7fimx3f4NQep8aNl2j77pl7D7Y3bdeGcXFQZPau2QdHIBR7iwcribyYA3DXYva/x7HA9nlAoM52MtEpk5liL8LvdsJnpaRv/oZVtE2C2KlPJ8RYFKm+35h6zkOXQ0JMPSYNmtAQL2q4NAeh9bVV1xoGD2ouV0oNgoE+D7Y/29QQY6+4n8beknhFDQ7CPABAhqS2XSzanM5EOQgBYMQVwMirWMhx1RrW7k0mEPJ0EWKEDeKPU46a701vS6ptODHv4ZqPgEHnJl6eDWYH4VY1RPOuMwaklPPOISqEkSBQvw2tjmxUIzfeR63ezxyKDDfPRNvnFJYy4rvHAQDDpC3otnMPMPlOYNILwJFX6Hlt68st10HLQWgRYizmn9MEQujnZDhqEggbd7L+Sl4PQ85EoH3C274UKQF0N2+q+QcBY77AVHFILBSbh/fmm3KHiiHGvYvYNcL1Tu4UTSX/Jd8H3KlolYNQnA/fbisns7hP+DkQisrYtLcZG/fqochcNAQQH04MXRTV4NeY5FBFQlAOQiIlSCAkDh94I8EX/9YTQLxbwpdnHWKVIYQS9D4ZGHUda/zuWWnMX7j5G2ji4Mn3AyfcBan8K2D2XWjsOx647TXEIcvAI+r8bd6gudR1+j5Sh5DCxMxKlxMlPjvhU7gM1caeQ3IACpAjy/pN3QLNQZhO6K9VLscW1UHYbYz9dNydFw3ZJ1FXFPz7mW4IFBjDOfyyjCanEyuc7Bgu9nkxd0cFsHMhANbBf3nFy5i6ZSpqAjXol98Pm+rV/F8Feejs8GBC/hCWU7JyBbBHfaPmzweyu7CGbMte5lTqyzqJXCDM9mTD4/RgUt9JeG0VO6bFGWIxACNabi0KMSaI/YMYynjO06wQ1eBJwPTbgS3faKFc7WVl9UrsbN6Jnc070RZp05xncTTsBJa8ye59Gz7HrblOrFOM1/nmhs3sA3fUdBtjWdE318WW0aje02xfbO1vxOegjYs9pMTgVBS41Mcbz0G4P0OMuVuPVa1l4zZLEv66hDkxBxYYHaH8ZdbDCx42VJcfkD8ALZEWbRjPQwjoAqFVwajvd32Pnc07te/iPFPhy/Ivsb1pO/rm9cV7576HO7+7E9/t+k77fWQwiKU+H8oby9Oab7uJ6kUNDloHTnQQhltYW6PraCYQJnHQT73tWGypboFzpzEU2S5rgMflQAaEeY68Glj6llEcSoDoWErHvSQKGeMH2j/3raZTFD3nm8shxeUOBESBkG14TFbQ597P0TnXhwX3nIL/LCjHcXJ/jHJsxG6l0LISMp9HvWIS9Mb9GjjuzsQrapGDcISkFoLh1WzF0QVxJCKGGPNrrGwka9vyXN4hY540S7gD0BSh4zCJSNqx0KqpRuKXkZt+6CvHHJ67pZqJnn2LUqsuL0HIQfjRDYAiY4+vJ9AmxTf3uUCImBa2C6cbOOluTSAc6tiGPnPfYL9NvRXoeZz1gtd8wvJ+TnpeqMQcf6/eKYRM53ligAwEhSIlt5zUl33gzyleDCy3TFhfNl93ijkARUSxqz0OQv7MSEf087jaIUTy66nVOjWAuHwuxvFp2sKpOwj5NH/+jDlNrUKMRVGVf7Z6wTFUcJry+YQiMn79v2WG8WQhlUFta3y/Ly4U3pCDkDuG9edLWziKDXuaMaJbXtoOfOLnDQmExOEDb6zadbTMNy9PZrxQVdAbGKu7QeBwAuf+HVgxBfj4JqO1es3H7P/E5/F5XiEef/d4DMxnnRqr6rZsfmLBEutGPBcINwgdzwZPhtEpKCKKnGrHtll9iHeOxmzDyIB9dRAK6x9MIs6K62kjRtYEanDyeycDqjj4SHUtBl76Efrn94XT5UUgUI+5u+fhzsWPo9HpRASAO8DeOL+34T28vloPt9DEQZXJfcdgwjmTte+zy7/GlE0f4JnxzzGR9LO7gMWv6lXxYBQIAeD8vudj2pZpKMsq01yCVhhyaxEE0X7qtgE7Fujf71itu1HyujHX4F97s/DjWMT+HpkE0QXWEmnRBUI5Bqz+kOXzq1wOzHwIaNyJ9R435vr9WKfkadONb23Dt5kZKN8wFRjxa73D7PZrbmJ+bwAAr/rsCfPn0i3z27XuaSM+B232V1iOwqsomtCkhRi3o0iJrYNQDFtWFEQAnNe1M9qibfA5fTi528mG8bmDUBTy/nbi33BGT1aAa2fTTny+7XOc1uM07Xer51tzuBmPLngUCyrZedU/vz821m9EWzS9qvOLKlnY5y/6/wJup1t7TnAera7DOd26aKkqDjiiCHooHIQAcw/yarlJ1mF4tzwM65qLaSaB0A6P0wG/xNoOf/T9CX/JV88rq7QvFohCXzqVTUUho1NW6tWh+fJ21LWhJRRFn6JMS+eP2xRivH4PO18qG4NQFAV+txNZYNvYpGQg0yJpoyZowFQUZ9S1ugBoB2/LRAJaIY1W+JCHVsv2nFhsQ3MQxiLxubKTtPcMZKnCaz9jMT2zEKIJM+YoFjH/4T7kpXWr84+oIsrynQ0AgD7FqQmEkNRXHZEgsG4aAKDOVaL+ZDrn1JcuTiUGt+rK0/bZqQ8DMx/EY+43jNOsm65/Fvcrr/zc/wy4u5zJtsFCIOQ57M4eWooJ3gJgte4gPG9EF4zolqeuh/pcCKvCa3YXrR/Bxcx0XLgc0eVmFn9TgYuv6TmA0xcyudBVpwpo5nBm8f7BXX/mfIJW4cLx62bcDivR1ZCvVRVYzfevu88caNifXnU/NwUj2LCXXRt3nNoPz8zcZMh1urkqXrxvSSQQWlQx/sP7K/HZqkpke12IyDKCERnDuqR4vRA/a0ggJA4P6rYBu5eyxk5BL/vxvLl64nhPRrxAeOFrlm9N4/LuKQqw8UtAcqKt78l4ePqFaIu2YdEe1mlw24RuGbBpQHOBMCKELocSvZkxCISssVev5mnKk2XbUGZxPdsnEIoOwr3sfyIXjFPd1zYNxg83fqh9HhEM4bwJb0LqOlYb5vdm47S87uiz8V1sadyCRqcDndROEc8Bdc0R12BH0w7saN6Bm7IH4bTZ/8JxvXtjVc1qVLVVoZO/Ex6c/6AWjvbehvfwy8FC3hshxEUTCN2s0d09pzu+vPDLpDnKuHhY2VqZcDyCIJLw0fV6ZUwAyOkSP05GJ+YwDDQAWQmKJCWgJqA7oZrDzcwhHIuwYgubZ2q/NTok/K57byx2xt+7b6tvxLeZGdgUbWEvj7hQ4vIjpKa18ArPG7dDvc9LAPqfmTwM70Bg8fJIURSElCjyFUV7CdQeB2GyHIR8OHcQfpqViSoXe7Z8NOkj5PnyDOObn6kuyYVBBYO0791yuuGm4TdZTsPzFgLAtzu+xYxyvcruSd1Owsb6jWouxNSpC7IQWu50FKs1F0Wj8Kid2bSerfuC+ELqoOUgNAmEIy7X3VztXAe7po7bKcEPdh1FHD6Aiw18u6s3At8+Chx5JdD/9LjpRVEhvRyE1p+TwcWs8tpWdf2tJ3aaQoybAvp52NAWQSASQ7bE2jnNyECGRfEDPu86xSQQipWL7eDhpNGAGsKp6E5NKwehoUgJdxRF9RBjLhDy6zWV64oLfKYoGbPLTNN6nKZ5hwWhI5yCY9EGt+o2i0RlxGQF22pa4XE60KMgtWJDElTndP02bVitm6WjiXcQOtVpZF0gVNvWsbLRMNyZMwqNLnrAer9+8Cv4blwBwDoHYW0Lu366FWRAamTHmOcgNAhp5nt2VpG2vloOwn10EDrb4Tbj2m86169VGG0y+Lqt38POS3OIsVvYV1zA46sUTFBwJG45pu3g7kMRcT4+1UFovpeYl8W/cwEw2+tCl1x2nceE/bFRFQ9vOrE3JgzrgnOfmxsvEPLnl8MZV8U4Jiv4bBXr5zQL063YZUwVQHRMDkDyHIJIH+l5NRl2ZpHBFaEoClrEBoMhX1+WLlppM7IR08xhtYF6JjTm98CnlfPj3Acum9AtAzZuDKd5nQDEYiGLMVU8euNlqxzA+VPPR5USRoYsw6coiR2E6nbtc4hxndogciV4W82ni1pvS21QbwD9tffFkAacYTked2o0uf2aa2LJXiYinND1BDw7/ll8POljnOnIhRPAadksbOKU90/BjG0zNHEQEMIBubAphCs1h5vhc/q0fQSw45pqEQO7xPgEQaSGVGFyF1ndy3gntmUPsOELlhg+FmH36BThFcsBoOmDa4Ct37Mk+1wc9OcDA87BrHHXWoqDI4tHov99NejmzkWty4mNNWsFB6EPIfWeJzoI+YugKCTbUN8DjsWLLJ7Xz7OPDkItxNimI2jIa6goWOBn++bxox9At+x4sVR8pg4qGISvLvoK3XMSFw7gwqZYXOWHPT8YxumS2SVunFTg+8mrPq/F9XMAcKvbn9azdV8Qz/eDJRDy4mScfqcL4Z/tWwe7/rwkScgQBUKXHhoLAHj7Quba+vJey+lFh017cxAaBKtAPfD3wcBDuexv+WTDdFxDqGlm6zyos/XLUx4Syp09DW36+bKnKYhQVEY22hBRnAjCYymOWDoIs0qTuwcBXSBUqxhnIQCPFEOFZF2ITXRBxhT1WG+fx1IvAIKDkLcTUzj/uUDoNQqc5m2NcxDGLByEqYQ028DnH5Vl7TiEY3LKbjeHQ2Kv9YN6O3JBNnP02QmEDiWm5fXj+6yhaJRx3ON/z/6HmqEVirDZr/6tXwCwdhDykNLCTI/WDg+BC4TiupmeR/58rW+0LzkIjQ7CtCfXHITpaIvtCXuNmW5Cfo+x3WFwEGoCoSmfoEWuUDNmkTQQjm9beIV9xgVW8/3LXJmYr9MWNYfmyQOLtXNYDDHeqobQ9yvORpaXHfPmYCoOQjZsgyqgFmV7cfOJfTCsay6yveQbIxgkEBKHFx7jm75/Lf8XjptyHDbUqUmQRcdgqDneQWgnppldc40sd5GSW4ZvdnwTN7o7lVA32xBjC4Ew0XyERNIf1q/WRK/CGE8um9xBmJZ7wirEmIeImBp4Bvi+jlk7Knh+rpNa29C5dITtbHiHLOTSGzn5XhaWnOUWrO1qFdHbe03UBv1xzh8N89rbttdy3WJyDMFY0D4XWQJyvSwsJ8OV/rTpEIlFMHvXbLy26jU8tfiptDu4BHE44zS/FDn2dusR+QuHWU8Aky8BXhgLPD0Q+GsfYMuspMuRFRkfbtLdy4HajcB/Jup5Ss/+G3B3OXDZ/7CtQBeuPA4P7hlzDz6e+DFeOPUFAMD4giEAgMWNm1mYGQC4BQehcG93q/eciCS1OzR6n7EQJnlqBK+iaC4V7o5rV5ESm2aioUgJFGzwMMH0qKJhwKJXgPeuMoSPig7Cnrk9UZSR3C3K11t8vonbcGzZse3aNoDdfwH9We+S9H3pVKA5CMOxMPDhDcBrpxqEg/2OmA/wQIcYBxqAv3QHVvyPfb/ua+Du7ayasFURM5W0zDwW/Xq/pAqETr/gfAsCLVVA4w72vbUqfkIYO+Pp5SAUXE+8Y64owH8mGSurf3Iz0KYXZuFiE3fYdM4VxLpYlJ3fP7yqOwhVx1edIBDubQoiFg4jC0G1grP1enORcY3cUx9YckRqGygIhC6HhFww0aBFsoikAXMNcbQchKv1+6fWBrd6kWwHfzFrKopiFgj1HITqORZpA9Z/Zixusg8OQo+Wg1DB3iZ2rg3rmiBtTmOFfp8HdxBCFyyHXYJqTxf1N9OxU7dBUqJwSdxByPZZdUsIb0SZsIjL3wP8apma7/8CLe95TIhmErdhOytiIgpBHB4ym5/h0Zy3ukAorJ/5uRCLasOckpqDcB+LlLQnByHforSu33akxatu1tsex/WNr5AuCnT8nNEKjqThIDQLzyGLwjIGByEvUmJSVysagqZp2Hi76tnzs0dhhrbOom68raYVd7nexaSZJ6LTmjfwuvspuIVoCgDGKsaag5Dd2zfsZdftGUeU4I9nDcS0Xx+H2f9nTA1CdFxIKiYOL0yN0pdXvgwA+GjTR7jn6HuMHbHcrvECoZ2YplVAVuffyKpnPugOYv5uljvK5/RpuaZSCzG2cxDGF06Rex1vPx8hDKRO1h9snTSBMEGREkc7ipRYhRjzzlUiJ4yWk8baQRhQG9vntLYBpfZVOHmYXsjpZg4XRdHWP4s3MGVZe6NdmN8XU8+bikmfTNLm8dSJT+EP3/8BcyvmQlZkOEyiJz+OiXIN2sGFwZCcwPWZJg3BBryx+g0s2rMIG+s3ojSjFNWBak14AJjA+psjf7Pflkn8vGmLtEGSpHad4wcDp/n6MYWcapQdyYoMbfhMH9amNnJ3LAT6JG6w7mreZfiupXNYOYX973+m9tu2RuaUfv301zGmc3xBpmH5A4C987C2cTMWffk7/LFbGf4abYbbIsTYJYYYp/K8OBBY3K+5k9upgN1HcWByEGpFShQFwVgE5W4XsmMySt25wIw/sJGOvArox4pGic/UPG9eSuugOQiF9d7SwBLv3zXqLlw84GLM3M5comIYsoai2NpV+L2XP0PFEGMHFHjU7mw40gqsf4/9MPfvwKkPpbTuSQm1AJ//Adj2PRMkxGIdB1IgrN4I/O9iXZRxuIGigXp4qMPYibQipf69hZjIQ4yjDh/AxYZIANi7JuF0ALC7QReb08lBKI6aG9wFfP4i8MPL1iO3VAEZTMzhgsF3G1gYdqGYv3DPSmDtVGDtVLj6s5cYPMS4XigcUNcaRkawEg5JwR65AHbwZTVBEPVyOqe2gYIT0+mU4FPzPIZg7T7M8ev3jBgs2stccNRCjFMQCFvV6BFe2EQlqUD46R3xTvF9EOFdQoGPoFrttclc1ZVTuRJ4+Xhg0ATgkrcBCPe0UBOTAz1ZUFQjuV2REkmW4ZXUa0Xtn9S3RvBI9Ep8UvArTOt/BrDu0/jlc4HQJIi6di8GcEWcCw7QqzJ3K8iIcxAaRDfzcyGvmy4Q8iIl7VDexBDj9giM/NpOR1tsjxApMqZX/HUnumi5W09qRw5CsxOwS158W0x0EHLh0nz/Gten0DiNadl9i7O09YsJ1dLLa1vxlmsqEADcs+7HKU5gd2gaAL2vpAvQUpw7fFsNO7l7d9KF/UxyEBIq5CAkDhu+yfDjAW9Yy/kjFonQEoiL4ps/Pz7E2M5B6DS9FW/chcU+Lz6OMAfa1YOvNjgaUhIIbQhYdFRiQy+2n0DogHmFTnQhf1WUwMvP3Q/ty0EorKecXIxMlrS6bTertuWXZaCwr+1seJheiB+TYCNCqmvAt+hV4JPbgCmX6RPkdUfv3N54++y3temP6XKM9vOsHbMAhxP/zcnGqRUfY3P9Zq0CcXvEk3ZVhk7A9C3TMWnqJLy55k2srV2LqBzFrpZdBnEQAN5Y/YYhl9qBoCHYgD8v/DMeW/gYORZ/YlS3VWNR5SIsr1qOCR9PwNH/Oxrj3xuPypbDM1emUzFdP/586xHNw0+6Fxh/P/vcuCt+fJXZu2bj6hlX48avbzQMj7tq1dyAUTmKdXWs2mCvXOs8t0Py2H1rmkfB9Z1LUONy4trqb7UqumKIsVvtmB/aEOP4591Ly18CAGzzuPUQY7Wpl04+JwWJQ4xF8W5LpAGyJGFAOAxJLEqzZ4X2UQzhTdWdbXbIL69arh3D8/qeB7/LbxmGDACo2cRccotesZw3v7/z+73oEGIhxuxzRBTudhsrSmqEmoFwGkVSZj4MPFHGHHxNFfGVfA/kvfmDa/Uca0MuAn75gTF3nFWEQSpMvx2YelvCUXiIcUDy6ULUkjeB/56nj2TTlukq5JFLRzQQXT7Hrn7AKA5e+DrwUCPQ/yz2XXCymcMHDaF3AdFpaHQQ1rfp63/neytQ3LIWALBNsRf8REdRffYA9qFr/AsMS3iUhJqD0Ae2/Ihk3YYVhZ2oVRdQrRyut/eStC0X/AvYPpd9Nr0EMgsocQKhKA7ytmc0taI1VohVjEMR1n4+oouNg3DD5+y/UDiEr60S1EOmNQOWeXrBjeXhDkK1Pc7ESQndStTIHKu86LEw8N2TwBNq1eYexwEuHyQ1F2TMwkHIc+oNKs3RHYQKf8GRQCB0+4UiJe0PMRYdhO0RGHmIcXuv31TpKxSl6Zof3wcQBboMNfyY7w4e7tseB+G1x8a3K7zCfh5Qmh23fADwmL6bl901P0O7H3HhOByVsbeuIW55zYp5ewVV1lSkZNUuNr3ojva4HJqrkujY0FlAHDbcUVKEj73AV+VfAQC+LP9S+413VgwCocvHhD9R1ErmIBRCjP+VxxoONw27CXeNvktzEgApOi1sHnKF/vjQqZiUoGNWPFj76PXqjZmCFEKM+TqnJRBahY5oDsIEeTe4eyZqLZzNjbC3yN7OIxKKmlqIMW/EvHgMQs3MfeiZ/09g+dvAxi/0CXJZou7hRcPxztnv4L9n/xc5nhz0zu0NQM1D6HDhqYI87I0F8L/1/0OwRRUc5fTCzgzrlyhvZAr8uOdHDH1rKO6dey/qgnU4q+dZ+HDihzi1+6naOCd1OwlTz5sKgHWCT37vZDz5w5MHTLy7e87deHfDu5iyYYqev5E47FlUuQhnfngmrv/qelw540qtqE9LpAU/7v3x0K6cDQ7zPcnkLtGHCwLhqQ8BJ90NdFdfAIT0Djva6gz5T99a8xaWVi01VMUFgLDYaL9qqvZxxrYZ2NO6BwPyB6CTPz7sCAA6Z5RaDr9pJiueYQwxZo1qFmJ8iARCi2eQWMCDizyaM8bOnmVByg5CKNgYYoJJ/3AEmPOUPlLNJmDnYgDGl26ZbosOswXc1cefx0urlmq/5XiYqOVw2LgjZz3OhDfuZjTBn5maQCiGsCqscexSFITF89iq4m64DXhhHPB4Z+D50UDF0vhxRNrqmBOR0+904I87gRu+BS5/nw1Lw+mZFtEwc+sCwAl/AC56Heh9knGcBCHGtsQiwJJ/A8vehl9R95FF84i729oUj32+YxtBShTo0hE3RKGvpF44Nr/6Ahh6kbpiartLEGrN7rdj+wn3DCFPnpj3DjA6CAFgbzVzIEqwb4uIgsHcMS8AE59nxVpSwa07CF0OCV71FUlYsq7YLIp2UasgMi7c8ntaMoFQzBlpqppsFoK0ZVulZCgaqK5U+9tdWj7ImKI5CG2FHvH8nvsPAMI9gJ8H3mz7FyWC09ajim58f7aF2Pe8DHU7iwcBpirpaKsBvntc/37Mb9i+j7QBUOIEwoa2MCobg+iS60Nuhltbx1aw42x0EJq22eXT+kkOzUG4b0VK2jO94GVLmXbog4Zr3muRS1AsUpKrFjDh+29dJRNhUymkIl5LF47sauk69FiEGLtNx8ccciy6DgEm4PHdzX0jlY0BZCvxedIjimkdRAehqUhJq3qe5mYYr0erSutEx4MEQuKwg1cXXFCpOxG0/EIWFX8NLkI7YYo3eqNh4P1rULXoBSzzeeGEQ6uc6LEIDU6IjUDosch7J8sydrfsxn/X/jde/MkQLPBCCFsRFwjTKFIyZ9cc7GzemXi9RYfA5pnA3wYAu9TE7wmrLSdOWl2n5jaJDDo34eJ5JzvIt6upQgsL9JkdLqOuM3wdVjRMqzp58/CbAQDVgWrA4YKizqMp3ITgohfZ/OrKE66LFfvDQbi9abvB2fTMSc/gryf+Ff3z+2N89/Ha8GA0iJIMYzLxt9e9jVU1q9q9bDs21m/UwukBIX8jcVgTiAbw4PwHtaIKACvMcG5vdp3xsNnDDadi6lha5GYFYHSdlAxRxzW5V5oqgX8MAf5crBVWsBNGl/jUDvNNcwzixzvr3mGDh99k64qTXB78qsE+xM0niBo812xUgv22HXDit4OLnw9X18YJTek4CPkzNy73lopYpOSBWvasHhAOQxLDRVdMBl4/FfjgWqODMMXcsNwdyB2Em+vZS42JfSZqx5DnDowTCM2uPBP8/s6FS0l4VjjVrqxHAcLiuWL1TNizUstpjJqNwPTfJt6o8rn65/urgCveZw6+sqOAwj5s+IEKMa7bwl4Gdh2ju3TNmFwmKSHkDewGe0czr64bkN16+41z+0r2skCOWCY7FEW09KoYs3ElyJB5B/n+aqDHOH0knndPCPcUl3feiC4oE8MHBeeb2UEo5iAEAHeYnYcr5T626ygKDaGMUmDklalXgeBREpEgnA4JXok7CK3bs6KwI1t1AbnbLZ0QY443x/DVPsTYok3L82BbifApIkkSXA4JYcFB6HXb7EexqvDMh4BoWGv+KlwA9uaA63Rxpxy/nykxbZ8HwfZ5S4h95+40ZJcCv1sFXPCa9brc8C0w4EzAnQEJCryIxAmE3D04sHMOczLXl0Nx+rSwdFciB6HTA0gSFIdLcBC2J8R4/zgI04kaTudat5rGZ3H8xWs7128M0S7N8aW8XFGItNsf4vXG18VpGjfeUWhc5/wMj5ZLlYcYb61pRa6kCoTdj4EySM3VHvfsEByE3CkebAAAhFQRvcwUGk1hxgRAAiFxGCIrMmbtmIXPtuo5qTRRTexY8M9iHsJkVYz3rgHWfIwpOVmQJQkXdT9N6yCIhUkKfPb5YjTMbwT5apkbvmD5ka754hr8dfFfMWXDFOOPnfqz9e4yEkFBBLisqSXxNkHv3ETkCBZVLsKt39yKe+bcEzeeoihoDqthEw4X2iQJy0NV+Hj2Q5iYK+HFvBys8bhRJzSQZUXGjqYd2FC3AdubtkPhDksb4WyQ2jjqkmffEAaEHIRCA5gLhJ6hlxpHzu9hO59cD3tb3RRuMuyj5nAz6le/CwBw8kqkabCvDsJILIJzPz4XETmC03ucjoWXL8QpPU7Rfu+cqYca9c3ri0x3piYSDu00FACwo3lHu5adiNm7Zhu+t+xDMnDi4HHK+6egoqUCwzoNw4wLZuDBcQ9i2vnTcELXEwBAv64PM5zmjqVdTi3RQcgFEvPLiIofAV5V/HPmCLPLY/dhdhbCV00FOhvzoK6pZcLVyOKRCVbagzvqG3BOi3UFc9F5aHAQmnPhHixMPa1ILIK6YB1yXBm4oKVVcwpwMS8dB6GihYPZFClRhzcKLs+jg0HLcbH1e4ODMJJK4QPoYcmxLd+wUEaVUSV6lVDbEOMkLmxD4ZnKlXCs19sbDlW09igKIpKk77WYhXDHi+F06s/+V61ny27ey4qBiOux4l3gPdUZdupD9kXWDpRAWL2e/S8aYD+O1I51aNZfNpUo9mkyMhBCm+JlwpS47T2OY896TZSKP3Zi3rB0xAne0S9EMxxKjB0nl0k8015IROOmAyzykYkhxqYqxmKIMQD4Yuz+3Ah716zLUEgl0dZYoBUpaYPLqTsII47kAqEiJXIQphhiLGISNc0aiy4QWjgIe5/M/u+DgxBgxyMaUzTxw8pBBoAVKBHZvQwSgCOkckjVLI2BIcQ4TiDU3VheNaw7pFaF/nAJm/eKXYID3p8PZAnRRWVHAdd/CzzYwD4DWp/Gh7AmpnHWVzKheWBpNvDKSQCAWE5X8JdECUOM+cpLTi0HYXvCSMXroF0OQm1fpn79tqeKsbgvLB2EwrrnaQIh+87Pmxx/8jRT4nLs8qIaHIQuaweh+ViYRW2f2xHnIGwNRdFJUl+CZRRA6j6WfTa/2BEdhJmqCN9ag8rGgHZ+5mUY7xWZHvs+J9FxIJmYOOxoDDXitz8a38JrCchF8Y2HVrj92hsR21xQfHjjDtQ4HHg7JxsORcElR1ytjSKGGLsS5ZS67F3gx9eBsbdY/uy2yHsnKzIqW9mb9ao2U5U+SQIeZA3OwOz/AwC83G0icrc9r6578hDjcCyM67+6HgCwonqFYZxILIKrZlyF1bWrAQBdvfnY3aMr5IZFgBOA040XPHl4IT8P+PIKjC4dDb/Lj9U1qzU3J+esokLsWfksuu6ZBZ/LhwxXBi7odwF65/WGS1EACfCYKtmZ4Xm8wi17tGEhSYJXliFd8DJw/kssZAsARl5lOx9e0KQl3GLcR5E2LZinyeFg1SEzrUMKrdAEwnY2VO+be5/2+Y6Rd8SF05Vk6o7BQj9LTvzSqS+hNliL5VXLsapmFZqSuF/aA3ea9cntgy2NW9ASIYHwcCYYDeLmmTdrAuAD4x5A1+yuuCibhcXx86otmr4IfjDQQoyLBgLH/BbocqT1iKJAmM0qRsZ1ToXqolg3DQjUJ0wDUScpEIOFRTGcX3OWOD1wAPhLdS3+Ul0LGcDwXt21n3/R/xfaZ5f6LIoCh04gNLn76oJ1kBUZJWpVeL7/uAswrSrGSBxizIfzZ0ROLIayqM0xCdTDJcynR479ix8R/hyObvseWDYdwZOYo7wsq0wbxxyGrG9AYoGLhxi7Y1Hg5eMh5efp88zrDmTWwaPIAByIAqwUgPhyTJaZ2LdeLUAw/n6WW7BuC7DyXeATtX3gLwDuXMfaK8v+q0/P896JtDf/X6rwfGs8nNOKhCHGqgNIiQF1W4Hc7qwDKlQDzoLN/UiW4ZMiqFFyWB4tsZ3E0w+ILwZMYftuoTPuTNVdB91ZVSyprr+skviRLAq3iSJC3PJaquPmzwXCBtVB2DnXh8rGIPyxFsAJNCkZOKaP9b1HdBSlXZRBqAbtAIQchNYCoShkyFZtS/7iPdUQY073cXGDJEmC0yFpbjjNcWXVvs5Rr+l9yEEIsOMWCMe0irKWIcZrpwKbvjQOe+N0PC8NxRjvKkDVB+HNgm1grHCtutlTACGFnb+FWWzfx4lwolv+hm8tVp4dywyEELRxEA7qnMNChqNBtJ72JPAf1k51JBIIeRVlhwtO9fxIpQiHGY9z3wRCbfXScRDuo0Bo5SAUf+cOQj4sqDpPzSJesuWYw4Q5ViHGZjHRZRYITcdGkiTtvsCF48zyrzHF82c2glB9XopLqyQo3ELF8/F/+14bI8dnPF/IQUgAJBAShyGvrnoVANAvvx+uHXIt7plzj+AgFPLWcAef6Cq0LVKivw2aneFHwOHAxEAE/YqH6rNzpigQDjiT/dngtghV3tOqi2GJCqDoxTWE7UzkIFS3a0PdBttxFu9drImDALArVI9sWcER3nz0aGnAj44wZEgsqT2AxXsW285rRlYm0LIdy1q2a8O2N2/Hc+OfQ0iRAQnwJhEIuQC3zeNGDMCjnQoQcDiQ41QfXpIE3LYw4TwAQSCMtBgaRNHWGgTVh2n/cBjYuxrYMgsYdgnLw+LNBn54hVXBHnND3Hx5GCGvhJwqzeFmPDj/QXy9/WsATEzoltMtbrzSTF26yHKzbeib3xd90Rdra1lCczGcdH8xbcs0AMCQTkOwpXHLYes8Ixij3xmtff7zsX/GgAKj64cXemiNWLvdDjUOXqSkdBhw5BX2I4oJ3Pn93VwQqdaUL3P3Mi3s1IqwySG0q4UVOxldOtpqdB3TvdsBoMxbgAo1x54oLvIXQSwH4eHhIOTPjwz+zFArQ7fHhaGFGNtMywufNIQaAABDQ8I9a+gvgJPvZQUP3jgDqN8GtyBO+i1c9lZo7kC1c96qvjjJFM6ZuErHssxCfsvnJJw33z7nt3+O+02CBGSVwK2wMMSwJxPucKsx3HL3Ul0c7Hk8MPBcYP5zTCD8RHh5GKgDdi5k4e5iUQYrF58pR9R+Z8ci9r90qP04SUTKI6RteGrnb4B/1kKCWi9zuf67VV4sAGpuNRaGKSuKsS3HBUILoY5jcBCmoTA4NIGwQV1BCyezOS/zttl4fe/luMNxIzpLdTiuJgNYs4W5RTfM0PM4QgwxZufT9to2OB0STuhXhHd/3IlssP3Rs6wLrrlkhOU6GsXPdgqEqz/E0PWf4xTHcABAxCYHoSjsxKy6gPx6T1KUDgATh705LJz/8nctR3FKEmJQ4JAEEcuqfZ1RwJaZyovZL+8DFjwP/G4tkNMF+PZRYNHLwKAJ+Ju0HTFnFKfNWIWLfQFs3DwemHcycOxv9XV+z/rF8xjFlNolkYNQLFKCMCKKE0H1kunVid2fzhpqymlrl3eTo/ZlMh1htJoEwnWqQDh+ya2sQElOVyg9TwDA2psGIc3cZ1BfYEkOJ5xqmH97RCBRuEqnkrgZu7QVVrQrB6HB2WcRYiz8zvNE8uccF5bdrhRCjA0CoV2IcbxYaR7XvC+tXI98WVxsP2aFkPszs0jLMSmZi2SKDkLhZQKv1gzEP+PFglBEx4UEQuKw4O6i+Derz41/DqtrmLClNf7FBOA8n4LYqbMtUqKf6ptUIewoh1HIMjgIrUIvUsRKXNzepAtqL698GUd3Ptqys8orN/vFKo+JqhirYuPaurXaMHPl3rkVLOfRrSNuxQV9L4Bj2xx0+uA6SMOPB3bPBFrZ2/ANbjcu6toZud5cPH3i0+if3x9bGrYgFAuhf35/3PjRJIyrq8DQYVfB13s8WiItuHfuvVpeqLDqOPHahF5zuPjlkxXMzvDjw2x2HJpi6b05znaz5SyrWoaxNfr2B9qqEVD3mU9RgP9MYj/MeyZ+JqOuswiLccAludLOQfjp1k81cXBQwSA8MO4By/FEgdgc8qeFjKcT1pMConNoUOEgTN0ylRyEhzFiePuVg6/EpL6T4sbRHITtCKM/GGghxsncdQVqWHHxEcLEphDj7fOM00jOxAKhSbDb1cwEwq5ZXROvi8XLnZoI65jxohgclyHEOM38tfuBNR4Pnq34HJmztsLj9GBgwUAML2LiQIbJtcw7ZGlVMeYhxjaZaHinYlkVq+ybLToXPFlAQW/9MwCXIDjxFyMJFg7MexbOdf8DPGqeR0C7Z4nTcydjTI4Bqz4APrpBL7oF6O4ZE7Iis2nVfLWOnM6AKuY4JSfQeTg81d8AAMKdhyFz+wKjm2rmQ/rnS99hLyfFZQ2/nA1b9l8tbyZqt7D//7fNOhFXewqEpEqgHmjaxdpIvU6wHy9RmLOi4DPvfUAC/ZILYnGo96k2xcv6rAYHoep4tQj15bjbmYOQd8bzoD7vMixcfGYxbNnbyJab8brnafZ9N4D3/xU/HaBVsI3KCnbVt2nrx8MEc1RH5YXHHoHiHGuBSHQopu2Y4vsxFoYrFsYvXCyVSNQ2B6E+fyVRUTot3DvBudi4i4mDhX3jCpRwnA4JiJmOmVVRJ38e25ZUUp8sUKNrvnucOdPnqMdpxWScAbDIGPUc7V/3LfD1tyzHYeUKXdTnlAxhDvcZf8DOUAbK5D1w8KKC3mwo4LlYTTgcTJSRI3ArEYThQluYLZS70HxmoaewDwsntnBbAtAEnEwpDFEfjMkKNu5pRjdXPTJ3zGID+55iEL+MDkKHusbqTPgz2KGHGGd62iMQ6tuzL5Vu0znF21PFWLyGrIQ7USTP9rkN04QiqVd5TiZEAkZRle8/s7O2MWBs71vlzTQLhN6YcJ1kdBJyx8pQFEUX/fizUJJ0gTpJns9/XDwCzyd4p0t0DEggJA4LvsjKNDyAT+h6AsqyyrC+luXM0TqDvlw9nIXb9cXGhl2DRxDtVnnZw7KL29jhE3MQJnQQJsHKIciFTs5t39yGH674IW487gDxiQJhCjkIRQFIFJdkRdacYyd0PYGFt/rUxrgcNVTjGxCJ4NXjn0JZpyM059uoUj3X08clpwGbnwFy+gHdTwYiATys3INaNXQ6xBO7mxJVmxmYz8KbdrldqHG2P9dFnhCu0SrrgkrA4dQchH45SYc4GtQTlAu4ne60BUIxtPuuUXclHPePY/6Iyesn4+RuJxuGawVS9rODkAskgJ5fkxyEhy9cdB9VMgr/N/r/LMfhhR5ao4engzAzpOYl27s6yYiFwB+2GJ3gYohxLMI6dp4s5tJaOQWIBOIEwrJIFBVudt8Ou4z3YE0gzE4mEMbfu88tHYcPd8/GhD4TDMPd6j2ahRgncYYI1ARq8PX2rzG281j0yu2V8nRm3szNxoK2XcAOtm2fb/tc+017SdSXVUznnQU5QSVVM8mqGHPnHhcI13sEQUJ0haqf3TFdVeL5Yy3ZPBN4+0IAgCsrEygqRAwSYgDWqk75bOEllMFB+OF1cbOLK4ahoigKEz/dmUCkFdLQS4A1bwBQKyNnFsJTxZ4f4Yw8NpEoEHKH4nkv6eKIuKxJzzNnE8A6ZOE29rwBjIXJRKwKhFRvANZ/Bhx7e8J0I0lpVXMDdh2duIeewEFYuvIF/ct9e6EoMUz7/GtMPH4opGVvA3P/jixVIIxbQpC5P1vgZ51c0UGoteXsC2OIIXx2nXEruPjml9Q2gsXzPpkYFpU8cPU6lh2/UAtwyp+Aab8FWvbA62DTNLZFcNyTqnijKJqAkqMWEpBsBDTAKNqlLYjYnN8Rh/WLGY8hB6EThneUN8zSP6cSYly7if3nxaUs4MJGwhx5ALu/u7yscn0smlpl+GVvsz8AKBkKjLkB3342GavCpRjepztGl78EyeVDRqwR+Pgm63ncor58Gn4JLv3Lt7iv9Qmc7VTb5t4cyApz/Vo6qV0+IBKEBxG0IAvNQXYu8ArKPlM1Wjjd1qHFHMFBKBYp2VHXhkAkhnM67QDXuXHmX+BKJIQ5XPp1xF+YOVxwSgokyFoYdDrsaw5CTjqO9rRD7pEkf6jpd/6Z3164gzAVAVRcN7u8qKKoKoY7uwSBsNT04sBq2VzAjMlKvMCX2Ul7AeNCDDFZEVyJggVWbVcpwjXdjt1LdBBIICQOS351xK8AGCslAgAmPge8dgp7Y8mrnhkchDY3daHj16w+CfJNLouUQ4yTYCUQ1gZrDd8DNnlWNAehuG6JchBaOF6iSlRzR2xr3IbGUCP65ffDEYWqQ4fvi2goLt/L2JLRrMNuBV8WDwH58j54ZAVtiALRMMJQAEjwJHEQdsliecY+yzLu/2uHXJtwOjNuhxv98/tjY/1Gw/CAHNEEQq0q8tE3A6c9ypw+sQjwqJqT0EYg9Dg9aIw2Gt/EJWFVNQtPmXnRTEOeQSuuGHQFrhgU/4pOLDqzP3lpxUsAgAv7Xai5b8hBmDoxOYaWSAuq26oRlsMIx8KIyBFkuDIQioXgdrgRlsPwOr3wOX1wSA4U+ArgdXnhdXptRRY7Hl3IhIV8LuZbcLg7CP0RNW+gUMDAFnOOUNHR01TBOu4FvbRrVZl8CWJCbkAAuLGhEf/Mz0Oty2nIrTVn1xw8vYQ5TNrjILxrzB8xsuYMnNXLmDOOF6OKCA1vO+ZVzMO83fNwROEReOKHJ7TCHn1y++C2I2/DaT1OS7xeFvDn2LBOw9AaacWWxi3ab5U8d6ypEnFaDkKeb84uxNh0TrtEpSHQoH/2cgehfk9LGGKsioNsnoyoBJS7XYgqUWS6M5Hv1a8LLQdhyHQ/O/8V4OMbbUWfmBJj2xZpBfK6QxLOGafkBDIKtW2Kcfeo+NLI4WLzHi4U1spTU0r489lzm4ve0SBQXw5AAbqNtd92K/fev8aw//k9gSEX2E+bDJ7H029/T7FdBwBQFBSvfRMA8GH+dbjQ7WNOT0liblE1x6gfrH0Qd6ap4dX1Sjbr5BoiHXipWHtR6qu1epoWu3A+K3hf268W77AU1MximOk6eeaoL3HXuabiRt4soAXwqFa1DXvZC7eLnbPwqPstTG35K4Bi5HJHZYL9bhAs2puD0ISdg1AUV2XJpR+ovB5AmbCNqYQYB/UiCXZoAqG4XeY28sBzgcJ+umhcswEoOQIpc/zvgVNYxMajs3pgW1srri/qhWs2HI2HTu2Pa+RPWJj/5pnG6U59OG5WYbFb7M2GogqElqecy6cVrGlR/GgJqQJhhAuEaYpo6rHMcoQRi+rnIC9QMtK/lwmEZzwOeDLgiukvfOJctaJAyB2E6suU+f934j6HGB+sHIT7HGJsMYNgJP7lBxf7wuo+TWX7XIblWI+fKxQ7MVaBdmhipHkdrfJmag5CRdGvO23GuVq/zAEZkZgCTZcUQ4x50S/h/mqZo5MgQAIhcRjy1YVfoXMWyxMTl4C86yjgoUbjBGJjw9ZBqI8TVu/FnU0OwpSLlCTBl6KbpCHYgIgcwab6TXhr7Vu4ZMAl2FDPHBI+d3oOQjNROYrPtn6GB+azRlPf3L76j3zbxHxI2rISPI1dgqsHAFa+B09JDpolB6KNuxAC4FIUOJPkl+qf3z9u2LIrl7Vrn7977ruIylH4ts9H7L/nY0Sv7ggoUU0g9GaVAJn9dHEQYAJp6VCWTyjSBiC+ccvPhagcNThL7WgINmBH8w4U+4uTioOJ4MvanyHGkVgE07ey5PRn9TpLywF5MKsYp1Mc4XAhJsfw0eaP8L91/8P2pu37JNpO7DMRjx33WMrj84JGk/rEhxZzeBqERKG2h5Jmn5p0XhRQUkUMMebhmTllmuBitcVuRcER4TBmu/yGghW3fnOr9rlbdnxOUONyTZ3q819BVm43TMyNn87F1yVJFePKlkrcPut2y6roWxq34M7v7sQnkz5BnyTV3820qB2SJ45/At1zumP2rtm47ZvbAACDeBEQUyXidKoYJ3MQmoXDP1cLL8GKhHu86iB0CWGjGS4LF5eZUx+Gs7QPMO9eRCFp2zuieIRh2dxBKAfU5ZcdBZzwf0C/01WB0DoeVoEC7cnaqb9hng7JAWQUwqnurpgng7UhRAFJjjHRR9wPo64FajYDx93BvoshXc272eecLvbbbHbvBYW2zr7eQ/nzPqlAaOEglGVg5oNwB2uxWe6CGXmX40LzdOq2ehSb+2QNe5HXgEyWg1B0iJWy0PhEDsJenTKxt4ldQ4acXbEIc2oeeSXQqV/cdNxB6FOFS4NTWRvJJIapL05DigvXRO7GSKtp1LaXV2Ln9cKttXAjir+6WQ7tI6unYZJjIPo42L3c6bePrDAWREk3xNi6vRm1cRACzKEUjslQHC5opmLzdZ5KiHFYFT89mbajmMMn2bxNbb1JzzMLF9+WF48BHqi3Tq9jfsnxqxlAj2O0r1xs4S4+h8sNjPsD+/H7p4BZas7RooH6dcpXywGEFNEJnSWUKLE4Lm4/oL5j36EUoyXEtnV1Bbtu4xyEyVC33ytFmBAE9lLn/k+YC78fdqrrzvKXiudKnNNO3Me8Ta4O65zdvpQYDoeE64/rhUhMbleRE20+aYjgXERLB7ECtJXQx4XcROuUSqX0VKoY52fq+5rnOzSPb36Wit/PP5K1oxxCiHFri14TXXZnwlEyBGhjqQWckBGRZdTUhXDLO0twlLwaDwNQJAlVrVGUAAgL+YJtq3wTHR4SCInDDi4OAil2gkUBJ0kOQgXALrcbLkVBdidjJT+Dg3AfchDyKr0AkBuLodEmjPb4d483fF9UuUj7nOEWXHgJBCorByHAqhp/svkT7Tt37QHQG36t1YgjUQgTD1OIhdgbrHAzvApbz3CoEUEJ8HNHQQI8Tg/+kPMHzNvzCOZn+HGpu6TdgqzL4WLTOlxwAvBCQkCRtRyE/mPvACycelonwSYXhxjqm4pAOHnDZADA0KIEyd9T4EA4CMX8lEcWH4kdTTsAAFsatthNsl/Z27oX5087H0dJR2EiJh6UZe4rb699G08uflL77nf5UZxRjJKMEnidXnicHgSiATSHm1HRUgGv04ueuT3hdXoRjAbREmlBfbAekiRhT+sefL7tczx0zEMJCxRxKlsqUResQ543D8d3Pd52PIfD5K4+zJC4SJfC9ROHGGLMnWHeHK0DFbW4x7gBOIROFRAfRp92iHG2vdjvVu8hEQm2RUoicgSTpk4yiIN3jLwD1w65FtO3Ttcqnpc3lactEIbVfcDvVd2zdUelW+LboboA2+Eg1ARCmxyE5uFHhIV7lugOU52ubkFwsn2JxgWHnDLguDvgLGeVRmPZJQi0sSrs2W6jQ13LQciF5NHX60XEJIetwCErMhz8t+JBBiHUITmAzCLNQRh1+9k5ye/LkTYAipZfUaOgN3D5FGHb1f2w4XNg9UfqtqUhEG7+Rv/toAuEwn7b/DUw/58AgG1KqcVE0ERyr+rUi7tC9zCH/S6l2NCBBwBkq/Pkx8DiPD26VyEWbmVuLYNbZ/5zwLxngR9eA+7bHb9aasfaLyVwEJrFsAiL5Lg4/ABWKH0x2kqoUu8VbjUH4a76Nizy/lb7WXI48KznBWF0e1HGIPTspxDjaILCSW6nhHAMiEFo75nbfqmEGPOXjAkK05Xl+VHRENAEL8tlac9FYdsjraygnBnRMX/h6wZxENAFIZ4H0CD8iC9yLNZZgmR0EHoytXumZbNWuI+tU3rAp4YYd8nzY+PelvTDN51cdI5p4afbalpR28rO3bKQWqxLDekWhaT4EGPhnOXXdKL8oily/7mD2z0tp74t9RQ6Q7okSEdhw/wt+ssqK4HQaphZmLdzBNpNU91sXVwny+vCoM45qGwMoChbP/9cBnHXfhmPnz/UMH5MVvDlsi24AMC82BHoe/sXKMnJ0Y6tEzLWVDThsldZocdsRzPgAT5btQefLd+AFz3A9+srtflbCvgEARIIicOcOAeh5UhCw8u2ijE71T/MZp2VqCRBOuY3hlHEzvu+OAi9QiMkT5ZtBUJOkb8I1YFqwza6xfw8CdbFTnCIyBEtRxkAYwgbb/hVr4+fMFEopBZiHNZyz3jUxlNbuAlRSYIvWc4/lVxHLl7aW41VXg8GDTgm+QTJUPeRBxLaJKBNDWuzdarwRrVNeCbfr+FYGJlfP8w6SOPvB4bE+SYAQCtOkrRKahLE5e4vatpY7qkxpWPgcXq00NSoudrZAWLWzlloDjfjO3x3QJejKAre2/AeluxdguuGXhdX9TcVInIET/7wJN7dwCoy9szpiXuOvgfjOo9rVyVYAJj4yURsa9yGlnBLwpBhzuxd7E3w6T1OTxiaHFe99XBg52JWcViOwhdV3U/tuZeKDkIu8nkytRA0Owch31t8n9QHjS7pPG9e4uVKEgzJ3RMIum61Ax4VqwMKbG3cij/N/RMC0QAkSJhz6Ry4HC7t+pvYZyI2N2zGm6vfRFOoKW76ZHCBkN8zxG1z832uJShXv6bhIEwaYix0oPIcJvFDfH6pzxuXIBDYntf8pZUacs6fwzHJgTZ1eRkmN5fmIAw2sAEDz9F/lJy2DsKYEtPXafD5kGr0F3QOOIDsUt1BmNmJbUdIfaHEnX1WzjIRLiDsWqwPS5CLziDOKQqwYrL+W5LE8klJWSC0EBHqtmkfP4uNTSiWeGDT4WytAgAslgcgZtY6c1XhXhMI48VQ0bFk6MzXqHnwbKq583H9CR2EJjGsYgkAVnEZsAlpVttDHsQwUNqBL7x/NK6vbBQMEgkOopso7RBjXy5LuZPTBXLFUjhU0c4uxJgtzwEghrAsrJP55XqyEONwK7DqffY5gUDIN9vQNDS/iDHfrwCWs9MsEH72e1ZFGmAi2dCL4pbHnV/ceWY4V0SB0OLluiQBYbgNAxK+UwnpL6A+jY3FGaYQ44LMNJ16XGRXRWdZVrC1mp3Xpw4ohGfnbravs+JfXMUJy+Jzdz8KhPuDdAqkXDCyDJWNQZw2OPXInAyPUysYY+Xsu3R0N3ywZBd+fbIeWWXefRne5M468dzqWWj/LHj/5nEIRmIGt554P7ByDZ89tBTVzSEtTJ0L3bKi4Mulm3ABgGZkIJenalLvnU7I+M+Ccm0+kuCBjaovBJra9GfJb8cL0WUEIUACIXFY0DMcwXZf/MNU6wTbNPLZSPEOwnAsbHTXqZ2oDWoi9SyHm1VNE9hfOQi9wpvb3JgMJDDQvHb6azi689F4YN4D+HjzxwCA4oxiY+MlgQMnkUDIc5NNnTQVvfN66z8m2rYE4cx6iHGYhVFBFwibWph7w2fjNrFcFIBhoXDC8JSU4QKhLKPZIaHZmwEgpHXG4+AOF9UpYEZzEO5dA/zwMhv4wbXsDwBungvsWAiEWxHpPhab6jfBCQmXL/8MWPwe8MuPrMXq1R8B3zwCnHAXMPyyuHH4cveng7A6wDrdI4pHANDdO6LT9UBS1VZ1QOevKAo+3fop7p17rzZsR/MOTDl3SoKprHlx+YuaOHh6j9PxtxP/1m5hkJPpYudgSyQ1gXDmDpYn6cRuJyYc77ARCBWFOaSmXK4NkgBo8mx77qUOJ7sXxcK6q8ybpYcYWxwTj6KHjHL3W3NE78CVZJSkdizdGbrYkOjey9MBSBLgM4YPfr71c9w9524ATLh75bRXkOuNF4Z4MZG2aPp5JCPqpvB7hvj80lzPpkrE7XIQ2oh5ooOwxGESSEUHIV8vq06pLDMXEt9/LVwgZPmFtQgChwNt6rEzv/TRXiLGQkBmkVGAc7iMBT8EFEWBg1deLhsJqVYvGiZJEpDdBU7uIMwqYtuhyExw5K7WpnjHmgErd1e2jQMP0AUyOQrM+Ruw6Sv9t6j1s0oj2AjM+ydzUOZ0jv9dEwjzEs+HtwHE/bbifwCA2l4T8Mm642CZMVMVNzywEZTU5TcombqD8LyXgJa9eg47bdkWAqHg+jGE/9kIgxze+e4jqcfKMgehSQzL7wkE6jSxyDLsV53Gh4BBHPxXdCJuc02DWzYeL7sQRMDkJko3ctPhBG77gV3rf9XbebEEIcZ8eSFFdJnZuPrsxKQv79OFbyunnwoXPGVRITQ/E7TvwjhWx3Xxa/pnG6FbdxDGDMtnX8R2dfxzSQIQMXWL9RclFgtr1ds2K5S+OJYXKVHdi/50Q4zV+7ZHimCAtAOxypWoa2XXxoi8ALA9AuT1t1yZuNNL3Md8fCsh9jDH5XTg9lPjUwck4rTBJZi6nF3vbosLqjDLi1l3nWQYJjpNHVJqeU5TqWIMMBdhlinno3g/sAq5fuGKoww50MUqxsOKncBuoBVePYxdPbYuxBBVr7Xfndoft/XwA++wK+uSo3sBy6BVsva7nfjdafEpnwgCIIGQOEwYFgpZC4QpOQj1TlxQjmD020dq38/seSb+NO5PyHH58XhBPqbksIbMYyUnx81mfwmEYocqTzY+iAcVDEJjqBHvTXgPOZ4c7eYvuiKq2qpMrsjknVQz4VhY6xxnmd/uJgpzTMVBGAvpDkK18VRTz8JV5TSKMSgXvQlp7t+BE62rtKaFep54FBmAAw1ONxIKhJqD0LpzwXMQhle9Zz39S8dpH3e6XUDXLvDJMUgbPmMD/9KddVSdbqDLSPamuWUvsGcl+33qbexN8BHnGVfrADgIuUBX5C8CILhyDpKwNKdizgGd/9M/Po231r4FAMhyZ6El0oKKloq05zNz+0y8uorlj3pw3IO4qH+8O6E9ZHpSLyYiKzJW1ayCQ3JgTOmYhONqzin5EDb2l7wFTP+tcVjP4/UKr0D7BEKA3W9iESHPVbZ23VptsVtRtBBjfm6LIcb/HP/PFJfrgmaCSrDu/DqKSIhz0HCRF2AvgezcrH4n255gMvHHzLF3ILzjAwD6PcPggOcpMrTwODXEeD/mIBSHZ5jFBYMDnudVFe5pTw9kobb124G2GuB3a5iLjDsI1QJk/PkflSTNQeh3GQUeLcQYEhN2DD+62POK892TwI4FwGVTWIixUOFRzDHmlJxAZifdQZhVYnT38fOqW+Jr1DI/XGECxwbvKAbqjOHFQHKBcNbjwKKXWMXvX34Q//u+5CAMs3tXc+dxwDqb6Xj+NDsHoeq6bIIgEI64zDiOJpDGP5tsHYThxPdVl0NCd2kvTnauYAMS5BPUxDD1XG1VfNo84lAFpiE7dZfnHyI3YqncD7e5psGJGNbJ3THIsQP3R36FuxIIDqKbqF3FH/j1J1yHiXIQ8mWEZYce1Wu+zsU0DxZIS/+tf0kgEHLxwxhibHYQWghp0SRtIBsnrmsfHIRsXY33SL7alnnzBpwDbPgMW3v/ElgLiyIl6QqEqugsRfGl94/Aq0DdCezFRVdJvTfm97CeNJGDkMMF+EPsIIyl8aKqPRheJrhSe8ErHl9ZSa3Ssig+p5KzUES8p9gtypBrVx0/KivomcWOX0aOUFBSvYYckBFVLdolOV64JLavJwzvChzRRRUI2fnZuyjTejv3Yw504qcLla8hDgtuq2/E2TkD8K9T/mUYnpJLhndAAJz43kmGn74o/wLPLX0OcLgwOVdvxBS54xs0hiIl+5CDUMQndN7Lssow+ZzJmH7+dOR6cy0TrQNqEQ9R+LN408kxOwj5fMJyGK1qx5pXrdVI1GFPKQdhRAvr8ai3kJofmbDijlrn4bDkiPOZEy+RoyJVNAehGlqoPkztHYTCtljAO9ItGz4FIAF3rAL+VAsMmsBG6Ha0Nu7urqzy3/ExF9BV7TCGW1j11fpyYM1HLER5z0pj56wpXsQ6EA7CmgALMeYCYUqu3P3Eg/MfxPo6FspumeR7H2mLtGni4C/6/wLTz5+ObE82msPNKbulFEXB51s/1yoHP3zMw/tNHASQVtXoqrYqtEZa0SunV9JiR5owcqgchFu/ixcHb54LXPMplFIhF+c+CYRhYIb6AsGTqXViZYtTya3oDRoubnFR9oJ+F2BwYYq5k8T1TcG9HYUUV6Rka8NWAMB7576XMNSdH2O7qva2nPYwImq1eX7PEF9q6c+F9ucg1HJv2Vy34vMrw/y8FM9ddR8atrG5koVxqukPUMf2l+bIUUOM+b2qGQoCFi/TxHFiElilaxGHmoNw+wLg8TLgu8eBrbOgVK6EAjUkfejFcdspSRIgSXCpub6i2SV657qtFqhS03N47UMr2cpZhBj67Su+GuBhzCPUHLo2bncNHu5ZPtf693XT2P8E4aAArHMQZrJnR1tBgmtIcxDaCYQsjL5Z8RvdZCL8nLJwOLmdNiJakhcvToeEcQ49D29KVYxVMZbno0vkIOxb8QkA4PXoWXg/dhI657O2JeuEs+38MjYqYfERUSxIu0iJiNCOTOggVMWMYExYVpxAyPdJCi8rvfYFWHjoq+HWI7YzJadw3IWRzG0gc3uly5GwIs5BKO5Psb1sdW1K0F8awLhKliLOuX8Hjv89dg9jxaHiBMJ0C0Cobews6Nd60W72smlww3dsgF3ETVyREr5scfstru2DCD8UcTlI9zNu4WVCKrkEgfZdd05BFEx1ORwxJDyVoi18/WRZgTvMng3du4i55dV7FWQ0q05WViBFOIEFlyFbZ5vlfvirlLeD+PlCDkLisKA0FsOT3c8Fup5gGK45CBOGGHvwSm4OnivIA9RQrQJfAS4ZcAleXPEiK9JgugF38sQ3aPaXg1DEKzwH/S4/nA4nnIhvNDiFBpPL4UrZQWguUuJ1etEWbYMsy2iJtMAhOeIcF4kEx8QOQnU9oiGWZwyAx50BIIK9aqdgYHj/Od/SQm0Yu9WGxzKZOTzitp2TpKHExZxYqBnoeRyQpxYAuOTtuHGrNn0EzH8QpSOuAkb9nrUoG3cB275nHeEuRwK+PPbGO68H8OPrwBd/tHQ+cGH6QIQYd8ow5vU60NVvdzXvwkebPtK+Z0r7IZTcxLc7v9U+PzCOVezOdjOBMBANxIkJVgz7zzDt8xGFR+CCfhfs13XkInVrklA4ANjZzKoUdstJUm0XukB4SIqULH4d+OxO9nnMjcCZTxpj44oGakUJ+LW2YPcCbG7YjCsHX5naMpxuQKw26M0CWpiAJFuIVh5FgSOrBECLtk/4Pk+pai7HkLvJ/t6rOwgl/f4Adjx2Nu+Ez+nDwIKBdpMD0O9PaTsIAYTlCFySSzsPJIObwRhi3C4HIRI7CMWXWm7zu2axE6uuy7iMMrghYWJzMzDqOlbx95Nb2IuTQAMb1xRizEXKakTRxnPJ2TgIZUhAvlkgdDGxacHzekEFALJ6XkgA0Hl43Hbyz678nkDzFsQUWT+//z5In38C5xTbdotnbTIHH6d5D1vDsqOA5e9olXUNKAoLu/z8Ln1YRmH8eABzsAO2IdcaVnnKdi8FAER9nQDssJ5Oq2IstAGm/hrY8i0LgVXztbUgA7l2FVD5stPJQSgcVyvcTgdaFOGcsRJI46oYs/8hNcQ4UQ5CzrPR8wEAb98wDngWcCgx+NVw6yC8CZ2BYnhiKqGNtvw/e98dJzdxt/9I2nq9++w794JtbNwNuACmmG4STCANCCTUJKTxJm8aobwhPaSSkB8kAZJACgFsem+mGeOGezu3s33n63Wrfn+MRprRjrTS7t6d76zn87F3b1VGZTSaeeb5fh+mDU7YmJRkHGJ8eCPw2o9QHTWFfDoIMeb3LciPB/D33Tx5a558rhXne6bXOaKRdFxuPvZ5FEz+SCAKLBYqbCZKCquBs25DsK4ZwB6dmOmhBGHApQZHO6YiyegrLN/5HaxWvoBJdX8nP8y/QbytmXQTpQvSn+2BmVSUJQlJVbWeIMgRLNMR2CCTTDKcONWlglARqAOdrJ9QVfhjZLIlwaYt0e63IhkEYdivMIJYiSMRyTFb1M+mPeLfPRxX8AhCD8cOBDN6eg4iG0OFZilJyEENfz73z5hXPQ/Nvc34w/o/CBPAlwsUhLkyKQGAm3zD8WrXXszr7cVKzRjFLucbq1j0ST6TgtB6kGreZ3GwGN3xbiTUBLpiXcj3CyTk7KD30/8Gnvoa0H6A/G1HEFKVTDwCNO0CfCEE/XlAog07NIe+4vIBymdBFYRaJykk+dCjxq0VhGkIwoklE7G3fS96ZMl6wKWhqYc4ppWHtPUkCSgZCcz6rHgD1oDBfFh94Ex7oIPcW7OCsM9MSiIdwP738HLdMwCAxUUT8Gb7TqhqnBCmBdUZJFoSY9PRTQCAOxfcqf+m549MRNMShM/ueZb7O9fkIOAuzxwNja4tSOO2C0L6yJLc/wrC9nqDHASAcWek3s9CZmZb8SGejOP6F68HACwcsZDPiWoF8/tAUvTwTNHwwn/u3VC69wC7V+rPD1WtWU4UiMC2jw4MomKFw7gB8pGuI4gmo5hQMiFtmBJVEPYmMiAIE9YO6/q7jGlHJEg5DTFmz60taWrL2OdOu49lRzbjvT374A8VAWffTvIOjjuDEITUYKSljnxqIcb0+lTJIfRox2Eme+m7MwkIFITa/dvxIn9uWturqKrevrPnQ/MrchEMogG3IK+ksHwW6XIAFlQDnYdJmHGo2CC0zApCVQUevxHYYMq1GrBo84bPIOHHFWne0WaCkImCiOQPhzVBSF2MCbFTiG5g7cNkWdMOoLcVCTmIGHy4damFqtbGpIQd6HN5xWgKAgula9ivMIn6wZH5OsxkmK4g1HIQigbSzL39c/w8tKOA+11GEmGJkFo9CDhWELpVIlkdk2qbmoYJMaZIZ1KSiAMPfxxSVyPmmhXDNgShsAlULNpY9r6v+jWw+Qnj70/8ld+HhRs4rSc0DyBHUKZREEqSlKIgTNopCDXQ/HIdvaTud0cS8MkSR1Q5gnZMheAnE3/s13IvFo4ARoqJ0ZSWnT5L3PkPbIgxzY1X1+Q+564bsJMJTnNIZ6IgPNxmkNZun1vFQYixaP1kUkWAEoShEmMF2TApofUwHFCAWKqC0K8pCNfs5U3ctAKAFo8g9OARhB6OJQg6NHoYncWMVzwZx+nt7+p//+uif2FKOZnhp+RZJBFJCa0KCMJMcqkgvNk/HDfXv4dX8oxy7EIGWQWhIiuOFYSSJMEv+3XFGUtGJNREangxwHfOCqpM4R42byq6XcseomaoOhEBraPYob28ouXjrbfvS+gEIfmzRyO/ysMW5B69vxYhxvrAXZLIINYGTb1N9mWZYTMI0vPK5Ygg3Nu+F3Xtdcjz5aEyTyMIZQUSJGtiSQsFMxsvpMXBD4GHP6aHxm2pLAcK8rF8xzt4p6oCktoNiVXfAEBRLSGna+YC5/3YsvNrxvaW7fjeW99Dc28zAGB8iVHvdPMIByrMNUfW6N+Xjl6Ki8df7Kh8N9BDUR10yhu7iYJqWJ4zxz5FUvqfIHz3D+SzdAxJE3DCBanrsCop2YctTUbisqd2P4VbZt+Suo0ZZvIrWEhydkoSkmWjgBc+xy32B4sh9/KKcxpibDlRIALbHtqorXUlrmlotrOVqKvHFo9N2cYM2l67DTFWVRXRZBTFfos8XPpg3zg2SZJctSuqSX1oBmtScoLf1FawKi16Hzf8C36owCk3G20LDU2kbqANWiioFmJMn52EJOkKQjPpTydV4hLECkKAz0MIQNXafQkwCEJziDGYHIjJuDj9Rl4aNaCoH+GzVnaRQpl3f6DQyOdoriPrHyXkYLAIWPRVIK+ChPyL3I6b9xByELANB+WOmfa5uhoJYVZxgv7uEtYI3cWYEEqL8KGxrKcFiPdCzqvAe189C1WFFtdAfzemtmms4QMb2qcbxliETof8CkKSpggsHIUgNURhYQ6nTUSQhIKEFu0hVhAa7VOLypRNVTqagjCmKojDZ6sMZNVHbpVILCRO1Wv9/qPKoTgbzWKu3yJnZy1HqGKeXLRTEIrOm0vjwBKETFvKkoMA8CzvEm2dg1BTEMZpiDF7MCwxKRpvCHZI+RVhaQSFIUoQxpFIquiIxFGWH3BvcKa1DYUqeW8lAwW6KzUAW0O/lKhdvWxRiPEAG5v1MTbXp4pC0oEN871m4RhH20yoKsBLW4gy27WCMMMQ43hSRShJ+thqsMRYgSoIYVIQRg0XY0NBaHP/2w9CyiCiwcPQg5eD0MOxA8FgjHbQrQY296y5R//+5eZWnRwEDJInkohwg/NrWtuFHXeWIHSlOBFB69z4mLd20GZgwCoIFclEENqFBIN3Tabn3KopMgoDgo4b25krrHaeI4yWc4SotlAxAQHt/jQr5POE0oFSEFKTEuN6h31h6/tIO4oWHSV6TSOSBAw/SbgOBc3x55wgFLhE0kVaZy5XBOF7h94DACwds5RTyCqyIibdVRW4Zxrwq2nuCvrwIeD/LTHyZtXMwc4wGTRNmnwpfJKMmCRDNas3qHL14AfAY593VNQTO5/A8hXLsaV5C450k84ZS8bQXKJOCEJ67/549h/xizN+kf1zL4CuNHOQ+Hld4zoAQJnDPGWKpPR/iPF+UqfwiQeJEkyY5NpQlCUlBZ9+xnA43ty0OXV9EcwKjynLyOeJH0eyIJVA9fvDKQR7V1wLMXYQam6Uaz+I1BdJMhRJSalnHx39CABQW5heBZopQUjVv1Yu9qJcbjJksfTSAvQaWuUgZJWFYXPaDIFJiV4nxjLu3KwqHdBDWVFGCH9dUQ0J3RYKQv2ei0xKWFWUL6yrupMaYSgDQgUh3Sd9L1sqCLW0DZbIZKLRxxKE+YYjNKsgjHQAT9xIvn/sD8DibwCztNB9EUH4m5nG93QTP2YSoXUv+SxMM2lhykE4DTuNZZrbs9R9FMOKQtbEif5uTK2oeQEmyoJlcii5bEFShQMyQhpp2Tr+EnG5ZkOOeAQJ7n1pT3J1I5jyu6zGEUIEPSD7tiOLcpeD0Phan2ed3oCWl2CHgOlMSt62MXnKhiC0UhBSTNPyAXce5n+3IAgDeg5CalLCnFeayBwJEg6p/LvXcDG2vi+FIbKvjt64rt4qDtuYAVpBVxASUjBePQvdYNpSK3UwBHn9RHn+dBfjgSEIn/vqYhSH/XjrW0v6tJxMchyyJF1tqbP+Aqdq7ieCMJFUEYhrbR6nIDRMSjq01CzEJIdVEGrvNY0gPH1SJXlfHFpv1JeHP+bqPDwMXXgE4XGINWvWoLq6Gp/85Ce53zs7O3HjjTeipqYGFRUVuPhiQ03T3NyM5cuXo6qqCuPGjcODDz7Ibfvoo49iwoQJqKqqwrJly9DY2Oj+wASSf7twyEQygYc2PwQAuLvhKK5v42eNZEmGX/ajubcZVz93NQBgVCyGr7e0iglCxqTEVc4qEegAh/mJOlaKkJqD0NkgFeDND+iAs01LYlskyLUIf9gIm82rcEEQateHhmyXjdMVhA1aMubSfGfKp5yDSueZjoHw3PX17UMtwtQ8QJKAYfZk2eEu0nEdnj/c4bFa54FxZMrjAu8fJg54C2sWcr/7JJ+4jFgPEGkjRF/CYRiKqgIrvky+j5gFnPdjxK9+Cnv8foSUEGou/h18/nzEJBn4ygbgthbgW3Xk89sHgMvJM4zWvUD7obTF3fnOndzfZaEyjghPcYLe/gKweYWww7ypiZDdjg0sMoCeq84BYUmP3bbuMpAluV/MZnREu4H6tSSE1O65YMIYn27fxi1aVb8KGxs3pi+LfR+c8kUujFlEigb8efogjubPy0xB6MykBCD31qwMrWuvAwCMLhS7TbKgKnenBOHKXSvxk/d/oq/PvrM4iJL+S5m5GCsiYgz8gDlsXodTEJqOkXXh1M2iTCHKxSQHp07QSbDOQaixIgkJemiysZA5rupp+iQXJQgVFYCmKGMVkWYFYSKZsFAQppkUsjP9sgJ7vY5uEysI3/4t+QwWGwpeWSbnxxKEooFyGvOjlPQb1P040ileX99OAWS/HmJ8Mj4ylrVqYcmjTrXfh426Pi+oYJR0BNcrKxH8w1zg7lrgvtMBmtvV4lqHfIrhrGyZk5gJMU4mgHgv4kz6FqH6j2knejWCsKYkrJ+DnIwhICUQQQB5Aft6kKschJJ2v7vVIJI2KW0omcGF06aEGNNnMwLsew/Y+hQAQBVFVNgY3wiJNSuCkE4YUvjCwMf/qJvk8MvEE+70+vWKFIRpQ4yBfyTOQu/Ei4FrSPoRW5MSDTTEuDMSR1sPqWtFoUwmB8g9K1ZJHzuu5KFTZe6jzXvMESemu4QPTIjx5OoirP/BUscEXKY4e4r7cQiXqtLhI+jnnluXJiXchFT6Aun6SVXFsEgdAEBl01XQdod5psMBhakYkl7/aQ5CvyIB/7oKuO804BcnAM99R88v78GDF2J8nOHpp5/GrbfeinnzUkP5LrnkEixYsAC7d+9GIBDA6tWr9WU33HADysrKcOjQIezYsQMLFy7E1KlTMW/ePGzYsAE33XQT3nzzTUyZMgW33HILrr32WqxcudLdwdmEGIvcF//3TRJyMFwO4+IucU6LkBJCLBnDxqNkQLrPr5Uh6Fyw+Zyscjs5xvTLgNd/Apk5bLsQY05BaA4xdnEstIyGbpLM35JouOpJMihTfM4JQp+pQ1Vci0AT2bZZ65wXOFXR5RraOXQxL2mhetK0fopTnoZggnQuewN5aUPCDnURUstpWKihkkgdBNnVd7doj7bjlX2vIKSEcOpwfmCmyAoiprA7AHzHMd4LKGkcLwHggNFO4AuvALKM/W17EE1GMbV8KmRJhk/2IYkkVFWFJMtGCGqwEJh6CTD5IjIAOfgBUCQO81VVFXvb96YQbebr7tcIg9jv5gKBEj0sCgAp55Mk2ffRnqM43HUYNQU1KA2lCRXMAm5CnmmI8ZiiMY72rUgKomo0/Yq5wru/J+3GuDPslc2MumNlMyEKbjjpBty34T4AwKef+TQ++OwHnPo5BWy7Z8rbRskrn6qFlgLw+fNSCPbMTEqc5SAECKFrNhh5vu55AMCimkVpi6LEZXcaJ1YAWH14Nb7z1ncAABNLiUmA2aTKAB1wMCHGcBdiTK+hZQ5CRq4UMs81syk82HriC5Mce/oyRl24hRAQCBbpZLCeYgSSpYuxrKkPk6wbqr6QKdufp5eX1CY/JKg6QcjlIJT4HIRxNS5WEBZWp/5mVb5TNJgUtmYFYcte4PWfkO+n3crn//SHyeSOqhI15t8/Acy+mt9fusGoefLs6HbyOXJ++mP3hRCM9qAcbZjE5irsbuI/raATGKmTHiW9B/FU4LsokrqBZu3HQ+uMFSxIj1BAQVBTEHLKVhZsPXzkUwCAKBM2L1bBGfWhWyXt2J8/Nw+006do6uUeNZCW9FNypSDU+g1JSPY5DzVio4sln8wEh67u7TXqGwCMWUwc7FnYvAuEZIsVQRguNQhpAJj/BXJvXCj7qYMtdRLm1FmKPUEIAF0Io/Wi+1FdTK4NQ69Ygl7r5q6oQRBmoiDUrnmZSq5BczKMqBpCFS3cRkGY2mMUMJv0Wut5O4cmAlYmSDbgnkGHuSN9nIIwixyEDjZlQ4wDSfIuUFnlLhNiTBHyycY4Q5L1+++TGIfvHS+Q5Z1HSP/OgwcNnoLwOMPcuXOxYcMGzJkzh/v91VdfRUVFBe666y4Eg0FIkoT580mH8OjRo3j88cdx1113QVEUTJ48GVdeeSXuv58kzn3ggQfwyU9+EtOmTYOiKLjzzjvx7LPPor6+3t3BCToZdk6dz9U9BwC4PM9aqWEO6z2pVyNFBJ0DSzVGJtBnaozXttMchD7Jx5NSLgYZfomUu7V5K9nU6s1TPZ24IwLOVQ7ma5ZfiYC2/6j28srvQ6LFFto5FDIJ1e0JQoFDH4OQpsKIlI2xLTaejKOhuwFFgSLnYYw2Kgl9QJwDBeH6hvWIJWNYVLMIxaZk+j7ZJ1aecQShgEAU4d17yee5d+uDDJqHbULJBL08wMYYhV4TmwHkHe/cgYufIOThJUyoWHu0nbig/vNK4PZi+Pe+DQCISSDkIDvrvvUpoJuMLmmo64nlJzo7zwzhJgchNSmpyqtKsyaBLMt9ZzYjwnZCfuG0b6ZZ0Wj3dvSQMPBrp12Lz08zwsj3t++33wXb3picX6lCkB2C+X15xvtCaweoMYw7gpDNQehAQajGdUK/M9qpP7vDHKipaZvhxOF6xa4V+ncaxmw9kSUIMZbknJqUsL93qibym5vgYr6XT+CJCEoQ97YB//wM+c4MevTwYQnoli1MSjRFe0J0Ldh3ZyDfIAg1UxUZIHn+wBOeVE1I263G7sZUAgUAqtIojy3e3Y5Vv1OWMekwtOf810zKC7MRlj8PgEqIrlfvJu3pql85K4tCMhGE9FijnelVSr4g/IhjimwyMukiqRwweoH99rL1u7Fq/b2EHDTjvB/zx2tCyKcgKGk5J9MRhNEuYAdp40KxVn2xUB3E3NseTUHoU5g8X1pkR08aB2OAD0/MyqREuwYFUi/v3msCVSxFWY2ImQDXCcIoyT8IAP+7nyf/AeDzvAFQSllp8jdy7e1X1vPr0Xbf6r4JkBpizBJkaUKMBW7vyTS5WM2obyV9x8wIQnKepUlCEDbFw+hiQ4xt+pgpk8qqgNps3m1aNjThNtwX4O+vUxUva5YU8rskCLkJKechxsmkioT2rKoBpl/PhBhThANsiDGYHISCZ8ODBxM8gvA4w7Bhw+D3p764HnroISxZsgTnnXcehg0bhjPPPBO7d5OXybp161BTU4PqamO2fP78+fjwQ5IvaM2aNTqZCADl5eUYN24c1q5d6+7gBApCK9OGtkib/v3asLUjplmhEqIvRgFB6Gbw5BTsA2bnYsyGcSmS4irMjeLk4SfrLznqrDu3eq6Dg3SZg5Ci4gQEm3m3q3ybUJM+hXYOVXFj4GVLCqRJ1hzWwql6w/YulTSHXUYmCDYhxrlQEFLzlBEFqW5/iqRAhZpKvLPH5CRRcddRovwJFBg5sCAgCKkbuRVJNuoU8tnZIFzc3NuMx3Y8pv99xQlX6N9nl0wC7jkR2EIIFPq0NPsCiC3/M/C/+0gos37MRKW3oXEDAODEiv4hCNMpCBu6G9DU24TRRaMdk825NrXR0XEE2Pq04WBKP6nLbPV0++0riUtpFMDRWDvKQ+XI8+fhK7O/gjNqzwBgkKGWYNto0+QKfT78DEkVCBSkKAipMq8vchACqeQvVRPTep8ONFzWiYvxEzuf0L9TgtAyZ6YuIOQVhG5Az8nKsIslCGtl03FYOYeaTawoCdHB5BdrN+qFHuILoJsqCE3vIbmbDKYT6YiVQL5+LGpcIwhV6KQUpyDUfqNK/JAvZOFibLzvumPdqe02c+67/T68mhfGgkcWYObDM61J4fFnGd9DRfZqd7PhBiVSnv4GsPMl8t1t26DnKdO2o++BaoOYtBzPas/pCZKJ/G/T/s5PM/EhmjyL9QKPfgYFm4jye17vvcDtbca/U24CIFmnCwkoCECry1ZEE71PtH0DcLjSSMuRLo8eJQj9sqHSkTWFfi8CaQ0M2Dx52ZiUwGHYIi0uzhGEpudH9gGQSO6/3lagfKJWH01t4jD792dDh2CikSUF2fYlVAzMZXIRU4LQPLl+/k8tyzOTQ9x1UOz71fQ2J5nHWGX4FSfYpBlkZJSDUGsPaY647W0yusC0rTYmJY4wYhb5bEszOTfI4VbNB/Ch6E6Js4YO470d9LlLJ8EpFt3kIFRVBJJaDt0gUzeo6p1TEJpDjPkchH6pn/NXexhU8AhCDwCA7du347777sOPfvQj7Nu3D4sWLcIFF1yARCKBhoYGVFbyOUAqKyvR0EA6z+mWm5FMJpFIJPR/FKrih6qq3D99GzXJ/f7B4Q8AAOOLx0NiGkTz9mZSLqjtU1QWGypmXub6nzYLbQ4xtlqfHYT5ZB9HVaqyz7YsirNHna0P2mgOwopQRfpjZcq2Xc/UoVJLR8NfxJNP+b58R9cnJ9eY/aedd5gZWDT3Ntucs0bEJWLC5YEecv16g0W25VKiWpEU18eqJhOW9zKhpi5z+297MwkNKwqknoNO2CXi/DJmEKrGe9OX8/KdQDIGddzpUIOF+u9vHXgLAHk+2fods7jeqpbsX933rnD5mwfe1I/rsomXYVqFkf8uvvUpom4pHgn1k/+Ab9yZAICbhpXjrvb1UGUFaqAA6uQLSRldjTjUeUgPd50/bH5u66LFtbY8d+3fR42E9JlaNtXxvvUQyGQ8q2Pk/r36I+AXk4BHPw111a+hHloP9Uc1UN/6FdDVCDW/CqovaL8P7X62auZFZaEyvX5X55OJpq5Yl/0+mPZGVQLcMqrA8jNdGJ8/n1Ocq6qK9Y1EkRL2hZ2fP9sepml72XyXqqrqEwbjise5qht0e7t/LLY0E1fosBK2WEdTwjDvTUip71G7f3qIMWThcpZw9JuGz5b3sahGuExlJgbU4TP15VTJl4CRgzDvF1NInaTrNBC1fELUBrcYE1iqP0+/t3GNOJZlYxsWEiSoqopJmulWb7xXf2fo+zvjO/q27xx8B6c+ciquef4aHO0+qv/elYzhjXAIvy4txiW1I3DLsEp0REmC+fcOvSe+9oxCSw0UGu8q+owXGrluLbdd+zCskL7+m8rTwhFVf5i7Tux1M8on/a1aiUzCqBqZq2p5rdTSMfZli96Nu17W899tSI5FV6Bc+MyK3qeqqiLok+DXCELZl9rv4+ohk45i/bTv6N8VWXDdGMK4Rw0Y65mItm41BJ8sfobovwPNhjJSkbLoG2lld6hhyDb7oc9unGk/Vdn0/ABQmUgWtXycfq25+pSm7zO52lAEs/fLKNd0T9hloZLUZ+LEj0Odf71leWZySJIclquqeiuWTPK/a1vYnufMkSUAgB0NZHJZRgb30RTxVB2M6nUL0NowVXRsROlovn/k/kip+3/s81B3vuL4uLh7Nwj+sQpAp9uw77Omzoijbbqjxvg1oEiujpGdz5IkB+tr6yaSKgJqBL2qHxL77Ek0rygZAwV9slb3k1rtlfQ6MVPeBQAoThpCGxbJq58S/u7h+IKXg9ADAKCxsRE33XQTZs0iM0y33XYbfve73+Hdd9/VGjP+pSvLsh7GlW65GXfeeSfuuOOOlN9fe3s12sNHuN86kqQz3drWihUrjBCrVb2rAABF3UXYc2A3qIaQXQcAejr55O+UIHzz7ffQsp4PZ6Rl5Ul5KftxiwnJcTgRq7kQ47oddVixX7zfjREjaf/h+sNYsWIFaBDlm6veRcs6a9OXq/OvxqbYJihbFRzuJkqMXa3kBfDRmo/Qu8FenbKwpQ3Ui9HuvIOxVpynfY8oBXjumRfQ3i1zcX6rXl6FsFlNYgHXOSptoCQiuAjG/QWAvE7r+zjhyHacCGDzRxuwszF1nZ76XUAesKm5CZf84xKMUkbhnPA5KevtiZMBaFGkyHGdGd76IeYDqNuzCxtM27QmWwEALa0tWdfBAz1ENbdhywasqOP3FdFC7Z986kkEJMa9O3oUS7Xvr774HDrC9k6sF6/9GyQAGzvLsIc53oZ2MuDfvno7Wj5sQU83eQ6fefYZ5Mmpaq5hbVtwCoBDR1uxWnDez/aQhOGXhC/BzMaZ3LUp0tqZZ0Z/D/FtcRzp6tCXPb7zccw5SkLpZzW0YhSAd994BY8G/62vs3PVTuySdtmeZzbYHCGhzJu2bsKKvdb39KUeTfFz2P45ZEHv44qVK/T0AtmgtGsnTtv+Y/3v5Cs/xKEPn0NtrBt46QcAgFa1AG84OL5LADRqg7W29jb9nPb3EPXCe2veQ2yjtary5KPNoJr11Ws34FCdMdlzOEHaOTmp6tOcz7/4KnbHiOp9zYdrgE1AKEa2eef1d7BV3pr2mAHg3PotelDXiqeetl030kOu/8qnVyIsh7ExStrx1kOtju4hJeE6ujvSrh9EEDHE9PBqAGg72ibcbvc2ch3a2lrxurY8GU8iiaTjurWnm7Rtaz5YI3yHbIps0r+3mkzJ2DKGt64DjS/Ys2s7NjLLhrWtwykAuhv2gGpj2lqNY27RQu06e7r1EOOwqkK67zQ8OeshAMCk/c8AhUA0EU85t8XBWpTFCTm1e/9hRH2dmAJgx6a1QBiAahwrez4H9x/EihUrsLtXq0/r1+CcllbQDLsdweF4pW0yoG37aNejSKpJrDmyBkv+vQQTfBMQUSOoTxxEoppXzc3wz8BpodPQsbYDK9am3os5h4+Ctrrb99Zjf/sbOBtA89FGvLViBc7vbkcAwHPTfouI+Xw7elFm3iGDJGSsTHf/1SQuARDp6cbzK1bgpP2bMBbAmg1bsEopBuDDoUOHuGtN3+VndEVQDKBWIkR5t1KM/EQDJM3dfvWGrTi0z7r8OfWHUAvgnbdXofEjss24hudA9cpto8/HD0ojKff5QlUCor14WnBuXTHoBOFHm7egqSF1nbxII84BIGlmOYeK52DNljpAc+f+4P330b2DJ5GnHtyLidp36mL8yksvosiv6n03uizS22373B1okPSyXnjuOWTibwEA5/T0IA+EJKir24MVK8TvtaONMgCZUxAePtKI903HeIEq6927A42d+HDFCoxq2oRZzDornn7WNola42FSFmA8a4U9B3Gmtry9sxuvMeWeeHAfqP76nbVb0LhLwYKWDlAJwoH6w/jQ5lru3m+UBwDvvbMKDZpfTkHvIVB97ubtO7Gzjd9PW5sCQMKLL76Icu0l0NJCfnvl5Zf130ToaCXrPfcReTd1HN6DFSt2W28gQGnXTpzG/P1uVw0+Lb+i/71zXz02p5w7uYe7tm7CihbDGOjsri7kgwgyntK2mXHwCMZoy+uf+hE+GNsBp8hlf72vsb7JeJ6cvu/21hn1ZtXaLRjRtsl+AwC+ZqOcN157BZucR8KjqdEo75mnn05rjBJPAoAPXV3dCCq9aEEBVr31BvZrIvai7n1YAoMgVJDAihUrMLx1NeYD2LtvH7a9/BrOZfbZXc8byFGsXCcW93g4vuARhB4AAEVFRZg5c6b+t8/nw6hRo1BfX4+ysjK0tLRw67e0tKCsjHRF0y0347bbbsP3v/99AEAikUAwSDpXZ5xzIVA2llu3qacJP/n3T1BQWIBly5bpv69/dz2wHbj85MsxdvPLgJbihl0HAP773H9R32DkQqQE0uIzzgKGz0g5tsuTl0OGzOUEzAjqRVBXTYFUMRp4nwysZ02bhWVTl4lX36XiiVVPAABGjRyFZYuWAVqE9uIzlgDDZzoq9v033semuk2QJRlJNYkzFp2B2cNm22/04J+ALvKiMF8/Dj0twEe3AACCiU4sW7YMbSsfB1qMkLBLl12qq2qsoKoqVq5ciYsvvthxXpe0iEeADddxBOGU8VOwbJ7F+byzH6j/J6ZOnoSpi5l1upuBR67A8/EGAH68hTogTojAuz9+NxRJQXu0XVdBvbrvVeA14ITRJ2DZAptrx2KrDOz5LcaMHoUxF/PbHO46jJ8/9nMUFhVi2cUO92eB7R9sBzYD58w9B8vG8/u67/H70NbRhnPPP5fP1dhSB2j9oiWLTzVCUkRQVUhrCcEx/VN3YDoT7va7//wO6AY+ddGnkOfPwwNPPICm9iacc+45KBcZ2RydDPz+Hgzv2Sasg2+98RZQB5y/8HwsGLEA6DyCH/4niR5ZxomRKNTvHsYFWhjS22++jY/2GB1lfX8rXgSaV+GUebPx9/rngAPADxf+EBePF5ui5ArJnUmseHsFxk4Yi2VzrO/pwysfBiLAxxd9HKeMOMXRvu997F60d7Xj/AvOdxdGa4XXfwpsB9TpnwB6WqHsfBE1Sd5ZsmT6Uiw7z75uqqqKIztPQiRK2pXqsmosu4Bss+fDPVj10SpMO2kalk2y2c8//wW0EwXgvFMXAZPO0xdtadqC3z39O/Qqkp5i58JlH8eO9Yfx1qa3cNLMk7Bs4jLc+997gU7gsgsvc54GoPsRYBshpG3bQwB/efIvaGprwtnnno3ycDlaNrUAa4A5U+Zg2Qxnz+8dD98ByS/pZe1t35vizN0d68b3HvkeqvOq9UkgACiuKMaypUY5Rz86ipW7V+Kri24Ett2P4qIifb8/euRHiCaiac+JYs3ba/DBzg9wyvxTsGTUkpTlnVs68czqZwAANVXVABMlzJWxzQ/sIa67Y0+5GGNnM8t2FQK7f4n8qEEwFhcbx3y46zB+8dgvEAyH0dPTgWAyCfpmXnbBuYAviNg//wlEADlUkHpuf/kD0EUIwnGTp5NUCIcew7jaSqAJUBSfvk3X1i48/T4hhEePGo1lC5ehc0snXlz9IsadMA5l3R8BXTsAAAXFpfp2bZE2fO+f3yPbFY7Gwa6D2KmRkgHZj1M6uzC7N4Jp5VNxymefTfvOk+64Sv8+6aR5mDR5KbDlmygr0a7Lli8DCeDcSz+TSsw8+P+AOoMUUv35kJhQZskXTH//VRVYBwT9Cln3yeeAo8CcUxYjETgZv9n0LoYPH45ly+akvssbfg0c3I8RGkGYVz0e2GcMNueds1zY79Lx36eAlndx6iknAxPOIu7HD/wPOaylP8SiU78o3m5zCIj1CM+tN5bA4+v+CgCYM/dkhE4SnH/7QWDzN/Q/q0eOwcknzMWDO0gnbOGCU7B4oslJ9+V1QAOp/zTE+KILzkNJXgDqBh8kLeS5B0GUFBVi2bLTYIXi7Y34xy5i9nXxRRdqucMywO7vAG0kx+74ceOw7CJxjsz/Nq3G1rZGTkFYPWJEyvWT1hp1sXbqfNSevQzqhh5g3/3678uWXWJrfPPmf9bjw6aD2rra/pt2Alu/DQAoKinly31pLdBA2t9Tz7qA9H0f+TuwnUy01Y4ag1qbOrz/1Z147sB2/e8zTjsNMzR1H1rqgC3fAgBMnTYDU0/l9/PAvlXY39WGs88+GyPLyPv0/n1vAV3tOOecs23dd/9z9H3s6jiq//3Z8xZi7hg7ul6Apl3A9jv1P3fVXIxHth7ErX4yoTlhykmYcAZ/zP5xh/DkunrcfsVMhPxMvdnzfSBKVNL69X3mTaDpNQDAiGmLseys9O+CPumv9zHOTyTR8thGnDetGkunOjMPXP/UZrxxuA4A8Kmz5uCC6cPtNwBQsLUBD+4g0WwXnrcUVUXOGcInmskzCAAfW5b+2iaSKr7x3rMoCEhAAuhBAEvOOB0njtDSIDVsBrYZee+L88NYtuxMYLMK7AFGjx6D0ed8DNj0VdQlyTWZVBUG6owy1PxK4PT/xcWzLoEHDx5B6AEAMGvWLOzZswdLlpCBQDQaxd69ezFu3DhUV1ejrq4O7e3tKCoizm5r167FSSeRnDQzZszA+vXr8ZnPkCTjXV1d2LFjh77cDLPakEIK5Kd0NChRl0SSa0Dr2usAAONLxkOCkSTZ3MiajUEogST5gsJOjbUrpEtICrD4a1COGkRFyBeyfAmYQ4zZ9SRJTu88qK+rJbLVZOVV+VXpX+rMIMN2XfbajF4ISZLgZ447oLq7fpIk5a7DoYUIhRiCMOwLW+9fW19KJvhr++ingQOrEQqHgSJ+QPD3rX/HY9sfQ3u0Hc8vfx6loVK0x0i+maJAkfNz0UKTJDWRcl9pPUioiayvDXUpFl0HNncdt4zJQSjFI/b1jskVJuXzpN/h7sMIyAHk+fMgSRL3zAvPq2QUWeYLCctsjbQCAEpDpWT7bc/i0frDeDMvH8u+WgeJcdg250zTy9PqppSMobGHdMymlE/p806vbtCSjNuW1R4ldam2qNbxMekhtab2MWMcIQo4acYngfWPku9tPEEonfk9R+3RuxNuRdmcMuDlmzGqaJR+fDQvbDQZddzeSMk4V6Yqkee8Sg6hI0FCuiRf0HhfaPW6M9oJWZKR7893fn2YvH7ptqH39nfrfofvnvxd7G4jipHxJeMdlxeQA4glYoircdz04k147/B7mFE5A3+74G/6OpubyeC4JFSCmsIarDlCTAPM7cTnp38en5/+eT2nn6Sq+nWjYbNOj4uqGxVZEW7DPtNBU4gxtz57H0PFfN0ROMRLMI6ZmrAkoKJHllHKpCSRHv0UcOXjUKIkPDMOwbkxbYHEmpRoxiaKJOvbsDkVZZn8HtZCG+9dfy/ul4BLy0vx3aYWSIofkIgr9CVPksHUghELcN8596GurQ4v7XsJc4fNxZRAOYK/0tIhVBnuzLaQfXo+Pamg2nhXJWKkfe5tA/IqIIkmMdlJgiv+DunJLwKMSFeK96R/diUJkBTj3aiFGEsB/hkyf5ckSc8VV6MRhFIhP8iW8ivsy9fugaQmyXqMIYuof6hDVsg1EywP+RVdQegLBMT1n3UDBXkP+RXGOE6RU7djQud7NBdjv097ViQF0MrsUkPwyfZ9nQATFissyzGYNhLW7df4ygK8vr0RPuYcJZELOLvniolkOdvHkxRIaer0KeMq8J81BzGthukjMddOkn18ueyycClZxrbJ2rNnBbODLXc92X0LxgCSFprKXjs9g1ua/mpQKzegyIgmkigKW9Q1OzA5TV9OzEJXNIHfJT6uE4Tm9yAAXDB9BC6YnppnWj8nSTK2iRmh7FZjILv9DBaCMOBTcM8VM11tY3YSd3Ku+UHj/RLy+1xdH7Y8qzExvz75DKhE5dyjBvm6rfXpZS2vYMjPv7clSdLzyFMX4+HRvVwZ0pVPANXTIMX70fjOwzELLwehBwDAlVdeibvvvhu7d+9GLBbD97//fUyYMAGzZ89GTU0NzjzzTHz7299GLBbD5s2b8ac//QnXXHMNAOBzn/sc/vznP2Pjxo2IxWL4zne+g5NPPhnjx49PU6oJgdTZOTan1KqDq/CZpz+D9Y3rsfowmW0dXTTa1pHLbFISpNmHc0UEpgE76LBMKA/DxAEQJIW3Cd8wQzElUi8KFKXfyOn+2cFcqIT8xAxSogPZd9DOIcRkl7ZVDFklft//LtkPk8vwtFoy83/vuntxpPsIeuI9uklAuzbQLAo6uM562dSkJDUEX++U2tRpp+iJk7BeUb2zdBXmXIz58PwU1K8jn5VThOWyBJDZPCIF/jBQPAroPgq0HwI2/ge4/xzgOZIHiuZ6LAmWkPU3P4FxsTiuPvNnUHz8s2xlqkCf+Xg8is1NmxFSQhhbPFa8bg5BSQ47kxJVVXWDixH51p19M+i55syk5NAG8jlsunF/WZx9R8pg2g4iF2H9eiTsTVvsXIzp8xFk77Ukce+LSCKC9mg7SoIl7gY2Nm7zZlC19GM7HsP/vfd/eHzn4wBI7k3Hxck+9CZ6Mfvh2Xjv8HsAgPWN67k24EAHIWnzfHn463l/1X+3vO96m86YlEhSbl2Mme6jOQchBzZ3bcjUTopMI5hDpGV3aq7Deax7wK5XgEQccrRTO17BubEkGkMQqlq7LbGTY6yLMX2fMDmMoxLwaFEhOiVJN2q45rlr0NxLFFvfmkeUSWOKx+AL07+AmVUzEWQJO6dmYEt/aHwvqOINtXpIWcgTqLAB3mF2/JLUfg6jwrWF7ANoW00NZAqGpX8vaX2EEklTLZoIwrRtB71fonpdOtr+eKFavlMDMvnd508lpAFoTtY8qe1L5yzMEoQIaOtJzPEQdDtwMfaxBGGOnEXtbtWXzpyAZTNG4OlbFhs/pjPDo/mm2XrsoE5/fFYN/vjZ2Xjo2pPF25n3wR5HUQ35ZOt1OuMoxUwQMteT3VZw7HRN9tp9dLA95TcRqHovmiB1LT+YgQqUaS8+UsdwOe4AABHnIcEQtfXcZLBHArGQzWSaA+QxSl8zMZ0Obh2EJUmCLAH+JEn30YMgb25icjE21KTUZUfW3we6aZNkql/9NC72MDjgEYQeAACnnXYa/ud//gdLlixBbW0ttm7diieeeEJvKP/6179i9+7dqKqqwtKlS3HXXXfhzDNJFpEFCxbg7rvvxgUXXIDKykps27YNjzzyiPuDEITI0Y763va9uPGlG7Hh6Ab84oNfAAAKA4UkrM5mcGw2KbFzMe4LsISd36YDxpIa+jZjTychUWXOB5vmwVyB34GrsFOCkO1QhUsA8MRmlTqAzYk2a29WEFpCH3QxnaR2IxSd3c81J16DC8ddyG3eGSODUqr6ckTE6sdKB0HWLsaWRJoLUNMdkXu2Xo7ZSZm9HhYOzzro9TK5GFLSdFzxOP03SibYEllF2mDyl5OBxz4PHHgfePf3SLbuw8HOg5AlGaUhjSjq1vKHDksNoTKT5MYCH17OC+MuLQ9gbWGtNZmYQ5idbkWg9QmAq/QG9Hl3Wl/2t+/HLz/4JecCr6NlL9CqzSgXDhO3C36bZ0oAvQ4ypFtAJm1vVCN9LBE1rol5UEjrUaWSh8+2teN7RwlxwhKER7pIPls3hCsAwOf83cDWn//u+K/+fXSRDZlhsw8WlHgCDHfkc0bzeVCtCT9t4MA8bxLcEYS6gtDieWIHUQGnyvOgyRVedO5K6ruwg6qh1SRPFrfth3RgNWRVRUJ0buz+/Xn631RBKEusgoohCLX2amLpRJjR4FMAxY/6znp82PAhAOCuhXdhXMm4lHV5t1aHzzV7fuUTjLqfjBPXeADIr0jdDuCfTyWYSvpc+v+cHQOjYkSbphQvrtEXWzpiM895DApgUpYjXZi/lFpvdQRsyEXR+5zi4Ie4RCamWZJVH0yWwREqvhCn6hPye0y97taylurklKlep3MmZpfLOSAI0+2hLD+A33xqFiYNY66piHi77M/Gd0rWKfYkmxmKLOG8acNRls+0A3ZEXS/zbqJlsZM2aYjMFIKQvZ7stoIxgF79BPuNJewn4cwutgXBDPoWjEvxB8kTdIJw08zvA/mVwCk3u98niwW3GN89gpAD+9zJDglC9h73NUFItwmo5F3YgwDfVphcjMN+7XhoWypJgKxAhWHaVBA39QPTTRJ4OK7ghRgfp7j99ttTfrvhhhtwww03CNcfPnw4nn32Wcv9XX/99bj++uuzOyhBB1qkXqDqLV39E7AmwYKmECbdH1gQ2tQX4AZRsvXAkx2E6QPGT/8TSESFykrL8piuYXGw2CHZ4PBFxb40qYKQJUCd7qevIMlcDkLXBOGuV/Wv8XFnAL3E1GBq+VR8t+y7GFM0Bo9ufRRNvU26So46UhbaDV5Syja9uNlF1MXRxUDeCvQYzWH2gEMFYboO5EbN6GPapdzPlDTVyTwYIRS2BGHNXGA/UVAhWEzCYZIx7Dj4Ltqj7ZhaPpXc01gv0LAFCBYBVSem7IZ9lspDzABVCeCrwyqBFqKS6w9yEDAIQuo8KwIls2ZVzXK1b5YQc4LrXrwOBzsPoi3ahjsW3MEv3PAv8knVsJMvBN4yJbF2mZs1qiX9Z5XcNA0BXWYJTjXC3yt6vpIs41vNrcZqzPWo7yIE9vCC9LmEODATBekgmvTJ9+fbTgaZYSbgZlbOxLrGdXhq91O4+sSrAQD1neJz6WZCxjjQtpoSSiDvIjdKUzp5YJkShH23qTZtP3vvzApCIUFovCfp/ezSyOSQqgLFtWTybPMTQPMuoGQUFKjic2OvbSAfiJBzSkY7gRDfvxCFz04snYibZtyED498iMjhDViHHnRLMiD78NZBQjpdOvFSfGzCx8Tn7pJMIYUyJHDRCIMwScaB3lbyXXv/poAjCH18+Qu+nHr9rSArQCxK2tr2A6S8YCGAJvvtOoxElF0Io4QLR5U58lcIej/URKpkK2gz2amTqDEApn7W/1tifHc6MewPccSSWEFo7CuiWXnog36mnVSQhD9NCGG65c7BhBi7jUIQ3ZuRTC5cOoGXRoXnCJyC0PRO2f1a6vo27wIzAiaCUGGvLbutiCDUPtlrN64yH7sbu9ISfgEf3wbmZ0IQMtfigFqJRIT0wRomX4UTP3aru33pp8AcV+UJwCW/B578onCC+ngGy7U55e6Kw8az4Jbwc0pCslBkCYFkL6BoIcYCgpAqCPU8pnpdJqHmCckHv9bvH9W1wVSARxB6MOApCD0cE1Av/JXwdxFBSEP1ZlRqya4XfJmYKVzx95R1zSHGOvqpIeQUhDahESyRp2/jDwOhYost0u/HsXLGRQizDk3lwOUgHGiCMBnnFYR2aid6/xMsCaZtO/tqTL+M5P8q9BOVamGgEDfOuBFXTL4CgEG+ZaYg1K63QKGnK8LSqfccoDdB1FsiopTWk1QFIfO3HUH43n1E4QcJmLiUW3S4iwwSWXWpIyLrzO8CxSPJ91vWAiddjjZZxjP1bwIA5g6bS5Y1bCLHNnyGMKcXS3pyRKvp+VtUs8j6WHII2l7VFlg7Qh/oJCGkNQU1luuIQNsKO3Uii4OdRA1U11bHL+hsBF7/Cfl+hZb7ztxGBgpT7nU60DyYbG5Sve6lG6AUVhvfTYNIPfzV1IVhFbiHOonqjhoKOUblZMersnWcgg0BdrQPpg398eIfozKP5D79+Qc/h6qqaOltwZO7ngRgtOmnDCcD9/PGWoSM0naw2yAIzdcqHeg1tlIQciHGtoMd5hk0p2IQDfaZd5657I+CQTKwL9PUei11QDwCRVWRELUt7P4D+YaCUFOnyky9EoUYA8DNM2/G/efejxLtXsclAEoAT+1+CgCwuIYJ07Qr30rZbEZeGXD1SuDaFzTVB5MOo6eVfDeF3OswR2GY8sU5Bs3pd0TLoVwxydl29R/qXzuRl5aQSYGurk8S4zEWduHJetqONO2gXb+vfILx3Rfmwn6Fg39uX6blTL06pJanJQ/SKQydw3jWlFyQjsU1wBnfBpZ817j+HOmdYRlse26+J6MXpq7PTnKmIQj9JqLOWkGYWhcoacNSq/r2aW4RS0wGFDltWLkllv0WqwrPxx61Gt1RUp858xGnoM+COVUMm7LAgw42XNcpeVeWH8AlM0fgxtNdptNCZqkEFMlQEPYiwB+n9kwZCkJTnaH56SW/riCM+kyKbi/E2AMDT0Ho4djAnKuEP1vlPwIYdVBxDXD9a8J1zOGVcfqWtyIOcwxWlWCnWLLNQeimPKYXU1toTUjwG2XQOdUGcSzpGciEaMwpVI4gZPOepUA0oKBqm7KxCCpBrL9qfUr9o/tMIQjd5CB0EGKcCwWhKLyTgta3jBWEa/5KPkfOT+lo67kPGYKWkgm2pFAgH/iaYeqjBouwaHQtUP8aAGBe9Tyy4AAxaLByw+xhOsRseUnTczUsz5m7XbageRPtSLy97SS0d1TRKFf7Zk05ssK79xICYvrlwLjTyW/s9cqrAL62SZwzzgYigpDWvbQkONtZtVAQKqa2iyWiM8npSHbqQv1nIi5rC2oxucw5wQjw7f05o8/BlPIpeHEvMd5q6G7AS/te0pdT1fwvz/glHtj4AK6eerV4p4L7xOY3dZJjKV2IMds22ioIi5jr70RBeI7h4ilUwCtBPcUFnibOs3J5LWKitoXd3p+nt73JnjagqIgLMWbPR3TOfkkGVCAmSYDi1+vXCWUnpJar79RdvjYdYxnHW3ZATxWE9PzNMLf1Ns+QLWhOv9Z95O9AmtBgAbZgLGo5gtBBn0tXECY5QwUA1qQo4Jz0sMtfx0ai+EPwszkIRQSeHeHKnHcMChJJ+/d5rvIOcvt0SzpaHeIZ/8v/nYkq1gy7fVRPJ58jZhu/ccpYdyHGHDnLPg92IcZMP5J+tQyr18CGmAZdhptymH0V/rF1GtB4CF2a4jnkz2B/HZoS3twm2IXjH8fgFeTOt/n1J91FfVBkQuDLsoRggslByCkIaQ5CUmF1UplVEAJIyn6Ekt0AVIQSTBoXwFMQeuAw0CN6Dx5sYUsQhi0SdTMwhxiXURfEgchB6FZBmGV5ZaEyZxtlQuxpYc9ciHEWx50rBF2blDCdJC0vFQ3fEtU9SjhT8o3m23MXYkzJydTBDO2k5CIHoZ1JibWC0GEOQjpgvOielEV72vYAACaWGPm7WNdkp2gB34HVFYTbnyOfI8QdM/ac2O89pkGYk/YjF2Cdqa2wv2M/AGBUoUuCkCrmfjUNuL0YeOBc4MOHgO7mNFuasFZTDc5mJmq4/G1h1+QgYKgnWSW3ZXi7GSyhYOq4UgLdPGij16Mr1oU/rP8DAGBEgUuC0MWgl7YDFFPKp1isaQ2WIAwoAYwrHqer0g51HcKGRhIGdOeCO3WyvzBQiK/O+ap1KDNti6kil4HTyYd0JiVciLHdjlhyKWWwanpnXP4QUGVcQ2HZij9FKaeoFm2L2aRE+1vVcn5KMeP+sXVJRKD6tOVxAKqk6EppW9Uve/zZkintB4EnbiLfrUKM7Qwf3JRP6w8l6YodKptHnap/3ShN4q+/k9yerLpec0/WIchRrcMp6WHX72Prpi/EEU1CAs+uLOZax6GgN27/Po+nIRCdwzhO1znOnL6bcx5ibNrHSVcAZ98OLL/f+I27N/ZEs20OQjvlIow2gI3ONlyMbYvlCMJsFaFUGdYTI/WmMJTBdaYGQaZ3lGO17XEGJYMchNkgk0kBnywhqJL72a0G+XpmCjE2ngPKcJN1Q1rewXz0IpxCEHoKQg8GPILQwzENu7AoJwQYO/ga7ivA5R1ag+gyl1amYAc4Tk1KslIQMi8252GvGbwMtc66j8lbEzgGmhPWfdieIGQSv1NQhzibUCY6QDfnIMzMpCR1UKATaQI3RrewMynRFYTmTqJTBSENdStIDd+kqjF2wO4oByGDhzY9hGub39b/fvKSJ1FAFR6H1pHPsrFp98OScp0mYmRyqTulF4fWfYSQu70YeOwLtqvqhJgDBaEbcwuAUczRZ3j/u8CKLwM/HQv85cL01osACbOnyiRmgN+kxrGfJl534ezLQhhirNXx3ngv3j74trWS0JdeQWjuyNP275GthknWycNPhiu0HXC8Kn3+Kbiclw4hUqZQUj+aII7bADChZELKepYQTELQcpw+g24UhLb5Z0MlQO18MvA3D7zM7zrTJJq57Ip4ghAEpvooQ0VCTaTmXUsJMdbaV+14FSacWWRSwoJOhsUkCV2KWHmYAvZ80+Xfs9yHYP95Fmo6c78mKwUhgIjWX8qvAmAtMtPBkDpHUG4KMXagIJSZd6OZILQbtDsmCG0UMmx74+MVhEK1jy1BaNyHOBTEEvZXrrIw9xEtftcEhEOSUrEh95yCIxlNddYXABZ9DShnwjbN5js28JvIOUuiVFQXBCYltE1JdzUDTJuQcXgxPTRTYdXF7szBAACjtPyR5jzNnoJQCD4HYd8ThJmYEfmlJL7iI2ZovQjw+TZNIca6atmkIGwuIBP3+ehFRfcuvgCPIPTAwAsx9nBMg+18y5LMDW6cKIDY0N3vjFuOvB13kT/64QUAmAZRdgpCZiCUKwWh0KlUhIwUhIR880nGOR0LCkIf07PLN+fXYCFUEFKC0JrsowN3XUGYTQ5CgaKMDlKTyJ4gtDMpscwDR92BAfsOpJ4sPzVHZnecqE50EyE4DDHWEE/G8bMPfqb/fUa4lncIpdfPIlcc+5yx5NNtR14DAAQlBU9e+rTrfH9QVeCV/wPe/Dn/+8Z/Axf9ik+iH+shRLAvYE3GMqAKwpGFqYovO+gKQgkk5DraBTTtJAv3vkVygtXMSd2OHZTVryVmSCNP4QZ/V+z/L46MrMFrew+g3MVAsLG7UXd3pUYkrEETLfvf2/+Nf2//N66ddi2+NudrgpNjyQ1xDkLJRAjR60Gfy5qCGvuJAhGsjD8EoAQoRSaqVJGRC/0eSUT0c60pdFFfBWkM3Bog0TyVliYlzJDZNv+sJAGff0H8zrVTvIEcM+u+/NChw8CEWSlu2rR2JNUk//40uxjT54UuZsJWrXIQUvhkBUgAcUlCm7bqlDIXilG78FY70DyEbPtRZFEXzOSvzTNkC7ouJcBN19uy+8RMGB1CBX/93SgI1aTxPnYC2m4lYmnWsyMImfekP8wZkwjVPgyB+cvLZ6C6iNmeqYMx+NIahlQUBHH7xVNRXpAbolCC6j6E0ampidl4JhNYGYdYwaTutEOKgtCKrBOQIfQ2ixWEzkOMsyUIWfKoMOTLzBF52W/JBJE5yoNe78RxTBC2HSRGLfOvByZfAAAmF+O+P4RMhqDvJ67QZV09CPJ1W7uvPu3tZriGUwUhWTeujYsKJUE/p5+M+zwMDgy85MeDBxuwL2XzQM+JWoML3S0bZ7Nm38BpiDGrGnTmPCwGO7BxrEbK5E1VQBQFnElJrMdq7X5DMaO8y7fLmyQKs8hAQdgebUdICXEKqbSQBL1QDaJQ3KSaxC8/+CUe3/G48zJATEr8sl+oSLUkrdhrZkVoqSpREAYKhaqYlt4WAEBFuEL/TScnHAxCqJqOoog1gkjEgK5GUrbF/WWNG1hC8u0ukk8roibck4MAsOf1VHKQonm38V1VgV/PBO4jYaL0+tNwWzMSyQQOdR1CYaAQxUF3pkS6qY3sB254A/jyGuD2NmD6J8gKjIsttx376v/gz+Rz3BncOkfiZAB81qgaxNsPOj6mL778Rdz6+q3YH9+PmDZgF+UgpHi+7nnxjhzkIJRN9clM7Hxx5hcdH7eOmrmOVz3SfYT7OxOCkJoJWTk97+vYh4AcQGnQJgebGTYKQif8YFJN6sY5Vip+LgdhOn2N1TvGPKkkIHBomxhIqhgZT5B6kRJiTE7qvUPvoaG7gTlIixBj6jvAlGflaExBFYRxAK3aCJLmF3WEbAZf5r5D7XzxeikEYYbhoPS6UQWhneEXV55RRj2q3CsI2cmzTubZWvZb++1EE36bVwArv2Jaz4YgVHgFoY9TEArqL5Pi4tLZtVgwwXjfcSHGquKIe/vcwrG4eIbLdAg2cB3mSif90iEXIcbc/hzsg61/2YQYsxC6GFOVdSpDmO5qsspFs4rRLdjcuqPKbELr7RAsBK54GMiv4H+3yYF93GDFl4DdrwLP3Kr/xDqJO8nRmy1cl7DtOe7PHjXA123tuagukFGa58eFJ2kh5vSdoJ1T3E8msqukVsFB9Y9wxsPggEcQehg0MOdScxJizCnzCqqBq1YAN7+b82OzglMFIUvi2K3npjzHocpuXgqfexq48JfA8JkAAJU9P5eOy32BqoTR6SnwF1ivKBpQ9GqKy6D1drqCMNGLSCKCSCLiTj0IwOgapI4aRG6/79S/g79s+gtue/s2RwQbQIi43nivMLwYsMmLxw4wrQjCWDcxtLBIlN8aaQXAD55Zd1k77GjZgXcP8c9nEfua6tQG/zFT+BmDxTWL8eiFj6IwUCgMO/S7ee3FeoEuTVW540Xj97GnAbe1ACd9kvzdXm8s2/oU0HkYaNwKJJNpc+61RFqQVJMcoeoUukmJedBElVG97cLt9HaiaRew/h/kOzUnAV//EpKEVdUTcO+6e3H5ysvx89U/1xV6Imxp3gIAOJg4qJOidhMgls8Pe05WJiUVk4DSMcDFvyZ/mwgn1+pBAJjxKeKSe/5P0656zbRruL+rwlWuixOZCVGCkBKQ0WTU3aBFkgBI/CBQ29yJOrmpx1AS95hdMDVw77ZMU6iZJ8ME7z563nm0TvqCKfkw6ZHc8NINuPGlG5mNzQQhqUf0CigW71qRil8nCCUJbRI5YVeEfqYhxgB/vhf8HMi3IKLN4foZhxhr14VOmrlIMfBd6Sv4U/xCNEml/P1t3JJ+Y1ZB2ElyPGLxN/jcqMLjFZiU/OtKw0yLwo7oNCkIA+lyEI4/Ezj3R8B1r1ofD4hJSSRNDsK+QEWBy3BBp/VDsQkPzgSuFYTuCELLEGNBuaK5W6c5CIM5VBCyxzymIoN3mB1k5hk7XkGVxszEJ3t/+4Mnc13G27/h/uxBkK9nWlufJyex9ralmDdGGx+b+r/Dmt4HAPzFn75/4+H4hqcn9TBoEDTNQDtRbaUMTMctyPlx2cFxDkJGVZNNiLHT8ji4CRMZs4j801DIOAUHjoEQYxnAD5QaNExbZl8/6LVhQ5IaSK4v5FdabkYJwu54t5F/0I2DMcDwg+JRtSzJHJFGHU0BoCPW4YiQ7E30IqEmLFWUliYlHEFoMaih+QctEuXrBCGz3EkOwoOdB7F8xfKUEMhSVnH22t3kc+zpsIIkSTix4kQ9rNUcdvhgiYucdD8dR8jIL39oJPs+78fAKZpZAE3e37bf2Gbjf4zviWjaHIQ/fZ901Djlk0MoNHTbPGgS5dhkF9Nnfs/r5DNYzOUf7Izxyau/JB8FNNOPLc1b8MLeF/DCZS+k7Jc9x4Sa0P9mJz3M7Zvlc8q29yYiRzcp8ecBX1mv/24m0TIiCPPLgVvWOlr1hpNuwJGuI3hsx2MZl0cVhOwEGH3X0dDz+dUWijE7yArAKKrdqHgPdhoDp5MqTxKuw+Xsy3RAlSbEGDCUt2F63BYmJRQ7WnaI96cEDBdjrRGWmPLTKghlhiDUKEZXBGE2aqtAIdDToh2IDUEyZhFROVMHWM4MwsX7mV43OmlmZxBiwnPyYjTFT0ZpAPZOvyLQexDpBHo0o6UCB27z5gk/qxy+dudhCmNlw/eEJJMkAafebHE8fA5CTl3YD1Bk4JKZLlXyTnOvZurM7WR/VnChIAw4VRAKyGKdIGT6IEYOwv4LMWbbn+Jwjp1lWSMgDzr626TENfa+zf3ZiwDfLumh41HThrxJCUVI0sY+/nzbCXcPxy88BaGHQQMzQegE5hyG/Q1O0SdZd4S4UOgchRjblcchi+sSYAbuxwJBCACX+Stx80yLjjuFWXGgqkb+PQcEYW+8NzMHYwB2CkKA3EN2EE/JBwA42i0OGTWjM0oIHisVJSVpUkgrljywUhDSUCQrBaG2nFUQ0jBFW4Kw46AwP9p4SXvuG7cZbrsl6XP1sXkWKRFalkhguuKQxIlHjY7T/veAA6vJ92HTjHVKNNfhViYsmiWdExH9OaRmEyxUVcVL+14CAJw16ixnx8WAPrkJc9uoqwTEgwC9nTiiHdP5P+E6kG2UGGDAtieHug4J90udXQEggohO7nAEoal9sxx42ShVrBx2zeSjrYo4B5AlmSPvXIWcaqDnIgox3tNOHMGr81PNgNJCUrj7rzt0Oogx/sILxHjnkvGXWCrRudBjp/nLUnZiNimxfmflUdLHny/IQciXr7tLs6SPJOnPRVKrcjJTXvochKQ+xoHMCMJMzMAo2vYxB2Kj5hu/hERJXKmlo8g4B6F2XboayadFW+94P4BBWtqBkqDRDuDIJvI9z0HYPpsypG4V8IsTxOs5NSnxh7kQXZ/bfH7Mtb5kzmh867wsDLHcQDvkgCIj5HfZH7PKa2kGew1z0edzQsa4MSnxOTQpEUS8UGJIpCBM9/jyBGGWIcZMdcvIwdgOXogxT6KpKrDnTQTjxqRov+QgdPM+UNUUYjwimd4DkkTae3MeVpNJyatL+VBlVE+DBw8ieAShh0EDVmnCGiDYgR0wZuMOnCnYQZRTF+N+VxBmMXDxM2FTx4JJCQBnM9LmHISdFnmrTGBzEGZkUAIwYVQWBCEMBSFVEFFQA5B06IgRdaMVeWkZ9soSeE0mhzMKXUFodLATyQSue+E6TH9wOuq76hH2hZHHqEtFodNmbGraJPz9lJh2ndY/avw48VzL/VCwJCgNk8xLJtMnsqdgzSoiHcAhTanGqjKLa8knG2LcygzmEzFdVTYiPzW/1DuH3kEsGUNQCeLOBXc6Oy4GtKYmzAYA9Fm0UAkokgJ0NwNbVpIfhk3lltO6vaC7B2v37MODyhi88+l3sPozhCQdlidW9dR3GtchqkaFIcbmiQvLiRsHIcbmbc1/u1b3ZgAuPYTjNjcVXIixpn7d107q0vD84e53KCscya8ThGnIvLfr39bNV+ZWW+dj5FV2OSIIbVTfIXrcgXzAlG5EMbVzTb3aZE9KCDMfYiwz7yynLsZxScKWOGlfiwMuCMJsVCms8i1d5MS40w1CL9MQY1qPdYKQpCxwzQOzZdqk7tBB3ymBAmMQ7yS8WVdMx4C/LQe6LNTYdvfApCBkc5Ipbgkf5rzPnVyeexVYWrg43m9sJ2Hclz/kbP1MSWcrOAl1zTDEWJGlVDXwJx8BLvwFUGg96cIRhGIBVgqCvly6GBuFFYVyXHcE+WmPO7B9wLd/Czx4EeZvN4zx+iUHoZsiDq0H4r1ol4z3XNRMEAKEPKfGUjr4CpworMFf4kz/uWAYcNYPgOtfc3FAHo4HeAShh0EDVmHhdDCdK+ItUxQEjE4x6+RpBjto7v8chNkoCI174s9FZzEXcHIc7IACMPIjDZ9huxmtg9FEVCfv3BOENI5F3DFWZEUnQNY1rOOW6cqYNEinINRzENqFGBdakBICBWF9Vz2XO3BS6SSuk2XpmszAHGr6+0mfw2t7DyC/W1OVbH2afF78a2DyhZb70ctk8h5SYjWsqvbuzCxY0x12m9IxxvdiTcnYUkc+u5uBIxuN5fEIgtqAJpo0h34YhNqCEQsyUg5Tk46kmSCkz/7254B1/0jdTpKBf19t5Pmq4BU3XZpyMl9V4QMw21+MkM8w47EyXGFDUyNqRBhibG6XLJXhSnqC0NyRN19DJ0ZW2YIt066NTwd2W3pNKFGb5yLEU4ek8CYlVB2Thsy74cUb9O+XjL/Ecj2u7ciVgtCGYN3n05YFC3hFUbA4JQz1YMdB8XFpbQL9lVMQciHTqe9EWodjEpCnPQdWeUXFyGLQecIFxncX+QAzNimhbTGdODOlk3A8uGXLdNL/ogRhMmHcO6v3kKicZAKwyJmZFiaTEj+nIMycILQzPes7uHgeC4cBZ93mPEdmrkOMnbQdjNt4uvofSBcaPvkCYN4XhNuK2kg9nUWaQ2RzEDZ3p77r3YB11C3qMwXhcZyDkO2/aHlKx9Y/o/+UEwXh278Dbi8G6t4SLnZcROt+4E8kpU6RapB/cdFEEZ3UZlMsmBSEfkXCj+Ofws6kNmE9ZhGw+Ouc6ZIHD4BHEHoYRGAJBKdkH2dSMgAEITsYNpusWK2XqxBjx0RjFgQhq5gJOA1p7ms4uc/sgKLuLeB1LWFvGmWaPkhkOhgtkRa3B6h9ijvGEiSdAPmDlveNQkQyiaCrGy0UVJamIVwOQgulnSAHYZcph4m5rjtRL5nVhacNPxnlySQJMYv1AEe3ke+zr3Y0QtUNPNSkHg4uqXCuIGQHmomYRipL/GC5bBz5vYEYkmDFl00nFYdP8kGWZERTcsMYeQfnDnPunMvCp13XhLmzSNuQbc8AT9xEiEt2sSQDe94gfwQKUkwfKKGqh3Vq+5clGT7ZJzwXgBDFFBHVWYixpYLQhtygxIy5TTfvKyNizSW4yZ0sFITsoJS+D+hzlRHxKMviEGObZ5A1n1kycomtkqKuvY75K1OCUAY3VLIhHE6IanUuUMAr6mrnoD3GqyZ+v+735It5AoROVGjnxeUdTBNi7Keqa0jo0TSIowtHWx5vCrIZkFcyBL55MsAOGZuUaOvSlBZO8gBq4GoC+6w7mrhjyAs6QRNw8AzT7SxMmRyBnQQKFWWXk4y91jb9vkGJXJuUOAE7KZfmXvjTmcvYQJQe2lAQ2u+LVRBmq/pjFYSFuVYQskZAxyvYPqDWxsV9RmRI1jkIVRV44bvk+6pfC1dxrFKkeaIBbFYmI6aSetYgC9pk+r5n++66izG57z5ZRgQBnBf9MV4/+T5gzjXw4EGEY2RE78FDerBKk9JQqc2aBtiOfjbEWzYYkT8CvYle2/JzFmKMTAjCbEKMjQFIYABCuIVwFGKsrRPrAf56EfRhTe08280oSR1NRNGtzdZNLZ9qt0kqRFZ5DBRJQUTVQvyGzeXCjO1CdFlQQsxK3WiZg5Ad3lkp7WieKEZB2GEKa7hy6pXC8uwUhKwxxpVTrzRUQvEI0KLl+Csb57i+sudIidVeWbImPs1gFYTxCNkuWGTk9wPIYKlyMlEN3qm1Sf58onhoPwCoSUiShIAcQCwZw+amzXhk6yMYVTgK1510nU6y1BS4TCivQYaFgtDchkQ6gDzD9V1i696y36bsl9bt/KS2HptrVA5YE4SmEGNav+xCjC1VWFyIsSkHoUZcmtWIotDQvgbbrmej/mZDjOl+6PVzYsiVAkkhgwNVBSQj1M7Oxfijox/p3392+s8s1wNM7saZKggB0hbTZ9KGYNWfejOhrQTR3MsT4Pp5REyEkVZfDGdSMSkoNCnR6mNcArq1dswVAZ3NgJwzaXCjIMwyxJiCaTucQpIk92ozNj8aVcPYOQ+b913/obuDZMGmjsiv5OqA65xykukdMZQgZ6hKtdyfk3ohAZMvIor4svG2q7L3yjL/oNWh6CYlBnSCMM22Qb9xzysL3edLZ3G43YgUyXkOwuM9xLh5D9C4lXyXfboRk8T0TbMmCHsY0YATBbQdqHlQwTD8yP891B8+hDnyduzNE0xOlYwm+bATUab/xIcY09yqcfjQNGyRuwknD8cVjpERvQcP6RGQA3j0okexv2M/agtrHW3DDiAHwqQEAJ76+FNpexd2Chs36G+TEpa09R8rCkInCcVpOE3HIXDdwcpJtptRJU80EUVXXAvDdO1cmsakRJZ1IpAquaryqtDQ3ZAaEmyBdPkRrXMQMsdkpbTTQ4wNkp4qnS4Zfwn+b9H/pWziJAfh5qPEMOP6k67HjTNuJKo8gHR2qMO0CyULWyYNzZ4QjQEJpyHGTDg3zcVlJhwAkr+PDSu+7M/Am7/QCUKAKMs6oh248cUbdcXpsvHL8OyeZwHwjs9uQEOME2ZiytyGxExhd3TwPWI2MO3SlP0e7iahx3n0fjHhZwElgO54N1RVTSFSDnQYTphOTUos6zRLbpjKoURzSg5Ct2YCOQD7jsmEyLvnjHvwiw9+gW/O/aZwn0CGxCN1gVWTgKQ4cjGmxNrCmoVpTcHGFY9j/soRQWgzOWYQhPk8SaH4AW3zMUVjUNdeh1FFmnlQ7Txg7cPAmMXc/mkrxE7GpTUp0XKqxiUJGyJEddJvBCF7L9yYtWWq9jLXtwwGzKqqug8xZskLnSB0cI3pee5dRT4X3EL29dY9xjrUuMUKrPpQO9+fLJ8Onyy7z0mW6zBct8iGsE8Hth7lok/t9Posvx+IdhOXeRv4fVkoCOkkiuD6pc9BmDuTkpFlRp0v6isX4x3PA/vfB0bOt19/qIEa3QFam6SlQYl3QkISKuSs0sUCAKLGZDe6xMaCrU7D0A98QD7PvRvtb5RhlypjV6IGNaI8l7T/wfbddYabrJ82BN+DBw1eiLGHQQNJknBi+Yk4b8x5jrfhTEoGiMDyK/60Azx2oOGX+jkHYRa5kXycsuhYIQhdKAg7DvO/F4+y3UyRFSiSgmgyquf5y/e5JAjTKAhlyFChQlVVPF/3PACgMkycle0UeCwoCWXlsukoB6GlgrCVfDKkFlUQWpmipCMIVx9ejdcOvAYAmFo2lTwvdCCciBrGH8XOJgYA5hzVhE4QhlzlIGRMSjqPkM+RJ6euN+xE4/tnHgNOOM/ohGvXl5ItbDh6a6RV/y4yMHECRbueCV86gpA3t3nx8DuE0rG4nvR6RWhdjRgKUUqSp6pPeXdjLsSYISrMCmnLOm2TjJ5uY97XQKSRYMvMhMg7e/TZeHb5sxhXYhBu5lDljBSEFJra04lrYksvqZ/JpEsyK1sFof7dwf0LFvDEF1NPKDGopzyYdSVw6f8DrnhY27/WDmnrs8RPWpMS7R0dh4RhftLOuQv9zuIasSqPTEOM3Twb7PV16m4rAndvHQw32PDHTBSEu18jn8NnAPmVxvKKScD4M+33ceLHyGeZ8RxeMW8Uls9x/s5JOR7z9z5HPw/4c3FudMIxHfzhtOQgwBMgPpdmIeIQY5qD0HmIcbYmJSFmX7l3MWaO7YFzcrvvwQBqNgdwUTASVBSA9HuyVhCyk8vtB4WrlOQ5bMepuZPs4whvn4iE1glC1qVZf9tp23kEoQdn8AhCD4MGmQz+WLXKQCkInYA9tmyOs79NSlhlUTbhdTmFG4LQTE44GMQElABiiRh2tOzQ/3aFNNdbRKZRsxG3IcYlwRLhcmc5CC2INIFJCQ0PZk15WNBziiQi+PNHf04xX3n/8Pv6d50spwPheMQIs6hxnquPlplQE+hJEAUdMSlxmoOQ6eRRIjksCLWb+RmiVLrkXmDi2VrhfCJwkVlMV6wLhYFCKJKCqrwqZ8dkgqINZJLmOmhuK9+6B+rRndxPnZIElIgJcVrPhsW1+sHk0aLkFXW6pVBVFU09TfrfrEkJF2Jsej4tFYQ27Qndxi4H4dVTr7bcPpewO7eM92mazMqIIKTEDh3taoMGOwXhc3XPAQCmlE9Ju3suz2g26ji2zbVpG7kQY3YAx1yb8lA5ZEk20hXIMnDS5YbaWatTyQxyEPq0ENS4BPRq7abVBIwQbklXFqxqsL9DjJl9pDO4YUFCjFm1mYP+G+u+TlXPThSEZmK5YJh79eKoU4CvrAe+uDr9ummPhyl7IEKM+8GFFUBuchBmM/khQFY5CPXVWZMS8zIxeAVhdmMNlvzJD/RRiDGQdkJ8SKKImYylE78aCkEmJbIORGDTb1gQhCG/w2eHtoNFI7jclMK6TdsaUQoYPQdhFuZLHo4rHLuMiQcPJmRiPc+ZlBwrLrtpYJcjKh0yIwgzLo7r3PmOlevrxIRCRD7MvsrR7n2yD9FkVM+D6b5e2bsYswRhaZCUMSyfhNY6dc3sTRByK88nHlzRY05RgbHHZHUddQWhEWKczjWZPoev7H8F96y5B1c+eyWX74wNhdbJMjZcokNTphVWi49JAEqyJJNGiHEoqTo3KWFVdzTEuVyQ/yi/AvjCS8Cszxi/6UoYQiSwRO208mkAiFqrI9qB0lBpxm2TriA0D0LNz/6WFYg//HHupxZFsVTnUAVWGSXvCgwCU8/DaTLM6Yx1IpqMYlgeqatWJiXm0FV3TrAEliHGTJfmhhk3oD/QF6pFs4Iwo8kXlqROJiFreTyTzbuFq7954E0c7SHhUE5SeJwx8gycP+Z8/GrJr5B1iDGFk2uZZ1IRKQFcO+1aAMDlJ1xO8n1aPeNaWbSVY+tLukk6nSCEhF6tzqYLw+aQDYnKqgbdECpKhko2tr4JCEknatSUMh1N3DHtZm8bIQcdmZuY9l011b0yFSBmGE7dfG2Ph6k/AzFx2pchxiyymRCZ8WnyOTG3KjZWFeVWIaW7GAtMStKBzUGYbYgxe9yOiSSnYNvYoLi/NigR6wXW/QP483nA9hes17Nphwsl0udz3L7ZHQtFVyOZ5M4UUU0N78/jmxXReFgYYkxNSsj6AYbIVgYgJYuHwQOvdngYNMhIQTjALsZuMLZ4LABgVGHms3oZmbJkoyBkOr/qsdKcsMovK5ivzbzrhGYNIgTkAJJqUidRKsIV7o4vXYgxo3yLq3HIkqznOXQa+kcNBEIWahNKnqUShA5MSuwUhBYE4Y5WorZ879B7+m+v7HtF/97NkHHjSzQSTg8xjhgzvS4SPtPrGFfjTIhx0nmIMQ1rBoycMqybqB1MIcYsQTihdAIAYF8H2b/r+sPAcQ5CALH2/dzfHbJkGXa3s5WoDfOoSQlnRmTk4WRB1YPD8ocRIxMLkxIzqWKpIGTqlxlU4WieBGHbvFyp+dKhLyaeUhSEmbgYs+Ga6/8BSSPx1Na9wtWf3vO0/n1O1Zy0uw8oAfz09J/irFFn5TDE2OYdUjoGWHwrFwIKAPAF8bU5X8PGqzdiWsU0+GSfMPydLYserZWCUGxSQnMQAr3a/s1u7bZwqlwWIScKQjchxqwLbxYKL7ckHe2jdR4hKhg2TNhpOUqQmKpwxHM/90244zlGUq/0CbIgUpb9BrjhTWDa8twdjgmZuhgnWYJQay3SKwhzF2LMsZDXwwAAshJJREFUHndeIMfvF7eq3mMV0W7gmW8C9WvJ++dHtcATNwH73gHesenL24wPzpVJvr+sQ2/jppzPrftTVnGsd6F940Aed1z7mrtT1xWGGOsaWAB83cqymnoY4hjKby4PQwyZhN6yg7djnSC854x7UN9Zj4mlEzPeR0YmJdkM7hilS7K/wlrSIeAgJ6CZPHAxk0oJjsNdJOzU1SARQDqTElpPKQmZ78t35ALMghJiVgoXNj8fBychxge0ECwmB6GuILQIMW7sISYfR7qPCJdTw5c7FtzBHCQTYkxDfAudm5TQZz+pJg3CVLVQEG56HOhuBuZ9nvz9+E3A+n+krlc52VnhphDjMKPUo3kaaf0pD6XPq2QFRbtHKQpCQVsZNdXxblkGRi8Q7jekmEgIZv9UQWhWadF7XB4qR74/Hy2RFj0MmVXAmUlryzpdUAVc9hegbGzKIksFYSbtX5boFwVhJmGKLEHYtMtodViHRQbVeYY6t6Ywi7xzbuFUQVg6Gjjr+6m/m66NIiuIq3GhiQ59LpMQhBhbOBpT+EIknDgmuVQQzvg0aUuyIULYfJyZ5iB0FWLMKhazcGTN1KRkpzZ55LRvwk6Q5JWR0XemBi25gNvzzjn6SUGYlfGOHxh+Uu6ORVREhiHGbBoGw8U4XQ5CNnondwRhOOcKQlaGZnGcB9eQiQg2v/Kxho3/At6/j/wbNo2fgKGqOxHMhm0Mvu7/D36TuDT70FuzYrDzCFAxIbN9RWku1nxO8Te9RpDeQhhizJuU+LkchB5D6MEaXu3wMGiQCUHIDhKP9RDj8SXjsbh2cVb7YK+R47A0pyGXIjADicaE9Yu3XxEUG2VwMJOIIee5pChBUtdeByADgiCNgpAOVLvj3UiqSeT58zjS0AkoQRi2CCGlz0JGJiWUGGQUXh0xzaTEL772S0cvTfktxnToqIKQcwWldau3FWjTZmCd3Fu6uWSEUeuuzomkWMnz788BT38d6GoCnv6GmBwEgAqH5D2tExqRVRUmIbohJaSTs2sb1gIAysOZE4SyZh6SzDepEE1kQBLAr8r5/IldNdYqMZrmoDKh1Q9msE3bFXOI8f4Oco/y/fn6faTX3TbE2E7ROe1SYMSslJ9pvTWrBDNSUGcJp8+kG5jPK6MchBJDUnc2GAShxeCJNRhyFToLZKkgVMTfTbAeoPO/03e+kHjW6nFC28RKQShq0/3aRFBcktCViCKkhJzVsWW/Ab6x3ZKMdwT2/rtSELIkWaYhxtkQhOy9dWJSoq3fruWcdar2ZsvR800OIEnHlu1kwnKwog/avlzCNUGotQFsa5ZRDkJfliHGDIkj5zpPHDuOEo2pkkkSpvuHLNqr/gBL9B3R0tWc9xPySdPgiOAgwihrBaGZhOxuSlklmXT4zqSGW4E8sJHr9iYlohDj1O28HIQe7OARhB4GDTIhCLkB4zGuIMwFMspBmM1AmhmATMlznh+uT3DF30nI5IJb0q9rPme/8048va50QM3mz3MGZwrCVi2UtzBQCFk2wo6dgJI3VqGJOnmmxpFIJvDKvleICjBdDsJEjBB2eRXcNUynIBQ9eywxRMO1OUdonSBsE+4zHVhStS1C9lGcTAIJm0Fn5xFg9f3Wy+ngMx30EGNyPW+eeTOumXYNHr7gYZ3A2NK8BQAwu2q2s30KoDTXAQASBSZlpal+fxQM4LEAX9822IQucTkbAY4w0HMQmkKMqUoz35+vh8RTd2s7Iw9bgtACVgpCtp71lymV+TrkAubJnexCjFWguwmSditVc/iTBqr2/Pb8b7svqx9yEFoShCa1Bq1fwnplF2Js4Wis71cj5nolCRE1zk9m2EHxu1I+C8E6vbohbzMOMRablDi5zZwJjuschNox0vo/89PptzHvm4YlZ5KDMFdg63E2BKvrcvt7wN9PSsV+gsw0mRSGgtAerDusP0tlVp/yNulCjLubDAVaVBDGOtDoagKe+jqw923+98XfAOZoxmR2Of9i6QnCbEPEU0hIAUH4pTOJovCny9OoaHUFIR9iLDxGkYJQtVYQZu3W7GFIwwsx9jBokJGCUB48CsJcgB0gOyYIl3wHaNwKnP6/GRToxxMH6rEuGMT506a63z6XmHIR+ZcJXAzy6eCdkh+OB4oUDnMQbm3ZCoCYdrgNMabhn1YqUnYQ/diOx3DXu3dh4YiF+GPpfGMl0QCbhieajAIowWeVg1BUF9lz0QlClqiVJDI4pffGZbJ3llRtixKCsChpoSCkaK8Hhs8ADq13VVZq4XyIcZ4/D1+f83UAfO5FAJhZNTOzMlr3Q4m0AaEiJIpM5Lyp478pkEow7ZOtB3e6ApXWUUGIsVlB2NDdAACYVDpJd/gGCLFjNznjtE6LtrFzMe4vUEOP6vzcTZDkRkHIhBj3tjEKQjFBSI2NrPKW2iJnOQgzeEebnmcnBKFuUsIak0D8Xd8vVcVq7Uq+i0mlrMGmNnBDPmQaYsyu27gtdbmDcaVk3o8rF2PtnjpV9rPl0MmSAVUQMuVlE6LtFv1lTqKXd2wrCJ2KtCh0BaGaqiF0Y5LIGkFkgkisD68r+yyI3pess2/nEZL7tT/RdhB47n+BudeIcyS/chew5i/G34UjSPqJk280+oh2fTwbBWGzSvqvOVMQ0v5rT3PKKoUhP+p+fKGzfflCgKxwxxUQEoSiHIS0LpFtWfJaqEL04EGDpyD0MGgg6rSnw2AyKckF2E6MY4KwuBa47hVgUmoYaFrIfoyPxbG8swtSJnmyBhITzzW+C/KcWYFeV0oQuh5Q6wShvYvxbz78DQBgZOFIQw3n0KREd4+1uCesScld794FAPiw4UOTglBAmnYRl1OYQlppiLGVglBE3LADeBpinDLoZge4F90j3LcV2FDDurY6AEBJImkfUt+wmcxQi1CU3tlVh8nFmDsu03PpXoGqoX4tKMeXNKtUTGU0+lLbvkkF1mZIPQmas1GrDyxBaGFSQo1NxhSNMZyoQUhqu8GVpUmJDeg2xwJBWBGuwIuXvYgnL3kyZ/tMIQizNSmJdupvTzUmDjGOaKoL1+HFZK8ZbKPBqYLQXIdq52mf87mf6aSImCDU2lFtX5wqkfkqzEGoPWNtA0EQBjNsIzLNw8e2uzTc1yVUwD3529XA/x1wOPnGlkPVmsdKDsJ+NSnhDQn6HMdon5o2FUm3hCntmjE/OVUQsgj5s3sPra5LJZRyBi4HoeD+dR5mvjekLu9rvHsvsGUF8I8rxMsPreP/PvsHwLXPkZzF9Hzs+ngWBGE8UIRidEFCMgc5CLUyirRcvt3NZNL5vT/pxnWOoKrEpESbnGIJQschxqYchOx2WROhHoY0PILQw6CBmsEgZDCZlOQC/U6IZqpQOBbwqUeBG98CLvoVcMIFjjfz6WFqpD6GlRyYlGz4N/DhQ0AyqQ9OD3UdAgDcNOMmLiTYCdKGGGvPRRdDFpxQegKvQBB1pLo1gjCPz2enhxhbKAhFdVGkIExRY7L1y2UuJ90NOpnA0R5y3MVJgYsxe847XwK6GknI+edfNDp4ADBipovCqRImtTNovhZFbgf/LXtJ2HXHYShaHUpR4Zk6/k8WpF67Tp/180oVgKIQY0o6m01K9rUTV+bxJeMxPH94yvpWcFqnWdC8f3Yhxv2J6vxq90piG5gNVrI2KTm8Qf9ZtUjSPnAKQpd56igu/RNw3o9TzD90BaGoXmn1WKggtAg3Nu+XKgjzfLm732lRNByoOAGYfbW77TI2KWHq2wkOVC5WcBtibG6bnZKwLAlH29MBdTEe4L5mf4UODvR5WkAPncyMH+RDjOkyF5c029DN2lK3fUoX4EKMRQpChhRkycL+Qps2IZGIit8rHaZjYvNsSxJ57u3Slli8/xLBEiiSigL0QslWWUf7zsXapHJ3M/DU14Bn/wfYstL5fmI9AFSdIGTrlfsQYyllO8ULMfZgA48g9DBoUBx0biRBcdwpCJl5TscKwmwwkLP02UKWgerpJJTBxYuSDdtVJMX9dTaHGHc3A//9ArDiy8AHD6SQHuXhcn3AqjociDsNMT7QaahDOmOmHISiPC69xHSCdTAGCEGoSIqlo7PoGsUSMZ0YpC7GKaocVhlnoU60AuvUTJ/9ikQidXaZPec9rwOJCAmrGTkfWM7kI2RMWdKCJWcsjovCsZkQQDrHvz4J+NtlQMchQ0FoVpYydah18gVoVFKfza2Ro5bFUFWjHmIcM3IR6QpCJsRYVVXUtdchpIRQFirDpNJJKetbIZMQY0r+2JmUDGakuBi7DK8HkKJUlrShrrrhX8LV9byTZgdrR8iRgtCuBHPbVzYOOOWmFFdf1pzIqiwRQZjWpES7B23KACgIAeBL7xPDEzdg1aBu+j/sPclzmHfVBBJinIaMMMPsEu+0T8EeL31nODS/6RMMVF+zv1MCZqD+7g9QYZRbBSElYFgxAm133IQYu1lXhOVzCLF0wjDnpmyOkS7EuMNCQaiqwLPfAl77Se6PiYU22QwAuKMEaNxu/J2IAx2H+PXN7bDstycIKXl34yrO8CmhjS+Lpa7sFYQ0z2HRCPJ5eANxhgaAhi0u9qP1uwKpCkJxiLGIIDSFGHsKQg8OMTR60x6GNB4+/2Esn7gcX5z5Rdfbsi/q4yEHYUYuxtmAHcgeBwQswJMSIV8og86gSUF41MjXhp0vc4PTGZUzABj3Na2KtusoEO3SQ4ytcpfpBGGHQRD2tNalJwhp541xE1ZVFZ2xTuT78y2vBXtOdCC+cvdKLHpkETYd3STOQQjw9ctpuJkGXUGoJtAaaYVP9hHCy9x5FA1yaHJ8tk6bSFFbmFyMWZgNO1yRWjteJJ8H3gfe+iV8Wn1IUUsxZRwqqoIquC+KjXKRkiv6XopH6stEJiVNvSQsm9aBE8pOSFmfxa1zb9WdnTMJMbZSEFo73Q4umNVpWecghNHZS6oxoONIyurUpCSjEONc5SDMARyZlAhcjJ0qCAckxDhTcGYjLvoDmbofm+E2xNhcltNJIY4g1Ab98gD2TTKY9Mgt+ivE+Nhsb+nz6zoHoU4sGr9l0rJle1UmVxfhjf9Zgie/tDDLPQmQVkHIvBsOrQMSMSjJCCHm3vsj8NrdwCOfBh6+1Fl5ySQJr3X6jjAr/N5iUsuwZk0U5n6h4rcPMab7H3YiMGKW/rOqqfTCiGRPnFEjsJLR5JO6LAPAxn87vxZRLcJHEGIsVhBq/YRIB/MjH2LMpaHychB6sIFHEHo45jGzaiZuX3B7Roo4dhA7VNQldsjIxTirAnM0kBhE4AjCTNQ2rLsowIdxNO3gXuDTK6YDMO5r0i4peHcz8Ns5wL+uTq8g1EIY93fs13+LxXuBpl3GSuZcL4DR8WAGbt3xbqhQdVdnEVhyvjKvUv8eV+P444Y/ojvWDZ/kS1WbsWRFhiHGkXgE3fFulARLSMfdHDotGszpBCHTZrgJvdRDjAUKQiZ81DWJH2nni9E+U+oFc703JTogwvaWncLfVVVFb6KXz43IEMIik5KWXmJeQ8NTqxlHcxG5dfWJV+Ply19GSAnl1KQkkzQUxyLM1ywrglCbLNBdjAHg4Acpq+vGNBYqYHtkcd0dkjdOJ2LsCULN7Ekbwlv1CYQmJVR9qB3H4CAImXrjpv9jEZrs+i67NQox13Onqm0u518g9bf+nhzOwJk9N+DDCfscA3ae9shUQWiEGLMKQveXMxeXf1R5HkL+Pqi37MGJnou9q4zva/8G3Hcaztzybf6dse1pYNfLzoiuVfcA950GfPigs+NjohUAAH6m30VN8rjlJoJQ9pF3ntWxxXtJX06S+HW0vksIUfiydKHWFYQVWiQF2/Y17wJW35+6jXA/VEFI3jVKOnKPTuD3thm/0b6haJL4GCX4PRwbGPqMiYfjGmyy/OMB/U4QskoDfyahaYMPLMGTUb4us0lJS52xrKUOCtMs08G62F3PhN2vkRnWnS/q5I1VHaC/U9UQAMQkKb17r64gNAhCatZilX8Q4IkctkyA5B/sjncjz5+XSgJkE2Ks3afmXpLwuyRYQhawISyAoSAMFAITlwLn/cTIscgOqt2QNA5DjF0TP708QaiMOQ2AgCBkjlugAwWQ6kJMEUvGkFSTfN1m7jclcWOJGFRVxZM7n8SWZhI2M6VsCgDerMYuxFiRFTGRkwa6SYk8RAlC0zXLLMRYqwMRUt8l/VmSgAOrU1anOQiHioJQSDxr7UtMa2bY68qqT4UmJabjzGXOyT6DT0z0pUWa3IGOh5VucxCaVY5O368iBeFARjfYKZj6Evpz2E8Dfzeq+n6EHirsWkFIQ4wNqKrq+mqW5WcwodNfSBdibJr4kBq3IC96FPjPtanrmvtSZnQ2AC/fSb5vf8HZ8VGFX81crQyGMBQRhGanc/rciyITVNVwBWbXBaBqfe2PKasg73rZ2bFagSoI/SGgeFTqJPTLdznbDz13pwpCOrnHvpv0JiF1feE+PHjQ4NUOD0MamTkyDl5QMgToJ8UkO0AfDAOmHIDND5aZ2sYUYsyq9pJxSAzZoxOENGQGNgpChmiMJqIIyAFIbfuBvW+nrCrKsRWTJODo9pTfOWhkA0vW6QYlNgQeOxCfWTmTW7b68Gok1aRYkcOFGGemIKThr1wOU3YAR693fjnwmX8Dp9xoLGMJSzchenqIcRqC0K07LasgHL0Q8oSzAAjIEObZD5lIyLCmauyN9woJ5x6tc8uZ7zD3ltb/aCKKd+rfwfdWfQ/ffeu7AIASwYDRTvmlSEpGCkJKiJrrcSbhysci2PeW6zB0CrqN9nxKVIUMAIc2pKyuuxibHbEdIUcmJXYlOBzts5Mfbx54E4c6Sc6qlt4WPLnzScQAxGg+JqZdsgo3pvBL/PM/6BSEmZqUZBVi7DIPoJkI9zt8v7J9D0qKZmp+kwsMWDvUPxMkq8fcDDVQCCz4cr+U5xYGQehSQSjwj1PhXL38nxtPxReXjMeF04enX3mg4CbEmIEkmsjrTuO2zCrlwg5zmVJSbPHXySc7oSwqjxqBUNA2JCkg6RNRENMPrV05/6eEwPvMY5A0gcPnfc9CeuSK7Ca9aHoeX1jchkXaeOLTCqYchDJDEB5qE5it5FeQT679sZ40KAwdH1FfHjKDRxB6GNLISOE1iDGgA+T+yHl4DIAdVGYWYmxy2Gsl7q80nFZhCBNKENKQN8sOb3cz8PId+p/RRISQDL+aDvzlfODIJm51kbIwConP8SK6nzR0gZm13duxFwAwLG+Y+NjAP4elIXFHUUwQZh5iTM+xqUcjCAPFRsgHF4KhXW9RZ5ntTLtSEJpUooLjAjJQhrHHfdWTOkGWqiA0jrtHqzNjoqTD/P2jzaiRQ+hN9HIu1hT3bySdek6Nx9xv1qRkV9subls2pQNVZNkpBH2yD0k1aR86LwDdp5kgtFJFDjZkRSJTmBWE2rVSAaPN0RBJRPBRE8mTlNGkh8v7x6GPFIR/3/J33PzyzVj62FLsaduDr7/2dXxv1fcwe+wo/KiCKITZyR6WBHCiIMz3DQaCkGk/XSkIMycIuTcUS6w4CjE2leW0/8a+G7wchH0eYlxfegrwv/uAmtl9Wk6moGfvOgchaO5CniF0ejXnjinD/5w7Gb5jWZnFtm3mdk5VLQlCIV76QaqrMLuvjx4z/hap/0SgpBidbIwz73TRPswTt7QNEal4qTqRthHDpgJf2whMPJsn8pJx4K8X8mW7QYxREFpNcjSJU7zw+6EKQtK+seYpE6sEKX301DZMn0sQYjxlOEkfUxw+PsZsHjLDMdyKefCQPYJKEHcvuht/OPsPA30o/YJxJeMGrnBz536IgiV1wk4VDhxM09S001NJjB3WtmzT16TEmhH6YtHj/YORzDoJIK4meCfUJp7IEboKS6bBXTKGw611eGP3M0YuPZqDkDG4ONxFOoijikaJjw08kWpFEApD9tgQOZeKHTrIP9JNOryVeZVAgUZisp0zem6iQWTWIcapA0WFIWdcpwGgBOHnngYUv7VjK9MZ7NFUp5d1dOLVvQdwUVc3yjVyg6orWfx1018BAPs69gG180hnOq9CX07DolsjrSkTEtRUBzDqKksamkGP362KkIapm0O0+8WYqR8gSZKuIswo/yDAEITt2p/aJIMEoGkHcN/p+qrP7H5G/57RpAebs8vt8eY4PxxNLbDqoJFL6536d/DBkdS8izFmEMmGGNuZlFAMihBjTgno4jrnSkHIwomKz1x3nL5fmRQIhovxcZiDMBvVk1scy/nLMs1BSOf1UhSEuTmsYwJciLHpuYh2ElKqMFUBqZ76ZWDMYv7HTY8DvzhBTNy1H+T7WY4Jwh4ysUFTFrEKQrqPIk01OHpR6vb0uRc9g1TZJ2hXfAHTb3tXkTyLmYDmuTYrCCsmAbOvJt+bdqRuZ4ZuUqIJBZiKGPCJJrTpubMRMrxJCQA8dtOpWH/b0mObyPYw4PBqh4chj4vHX4xFNYIXiYfc4BMPklCT4TMH+kj6BexAMaMQdnMvlHZ6KiamrKorCAUmJW2RNtz93t3Y0LgB6KjXf49q++eIBdMsr3mwW5hIQpUksDRNryThnCcvxhff/BYO/WM5+THSgTiAJ5o36rkHqUKvIlQBK7AKwrJgmXAdYQ5D9vq6JKAp+dQWIaRaUaAIqJlDFrKKSkpOiQaRHEHoRoFjHWLsf/NX+ndXBGEiBmx9inzXZtctzWuY46YEYVhVUZFMQgJQroVbH+05al/mNc8C39zDnTstq7W3lUtpAIhVoPVd9Sm/UdAcgm6Vz3oYtEntNrtqNj49+dP41Rm/crW/YxH0+c04VQTdTmtfJI0408e+jAkRex8zC51lRtQLbnG5rbPRt1uTEpb8XnNkDQByLRd2G6FZo4tGC/dvZ1JCMfhCjPuHILS8S072Yyb4HSsIWYKQKghtiJC+xkDlIBQxXMcjMjx9QYSxloNwCDGEdu0AdbcvqgEu+7P+86GiWcDSu6yjOA6uSf1t16vkk5KKZvMRKySipN2ifb84QxA+/23yOf86Eh588a9Tt6dtiOgZpLkBBWk0Aj7BdRHlXXQCnSAM8gRhIN/o5x91oSAMpOYgFJqU6OHVLDma+jDkBXwozhsak6ke+g4eQejBwxCC25wrOcGJHwOW/t8Qm2a1BqtSyowgpM0uQxDKPl2ltUAyBjtmkxKWCLpnzT14ZOsj+MUHP+d2H9FuAxeaaDIlYImVsAoUaPuNMvfwn4XGcRzer6lx6t7Ez8pK8f1tf8Wtr98KAOiMkRDGIkZVaAarSqotrBWuUxEWEIxu8v6ZN9U6wu1RoqDK8+cB+ZqDcg9DbFFyqi8UhALiy8eEcZtNNmzBuguWEaWwpQKP2W+7FnZbyDgql1ecCMAgdy2h+PXOqV50iBC8kiSlEIwTSiak7MLWpMRCAZlIJvCvbf/CtuZteGXfK9jbvpdbbuW4K0kSvn3yt3HW6LPszmpQgLYzmZi4AAD2vkU+OxsAAJJG0KhX/N1YR3tf0FDzqrwqx0QcB20/q8fcDCz5jrttHZbnNgchi4+OkvDpi8ZdhD8eacTrew/gZ/lTcc6Yc/R1WFLQkUmJbxAoCH05CDFmJgec3ALLVTIJMXaqIBSFGLPb9reCcMAIQuuJqeMJkQQ5f6HKygai3IUq0G+eL/0Ctm0zv1toHuuCYcSwTUNC1toRq/7Y35YDe97gf1vxJfJ54se1nTgI11VVon5TfEbbRbdj+i8oHQOcfANQkdrf0NsQUQ7C/e+TT+oyzECKC3L6xbqBtgPpj9sMPQdhkM+PGigAyrVjfu1uYM+b9vuJ8iHGLEEYEKn/dAUh0x/UQ4w9useDO3g1xoMHDx5cgCUIMwv/Y/LTJWIkBDBcCkw6l+yTGVzYhRg/toPkd9nRwhuLxEQKwnZexcUSmz0S4Nc6xNTds0OS8PNyIxS4VwLp9ETa8WGIbPt2PTE/oQSGXXjnxFJDHTm2eKxwHWEeuixCtSj5tLV5KwBtQE/dibuZcBddQSh4HbKD2hy5GLNDVdYROy2a95DPGZ9iklanVxA2a+605QntPJc/gIqiGgCpCkInJExNAdm2ubcZjT2N3LLq/Gr9ewDkehUGBLlyNFg5zq7YtQJ3vXsXLlt5Gb7y6ldw0eMX4eerDSLcSkE4lECfp5hooOMGRwg5JmkDJ7V8AlA8kizTFArUwXj5xOVZFdURqnE/EMnxwEVEEFIV60kVJwEAypJJnOev5F2MXeYgzCy9RD8jUyVgmu2ckMgpq7g2KZGct7kBQYgxu21/KwjHnUE+q0/q33J1BeHQMGvKFNE4eR8GXRKE9PKxuQtVFzkIBwUkCcgrJ9/N/aturT+gJjliK0En+ewmxF+8jYQc/+kMYNVvjN+nXKztxAFBSIkt2W88v5RsY/NjT73Eeh9CFZ2G/15HPhu3pC5jScPpnwAmnE2+b38u7WGngJ6rEuBV0IF8Ll0LHrzIMP4TgeaIFigIhQ7EtI1NiEKMh1Qt9tAP8AhCDx6GEIQqLA85BZvbL+sQ455W8j1cpoe/+piQCnOIMSVwqCoOAMr9mnJv9EKgdj4ilCBkB1vdPBFkNu8J6AQh2XbjmHnc8pgkYVfjR2hUZOQzM7mzH55NQpwhdkbWjzFcjs/kfwYPLH0gRXkzvng8AGBy2eTUDbNQYpiPZ13DOnKdAd5dT3WagzATF+NUws3H/OYqxJiGrZQZeUYpwZiag9A47qYEIYF0glDxozxEBghHe47i+brn8cTOJwDwZNSy8cuEh0EJv85oZwrBWBQwVKTTA9MBkBQPVhApCG9bdRtue/u2lHUf3PygniuPEoSDQsWVIXTyNFPjKZqfSSMBDZMS1UgAr+W0pPWI1gvX0Ot0JoMQZ9vIDp1ouy1C2YoCRfjYxI8xv/DPJhtG6IggHAzkNBdi7KL96oschE6IYPZ4/WHng1pRiDF3Dv081Jl7LXDu3cAVD/dvuTYTU8cTqDtrdbG7fKpGdWMVhOrQ41auepJ8mvsNtD9aNZkj9GOK1taJCPsTLyWf9euAZ/4HqF8LvPh98tuoBYa614nhB+1/KP5UBSGbz9DuhtDnPuFycjnOEITL7wdmfpp8P/ihu/0AxrmKQozNbs5UtSmCriDUCELmvMUhxoL8i3pbMNQqsYe+xvHhKuDBw3GCqeVT8c1538RJlf08c30cIeschGymGxrqmldGnGJlH5REFNDUV3T/NPyNKsXuXXevvremaCv5kl8BlI1H9Ajp0ATYgV2UHzSzg9vF3T046iflxbRj21E1Hmgw8hbuCvjxxRc+B4ziw4NjyRi2aaYq6cJlp/inYF71vBTV2c9O/xk+OvqRmJDKhiA0Hc/i2sVAQCMIExFyTQJ5TIixSEHIdKpyZFLCvnTdEYSRlOOgedBS3IgZsrNFI9NKtbAryD4MzydJyPe07cH/2/j/AACn1Z6mH09tQS1+uOiHwsNgyzSHKLPKogvDF+KqhVdhYc1CWMGsINzfsR+P73wcALCoZhG+MecbqMyrxKJHCdm1qn4VLhh3AbrjpD4PZZd6K3WlY9Ak79p+uHyVQU3V2dsOFI3QieHMjTeySG3hcPTt1M2ZzT04LG+YblJ07bRr+fbadMhs3RWalEiDnCB0lUO1DwhCJ/HJ7DG6ebapMhwwzrkvzsEpfAHg1C/2b5kAcRVu2QOMOrX/yz6GcP9Vc/GdxzfiexdOdbklDTE2flFV3hxiSEAUigoYE8lahAFFzKe9L8yTpKMXAp/4C+nvfPQfoIvv2+GUG43nkTUbsQLt78m+VAWh04kyXUHosu9o7t/VzCWfe94k4c1uJhkSTF/NHGJsJgijpr4bCz0HIelzyekUhIpJPfnqj4C3fkm+eyHGHlzCqzHHIdasWYPq6mp88pOfFC5/+umnIUkS/vrXv+q/NTc3Y/ny5aiqqsK4cePw4IMPcts8+uijmDBhAqqqqrBs2TI0NppeFB76BZIk4cqpV3Juoh5yi6xDjFkFYbdGEIbLyO/+fPiYmU86KDaHGP9n+3/0dTriPYgCJL9euFTPIxhkB7Sm/CpsTsCyRAJBrZwerQOyI0KOi6rF/s3kI7SCU7LLrOyrKajBxyd+XEwwZhFeaVYBlQRLgEpGpUg7ZnSGNa1JiYt7LVsrOVgFoZ3qMgW088zkFaP3hxrG6GCOuzXeDUkFiqjyU/ZjZBEJMX1p30v6eh8d/QgRrTNuR7xRYqQj1oGWCAnVzvfn4+aZN3PrBaQAloxcYkui6zkUtc7/g5uM98qvl/waE0onoDhYjP9cTOp7fScJFT0eQoxp/c2YIKQTEb2a2pi9Vro6g9xvShBm7JiclYLQHpRgXjJyiaP1O6NGyBartJ5fPd+0pjsFoSRJHEnolLAcUMgKUfFMOt/ddn2hIHRCIrOknpsQblkBaucTZSx1YB3IEOOBwoW/AM6+HbjsLwN9JAOKk8eV4+VvnIEpw63zIotA+RfOpARDMDrTyum3W5tcyeOV5Pr1YJ+pG940lIg0z6AZBdVaWRJvNmJGIg407TKOR6QgpP216Zdb7wcwJhlEk8tjTyOfF/8mddmZ3wNq5wGfe5r8XTqapAho2wcc/MC+TDPYEGM/G2JcQIQALMyTu9wyawWh31ZBmCDX9PUfG8uGXCX20NfwCMLjDE8//TQ++9nPYt68ecLlXV1d+MpXvoJTT+VnIG+44QaUlZXh0KFDeOaZZ/D1r38dq1cT44MNGzbgpptuwhNPPIFDhw5h5MiRuPbaDN2fPHg4xtEaadW/Z6YgpGAVhNqsoj8MH0Mq0f3rBKE2EDeTcVuDATKgCpcgqg10/ew6pqTMQYZkKkskUagl3enUiK36GCGcxhaRfIHNSvoBltN8euZjt3VpzUJBaD4ev+IHQkUkwTVgkKZ2JiUsaegqxNiOIGS+u3IxprPSxnGUhki9YVVTAHSCMgmgJd4FVWKUi7KCsUVjURmu5Db54stfxJoG4kZoV6/pMe9pIzkRJ5ZOxNufehs3zbjJ+bmY9hVXycCAuul+dfZXObKK5jZs6CaGG8cDQeiKPBaB1sEIIcn0HIRQU8KwotqAxi6PqD1IpVYzijC23+iXp/8Sfzn3L7hkgk3eKQYsWT613FAQDS8Yzq9oUrSx7ZDVtWef18zVlv2Ma54BPv2ou23YdqlfFYRM/XOrDv7c08A3thL1nnlf/W1SMlAIlwKLvgYUVKZf10MKjByErIRwCAZn0ufBTBDSSBMasl9K+n/dAa0+saZHvqDxjE1cSlJa1M4DJp5rrFNYTS6qL2jfl3vvj8BvZwNrNGJb9jMuxlrfVXuP6ep3y3OzURDS+6ql8+FQPh74wkvAmEXGbyO1SaXWffZlmsGFGDPviXAJITAXfd34zVZBqPVRtckSNqxYnIOQMWjZ+hS/zFMQenAJr8YcZ5g7dy42bNiAOXMEDSSAH/zgB1i+fDkmTZqk/3b06FE8/vjjuOuuu6AoCiZPnowrr7wS999P8ng98MAD+OQnP4lp06ZBURTceeedePbZZ1FfXy8sw4OHwYwxRWP07xmpSFjyiFUQAoA/xIWg0nyH5hDjqrwqAAYJ9p/CAuKGHCzSFYQBdpBrUhCyREBtPI7CCBlUd2jEUkRTLdFBcJeD8AqnjrxmUsx2uywIQjPxqN+rAs1Ig85o6yYlaRSEbsgTOxdjRp8QdZK4m0IPMTY66aMKR0GChB0tO3ijEq38FtF9U/yQJAknlJ2QsogagdgRReZlMypn2JO8NjArCHe37gYALB29lFuvMFAICRLaom1QVRXdsW4ElaA7F+hBBlfksQh0tKvlGZS1/SXVJBP2ReofVRBmTBD2oYIwz5+HudVzHdexHqatu2XWLfr34qBJuZFBWDSnHh8MCkIgM+UIl7uQcTF2cM0cmk2LkamCECDEILsNe97Hi4LQQ1aQRCHGUDNzdj+WYaUgpG0nVb1d/hDUJd/DoRIt3NZKWewLANc8TQg2Vn1YMEzbLmgfYvyilnP4vT9p6/vIP0k2yDZKEIbSqELtchAmGOLOCWhfsfOIs/UpOg8DkMg1Ytskqh48+wfAPM0wxU5ZSclRbbKEDXX3ifp2rEnJv682LRxiddhDn8MjCI8zDBs2DH6/eBCwfv16rFy5Erfffjv3+7p161BTU4PqasOhcv78+fjwQ5LrbM2aNZg/3wjfKS8vx7hx47B27drcn4AHDwMMdpAYdNrRYMGZlDA5CAHAn8eFoFIVlZ4/DIQE6tJmHW+ddysAoFeSgJmfAfx5hkkJOyhKxi2TNo+LxVCYTzpylCCMaaSZOdR0eNw68bNTxVMKQWi3XRYhxmbySFekUYWJObeNMAdhhiHGukmJvYKwM2bjYGfGVi30pdtQC+b58zC5bDJaI63Y0bKDKZ8cNyWLy1lpl3b9S4Il+k9VYUI403xtduSUedncYXOdn4MJ9B4l1ATaIm3Y1bYLpcFS1BbyuS5lSUZRsAhtkTY09TahN9HLOSYPRWStIKQDgk6iupS0+qtCNQZ32oCJEtUZhxgjG4IwtwOXh89/GLOqZuGJS57gjI9SyE8bBaEVUcrW/cyv1SAAO2gVvOMyu2NOQoyZ9jaX+UX726TEw6CE3jVjfhtyLsaAdQ5CGmlCVW/DTwJOuxVJ2h5aTBxwYM0+KNGo+EkfNJnaH4KqGpO0nVrea1qeLwRE2rRlWtoqU/hzCnR1pKDvaNfXE6GA9IvQcVi8PBGzUReqmnqSIQjZ/IPmEGoRaDustYWsaDDgE4UYa9ct1pO6bKiR3B76HJ5JiQcAQDKZxA033IDf/va3CIf5mduGhgZUVvIhC5WVlWhoaHC0XFQWDZVMaM6aqqrqv3kY2qD3ebDeb3bwGFJCGZ2HBG2g3t1MvodKSUep7QB8+QYxEFbC3P7pc9Iea0dQCWLRCBIOsc/vg6oEAV8UMa0f4Dd1gtRYNyAb4Rl/OudP+OiD+zBrz+NYUzIWaNuIAz7ySohSglDhB2mTojEc8olfGz7JZ3kt2Hsum+alJEjW1zDeS66PpLiWppjL0Y9P9pF9JuN651QCoMqiMozMZKric34MkqSVkUjZRmGGH6OLRjuvP91Nwn3Oq56HLc1b8OGRDzGpVFN+SzIkAL1aUqVRzKtelcl5sATh8knL8Yf1fzCOUVIsj8tMXJWFylLWdfqMsy7GVL04pWyKcNs2baCw9giZeBqRP2LQtiFOQPNLAhm2lVod1AdfmvJUTapQlQCpS4kYoKq6gtDuGbaFqmptWgbHKjHPWA7u5/iS8XjwPCOX5Y8X/5hrpw2LqKTl82x1HViC0CdneK0GA/IrjOvkC+nXyThfleuzsdeBseCCqtULso719Wahr+8POW9v0+0rg/eHBzEGe//NDnp9STJ1W1swpM5XUvg+EMXBD8jvvmDKM0/6Tn7jGskW/aGR8yFt+i+3LXxBst94b6oy+K17UghYVfGTd4qWg09NJoG2A2QfRTX2z7J2jPTdxu9Y6+tJsrP2IFRM1o90iNd//aeQ3vgp1E89Ckw6z/hdkiGp2jjXHzKuWV6FsR9FuyaxXutjof1fXwBQVd7FWBb0m2Xtvsa6U68pqcTpzxlDrK57yBgeQegBAHDvvfdi4sSJWLp0acoyVVUhm2ZgZVlGUpsNSrfcjDvvvBN33HEH99vKlSuhOMhz5mHoYOXKlQN9CBlhY3Sj/n3Lxi1YsX2Fq+19iR5cCKC7qwuNW9diDIDVm3bi0MEVuCTSDiW/RF/37f/cj868UVgXXQcA2LFzBx4/8Dh6470okArw9itvAyC5A1996134Ej26CrDtMJ+X7rmnnkTUb4RnSGoc160jjrGBZgVQgK0BQn529HYDEtBQz5P8E6NRvJ5HOnjjfOOwO75bX/bWG29hl2+X7bmvXLmS63zIkLFihfX1G1b6cZzScg8+HHUdDtisJ8LW3q3c32+9/ha2KdtwSuNRDAPwxmuvojV/L4q79+AMAI2NR/GOqYxgrA202/fqG2+jI+wsF80Jh3ZgMoCNG9ZjzyFmn2oSs5nzP1x/2Pb8WczKm4ZRvW/hvbpOHGkxtolHiarz7vfvRs+WHpQr5SjsOYAzoSlLAcgxQynw+ltvoy3vEA71HtJ/q99eDwUKEiDrNR9ttjwuMuiX9HDDD975AA0+8WRQume8uZMoaF959RU80fkEAGBU2yhh2WN9Y7EnvgcPvP0AACDZlHR87QYj5ibmYqe8Ex/L+1hG5zn/8BHQrHsJyYfGplYAwOtvvI7Cg4cwGsB777yFI5u7cLDzIADg3VXv4oDvgOuyFjc3gWigJdft+tz6elDPzL66n53oxIp1ZN80k+GB/QfwIVNeQ8Kow2+9+RZ2KaltWbTXUHs8s/KZoRd6qCEQawe1NXl3zXo07CDP+tZWCYCCAwcOYsWK/fr67D2PRhUAEiKRCFasWKFf742bt2JPY/r7S9dvaG7Hu1nWB7qvHTt3Ykv30G0rBgKDtf9mhz17ZAAyPlizBthHjCmSSQXx2NB61/jjHbgAgNS4BU8y53UailCKJrz8+ip0hXZz26xcuRLjj+zENO3v5198GRG/OW0DoCTLMa38DBwoPRVN2r7P6o2hAMAzTz2JuMLnbj1v4y9h1ig3tbRh1YoVWKb1NFY++TjO3rwSeQDe3LAbLbus78Xs+sMYCeDdt99Cw0ft3LLTW5pRAuDFl19BT6DCch8Uw9rW4xQA+/fswFrB/b9k7U8BAIee+RlWbyXvBklNYJmaRK+vGM+vWIGali2gMRavrd6E9k0knc+kQ3swBcBH69Zgd71YFbnwyEFUAHj1jXfQEd6Hd/eR+gkA77/7Llq28EReVfsGnAqg4UAdhpn29eHatTiw11neXCrc8XB8wyMIPeDIkSP45S9/iffee0+4vKysDC0tLdxvLS0tKCsrc7TcjNtuuw3f//73AZCGKBgM4uKLL4bPQpnkYWhBVVWsXLkSF1988aAcYBXsK8A/X/snAODkOSfjwnEXuttBtBPYAOTlhTG6shBoAuaddi5JjryWd7k9E28Dy74EaZeE/676L8aNG4fF0xYD/waGFQ3DZRdfhrv/djc6ZBlLzjkfiLTjH4/eAwCYGuDDDM5bejZJGk2x9mFgnbZs2Xfxy6c/gV0aQSgFfEAMOGHsCfhw24f6JuOjRtjGQ8sfwpdf+TLWNhJF15lLzsTE0onCUzbf8zsevgNxNQ6f7MOyZctsLtYyqPFvYbYvhNnprqsJHVs68OzqZ/W/zz37XBK6+sg/gPYNOG3RApKE+uAaYBtQOWx46rF0NwEffRkAsOTspUD5BGeFv74VOPwEpk87EdNPZvb54UM4YvDLGD1yNJYtsjt/Bo89CTQDJy9YDIw3HF3PTZyLf/z9HwCAezruwYarNgCNW4Gt0MPNC/1GF/z0M84Eqqejd1svXn7vZfLb/NPxytuvoEMzpxlePRzLzrQ+rjv/dqeuOjvjtDMwrWIat9zpM/78y89j58GdGD9nPPA6+e3rH/u60EX54ZUPAy3AptgmAMCnFnwKZ44603LfQwHX4/rMN/7Xv4E2YjqjqHFUD6vG9oPbsWjxIox6dzvQ/CZOnjsLmLIMK15YARwGzjrjLGFuyrS4/9dAN6BKkvt2/Z//AlrJV/u2IEfQMp/U1taililvT9se/OZJ4m551pKzMKEk9Vm/7/H70NZBlKyXXOLMNGVQItIOfPQlAMApi5cAo4mTdOmORvxhy2rU1tZg2bJZwuf8tnUvAj0xhIJBLFt2tn69p8+ch+lzHNxfbf2qmtHZ1wdtXxMnTMDEs/uhbh0HGOz9NzusW7kZbxyuw6zZs7FsFpm2+Oq7zyAQ8GPZsnMG+OhyiGgnsPGLUPPK+Wfs9z8EuoGzLrwUyCdRYdz9fr8eqCeGR+decBEfMsvhExjN/nngbqCxARcsPUvfL4W09qqUrcurqslx7aoB2g/g4kXTIK0nE96LL7nGSMkjwpPPAy1v45R5c4ATTO7t9T8BeoBzlp4HFI2w3gfF7mJg9y8xcngVRoraIq19GV5Ta1zHaBewDgjmF5HfduYDdfcCAM64cLnhsv7WbuDwfzFtyiRMW2jRNt3/a6ATWLL0fKB0DHpW78eL/yUdyDNOW4Q5o03Xf3cRsOvnqCrNBzr4RbPnzMXs6c7awLhNKiEPxw88RsYDtm3bhiNHjmDiRGNw39XVhX/961944IEH8Oijj6Kurg7t7e0oKiIKpLVr1+Kkk04CAMyYMQPr16/HZz7zGX3bHTt26MvNMKsNAeLSOtQ6Gx7sMVjvOZs3LuwLuz8HLaxSUkGMRQBIeeV6jhCVCQ6Qol2AJOnPjApVD7UsDhbDr/gRVoFOSYbkDwHJGPb5CMlXeWANX6ya4POQbPgX+fzUPzGsnISmNmkqXhpizOZYzEsmMYrpOOT583QTFYAYqqS7FvSeK7KCeCIORVbSXz+3yeo1mHPlBZQAKUv7XVKT5HpoeQIlWUnN08KEaUtKwHkeF+1+6WX0tAD/vR7Y8QIUJpGMIjk4fwotV43k448j5Avhnxf9E1c8dQUA4GDnQdRq50gVhCEmLJieR0moRP+tOr+a5FTT+F+f5LM9Lp/s0wlC/boKkO4Zp3nfvvH6N/Tfwhb3e3rldGxr2ab/PWfYnEHZfvQfmGtTNt64VpJWhwBIiRggSca99FnfS1swJiWu23U2PLUf76ckSdxzxJbtl8VtGdumDOm6xzhvSv4wc52MT8l07UTXg1vHF3SVB8tVe5tuX6K23UNWGKz9NzuY6zRAmidZGmLPu+ZSLCVNfUItpFcK5Kc8L5Ik6XlsAUCSfc6fKa2fKCWijraR/HlkPUXrq21+kiyonQ8pP00OQlpWMp5aVpL29Rweu5ZDUYpHbNfn2iraT6O/5RtKRSmvwlhP61vbXpM47fOFAEninIv9ipxaJ+m5a/eRO0ZJdny/hlRd95AxvMy9HnDaaaehq6sLra2t+r+FCxfi3nvvxZtvvomamhqceeaZ+Pa3v41YLIbNmzfjT3/6E6655hoAwOc+9zn8+c9/xsaNGxGLxfCd73wHJ598MsaPHz/AZ+bBQ+6RO5MSxsWYzoiOXqTnEASgG1Lo7npQ0RppBWCYTBSqQFSW8Jddj6Mx3o1/FJPcZQt6TImKzY51BzUCsWYOZEmGDxLiWjnRJFH3sfnmgqqKKZEoRuZVY1r5NPgVP0cQUkdlJ6D7zd6IwRqUSKXQTQXMDn564uo0LsbZmJS8fBew4wUAvEmJK6da6ugsOI6p5VPx2SmfBQA8V/ecfty92meQc2MmZQ7PH67/NK5kHH8v0xwX+wxk47b7+oHXHa+b78vXvy+fuJwjOD0IwN7zUDEz4FWNZOZanerVEsuHlczI+KxMSgRGPv0D/lhZkxKrOm3OazpkwZ6/PzUsLaPxY+no9OtwheTw3eC5GHtwAJl2zbTmLJlUtd+HGGEiSUCwCOht5fPStWlpA3wW7wG276GIjZzE22n9ZJFjb1Ft6m90kpC+p7Y/Tz7P+Fb6sug2IpMSmo9Xdtge0P49a7wiAntdaD+NbssQhLpBHrvczt1ZdzEm6/p9PEGYAtpuR1MJQg8e3OI46e14yBZ//etfsXv3blRVVWHp0qW46667cOaZJLxrwYIFuPvuu3HBBRegsrIS27ZtwyOPPDLAR+zBQ99gZOFI/XtQyYAgZNO4UxfjsEYQnnMn4hVMiF9PKwDGxVhNYl8HyYNHCZICrRP7yw1/xJkvkHCNcdEYauOmPCJmF2PawdM6MH5J1snJqJpAQA7wzp6qCj+AJ899EA+eT0wAWKLI7BpsBzoAl526yWWAEQV8CIl+rLrLnXY99E5jOhdjFx1iuh3dd0udvogNIXdFkFK3Owuikoa6P737aX0ET01KWAUhnZWfXjEd35z3Tfz+rN8j35/v6l6yBIqV42sm+NM5f7JclscQFd+a72CgcLyDHdT687hJBr0ua4OonjiZTBCFdjsCm9Df9bbHRr4jiSEMrQhCNbMzHHxg607GbsLaPm54A7joHmD0Apfb5/Ba9+F7xsPQAa32SWqiqH3K8hAjCAFjYoaqzVii0Mr1m50QdzMxSNsQEdEmIvIoQUnfUwdJPkjUzk9fFt3G3N8F3LsY0+M+vBF47Drgt3OALU9p+2ImtljikxJ+tJ9WOAI48VLgdFOfxWdDmpr3q60bUIx6KHYx1u6JQEHotYEe3MILMT5Ocfvtt9suf+2117i/hw8fjmeffVa8MoDrr78e11+fRb4kDx4GCVjVYNhqptUOZgVhoMCYWaydg97RJwM7nyB/a50Nqv5Jqkl9INva2woAyFOTAHhC586jvEEJ2ZjpMKkq0NsGBAr14/FJCrqlOFQAMTWBfCXAEUV+rf/oz6/SSaaAbJBVbpRk/UEQmsm3VAWh1lmkHWXRsWRNENJOuKHmVD72B2Dd3eS7C1LVTkEIACeWn4iyUBl2tu5Ee7wHRRCHGOsh1pKEK6deqf/MqQLTqEHNbq6Z4l8X/QuXP3U5AODaadfi1BGnWq7Lhr1k9Nwdb2DrbksdpNEkpx518gYAJGLY1rwNde11ALIgCCmZk1F48kApCHmw9cuqTidpOoJMlJKDFaacYa4xfAb55xbJHBLH4ZLc7cvDkIWustb+pkShMtQUhIDRn4j1AIF8o48SKLTehu0DuXnv66RdNHWZaD90PXZZfhUQKkpd12p/uVAQ0r5WVwOwUUvJ89y3iWNxF2PMFmES/mlhwToBKMvAJ/4i2DdVEAquib6vXm5dn8yq3EUKQu28ol2py4ZiHfbQp/AoZQ8ePHhwATYMr9CuM2UJ7UXdcYh0Ysr5UPy3D75t/KHNILID0u44mR2cXD4ZABBlZn4XjViAfxw8jBkRQaeDJQgjmrtb1OjY+CEjIUm6sYVIQQgloJODALiw1L4MF84EZvJNH/S7CTFmw+vchBibZ7GpOcwVf4N/4rnGajlUEEqShOkV0wEA2zTCh97LIEcQiolON6QfSyZmoyCcVDoJV5xwBb4575v42pyv2a4bsZtp9yAAMyAYMVN/llWoxkBCTeKylZfpq2WmiAavPnGLHCpQXcFE+HMKwjQEeV9ObBwz+E498M09QLDA1WZqNnWBhTklRiY490dA1YnAtMvSr+vhuIfeAughxuRzKAoIUUnyTuskFO0TlowUrw/wfQ83hBPdjlX1rX8U+OFwoP1g6vpRLc8320Y7nahQ+PQZHOgNddrvEk2Yte0Dtj/LRYWg45Dx3awgTHucdgRhhPRXtT43F2LsExGE2j418QCH4+Gd5SGn8GqMBw8ePLgAa6JQFHAwo2mGuWM1ZjH35+xhjF+vRoqwIcY0HDDPR8irHt17QMIfzv4jpkdNHY6xp5FPdkZVkKPEr3VouihBqAS4nFs+qGSmmUGmCkI6GE/2oXqIHeT7JJ8xqNfJkQT/KZpVZmdp3RCEZhKSdgLDZfD5jWtoec2SSeDvlwMPfcz4jRJkNkrGijAJF2/XSGSqIAyzhIdFmW5CjHOVg1CRFXzvlO9xSkYrROxy9XhIhUn9Sq9fR7SDUbjyZE7mxBcNMc5gJO02N122mKI5OU7nSSP23K3qv64gPB7UGIF8e7fQvkYuBrSn3gzc/DZQkKUK0sNxAUNBeByEGOthv9p7larggnYKQhd9IG47ExkW6QAev0EcCsseCzt5ZOmYbIK578XCdQ5CE0G47Lfk8/Wf6DmlAQBNO413adwhQehzqCBkjsHPhBj7RXXSti82BOuwhz6FRxB68ODBgwuUhYxBU0HAnboCQOrAp3QM9+cPTv0BTq89HT9q7SWzkaqqE3VJNYlurVMV9oWBRAw9NIxUczpLAe1gsCFbdNZ4hEFGUtKnWyPFAqYQ4wQk3f3OvA3gkiA0dcT7Alx4NEuq0dljXUGYZlZ51pXAjE8771QCqXkO6acS0B1kARsFYedhYMfzwO5XgU2Pk9/ShBgDRhg17XLSHIRBliBUHBCEaWbY+yoHoR1OH3k6AOD8Mef3S3mDHmxbIPt193W/7OdyZNJJjvvOuS/zsvTHOINByOJbgXFLgGuey7x8N7jsL8Ata4FxZ3A/O8lBSAnC48asxAQnrXXW5GlQm3QbMTO7/Xjw4BJGDkL6qYUYHw8EITXMsyPisiUI6SR1wxbxeiddQT5r5vDbAbphX1rIdgpCrR/mWEHIKOr9+cCMTwFVU0lOwrfuMZbFuo2wXrNJiRXoucUtCMJ4hPT/ReHCSGNSIoKnIPTgEl4OQg8ePHhwAVmS8fuzfg9VVTMkR0ydzYJh/J+BAvzurN8B66aQH+IRjlCjCsKwLwzEenBGdzf+U1SIucPmWhww7ZwxM6q0U8ioISmJ1ikzCkKmU9GqyCmOlgHFAdklAA1D68tQPU4RJMjBl2pSYnH8l/wug8ItFISKnyNuLJV6tLMOELfpEz+eNsQYMEJEI1oReoix7EBBqDgPG86VgtANTq4+Gf+86J8YVzyuX8ob9DApCEcVDsPahrWIJ+N6HYwn4+iIdqA4WIwFI9yaSLDIgugvqASueiKLsl1C8QFlqXXISQ5COqFxXCgIbWB39lmHGH/+BTIpcsoXs9uPBw8uodvHDXUXY8DoR9DJYhoma+qPcnAzSSoqi5JnvW2p61z0K2DapcCYRcBJn9TKY9php3lMFRsFIZ0kd9pnYRWEeWWk/3bVCuD5bwMfPQac/r/A1qeAwxuA7qMkHYPjEGN6TSwIwp0vaV+M9rSiwCAd84KiiBeb+zMU67CHPoVHEHrw4MGDS5xWe1rmG5tf1FYJ1PUQhIjhQKqqfIhxPIKvtrShKliKTy0ixheYdD7JkUJBOw3sjCrtFDKznD6qINSIhYDMhxiPi8Y4QhHI3MVYH2j3YdgDF2IsIsiSCaBxm5GcO5dkZQpBSNV/PPFmmeusfq3xnXamaUfSZ93xpPcjqpGeHZoaNMSdv0UOQuZYjkUFoSRJmFo+tV/KGhpgni3FrxPAsWQMkBT0ShK+dvBZqFBRGc4yBJOOqAfxIMRJDkKqIPTC3dMj46pQNYX88+Chn6H7x2n9E6okHIoCwhQFYf2H5LNohM1GGV4Is6qP5hhkUTISCBUDs68yfmP7S07THcgmtSILfTLYYV+PjbagysqCSmD5/STc2B8G6t4kv1Oln9mkxHLfJtLUjE7NBIWqKQHkBYx+WdAn6KPZGukNxUrsoS/hEYQePHjw0J8wj5yCFnkMaQcjHuFyEPZq5F7YHwbiPShOJnGTWgiESsj65k4CS1Z1HAY++DMJkwBM+U20HIRab9iv+DkVng9IyUHIGVukSewvQl8ShCxhySsIte+bHgf+ex2zQYbhMyKYnZItwoMVK1JyxZeM7z2ttvtgQe9HXE0iWjsXj/pJJ7NQZjqrDhSE6VSB7HJXTswe+g+mEGP6fBIFoYxHigrwVvd+AMCMygxcZjlkkYPwGAGrCrRSCB7qIiqb/lLNDmbkyqvEg4f+AlUK0rqbGMoKQmYCGkCqojCXMOcgpH0aFqK+EDv5aJcbUViWSEGYdB5ebIaZoKST5fp1067jB38mnxahwcZxUoLQYrKJ5mc8wUipUpKXpo/qhRh7yCG8Xo4HDx48DCSsZkZ1grAXkhZyqh5cg56KCWQzTUFI1mWVfaaRmZ7/JQE8fiPJa1eozRIzs5d+LTxVz0Eo8zkIFVVNURCyIcZuwu76I9k/SwpyJBb9vu0Z0wa5JAjNOQi162zqwDnqslFHOtq5tlHssUTygeX3ASs+DgCY6GdIaIvZ80xNSjwco5B4BSEltYiCUMY+n1EXh+XbhJU5wRBgg5ykOxhTNAZ17XVIsPlcPXjwMCRghBhTBeFxlIOQfpaNt94mU2dx2rei27cdSF1H1P6yCj6nBKE+OWuhIMx0QjNs0U83KwG3PU0+tz5lvz+7EONEHHj+O+Q7IyAoCPpw+8VTMbwknLoNkIYgHIJ12EOfwiMIPXjw4KG/IckAdfC1SgrNdOBkLR+J2rgNPQWkoxL2hYGIFh5rF87Adph2v0q+d9Qbv2mgBCHrYswq/BQgJQdhpkRRX5qTUFiqG606UbbhGS5hmYPQREIKnfZM10YPMY6R/dqEx1BSNKEm8O7h9/Xfa/3p3bbrO+v17+nUoJ6CajCAVRD6dIVoPBkHZIVT++X78s0buwSts0N7EEJJxP5ovwY7vPGoh8GGI+2EJGvsJO/rpDqUFYQmxWDCQWjs6AXA+LM4VZsjmBWEAcH7Jq2CMH0fhi9LZFKSyFxBGLQwJPRZEH35adJ22IUYt+1jyuXP+3MLx1rv0zYHoacg9OAOXo3x4MGDh36H1uGU/SnOwDpoh6O3DdJWMiuZlIDuo9sBUAWh1rnzW8wo3rLW6DR0NaYuZ5L1+zVCsot1MZZMCkJTxy6QoequP0xK2EG8MAehGX0SYkwJQsPFmCty33sk7JuFOcTn0HpiVJKIpD1GVkFI782MyhmOknKPLTY6nm5CjD0co2CfLV/IyE+ZiAKSDJUZ8+aZiH/XUAd/iLETc43dbbv74UiOXTi5Rh516mGwYvVeEqmxbn8rACCeOB4UhFo/kzVSs4LiB678LzD/Out1rLZjy4gLwmqFCkKWILToJ5shMuWjSMYynwi26qcrplBtik88aL8/3cVYcC3YdtapchKwjS4Z6pN3HnIPjyD04MGDh/4GTZacV2YttaAdB1WFpIW0JQH0RNsBAOFIJ2M2EhLsAIQApJ2GHS+mLleM2WKqMOpiXYxlUw5CG5MSN6ADzb7MQZjnM0gPPsTYitzK4dA2JQch7XybQox3vQL84gSgeY/xIzVNYfHGz8k+0nRuWQUh/T572GxHs8dhJkw9XYhxXxK7HnIEtl3xBVESLAEANPc2A5KMGKsg9GepIKRq6EGstIkmLdwkGdwy6xYAwHXTXQ6QhxiOdxdnD0MTF00fDgBYNKEcsUQSP3t+GwAg5B+C7zsmhQ35pH2UNOYamcCslosL+jiiviDbV3OqIKTbmJV5qkpIw0wnN60m4fUchNr1o/m9yyfY70/PASlSOjLkppuJa9sQY+e78eAB8AhCDx48eBg42HUiqLqvbR9kbXZSLahEj0bO5B1cC8TSEIQA0H2UfG5/PnUZE05Cyb4uJgch62JMchDmJsQ4CS0HYR/2Wlh1I2dSYkVuOe2AOoE5B6GFwYh+9r+ZacwaiwjCvDJCwrhQEPYmSN0IKSFHeXc445FMw3A8HDswKQhHFo4EAGxu3gxIMrYFjGeXJdMzg8r8PzhRFiKpGyrCFZbrXHfSdXjzijfx5Vlf7q/DGnTwxqEeBiuCfvLekyUJT66rx4r1JO1GyD8E34e0z0iVb/TTl8NICgqzkUcmCkIrgi5lG4schLQvlqmCMGZh3qKYo0VoXy9NOXY5CLkcty7eqp5JiYccwosT8uDBg4eBQoGNOQDtQBzdodN06pjF6N73GpCMINTVZIT8+hmC0JxAf+cr5FPklsYQiwGZlNeZXwkgQhSETKdClIMwUyWZHqrWh6NJlry0DTG+6FfA0e3AnM/lrnBziDF1pPPxnVzu6u19GxizUEwQSjZh4gyo8i+hJhDROuFBJejIRILL2eiFEA8B8ApCGkK+sXEjUDiTWzNr0xl18OcgDPvCWPWpVYRQt0EJdYv3IMRgJok9HN+gwlhVBdp7DIIp6BuCBKGZtNv4b/Ip6n9kCz2cude6DFFfku3vFNc6K8sqxJgSd5m+6yonWZSn9ZVoVJCFIV0K9LBrQb+cPfYJ5zg/RtuJ4MH7bvYwMPAoZQ8ePHgYKIiSNVPQDlzjNv3VnlST6FETCCWTkGNdjIsxM6gtHUM+C6rJ50mf4PebX2V8Z2aL9RDjCUvI37KfCzX1qSoQ4AnCdKGoVqD5AXvN+fZyCFZBaGtSMu504LwfAeGS3BVOy2jYAqz4MlFx+kIpBiO9kgSUTyR/fPBn8knJRABY+n/ks3UfnEAPMU4mdAVhUAnCybCdvUbpTEo8FmAQgFMQBlFbQAZYTb1NuGTXQ9geZBS2mTo76hj8BCEAFAWKMs6r6oHH4K4JHo5H0IiGpKqivMBoB8KBIUgQmkk7Crs+acZl0XBaTS0X6UhdR0QQFtUY361chM3QiTcTQUiJO8Xl5OdN7wBn3wHMulK8nE7e6ulkHCoIzWlouGPVjn3C2bamdKnHIsGy5fUUhB5cwqsxHjx48DBQsEp8DBgdjKYd+is/noyjV40jT1WBaKcxE8sShGd8G1h8K3Dts+TvPFPI3OgFxndWQagNjDtjnfrf6VyMMw0R7tFy0PSlUo1VRXGDfnOZeeW5L5x2EiPtwIcPke9WZOgXXgT8+cDmJ4Cuo0C0i/x+wgXA8Jnk+9Ed5LN2vm2xbIhxRJuZDvrcKwj9uXR09jAw4HIQhjgScHekWf9+2aTLMGfYnOzKUgd/iLEHDx6Ob1AvEhW8MYkyFNluPQehNsk8eiH5pBPLOS3LREY6JQjZtC9OzTpkixBjShi6VRAOmwos+qq1Oi8l37RDpaKdmYqe0zcDYtrqOL28sR5cwiMIPXjw4GGgIMo/QkFJrbYDkLWRNyXWwkkViHYbnTs2P0uoCDjr+0YOQzMhRhWGbBkwQoy7YoSgEroY5yjEmOb7ipk7cTkESwoG2cTb5g5ULnMPmvfZflC4+JzqUwAAiydeAoRLgfFLSEfxyCaj8xwsMpz72g+Qzxp7Ioc1KaHqzJASMjqcNuAIwmxDTj0MPEwKQiv84NQf5ICopykDvEHIUIZHAHsYymBDjGMJ453ZFRWovAY7UoxDNPLOaa4/NzCTkUKCUGRSotgvF0FXEOY4B6EVqMKP7l8PMU5D7pnT0LCgv2XyXrYkFb13swd38BINefDgwcNAwa4zRjtwPS2QtXDAbi38NKwmSc4T6gZnQwCkdFTYvIcCBSElCINKUJCD0JRDL0OCkBJ2MZGDW47AEYQ+G4KwL0iNNJ3Dn57zBzS17MawMi28mObX6ThkdApDRank5ehT7YsVKQgduhJaKi49DFLwCkIAeObjz+Czz36WOBnnEkMgB6EH5/DusoehCDbEOBY36PB4Iv0E26CDWWl3cA357FOC0KQg9IWM30R9STbdilNYKfOc5gZ0XZ4pB2EiTo4hXb9SlgFIYoKQnreb8GL2eER5Db0QYw8u4dUYDx48eBgo5Fs7ZopmOil5F06qpGOhuxjbdOrMHaL8SuM7QxDqLsZaGX7ZzxOEKlLy00gZkmuUgIqIOjI5Akt48QpC5nosuKVvChcRhOf/VP/qk30YVj7J6ERS44PedhKWDJCQGnMI+rgltsVyJiXatQ35Qq5DjKma1AqqpyU69iFQEI4sGom7Ft6l/7wwUGneKkPQEGOPOvLgwcPgBNudiTCkYCwxBN93bGgs69DbJzkIaYixKQcha/gkIrBouhU3sFIQtmlRGIc3uN+nHfQchNTFOOpcpaj4U3MlAsZ5t4kjUGzhhRh7yBE8gtCDBw8eBgp2s5mMios21F1x0nHIU1WtY6fNNPptnDfNZYQYVVqoWP9KSbR2jaBKCTGGmqogzPAVcnrt6QCA88een9H2bsERXmwIxtK7UlfOBcxhHp99DDj5Buv1qVlMIgK01JHvwUI+707FCfy9E4BVENJwdMcmJSxBmEZB6BGEgwBSqoIQAEqDpfr3XxfPzk1ZnoLQA4XXNHgYpKATnsmkilicJQiHoIJQYUJc6aQk4DzXnxukKAjbAUh8WSICK5qJgtAiB+Hq+93vy1F5jEmJqpI+nF1ED7etT6wgpJPbpaPdH4+VUtBTEHpwCS/E2IMHDx4GCna53liCUCWdJ0NBmCQdix4tVNDOaIMlCAMFfNgqQxCGNBKhI0ZmdwNygFMIhlSVmGkwqAjbKCBtcOOMG1EeLsfF4y7OaHu34AgttR/yCZlJ2XQ5/RQmRw/tFKsmQrZkZNpiWRdjLsQ4xzkIVQeKRA8DDHbAxbQlwwuG69+DuSL0qEmJp1Lw4MHDIAVrUsKSguee2AfGHQMN+r5PxIjhHZA2x3HGYPs3qkoUhMFCUz9J8O4Yexqw/h/AlGXOy2LPi0X5BFeH7Lq8ZIJxMHZBEFKjQQ5a/yoTNSenIJSMfXmTdx5cwiMIPXjw4GGgoNgpCA2SRtJmWo0chFqIcddRskK+Taggl+hZ4WdtWYJQ4VWIZgVhwExYAZhVNQs3z7gZ84fbu+uaURgoxLXTrnW1TTaIsmYwfZj3UIc5zCNd3hs645yIAi17yPfSMTzJU5h+kMLlIIy7CzF2k4MwiSGoqBhyECsIK8IVuHvMpah+5w9AeY7IcgcEtIfjBN441MMgBa26rEnJwgnluHrBmAE7pj4Da5JBQ1o7G/umLL1/EwH2riKTtMGi9CYkMz8FVJ5A/jmFYpGDkE6in/4t5/tyAqrMUxNG7j+fwxzOso8oHV/7CbDgy0BAMwHUXYwzUP2x0StKwDgmb/LOg0t4BKEHDx48DBTslFp0VheApBE2CU39pocYdzaQFWwJQqaZl2WeaGJCVkM+niD0K35OQRhUVaMDQ49LknDTzJusyz5GEE0yBGGyHxSE5o5dOoJQdxSMGk5/4VJ+HTZfj9VuWBfjBAnnySTE2J8uh44nIDz2wYUY84qGiytnA72RHBJ7NAehF8Y0pOHkuffaBg+DFLJsmJQktG7CedOGQ5GHILmim3kkgMZt5Hvbvr4pi/Ytj+4A/noh+V4+HuhpYVayuMY1LtNgWLkD00lSS5ffDMGWR3MsulEQAsBrd5Ow63N/SP7W38sZ1Du2r8kRhN672YM7eDXGgwcPHgYKdkRMxST9q2wKQyAhxgmgixKENqG+HEHoI+uOmAVUT+ccjc0EYUDmFYTBpOqIpDoWcbCTSfYsyvmSa5gJQTulKMDk6Ikax1c0gl/HQbgJSxDqJiVKBgpCz6Rk8IMzKQmJl+WKINQVD0NwIO0hFQ5us1cVPAw26ApCGArCgDJEK7KeOy9mqOtq3UWCOAbt37TuNX4bNi29gjATWJmUZKPKswObg1BXELokCAHg6Hbju05mZuJizCoI2fHFEK3HHvoMHkHowYMHDwMFW5MSJsTYpCYLqyrpbLVqM75BG/MKtgxK+F33KnD961xnImxyQg4qQV5BOGZRqqrtGAcNY77j1DuMH/vQOVmH2xBjvVMbASKactScLNzsaCzajVZuUk2iV0sIHvKFrJ3tLJAuB2Gm7tUe+hPiEGOyKNcEoedi7IGHl6bUw6CD9l5TVRV7m0jYrV8ZosNkNhSXpmApH983ZYkIs7KxJjVfjt4dskWIcV9NYtG+nZowoj/SpGjRoQj65kCWIcbMNmxKIK/P5sElhmjL58GDBw+DAHbE0bglxmqmzk5eUgWOfGT8YPfy5xSEirG+iTTK8/Hhw+YchMFZVw66TsbX5nwNG67agOmV040fi2rJZ/V08Ua5gDmMJS1ByCTxpo6ClBA8+w6goBo46fK0xdIchAk1oeerzPfnA2d+j9Snq1c6Ovx0OQhvmXULAnIAP1z0Q0f78zAA4BSEQfGyXCsIPYLQgwcPgxS6SYkK5AfIO7sr0g8RBwMB1szDLbHlFuYJKgAYvdCkIMwRHWGpIEzkthwKiVUQakRrJgpCtm+dDZnJXlP2ug+yvruHgYeXg9CDBw8eBgp2xFFeGeALA/EeSMk42OY67GZgz3YYbJRkKTkIZT9iSaOTFXSaV+UYQ4ra7cSPA72twISz+rBQcw7CNDn9WJOSCHGR1gnCRV8FFn7FUQdPNylJJtEd74ZP8hE1YDAAXPWE7bZloTL9ezqCcGr5VKy5ck3a4/EwgGDblhQFodYO5DgHoTcI8UDhVQUPgw2SNsGhQoWsVeBhRQJyayiAc991SWy5BZsexRcGbnwTqJjIT6TmqsHQz2sAQox72/hjSIfuJuM7JwLIIsSYvaacgtDTg3lwB6/GePDgwcNAIV1H4rRbyWozruB+DieZ+K3FtzovwyZBs8jFWGY6FYOVIEyB4gPmXweUjeu7MvymQUW6EF9KyMUjQLyXdKJl5vXssPNMFZ9xNY7ueDfy/HmOw4FZUjBdiLGHQQAuF5GpnaEq1fWP5KYsNemFFx8H8HKPehjKoArCJONiHPAN0WEyZ67RjwrCUacQchAw9YtynYPQIsTYZbqVtNAJwjiw8ivke92bzrb1M1E7LEGYVQ5C5l1P3/NkZ+735eG4hqcg9ODBg4eBQjqCcOFXgYnnQAoXAvse038Oswme0jnOikKMBQiaZo8DcgBRyXD/HTIEYX/AfK3S3WdWQRjvTc0/6BCU0F19eDWSahLt0fY0WxjgTEr6aqDgof9gN7jImXKQ2Z8nGTtuINkMNj0K0cNghcSEGEd1k5KhThDGGHONPlJLsu+GklHM7+4nQdNCz0HYXwpCJgdhw2Z32xYOBzoOke/JhPF7NsfK9vFpjnLAez97cI0h2vJ58ODBwyCAnKYJVnzA8BmQTB2FvCQzwE9HPpldjC0gUhByJiUeQegcZtI2HYlLCbloF+kcZthRpwrC1kir623Z++spCIcA7JQSJaPJ56Tzc1OWCi+EyYMHD4MaEmNSQhWEviFPECaAeB+HGLOgjslA7tV8AJ9bkUWyjwhCGpUT7TbyWs++ytm2bL9QRBBmovpjz2/0IvHvHjw4gFdjPHjw4GGg4DBXiWx6uReyIcbp1F5cImgXCkKTSYmnKnMBSeKvtVMFYW8r+cyQjDXXk7NGOc+zyN5fn9McOh6OXdipBH3avU5E+d87jpB/GZXlKRQ8eLXAw+AFrbsqgFiC9LH8yhCt0ayZR6KPQ4xZ5FcY3/skB6FMyDBLF+Mc0x60nObdQOEI8n321c62ZSdihSHGWZqUFI1gFgzReuyhz+ARhB48ePAwULAh7LjVTB2FQlZB6CrE2LrJFykIkwzJEPaFzZt4sAN7X5y6GHc3k8+2fdbr2sBM7J035jzH2wZkjwAeUmAVCWYoTEg7RSIG/GIS+ffXi4yE646gegoFDwC8EGMPgxciBaF/yCoImdx5sR7ync2Jl2ucdRtQMQk46ZOpxwAgpwSW7O8/gpBGexQNN8KanU6wsuev5ijEmB1TcOYwXgSQB3cYoi2fBw8ePAwGOBtOpSoIXYQYOySq/LKfyy0VkAMoDBi58DyC0CXY2fi0CkJt3Z5W8jny5IyKNNcTszO1h+MI5hArFrRuUsUqwOcrqnsTeP476cvY9Djw4g8I0egRhB4Y2OUp9ODhWMTxZVJCc/XFgUgH+c4SSrnG4m8AX1oN5DMhxn2hIARIn9f8/usrgjBcQj4TcaPMdJP2FOx6sR6DqNWPNRMFIdPX9AhCD1lgiLZ8Hjx48DAY4KwDYB5slWSqILRRLEqSpBNKEiTk+fM4RZpZYeghDRzmfgTA5CDUOupZ5iCkcBMqXB4uR2GgEGOKxmRUtodjDOYk7Sxom9G43fjtyCZ+nY2PGQNHK6z4CrDqVxpB6BFCQx2qC3mg53jsYbCBNSkxQoyH6DCZdTGmavFgQT8fA3ttc6kg9PW/SUkybqgWneZwZtc78hHww2rtjyxcjPe/a3xnFaHeZLEHl/ASDXnw4MHDQMHhoJpVhuX78hBiR2rpBvFsGEOapNB+2Y8e9KAwUAhZkjmzirDfUxC6AkvcOjUpodjzekZFmhWEbsxG8vx5ePbSZ738g0MF5hArFqEi8llca/y2/TnyOecaoO0AsPNF4MBqYPyZ4n0k4kCECUP2FITHDTwu2MNQhKxV7KSqIhInIZ9DNgcha+ax9mHyPa/Cev2+QF+4GAOkv6UmiTEJJSFpCG+fEYQxRkHosA8lWu/ZbwHv/ZF8z/ZY2TzEXg5xDy7h9eg8ePDgYaBQNs7RaqyCsCxUyi9M16lzoWRLaJ0oaljBEkxejjqXYMm5dLkmcxT+8f/bu/OwJs61f+DfhB1ELQIJIgoIiPsK4nJwqVVU0FOr1ba2Im+rYmvP0W4uba1asT+tVdtqbdXWpcX1PVI9istrXWoXaxFEtLgjUkFEwQUUSJjfH5gxgbAnhGS+n+viIpmZTJ5wJ2Hmnvt5nrpUEAJAE7smcLIxYjcjqj/qShKEmuECVI+A+JnA5hcfJwhlwMAPniQOH92reB+qR2UWWOiJNNUKuxiTObv/qPT709m++hfZzIomOZV/68kyj0712waZEccgBHSrCI1eQajWGoOwuhWEeo7PNMlBALX6m2hf0CvIeXKbXYyphlgqQERU32b8BTy4WWaWsYppV4Y1s2+mu9K6qlmMtbsYV35wJDyuTJQ/vnaknWAqO1EKVUH76nAlk8OUblvm4M0ntFZPWbaCkNWAElZZF2PNyYLqEXDiqyfLndxLx4iyezz2aNGDivdRNkHI7wciMmOaCkJ1iYBrtwsAAM52Fvo/VHNs8PDxxGheIU++9+utDcYag1CrOlLzv06TIKyiF03Nn0trLEfNRbnqjkFYVSKxrpOU2Dd5cpsVhFRDFvrNR0TUgDVuXu3kIKCbnGvmUCZBWFUSSKeCsPKDI3HcqMdP19i2tCsiE021UFn1VVllu5rUZLAv7d3UsYKQLEhlk5TIZKVjEhWXSfI5uZX+1pwoVjZ8AROERGRBNF9hP5y4Ji6Tyy30e63ssUEjt/pvg9EqCLW6/WoIdRjXr9Lnevwa1MWlY/EC1a8grCqRWJu2ah/jh74LFNwBgv6H/5+pxtjFWIISEhKgVCoxbtyT6eZzc3Mxbdo0NG/eHEqlEqGhoUhOThbX37lzB8899xzc3d3h6+uLDRs26Oxzy5Yt8PPzg7u7O0aMGIFbt26BiAxDt4txmQRhVd1Xa9DFuF2zdgBKu5oCpYnJMxPOIPHlxOo3lkrVpUtHibpWD5OXqVS0ljFBKFlVvYes7YDifN1lmpNE28eD1RdWUkFYNrnIMQiJyIxpjrMsdmISbWWTWA/zTNAGY1UQPq6W075IVmKsMQgf/x3VRU8SktUdg/Du9crX1+Zvov367BoBI78Emnet+X5I8iTwLUja9uzZg/HjxyMoKEhn+erVq9GiRQtcuHABWVlZGDhwICIjI8X1kydPhouLCzIzM7F3717MmDEDJ0+eBAAkJycjOjoacXFxyMzMhJeXF6KiourzZRFZNButK43NHF11DwKq6jKhcxBW+bYvt30Z7Zq1w0e9PqpFK0lH01Z1eGzLWj2sbAWhTXW7upDl8e5T+tupgsoQfbMaOrk/Xqc5wSqqeP8cg1ByalnYTGQWNMWC1o9vTOzjbbrGGFvZ48YWPeq/DTrJOgP+/9BMqFdc8GSZscYg1E5Gil2Mq9mdV6k15qOnnr9/rboYM61DhsHyAonp0aMHkpOTsXDhQqSmporL33nnHVhbP3k7PP/881i4cCEEQcDt27exc+dOZGRkwMrKCoGBgXj55Zexdu1aBAUFYd26dRg3bhw6dOgAAJg/fz4UCgVu3LiB5s2r342SiPTTniDExd6ltBJQc/JeowrCyrd9utXTeLrV07VtJmmrSwXhkIW1eli5BKGMCULJ6jC6dAD6Ds/pX683Qfg4mWhVnQRhoe79ymZNJotS2am8wCwimSlNwVZ+kWayNgtOtshkpceGmu9tu8b13wZjVRBqJlorfvhkmZggNPCFLM1rKFHVfJIS7Qu4ty+VX1+rCkJeqCPDsOBvP9JHoVDAxqb8l5d2chAATpw4gYCAAMhkMiQlJcHT0xNKpVJcHxwcjFOnTgEo7bIcHBwsrmvWrBl8fX2RmMhuiUSGoD2bcDP7ZmWSflV8jdcgQUgGVNvx/1oEA05VzExd0VNykhLSsLYF+vzryYzE5dbrSRBquhjLtQZer4jqoe597WoNkjyep5K5Sflbd9xgi+9qrH18UN8TlADGG4NQU0FYpK+C0MDHwOJ4h6onXZqre5ytPTndo7zy62tTDcgLNGQgPHugcrKzszFr1iysXLlSvO/mpttNyc3NDdnZ2dVaX1ZJSYl4lVmtLr1SJwgCrzxLhCbOjHf1aSd+XOxdIMitxcMpQWZV+UGBzKr62xqJJGOuHaNqvO4n25bUOkbyMtf8rGRWJvmbSzLe5sbartwpmeDkXvres7KBDICgKqz4vVj8SOfxssfJRMbccomTWEH3mE1fzAWB7wVLZMnf7b5uTjr3baxkFvk6RdrHKLZOer/rjRpvmfzJ85c+iWH2a+tY+v+rOP/JPkvUpctkMsMeA8tLj6+FElVpElJzrF6d53j8fxYAhPbPQnZ2p85qAbVoq7q4Rsed+lj0e56qjQlC0qFSqfDCCy9g1KhReO650q5JgiCUG/xeLpejpKSkWuvLmj9/PubNm6ezbPfu3bCyYnWTlOzevdvUTTBLp389jU4qNTSdjn/97XfkpFQ8Y66NKh/DHt/++0YWEnbtMnobKyKlmA+4ngJNp51d1fibj3z8Oy/3Do7VMkYPS3Sruv7vwP/BSe5UwdbGJ6V4m5u+9x+izHRH+PmvLOSm74JHXhKCAaRduYTkCt6LyrwE9NSznDG3XCl3ZACskJ6ejl270sTl2jFXqawAyPDw0cNqfe+RebLEz/mF3NL3t8alC6nYlf+X6RpkZEPVgngceTLpLDKvVfx5NUa8O2RcQ+vHt/ftP4AiG8N0c+6alYOWAE4d+S8yXHIBAJ3Tr8IbwB8nE5B10SBPAwCwK76LMAD37+bCvrgI1oIMu6v5ved38wLaP76dceMmvMqsP/dXKi7dqdl3aEjWDSge367t96+mcIekjQlC0jF16lTIZDKsWLFCXObi4oLc3Fyd7XJzc+Hi4lKt9WV9+OGH+OCDDwCUfhHZ2dkhIiKiXDdnskyCIGD37t2IiIiAjP2Qqu39je8DAMaFj4PNpRigoHQG0t59/wG06lPxAwvvA2eiAQCeLVvCc8QIo7e1LEnGXLUbOLMdADCiOn/zxyMyNG3apHrb65FfnI+Fm5+MXxg+LBzOtvXfdUiS8TY3G9YA+bpnSv949n8A+ybAeWvg6hfw9moO74reiynFwNXyixlzy+X4102sOZ+Ali1bYsSITno/57MT9qOwSA1HBweMGDHQxC0mQ7Pk7/anLt7C6tST4v3OHTtgRF8fE7bIyC6+AzwoPY4M6h0K+A8ut4lR473/BHDrAAAgLCys1kOrlLNxHXAH6BYUgm7tH///+vEAcBsI7tkTaDOs8sfXRMEdIGUanJ0cgQf3AaG4+sdvJ24AN7YCAFq08gZyf9VZ3a59B7TrXcNjwY1rgfulN2t7HKlScTxhYoKQtMTExOC3337D8ePHdcYp7NSpE9LS0nDv3j00blx6hScxMRGdOpXOwNS5c2ecPn0aL730EgAgPz8fFy9eFNeXVbbaEABkMpnFHWxQ5RjzmtkyfAtkMhmcbJ10xo6RyW0qH/BJayBkmczapINDSSrmcu2/e/Vfs0wQah0jqzJj39hY2Zj07y2peJsbPTMtyhyaPl5XOjaSrERV8Xux7CQlmn0w5hbsSVy1Y1xRzPk+sFyW+Dm3LnNuYmstt7jXqEP7GMXGsdLjDqPEW+t4RSaTG+7YVNEBuHoUMnWR1j5Lu83K5AY+BrYqPRaXlahKuwPX5HXYNxVvyvSMFy2TyWre1pIn1X+1jZdFv+ep2ix8BFaqrtjYWKxatQp79+5FkyZNdNZ5enpi4MCBmDVrFoqLi3Hu3Dl88803mDhxIgAgMjIS3377Lc6cOYPi4mLMnj0bPXv2ROvWrfU9FRHVQnvX9mjXrF3pnZpMPFKTCU3IcGo7IYygf2iG6ig7i3HZ+0SisgnCV37UWvf4O6PSWYwfVryOLBrPH8kSlU2MWPwkJVYmrhEy1izGmovi2hexxElKDBxTcZIS9eMxCGvwOpQdS3+7Buif+bg2ba1sYjGiGrDwbz+qriVLliAvLw9BQUFQKpXiz/nz5wEA69evx5UrV+Du7o7BgwdjwYIFGDiwtPtI7969ERMTg2HDhsHNzQ3nz5/H5s2bTflyiCybzoFVFV/j2kkizmprBmo/QHTZWYzL3icSaVUWIzAc8O2vte5x8lAzK6M+mpMvaweDN42IqL5ZySWWINROSmmqx+uTsS5gWj+eHVj7Apemss7gVZBasxhrT1JSHcoOwITdwIvbdP8fazBBSCbEs0WJ+uijj3TuJyYmVrq9h4cH4uPjK1w/adIkTJo0yRBNI6Kq1KiCUOsggxVl9Uf1qHaPq8MMcmUrBpkgpAppVxCWfZ9oThxT//u425Sek6rixxWEdo1YTUhEZq9sPtDGysJLZXWOI/UkqIz+/EauINROEBq9glCF0ou7Ndy/T2jpb30JQtTib1LZRT2iGuDZAxGRudE5sKpB0q+23V6p5vq9Bzi4AEMW1exxdUgQymQynaQgE4RUIe0EYdnKYu2TlYw/9T9ekwC3bWTYdpFZq/23F5FpycskqWwtvYJQu4ux3gSVkekcuxoyQfi4glBVCDy6V5o0M1aCULO/2lQQarPTM4NzrSoIOQMxGQYrCImIzE1NKggrehwZl6s/8M7lmo/7WIcxCAHAWmaNIqGI4w9S5bRPCMt+h2iv2zoemH62/HhVx5aU/n6Ya5z2ERHVI0l3MTZFglCnd4shE4SPL37duQJ8GgAEDtNKEBr4uEgmKz2uLlFXXG1fHfZNyi+rzb7YxZgMxMK//YiILFBtKwhZUVa/ajMpTB0ThJqZjDkTHVVKp4tx2QSh1roHWcC147rr/054cts1wPBtowZJqEZ1M791yFyVqyC0tvDjJZ2LRKaoINT++xp+ZmFcOVo6/EXK/z5JnBnjGFhuo1VBaMgEYR3GIOQFYqojC//2IyKyQLWuIORBQ8NXt056mspBVhBSpSrrYlw2EXQ/S/f+moFPbrceYNh2UYMnq+Rknl2MyVyVTRBKq4LQtuLtjEVWg8n2akLz/+xu+pNlt1IN/zzazyeOQVjLBKG+47XaJBvvXC79LbCrMdWNhX/7ERFZoNomCFlB2IA9PhiswxiEwJMKQo4/SJWy1k4QlnmvNPbQvV9Zsllf5QNJHisJydyU7WJsa23h72KdMQhNMPyMsSYp0TeUzu1Lj5/HGAlCK6CkuG5jENobaAxCIgPhu4+IyNxoHwDVpFKsjsknMiLNAXJduxg/fj9UVuVDVGkXYztnQNGxevthgpCILECZ/KDlHy41pApCQx6vVDbWtrEqCOs6CYpL6/LLarOvp3wet8kEXcbJojBBSERkbrQPrGrUbdjSj3jNWMDQ0t+tB1a+XRU0lYMCY02V0T4hvHqs/PrW/Z/cLimueD82DgZrEhGRqRSqdC/OWfx/UFOPQVifFYTiOiMlCDVq+zpc/fQsrMW+xKSixb97yciYICQiMje1naSEGq5/rgJGrgKemV+n3XDsQaoWa7snt9VF5ddrJxD1rdfgzOiSwVNOsmRuznY6910b2VWwpYWo7VA1hmKsSUq0X4tdma67xqogNMT+p/6ue782+4pYDlg7AGM21L4dRGCCkIjI/NT2wM7i+8yYMYemQNeXAFvHOu2GYw9StVhpnfy2f7b8eu33kbqSCsI6dokn88MJ0skS2ZWZtVhSsxib4kNdHxWELr6664w1BuGTJ6j9ftzbAv94W2tXtWirTygw+wbQNrz27SACE4REROan1lcsmSCUCoHJYKqMdSWzGAO63yslqor3o+wEABCaeBmoYWTO+LVD5srOWvdiq42VhWfCTT1OXX2MQejwVJnnbMAVhADg5Kq1r1r+TYzRjZokh+8iIiJzY+quIdRgaSYn4RiEVCntCsKqEoSVVRA2aw28fhKI/tVwbSMiqmdlKwZtrSz8FNkUMxdrq48KwkYK3XXGGILFEGMQamiP6cveIGRCfPcREZmb2o5BWHjf8G2hBkX2+ACVFYRUKZ0B6vWdKGqd6FQ2BiEAuAWUznxMksfux2SurMpMY9zEwcJngjX1eMXGqiDUTqw19QJsnfWvMxSdrtp13L81E4TUMPDdR0RkbrQThDWZJMDKwgfdJhErCKlSqsInt/V1SXpw88nt3DTg1vnS2wlag5+/vNMoTSPzxesSZAleCG4pXmwjI6mPCkJrO92LVw15DEJAt4KQyISYICQiMje1nqSEEwpYOpkhr8ST5XLW6nql7yJDccGT24mbgJXBwMNcYPebT5a3CDZe+6jBqUnyj8kVMme2lj7+YENgtFmMtROE9qVJQr3PaYTnYxdjshB89xERmRudAxImCKk8VhBSpayqmKQk+LXyy/4+pXu/JtXLZDGY+yOyBCY+RqiXCkJ73f91xvjy0r5ywgQhWQi++4iIzI1OF+MafI0zQWjxxMod5gepMlUlCD27A6Hv6C5jgpCIJKBECv8/82+b9vll9dTFWOd/nRHGXbyh9X+xrkk9JgipgeDRHTV4giCguLiSWRTJrAiCACsrKxQVFZl1NyQbGxvTtb+2J+ZMEFo8djGmatEZWL2Ckyb3trr3rx7Vvc8Z1InIAhWpJHCsZOrx7oz1/0N7v0X5hp1EpEp1PP7SmaSEx3JkOkwQUoMlCAJu3bqF27dNfJWLDM7DwwNXrlwxdTPqrFmzZnBzc6v/RGFtZ58T1IZtBzVYKkFl6iZQQ6Y9YVFFJ2ryMrN4pv2se58nMERkgdRSmG3HqyeQsgPwH2ya5zfWLMra/5eaeBl/DEK/Z4BLBw2zf1YQUgPBBCE1WLdu3cKdO3fg4eEBBwcHs642oycEQcD9+/fh7OxstjEVBAEPHz5EVlYWAMDd3b1+G1DTCsLOLwKnY4FO44zTHmow0u+nm7oJZA6q6mJcdhuiauDYp2QJVGoJVBD2iCpNSDXvaprnN1YFoX2TJ7dt7I1fQchJSsgCMUFIDZIgCLh9+zY8PDzQtGlTUzeHDEgQBFhbW8PW1tZsE4QAYGdXelUyMzOz/qsIa5ogHPkl0H8m8FQr47SHGgzfJr64ctf8q3PJyLRPmipMEPIQkbQx+UfS4OJkV/VG5s7KGuj2sume31jHzLbOT25bO5SZpMQISUmdyVbqmNSztte6Y77nR2T+mJ6mBkkz5qCDg4nHyCCqhOb9We9jZNb0yqvcislBInpC+6TJzln/NmW7GBMBqOzElWOgkjn7/n96IlDpjIl9vE3dFMtnrC7Gtk5Pblvb6w6nYZQKQu3XwQpCsgy8PEwNmjlXmJHlM90kJZwcgIjqQLtSQbtLljZ2MaYaYhdjMmd9/V2x79+hpm6GNBjrOFZ7zEG7RvXcxbiO+9epdmSCkEyHCUIiInNz929Tt4AaKJ6gU7XYNXpyu8IEodaJVfdI4GEuUKIGUv9r1KYREZGFM+YkJW5tgYd3gKd8yiTdjHBR35BjEGo/nvUxZEJMTxMZQEJCApRKJcaNKz8JxJYtW+Dn5wd3d3eMGDECt27dqvZ+8/Pz8c9//hMymQyPHj3SWffzzz8jJCQE7u7uCAwMxI8//qh3H4WFhXj33XfRokULPPXUU5gxYwaKiorE9d7e3vj999+rbEtOTg5kMhlUqvKzo6alpeltY114e3tj37595ZZPmDABGzZsAAD0798fMpkMp06dKvfYtLS0Gj9nYWEhZs2aBV9fX7i5uaFNmzZYs2ZNrdpvVM1am7oF1EAJj2dfZFc/qpR2lYWTq/5ttE98fPsDz28EmncxZquIiEgKjNkTJmofMPV3wNq29EejoU9SooPHcGQ6TBAS1dGePXswfvx4BAUFlVuXnJyM6OhoxMXFITMzE15eXoiKiqrWflUqFbp06YLmzZuXW3f9+nWEh4fj3Xffxc2bN7Fr1y68++67uHz5crlt58yZg6SkJCQkJCA1NRWnT59GixYt4O3tDW9vb2RkZIjbRkdHw9XVVfxxcHDARx99pLO/pk2bIjTUNF0wBEHAgQMHMHjwYHFZv379sHDhQoPsPz09HYWFhTh+/Dhu3bqFbdu24a233kJCQoJB9m8w7HpAVeDwDFRtTm76l2tXENo4lv42VtUHERFJhzH/lzg0BRxdSm9rD6dhjKSkIccg1CZIYCZtarDYxZiojnr06IHk5GQsXLgQqampOuvWrVuHcePGoUOHDgCA+fPnQ6FQ4MaNG3oTf9qsrKxw9OhRFBUV4auvvtJZt3fvXvTo0QOjRo0CAAQEBOD111/H1q1bMXv2bJ1tf/jhB+zevRsKhQIAsGjRIoSHh4sVdn5+fuK2EyZMQJ8+fcT73333Xbl2PXjwoNJ2G1NiYiIUCgU8PDzEZW+88QaioqJw9uxZtG/fvk779/f3x2effSbe79y5M/z8/JCamoru3bvXad8GxQQhVYEVhFSl6N+A+zd0qwm1aXfN0txm4lmyBI5eQESGUl/HscaepERmwFmMtanrefJDIi08yySqI4VCARsb/bM9JiQkIDg4WLzfrFkz+Pr6IjExscr9ymSyCpOIjx49gpWV7pWwgoICJCUl6d1PScmTK1FqtRoFBQWIi4tDXFwc8vPzxXVr167Fxx9/jB07dmDHjh1wdnZGYGBglW0ta8WKFejYsSNu3rwJADh+/Dj69esHpVIJb29vLF++HADw6aefomPHjvDw8EBAQAD27t1b6X7j4+MRFhams8zV1RWvvfYaYmJi9D6mf//++OKLL9CrVy80a9YMw4cPx4MHDzBjxgwolUoEBATg8OHD5R6nUqmwY8cOZGZm4umnn67x38ComCCkCmjGIGSCkKqkaAf4Dap4vXbXKZVm+Ai+r6Sushwxk4hE1KCYaxfjEiYIyXRYQUhmpduCg3hYpDb68zjYWuHUB8/UeT/Z2dlwc9PtvuXm5obs7Ow67XfQoEGYOXMm9u/fj2eeeQZJSUnYuHEjvLy8ym378ssvY/bs2diwYQMEQcDs2bPRqlUrMUmXm5urs/24cePKdSsGII5b2KhRI3Tr1g3Hjh3T27ZPP/0UsbGxOHz4MFxdXZGSkoKwsDB89913GDVqFAoLCxEbGwsAyMrKwp49e9CyZUscOHAAU6dOxbBhwyp83fHx8ViwYEG55W+//Tb8/f1x6dIlnYpIjWXLlmHXrl1o164dRo4ciYEDByIqKgqZmZlYvnw5pk2bhpSUFHH7P/74A3379oW9vT22bdsGpVJZYZuIGhLNGITM41CdaXcxdm/7eBlnNqaqsdCUiCpVX98R2l2MG/osxtpYQUgmxDIUIiMSBAFyue7HTC6XixV9SqWy3M/WrVur3G/79u0RGxuL999/H56enpg/fz4mTpxYLhkJAB9//DF69eqFfv36ISQkBCEhIUhOTsaRI0dw5MgRdOzYEba2T076du3ahVdffRWRkZEYM2YM+vbtCw8PDxw6dAgAkJeXV2FycNGiRdi8eTMOHToEV9fSge+/+uorjB07FmPGjIGVlRUcHBwwevRoAKXJxIKCAmzfvh0nTpzA1atXK3zNeXl5OHv2rE4XaA0PDw+88sorWLRokd7Hvv322+jQoQPkcjmGDh0KAJgyZQpkMhnCwsJw/vz5J4kVAMHBwcjPz8fmzZvx4osvlpsExeQE4yfJiUjitJOBDk+V/la0M01byKywkpCIGgQrY1cQGmkMQvYUIhNiBSGZFUNU9dUnFxeXchV6ubm5cHEpHTw3Kyur1vt+9tln8eyzz4r3Z82aBR8fn3Lb2djYYMGCBXor7wDg5MmT4u3Jkyfj8uXLkMlkcHBwgLOzMxQKBQICApCXl1dlm44cOYKcnBydWZLT0tIwaFD5bmw5OTkIDw+Hi4sLQkND4ePjo9MVuqwDBw4gNDRUJ5mp7b333kO7du0wd+7ccuvatm0r3nZ0dNS57+DgAJVKhcLCQtjbP7nSaGNjg+HDhyMiIgI//PADunXrVvmLr0+V/J1I2jRdjFUl5WcbJ6oR7coIW+fS396hwNNzgdYDTNMmIiKi6tIeY9cYE6MYuoJwxJfAuTggcHjd90VUS0wQEhlR586dcfr0abz00ksAgPz8fFy8eBGdOnUy6PMUFRVhw4YNiIuL07v++vXr6Nq1q951ubm5+OWXXxASEoKgoCAEBQUhJSUFy5cvx6lTp3Dnzh00b94cffv2xerVq8uNfaht//79WLhwIUaNGoXDhw/D1tYWXl5euHDhQrltP//8c7Rs2RLbt28HgCq7XcfHx2PIkCEVrm/VqhXGjh2LxYsXl1tXdkbXimZ4VavV5V6fjY1Npa/ZJPKumboF1EBl5df+ogORDhuHJ7c1lfByOfCPGaZpD5kNdjEmokqV1FNPGJ0EoRG+mB7dNez+u71c+kNkQqxfJTKiyMhIfPvttzhz5gyKi4sxe/Zs9OzZE61bt67TfktKSpCQkAAAuHv3LiZOnIh+/frpTIiizcvLCzk5OXp/ylYdpqenIzQ0FO3bt0d8fDwuXLiAjRs3IisrC19//XWFyTWNefPmwcnJCdHR0QCAiRMnYtOmTYiLi0NJSQkKCwvx/fff4+HDh7h79y6Kiopw//59TJs2rcJ9CoKAffv2lZugpKxZs2Zh06ZNtZ5pefXq1Zg3b55YLfnrr79i27ZtYpfoBsOjs6lbQA2UbxNfUzeBLIWNAzAxHph6wtQtoQaAvYaJyGDqa4w9KyMnCG0ctfbPtApZBr6TiYyod+/eiImJwbBhw+Dm5obz589j8+bNdd6vWq3GpEmT4Obmhg4dOsDT0xPr16+vcPu0tDTIZDK9Yx4+ePBAp9vuH3/8AR8fH0yfPh0KhQK2trbw8/PD0qVLkZiYiJycnErbJpfLERsbi4MHD2LFihXo2bMnduzYgcWLF8PDwwP+/v7IysrC9OnTUVhYCA8PDwQFBSEiIqLCfSYlJcHZ2Rm+vpUnP/z9/TF8+HDcvn270u0q8sILLyA7OxtdunSBUqlEdHQ01q9fX2Hi1WSCXgWGLgamNbCxEcnkqkrgE9VIq96Ae81nsifLxW8YIqoztzalv12MfFFTe5ISY3B8SusOvx3JMrCLMZGB6Jv5FwAmTZqESZMm1Xq/3t7eOhNoAKXdXjUVhDXx6NEjvct/+ukncYy9Xr164fr161i1ahXGjBmDpk2bIiMjAzExMQgODhYnH6msja6urkhPTxfvh4WFidV/giDg7t27aNKkCY4ePaqzn/Hjx4u309LSxNsVdS8+cuRIuWWxsbHiLMn6tomMjERkZKTettvb22PlypVYuXJluf02KHIroOdkU7eCGiAX+9LxTb0be5u2IURERET6OLkC71wG7Bob93ms9Y9bbjDa4xqygpAsBBOERBKgL8lYEU9PTxw7dgxLly7FunXrkJeXB4VCgcGDB2PJkiVGbql+8fHxmDlzpkmem8iczOk5B/N+m4cZPThOHBERETVQTuULDgxOu4uxMWjPYsweHGQhmCAkonICAwOxZs0aUzdDFBYWhgEDOGsmUVVaNm6JdUPWmboZRCRBHKeQiBoUa2MnCLVnMWaCkCwDa2ElKCEhAUqlEuPGjdNZvmXLFvj5+cHd3R0jRozArVu3xHV37tzBc889B3d3d/j6+mLDhg3VfixRXc2ZMweOjo5Vb0hEREQGV81OCEREDYexE4TaXYw5BiFZCCYIJWbPnj0YP348goKCdJYnJycjOjoacXFxyMzMhJeXF6KiosT1kydPhouLCzIzM7F3717MmDEDJ0+erNZjiYiIiMj8VVYkw9NjImpQ6rWLMdMqZBnYxVhievTogeTkZCxcuBCpqani8nXr1mHcuHHo0KEDAGD+/PlQKBS4ceMGbG1tsXPnTmRkZMDKygqBgYF4+eWXsXbtWgQFBVX62ObNm5vkdRIRERFR/WGRIRE1KFY2xt0/xyAkC8RUt8QoFArY2JT/skxISEBwcLB4v1mzZvD19UViYiKSkpLg6ekJpVIprg8ODsapU6eqfCwRERERSQfPk4moQTB2gpCzGJMFYgUhAQCys7Ph5uams8zNzQ3Z2dmws7OrcF1Vj9WnpKREnFFXrVYDAARB0JllV3O77HKyLOYeW75Pq0f770SWj/GWHsbc8gma+kBB93+e3pgLfC9YIn7OpcUi4i2Ti0MfGOV1aO8fMrMfrNWsY00GwwQhASj9QpDLda98yOVyMZlX0bqqHqvP/PnzMW/ePJ1lu3fvhpXVk6swVlZW8PDwwP3792FtzbepJbp7966pm1BnKpUKBQUFOHjwoJjsport3r3b1E2gesR4Sw9jbrkSb8sAWOFqWhp27boiLteOeYnaCoAMBQUF2LVrV/03kuoFP+fSYs7xdijKweDHt43xndTizhl0f3z7ZnY2Tpj59x7PZQhggpAec3FxQW5urs6y3NxcuLi4wN7evsJ1VT1Wnw8//BAffPABgNIvIjs7O0REROgkAouKinDlyhU4OzvD1ta2zq+PGpa7d++iSZMmpm5GnRUVFcHR0RHPPPMM36eVEAQBu3fvRkREBGTse2bxGG/pYcwtnzw5E+svJMLH2xsjRnTQG/N3Tu4DVCVwdHTEiBEDTNxiMjR+zqXFUuIttHgEuAZghN8gw+/8TCFw7WsAgEKpxIgRIwz/HPVIpVKZugnUALCzPAEAOnfujNOnT4v38/PzcfHiRXTq1AmdOnVCWloa7t27J65PTExEp06dqnysPnK5HFZWVuIPAMhksnI/FS1viD+nTp2Ch4cHXnjhhXLrtm7dCn9/fygUCowcORI5OTnV2ueNGzcwYcIEKJVKNG/eHOHh4bh+/bq4Pj09HYMGDYJCoUDbtm2xf/9+vfspKirCe++9By8vL7i4uOCtt95CcXGxuN7HxwcnTpyosj23b9+GXC6HWq0ut+7atWuQy+UoLCyscj/aKtvOx8dH72uKjIzExo0bIZPJMGDAAMjlciQmJpZ77LVr12ocx6KiIsyePRutW7eGu7s7AgMDsXbt2ipfj6nff+bww7+TtH4Yb+n9MOaW/lP+/7a++6UL+V6w1B9+zqX1YxHx7vU6ZP7PGGffWpOUyGRWpn+tBoo5SRsThAQAiIyMxLfffoszZ86guLgYs2fPRs+ePdG6dWt4enpi4MCBmDVrFoqLi3Hu3Dl88803mDhxYpWPlYI9e/Zg/PjxCAoKKrcuOTkZ0dHRiIuLQ2ZmJry8vBAVFVWt/S5evBihoaFIT09HRkYGlEol/v3vf4vrx4wZg379+iE7Oxtr1qzB2LFjkZGRUW4/c+bMQVJSEhISEpCamorTp0+jRYsW8Pb2hre3t85joqOj4erqKv44ODjgo48+0tlf06ZNERoaWr0/joEJgoADBw5g8ODB4rJ+/fph4cKFBtl/eno6CgsLcfz4cdy6dQvbtm3DW2+9hYSEBIPsn4iIyGJx+CoikhK5dmdMJtfIMrCLMQEAevfujZiYGAwbNgz3799HSEgINm/eLK5fv349oqKi4O7uDicnJyxYsAADBw6s1mMtXY8ePZCcnIyFCxciNTVVZ926deswbtw4dOjQAUDp+IsKhQI3btxA8+bNK93v0qVLdbpdP/fcc5g2bRqA0grO8+fP4/jx4wCAf/zjHxgwYAA2bdqEWbNm6eznhx9+wO7du6FQKAAAixYtQnh4ONLS0gAAfn5+4rYTJkxAnz59xPvfffdduXY9ePCg0nYbU2JiIhQKBTw8PMRlb7zxBqKionD27Fm0b9++Tvv39/fHZ599Jt7v3Lkz/Pz8kJqaiu7du1fySCIiIiIikgydWYyZICTLwApCifroo4+wZcsWnWWTJk3C9evXkZeXh3379sHT01Nc5+Hhgfj4eOTm5iIjIwNTpkyp9mMtnUKhgI2Njd51CQkJCA4OFu83a9YMvr6+SExMrHK/ZSdnOXHiBAIDA8X9dunSRWfcu+DgYJw6darcfmQymc6EMWq1GgUFBYiLi0NcXBzy8/PFdWvXrsXHH3+MHTt2YMeOHXB2dhafsyZWrFiBjh074ubNmwCA48ePo1+/flAqlfD29sby5csBAJ9++ik6duwIDw8PBAQEYO/evZXuNz4+HmFhYTrLXF1d8dprryEmJkbvY/r3748vvvgCvXr1QrNmzTB8+HA8ePAAM2bMgFKpREBAAA4fPlzucSqVCjt27EBmZiaefvrpGv8NiIiIJIXnx0QkJXImCMnysIKQzMtiX6D4ofGfx8YBePdK1dtVITs7G25ubjrL3NzckJ2dXaP9pKamYtmyZTh48GCN9/vyyy9j9uzZ2LBhAwRBwOzZs9GqVSsxSVd2gplx48aV61YMlE7IAQCNGjVCt27dcOzYMb1t/fTTTxEbG4vDhw/D1dUVKSkpCAsLw3fffYdRo0ahsLAQsbGxAICsrCzs2bMHLVu2xIEDBzB16lQMGzaswr9DfHw8FixYUG7522+/DX9/f1y6dEmnIlJj2bJl2LVrF9q1a4eRI0di4MCBiIqKQmZmJpYvX45p06YhJSVF3P6PP/5A3759YW9vj23btkGpVFbYJiIiIgK7GBORtOhUELLuiiwD38lERiQIAuRy3Y+ZXC4XK/qUSmW5n61bt+ps/+DBA4wePRrvv/8+evbsWa39avv444/Rq1cv9OvXDyEhIQgJCUFycjKOHDmCI0eOoGPHjjqViLt27cKrr76KyMhIjBkzBn379oWHhwcOHToEAMjLy6swObho0SJs3rwZhw4dgqurKwDgq6++wtixYzFmzBhYWVnBwcEBo0ePBlCaTCwoKMD27dtx4sQJXL16tcK/ZV5eHs6ePavTBVrDw8MDr7zyChYtWqT3sW+//TY6dOgAuVyOoUOHAgCmTJkCmUyGsLAwnD9/HoLw5MwmODgY+fn52Lx5M1588UW9lZlERERSIdQg+SdjKSERSYG66MltJgjJQrCCkMyLAar66pOLi0u5Cr3c3Fy4uLgAKK2gq4xKpcKYMWPQvXt3vPvuu9XerzYbGxssWLBAb+UdAJw8eVK8PXnyZFy+fBkymQwODg5wdnaGQqFAQEAA8vLyKm0rABw5cgQ5OTlitSEApKWlYdCgQeW2zcnJQXh4OFxcXBAaGgofHx+9CU6NAwcOIDQ0VCeZqe29995Du3btMHfu3HLr2rZtK952dHTUue/g4ACVSoXCwkLY29uLy21sbDB8+HBERETghx9+QLdu3Sp/8URERBauOr3oBJYSEpEUOGn35uKFEbIMTBASGVHnzp1x+vRpvPTSSwCA/Px8XLx4EZ06darW46dOnYqioiKsXbu23H7nzZsHQRDEKekTExMr3O/169fRtWtXvetyc3Pxyy+/ICQkBEFBQQgKCkJKSgqWL1+OU6dO4c6dO2jevDn69u2L1atXw8rKSu9+AGD//v1YuHAhRo0ahcOHD8PW1hZeXl64cOFCuW0///xztGzZEtu3bweAKrtdx8fHY8iQIRWub9WqFcaOHYvFixeXWycrc0ZT9r6GWq0u9/psbGwqfc1ERERERCQx1nZPbrOCkCwE38lERhQZGYlvv/0WZ86cQXFxMWbPno2ePXuidevWVT42JiYGv/76K/7zn/+UmwQlJCQETz31FBYvXoySkhIcO3YMu3fvxvjx4/Xuy8vLCzk5OXp/fHx8dLZNT09HaGgo2rdvj/j4eFy4cAEbN25EVlYWvv766wqTaxrz5s2Dk5MToqOjAQATJ07Epk2bEBcXh5KSEhQWFuL777/Hw4cPcffuXRQVFeH+/fviDM36CIKAffv2lZugpKxZs2Zh06ZNtZ5pefXq1Zg3b55YLfnrr79i27ZtYpdoIiIiqhy7GBORJOgkCPm9R5aBCUIiI+rduzdiYmIwbNgwuLm54fz589i8eXO1HrtkyRJcv34dbdq00RmjsKCgAHK5HDt37sSuXbvg4uKCqKgobNiwAW3atNG7r7S0NMhkMr1jHj548ECn2+4ff/wBHx8fTJ8+HQqFAra2tvDz88PSpUuRmJiInJycStstl8sRGxuLgwcPYsWKFejZsyd27NiBxYsXw8PDA/7+/sjKysL06dNRWFgIDw8PBAUFISIiosJ9JiUlwdnZGb6+vpU+t7+/P4YPH47bt29Xul1FXnjhBWRnZ6NLly5QKpWIjo7G+vXrdWaiJiIiIiIiiWMFIVkgdjEmMhB9M/8CwKRJkzBp0qQa76/sGINlBQYG4pdffqnRPh89eqR3+U8//SSOsderVy9cv34dq1atwpgxY9C0aVNkZGQgJiYGwcHB4uQj2ry9vXUm+XB1dUV6erp4PywsTKz+EwQBd+/eRZMmTXD06FGd/WhXQKalpYm3K+pefOTIkXLLYmNjxVmS9W0TGRmJyMhIvW23t7fHypUrsXLlynL7JSIioopx7EEikhRre607rCAky8AEIZEElE3gVcbT0xPHjh3D0qVLsW7dOuTl5UGhUGDw4MFYsmSJkVuqX3x8PGbOnGmS5yYiIpI6pv6IiMrQThDmnDddO4gMiAlCIionMDAQa9asMXUzRGFhYRgwYICpm0FERCRpldXIlI49yFQiEUmEdhdjtcp07SAyICYIiajBmzNnjqmbQERERJVgF2MikhRbpye3VQ9N1w4iA+JomkREREREZBCczJOIJMPq8USPJawgJMvABCERERERERlENYc8JiIyf3Kb0t/sYkwWgglCIiIiIiIiIqKakD8esY0VhGQhmCAkIiIiIqIKCTUoC2QXYyKSDCsmCMmyMEFIRERERERVkjH7R0T0hLJj6W9+N5KFYIKQiIiIiIiIiKgm+s4AHF2BUd+YuiVEBmFt6gYQEREREREREZkV337AO5dYQUgWgxWERAaQkJAApVKJcePGlVu3ZcsW+Pn5wd3dHSNGjMCtW7eqtc+///4br7zyChQKBTw8PDB8+HCkp6frbLNv3z44Oztj5syZFe6nsLAQ7777Llq0aIGnnnoKM2bMQFFRkbje29sbv//+e5XtycnJgUwmg0pVfoyNtLQ0yGQyPHr0qFqvrTq8vb2xb9++cssnTJiADRs2AAD69+8PmUyGU6dOlXtsWlpajZ+zsLAQs2bNgq+vL9zc3NCmTRusWbOmVu0nIiIiIiILx+QgWRAmCInqaM+ePRg/fjyCgoLKrUtOTkZ0dDTi4uKQmZkJLy8vREVFVWu/ixcvRmhoKNLT05GRkQGlUol///vf4vrVq1fj/fffR9euXSvdz5w5c5CUlISEhASkpqbi9OnTaNGiBby9veHt7Y2MjAxx2+joaLi6uoo/Dg4O+Oijj3T217RpU4SGhlbrNRiaIAg4cOAABg8eLC7r168fFi5caJD9p6eno7CwEMePH8etW7ewbds2vPXWW0hISDDI/omIiCxVDeYxISIiogaIXYyJ6qhHjx5ITk7GwoULkZqaqrNu3bp1GDduHDp06AAAmD9/PhQKBW7cuIHmzZtXut+lS5fC2vrJR/S5557DtGnTxPsjRozA5MmTMXHixEr388MPP2D37t1QKBQAgEWLFiE8PFyssPPz8xO3nTBhAvr06SPe/+6778rt78GDB5U+nzElJiaKFZUab7zxBqKionD27Fm0b9++Tvv39/fHZ599Jt7v3Lkz/Pz8kJqaiu7du9dp30RERFLAWhoiIiLzxApCojpSKBSwsbHRuy4hIQHBwcHi/WbNmsHX1xeJiYlV7lc7OQgAJ06cQGBgoHi/efPm1ZpNUCaToaSkRLyvVqtRUFCAuLg4xMXFIT8/X1y3du1afPzxx9ixYwd27NgBZ2dnneesrhUrVqBjx464efMmAOD48ePo168flEolvL29sXz5cgDAp59+io4dO8LDwwMBAQHYu3dvpfuNj49HWFiYzjJXV1e89tpriImJ0fuY/v3744svvkCvXr3QrFkzDB8+HA8ePMCMGTOgVCoREBCAw4cPl3ucSqXCjh07kJmZiaeffrrGfwMiIiIpYiEhERGReWIFIZmV0C2heKQ23Dh3FbG3ssexccfqvJ/s7Gy4ubnpLHNzc0N2dnaN9pOamoply5bh4MGDNW7Dyy+/jNmzZ2PDhg0QBAGzZ89Gq1atxCRdbm6uzvbjxo0r160YgDhuYaNGjdCtWzccO6b/7/Ppp58iNjYWhw8fhqurK1JSUhAWFobvvvsOo0aNQmFhIWJjYwEAWVlZ2LNnD1q2bIkDBw5g6tSpGDZsWIWvJT4+HgsWLCi3/O2334a/vz8uXbqkUxGpsWzZMuzatQvt2rXDyJEjMXDgQERFRSEzMxPLly/HtGnTkJKSIm7/xx9/oG/fvrC3t8e2bdugVCorbBMRERERERGRuWMFIZERCYIAuVz3YyaXy8WKPqVSWe5n69atOts/ePAAo0ePxvvvv4+ePXvWuA0ff/wxevXqhX79+iEkJAQhISFITk7GkSNHcOTIEXTs2BG2trbi9rt27cKrr76KyMhIjBkzBn379oWHhwcOHToEAMjLy6swObho0SJs3rwZhw4dgqurKwDgq6++wtixYzFmzBhYWVnBwcEBo0ePBlCaTCwoKMD27dtx4sQJXL16tcLXkZeXh7Nnz+p0gdbw8PDAK6+8gkWLFul97Ntvv40OHTpALpdj6NChAIApU6ZAJpMhLCwM58+fh6A1eFJwcDDy8/OxefNmvPjii+UmQSEiIiL92MWYiIjIPLGCkMyKIar66pOLi0u5Cr3c3Fy4uLgAKK2gq4xKpcKYMWPQvXt3vPvuu7Vqg42NDRYsWKC38g4ATp48Kd6ePHkyLl++DJlMBgcHBzg7O0OhUCAgIAB5eXlVPteRI0eQk5OjM0tyWloaBg0aVG7bnJwchIeHw8XFBaGhofDx8dHpCl3WgQMHEBoaqpPM1Pbee++hXbt2mDt3brl1bdu2FW87Ojrq3HdwcIBKpUJhYSHs7e3F5TY2Nhg+fDgiIiLwww8/oFu3bpW/eCIiIiIiIiIzxQQhkRF17twZp0+fxksvvQQAyM/Px8WLF9GpU6dqPX7q1KkoKirC2rVr69SO69evVzjbcW5uLn755ReEhIQgKCgIQUFBSElJwfLly3Hq1CncuXMHzZs3R9++fbF69WpYWVlV+Dz79+/HwoULMWrUKBw+fBi2trbw8vLChQsXym37+eefo2XLlti+fTsAVNntOj4+HkOGDKlwfatWrTB27FgsXry43LqyYzVWNHajWq0u9/psbGwqfc1ERESWjjMUExERWT52MSYyosjISHz77bc4c+YMiouLMXv2bPTs2ROtW7eu8rExMTH49ddf8Z///KfCSVCqy8vLCzk5OXp/fHx8dLZNT09HaGgo2rdvj/j4eFy4cAEbN25EVlYWvv766yonRpk3bx6cnJwQHR0NAJg4cSI2bdqEuLg4lJSUoLCwEN9//z0ePnyIu3fvoqioCPfv39eZobksQRCwb9++chOUlDVr1ixs2rSp1jMtr169GvPmzROrJX/99Vds27ZN7BJNREQkZdWYG42IiIjMFBOEREbUu3dvxMTEYNiwYXBzc8P58+exefPmaj12yZIluH79Otq0aaMzRmFBQUGN25GWlgaZTKZ3zMMHDx7odNv9448/4OPjg+nTp0OhUMDW1hZ+fn5YunQpEhMTkZOTU+lzyeVyxMbG4uDBg1ixYgV69uyJHTt2YPHixfDw8IC/vz+ysrIwffp0FBYWwsPDA0FBQYiIiKhwn0lJSXB2doavr2+lz+3v74/hw4fj9u3bNfsDPfbCCy8gOzsbXbp0gVKpRHR0NNavX68zEzURERERERGRpWEXYyID0TfzLwBMmjQJkyZNqvH+yo5dWJH169dXe5+PHumfAfqnn34Sx9jr1asXrl+/jlWrVmHMmDFo2rQpMjIyEBMTg+DgYHHyEW3e3t46k3y4uroiPT1dvB8WFiZW/wmCgLt376JJkyY4evSozn7Gjx8v3k5LSxNvV9S9+MiRI+WWxcbGirMk69smMjISkZGRettub2+PlStXYuXKleX2S0RERBVjL2QiIiLzxgQhkQSUTeBVxtPTE8eOHcPSpUuxbt065OXlQaFQYPDgwViyZImRW6pffHw8Zs6caZLnJiIiIiIiIrJ0TBASUTmBgYFYs2aNqZshCgsLw4ABA0zdDCIiIqoAhyckIiIyb0wQElGDN2fOHFM3gYiISLKEanQgZhdjIiIi88ZJSoiIiIiIqEqyatQJyjjVMRERkVligpCIiIiIiIiIiEjCmCCkBq2kpMTUTSCqkOb9yWoJIiIiIiIiMmccg5AaJBsbG1hbW+PGjRtwd3eHjY0NkzAWQhAEqFQqFBUVmW1MBUFAcXExsrOzYW1tDWtrfpUSERERERGR+eJZLTVIMpkMPj4+yMrKwvXr103dHDKwgoICODo6mroZdebs7AylUmm2iU4iIiIiIiIigAlCasCsra3RokULlJSUQKVSmbo5ZCCCIODgwYN45plnzDqxZm1tDbmcozQQEZHlE6oxRbFQnY2IiIiowWKCkESHDx/GnDlzcPXqVdjb22PEiBH45JNP4ODggC1btuD999/HvXv3EBISgnXr1sHNzQ0AcOfOHbz22mv4+eef0ahRI8ydOxcTJkwwWLvkcjlsbW0Ntj8yLUEQoFarYWtra9YJQiIiIqnhv20iIiLLxfIXAgDk5ORgxIgRmDp1KjIzM3HixAn89ttvmD9/PpKTkxEdHY24uDhkZmbCy8sLUVFR4mMnT54MFxcXZGZmYu/evZgxYwZOnjxpwldDRERERPWJF/2IiIjMGysICQCQmpoKGxsbjB8/HgDg7u6OF198EXv27EFBQQHGjRuHDh06AADmz58PhUKBGzduwNbWFjt37kRGRgasrKwQGBiIl19+GWvXrkVQUJApXxIRERER1RN2MSYiIjJvrCAkAEDXrl3RtGlTrF69GiqVCmlpadiwYQNGjRqFhIQEBAcHi9s2a9YMvr6+SExMRFJSEjw9PaFUKsX1wcHBOHXqlCleBhERERGZEOsIiYiIzBMrCAkA4OTkhIMHD2Lw4MH417/+haKiInz00UeIjo7GsmXLxPEGNdzc3JCdnQ07O7sK11WkpKREvMqsmXyEk5BIh2YMQpVKxe5IEsGYSwvjLT2MueVTqdQQStQoUamgUqn0xlwoUUMQALVaxeM6C8TPubQw3tKj+d5mNbi0MUFIAIB79+4hLCwMb775JqKjo5GWlobRo0fDw8MDgiCUm61VLpeLib6K1lVk/vz5mDdvns4yBwcHw70YIiIiIjK4jx7/VCYdgM1MozeFiIiMQKVSwdqaaSKpYuQJALBjxw64ubnhX//6FwAgICAA/+///T9MmTIFSqUSubm5Otvn5ubCxcUF9vb2Fa6ryIcffogPPvgAAFBcXAwHBwc8evSIX0QSoVarYWdnh8LCQlhZWZm6OVQPGHNpYbylhzGXHsZcehhzaWG8pUelUsHe3p7xljhmZAgAcPfuXTg6Ouosc3JyQl5eHoYMGYLTp0/jpZdeAgDk5+fj4sWL6NSpE+zt7ZGWloZ79+6hcePGAIDExER06tSpwucqW3EIANbW1vwykhgrKyvGXGIYc2lhvKWHMZcexlx6GHNpYbylR9+5OkkHo08AgEGDBuH48ePYtm0bACA7Oxvvv/8+hg4disjISHz77bc4c+YMiouLMXv2bPTs2ROtW7eGp6cnBg4ciFmzZqG4uBjnzp3DN998g4kTJ5r4FRERERERERERUXUwQUgAgI4dO2L79u1YvHgxFAoFunfvjsDAQHz11Vfo3bs3YmJiMGzYMLi5ueH8+fPYvHmz+Nj169fjypUrcHd3x+DBg7FgwQIMHDiwWs8rk8kwd+5cDn4rIYy59DDm0sJ4Sw9jLj2MufQw5tLCeEsPY04AIBM4TQ0REREREREREZFksYKQiIiIiIiIiIhIwpggJCIiIiIiIiIikjAmCImIiIiIiIiIiCSMCUIyaxxCk8gyqVQqUzeBTITf69LDmEtDcXGxqZtARERGwv/lloEJQjI7d+/exd27d6FSqTjLkgTcvHkTJ06cQFpaGoqKikzdHKoHKSkpiIyMRGZmJg82JCIvLw85OTkoLCzk97pE5OTk4K+//sK9e/cYcwlISkpCREQE7t27Z+qmUD25efMmfv31V5w9exa5ubmmbg7VA7VabeomUD3jebnlYYKQzEpKSgr+8Y9/YMyYMWjXrh2+/fZbXLlyxdTNIiM5c+YM+vbti1mzZqFPnz74/vvvAfAKlSU7e/YswsLC4OPjgyZNmogHG4y55Tpz5gz69OmD1157DU8//TTWr1+PixcvmrpZZEQpKSno27cvJk+ejDZt2uDAgQMA+Dm3VCkpKRg1ahQGDx6Mxo0bm7o5VA9SUlLQv39/zJkzB+Hh4VixYgUePXpk6maREZ0/fx4LFy7EpUuXTN0Uqic8L7dMTBCS2bh58yZGjhyJKVOmYPv27YiKisLOnTuxaNEinDp1ytTNIwO7dOkShg8fjunTp+Onn37CtGnT8Mknn7DCyIIVFxdjxYoVePvtt7FgwQI4OjriwYMHKCgoYMwtVEZGBiIiIvD6669j586deO+993DixAksXrwYqamppm4eGcGVK1cwdOhQTJs2DceOHcOLL76IiRMnIjc3l59zC3TmzBn885//xNtvv40ZM2aYujlUD65du4bw8HD861//wuHDh/Hhhx9i06ZNuH//vqmbRkYUExODpUuXYuvWrUwSSQDPyy0XE4RkNh4+fIj27dtj6tSpaNKkCWbOnIk33ngDJSUlWLJkCU6fPm3qJpKBlJSUYPv27RgzZgymTp0KAJg6dSratm2Lc+fOISUlBbdu3TJxK8nQbGxskJ+fj5CQEBQXF2PAgAF47rnn0LZtWyxZsgRnz541dRPJwC5fvoxevXqJn/OIiAh4e3tj//79WLduHU8yLNDRo0fx/PPP4/XXXwcALF26FL6+vjh48CAAVhFakkePHmHYsGHiZ1wT2+TkZOzbtw/Hjx/H33//beJWkqH9+uuv6Nu3L6ZMmQIAmDhxIjp16oS///4b586dw40bN0zcQjIGe3t7DB06FHv37sX69ev5/9vC8bzccjFBSGZBEAQ8evQIR44cwc8//ywuHzJkCCZMmAA7Ozts2LCBSSMLIZfL0a1bN7Rv315c9vHHH2Pv3r1455138Pzzz2PWrFmsMLIgKpUKBQUFUKlUyMvLw5w5c9CyZUusX78e//73v3Hq1Cl8+eWXuH79uqmbSgaUn5+Pw4cP48KFC+Kynj17YuTIkVCr1fjjjz8AMGlkSRo1agSlUgkA4riyjRs3FruVs4rQctjb2+PLL7/EwYMHceDAAchkMixZsgRRUVGYO3cupk6dijlz5uh8/sn8yeVy/PLLL0hOTgYAzJs3D/Hx8Zg5cyYmTJiASZMm4bfffjNxK8lQ1Go1bt26BV9fX2zZsgUffPABDh06hA0bNjBJaKF4Xm7ZrE3dAKLKqFQqWFtbo6SkBIGBgXjttdewYsUKKJVK+Pv7AwBCQ0Nx584dLFmyBNevX4ebm5uJW021pYm3IAgYMmQISkpKAJQmERwdHXHq1Cl07NgR//d//4evv/4aCQkJCAwMNHGrqS40MZfL5XB0dMTzzz+PnTt3ori4GF9++SWcnZ0xffp0xMfHY+nSpbh27Rq8vLxM3WyqA+3PeWhoKPr3749vv/0WQ4cOhYeHB9544w3ExMQgMzMTH3zwAUaOHAkHBwdTN5vqSK1Ww8rKCv379xf/T8vlpdepe/XqhQcPHuhs/+jRI9jb29d7O8kwNJMVjBw5EoWFhZg5cyZ++OEHnDx5Elu2bEHbtm3x+++/Y8WKFTh//jwCAgJM3GKqK81nvEuXLujfvz+GDh2KPn364Mcff0RycjLatGmDpKQkrFq1Ctu2bUOPHj1gbW3NiwJm6uHDh3BwcEBJSQnc3NzEngBhYWF4+PAhli5dCgCYMGECfH19TdlUMhCel0uDTOBleWqgzp07h88++ww2NjbiSePNmzcxd+5c+Pj4IDo6Gt7e3uL24eHhaN26NVasWGG6RlOtaeJtbW0NT09PTJ48Ge7u7igpKYFcLhcPPAVBgEwmw+TJk5GXl4etW7eauulUS9qfcaVSiSlTpqBRo0aYOXMmtm/fjri4OISEhIjbP/vss2jevDlWrlxpwlZTXWh/zlu0aIE333wTf/75J9atW4fDhw8jICAAQ4YMwaxZswAAvXv3xjfffIMOHTqYuOVUW1evXkVBQQHat28vfn+XtXTpUhw6dAh79+4FAPzwww8oKChAVFQUrKys6rvJVAfa8Var1ZDL5ZDJZPjqq6/wySef4ODBgzrJwLFjx6JJkyb45ptvTNhqqgvtmGtkZWUhPT0dGRkZOHbsGJYvXy4mFz766CP8/PPPOHTokAlbTXVx7tw5zJw5E40aNYJCocAHH3wAFxcX8ZgdAHbu3ImlS5fi6aefZpLQAvC8XDrYxZgapMuXLyM0NBT+/v5wcXHBmTNn0KlTJ8hkMrzwwgu4cOECPv/8c5w/f158TEBAAFq0aGHCVlNtace7WbNmSElJQadOnZCYmCgeaGh+a65ptGrVCn5+fiZrM9VN2c/42bNn0bVrV1y7dg0vvPACOnTogB07duh0KW7Tpo14hZLMT9nPeVJSEtq3bw+FQoGNGzfi+PHj2Lhxo5gcLCwshJOTExwdHU3ccqqtvLw8hIaGolevXvjzzz8hk8nEynBtLi4uYsXZmjVrMG3aNPTp04fJQTNTNt6ai3oAMGnSJPz5558ICAiASqUS4+3v748uXbqYsNVUF2VjDpQepymVSgQHB+Phw4dISEjAnTt3YG1d2nHN0dERnp6e4hADZF7++usvDBw4EP3790e3bt2QkZGBuXPnQqVSQS6Xi5/5Z599Fm+99RaOHj2KVatWIS0tzbQNp1rjebm0sIsxNUjx8fEYOXIk3nvvPQClBxuvv/46evfujf3792PKlCnYtGkTJk6ciJEjR+Lhw4fYuHEjjh49auKWU23oi/ebb76J0NBQ/Pe//0W/fv3EqpOHDx9i69atWL16NeLj403ZbKqDij7jffr0wf79+zFjxgzExcVh7ty56N27N/Ly8rBhwwb89NNPJm451VZFMe/Vqxd27dqF/v376ySPtmzZgpycHDRu3NhUTaY6atq0Kdq0aQNPT088++yz2LFjB3r27KlTZQKUJv9bt26N9evXY8GCBTh8+DDatWtnwpZTbVQWbysrK7i6ugKAmCj67rvvEBsbi3379pmy2VQHFcVc0+ujdevWcHR0xDfffIPu3bvj4sWL+PzzzxEfHw9bW1tTN59qSKVSYcmSJZg+fTpmzJgBQRCwYcMGbNq0Sfxcy2QysVr82WefRWFhIdavXw8nJycTt55qi+fl0sIEITVITZs2xfXr15GXl4cmTZpAJpNh1apVcHJyQlhYmDhhQWxsLA4cOIBmzZrh0KFDOt0byHzoi/cXX3wBR0dHREREiFUH33zzDX777TekpKRg165djLcZq+wzPnToUCQmJqJHjx74z3/+gx9//BFubm7Yt28f2rZta+qmUy1VFHNnZ2dEREQgISEBAQEBuH//Pr744gt8/vnn2Ldvn5hUIPOTnJwMOzs7LF68GJ999hlGjx6tN0lYXFyM1atXIy4uDvHx8ejcubOJW061Ud14HzlyBIcPH8b333+P//znPxx/0IxVFnMACAkJQXh4OA4cOIDNmzfD3d0de/bsQceOHU3ccqoNKysr2NraYuDAgWIScOTIkZg3bx7OnDkjxlV7KIlx48YhPDwcjRo1MlWzqY54Xi4xAlED9NNPPwmdO3cWTpw4IQiCIBQWForrXn31VaFbt27CvXv3BEEQhJKSEqGkpMQk7STDqCzekyZNErp06SI8evRIOH/+vPDXX38JWVlZpmoqGUhNPuNqtZqfcQtQ1ee8c+fOwv379wVBEIT4+Hjh3LlzJmknGVZBQYEgCIKQnZ0tvPXWW0KLFi2E33//XRAEQVCpVEJJSYlw5coVYeTIkcJff/1lyqaSAVQWb7VaLQiCICQlJQn/+7//K1y6dMlk7STDqSzmGrm5ucKdO3fE/+tkvv773/+Kt1UqlfDgwQPBz89POHr0aLlti4qKBEEQeAxn5nheLi0cg5AapAEDBqBv376IiIhAZmYmbG1tUVxcDACYM2cOrK2tkZqaCqD0KhVnQDNvlcV71qxZsLGxwdmzZxEQEIDAwEAoFAoTt5jqqiafcc0g92Teqvqc29vbizEPCwtjtaiFsLOzAwC4ublh9uzZGDt2LEaPHo0TJ07AysoKMpkMPj4+2LhxI2eltwCVxVtTQdi5c2eMGjUKrVu3NmVTyUAqizlQ2h2xSZMmeOqpp+Ds7GzKplIdCI/HFhw+fDgAiEMHODk5oU2bNsjNzRW3/fHHH5GbmwsbGxsA4DGcmeN5ubQwQUgNjuYL58svv0RoaCiCg4ORlpYm/pPx9vaGtbU1CgoKTNlMMpDqxNvGxgb37983ZTPJgPgZl57qxNzKygr5+fmmbCYZkOZkUnusQRcXFzGB8MILL+CXX34R13GsSfNW03iT+atuzJkwsAyasQU1tOMuCALS09MBAF9//TUmTpyInJycem8jGR6P2aWHYxCSSV2+fBlJSUkoLCxEv3794OnpCRsbGxQXF8PGxgbbt2/Hiy++iF69emHlypXw9fXF6dOnkZ6ezivPZojxlh7GXHoYc+nRF3PNjMXaJ5HAkwRCfn4+Jk+ejD///BN2dnZMIJgRxlt6GHPpqU7MVSoVrK2t0bhxYygUCsTFxWHhwoU4fPgw/P39TfwKqKauXr2Kc+fO4f79+xgyZAieeuopHr9JkEzQvhRAVI9SUlLwzDPPYPz48UhKSkLXrl3h7OyM999/HzKZTJwBDQDmz5+P3377Dbdv34ZarRZnQyPzwXhLD2MuPYy59FQVc30JBADIzc1FcXEx3N3dTdBqqi3GW3oYc+mpacznz5+Pr776Co6OjtixYwe6du1qwtZTbZw9exYDBw5EeHg49u7di759+6Jr166YNWsWZDKZmAwGePxm8Uw2+iFJWn5+vtCvXz9h2bJl4v24uDihU6dOwuzZs8XBTYuLi8XH5OTkCLdv3xZu375tiiZTHTDe0sOYSw9jLj3VjTkHLLcMjLf0MObSU5uYL168WJDJZJxczEwVFRUJ4eHhwqJFiwRBEIRbt24Jy5cvF8LDw4VJkyaJsdaenITHb5aLYxCSSajVapSUlCA8PBwA4OjoiB49eqBJkya4evUqPv30UwCAtbW1ON6Fi4uL+EPmhfGWHsZcehhz6aluzNm10DIw3tLDmEtPbWL+zjvv4O+//+bkYmbKxsYGzs7O6NixIwDA1dUVkyZNwquvvorr16/jzTffhCAIsLW1hVqtBsDjN0vGBCGZhLOzM9RqNdasWSMuKy4uRqtWrTB48GCkpKSIg9tq/gHx4MN8Md7Sw5hLD2MuPTWJOZk/xlt6GHPpqWnMNRf8PDw86r2tZDhqtRrLli0T7zs4OGDo0KGIiopCeno6Nm3aBADiMDE8frNcTBBSvdPMhvT666/j7NmzGDFiBGJjYzFgwACEhIQgMjISf/75J3788UcTt5QMgfGWHsZcehhz6WHMpYXxlh7GXHpqE3MmisxTZmYmUlJSkJCQAABYsmQJCgsL8eGHH4rb2NraYvjw4fD19cXBgwdN1VSqZ0wQUr3466+/EBUVBQDitOjDhw/Hm2++CZlMhj/++ANz5szB66+/DgAYNGgQ7ty5Y7L2Ut0w3tLDmEsPYy49jLm0MN7Sw5hLD2MuPcnJyRg0aBCmTZuGCRMmICYmBi1btsTEiRORkJCATz75RNzWwcEBzz//PFJTU3Hv3j0Ttprqi7WpG0CWTRAEyGQyLFu2DOvXr0d2djb++9//AgCaNGmCwYMHY/DgweVmw1Kr1WjcuLHOPqjhY7ylhzGXHsZcehhzaWG8pYcxlx7GXJrS0tIwYsQIzJs3DxERETh48CA++eQTjBw5EqNGjcL9+/dx8OBB/Pvf/8by5csBAImJiXB0dBQTyGTZWEFIRqX5p3H79m18/vnnuHbtGgYOHCiuV6lUACD+4ykuLsaaNWuwc+dOPP300zr7oIaP8ZYexlx6GHPpYcylhfGWHsZcehhzafrzzz8xevRoTJgwAS4uLhgwYADs7e2RkpKCpk2bIjIyEv/zP/+DkydPws/PD6NHj8aCBQuwbNkyODg4mLr5VB/qc8pkkq5PP/1UePDggXDnzh2hbdu2woABA8R1arVavL1t2zbBy8tLSExMNEEryVAYb+lhzKWHMZcexlxaGG/pYcylhzGXlrVr1wpfffWVIAiCUFJSIgiCILz55pvC+++/r7NdSUmJ8P333wt79uwRLl26VO/tJNORCcLjqYeIjEDQU3p+8+ZNDBw4EAqFAj/99BOA0nJ1zaxIWVlZUCqV9d5WqjvGW3oYc+lhzKWHMZcWxlt6GHPpYcylKT8/H46OjpDJZGJsZ82ahYyMDGzatKlcl3KSHkafjEpf6bnmn47mnxBQOmV6UVERAPAfjxljvKWHMZcexlx6GHNpYbylhzGXHsZcegRBgJOTE2QyGQRBEBOBAQEBePjwIYDSLuWff/65zkQlJC1MEJLRlS1SFQRB/Ad0+/ZtdO/eHUDpVOpk/hhv6WHMpYcxlx7GXFoYb+lhzKWHMZcWTWJQc1uTJG7atCmysrIAAKtWrcInn3yCZ555xmTtJNNigpCMSq1WQyaTITc3F1evXgXw5IqVQqHAvn37YGdnh2vXrpmymWQgjLf0MObSw5hLD2MuLYy39DDm0sOYS4++mAOAg4MDXF1d8d1332HRokXYt2+fmBwm6WGCkIxGM67BtWvXEBwcjMuXL5fbxsPDAz///DNatWplghaSITHe0sOYSw9jLj2MubQw3tLDmEsPYy49lcW8efPm2LVrFz7++GPs3r0bnTp1MmFLydSYICSjKC4uhpWVFdLT0zFkyBC88sorGDRokN5tNQPfkvlivKWHMZcexlx6GHNpYbylhzGXHsZceqqKecuWLdGrVy/8+OOP6NKli+kaSg0CZzGmOrlw4QJiY2Nhb2+PwMBA/POf/xTXXbp0CeHh4YiMjMTMmTMBgDMjmTnGW3oYc+lhzKWHMZcWxlt6GHPpYcylpzYxB0onJtGerZqk7f8Dq3Yji1VKiFIAAAAASUVORK5CYII=' width=1288.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(14,4))\n",
     "plt.plot(X1019_raw.Date_Time, X1019_raw['HV kcal/Nm3'], label='10-19 열량 kcal/Nm3')\n",
@@ -7703,48 +5127,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": null,
    "id": "840c4fa4",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b069979b80>"
-      ]
-     },
-     "execution_count": 111,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a8c10d4c20974279ad29369468565747",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQgAAAFwCAYAAAD0XpbRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAEAAElEQVR4nOydd5gV5dn/P3Pa9k5ZepUqggXsDRUVFY29RGM00ZQ3zdf8EpNo7DGJKeaNMdao0VhiBRULCioCSu8dFhbYZXvfPXV+fzwzc+bUPbss7Mren+va65ydmTO9Pd/ne9+3puu6jiAIgiAIgiAIgiAIgiAIvRJHd6+AIAiCIAiCIAiCIAiCIAjdhwiEgiAIgiAIgiAIgiAIgtCLEYFQEARBEARBEARBEARBEHoxIhAKgiAIgiAIgiAIgiAIQi9GBEJBEARBEARBEARBEARB6MWIQCgIgiAIgiAIgiAIgiAIvRgRCAVBEARBEARBEARBEAShFyMCoSAIgiAIgiAIgiAIgiD0YkQgFARBEARBEARBEARBEIRejAiEgiAIgiAIgiAIgiAIgtCLEYFQEARBEARBEARBEARBEHoxIhAKgiAIgiAIgiAIgiAIQi9GBEJBEARBEARBEARBEARB6MWIQCgIgiAIgiAIgiAIgiAIvRgRCAVBEARBEARBEARBEAShFyMCoSAIgiAIgiAIgiAIgiD0YkQgFARBEARBEARBEARBEIRejAiEgiAIgiAIgiAIgiAIgtCLEYFQEARBEARBEARBEARBEHoxIhAKgiAIgiAIgiAIgiAIQi9GBEJBEARBEARBEARBEARB6MWIQCgIgiAIgiAIgiAIgiAIvRgRCAVBEARBEARBEARBEAShFyMCoSAIgiAIgiAIgiAIgiD0YkQgFARBEARBEARBEARBEIRejAiEgiAIgiAIgiAIgiAIgtCLEYFQEARBEARBEARBEARBEHoxIhAKgiAIgiAIgiAIgiAIQi9GBEJBEARBEARBEARBEARB6MWIQCgIgiAIgiAIgiAIgiAIvRgRCAVBEARBEARBEARBEAShFyMCoSAIgiAIgiAIgiAIgiD0YkQgFARBEARBEARBEARBEIRejAiEgiAIgiAIgiAIgiAIgtCLEYFQEARBEARBEARBEARBEHoxIhAKgiAIgiAIgiAIgiAIQi9GBEJBEARBEARBEARBEARB6MWIQCgIgiAIgiAIgiAIgiAIvRgRCHsZc+fOZerUqfTv35+hQ4dy1113AVBbW8uPfvQjBg4cSHFxMaeddhpr1qyxfldTU8Nll11Gv379GDlyJM8991zEfF9++WVGjx5Nv379mDVrFpWVlYd0uwRBEARBEARBEARBEITOIQJhL+Oee+7hscceY//+/SxZsoSnnnqK2bNn889//pPBgwezZcsWysvLmT59OjfeeKP1u1tvvZXCwkLKysp47733uO2221i6dCkAa9as4fvf/z5vvfUWZWVlDBkyhJtuuqmbtlAQBEEQBEEQBEEQBEHoCJqu63p3r4Rw6AgEArhcLuv/K6+8kkmTJnHHHXdEDN+wYQOTJ0/G5/NRXV1NcXExe/bsobi4GICf/vSntLa28vjjj/OTn/wEn8/HY489BkB1dTX9+/dn9+7dDBw48NBuoCAIgiAIgiAIgiAIgtAhxEHYy7CLgIFAgOXLlzNu3LiI4QBffvklY8aMQdM0Vq1axaBBgyxxEGDatGmsWLECgOXLlzNt2jRrXFFRESNHjmTlypUHeWsEQRAEQRAEQRAEQRCEA8XV/iTC4cqDDz5Ibm4u3/jGNyKGV1RUcMcdd/Doo49a//ft2zdimr59+1JRUZHS+GhCoRCmcTUUChEMBnG5XGia1iXbJQiCIAiCIAiCIAhCaui6TigUwuVy4XCIj6y3IgJhL2XevHk88sgjLF68OMZVeM0113DppZdy2WWXAepmEX2TcDgchEKhlMZHc++993LPPfd05eYIgiAIgiAIgiAIgnAAeL1ePB5Pd6+G0E2IQNgLWb9+Pddccw0vvfQSY8aMiRj3gx/8AE3TeOSRR6xhhYWF1NbWRkxXW1tLYWFhSuOjueuuu7jzzjsBJUimp6fT2toaE+YsHJ7ous6cOXO46KKLxDXaS5Bj3ruQ4937kGPe+5Bj3vuQY967kOPd+wgEAmRkZIh7sJcjikwvo6ysjAsuuICHHnqIGTNmRIx78MEHWbx4MQsXLsTtdlvDjzrqKEpKSmhoaCA3NxeAlStXctRRRwEwefJkVq9ezXXXXQdAc3MzW7dutcZHE++m43K5RCDsJei6jtPplLDyXoQc896FHO/ehxzz3occ896HHPPehRzv3osc796NyMO9iObmZi688EKuv/56br755ohx//nPf/jHP/7Be++9R15eXsS4QYMGMX36dO644w78fj8bNmzgiSee4Nvf/jYAN954I8888wxr167F7/fzq1/9iuOPP55Ro0Ydsm0TBEEQBEEQBEEQBEEQOodYtnoR8+bNY8WKFezdu5cnn3zSGn7RRRexbNky6urqmDp1asRvPv30U8aOHcuzzz7LTTfdRL9+/cjKyuK+++5j+vTpAJx00kk8+OCDzJw5k8bGRk444QReeumlQ7ptgiAIgiAIgiAIgiAIQucQgbAXcfHFF1vVgzvKgAEDmDt3bsLxt9xyC7fccktnV00QBEEQBEEQBEEQBEHoJiTEWBAEQRAEQRAEQRAEQRB6MSIQCoIgCIIgCIIgCIIgCEIvRgRCQRAEQRAEQRAEQRAEQejFiEAoCIIgCIIgCIIgCIIgCL0YEQgFQRAEQRAEQRAEQRAEoRcjAqEgCIIgCIIgCIIgCIIg9GJEIBQEQRAEQRAEQRAEQRCEXowIhIIgCIIgCIIgCIIgCILQixGBUBAEQRAEQRAEQRAEQRB6MSIQCoIgCIIgCIIgCIIgCEIvRgRCQRAEQRAEQRAEQRAEQejFiEAoCIIgCIIgCIIgCIIgCL0YEQgFQRAEQRAEQRAEQRAEoRcjAqEgCIIgCIIgCIIgCIIg9GJEIBQEQRAEQRAEQRAEQRCEXowIhIIgCIIgCIIgCIIgCILQixGBUBAEQRAEQRAEQRAEQRB6MSIQCoIgCIIgCIIgCIIgCEIvRgRCQRAEQRAEQRAEQRAEQejFiEAoCIIgCIIgCIIgCIIgCL0YEQgFQRAEQRAEQRAEQRAEoRcjAqEgCIIgCIIgCIIgCIIg9GJEIBQEQRAEQRAEQRAEQRCEXowIhIIgCIIgCIIgCIIgCILQixGBUBAEQRAEQRAEQRAEQRB6MSIQCoIgCIIgCIIgCIIgCEIvRgRCQRAEQRAEQRAEQRAEQejFiEAoCIIgCIIgCIIgCIIgCL0YEQgFQRAEQRAEQRAEQRAEoRcjAqEg9Eb2LIfaku5eC0EQBEEQBEEQBEEQegAiEApCb6O2BJ6aDs9f3N1rIgiCIAiCIAiCIAhCD0AEQkHobdTsUJ+1JdC4v1tXRRAEQRAEQRAEQRCE7kcEQkHobTRXhb+bYqEgCIIgCIIgCIIgCL0WEQgFobdhFwjrS7tvPQRBEARBEARBEARB6BGIQCgIvQ1vQ/h7/Z7uW4+exILfw5yfgK+lu9dEEARBEARBEARBEA45ru5eAUEQDjHexvD3Bb+Dk38Kjl7YV1BbAp/+EfYug8pNatiI0+DIy7p1tQRBEARBEARBEAThUNMLVYHezdy5c5k6dSr9+/dn6NCh3HXXXda4l19+mdGjR9OvXz9mzZpFZWWlNa6mpobLLruMfv36MXLkSJ577rmI+Sb7rdDDsDsIgz7Ys7T71qW7aKmBJ6fDqhfC4iBAQ1n3rZMgCIIgCIIgCIIgdBMiEPYy7rnnHh577DH279/PkiVLeOqpp5g9ezZr1qzh+9//Pm+99RZlZWUMGTKEm266yfrdrbfeSmFhIWVlZbz33nvcdtttLF2qhKX2fiv0MEwH4ZDj1ecz58L/HQc7P+++dTrUlCyElmroPwm+NQfO/LUa7mvq3vUSBEEQBEEQBEEQhG5AQox7GQsXLsTlUod94MCBnHLKKaxevZqPP/6Yq6++miOPPBKAe++9l/79+7Nv3z48Hg9vvvkme/bswel0Mm7cOK6//nqeeuoppk6dytNPP53wtwMHDuy2bRUSYAqEJ/0Y3vq+chRWb4UFD8GIU7t33Q4VpV+qz2NuUGHFtbvU/yIQCoIgCIIgCIIgCL0QcRD2MkxxECAQCLB8+XLGjRvH8uXLmTZtmjWuqKiIkSNHsnLlSlatWsWgQYMoLi62xk+bNo0VK1YAJP2t0AMxBcK+Y+Gqf8PQk9T/dbu7b50ONds/UZ+mIOrJVJ9SpEQQBEEQBEEQBEHohYiDsBfz4IMPkpubyze+8Q1+/etf07dv34jxffv2paKigrS0tITjACoqKpKOjyYUCqHrOgDBYBAAXdetYcJBxtuIBuhpOTDidBh+Ktq9hei+JjgEx8A8zt12vEMBqNoCnmzoM1ZtsztL7RN/88HZB9s/gbYGmHhJ18/7a0C3H3PhkCLHu/chx7z3Ice89yHHvHchx7v3IcdaABEIey3z5s3jkUceYfHixbhcLnRdxxFVydbhcFhiXqJxQLvjo7n33nu55557IobNmTMHp9N5oJslpMA5teVkAu/O+4ygIw2ACxxpaG2NvDN79iFbjzlz5hyyZdnJ8FYyIxSgzlnIp8Y6FDVu5BSgbNd2lnbxPvD4Gzh33Y9xEOLTNXdTlzWyS+ffk/AEGilq2kxV9lhCmgfQCTrTrfHddcyF7kGOd+9DjnnvQ45570OOee9CjnfvwTTuCL0bEQh7IevXr+eaa67hpZdeYsyYMQAUFhZSW1sbMV1tbS2FhYWkp6cnHNfeb+Nx1113ceeddwLqRpSWlsZFF10UEf4sHEQ2/A+65uSCiy8HTVPDtvwvWnMlsy68ABwHV6jVdZ05c+Zw0UUXoZnLP1Ssfws2fgFA3tAjmTVrlhq+dzBs+x0D+uSFh3UVuxahrVNi+Wnbfwc3vA1DT+jaZfQUnp2JtmuR9a/u9MCES9BP+hEfLVzGOZdci+ZK68YVFA4F3XqNC92CHPPehxzz3occ896FHO/eRyAQ6O5VEHoAosj0MsrKyrjgggt46KGHmDFjhjV88uTJrF69muuuuw6A5uZmtm7dylFHHUV6ejolJSU0NDSQm5sLwMqVKznqqKPa/W08ot2GAJqm9c6HT3M1bJkLEy8N58HrDG314MoAl0f9HwoBOjTsBW8T9B2n/tccKgdheh7Yj4MnC5or0fwtkJ57IFuUMof8mIdC8NqN4eXnDgoLpJ4sNczXHB7WVdTvCS8z6IW3vgc/Wd21y+gJ+NvAJg7iyUYL+mHtq2hrX+VcQN9+D9o1L8Gwk7ptNYVDR6+9r/di5Jj3PuSY9z7kmPcu5Hj3HuQ4CyACYa+iubmZCy+8kOuvv56bb745YtyNN97IrFmzuP766xk3bhy/+tWvOP744xk1ahQA06dP54477uCvf/0rW7du5YknnuCVV15J6bdCEuY/AMuehurtcPZvOzeP0q/g2Qsh6FX/Z/aBlqrY6fKHwnWvATqkRYmAbiWQ4Ws+ZALhIadhT+T/Of3D360iJc1dv9x6o/jLsTfC8mehtkSJlXGE8q813gb12Xcc3DAbMgqgrQ4ePR5aawDQ2urgi0dEIBQEQRAEQRAEQehhHGYtVCEZ8+bNY8WKFTz55JMUFxdbf9/97nc56aSTePDBB5k5cyZ9+/Zl8+bNvPTSS9Zvn332WXbs2EG/fv2YMWMG9913H9OnTwdo97dCAkJBJQ4CbPmg8/NZ8XxYHIT44iCoKsXr31Tf03Iix7mNPHGBts6vR0+nenvk/9l2gTBbffoPQhXjulL1OfIMyBt68JbT3bQZAmFarhJfXR7I7gc/34b+gyV8MPGvanz9noSzEAShB9NSA29+D3Z82t1rIgiCIAiCIBwExEHYi7j44ouTVie65ZZbuOWWW+KOGzBgAHPnzu3Ub4UE7F4c/u5r6vx8akvUpycb+k2AvEFw/h/AnQmf3A9fPhae1hTJogVClykQejlsaSyP/N8uELpNB+FBEO7K16rPghGRTsW07K5fVnfirVef0Q5UhxP6jsPnWq/+b04gYAuC0LNZ+QKsfkn9HXsjXPRId6+RIAiCIAiC0IWIQCgI3UX1tvD3ut1KnPJkKpGutRZyilObT81O9XnbxlhxJqso8v/mCvUZPZ1ZOOJwdhCa226S2Sf83ZWm8jN2dYhx/R7Yt0KJkcVHWbkO8XdiObqujo87o2vXsaswxVV3/FyaIYcb3ZOD1lKttkXynAjC1wu783n5szDpShh+cretjiAIgiAIgtC1SIixIHQXprAHgA5v3gKrX4b7+8GfxsaGxMbD36oKkWQWxc8dmFEQ+X9Tpfr0RLnXXIbodDgLhG31kf9n5Ie/a5rKw9gZ4S4Zc3+hPsfOVDkHD8SpuPQpeKAYSpd23fp1JXpQfTqS9Dul50HID8uegZevUyGLnVqWDp/9ER4eC78fAfvXd24+giCkTkt15P8Lftc96yEIgiAIgiAcFMRBKAjdReVm9Vk0WrkJN85Rfya7l0BRO4VeytcCOvSfGH/8UVdDyULIKFT5DpsNgTAmxLgXOAhDgcj/o8VTTyb4GiHgC1eDPhB0HTa9o74fe6OxDFsxmI7y3u3q85P74FuzD3j1upyQKRA6E09jnnfv3hYe1necCnE/4mwontx+8ZYFv4cVzylh3OT5S1Thk75j4Yw7wu7EzXPh0z/A6LNg+m86vEmCINgwnx/Xvgr/uRIqN3Xv+giCIAiCIAhdigiEgtBd1BoOwqnfgfd/GWeCxPkiLczfDTwm/vi0bLjiWdj8fjsCYS/IQRiMEgjT8yL/t4f/Bn0qt2PxkZ1fnrmvi46AgVPUd1OIDXZwP6+yFf0xj1VPI5SCgzD6vNv0TlhEnX8/pOXBFf9Sgl48/K3w2R/CYu+x34atH6kK1RveUsMW/wOGn6JE9+qtati+FXDCDyCzsFObJggCYQdhzgB1/2yuhL8dDVe9oPLfCoIgCIIgCF9rJMRYELoLs+rrsd+GK56DH34Fd9fD6UZYqr+1/XmYeQzHXZB8OrNKsSk69koHoT/y/2inm9t097XAf66Cf54MOxZ0fnlm+GyWPdehKcT6Up9PKARvfS/8f/Sx6ymYIcZaCg5CO4Onwqm3Q94QVehk8aOJf99Wr8TB3MHw2zq46K/w/YVw9Usw6Dg1ja8RtswNi4Mm+9d1ZGsEQYimtVZ9ZhaGUzbU7FD5CAVBEARBEISvPeIgFITuwtsATo8S7yZeEh5uFqFoTyAM+JTImFEIQ6Yln9YVVdgiJgehIVz5D2OBMGgTCIedEjverDDctB92LVTft34EI8/o3PLa6tSnPZS5M0LsvpWR/3d1IZWuwnIQJul3is6Teey3YeYfwemGY26AR46KzXNmx9z23IHhMOKMAhg3U/3V71G5PYNeaK1T47bNgyX/gLrSTm+aIAhAq1mpPD9yeFNFzKSCIAjC4cO8DfvJz3Rz3HCJxBCEwx0RCAWhOwgFwdekiotEYxayaE8gbCoHdMgd1P7yonPqpUUJhKbD8OvqIGyqhFdvgONvjRRb7ZhhqZc+BRMujh1v7vfdS8LD9ixVRUG89TD67NTXp3ILPHOu+m5vTDs7IRD++5LI/31Nqf/2UJKKg9BjcxBOvlY5AE1Md6G3MfHvzW03w8GjyRus/uxUGU7Cul2J5ysIQvu01qoUAp4s6H9k2JWbittdEARB+Fqyp7aF7zy/DIB195xLdprIB4JwOCMhxoLQHZgiSFqcysOWg7CdSrcNZeozd2D7y4vOC3e45SBc8SzsXgT//VbiaUyBMD0vfhESU3Tauzw8rPRLePpseOEyqO2AwLTEFiZrr5ZsOQg7sJ/Nc6TPGPWZTEDrTjpSpAQiQ6/Blp8xKhTcjukgTCQQxiOnv/o0c0IKgtBxggEVvp+er9y71/0Xpt2qxkWnbxAEQRAOG3ZUhiNXNpU1dOOaCIJwKBCBUBC6A6/xgI0OuYRwOHC0K2PHAtj2cfj/mu3qM39o+8tzuCP/9xxmOQgrNoa/r3wxLMDpelhwMj+dCXo+TdEpUa66fStSX58mmxhldxCaQmxHipSYAtcl/1Sf3h76cqaH1GeqOQiz+0eOc6ZQwMVniOam2zMVzHO9p4ZmC8LXATPnoNnhkTsQjjU6ZJKJ+oIgCMLXmvKGcNtgd0075gVBEL72iEdYELoDs0BJMgdhwCYQ7vwcnreFxeYODucd7De+/eWl7CD8mgqE9tyJb/8A1r0GZ98Nr35LhZb2mxBuxCaqsmuKTpWb1OeES8KVcQHq96a+PmYyf4gUJDvj1DRz8hWOUJ81O5Twaebg6ymYDs1UqxjnDogc53ACmqogfSDLiMYUfkUgFITOY97T7B0eZseTCISCIAiHJUEdnl1UYv1vioU7Kpvon5tOVpxw41eW7ubfS3bxgzNGM3PSgJjxgiD0bEQgFITuwHIQ5sWOiy5SouvwyX2R0zTsgfV71PeCYe0vL9o1F52DsKc4CP2tsHkujJ8VXufmKiXyuG2FVryN8Mn9cOyNSiBt2h85n+2fqD8Tuysw2k1pEh22es49MPRE2PMVrHs9UvRrD/u0Pltvqxna3JH93FKjXHn2YicL/wKn3pb6PA4FqRQpsR/D/pMix2maKtqTVGzQw9Ominlce2potiB8HYjnenca91IJMRYEQTgsmbPLwcay8PvTH97fTGNbgMcWbGfiwFxe//5JpLvDkSPVTV7ueGMtIR1+8OIKpg4vwB/UmTq8gAy3kyMH5TFjYnF3bIogCCkiAqEgHGR0XWd/y36WlC3hzCFnkpeWFw7XSkUgrC9VufByB8PJP4G5P4+cPp4LMZqYEONogdBcZjcLhG//j3L/9ZsA17+pKs8+M0OFn449XxXCqN4B+9eq6Te/B2MvgL3LIucz8kzYMV99P/+PkfvMmUAgtIetOtyQNwRO+B6szlcCYXs5Ie3Yw2SnXBv+3lEHYcCnGuZZ/SJFsc8e7nkCYSpFSoqPUp/jL4K+Y2LHOz3JxVMrjLkTAmFPLe4iCF8HrBQNaeFh5r00metXEARB+NqytDL2feuxBSrF0fp9DVz75BJOHFXEj6YfQbrbybp9DYR02+9LVIf5qtI6ADxOB2vunhEhKgqC0LMQgVAQOkBVaxUflHzAzBEzKUgPO7p8QR9zd85lZcVK1levJxAKUJxVTLoznY01G9nbFA5PPWPwGRzh91Ock01fWhlcu5XR+aPRTNEjWiCsMEJeh0yD42+BjbOh5PPwSqWSjy06JDPaLWdWU7YXctizHLZ9pFx6OYeot2/da+qzYgP8aWx4eKAV1r8RO33dbvjyschh2cXwzTdUzsABk6H0q8jxiYpo2PdJwfDwdOb+7UiIqtmY/n87IbMwPLyjRUrM8GKzoMdtm+DP48DfDE0VkN0v9XU62KRSpGTwcXDHnliB2sTlUYUQEoVQ6+ZbZwcEQitk/2tagEcQegKmCGjvYLFCjAOHfn0EQRCEg06fdGiK6l/NSXNx+7lj+e3s9azYXceK3XUMKcikOC+du2evB+Dk0UUEQzonjuxD35w0yutb+dsn2/AFQ+yra2Vk3wTvgYIgdDsiEApCB/j7yr/z+tbXmb19Ni9f8DKapvFl2Zd858PvxEy7rW5b3Hks2LOABQB9CqF+Gcy+lEtGX8K9J92rRELTzWcKUtXGfMwqtif8IFIgTKWia7RrzhlVxTdvsPrctUiJMK218PI1KnS3ZCHc+E77yzhYjDkfjrlehR5n9VHVm10eWPG8cvnVl0ZNf64Kcx18nPrfnR45PpUQY3t+PKuwSAfC6MzGdLS7s6MOQlMgNAVc+3ot+hvMuD/1dTrYpOIghNj8l3bM8zLoj19pujMhxtY8xeUkCJ3GDCO2PzskxFgQBOGwpjBNp6RJ41snDuPk0X3wBkKcM6E/6W4n+xva+IfhJiytbeFXb6613IMXTBrItcdHFlFcWVrH51uraPYGD/VmCILQAUQgFIQOsLZKhbZuqN7A4n2Leb/kfd7c9iYALs3FD4/+Icf1P45cTy613loafY0MyRnCyLyRaJrG0vKlrK5cTev2T9B3LWT/0Gl81LKbt7a9xeVjLmdy38lhoap0CXz1ZDi/nikORQsnqQiE0a6uaIGw71jIKFS5DetL4ZVvhpdbtibV3dO1nP5LGH8hFBu56sZdEB5XV6oEwoZ94WHuLBV2e/T1kfNxRQmEqYQY2/P9mfsu1AGXTMALmiM292NHcz3u/FR92p2Cp9wGC/8Mq16Cs+9NnvPvUGI5CA/gsWIPWYwnEJoOQq0D2yxhkEJPonwtZPU9dK7sriKYRCCUa0sQBOGwJGAKfkcNZNqIwohxPz93LPmZbh58bxNNbYGI0OIhhRlEk2GEFbf6RSAUhJ6MCISCkCKBUICS+hLr/1vn3QqAhsalR1zKN8d/k9EFo5POY2rxVKYWT4WyEqh9F067hKJQBf9a9y8212xWAmHuoPAP5t2j8rUBZPdXn9EOuJRCjNtxEDqcUHwk7PwM3vs5lK2GvKFQvxu89RAKHRohypWuxLPRZ8MZv0zsFDO3Wbe9ZGT1gdNujz9PO4kELE8igdCYviMCYdAfu48hnL8rVQehWeDEfvzGnKsEwpYq+OwPaj/1BFIpUtIe7bn9zByEHQkxNve5VFoVupv6PfDEmUoc/MmaniPup4IVYmy7f0qIsSAIwmGN33jtSnPFPq80TWNwgXp3rmiMfK8dVhhrXjDzDraJQCgIPZqv0dupIHQvpY2l+EI+xhWOY9aoWQDkp+XzwswXuPuku9sVBy10HRb9n/qenkdRugofbfAZVSIdDpimxEeGnhB28pkusmiBKxWBMMI1p8XPE2eGw255X31e/gzkDFTfD4VDJBRU4mBmEXzz9eRhpO7YnklO+EH8aVMVCN22l5n0/NjpOxJGF/TFFwhNB2EwRYHQb4SZDzspPKzoiPD3Bb+z5eXrZlINMU6GJeYlOt86E2JsnPuSg1Dobr58XN1H6kvhq8c7lte0u7EEQnEQCoIg9BYCpkDoji8ZmMJhbUvkcyCegzDdmIcIhILQsxGBUBBSZF+TCmcdkTeC+0++n7cveZuPLv+Io/oe1bEZ7V4c/p6eR6Yh8DX7bY3FKdeoTz2oilGAzUFoE2Dcmam5UOyimNMTX2Cx58tzpsGgY8NhnoeiAehtjF2PRESLfoOOheNvTW3aRCHG9lDtjPzwd0sgTPGFRteVCBBvOVYOwhRDjE0Bwb5uWUWR05gVsbubVIqUtEd7gkNnipQ4nEq0FAeh0N1seCv8/f1fwsvXJpy0x2G6BO0CocMJaB1zVwuCIAhfG/wh9b6V5or/bucxBMK6lvA71sxJxeHCizYkxFgQvh6IQCgIKbK/RTn5ijPVg29k3kjSo8WnVDAFP4C0XDKMoiStgdbwcHuxBtNBmNVXfWpRAmEqaFr4d/GcbQDpNmEub7ASHg9lgQdLIExSxMLE4Qi7zQBGnJ4kHDnVIiW2fWl3EDo7GGJsOW3SYsd1tEiJGWIcnWfygj/bltdDhK8ucRAa51ugPQdhBx9dTo+4nISOs/5NeP9XKsXCgeJrUblT7exYEL7Gezrxqhib/4tAKAiCcFhi5iCMF2IM4HFGOggz3E7+fOWUuNOaIcZefxc8UwVBOGiIQCgIKbK/WQl1/bP6H9iM7O6x/KG4DIdawN7IsoSSNpVrLqMgHJ5qd2ilUqDExHTCJXLQ2Z17uUZocbshn11IRxyEEN4fkHibIFaoS+Rws4cYH0gOwkQNaQg7MlMVCP1xHIQAx95oW14PCZ01RZQDchC2l4OwEyHGoPa7CISCnertsPzZ8Hkb8ClBsHxdeJr/3ghLHoUv/gotNQe2vJrtgA7DToZTbblSmysS/qRHES/EGNT9UQRCQRCEwxIzxNiTQCBMM0S/2mbVWX3W+H6WEJho2raAOAgFoScjAqEgpIjpIOyfeYACod9wjBwxAzILcWtKSIoQCE1RqqFMFWbIti2zswKhSSoOQrMxfCjzt3XEQQjxc2HFnc4VFWKdgoMwbohxqgJhnGqfJqaDsLEM1r4GSx5LLjyY4cPR+8ThhEHHqe89JbeeuX8OpIqxFdKeYJs6E2IM6ljowdTDxIXDn5evhTk/gWcvgNKl8MhkJQg+d1Fs0Y2P74EXLz8wJ2HVFvXZ5wg4604lFAL4WxP/pieR6Pp2iINQEAThcCVZkRIIOwh9QTVhlifxO6DHqd7dfIHDxEHobeo5ecAFoQsRgVAQUqS8pRzoCoHQaBAOOR7AchD67UUwTHGpYY/6NAuUQGQIpytOGGtCjIeYK4FAaBddhp4QOf+eFmIMkbkFE4UNW9PakiUnmtadIMQ4UQ7Cfatg6dORIb6hYFiwi3dszGFVW+D1m1Uesg/vTLzeLdXqM6Mwdpw9DL0nYIUYH8Bjpd0Q7AMIMQZxER4MggF45nx4/pKv14ty5Sb1uXsRPH02NKocs7TWQFN57PR7l8PfJsNTZ8Pjp8HqV6CtIfXlmc7EPmPUp3muf10EQrOCePS153AqgfDrdOwFQegSFmyu4PQ/zufPH27u7lURDhJWkZIEOQiji5dkeBJHkZguRO/hIBBumwcPDYX37+juNRGELucArB6C0LvoshBj00FoCFLxQ4yjRKz0vPD36IIjqWI28BIJZPaw2nMfiJz/oRBW2urUZ3qqIcZ2B2Hy/aC70tgVamVYIICW0EGYHf4eL8TYLsTpOrx0jRIVvI0qP+TWD2DjHJhsFJhJVqTEzq6FiVe8pVZ9ZhbFjmvPbXeo6YoiJe0VcbFEik44CEGdx/EqYAudp3anEtlAOWJPTFBNvCeh64bzzXZNj7vQyAnYpIS/7DjCe91u9Qfw5i3q0+FW5/wFf4ajr0u8zPI16nPgMerTPA9TLVjU3SQK7zfvc7q4cwWht/HsohJ2Vbfwt0+2ceHkgYzpn2IHr/C1wa+r277bGf+9y3QQmmQmEwhNt+HXWSDUdVj1H1j6pHruffkYnP9Qd6+VIHQpIhAKQorsb96PU3NSlB5HrOkIpmPEaCCmJBDaRT27ANMhgbCd/G3jL4Ky1TBhVrjx2m7RiC6kuUp9msVY2sOZYg5C4LOMdP6n/0CuamjkN4ncZ3bBMatP+Lu5v+3Hp3Jz2HE077eR89n0jrFO8UKMbeucOwga9kLOwMQr3lqj5hMvlNzc/kNxbFKhK4qUWK6qRALhAYQYQ89xWx5O1O0Kf1/8KJzw/e5bl1Rpq1PiYMFw+J/lyqmb0x9evk5dv231ka6A73wCz5wbFhSnXAeN5Ur0a65UwzfOSS4QVhiOxX7j1OfX1UEYfe3F60ARBOGwp6y+lYVbq6z/P95YIQLhYcai7VW0BNQ9P15VYgBXlHCYyGkI4DHG+YNfU4Fw/3p44TKVJkgQDmNEIBSEFGj2N9Pob6Q4qxjngTikwCYQJnEQRrv87AKYXeDqjIMwkUCWngsz/xB/uaFD0PhrrlSf8dxy8Ui1SAnwQboLCPFKbg6/SeY+O/tutZ/sgpx5LOzHp3pb+Ls7C0adCcNPhfd/Ec4bGO/Y2EXNY74FCx5UjqV4BLxqXHZxfFHX3OaeEjbbFQ5CdzsOQjpZpMQSunuI2/Jwwl6Zt2EPlH4FQ6Z13/qkgllJPrtY5SjNMVzhplO7rU65A0Bds4OPhbuqVGETXzMMOCo8r4Z98OfxUFuSeHm+ZrVvsvuH3cnxzvXydbDmZTj5Z5B1gB1RXU6Ca6+jOVqFw47tlU385aOt3HLaSCYPye/u1REOEV/uqCEQ0hlSmEFpTSsfb9zP988YZY0PhnScjg4+q4WDwl8+2sJjn25naGEm2yqaGFqYSWGWh2BIZ+LAXI4dVsDlxw6OEQFvenZZu/N2RzkIowVDO2aI8dfSQajr8Pp34ouDoRA4JGubcPggAqEgpECXFSgB1VgEqyiGJRDqcaoYW//bHYSdDDGmE+4rU0w8FMUdzAZ23pDUprcLhO3kINQdTiCFF5JTfhY7LF4OwnpDFDn9l3Cm4TQKeJVAaNKeg7DIeJE2z4dozOIlmXHyD9rn1eNCjA+kSEl7IcadFQh7mJh6OGFeC4UjoWYHrHoBBk9N/ptt86C1Dsacm3rO0a6k0cgxaM/tCuGOAfs1qdvuG0WjiMEUFRNdx6C2NXp5Zl5Uu4PwhUuhab+6d5x1V+L5dQeJ3LsiEPZqmv1wxxtrWVpSy/p99Sz4+ZndvUrCIWL9PtUZ+p1TRnLfOxvYXN5ojXv4g8088fkO7p01kaunDe2uVWyX6iYvf/xgMxccNYBTj0gxeuVrRk2zj0c+3grAtgrVIb27poXdNSrd0dq99by8tJRfv7mOKUPyGd4nE28ghEZquQJjBMIkorAlEH4dHYQVG6FiQ/j/zKJwnvCgDxxxUggJwtcUEQgFIQWqWlQYRd+MA3iB8DbBk9Ohykjm3CUhxu0U54hHRwo8mMvSD+LDXNeVyFC7U/1fNDq13zlTz0GYpjmBTrog4zWAzTxk+bYX3xhRN846aRpc8RyUfA5jZ6phiRyEraZAmMBJZJ4T0RVXu4suLVLSTg7CjoYYW2KqhEF2Oea1cMptMPt/YMXzsGE2AwZcD8xS41pq4NPfw56lULMzfG6POA2+NefQr7PlIIzq8DELFZkuYCDcsZIAS+hrSTyNVYDJll/VHVWQp7FciYOgciH2NIEwkYPQGcdhLfQKgiGdP65xUutTuXJLqlsor2+jOE8ayr2Br0rUcZ88JJ/+uensrWuloc1PTpqL5xaX4AuE+OUba5mzZh8OTePW00ZxyhF92plrYuas3kdpbQvfP31UwnDXVJm3YT/3vrPBEsmW7Kg+bMXtfXXhTqhbTxvJ0UPz0XWoaPQyrCiTd9aU8dryPfiCIb4qqeGrkpoOzT86N2Ey1+jXOgehmU5l+Klw8aNQMAwemazMDUFv+JkuCIcBIhAKQgo0+FS1yry0vHamTMK2j8LiIFhiiEuLIxBqmhKmzGERIcadzEFon3fK0xpijy0BvT/oZ+HehTy7/lmOKz6OHx39o46vg52lT8F7t4f/zx2Q2u/sBT+cyW9l6QfiajPDBsxjEQrBkn+o7/k2t6OmqXBE09GXSLydeIn6AyXyJcpBZlUwLog/3tymnlIcoCuLlCTKQdjpEGNTTE3NbVnVWsWy8mVM6TeF4qziji2rt1FvVFoffBwMOQFKl6C11TFt5/+h/2cLjL8QPv0j1O+O/e3Oz6C1NvE5frAwhbicKIHQdBCa114qOBzqvE2WSzBehXZnlAN438rwuIqNquPkABvBXYrl3o2uYiwOwt5KY5ufWl/kObqjskkEwl7A9somVpfW0S8njaMG5TEoP4O9da387r2NbChrpLFN3Q80Db7Ypu6nLofWaYGwrL6VH72k7pFFWR6umnpgrsQnP99hiYOgxO2HP9jMEf2zuXjKoAOad0+irsXHr99aB8ClRw/ijpnjY6bxBkK8tlw9x/92zdHUtfj44/ubafSmdk+PdhBG/28n7escYmyGFg8+TomDYOvUlugU4fBCBEJBSIFGn2rg5XpSrLAbl/ihWW7DCRaIbmA53OFGl6MrQowTrEfSSc0CHUr8KW0s5Zef/5I1laoi54qKFVw77lqKMg4gX9aHvwl/9+TEL8gRj4gchMn3Q9DW0NZ1vWO9z+Y+MIU4UxyESAchqJcFs8FvX79EuDPBHyc0sWw1PHeR+p4oxDhe8ZTupCuKlLSXgzCRSNEeHajGres6ty24jZUVqjFSnFXM6PzR/PbE34pYGA9TTMvqCxc8DOteR3dnoi94CMfWD1R1bzs/WaN+86Th1qgrVRXE5/5CFUoadQhcHGbF9Ghh0izO1FxlG5jCvcKdqYTORKKeV3UwRVRKd0U5CNe8Eh7nb1GCo5GGokcgRUqEKEwRyM7m/Y2cNLqP9ZxdVlLD51ur+MlZR+CQfHSHDd95TuWmO+/IYhwOjYH56n720lfhnLRnju3LQ5cdxVc7a/jRSyupa+38PeLxT3dY33/x+lpmThpATnonImgMSqrVe9eSO87ihN99DMDf52/D43Iwc9KApCLX14l/frqD1aV1AAmF+zPG9uWyYwZz9vh+nD9JddAXZHosQbY9okOKU8lB6P06hhibqUnshQWt/NaJOrUF4euJCISCkAKmgzDHcwD5sqILJBgNq7ghxqAePAHDlWJ3yHVLiLFOvbeeG+beQFVrFYXphdS0qTCE8pbyAxMI3Rnhh2u0oycZdlGwnRyEXlujtiXQQpY7RRESYnMQ7vkqPC4vWiD0gHmYUxFv3RngrVeNa/uxfHJ6+Ht6fjvr1UMEwq50ELZXpKSLqhjP2zWPOdvnsKthFwOzB7K5ZjMVrRUR05Q3l1PeXM45r53DiLwRzBg2g2x3NgOzBzKpzyQGZKfoeD1caVVhZqTnq+rfxZNA1/mkPI+z9E/RdnwKJ/9EFSE66mrV814wDMbPgo2zlXi26V1Y9rT6u7s+6eK6BCsPbHbkcDPEuKWKDuHOVGHTgbawyBixPCONgN1B6LIVzvG1qH3gcKt92Fim9s3kqzu2HgeV9oqU9BAns3DIsAuERw3OY82eev704RaOGpzHT15ehUPTLJfWSaOKOH5kTyu8I3SGkA5l9eoZffMpIwAYkB9733M5HfTPTWfaCNXJ2err/D1ipSFymeyobD6ggjjeQAhNixXNfIEQ1U2+w8YFW90Ubnckqi6c5nLypysnRwyLFkjvmTUh4TI0TcPt1PAH1TMipRyEPdRB2OoL4nAk2Femg9DeTrHS14iDUDi8EIFQEFKg3qsarQfkIIzOUWUIdWZV5IgiJRAlCibKQdiZEOOOTBsOMb5vyX1UtVZxyqBT+PMpD/GrxXczb/c8WpLl3kqF9LywyJDdAYdWhIMw+a2sTdOt9m2dt66DAmGki9LKWzbw6NiqZfYqxamIt25b/jKnLXzdLvoNOT619epurCrZB1EgtJbR+SrGuq5T3VbNsvJl/Pyzn1uTbK/fHvGTf579TwrSC6hqreLtbW/z4a4P2Vm/k8fXPG5Nk+ZM451vvNN7nYVb5ynhLy0v5hpsTi+Gi15Qxyre8TKv34D30L9cm4JdtFvZ/L+5owKhreBIPIEwXoix3UG4Y4HaB8NPVfeCxjJ481aVozF3YMzsuoVERUoOZaV7oUdhhiBOG1HICzcfz4y/fEpJdQuXPbY4ZtqKxh5STEs4YOp8SmAbV5zDsCJ1zxxoE9SuP2EYry4r5dsnDQcg3RBb2vydf1epaVbnzymj+7BwW9UBzQsgENRxG+9vPz7rCGav2osvEGJffVuPFa86Q1F2+J00LyP1Jr8ZCmwyY0LydxyXw4E/GLS+JyLVHITr9tZz9RNLuHvWRC4/djDbK5to9gY4anB+CmvfOZq9AU77w3zGDcjhxe+cEDuB4SDUs4vDT0Gn7T1GEA4jRCAUegZ/ngC6X+V2KBwJ026JrBgZDKiQy9oSmHqzEkVOva1zDrpOYDoIc9MOQCCMrnJpOC+chqASii4EElGEI/UchLqus7VuKxurNxLSQ+Sn5eMP+UnPSKfJ4cDhDHBCWx35iZxpdoxlLa3bygclH1CUXsT9+VPJeGgomUNGgYsDFwjt+7QjDsIOhBjb5aZXNr/CbcfelvpyokOMzcb+GXfEWafUC6cAYUHC3xquhhpN37Hxh/c0544VDt8VVYwTvGx1NsTYmO8nlSv4yef/EzHqF1N/wTH9j6GsqYxHVj6CL+jjlQtficg3etrg0/AGvby86WVKG0vJcmfxzLpn8Aa9bKnd0jsFwlAIXrxMfU9UxCiROAiRYd+W+HSIsByEUQKhKe612JK0HzGj/fmZofGJ8hDGK1Jibn9zBcz7bXhZ2+aFp1nzihIV84er0OvWWpWfcNjJsZ0TBx3JQShE0mwIhEMKMqzQzH8sCHe0/OzsMXy6pYIVu+sOK9Glt1Nv9OcMtLkGTxrdh3S3g6nDC7n34oncddEEy4XmNEJOgwdwn69t9uN2auRnqndh063WWfzBkBUKe9s5Y7jtnDFc+fhi9tW34Q30kHeqLsAUUgfmpXPdCcNS/l20gzBaMIydXsOMIE8lxLi9+8Edb6ylyRvg9v+u5i8fbWFvXSsep4Olvz6bvMyD0+7bVtFEdbOPL7ZVU1bfyoC8yM6+xspScoB/r/dxgxk8ZL7zp5jfWhC+LohAKPQItKZycGiw9UM1YOWL8JNVKtwKVPXL3YvU90/uU59VW+Cyp5K7iZoqVKOtIPUHYzzMHISdCjHevwFWPAe7vogcbjjATIEwGF1swu4adCZyELrZ17SPxfsWs7l2M0vLl7K7YTe+UBxHTnE/40szw+dez1sXv2W5FxPRQJB1Gen8dvvLAPzw6B9StOItADJbaiA3h5bAAQqE9uMXXVU0GXa3XrshxuGXye1125NMGYdop148N1C8dUo1xBhixeMx58OWuep77iBCeoiVFSt5Z8c7rK9az8aajaTjpG3EUFh1P2N3/Zf8tHx+duzPmNhnYurb1pVYIcYHIFy0J7R0NsTYEJN/sumZiMFXjrmSb074JgATiiZw1rCzjMXo8OXjMP9B1VFxxbOk5Q/lWxO/Zf3WF/TxwsYXrM6DXkfD3vD3znQS2Fyd7VYK7mp8xvrGhBibRUpsDsJL/kG7mJWMEzlf4zoIjXvF0qfCwwYdCzvmh/+fd3f4+/HfV0Wutn8CEy+FK/7V/nqlQDCk89TnO9A0GJCXgT8Y4pwJ/clOc0XmatXbCTGWHIS9DlMgzPS4oLWW0/c8zgDXbgZrlbgJcHzwbNIGns6K3UqQEQ4+uq5z7ZNf0uwL8Mb3T6LZF+S7zy1jaFEmf7z8qAOu/gvQFlDzyE0PNyFH9c1mxZ3n4HI4rJBTE6exzFAnTwFvIEiTN0C/nDRLYDrQ8ykQ0mNEL/N/72EkZrf41DV696yJHcqrGFOZOInop6YPzzuZg9CcztfO8bMLiHuNKsy+YIg9dS3kZR5Ascgk2Ks9n/i7T7h9xhhWldaT6XGSl+HmR7Vl5Ghw/6fVBHN38u2TR9gchD5Ka1r4YlsV97+7kRF9shhbnMPNp4xgTP+cpJWdexL1rX7eWbWnu1dD6AGIQCj0CPSCEXDct6BmB6x+CXyNUPoVjJupGibLn4390brXYMb9yavevnAplK+Fn28Pi42dwHIQdjTE2N8Gr1yntisao2HlMBwZwWgnWIQoGFmkpFnT+Cgrky9ql/H+62/EzLp/Zn9GF4zGrbnJS8uj3luPf8tcioJBZudkU9JQQnlLOYOyE1dr8wf9XNO4gt3F/cBXz5lDzuSyIy6DTx4BIMt422uJV2QjBUJ6iDWVaxjnb8Hqp0tUkCMergQOyzi02cTXJjO8MFU0DdBsDkJDEIonEHbA1QiEBcKFf4a0XNrOuovlFSs4PhTEBWyd+Tv+9OlPWbJvSYyA3Eb4/821qjr2Iyse4YkZT6S4YV1MVxQpSdlB2MGXrThhn+9d+h5DcmxVqBc/qq7JYSfDxjnw6UNq+N7lSij8xj8jfp9mvBi2HcTk1C3+Fm796FbOHnZ2hDjZIzArAUPnKml3Z+6eNiPPYfQ1bBYFMUOMJ18LGfntz88SthMIpdY9w16kJKqIUVY/GHYSzE+wP758LPx983vtr1OKfLKpgt/N3RQzPCfdxT2zJnLpMYPVgEQhxj3NySwkRtdV+HooEFtgqxM0GznlstKc8NFdHL/neY63tyoWr+d7PMK5nv6sqf8ncODLFJKzvbKZxTtU4ajPt1Wxr66Vr0pq+KqkBpdDY0BeBot3VHHH+eM7ncOv1cy2kh7ZhMz0xG9SmuJIoJMKYV2L6nwozPKEQ1QPQCDUdZ1gSMeVoPrugcy7p9HqV9uS6Ngkwh0lnjrbeeeKEAiTiIlpKQq8IZvb9IpjB/Nfo8pyQ6sSPJfvquHJz3bywzNHM2lw1wiGe+siO6Yf/nCL7T+du9IaadAz8OHmnjkbGJifwblGO+Tqf37GklC4Y3Ht3nrW7q3nteV76JOdxsu3nMDoflEdkj2Qbzz6BdsremmntxCBCIRCz+DMX8GUq9T39DxY/PdwpcltH8Ma5WDjkn/ClGvg0ROgcqNqpCYSCAM+JQ6CCssacWqnV88UCO1hh0kJBpTrcfaPwuLgaf8PPvtDeBpDSDGLlHQkxPi+PoW8m50FrbutwWMLxnL3SXcztmAs7niC2edq3ZuzCvnY4WNP456kAuGqylXsDqkH5qzCydx9xp9woEHNTnC4SHerh12bt52HSelXsG8lTP1uhLtszo453PnFneRmwWdV4HS4YNyFyedlx2VLIt2eQOhOt1xpZnGVDuFwhru/kzkIOywQGoLEyhcAeCjdz+u7PuAMssjoW8SCLc/QaoQujMobxWmDTyMvLY9GXyOD96zis72fM3DISXzj5N9w+ZzL2dmws+Pb1lV0ZZGSREJLIpGi3flGijFDcoZEioM1O+CDX0X9JgNO+1/45H4oWxMzyzRjnt6DGFoyv3Q+qypXsapyVc8TCM28oZ3F7iDsAldLhzDXPSOqQ8IUks18evHyCcbDdBD6E4jFrXXq057WwRklEN78odoPdsH5nPvgxB/C+7+Er55Anfe6miZRxeQOsrMqfodJY1uAN1bsDQuE7RYpEQdhj2TTu7D4H5A/BDa+ozpfAUadBUddBZOv6vSsWwwHYVaaC7YvAeBfgXP5KHQs/7l5Gmx5H778JyMc+6ndNxeYnmRuQlfw1c7w+81zi0oinpQvLw1XGH5t+Z5OC4RtxqM+1SrCpkDYWd3NFAjzMtyWEBU4gBDjRMU0HJbT8RA72g8iZmGYDE/HIjs8UeJpew44uygY7T6MmG+KIcb2I3Dl1CH4gyHeWrXPCv/+67ytfL61ivfXl1Py0AVJ50UopCJy+oyFPqMTTranVrURBhdkWN/756bxrZOGs6N0H+7tQfxZRVYhwmUlNZxrvMe4UffCgXnpDC3K5Iyx/dhV3cz8TZWUN7Tx3+Wl3HH++OTreSAE/fDKN2HMeXDctzs1i/oWPzuqOmf4EA4/RCAUegZHXhb+buZpajOEJ3tOJjMfW9EoJRAmDEUk0uFStwvonED4+Z7PWVOpBIKUHITb5sELtu3RHPDdT1RRi+XPqpxTYAkppoMwtoqxvUhJ+PuqqjVKHARuzj+Kb5/3Dxp9jQzIGtBuyDBAvq6WZ4ZNJ2JTjXKV3FjXwP8ec4lyMdaVqgT/fcfj8gSBNgKmGycRr98Mdbthw9tw/VuWmLdi/woAGhzwcm421/1wc6TDpj06EM7blpYFfiUK1HoTCxv+kJ9/b/g3x/Q7hin9poRHaE6bg9AscBAvxNi2Hq4UBMKoHGiL9y8DYAHNkJ0FQS+XHXEZV429inGF4yLDg+of4PKKN2Hq6egFY3Bpro67I7uSrihSYoZ8JgxZ7WwOwgx0wIWDACH+M/M/keP3b4j9zcw/qPvSJ/eHHWA20p1KzDyYDsLatgMU4Q4mByoQWg7Cbsjd02o0ojMKIodHFy9KVSA0HYSBBM+jJuOeb88zau/gsI+zu2dP/rH6PO/3MOVatb7PnA+N+5TzMtqF2AlqmsPunKumDuH6E4YRDOmc+of51DTb3IwJi5RIDsIezcf3QuUm2BU1fPvH6m/czPidXSmwbJe6B+Q6/VC9jWBaPn/Sb+IXF46HUcNg1JnMax7J2ev+H5626gPcECEVVpWG78sLNlda33PTXTTYqk7XtXZe0A8LhKk1IU1tKdTJHIQNbbEC4YGEGJtOxuiQW5fldDyMBEK/Oubp7o69l3miHISOdjqj7IKiswuKlNhF2tx0t+X2NIVh++/j5Qu0aKuHF6+A0i8hdxD8bH3CjjXTQfjwFZM5YWQRtc0+cjPcShytccDfIDOvH4/PPJZb/71cCddu9Z7vQZ2jn9/YD+eiR+CYByBnFIu3V3PNk0soOdjC287PVIfMlvc7LRCu3lMHwClH9OE/yScVegEiEAo9D/Nl1XRq2fuS+o5Tn6ZjLFl4mn1c9bZOr84PPv6B9T2lHIQvXRv5/5X/VuIgRApIUTkI23MQLtq3iE92f8LCvQsB+FVVDdeMORnS8lJ3NgIZqAdta6LGrMHmGhW2OtHnC4s/piOz/0TczVuBNvzJ8o/5mpU4CCoH41ePw4mqSESdt86arMTt7rjzzC7AJSmM4Q/52dGkwhM8Dg8N3gYCoQC+oI80Z1qEqDp722z+svwvAHx21We0BFrom9EXj8MZJwdhHDGzow7CwnAhnhBQYzhVz9cz2emr43sn/JKzjkrwsLcqTOtomkamO5MmfxO68f8hx3IQHsBjxQzxjM7JaNLZEGNXGm2aRoAQ/TP7xxboqYwKsZz+G5jyTaPIhjPcWWEj3RB4DpaDsKS+hN8v/f1BmXeXYC/k8Y3HE0+XCFvunkOag1DXlbjpyY4V8aMFt2gRLxHJHIS6Dls/UN8jBMKoZVuOyjj3ZYcj/Ayxqj+3Raxviy/A84t30djm54pjh/CHDzaxv8HLczdNIzst8TVpNr7vv+RIZk5Sbvx6w7HTGlEpVHIQfi2ptuXcnXwtHHM9/Ov88LDaXVB8ZIdn+9XOGuauU1U9B/h3gx7CWXwka288N+L5E0gvAiDdKwLhwWZTeQOvLlPvOmP757B5v3pXOWdCfx645Ejmb65geFEWVz2xJKIK8FOf7+D+dzfy3E3TOH1M33aX02rkIEzVQahpGk6HRqCTop55P8rNcON2qWUfSBiw5SCMzrPnOHwdhB0OMe6gg9A+vTvJtJ4U8zw2+8JithKGI8PUTVcpwOdbqrhy6hDisnmuEgdB5U1uqYGsoriT7jVcg4OM4jsFWbZndIshvGcWkulRbQZfMATppoMwyBs/OAnnC1OhuVKZV65+kbwMdY00tvX8DrRVpXUAHD+8UARCgUNdBk/oASxfvpzi4mKuvvpqa1hrays//vGPGTFiBAMGDODkk09mwYIF1viamhouu+wy+vXrx8iRI3nuueci5vnyyy8zevRo+vXrx6xZs6isrKTTWAKh4UxrNuZ18aNhAcFsXKYqEC78S9xGfntE5wV0pSJ+mILBtFvht3Uw3hY2G8cVaApUyYqU+ND4n4//h1c2v8Lepr1MavNyRWNTp6o4ZxiCZHsC4ZZalX9jrM8XFn/KVqvPAZNxGQ6qQLL5eKNcils+gGdnMrbsDcqay6zBtQ5Hx51nESHGicW459aHz9XirGJ0dJ5a+xSXzb6MGa/NoN48z1AVjk1Oe+U0znv9PK6ccyX7XO6wg9DXpJYXz71jnJfb3S7mt+xl+f7lyV1gEy62nIj7nU7aQn5G54/mD6FC/ruvnLOKT0z8W0sgNHLMuDMJ6SHaggfP0ZYUq4rxATxWTEdlQoHQfKnseA7CRmO94lYir1RiOGPOVz3Mp/1cbYemqfuRtyGm0u7BdhA+tvqx9ifqTkwH4Xm/h8lXJ582Hvbqf/Z9mEqequ2fwGOnQMkXSmDsSP47f4t6NkS7ByH2fpqKyA/JHYTN4bxEERXJo8VH834y4nT1OeHi+MtKkKfz9v+u5qG5m3h0/nbOeHgB760tZ/muWr7ckVyYaTCcRHY3UJrbaMTZBULLIRx17eUaaSrsQpTQM9D18Hk18kw494HYwjxN5Z2a9fvrwr/r22Ic+/4TYjqnQkbnpTvQje72XsJdb623vv/snCMAGNU3iwe/MYl+uelcNXWoJRTZBcL7390IwLee+Yrd1e0XnLIchEk6HqJxahqd1d3MTozcdDduRxc4CI3fxoQYm6HQB1BtuafRYoYYd9BBGB0m3F6NDbvYGp3b0Y4VYtzO8au3OVxz0l2WQGmKuxWN4XeGeRv3U1LVzNo99XywvpzF26vZWNagzmXT1GBipq6Kw966VhwaFOfF6Rg0c627M8M5NYO69Y7gIcDAvIxwe7W2JHJ7D3bhm060BaPZsE+1kScOOjhFYISvF+Ig7GW8++673H777UydOjVi+L333svSpUv56quv6Nu3L88++ywXXXQRJSUlFBUVceutt1JYWEhZWRlbt27l5JNPZsKECUydOpU1a9bw/e9/n88//5zx48fz4x//mJtuuok5c+Z0biXNsC6zAWSGERcdEZ4mFQdhdKGDnZ/C+Is6tCpN/g6+1Jq5pnIHqRDFaOwNTi0yxDhGILTd8F+tXYvfyPGUn5bPw6Xr1cXbiRCzTENcSSYQztk+h4016qVxqD+gwqIfP80mEB6Fq/QjCELA36oaItvmKYdnvq0nzxR6ikYrF2fJ52jAOKAsN1xtt87p7LiDMFGOxije3fGu9b1PRh92N+7m0VWPWsOW7V/GWUPPIqSH2Fq7Neb32+u3c25xHjnBHBqfm8Q5+en01XL45LVzaPY34w/6GZQ9CKfDid+/m7SBxWxK88Ded2Hvu+S4c3ht1msMzB4Yu3LFR8LtW+Crx9n5hSqKMSJvBFStU+OTCdJRAmGWS4lrzf5mMlwphkZ2JV1RpMRsvCYSCBO5mNrDlUaDKRDGSxNQqc51znsQ8gZHjkvLVS+VvqaIUDyPcf51tYNQ13UW7VvEezu7rhDFQcEUCDPj98a3i8MWmmp3nwW94Gjn/H3jFvUi/txF6j7g9Kh8kUNOUCJzMkdUS4LwYogVBJ0pviLZHYS6Dm98VzUQrv5P+FweeEwSh7EW3h/n3KuqGSd6VtkdhAb7G9p4b218oWdbRRNnjU9cHd50NuTa3EBxCwEkCjE2nY3la4CzEi5H6AbM+1bBcLjhLTUsOjVAwnttcswKxgDFrUaERv+JMdM5PKqx7Qh1QzGiXoYppAGcd+QAtj5wfowTLN0S/+MLFgu3VXFtUfJiMmaRklRDjEH1twU7qRCaYpHpxgLwH4DgYoYQx7jkjFtbZ9ezJ2IKwRmejgqE4X2j0X5UijsixDjxtC6HhqYlF8y8gSBtxvn5l6smk5XmsiojB0M6vkCI2hY/GW4n/mCIDzfs58MN+2Pm43E6WHHEViK6RBKkwmhs81Pf6mdgXnr8as+2CBlzXQKhkNX2SNP89M2xPd+Nd5q0FAXRnsCmciUQji/uXMoJ4fBCHIS9jOOOO441a9Zw7LHHRgxfunQp11xzDX37qvCCG2+8EafTyaZNm6iqquLNN9/kvvvuw+l0Mm7cOK6//nqeeuopAJ5++mmuvvpqjjzySJxOJ/feey9z585l3759nVvJ6AaQKfTZRSBrmiSN8+iQp1e+2eFVMYuTpIzpougzJv74qGrEkCTE2AhH82rwj/JPAXhqxlO8f9n7DDQS9abscAEYfTYAGQUjAVUhNRG/WqgKNrhx4ARV4dUUBwGKj7IchP5AK3x0F7x4OfzzZPjvjbDwr6pBaebEyxsCOWGBbFWah3p/2F3YommdyCtnexg7EguE9v2an5YfM950EDZ4GwjoAYblDuN7k7/H/x77v8y/cj7H9lfXSqPx0vBRVib/yXRT3lxOo6+RtmAb2+u3s6V2Czv1NjalefCEdE7PGYXH4aHR32iFhcfFkwnuLHa61fkwPHd4am4884XN5iAEaE2Wl/Ng0hVFStwHK8Q4g0bjpTUmTUBrnSpilJYL+cPirFN8x5bpJo7JHXqAPLPuGb4373uRq5Dk/O42zNyj6Z3sbTaF5FAo0kHYXlXjtoZwL70eVK49b726Bz0zA56/OLkL0SpQEkcgjBbkU93v9irG1dth7X9VkaqlT4e3J1n4sistfE6nZcPR10F6gny3cRyE6/epYzFzUjE3nzKCy48dzH0XK7GmotFLKKSzraKRBZsrWLy9OkLcsdw5tsa3w6HhdmpRIkKCay/XuK+3VCH0MOpVuCl5tk67aAdhZwVCWwhgfrNRHKtvbBJ+h1ud947uyDXayxhWlBnxGU/oMHPRtRnvkN5AMOKSLqtv//3BjJZMNcQYwOVwdFp4MyvX5ma4rBBj/wEVKTEchDEhxmp/dTZXYk/ETBPRUQeh3V3ZnnsQIh2HyYqUaJqGx+lIKhCax/uIftl84+jBEfP0B0NUNal7yfA+WQwuiOxMnDIknzPGqnasLxiiscyoRGym80kQbWDmHxxUkKBz0i4QOs2iO2GHdqYzFCWMqnPokDkID/A9tMUXYFdNC4VZnkihU+i1iIOwl9G/f3wnwaWXXsrTTz/NxRdfzKBBg3j88ccpLCxkypQpLF68mEGDBlFcXGxNP23aNP7yF5Wrbfny5dx8883WuKKiIkaOHMnKlSsZODCOa6o9InJTEb+BZQpjyfIexWtoVm6BvgnEuzjYBcIfTvlh+z8wG59ZCfK42EVO42XEoTnQ0GKFhpxi/pGfx2MFeRBsY1rxNI4fcHzi+bXHZU/Dlg9I84Tgq1VJnU85nhwafY38X5+TYWdJ5L7MLobMQtyG0zNQvQ22vKjGtdXD+jfV34jTwg1/T5ZyFzQq0XhhhvrtcJ+fEo+bNofWcdEnRQdhcVYxO+p30D+zPwXpYVHgpIEnsWjfIms/VLWqBm5RelHEsX72vGfx/fEIZjuaeXnkVE7avYphGf0ZdNHfGJIzhM/2fIY34KU4uxiW/Yv+Wz9hqD9A0bG/5fV0B3cvvpvdDbtJhj7iNB7apCqqjsgbkVo+vygHoZkTrzXYTQJhVxQpcaWp3/vbcRB2oopxQgdhxUb1cjX0hPjiplVZOXK/WgKhnsKLmb8NPvw17P4STvkp9D8S+o2LO+k7O94B4OyhZ/P/pv4/rnznSuq99d2XWzIRZgeDmfaho5j7Wg9Giq+BdgTCslWR/2cXw5XPwcvXQku1Eqq89fEFQEguEMY4CFO8v+ao3H1UbYECm8i88zMYd0H8edtzEHbECW5OazsfzdCgIwfl8YMzVJXG+ZtVYZT9DW3c8MxXLNwWFvBOG9OX52+aBsQPMQblAolI1m+J81Gig7kfW2uhG4zLQhIsgdDmio6+XjspEJrFAo7rEyK9zXDv2KMHDBzGe4JLFwfhwcYUIf561ZSE05jpA8zcdHtrWyOyZ+yraz9lRkeLlIASmTobumsvUmKKjP5UUlEkIGBVMY7Osxc5/uvO5vJG9jd4cRodPh3Bvm9S6bq3i9HR+zUaj8thhT7HI16nlVWkJKRT0ajeF/rlpOEPuikxwuJX3nmOlTfwsy2V3PjMEgq8e1WbMm8w1GyPK6QFQzrf/tdSAIoTFTvRwx3gLlu4s+5wowEZzvjb447nxj8YHGAO4D3GfWBkn6ye9Z4pdBsiEAoA/OAHP6CiooLhw4fj8XgYMmQI8+bNIysri4qKCstZaNK3b18qKlQDpL3x0YRCIXTjRSEYVDdVXdetYbg8aIAe9KpGSdCn/ne4w40UpzFNoC0mN5iF+bvxs2DXIrSWKvTSJdDniPjTx6HBqF562uDTuPWoW8PrmIi2erXMtNz46+V0W9KGrjmtaZwOJyE9FDF/X1YfJQ4aHN3vaGu8NQ+HK/H2R5OeB0ddiWvb24Aq3hFve4KhIK3+VrLd2ZyUrhq+eloOmtGw1k/+Ceg6TjMHYZXqodPPfRCaKuGLv7AiLY2d297iwV2zuSU/l1s9mZA3GG3bRwCsKzwa9B18u76B3/Ytok1ztL9vo3GlpbQfNGOqv5zxF+bunGsNn1Y8jUX7FtEWaEPXdSpblSupT0afmHVxO5xc3tjMZSfch7b6VPSc8VCsxNqrx9ryr62fh+ZVDSHd6aafEX5Z0VKBP+hnc81mxhWOi6k2vUELv7RM6TsFPRRQ55HmSHx8NYeaJhQCXSfNENbN7TnkJFlnc31SWi9Plmq0hkKxonEopJaBlvp5D5CeT4PxopbjyYlcj+qtap6Fo+LP05Wuxpuh9OZgTT0+fUFf+9u14HdoS5XjmtdVZ4o+YLIKTW2thRN/SPOky/jVwl+xrW4bBWkF/On0P6FpGi6HCx2dQCiQWg7Ug01ThSq64WtS+8WV0bnjrTmN8zcI/rbwtZzsng6wb5X63YApSuyY8SAMnAI/XApPnIZWvwe9tQ6iC9GYeBuNe3RO7HIcrgjpOeX766jpap5b3of+E8Pb0lIFAa+xn9Ii5+W03b+caamfz1HnY6svyMMfqnvwhOJca58Pad7A0+4/cs/aG9itq47BqcMLWFpSy+rSOms6s7Jpdpoz4ng5NQ1/yPZc1hNce+l5ajvM58Nh5L752tNUoY5ZVt/wMXNlRJ7j3qaO3UsNTIHmlOIQ7Nmr3mey+sXMSzMEbWcohfukcEA0Gc7gTI8z4b5Oc4aLROi6buUcHF6USUl1C+X1rUmPk67rtAbVGRR9z0iG06ERDOmEQqEOCxD1reqdKifdZYUb+wOhTp9PAZuD0D4Ps1Jv0H7f+5qyqbyB8x9RkSuZhnuwI9tkN59qWvu/tTsOnY7k03tcDhrbAgSC0a47RZMhEGbZzmNLlAuEKDPcfv1z08jZ+xlXuOfyjvMs8jNnWtOfMrqIYdp+0vGh95scbjOGAjH3qPX76imrV8L46L5Z8dc96Dfeb53hHIShEEHNjQvIdASN32lo6KorW9fRMN+FDs6zsay+ldx0N1kB2ztUJ5ZTbbgyi7I9X/tzX+gaekBrQ+gJPPbYY7z11lts2bKFYcOG8fe//52ZM2eydOlSdF3HEdUj5HA4CBkviO2Nj+bee+/lnnvuiRg2Z84cnE71ECts2sKpQPmeEr6aPZvTqisoAD6a/xmtaSpX2LiynYwF1qxcTsme/LjL6V+/ihOA0v01NOZPZ2LLq2xYtpBtpamHxK33qaTPLRUtzJ49u93ph1V9xhRga+l+NsaZ/uS6BvoY39+d+z5Bh+EGCYEv5ItYRl31RjB0JA1w7HAwe7cab6av/2rpcspj0+YlZbVPhQpv3baV2fti17Ex1EhAD5ARzGDz1m2MA1paWjHKR/BRqYfWitlUVVaDGwIahHAwt6yIgHMwiwdN4V1PDZS8CcCjBfmcua+CioIjOElzs2HglVQ690MAhgbUC22bpqW0f+30q1+NWcJj9nsfJAxRLmtSxVAWfb6Ibd5wNeutG9WOW71+NbO3z2aVbxUADWUNMetyTpuXTOCLj9/jFGB/XQtfxlnfiXv3MNr4/uXyVazPUq7bTXs28c1XvskG/waOdB/J1VmRRR1W+FYAcFJLKys+WU5efR25wAcffYzXnR93u0bv38BEYMOGdWyrnk1ts2qgf/zpx+x074z7m4PJqdWVFAIfz/+U5vTNcadJJS/pjJCTjFCAOW+/QSgqxHP0/vVqmzduZFtN6ufLiub5rM5TzsGynWXMLgv/duKedxkNrN7Xxq44x/Skuib6AgvmfUBD5kZr+Da/Opd2le5Kfu7qIc5d9wzpQG3mCAKODHLbSkmzhew3ffgAd25bxfy2+QAcoR9h7Su/8bL81py38GgdSClwEHAFW7lgza0Rw+YvXEJjxp640yc73kOr1nI0sG3zRtICdZhZr+Z9OJeWtMQ58ybsXcQRwCr3sewuPB2W7QaUQ/fkYBZ9gPkfzqUxY1Dc3w+sXcJUoKR0H2uij5uuW/dWgFVrN7C7LLXz7Ky0/mTX7GDnF28wwhjWWl/Fis8+4RSgrKKapbbleQKNmLVkW31BPkrx/je1soaBwBefzac6p5xllRrmg2LfusXMNi69kzf+ltHOndSRzf/6v893xgaZVFjJhj1O6lv9vPX2bBwa1DU5cWvwwXvvRiwnFHQSCGGd2xP2blX7ffVqdu8Jr6sr2MIFQHNdNQxK7RoXDgzNcMHotg4Dj7+BceVvsKX/LNo8yo0+av8ijgQ27ixjq+38sp/jW9atYFMH7qUm+8ocgAOP7kVrq6fVXcCH77wbM92mar/KTOlv7fAzXugY+yqcgMaiz+azKYEpWRm3XDQ0NfP227N5erM6joNcTZTgYOveqnaPU1tA3W8Wzp9HZoqtSL9frdvbs+ekFLJqZ/MOtY5rl39Jeau6363fuJnZzRvb+2lc9jUDuKirqY7Y1tLdajlfLl2Kb4dOIATeIGT1wAwf7fFZWfi5oIX8Hb72VHYJdXAdWvv39Zoqte8APlswn01J3ORBnzoX3nx7DvFSI/5tnRrfUF1hrff2PWp7Vq5ZQ6NfAxwctet5vtn4FDjhG3xB/e//xd6C49laPAuAoS6VeqOs2YWjuZJi4PNP51ObVRqxvFXV4X3Vp24js2fHnlcD6pYyDdhVuofPWxcALvZXVLE2sI2jAUdA3d9mGdM3NTbyyezZtAQAXDQ2NXX5/W9ppcYL29R6z3J8xd+M18PZb7/d4Ygscx80VpYxZ07yiCehdyACoQDA7373O5566imOOEK562677TZeeeUVXnvtNYqLi6mtjUxsXVtbS2GhegktLCxMOj6au+66izvvvBNQDsK0tDQuuugiXC7jdNy3ErbeT3GfQmbNmgX//D20wDnnzQyHcn22Bcrf5qiJYznqhFlxl8NGDXbAkOGjVPGMfa8yYexoJpyWYPo4OHc4eWnhS4wZOYZZ01L43RclUApHHHksR5wSZ/p/PwNNqgV3wUUXW2FnD/znAYKhoNpegz9+/AnshV9W13DezMcpHHtBeD4r1ce040+AsefTEdJK0njts9cYMnwIs+Lsu/VV6+E9GN1/NGM9o6D8LTLdGvhALxjBOVcoB9T8+V9C6RYCmoY2cAozv3EVJQ0l/Oatmph55o8czZjzfw6h25ioOWj8z3kADAwEcOo6bQ4tYttTYmce7PgTALMuviThZG+8/wZUwDnTz2FIzRAWf76YITlDOHbisby75F1GHDGCWUfPonZ9LSyHqROnMmtS1Lrs/A3U1XDyMeNhG/QfekT89f1kDVQol+LxJ57C6EFTePS/j7IzEBbs1vnXMezEYUzuO9katmP5DlgP01tamTXzHNjzALTBuedfkLgIxKJdsO8VJowbx4RTZ7Fk4RLW71jPsccfy6mDT01tH3YlTz0CzXDWOTNUUnwbuq4zZ84cLrroovbdA7vvhepaLjzrZFjzCow8HQZMUeMW7oB9MGHikUw4KfXz5TfP/wY86lo7YdJUZo23/faF56ASJp9zNZOHHB/74/+8CFs3cMYpx8PgcHGnpeVLefbDZ+k/oD+zzrDNr7VOVQbta4QQ716CtqoBfdBx5H9nnhoW9KPvXw/uDLR/HE9WqIlAnwDsUc7Wh097mHzDAffEm09Q31jPjPNnxC+wcgjR7smPGXbmuRfE5G5M6XivbIDSZxg9aiQ07AHjtnH2GaeG91083n4fKmDKSWczJfre9+9/QdNmzjz9ZCg+Kv7vVzdDCQwfPZbh58aeQ/oaN5pREGrKMccxZUqK51nzi7DlA0ZUfWwNynDBycdPha0wYMjwyHuGrwnWqlQGGTn5qd//3nwH6pZy8vHHwuiz2fzBZti2nVtOG8k154f3m7byBgBGaSqtw/9eN5N0t5OHNnxCc30b5828gGBIx7/4QwbmpzNr1vSIxfx21Ue0tfnD6/XRMrXfp0xhytG2dfW3wprvkZWhrq+UrnFBpd/44m/QsE+l3mipgaOugklXALoa73Cp8HunB+pLoWm/qty98t9qv+eodB/0GYO27r8ADE9vgps/VMv4ZA3sg/HHnMj448LHTN/SD61ZRXiMGT6IMed18NkLvFrxJdRVkxdUF256v5Fxz+H8zRWwG9IcwY4/44UO8efNC6ClhW9ceH5EQQ87/mCIn3/1Pu60dIYfcyxrlywi0+Pk4W9P5/Q/LqAxqHHRRTMTXsO6rvPrpaqA1hWXXJS0IIWdB9d/TJPfy8wLLrTysqXKf8qXQG0NM88+k9V76nh1x1pGjBrNrPPHqetEc6hrpGEffPEIFI6A47+XcH7r99Xz+zVfUNyvH7NmTbOGL5+9ni/27+I/291cNP14/vjhZpbvquWDn57GiD5ZCefXE6n4fAeUbAKgKC+bWbNO79DvgyGd279U77IO2r+vz21YzrpalWrg3HPOZkhh4tQjz216k1U+NzPOO98KIy6taeHxz3Zw2TGD2L54MQCjRwxh1iz1nrxnwTbeK93CmHETeG7RLtJo4Jq2lyPmm9dWSl5ZKeNvUdEan69/GHzQd8hIXMEWaFjFqSefCENPjPhdzaIS2LKBn5w1mmvPTpCCan0IdsKwEaM4e9p0Hlr9GfkFhYyeMAnKXyIn3anub6uUwz47O5tZs2bR2ObnjqUfkZmZxaxZZyTcJx0hGNK5750NvLBtlzXMTTgK6bzzz2fNvib+u3wPt88Ym1JOwcYvd8GW9UyZcAQXnTWqS9ZT+HojAqEAQH19PZmZkTf0rKws6urqmDFjBiUlJTQ0NJCbqxqoK1eu5KijVANs8uTJrF69muuuuw6A5uZmtm7dao2PJtptCCpxrfXwMXJ+aQGv6gUxclJprvRwr4iRG0oLBRL3lBiNPM3psfI2aUF/h3pWfEblvXRXemqNHiN3mpaWHX85NkeU5nBZ07g0F37dH7GMfSFleR/j81OUURR3fvZ5pIrb2HdBPRh3mypaVcOhX2Y/tJDRA2nkEtRO/GF4nd3qhSkAaIOngqaxtFzl8bigqZn8ISfyYu0aAPxuY/85VcheY0gVKOkTCJKm67TZj3+q2Cr1JvutmdvR7XRzzvBzqPPWcfqQ01mxX7n2vEEvmqZZOQj7ZvSNnZ+RV08zCjNoaTnx97stl5jm8kTkPAQYXziejTUbuX/J/bx60atWBevSJtWjOczvR/M1WzkINYcz8fE1wpQ1VCiuWbm4LdjWPQ30FNZZS+U4e9R5pX3+MCx9CgpGwE9WGSN1az6pnvfR4RIDWpsi16FOvWRpRaOTHlPrfmRgXkcBPRA5v1e+CbsWwg2zVd6a7coVqI2bGf69ywODjlbf84ai1e9ms1E1/E+n/8kSByFcoMQf8nfPcQUVH1O+Ju4ozZ3VueNtuJ80PaRyNJq/CfqSH9vmajVdVp/Y6YwOFy2Y5LkQNJ8nafGncXoinx2p7vPcwTGDtFAwvDxn1PJsRUoSrks8op6POyrVM+f0MXHuWwYnjCwkw6P2t5kTyR/SqWlS69Y3J/b55nRotppAKrhYfXdErmtUPuCUrvHeTmsd/H5Y7PC9y2Duz1OfT32p+rO5kbXmyvDxaatTwzLyI4/ZT9fCxtnwxnfRfE0dz/+LOn8A8v3qfUErGB53Pm63E6/uwh3yyXlxkDELj2R4nAn3tXn9B4IhVu9R7zPXnziMAfkZFOels7umhca2IHmZiW1zrUEV/umKV+01AU5jfUJ68ve1eJhpEPIy3Za4eGbJX9B+955653a44bwH4d3/Df/oqKuUeB4Hs16Eyxl5rzLFTl8wxGX/XGwNf3dNGT86K7XURLqus62iiVF9s3F01CrZhdi3KzfDndo+3/IB5A+FfuMjCrio163k93W3K2wFdDkdiafdPJfXWm+iMi2PYMUctMHjoL6Ue18vIVCymB+sPgrTzZflcVnzMc/bhduqKG9o4/x+TTgbjCKIvyqDz/8Enz+s1lcPgcNJrkOFzQbd2biNHKiaHpu6xizkkp2WZD/p4fdbjxHtFgjpBDR1naRrke0pzdhx9sI3XXX/O/+Rz9haobb9T1dM5shBeTz7f+GOyYfnruPJJeUAvLpsDyUPXRB3PnZqm9XzuzDLI/dpARCBUDA4//zzueuuu3jllVfo06cPL730EosWLeKRRx5h0KBBTJ8+nTvuuIO//vWvbN26lSeeeIJXXnkFUBWPZ82axfXXX8+4ceP41a9+xfHHH8+oUZ3shTBFFrOIhlkgw54w3vyerHKTmbTVlWZrxHSskl6bIYyZ+d3axUz47UnQ22hPVG8LiXU4HDHFDiqNKr/9AsFwlcxoOlr5l0jBIR61bcoNWphRCGahY7MggW39XUbFWb+mqR5bYFXFKgDOaGnlvD4nsKG1nJVtFfhswlmDt4EmvYn+zgw8QJqu0+JwdLwIQ4oFBMztdDvcuB1urh1/LQDrqtYB4A14I3IQ9s2MU2DGzBloFjhIVGE0onCKJyLX4Ii8Ebw480UufvtiNtdupqy5jEHZKgyyulWJHn2DQeUssqoYp1KkRDXUzCIlyYrPHFTMJM4HUqQEwBCeMXP21drCpa1CKKmf99Hn+ZhlL0B9FezfoApImNdsWk6cXwNGkv2ISruEcxBGFBfSdSUOAjwf5ZYZm+AlLSOP+kYHZS37Kc4qjhAHwSZEHkCVuv3N+/lo10dcMPICFu5dyMubXmZb3TYmFE3gnpPuYWju0MQ/3rMMnjor8Xh3kliiZJjndigQrnYO7SfbblHXSlxnrXlPSHYNmEVQEt3TnS7w276nSrzGqB4Mr4u9KAlEXtsdqUZvVTFW5+P2SrXvRvXNTjB9Bv+6MeySsapBBkLsqFK/HZwfewzNe3EwpKvGYqIiJQ4VDtZu9enejK7Dm9+DNS/DjAdg3WvhcRc9oop71ZbAjgXga1G5NV3p6tpwpalzNneAKsiTlgPFR8LR16vrpqUa/jUTGlUqDQZOCc+7tU59Rlcad6dDhnG+Bjr3vDDzuBX4jQIlhfHf99xOBz7cpNP5+5eQGmZxDXeSIhGapgpW+IO6lbOwT5a6F5oC4e6aFiZlxk/Fs7q0jqCuUZjVsXQXpljWmUIlZiGlvAw3LoeDidpOTqh4JTxB0BspDoK6HhIIhEEj/VFMkZIE759/+mgL/zN9dLvvpzXNPq5+YjFb9qv76g/PHMWkQXkMLsjkyEGppzbqCuwFpnLSUniO1ZbAf65U3+9WwrFDU4JuR6sYR1eHjuCzh3Gg01+rg2dPhaLRUL2NpwA88GrgdP4fKo1Jlm29zWP1xTb1/D+z2AcNwJGXq/vlWXfCmlehfrd6NnqyyDEEwoArC/xqm+K1Gc2CPRnx4p1NbIUDncb2BUIh/IaMkq5Fz1ftfzOvZVel9WvyBixx8K9XTeGSo1Ub4oxReWamFV5Zsh3omOO1ulk9v4uyuzeNjdBzEIFQAFQOwl/84hccc8wx+Hw+hgwZwn//+18mTZoEwLPPPstNN91Ev379yMrK4r777mP6dBWSdNJJJ/Hggw8yc+ZMGhsbOeGEE3jppZc6vzKmmBSIFghtDTqzcRVMJhDahEW7y6FyM8z+MYw8A868I+mqmGJLhwVCdwJ7vb3Bae+5NESVkB6yXGUVpmAVDCYWRNqpFhaPuMKGjVqvEsEK0gqgzajibE5ra8i6TQehpkGuqla9pVYlyz/S64WgD4/xUPTbGsd7mlS+shFu9cLkNp6c/pAfT0cayon2cRR2gdBOulFk5Y2tb/Dx7o9pDajEx30y+hCDKXqZDa5EYlKcStt/OO0PvL39be464S7cTjfjCsdR2ljKroZdYYGwTb30FAVD4G1KrSJwdBVjY3vM7TjkmDlH41UC7gjR4nrEOWG+ZaUuJEcLpgPL1kLZWvXPtnnq/qA5E4s0carGgq2KsXlt6Dq8d3v8eeQNhb5j44/zZLPJo87NcQWxobUeh1qv33/1ex445QEyUzzvTXRd57YFt7Gmag1vbXuL3Y27rXNk2f5l3LfkPp6c8WTiGax7PfL/Iy+PFDg6LRCa528wUiBsT7BoMarxxhUIzft8ErEqkWBnrZc7/vf26BMVmqQ51X3TFCRdUZ08EW7CjlQxNgVCL4FgiJLqZrI8TvpnAov+D468zLofA0wZ0R97oifLQRjULddAcV5sB5RpDgrqunpR1BNce5qm9vsBVlE8rGksU+IgqGrmJufcB8fe2Pn5puepv6Enwvo31DB7FXDD8U6Ukx0IdzpGdXykiilA5FkC4ci407kcGn6cZOlG8SFxpxw0/MEQDo12nWsuhwN/MESLTz27TCFm6vACvtpZwwfry5k0OL6gtalcdVxnpiI6RSwz3OHQURpa/bgcGhluJ26ng6ud8+NPeMGfYNsnsPnd8LtaHPymkBolZCULl775uWXMPCKLy3I3ou2Yr9IdTboC+qr7fmObn2ufXGKJgwCPzt9ufX/nR6ckFwm9TeBtiLh3d4ZmbwB/MITXH84Bn1IF4+XPxQzSVHWS1KoY29oiCQXqpgrYuzxyWPW2iH8nOcIdwnaBMHobcjXDtGAXgc17mr8VPFlka+reFnBmhO87cZQ6s6JyZlKB0HjP0xzWuRwI6vhQ7xGZmnnfjVyOudhQAoUwGNK5d856Jg7M48qpsVXg7fiDIZ5bVALA5CH5ljgI4LF1wLiIrKjsC4TaDeuvbVHrX5ApAqGgEIGwl3L33XdH/F9QUMATTzyRcPoBAwYwd+7chONvueUWbrnllq5ZOWcigdDecDPdJ0kaJebvnR6bs8QHH/wKSpeov7HnwcCjE87CFBfSoxt3iTCddp4Ebo4EIoQpEAb1oCUQ1nvrSdOcZA45AfpNiD+/Tri1YoSNKOqMsKT8tHzQmqN+bBMIDZHMD5A7CF3X2du0FxcOBgSCEPTjMsU/WwO43qsaLfkuJQR5jGl8QV/HBMI+Y2D8LOg/MelklkAY5ThMM9YpoAcsgQ4SCITRDsK0BC96EQ5CtbzzR5zP+SPCudKK0pWwYe5nUA5CF5AbChkVfDviIDQEQuMcbetkg++A0cM9rAdEtEAY9KmOAKfLpg92TiBMd6bB+X9QL5DzfqvEoqAX0nITz9MMZY8SriKuo4AXPrk/7HqMpv+ExPP3ZLPJyI84tjBWRDSXM2/3PCZumsh3Jn0n0abG0ORr4oI3L6CmTeUJ21wbWzxmR92O5DPZrwo1kTsYzr1ffTcFQmda5wVh894VCoY7ViC5+8/XrJwOEOuKgphw17hYz4VEDsLYazglJl6qxJaCEZBRAP86X51nQdtzKBGdchC2squmhRt4l58530T711jYtwI2zIbvfBSePur4mA2FCIEgTsPIGeN8sOKN46y/29rn1U1estPdpLsPsKPgcKJyU+T/uYPhB4vin8Od4Zx7YeMc9T5k7yAynzHxluM6MIHQFFnaEwjdTgd+XDjQ1bXeEVeu0CH8Qd3qAEiGy6nR4gvR7FXP7Kw0da1OH9efR+dv5+/zt9HqD/KrmeNjRDOzivCsyQM6tG6OTgqEwZBOozdghT66nRpDtYrIie4yEtg6nLDXSNBte7+KN0+IFQTjCas3jQswZtszTNixi6NKooq/rX0VfqLC+59ZWMKm8kYmD87jR9OPYM3eeupafDy/WKUw2VDWkFwgfP1m2PI+HHczXPjnxNPFYcv+RvIz3MxevY8/vL8ZXzCyQGRC4XPzXHjnNpUDNQ4ODc51LOF8xwrwnpY4coZIZ6gzkSC59UNAZ0HGOfyt7mReHPI2Gf1Gsuuk3/Ht/5vNJ2m3k074+W8X7JxRouPUwVmwmcjONbOz0ujMzdbUvPzOLJvJopMCoe391i52t7nUPsmhKe7PTAdhIoFw/b56njPOkcuPHZxU3P/l62t5fYUyWIyKyolpz0GYpgUiNrPFF8CTqEPUoMZwEHbUGSwcvsiTWuh5RIcYB3yqAWXcaP1BP257eFoizEai3UEYaIM9S8PT1O9NSSBMWbiyQowTOQjjz8cUBYOhIG6Hm5AeojXQqlx8N7yfeHmdCDFuVyD01gGo/HlaWeRIW6Pa5Yl0EL6x9Q2a/E0MduepDCJBPx5DvPLZGgXm/PMM4cVtPMjMfI+rKlYxMHsg/TL7Jd8QhwOu+nfyaVDnC8Q6COO5QjNcGZaAF4EWLRAmchDahGRXfGdVbpp6oWj0qZ54b9BLk7+JvppH9dS2VNvCGZI5CM2eykgHYVuwmwRCWw/rAREvPD/oMwRC88W3cwLhI9P/BgNPUv/s/BS2f6K+J3PlucOCjB3zOvKH/Cr/zaK/JZ5H0ejE4zxZbDYEwvGF42MXbxOpypvLE88nipAe4uFlD1vi4Mi8keyo38FJA0/igVMe4OYPbmZH/Q68oSSCnK5D2Sp1/v9omXoB3/ReeHxHnG/RmPdwPUogDCRx/y36e/h7IqEK2nEQmo6+JCHG0fNLBacLjrkh/L/DdBB6adU0XmnZSdXSh7ll8i2xxWY6IqpbjtY2PlhXxs9cr5GttylxEGDPV5Euiah9EXYQhmg2G0Zx3EAxDfpEDkJQ+8nXTF2bzil/mE//3HTe+/GpEQ6QXo2RN5Oi0erv3Ae7ThwEyB8C3/sc/nFCZEeG12i0xnteWZEanXQQGiJEetBYRnac1BwoMcoMw7Pu48JBIRAKkeZqX5j3OB00hgI0tKl3oywjP+n4AeHz5OmFOzl3YjHTRkSG6Zq/SVQEJRFOrXMCYWPU8txOB7maeV7nwRm/jHxPMq+r5sqE8/Qb5260mOqKEmfS8PHryl/gdCkRvEHPpKXfFIpDlVC9VXVWeRshLYdd1eoZ9sMzR3P2hP6cPaE/AEVZafxl3haave2E2G8x3vOXPd0hgfB/X11tiUaJiBEIg3544TL1DhSPUBAcKo/lP9zqvUZ//xdwyWMJl7F+X4P1PaGD0NjG1ZknsKJ2DNtmvc2kwXlUlNRQqqv3/Qwt/Lyyu97sYcuXHjOIonTjXcj+Hm++x1kCobq3+ZyZhJ19keIpQKvRUWbm6Y2L1WnvtMKdAyGdFqd6lufq6n0eTYsQ58xdn+i0NwV3aF9Enr16r/V9cEFk+8JDeD5OAgzKz6Agy826vQ00+4LktxN4IgKhEM0BtuQE4SAQL8TYENaeXPMkx7xwDAubjWQLyZwi9tBkc54VG8NhNxAZ2hYHy0HoTNFB2F6IcYKGoCk2hIyHl+kCazecsBPunQhhIw6mgJeflh87f1uj2mU0OgIaBDKLuHvx3QDkmCJZ0IfHCDv124RRy0HoVi5Lu4Pw/ZL3uX7u9dz4/o34uiinVaIQ43gC4ZCcIfHzzJgvPJYjI0FPql10SCBAmOJAo5FjsqZVCThFpqDYXJma2NbTHISpiJqpkEggBMIuptQfXeY1fHS/oznJFAchsoGeKGcoRIR02jHPp0AoACtfCI84667YeUSHn9rxZLMoQy0jnoPQft5muZOspw1d17lyzpW8vlWFB9970r28fcnbLLhyAf88+5/0yejDWxe/RX5aPvXeeoKhYPwZ+ZrU/TJ3ULh33n5eH4hb1GF3ENpzECa57je/l3icfd2SzSPQjqPPPrwjIcbRaE786Px6z1ymDR/Cn+pX89yG53h89eNxJu5AoznDCBdtraFk03KrEWTRd3zYyQ7h69LAykEY1GnxJnEQxuQMS3LtOT1o6JQ06rT5Q+yqbuHzrYkb6L0O4x7PkZfDta9A0UGoEmnep+ypEMxOjXhpABI4oxOxt66Vl7/azR/e38SPX1ppFcRwh4xlpMV/JrocDvy6cX5JnsqDhq7r+IN68vxvBuY0Zm4/U8jPjBJIappjz42GVnXPyE3voEDoMB3JOqGQzh1vrOGmZ5fiC8QKNvGX57LWPddMjv2TVXDiDyJ/YL6bzfkJvKwKJ7LsX7AjLIaZuRpjHIRR735nOlbhbN4PBSN4beyfONH7f8yf+rjqLBt4jJqoWaW8qDFCNIs9bSrf6Ip/g65b7sykAmEoFBkNlKyTzEabPxgjDn7DFnZqEiMQ7l8XFgdHnAYX/Bl+sUulQgHrHlJIWPTTVv0nHE0Qh5+dHS7ikhYvnNXbqAq2OdxszT4OAF9Q3UMqG734jcIkaTahy3487OJtdporfN+K6JQ374Hq/MhCbYfPmWF7X45dtdRCjG0OQuP62Vvbyhd71fk7wF8KTfZnXnQOwvjPePt5MevvCwklEdDt19zggsi2od1B6CHAwPx063puaU+cBmpFIBSiEIFQ6BFEhLlZbj+vci0EveD04A16+dtK1Zv1/Z2v0qJp6EE/X+z9gj2N6iG5u2E3b259k7sX3c3d+z9lTlZmZIhxdP6LqLxi0XgDHXQQdjLE2HIQGjb2loCaT0YCFxqn/T8YdCwMnpraetloz0FoOo4K0wtjG4MRRUoMgRCNZptrrc2cb9CP28gR6TPs7cFQkAe/ehCAXHdkiLE/5Odf6/4FQGljKV/s/SKl7VlVsYqz/nsWc7bPiTveH/KjoVlh3Cbx9u3g7NhKpEDqDkL78U2Qmy3bEEZNB6EZ3lxohFzjbVSuKi1JBWNILBB2l4Owq4qUmAKIHbMjIFxWNeXZmUJzjCBsP/6JHL8Qv+GN/Tryh90K318MmXFC1PskroD4WrCGasP1YeaktOOwXYOrKlZxwRsX8P7OJK5iYH31+ohw4lmjVMGUoowiSwDXNI0cjzqPmwPNsTMBaDTCB7Ntbl77C/mBiMH2EGNvigJhvpGj5/w/xB+fSohxew5CuyjYEQehjZAeYo/LybysTGY3RIZ1727c3aF5tfmDluMFCB+Lz//EpWV/jbPwQDh3LMTkXDJdM4u3V/G3T1T+p2hhAGxVRy0HoZkXNV4HitpPVa1hMXJHVYJzqjdiPjfi3du6inghw2Z18HgpUhLkVo0mGNL56csrOf0P8/nlG2v5x4LtzF69j9Ia9Tt3yFhGgmeiO8JBKHkqDxamMy+68EY8zGnqLYEwfB+//oRwde0mb2zHkekg7KhAaBU90nU+31bFS1+V8smmCv67vDTp78x1zDUchB6nI5x/Lp4obT8PN70D+1bCOz+NKBpm5s9sLwfhdwsMV/bpv6C0z2k0kxG+F0cVL6trUes5eOdrsPolmP0/cE8+Y/erTi0zJD8ubXXh9ydQ74Ap8G8jNBVgUH4GV08dwu8vOypmumjhk3rDiebOhOteh6k3Q0Z+ZF7S2l0crUXmB+Sdn8GuxdCwT5kh5t0Dc38BAV+E8y1umOzWj1RH4OizCBnvHV5DHK5s9AIaQV1Dsyl49tnYK2a7nY74uYTNjl7jnpahmw7CrJiIGztmFeOMZGkxQuH3W3u160e/VO/vBYEK+NPYcOd+TA7C+LO1X2MhXbkIE5Frc+2OHxB57ruichCOLc6xOv7MSIFk1LT4SHM5ku8DoVchXn+hR3DpnEv55fG/5JsTvmkkPU9TDTlbcYz1VZG9V6cMG8zk2iUsmzcXt8NNQXoBFS2RuUne6FvEKXqAgmhhbtjJsOsL66Hc5GuiLdhGn4w+Vk+PpmmW2JKyg9AUCBNVHU7Q4LRyEBoPoVbjAZfpSiBcTP+1+usElrChxxcI9zWpfCT9s/ondxBmKSEk0HdsRGGMnw2eAZtWQsiPJ+AFV1gg/GzPZ9Z0eYbA6DZeCMqaythQvcEaX96SWjjlnO1zqGip4FcLf8XEPhMZmReZC8kf8uN2uGOcgfEEwgHZCfLqmE4pq0hJKg7C+OeAmfvQdLaZFYyLzLBDb6MR4tHO7TlBkZLucxB2UZESs7qmnWgHYQdIWGjILuAmc+YlyNVlXUeBVrV+xZNUrsH962LnkcRB+IFf3bOK3Tlx3atNNnfdigrVYHl01aOcN+K8hPPcWR/OlfT0jKcjqmnbMQXCRl9jbNgrwFdGXtrs/uFh8XLBdgZznfzNkY2jZI4mw63BiNMSzNPV/jzadRB2skiJjfuX3M9/i9IAdc59u66Bc4++hat3vhxxPNujsc3PaX+Yz+Qh+Tz7baMScV44kfkJjo3qy5XPq33y++Fq++wNzKgGkcdoaN09J3yvtQsEJolDjONg7LOqlvBxLKvrpvtQT6TFcBAmqKraJcRzzwZa1XMi3ntHAmd0NKtK63hrVfwcZQDuYCu6w42WQHB3OR002UOMDxcqt8ALl8KM+2DiN7p7bRKKXvEwQzdrWyIdhAB3XjiBhjY/b6/aR1NbrKDbECXYpYpV9CikU2LrPFi3tz7BL4zlRQmSLodGDi20ahlkxAtXj343s7netlU0ce87G/hiW5Uxr6gqxpYipfPi0Pc4tuIz8OTAuJm4a9Rz2hL6ojoOTbErZ+sbEfOcVPIMcB+BUKwwZdG0P/J/XxNkxUl1YyMY0nngPXX/H1ecw9yfnIqmaei6jqZF3q5jBEKz4vkJP4gU2MxtqtwMz87kMeOx8Lx+Pte756OVfgn/ivPeMWo6fUaek3R9qTFMIMNOwlOq9rsvQiCEEA6Vq9RAS+Ag9Lgc8R2EZsSVEcmVYToIHRmEU2McaA5CR0RoehMZsdPYlqNpGpqWOAdh9DVW0dgGxA8zzkkPn+9DCyPbhi49fG91E2BAXoZ1fcd1ENaWwCvXw9m/pS13JEMDu2jKPQKtsRzm/jLu8oXehTgIhR7D+yU2V4wrTTXIzUa5K82qfmuKZn5NY1lA9cz7Q34qWipId6ZzyehLuGOaqk6saxr7Q20RjcGWotH8KCvEd4r78VL1Kt7c+ibnvHYOZ756Jt94+xuc9sppfG/e96htq7XcRyk7CK2HVgLnX4LQSHuRErA5CDtbITQJyRyE3qCX6rZqitKLlKCSzEFozCeYnkuLIYxO6jOJM4uMHsy2BtwtSvwyQ4xDhF+S8gxBwnQQLtu/LGJRDd7EPWl2zKrLABe/dTHPrHuGd3e8y9LypdS11amclXEaSPEEwuLM4vgLsYqU1KnPVKoYJzh20UKe6dgsSjPcJd4GKwdMUnpaiHFXOQgjqtIZL0Fmb7HlYkr90ZXQQehO0UGYoNqnFWJsunTMJP3xGsrxKu6ao4zz4bd9T4k73rwX2DHPmUTsb1ENjp8d+zOmDZiWcDq7QBiDrsNXRjisff90tUDYFtVA9Mdur4Xp1Izn0oTw/SlZ8SrjXCoPtvHyppetlAfhedgdhB3fvmAoyH+3/Nf6/2R3ET+prSPTuN8lcm7HY3tlM7UtfhZsrqS0xtgvAyarUFU7fcaGXetBr7qHmOiR7oF4IYjJHISxIcaJcz/ubgwva3+DCIQWZohxvM6PrsKKvLCJcP429S4S75ilWMV4zZ46AL514jC2PziTe2aFi4JphHCFvImfh4DbYXMQJrsuv27M+y3Ul8J/b+zuNQHCefVSCjE2xBbT9ZZtEwg9LgeTDDdYUxxhoaHNCPnN6Ni90V70yFwuwM52nMbR4o0HH2lagFZHgk69jPzI/+vCju3vPf8ln22pTFikxHRLn+tYxskVL6qBZ90F6XmWgy2RgzAYCjFU24+7cj3kD4XbVGGiTG+l8bskHSzxBMJ22F4ZOY09MsATlVvx3IlR77WNRud7TtRwc5uiIq0W6ZPhimcj2zX2d7DaEjwuB/97zhh+PTM2j7Kaxui0LBhuK5Sl9klYIIx0ENqPjl0gdDsd8Tv6zPcUvyEQ6oZ468iIeV+2Ez7HUslB6CLytElwvdn2j1PTEoYOm+4+c55VjYk7Ueyu3bzMyDaNy3ZvTcNPfqY7uYNw6VNQvgZeuIy0x47jw7RfsMh7Kfx5HNr6NxOug9B7EAeh0GOIaKi50lQjx28TCI0w4psn3cwX295hReNO7s44gpmXvsiqilUsLV/KrFGzGJ43HIClq//FPG85DXqkG+vjYVNYUPsVZKTz5f5PYX84N8m2OmWpX7RvET//7OeWiJRyFWOboBmXRAKhI75AmNBBeAC4NVvutCjKmlTP4sDsgWpAtNhjazzbhUZzffPS8sLT1OzAHVXFOMcdbkjkGpWAPcZz09z3/TL7UdFSkTBHYjSm4zHDlUFroJW/LP+LNW5IzhB8IV/cXI5xBcLsBAKhuR/MczSRg9AuQiUQ+EyhynIQmiHG6aZAaIQYt+datV541A40t6fbi5QcaBVjeyM6swjqWw4oxDg1B2GyEGOzMl4CB6EpXhaOipze5Ecrkq5vna62bWCCx3FrVHEUgAZfg+WMjUdtmxLNC9OTCxJWPsx4AqG9cIg9DNG+zK4IMW6L6ghoSSB+6roKbXJ64gqu+5r28XLDOkr69aF152v4qz6jtLGU8YXjSXels6F6A83+Zvr62igs7sviVb8D4IEvH2BA1gCmD53OL6f9MqqKccfz8Wyv3x7x/82u/jgBl+FSDepxXtYT4PWHpy1vaGNIYaY6l8590KokrWtOtMKR4esu6IsSCCMbRK44VU6TOQgt40uyIiXGsfQFdBVSGtTZ35habrtewSEJMY4q7hYKGRXaE6Q7SbGK8Zo96pl34qginA6N/rnh+2iW5kVDR0+0DNT55jscQ4x9yYWtQ42ZVy9hgQgb5j3AdANGO6dMwbDRG+CZhTvZWtHEz845gn456dZvOlqkxAoxDunUtYZFkL11yUPc28zwT2Md04LqXbOFDOI+3QYeoyICDJGIhrD7tayqFmyOr+hceX5DxLne+aEacPT1MO27QDg1QyBaIDSejYGQztkOIyR5zPmQOwDS83G3NaARwh8IqmdbxQYYelI4rzVE5a4Ddn4Gu5eoazqjAHIGwKBjIiax77eHr5gcMc7jcliOxtvOGcPMSdECoeEgzB0YOdx8tkc9M3bqA2DMefAbQ1hsa1AC3Zb3VSi1IcL+6KzEqVSoNcKhbQKh5SBsUvcsHQ2HzUQwql/4vmIXvtNcDvDFSRVidpLt+BQmXEy6kR+1zZFlMxDGCnXhIiWphRib1bSTir629pVD0xIa8E0RfmB+BntqWy3HbDxMQfs7p4yIGefQw7/ro9WTk+4O5yD0xemUtHUkaVHvJPrka4F4uZKF3oQ4CIUeQ5Pf1iNmNubNho4zjV0N6gEzpmAMz036MWt37uYyVx8yXBmcOPBEfnzMjy1xECBDVzdTr4OIht4Go1epOKBumoXphfzm+N+weudu3txTxsv5qpDB+qr1Hc9BGIjz0LKTQCgwHYRmkRLTkddukZJOkMxBuK9ZvUwNyDJCbaMFAJtgaA9VttbXlRluqDZXWBWKA3qQvU17eWLtE9bvizNU1UPTQWjmoTRDhNsTCEN6iBc3vsj66vU4NSdfXPMF35n0nYhpShtLI9bVjtvhjslLmNhBGHWrTKVISQJMsdkUrsyw+L6ZRhint0G9XLTnkksSYuwP+lMWWLuMUDgE44CwN6LN7zEhxhr13npKG0pZWbHSErbjkfAajnAQJgsxjl/t0yr2YzbIzcID9nNg6IntFiSoNaoI5wXiHy97FWY75U2JQ/DNc6o9gdB0EDb4GvAGvfx64a+5Ye4N1LXVRTaA7TkII4p4dIGDMNopbDoNommrU+7C3IER51hdWx2rKlZx+6e386+GDczPymRJSynL9y+noqWCT/d8ygclH1DaWEpNWw2bQy0szogUccuay3hx44vqnmjbpj9ueoHbP729QwWTVlWsAuBUPzxaXsHUgLrnuwwRJa5AmKD1YDcdRLh57C7b/CEqTEzT1D1BD0WKrlFFSqIrdQJkuOM4CM2QwFSKlBjH0kGIY4aqa3Z/ffh6afYGkjZ8DnssgTD/4C3D4QK0sLPG6qxMEIXgcKljmUQgDIV0q9jMlCHquBZkhq//AoexrEQ5lzGqGOuHYYhxB5zAhwJ/KH5l3niYYcg+Q+yKdk6ZIccrd9Vx7zsbeOmr3Ux74GPeXVNm5QS0hzumgiluhHQ9wkFYVtcWFt3iYOaHSzdyo3l0dc55tQTvWnmD4OdbYdRZ6n9bNeMMfIwrDndSe6IEwkAwhAc/xzs2qdDiC/5svbPbizsBMSHGoZDOREeJGmamwEjPQyPEFG07v1lxGvxhBDx7Afz9uMj7crSD8P1fwru3wds/hJevhSfPhD2Rrr42wxV27fFDYyrf2itZHzO0IDZ1iSkQRjsIzWdylIOxkvzI6dJzVdXyPCNncsNe2sUuEDqNDiVbkRIAXQuHGI8rzrGeJRAZDu52arYOaZtQXalcmyx7Wq2mrtolXke69dz6YnsV5/7lswjnamohxpHRK/b1WR2K845n6wxJHmKstqNvjjqf2/yJOxBN9+plx8bmSnfZBMIhWiU56S5bgZwg5fVtXPfUEn75+hqWltSwvrQqvKrOdC713o1P88DZ98DFf0+4DkLvQQRCoUeQ7kqPzM3kihIIXR4rP93YgrHh0K8kPdJmbjs/johG7faAcss8XFHF2lE38elVn3LVuKtwAKP9fiaufJnB2YNp8jdR2apeLlLOQRhoUw+QRA3nBKJPh4uUHADJqhiXNyvRwRIIox2ENsHQFNfsDsJMt00gbKoIOwhDfma9OYsvy74EoMhRZOX7M6fZUa8EwhF5IxKuH6jwyhX7V3DnF3fy0FcPAXDSwJNwO9z8+Ogf89HlH7HmhjUc3e9o6zfxnFaapsXs3yE5Q2Kmi9kPTk9iIbBguPpMFAJJ2MlmhgJXtqhzrF+ekRx895fqZaS9AglRAqGZ27A10MpNH9zErDdndSic8YAxC6scKHbxw8hzaTUsjXOlOeTn0tmXMvPNmdww9wZmvD6Dv6/8Ox+WfMgXe79gW+02S2xP6CC0H/tkQnxUKJH1c810EBrr1v/IyOkhJQdaneH4zEtQuXBacfwQ4b3NiV/KzQIlYwqSVE8msmDOnV/cyezts1lZsZLP934e2Ug4++7wd3vY7YEcb/M+YYYYm/tq9UvxXYRmwZScyDyh9y25j+vnXs/aqrXkOtL4R3kF/xxwLn88/Y9cN/46a7pPrviEDy77gMedQ/n3vnJem3o3S65dwsrrV1KcpRpKtW211nVX53Dw/M7ZfFDyQUTu1PZYV6VyUF7od3Baa5u1H52mgzBuxej4jQfdNrzVaMTouk6d1xaGZd5zQB0PXU+agzCmoiXxG0Zm3qrUipSo3zsJMbpfNnkZbioa2/AFQgSCIS79xyKOvvcjFm+vjrudhz1maoqD6SDUtHBqltKl4XenRPmQNU3dA5PkINxV00JVkxJVivPUfApsVS7znYaLKT0v3s8BJUgHiKpivP4teOlaaEjcsdPjSZYKoRswHYSphBjbRcQMtzPmnmA6CL8qibwP/+L1NdS3+nE79AgRKhXMRSiBMPysC4R0dtck3pemizrdEPNcRlGcNpI8Wz1ZsXmjgXTNS266mx+eOYosj5Pzj4x8lgRCOjc4P8StBaFoZER+PlMQShRiHAjp4aq/pvBmdCTf434WJ7b7fs32sEgHYYEwun1QbCs4sueriFHJCmvYnZFxzwezSElOtIPQ2GdRRVL8iYINc02BMHGOUkA9k5r2q/es9LwIB+Hbq/ay1sxDaRMIZ0SFRUfkIHQ64j+Pjroq4jdphoOwVQvnIHz+ix1s3t/ImQ8v4G8fb1XjfUFcDq0dcT0yesW+Pkf+NE5Iru2+6tC0+EVKytdxfOmTnOhYz69a/8REbSeF1cth5+dqn4WCUPoVbPkQVv2H79T8iTya4q6n09ZeGqxVkpvusoT/hjY/P35pJV9sq+blpaVc8c/F7NkTLnBTPuIbrNDH8Isx78MpP02yD4TehIQYCz2CHHcOVd6qcL44U4AxnBABVxolDSXkpeWpxpzDCONKJID4W3HX7oKsNPwOLaJRu92rGimjfP4Yd4VJnuZkD+ECEh3KQehKTxxSmKBBbYUYm0VKAu0UKTkAkjoIjXBdq1hH9AtLHAdhMBSM7yAMtOE2XuL2NO7BFwq/FA5zDbNcoqZAaDaG+2X2S7h+n+35jF989osIt+nPj/s5V41TLwaaplmNfbv4lygUM92Vbs3r3pPupSgjQa44u5MymdsssxB+siZpTqboEGPLQVh8tDp3mo1CO9GCVjRRAmGGU23v/pb9lnOyrKmMIbkJRM+uJhQ68AIlAHlG72ifMWERzxTPjG19t35TTEGix9dEhkQMyRnCDRNusPZ38hyEKRQpiar26XQ4ceDAHwqohr8pEKZQqMYkpIeoD7SSGwziSlBN9PbjbmdPw25WVK6KGF7XVhd3+kAoQGljKZmuTPqbrtQEmA7CmrYaPiz50Bre4GsIN4BHnB4pAESEGB/AK4QVYmw0DopGq/ArULlxRp4ROb15XWT1jRhsF+++W3gMp27fCun9Yfh5nDvsXAZnD+a44uPom6l+NzDkBq8P8kdZxWkGZA2gvLmcRn8jfY17fZUzfC6b1xNgJIFP3Ag3Q4zHhYzfG2Kn0xCH4joIEzxf7KYDUyB8a9VefvbKakrMU8sebq05jKrQiUOM44UgJhMIY4uUJA4xdmpBBuVnMLwok9V76imtbWFbRROb96sG5zVPLmHO/5zCpMGJBaXDEvMcT5Saoqtwpqk0GE+fDVMMcTzZPciVpvIj6nrcd5alhkA0eXC+NczuIMxzGPesJNvlcsQJMf7oLqjbpdzVM+5rf7uSsW8lrH5F3TvcGXDe78L5YA8m0blTUyAU0q3Q/fpWP2X1reyra2X8gFwG5B1YZ3A4B2EqVYzDx9peoCTRsL9dczQ/fmml5WLO60TtpvD9BOoMF+KUIfmsKq1jZ1UzI/vGd6G2+Y0ICeMelaGp37bp7ayElTc6nKM6Ey856S5+fu44bp8xNuY+7g+G+K37xZjfQVhoM4vBWM9B45wOhnSKNOO+a96TjTQ6RzkMV/zJP4Xtn6jnm92hX/K5+swoACNvN3cb59fiR+GDX8WEtCdzvdmdkTFFa3Rd5c50eiKLj0FcgTCgOxKXhjNDlOvbcRB6G1W6g5yhav2Mddpd08Kj89XzMifNhY6GZoQYO6OOTUQVY1cigfBKeOO71n73BFsI6Rpe0m1tmfDW/PmjLfxo+mha/MHk7sGInxkCodPM+QjOwmFw9Ddh5Qvh6Vtr1DmUUYBDs503NoJvfp8Lq9dwoQdohHfTPob1qL/cQTHOzOnAX9wVpLceB43NkBM+fk5bkZKJjhJy0sM5CN9Zs491e9W56XJoBEI6fTR1fs3v+038E2+DdZtIT+t4ShXh8EUEQqFHkO3OpspbRZO/iQJnQYyDsNV4cOWYlT7Nh3MigfCzh3EHvKh0rZrVAKt3aFT4Gyl2ZZNt9tCYeLItt0d2xWbISLcKYKRVboFE7jITXVe9icnCiFIsUmK6KbOSVVftJMkchGXNRg7CLOPBH92Y7IiDkLD4typK3HDgsI6xJ8p6b4ZF2tevrKmMbXXb+OHHPwQgPy2fIwqO4Lrx13HW0LPibqfHEX7YJRII7SLiWcPizweIFHbbq2xaMCzpaFNs9of8lDeXs6ZqDS6Hi0E5g2HAFChdoiZ0tfOwNl+MooqU2MWMRn+c3HIHi65yEDrd8Itd6jx6Wx3v6BDjr5pVzps7T7iTK8Zcwbzd8/ho10eE9BC6rrO6cjWljaU88OUDVt7LpCHGSXMQ2nJ1Lfwr9B0HY1UlP5fmIKABw08Jd0LYnYntHMNGXyMhdApCIfDGT0xekF7A/ww8i5uiriGrOE/9XuVUMETpsqYyAqEAR+QfkVTIgrBAuK5qXYRw1eRrCjdIosMHI0KMD8RBaNxbzHv44OOgaov630yibqfJEAht4c4vbXrJyrl53fjruDqUB7wCQTVPTdP45oRvRs7HPJdsQq7dSWnev4K2XdcWaMMb9HL57MsZkDWAJ2aEUyVEY3Yq9QsZMzAKVLgMZ2xEx4f5zBl0bNx52cOSWgzHyN2zN0ROZBdnHE51P0jmIIzjKImXe8l0FaVUpMTmIBzRJ4s+2Wrf1rf6rfAxky93VvcugVDXVXi8J6dTRW86hMsD5u5eZQgdyQRCdwa0ojo24zgNt5Sr8+iYYfnWsHxbcvx8RxuESJxyAyVQ+O1VjIMBJQ5C4nyjHeHVb4XnB+o+eNlTBz7fZAR84eIXScKr7Vz75BIWba9mbP8c0twOdlY202gIbvmZbub/7xkR7syO4rdyEHbMQZgdJ/+oPSdp/9w0Lpw0gL9/spUt+9UzqoP1SYDIEON6I8R4ZJ8sVpXWWWHL8bBCjF2mQKju3816e+9HxjbaOtIy8JJpiJ/xno0Be065WZFhlp7oIiXmtWy8pwZCOoWacd81Ix9suTnXZx3PxHPuCVdVNh36Aa8SuRNhPm+joqXaokKv7aRFCIRR7/AtNarzr3BknPf7WIGwDU/iAvZpOeq+1rQ/YScDEA7zNjr3TAGzpDrsHE33OCGoWQ7CaOejM6GDMGobXBnWMUkLtdBMOgFdN8RHiJY7G70BgiG9fYEw6vnndJihxsZ6xXv3Xfo0nHa7kYMwaie21uLcvybx4uziYHYxtFRBKMB05yr4l5GPMj1fFcTpPxG3rZjdNMdm9odqrXPdFAd/fu5Ybjp5BF5/gKz/+zG0wWuZV3FmSD2vs9rdB0JvQgRCoUdg5tpr8jVRkF4Qdk9Vq8IVrS43BGw5+doLMd7wFi7jfuzXwgLhdrf6HJ1m9PCZjeKALyKkLicU2ahKe+EK+N4X0C9BhS4wGrp6cudXewKhIViaRQPMBnxXYlVfTeIgTFikxCYIWPNJlIOQcAGS7XWRifsjBcLIReSn5UesX0VLBTNen2GNv3zM5fz2xN8m3UaIFITiVTGGSIHQLijGYBdC2gv9bQe7g/O9ne8BMDx3uFrfG9+F+4xzs2ZH8hklqGJsp9nfHDPsoBEKdqqoQ1xMkd1KvO9XL9K6TpXDwQf1KoT2zCFnomka5ww7h3OGnWP9PBgK8ruvfscrm1+xRNKY/dPRKsa7F8NmdbzM3n2Xpqn7i1mgxL7O0K4L1KxGnB8Mga8RPr5PNSpO+VnEdI44Ie313nqo3wN/mQhDToCbP+Chrx7ii71fAOqcag+zSMn6qvURw4N6MHw/jHZXdlkV46jferLhzF/Dx/fE5mQCWyNDCYSNvkYe/PJBAPpn9lcFRpb9y9iAJLnO4lQ/NO8D3oDXGh6wOeXagm3sadxDSUMJJQ0l+IK+uK5yXdepaq0i3ZlOlvlzy0EYRyC88R1Y9Hc49ttxV9XepmjzBdF13WpM7w71ZaijEkZND0+kOSHkTSoQxstBmKyKcSgFB2FIc+BACYTHDM1nzhr1HGnzB2MSpG8uP4SdFj0BX7N6NziY+QdN4t1vvEn2tz2/ahyBcF+9cggOLgjfH+2CgyfQpBIVJXlP0TSNgF0grA93YBGvOFJHaKmJFAchLMAcTGpLwh0bvibDPZ/YuRcK6SwywutNNy0ogWxHVTN1LX42lTdy4qgEEQwpEAilXsXY7iqLd+3bqxqff+QAHA6NDNt06Z3QEeyO5NoWH5oGgwvUfbchiUAYLYR5DKdUSyjFFCy2EOMMzRdXELV+YogszXoaWWYeQQOXlYPQuJ9GmRSCIZ0iGtCdaWimaGyLJFmRdSoTIfz8NDqxLMcgKBe9/X+wCYSRzzTTUR4vxNjuIHRFn5fm9ZcXx/Bg5QWOFAiTktNftdNaayPTw9gxtylKIKxsCHceBUM6OuEQY0eU2Gg/Zz0uh61gXdT2OT2qQE3Ah1MP0EwOvqDOhxsrOBfQ0Jk2vNAKny+rUx2MSSsYQ8zzz205CI31itdZatyb4uYgrA3ftxr1DDZe8AZXv1HNxVMG85fBC2Dt63D8LXDMDdZ0rz54E1f6Xg/Po60OyuugfA3RSY1yK5eT5TkhYti44hwyPE4y2vZDWxU7QsVU+91WkZb2RVKhNyE5CIUegenyqfPW8fqW19nkgpdzstm94H4AWiuVIGAJOmbjMpGD0J0ZzkGohaff5lEP59HpfSJ/byb87zseJl8TIxB69BCUJentgfYrGEPKDsKDKRAmCjEOhoKsq1qHhsbgnMHx19cmGJph0YFQgOaAEqIyXBkRLgnTQdjgiyxE4MRpvfjYHYRZ7iwrFNR0EK6pjNzvv5j6i5S20x5SmoqDMNE0QOR+OMAqveZy/CG/VVzju5NUpTycLlUtLhVSEAgPaaGSUKBTBUqqW6utCua1bbW8uvlV5u6cy8qKlbwaqOSlnGy8y/8F9/eDDW/zVH7YfWSGjUbjdDi5/bjbI4bFCMAROQhTCDG2hxwZ56wrFCIA4dyT9umh3aI1Va0qUXSfYBAqt8DnD8O8u2F/pEvMGSXyAHj3Lodnzlf/lC6hLdDGixtfpKShBIChuUOTLhvC9xezOJHp3g2EAjYHYZR42lUCYXTngycrLKLUlihRuLlaiaBgcxCqY76gdIH107+cYVQuNxtTyc57s+iL7diY105bsM3avoCtfeINei0xF8JO62ia/E14g16KMorQzO0LesGZhsM4x+x5BRl4NFz+tKp4GYcIB6EvyC6b4+JS3728Oew3MO7C8A+sIiW28MeoNBrR+cbOHt8/bl5Cy+BpGQgTFylpNR4lQ7NC9MtNt9w+Xn/ICoW7wkisvrSkhjP+OJ9rn1zC8l21bK9sSpqYvbHNz/6GbqrM3hWYDqb0/IO/rHiO5arNSaZPXsm4yauOS256/GejO2jcI5I4CAECRr5Wts+HN79nG3GAla7L16rPsTPhzmpAi9+50NUYHdcWOxfAv78Be5fHnbwpSiSfPDiP+y45ko//93Sumabu0/a8fJ3BqmKcSohxhIMw9h5uF0vMAhgem0Dj6kTL0QytDoZUJ0duupt8I1y9vjXBezy2EGO3WqhmnKvN7QmEDtv91yAdb1Ih6MqSuwFVnTvaDWflIAyYIcam6K3W3R1sIUPzoWX1Cf/WJhCuTDtefbHe24x7nplaZPA0OP8PUHQEfOud8IITCIQtUdWd7XjsIr4r6t5uXh85cZ45cRyE7wenJnYQQngbowqbRGB27hm5uc31M6sXgxLcdE3DoamFRZ/GdqEzqYPQ6VbvosY2NOvp+AMhyg0x0oHOBUcNYNoI9a5jdoLEE1rjYhxbU8C09q59Pcy2R7MSRh0OLVYgNMTDVwJn8PwZCwn1GUsIB63+kOog/v7CCHEQ4J+eGxje9h/q/l8l/KIEfrQCJlwcMc2rgdMBSG8sjXACAxzRzzhWRifKBn04gaBOsxmuHudeIPRe5GwQegTZRo/bvzf8m7klc9XAPoUc3dbG82UVtLTsh4IBNoGwnRBjTxbuNrNIiXIQrve4ua+PeiiMyugX+ftN76rPQcfArL+T/d63oXpFeHa63n5vt/mymyykJ0FInlmkxCysYObFM4XTrsQKDdYj993y/ctpC7YxKHtQOLQ5en1t/zs0Bw7NQVAPWiHR2Z7suCHG0Ti0sIPQbWsw53hywgKa4Q41C8UUphfy/PnPxxXC4hHhIEySg9DEmSxc8iA5CM0w0YJ0W/L6ad+FLe/DoOOSzyhKIHQ73Lg0V8Rx7elFSvwhP7PeUsVUnj//eX624GcRIdIA9CmktvxzfgBQt4ttxeranT5kesz87KQ503BoDuuaSp6DMIUQ44gVbwFPFq5QEN2hEex/JE7gg5IPeHDJA9ycm8MNDY3tOirNAjV9gkFoCleVY8cCdU8adwH0n4AzjiPOu+1DqK+z/q/z1kWMN3N5JiO6A2JQ9iBq2mrUOWSGPEeH0EXkIDyQEONogTA7LKIse0b9mcN/vNImEKq8O/aQaKu4ULQ7Ix5mPkvb+RCRF9QUCO0OwkAbL2wI5xdqTPAsMAXfoowi0GydIhn5OIztDcURexMRkYPQH6TMVhm4ijz2DJ0aKco7zByEqTkIPU4HT94QP7zZaWvQGzNSH3HCyHwhB1lAgVvt9zSjseUNBC2BcHQ/dR6ZYWUl1S0semwRoPJPnTqmDx6ng0EFGRzRL4dN5Y28+OUuGo0qj3deOIGbTxkRd117Av/5cjfvrNnHyaP7cMGkAQzvYzxDTbG2uxyEyWhHIDQrpZrijMnkwXms3lNPDoZg3U5uxaBmXJeL/hYxfMPeWjYs38NZ4/p1LrzWFAiLJ6nOtcxC5SoMBg5uOHdNZEQEH94F+9eqAmM3vAVDIgtL2R1yZ4/vz1PfCj/bzXBQbyB8nW7Y18DQosy44l0iTGdbR6oYA2TGcdTZw8jH9lfPCHsngpY4K11CzJ9XNnoJ6VCY5SHbqIQc7TK2E1OMw4hWaQm58QVCMZWIwysZJ9cq3qRhlEc2Kff9Jn0Y46LGmUKbWS06OsQ4N1SvLDf2nLC267GavMj1MjtuzI44dwYMnAI/Wha5YOuZFtnp1ZokB2Ga7XqNcRA2G+8ZZhi0nSiB8CttEg8EroNkj3kzqsuXpGiP5f43BEKjA6nC1vFzy2mj0OeH8wRGOwjtzlh3MoHQ3AZjmT7cNLYFyMMU9HT656aTl6H26/YKo+3S7rUWec6bIcPWetrfffOHqE4EwzkZt0iJkaKgVO9Lkcdp3Qd8SSp6+y2XsAPSClTOysFTYcPb1jS7dPV+pDWWkTUovE0Zbqfl2DXDl/foffGHdOsZLSHGgh1xEAo9AjMHlCUOGqxMTycEtB55GWBzfCV4aFq4M3EbN+SApoPTzR+KwiLM6HRTIDQe0rtUQ4UJF4PDQc7gsDXbhaaejwmKCFik4iBMgFWkxGj0/n/2vjJMjuPc+jQMLqNgxWhbbElmlJnkOE5iBxxwDAEnDtzcwA04duAG7w3bN3Y+x4kTO+jIzIyy2JIlWQy70jLPDnT396O6uquqYXpotY7nPI8e7cw0VHdXVVedOu97LOfVPI6VDZIkISSHLAKOgqqIlo5jJoyOEGP+JapICjJ6Bm/1EDewqlAVTxB6lIENMWZJxKpwlUPhSCfj1yy4BlOr/fP7schVQeiLXHIQZgEb4k1VSVS5BQCYdTZw9aPAB+7NUiaeIASAmgif22vUCEI6aM6RMOoc7kR/qh/DmWG85/73YP/AfkyrnoZjm4/FyRNPxnSFTLK3hu17PmIOyG5ceqPvsSVJ4tzH885BGHKpIyZhp5r3Pj3uGHQmOvHV57+K7mQPftRQR1JtZ2m/lPxu0gQF1dPfA57+DlGlAJBdCMJUpBo497vkgxq1wvwpaKi+H0SCkLqXa6zRhehQWqoQ41DM3eU1NQi0bQDWmwSdSRDS622pbEEtJRZlftLmCktBaNcHzlmctk9mfjKcHsZT+5+yPnuF7tP8g43RRp5IC8Udi0BBwKoN1+/vcaiMGiqF+iXJAAzBpISvW6x6SFUkzzyVlosx7Z99QoxTZr7FSoVX+4ykdWvy31IX48hJVZYwo6kCMxorMJDM4KFNh3Df+lb86umd+Ny963HrszstchAAbnlgC+5blyUZ/hFC+8AIvvbPTXhpZxd+9Og2nPHjZ7DxQC/5kYY4+jj9Fg3Z8tY6tqcEodkmevcDm/5m/TyScc9zRkmZOppzzceUCwA0yb2f6Owfxn/8dQOW3PK4HbqZCyhBSA2iYvUADC7vXEkgKggPm+VIDwF/vhJI84Rrv6mQWzSpBr/50LHcb5TMSZkE4au7unDhz5/H1XeuzqlI1ATBLYWACC5M3IVQDCkyPrtiFs6Y24SjJlSZx7W3C3AKB2jKgo2mY+1R46ss0o8SFG5Iirn2zHubQMSXWHRbrIwi5auS0quJyjn24Xscv9Hrt/IUClFMtXov+czkyLWMtQBkaP9Jx0iigtDLKM1DQeiXgzAs9PEchk2CkCUyKQSC8O/K+Ugg6k8H0/GRn6u3Rw7CIUZdfvXJ06wxrQzDoWrnFrb8Qozp/V1D0o0kEULnYBIGQxBOqIlaZNh3HnwTAOnDfSG8/+gnq1js2JeqM0d6gQOvI2Q6WHN5CM0UQvuNJsTDiuUKnsx4twWqXuWMZ4RFoYOGSfwOtqOCUcsumVJrqXhpjufDRi3SGR3DZi7UWLYw6zLeUSjXhjLGBPxCaftkGYlFVwLPvMQoCM3O2IsAkSSLeErLCiCraFXt6j47bnbglCCkSYLNZPGsOUiYDm7TWV4gloLQhxSg7nrCS00MMabEjlpgOKsXVFl1kEd0cjuzlsmnJhI+QrlVWcVQeggvt70MIAcFIWTrxcaGGFeFqrgQXCD/cGuWIFQ91ASBCUL2ORSoTGCvr2fERUEIAFNOEHdzwiII7ftXF61D14idw2bUCEI62M1RQXh4mA8H+9TiT+Ga+ddYOSP3PvR5XNzxBLoYR9l2cyCVzaEXIM+XGujk72Ls0p51HdA1hHQdUGRkYODFgy9yId1vhsOYl0XtShVnTeKgkCrUzNQHasZJeI1MPg446Qbg+Z8AiW4MCqo2R51yAc1BSEFzj2b0jOUg369GsHrvkzhzypmE5GL7hDwUhB3DHXir9y0cbn8DamUci0eSGJfREJZVXmVV3QLMPJM4A+5/zf7e7EPpc33/Ue+3f8u2cAS4KgjdQow1hjhrT/CO2V6h+3e/SYwhGmMiQRiziDhHsnIfsJkuXtnVjYmC02lDpUAI0fbH5N3yUxC6hRaLvwVREKZNgjBmEoR0sjOQzODJN8m9qwirFokxZ1wlHvv86db++7uH8cz2DjRXRbC/exj7u4eRSGu4YvkUNFVG8PKuTnz575vwjX+9gXOOGefqvHok0dprjw3mt1TjjYP9+PjvX8drXzsL0miGGOesIDS3TyeA9jeBX5vvnYomYMbplkpJJCFCiozZ0gF8Wl1FvsgSYqxLIVGAQ04Pu997bXc3Tp7lomryA6sgBOx+PDXkrpAqFrpMBWHzMbbzevUkoGYSMRl74afAmV+zNu8fIf3FxNqYQ+EXUaiCkNyL594iZMpru7uxo30As5qDjXtyURCyZF/IQ4H3hXPncp/ZviIfgpCSE5Q4n99SY6nf/AhCqiC0VHEZQqiNIIT93Qk8tvkwFk2uxdzx9n3SdAMbDvThWOFYMSmFJnFRhS1jogdQwpg6w5lr3HYxFnIQmu+aGTBTYbChu41zAACv6kfZocm0j6b9cppRELrBK8Q4YA5CBwHsqyDkcxCmJHKvfF9ZFkHoI6AYcs9BSHHG3GZIkmSReDJ0B9HN1Vk/BSG9vyZhuc9oRudgEtMZgrClztkOWcMUd/DvP92hIGSOVzWe/N+xFbj9LLwKYF14FvRDU6BMMPuqgyRCbbMxDWeFVat+J9PeCyW07oVYVaiwKNRBlaqJHk4VaakHAYYgrENa061w9bKCsAwWY2uUVcY7FuJE9Ri5AvsyAxiUZSRkCQkzbNIZYuwxEUwNQ6U5CJUwIElolsI4BB23nPRtREbMTpgSG4PtJA+Z+dJkCcIIJYf8VsiAYCHGx7wLuKgbmHEm9zUlCKm6xCIIPVbeC4Uqq5ZKkcIKj4syK4viZFAgBMTyVYWruG1Eh2IKRWJzEPL7U3JIVBDmShAGCjFW/AkcCxwpUpwQ47SeBkz+Lq76KNi84KIgFNVJmuE98C4qKNGeI2HEEoR3X3g3FjYt5H6vN5XFlCDUAHQoCirkcCCHb5YAdqhx2XbqRxC6hQnrGSDRaxHgGT1jmYNMrpqM/QP7sSYawTyvQb8JS0HoiD/hITNttVLXMSjLSIXNY5tOpIMjPdw+oprUDVS5TUHzFmqGBoyQdveT7tX4x47b8eXlX3Y6AuewgHFg4AC+/fK38Wrbq7Yyron0tzFdx+Rdd6P68BP4UDyGs4YTxLAkkyAEITUeaJhlJUKnCkKO5M+WegKwFYSKU0GYzCStSQx7hB7h3mq6s13t7d+LJ/Y9QYoZa+AnDGqELIogtzYp5i16/E2eUK+KCvefnpNTEAouxoKKzwtU8aOJCkKX0D2NJm6XeQXhN+57w9omHlaweHIt1u/vxaWLW7j9J9fHcdUJ3urwKQ1T8K/1rXhpZxfebOvHsmkeyfCPEIZMBcZFCyfgO5fOx5JbHkfHQBIbDvRhMSVrRyPE2C3H8WXejtvW5D6TBF7+lf19P4kmSHjkOVNkCVcrTLRHlhBjXVZhcYFKBO2RyWge3gFF0lEVUTGQzKB7iBAghmFkdV8nB9VIfsVwJVBr1h3aj2cbqxUKqiCcfrpNENZOBk68Abj3FeDZHwIL3gc0zgIAy1jI0V7BhuOTtsO6fn//oa2446PLAxXp9T2kj8rVpMRNQegGlQsxzh109wM9hEia1lBh1atE2i8HoRhiTMj4ESOMS375AgASpv3eZZOwpbUfb7UPYmAkgx+pCRwr3O7GiIazj/ZYWMwkCVlXOd51EcR2MTb7QcV+1xiGgXfLz5LP1UzfduoX0aVX4HOP1WC8GGVBP9PQXK8oBmvRSzApSXuHGNMQXoBXjAMANpjqyLhPiLE55k7CJAjdS8aX25cgpApCMrcQ69y4anNsxigIZZEgdJiUeIUY84tk92snoncwCd0iCIGGirAnMe4J4V1sDdncFITRWjIWYeanS+Qd0B//BklBAAC9+6BDwh5jPOIhxTXVgIhURociS/y9ERaFugxKEHZzOQibq5jxrqki7UY1IQgtBWGZICzDRjnEuIwxAXYyu2LyCtxbvQwzU6RzTSthJDQyKHCYlNBcU+kRXm6RHrJDjE1yMWkO1k5qOYVXIGoZMmlkSIIK5u8wnXRmDTE2f/dTEMoysPwaoGEm9zVr+MH+XyoFYUgOQTd0bqJLlWeNMWbgICrChM9i+ebWzQ2uIDQHYSyJWBmutEhHqtKhBiciiZwNQUKMffMOsmCvu4g5CAt6zi4EITX7oBi9EGNynp2qgo88/BF87JGPoTdAmNfhIUJ4fHrxpx3kIABUqKQdDpsDokOqgowkoSWSXR0HADGGoHMqCJkBuZhnj4Vb3dEzwHCXtQiR1JJ4qe0lyJKMC6dfCABIyFLWEOPuhBli7pXkxzy3wigIK81+boSuIptE57Bwv+se/HJWE4A4cw9qIjWojzAmJQPEiOMf3RsAAK8eetV5gCyK0bSexh+3/BGfeeozuOAfF+CVtlcQVaM4aeJJeNeUcxHTdVRrGpKShO0jHXi96w38qN58tpXjgCrTTb1zO/m/YZZ1bBrmyxHF2dztAaIglENc7j66UDCijVh9c4aZJDraleFsV6xxyfiK8QJBGLNCjI0c8nfRLakSgA25BYCqiFA3aX82whCEguEWryD0HgLSSYjtYkyP45w8a2b9DZHAete8YPGwim+vnIf/OHcOrjk191yCTVWkLfmpjY4UBs0JVmVYRV1FGF88hyiHHn6jzc5BOBoKQs2lvU87xXt71sXYJfTdMogQnmdEtd1GyRf+i3c6axA1/3L8ccrNAIA5jVFcedxk81wa/rbmAJbc8jh2dvgYHlAkekg/XD3RbsuWgrCEBGFykPSNleOBZiZTXdV4kjM2WgPAAA5ttH6iBCE15WAhEgN9TL7Ct9oD3AcAO9oH8dPHSR/pyDnnAlY9FQpAKAKFKwjp/ofMPKrN1RHLMMSvTdsmJWbfZo6zk5J9L5MZHX98ZR/W7uu1+kjNZXq7dGIUNXGP8Rs1IXNLcwGbaMtoItGXgW4AkySTBFvMK9pHjr0GbWiwQ+gtBaEQYuxJEOYeYhxRPZ5vctAOe/bLQUg3l3IhCM02p2vAXz8KrPosU9he8r95byNCfzK1wTTwMt+REgxrgYpCzJ1rE4QeIgYzt+MIwugcTFnqxCVTqiFJkoOkPG9etogUXkHom4NQCbmmlJDa1pM/0gkg0Y0BpQ4ZqFyIsZ9hV0Y3nO1VUBB2GWZfPNxtKe2XS1txFHbZG5nvpD6jAmmNyUE4xpT5ZRxZlAnCMsYEWIJwWs00QAlZxFFKCSNhDgocOQj1DMnl8MMZwL0fAn62iCS3Tw1DYdQ9AJA0X7ARJcLkD9FsiT9jVECJCQAk9A3wX5Xu3gX81jRNCGiiwcKaoJp5DNMGGSSWMsQY4Ce6lKxoiDEKQh+TEoAn2C6bdRn5zBAqqsfIQmEIEUeIscKHGFOCsBQKQiVoSCxnBFAYQUjNXdJ6ukCC0BwoMBO7zy39HAA+z2Gx8dyB5/Dhhz+M9e3rsbtvNyGZzcHu9+PA2va1eP3w67hz851Zj0UVhF7hwrIaRoWpmAOAPSFyXdMiLvlzXBBT/AhCpp36TXDdCGFDIwShWXXXta9DX7IP8xvnoylGFGgpSFkJNGpGVM0qcWP1NjGmpwHDgMIQfZWm8D9FJwwmCToomJTU7niKuIb6QGZIrI/P/zi/UDHcBXao6qq2dSHY01oaaT0N3dCx9I9L8YPVP7Ach8+ecjaeeO8TuO2c23DLsv/Ea3sP4MV9B/H6nv24/+hPAyAKUQBk4k/zOfXsJv8zRC4NMebUt7K72oKDlnQQt1RdmtSSZh4zXkEoEoRuCsIUc87l45fzBGEoCkmSIEHK0aSEVLBqQXk0v6UaHzlxKua3CIsmloLQ26SEJQX9FIT0J2eIsXNbzSDHDEnkvripkuIRBYsm1+KGFbOtyVAuoAqihM8E6kiB5kKjhg/nzSchZrc9uwubdhK3ylFRELotCPi9W1iTEtb916zLI2kNIUVyqJDiYZUnDbKEGBvsOzNejx4zgkOVdOu5jqQ1/MdfN6B3OI3/MckuXwybruIxRk1qGSYEI9bywptmWHXDTBJSTEGVZ8uvIZ8Z1/u+YTKWocYILMICQdg7bBOElHjOhq2H7AWBIISfw/AhANjt8goxNscr9JqaqyI5hRjbCkIyF/jihYux5ebzcNMlx1jbXrhgvHVM3aWjmlvv0+/Q8b1HNAHtKy0FIRNinNE0TEA3+lEB1E3j9guZ+9m5CwWTEpf5BweLIOQXvawQY1cFoRCOS0GVfAAwbp7zXEJfQUOMfRlCkSDc9zKw+Z/A2t/bbVQgQdnyTayJWos/lJKQobsoCO194hElcIhx0iA5CGl9uOp4EiUhtpPvXbbA5yK5EwCwFYRWMdlySDLXJ14auQPdRiVRNeqatfjarZgRFGHFDjH2URCmNZ0PLwYcCsJ+VBByPNGLiCrjYvll/DVyMy585SrbEMdUV/YbcaIg9AlXL+OdizJdXMaYAJtQf1r1NKD9kE0QqmFLLWIpXthk9C/9krxkt5lOxE9/D1DCVuWmkzkaUhtWwvZLRNcYib89MKhkJqIR2X0FDwCw40lg97NAxzb7uyzOpW6g1zWUHkJaT1tlLqWCECBEACVO3EOMRfk+Xx62fBYBw5mU2COLqBIlCh3ACrcDgpuUiOGQ2RBEQRj4/nKrg4U/k5AcQkbPWARNYKKSK5NTQfiuWe/CoqZF+NeOf+GON+7wzJWWD0YyI8joGXz/1e/jwOABXPXwVQCA6xZeh8/MeT8yADYyt6Z1sDXrMek24yvGu2+gRlCh6xhSVaQA7KQEYTRYfik2/NRpUhJQQSiZRB8bGiooCP+89c8ACAFGz5OWJGRZe7frNquwWfF1YPnHgR/PJTkI9QznYlw1YQnQsQ4p3fzOnOQnhByEIQD48xXAZ9cD9YJiS9cscu+zSz6LNYfX4INHfxCvHSK5/jRDAzJJPB+z7x/tH4Sbw33SdA0ffvjDODx8GLXpWuv7i2ZchK8s/4ptJgJw5GIIwLSKcWiON6N9uB1JCYjUtFhOf1bIcIQhCM0JAKuCtPpeL2Jc10k/LhDClPxMZpJWvWAVhKJi0I14p++XC6ZfYLoqM/fGfEasq3YQ0ElIVJgEXn7sJHzsZBcVHu0TMglyzsyIw6SEnRgFykEYwKQkA0oQ+ikIC5t8RBkiaaxhMEnKRJWes5srMaOpArs6hvD61t1YoGJ0TEqSLsRYUIJwwFbA0tC4kbTmSkAsnlyL0BbmObiFKzIw2EWWWB26h81cWpJhERgpze4rE0FUoqZDKGe2ECTcsVDc90nyf7gSqJlif19jhpbSvoUh6akqsNqFILTcSzM62gdG8Orubuu3oAQha/ASLMTYg0DyAacgDLQHD9GVtrkqis5B0mf6Pe8RMczdDDGOxyuBsIoPnzgN0ZCCJVPqMHd8FTTdwL7uYUQffQB4iz9Wc9SnXlECzmP8HrJCjKmLsS1S0NJJRCQDI4hCpMrt+u2hIHSZf3BgxQwM/FyMOZMSto+nhN2ss92JUGHBjxKEvm8s1qRksB146Rf2b0MdJCUIbY9mf8O+HybV2e9vQ6I5CJ0KQnaRrDoayh5ibC4SjCCMgZEMDNU+NuCs955u2FbhxBBj8tlKh8DeO0nm+vsBqQI9RhXqpUFCzvWTvrZTIn1XPKwySmL3OmoYBtKagaqoUE5hsTMDBcNKNaqSvZAObcRNod+T4hlpct7GWZaCsF+qgKrZRmJlBWEZLMq1oYwxATah/tENRwO711jE0f+rjODRNT8FwISTsSHGncJq81AnEK0BFaKIzsBhOWzvb2iuK4esKiVMBwKZERKeNtIHVDYBWx8C7mHCCSjyUBDS61q1cxX+87n/tMLQSpWD0DLK0NKW1TBV6nHup1lCjFliyyJg2Ik/81IdVzEOe/uJmoJVLsUEglA0Kek382lVZ8lzJIIjCD3CggPfXy4HYeHPRJVVpLQUZEmGKqvBci6JcCEIAWB6zXTrWRSiIHy17VVs7NiILV1bsKlzk8NQhN3uMzPfg0OqgoRE7mnGyDiMHdywo5fkcppWPc19AyWMSt1AO4BBWcbqKHmmiyonB7oGLgehqCBkJwJZFDBQQgA7cNN5BeHa9rWQJRmXzboMzx98HgCQlpAlu7cdJlspM2Wjk1zGcEOhDukA4qbSwMohag7QNWYbDn/7GHDVP4FdzwBr7gT2vEgIgEXvBy67FdcuvBbX4lpySslWEK7TB/GZ8U3WYWi+RB789b3Y+iLe6CJ55zpAtv/KcV/BB4/+oHNXx8A+RPpmAOkTPoVItMap1mWIXIeqHMhuUpLhlQwUlouxNmKRqZpPk3TLI0ifh7XAIuQgBMhkIheTErqpqMhz5JWiYM8ZqXYNHVXkYASh5WJs7e5tUpIxyHcqJQjdFIQFOiRa+crGYIgxzeFEJ1iSJOH8eePx62d2okYyVRujEWLMqNYs+KXRoGOV9Ig1aQUAaBmkNR0Z3XANYfzQCVPRtjkOtAH76k/G5OqJ/uViF0DiDZaCUIHGhbI3oA8fVR/FXVvPxZttc3H0BPd+uX8kjVfWbMG5ABBnQkIt0qZ4C2OeSA3apCBgqwmtRQq7DJQgdFMQWgRSRse3799ifV8dVdE/kkEyo2VV3I4wxgbBTEpYBWGwsQeXg7CAEGMAqIqoiIUVi9wa8nEjToihtFYfbi66yBKuPM4mahVZwvTGCnSHnPdayvgQxxZB6N5PhSyTEqeLcSZFjpuSXJ6vKhCLVmiy2Y9RItkrisHDkJGSx/GQW15Luw5wfbwbqc5CGCenpYj7diwoQZgaAu44B+jZY/9GxyT0f3Nb9v3AGW0xOQhFoltVZHz9oqPRMZAkikOvlBd0TmISr0k6waHbGe4Eod+70NzRPAwNMSYfbQWhQBAy85WMHEUvzLFLosdajGmXiPo5FlKse+KlIPR0KRcIbQ0yEmoNqrRe4B/Xo1Fi0o3QSIiRPkCSkZLjMJgQ40IX8cr490KZICxjTIDNe0fy2Nkhxo9G7I7cykNHX2SpQWDfK/zBZBVIJ6CaSfwp0ZTSUlBl1QyDZV66NByFkfhzCkJKLGSSwL8+ReTzZ98EPPZ194tR81AQmoQkJResQ41iiPFgehARJcKTaY4QY/6lyirz3BSErAHJuDhDEDJr0HEmR1ZluJIz8Xip9SUcGDwAVVZRFSpBiHE+OQgLDDEGbPdnWZI9y5a9TO4EIT0+4G2IIIY2b+vehru23IWO4Q682f0maiO12NO/h9unMdaIiBJBTI3h2gXX4sSJJ+K0e08j4ZdaCofNgfW8xnnY0LHBYewgoj/Vjz39e9Aca/ZWECohVJj1Y0iWLSfy2TGP7QVEGbLeoSCUJODap0i+tixmIuSZMwScrgHDnVAZsmd8fDxqo7V225KkrGSy1ebYWHxaFkYlLaeZEGNTSZumExrzGjUx/9j1zwN/+TBxaP/BNPt72k63rAIuu5Xbha03a8ATju3DLoSvQHZt6tzEff7ZmT/DiikrnPsBznujhOz0Aqf/p/UdB2YSRQk59hlzynI3pPmJinVYNsS4shm4/nlkOtYA637qehg34p0+D6v/ZMk6s43LkPMyKYkIJI1naDDbn0UqSb4pHxdjX5OSHBSEdoix++QLKHzyMZZDjKlJCesCee2pM/DrZ3aiHiYB4DUpLyaWfQx46ef8d74KQrMv6NtvhzoCgJZymkMwCKsyplYrQBuwp2EFsi3XcArCeD26hsn9UqBZRLRmGPhp6Dc4XdmIZvTil08djV998FjX4/3xlb3YvWYrzg0BOwfDsDI6e+RrywWJlAZJcs/txuHcW3gVVqX5TnJRfPXSHIQuBCFtZ7ph4MGNNknbWBVB/0gG7/71S2iuiqA2Hsa7j23BKbMa0ZdIIx5W8dLOTkiShBRDKmRVQqFwBWEe/CBHKjaZphQ1sRDiYQX7uoaR0XTXhY+EGP5I+3DV/50dZRYk2o06NEs9/spSWmeyKAjtHIR2vls9SQlCJ6GmiiHGooKQGkp5LVJ6EISdg0mEFAnVMReCkLmP3OKzmUbIsy8ScxDKUQBGMBfjfa/w5CBgk66CgpCtc/UVToJQgu5QnALANafOYD55mGbROQqTgxBgQs4Nd5V7VoJQeP/R3Lydgyn+vAB5ZswYQ5aAhGFeZyZhmUAdMsjiRiysQJIkRFTZ08WY1h9He2Xqq25IACQk1GogCaDjTWSqWjDSOB+Vux8lZLSuE4IwVgtVU5BiQozLBGEZLMoEYRljAvXRetx69q1ojhO7eyhhuL2mLYKQkir0hdd8DHDal4DHvwX0kbA0FWTwxioIbRKLJQipgtAmBbkchLQDziSBbQ+Rvyk5eMy7gC338YXMIYSMYlrNNNfvS04QmoOOtJ5GIpPgw4sBYVXM+fJgFYTWxJgNMWZ+Z/PMsTkI48zooz5Sb5Vtd99uXP/49eT7aH3OKjs2Z1rhOQiLH2IMkDqZK/FpwYcgZJVgItJ6GpfedylqI7X444V/xIGBA7ju8evQPWKHNvUme1EdrsbKmStxcsvJmNcwj1P50uMAZpisnsFhU+Uwq3YWNnRscORtEzFkDuAaYg3ez1YJo8K8vkFZQruqQDIMNAY0rGHJI9ccei1LAx3H8cz1DDDcDTYT18RKoqKh12LUTgGWfsTzkBk9Y7c5hZnQ0oElk3uIy0FoEoQpLYXDQ4fxHaMN749GoWXsYyxJacCEhcCVdwP/7wIyIJx2KrD0o8DRK4GfLSSr2OkRLhcj1y8IdSeRSWA4PcyH9Ap179DQIe7zyRNP9rx+5+KD6lAPOwhCpo+m6Qq455pNQUjV4gJBSHNV0hywmLAQmYFt8IKfgtB6x0jChAFEOZ2LSYlFEAqTGU9ij+3PwhWkDEJoGpuD0DfEWOInQp4hXbBDjFUza6UbSRGUiPACJQjGoklJhzlJrK+wCYK6ijCOn16PpoO95AuaT7OUOPlzQM1k4Lkf2WYEfotgtB1svJf/Xk8zyi2P52a2FT3AGEVi2rERq0N34jAQAmRDA60W8UQrTleIscds+QD+2O2d8/nRzYdxhUTU53/bMozYk2/hs2fNZtp/7sp5XTfw2+d34SePb0cqo6OlNoY/X3sCpjQIueEi1YR8oO+O5deSRZiJS8hnRllG4acgpKYiGcFMaFcHeT9ubu2H6eGO+9YfxNxxVdh6iE8ncdx0Ow9jEFfiUB45CFlFV14mJcw7vtnMOacqMibWxrCjfRDdwyneadVEIq1BkSW7zJaC0J8gDIftez0UbgDS2QhC/xBjev0pFxdjzTxu2k1BKIYmiy7GlCD0VBDSaCe7fgwlMxhOaZhcHYKUSZK6dt8ngKoJwNnf9iaJLQVhvfvvjhyEYQBJ/zcWHWO99bj9uboF6N5pk66WgtCZg7ChkiFVGQVhdsIueA5CgI11oEQbf3wxpNnlhObxyXYtdTFsPTRgLwqJcyXmecmShCSYeaSpIGzTyZiaEnMRVcZgMuPq5E5D1B2KX6ZvpcY8I6od3qye8AlUdr0F7AZZDE8NkGuJ1kBJSBjJsARhmRIqw0a5NpQxZnByCzOZZExKWFhmJrIMspJjbjNxCTD/3cDLv7IIQtrha7oG3dCR1tO20QU7iKOJW5mJL+uMGaYTPtGkpHYKcNltToIwj8HpOVPPwUkTT8JLrS9x35c6ByFVvVCyxmEEIq6KCXDNQci8sDiCsMImCFkFYUy3n3NDrME17HdCxQTPa/FCEAVh4BBcFzVQIWDvW2AVowiLIHS2E5EAZvFWz1vYP7Af+wf2Y9Fdi6zvL5h+AS6ecTFm1c7Cnr49mNc4jzMPEhGSQ4ipMUIQaimLIJxUNQlxNY7+VL/rQIeCmkzE/JQAZogxAHQrCnoVBQ0ZzTNkXARLHjkUhLlANKXQM0D7m5wJT0slCTejdduYdY6v+YkVXhyuBFQmdxjdhwsxtic2tG9Kakl87NGPYb/ej/XNDfjIfqKkrtJ0/JdqhvyNmwd8bhMwcBhonG3LOKI1ZJCa7OcIQpZYHtEzAGQ0ROvRHB+HN7vfRNdIly9BOMz0kcvCy/zvuUjOKyEnQSi2NTMH4ZP7nsTO3p3kKzZ0XLYnba6wlAx8naNEcoK5z359g5tJiZMgZOq92cYlKTeTEgqRIPSc1LP9VLjSnKjw/YMaMAchDf10mpS4hRjzOQgLJQPdQPMwJseggrB/xJ0AUiRgotQFAxKkiia3XYuLigbg+OuA1bczBGEQBeFB87OZt1JLW0oWz8T15oKE7kKKiEgxi2AJtQYjGiEIoWcspVD9gJ0q5lh5B2r6tiCtneRalzLJBD6gPgUAGEAMv3l8Ox7Y2IpbKgZwPIBDPf1o9FCksTjYm8BVtxN39j1dQ2CGIjjYm8Avn34LP3zPIn4nXeMXLi76Mf87oyyj8CMIFUc7I6iMqFYY6fuPm4Itbf3YsL/XIgeroqrl2Lt2r63Wd1NeiWDvSxDFIVtOco5Au3juzxKBlIB2U06lNR1DyQyqoiF7HOGhAhehMot6mXgz0LfDHuu7wVIQutdnTwWhnoGeImVyUxAqsgRZgq3yFBWE1HHeK4WOlS/dfh/R3I0/N74PfPe9JAfosJkjOFaPiHqF+7EoQRjzIgj5VDq6pIIQhD4PnI4HaATD5XcAm//BE4TpYfJuMu8t+z5r9AgxzlqP6XvNMwehqCDkF9RzDjEWFIR//cSJ+N5Db+Ljp0znz0vLxLznJYkJdc6MAP2kvz2QqQVg97GxsGKmFdAdCua05vFuZa6fXuNIiBm3H/th4NkfmAcZtgxKEK1BSJGh6RkMpzKIqHKAMOsy3kko/iiujDKKASXE5a+jqGaVQ+yLnObAYUI+FNCV2YzlMGnnyaMvd93VRYwlIKwJHyufn3kWcPWjZHItvqDyyPsmSzL++9T/xuKmxdz3pVYQUrdkTyMQ9vwuZWHJLZo/jL0fcQ8FIZuDsIpZOW+pbHG95tl1sz2vxQusesyLUDp10qkAgFNaTvE/GKcgLAJByJCgeT/jACHGbiTHG51vOL67eMbF+M7J38Fpk07DxMqJOKnlJF9ykKIiVIGUnkI6PWyFGI+Lj0NNpMZSpXrByiHnN9BXwlaI8W4zp1CzpiFokJNvDsJcIC4OGBrQtoHroyyC0Hwuun9qb77NsWWjya2ZcFnFJcT4wOAB7B/YDwDoVRSs7d8FAPhUbx/mNi/mj9c0hyd2rMTi/POhBKFu6BgxJzCfO/bzVgoIVmVK7oNAEJqk709O/wkuiV3id/kuCsKQY+HCTUG4+tBqfO7pz1kEKxdirDgn5xw8FIT0vULzsALubcciUA3nb9Y7xqUfpM9SkZQcTUrcFYSeA3n2nlIFoaB2ZNWHQRSEQUKM00IOQrG8/3vFYs/zBMVYDjGm5IaotquUEqiTBpGunMS7ppcabLvxU8nT/pGOgSYfRz6mUrj7VbLQKoa3WzBVQVqABbOhsE2O3r2+11KcQtetOlg7tJvb54bU73DqD552mNKkMjo6umzDpI+eMhshRcL2w4N4bR/pU3/++Js46b+fsogUL/z40W3Y1TmEXZ2EHJzaEMfd1xyPxz5/GgDgtd3dzp30jD/pKigIDcPAhv29ALwUhHYIKu2i33/cZNywYhZaamN47ktn4vvvXoA/fvw4TDXVjD9+7yJsuuk8q11lGHIxSI5TlmTwSzPAl5MJWw20Bw92oZC9D1TxmNKc/WJrbwK6AUyqY/pr2odny/XN9L9ytbnAXEiIsaX0dLoY62aZvHL2RVSFcT+mdT/XHIR2O+hPZBBCBkvSa8kXw3Z7wKGN3kY12XIQsvVayNPrCbFfGz/fvoc0qiE9Qvoasw5wCsIKVkFoG4nkrSBk88vDJuasVmG2D5YklyUEj1Ayt6uKhvD9dy/ErOYqZzlkhZsHEgUhSxASBeHedC2iIdlajKM5bN1U8jTE2LHowTwz2q9y1xKrtd8HmaRlUIJorXWPh1NaOby4DAfKCsIyxiaUMBSXcQ5nVCGr9kudvsyYl5pqdpIZI+NUd3AKQmeIMQuV7kNd/uZeCLz/z+7lAPJOkF0XrcO3TvwWLlt1GXMNoxNiPJgmCqZK8R5kCTFmyS2LfKW51/QMapk1iOa4HWLFhhiP1zS8B1Womf8+NMWbXNU5s2pnBbwyG0EUhMvHL8cDlz2AiRVZkqyXIAeh2985wYcgpCSVWyjkli6SCD2qRHHtwmvxsfkfyzsPIm1PqXQC7aaCkBKEbUNt6E/184ozBpQgZA2BHFDCqDAH5D9oIOEYb0bCgbOks+RRQQShSBalEyQHIZOk3hFiHNSgJFQJqIyygRKEXIixPbHxup/Px8kkSjYMoPlo/+tRPQhC2SbACEEYQjQURX2UKA42tG/AoiZGUSM8B/pMZ9TMwGZpM3zhpiBUbHd1+h2HSJWD4OZzENJJm0cOMjo4jvD9HCXD2bB4t34orsYxkB7wdTF2VRBKtoIwF5MSunYimhR4GgtwJHCcTFR8TEr8yAE6abHLG9ykhCUgxldH8a4lLY59csWYJggzgpGCiRqd1KdMrME1ZUrJwCmBfHQAggMmqslzem3nIdy6lyh0vRWEpL4HURAmova7/2cvtkOjk2U9Y9XHumGywNFjVKJOGsQ4dONQ/wh++Mg2nDG3CafOboQkSdjRPghZS1nmarPOvhobzgrh8S2HoT/zKNALhJBB+0ASr+zqwsULvd/tB3vt/m9iTRRPfuF0awI+vjqKPV3D6EukeWJPz/iTvVboKakTm1vtRQdXBaFiKwjr42F0DaVwy6XzoSoyPnG6lV0RVdEQHrnxNHQOJjG5nrwD3NSVeoDuJZ8Q48IVhPbfLIEVFk08GLQPkDo2oYa535lgCkK2DbRMmgbsh3OhjwXt0z3GQrTMzlDhDAxT1ZiW3Ft5WJUxMJI2Iyo8chB6KQhdchAmMxqmSUw6jwt/DEw9GfjNiUCix1t9R12MAxGE9v2V/IKMOTW+RFIcKMx7WNeJupB553qblEjW+bIS19lCjE3Q0F7Dmos4zT6CKeeyNCzRpGThlcQY7rQvQd4gWaHObIjxvkwt4hX2Pa8wQ3yHkhk+NyPsehcW3/3MM6Mhxs78zmY/r6UYgrCGuwfl8OIyRJQVhGWMTSghKC4dMhcCy77ILedPhnihJImuORWE9KXCmZQwCacZaGI5qoXJjjigKMA5VlS6lTzEmBq46OT+OPK0ZZlosAQmF05o3t8wU37WiIINMZYAfMuox+eWfg4AISkksJNYFZfOvDTAVfEIkoMQAKZWT80esso+h2LkIGTOlzcJHCAHoahW0g0daw6vAQDce8m9uG7hdfmbpICpR5kEDpu24c3xZkuR5ZeH0NWFVoQSsnIQUhyfGHHNg+YGTkVaBGLXgrkCrDLHn1JNnBRp3c2mFLMUhGEPBSETYizTsCoQAoq9lh9VL8HcpE2IKQBQO9W//HTwLyg8LfWjoWPEVEDGlJilDDw4eJA/jkB20RBjX9LXOhlNE0E/u+QgdHExZnP4SZBsxR7AOIh69MHUwEFIpeBGELqpBGldFYn3R/Y8gts23kYOLb5jzGsDyP3NpixlQa/UmVDdK8SYVTqHXXMQqkFzEJqbWfN2r5AuAGmDnFeFMwG8Zw67HBELk+MkUrmHaJca1HlSVE7WGKQ+paMeIX2lQtC+TlRhmZEYh3pI3/QF9S/4/b5zgJtqgGd/yG+bg4JwJEoUhCmEMYgYMrBJDyvEeHgPAOAjqS+Topl16Xcv7saHf/cafvkUyTn44o5OhCWzbbYsA0IxxMMqLl3cgsuWkn5vxWyymNQ54K8gZM09rj5lOqfOaawi7XhghFnwNQxC7PgqCO1r6xxM4s+vESXm5PqYRbqzoErdXZ1D6Boi/bhXaHQsrFjkIODefoPkOGX7gFDAEGO1QIKQJa1CXIgzuV8pF/fW3mHT3CXO9PF0QT+bwo3pp6J1uSgIAxKEjGO2broYZzwIwogqQzdM9aGXi7GnSQmviANIf3OUROoVllwFHHetrUBMDXk/HzO01TMfKjfOjQTLlssStbE6cn2sWRAldJlxXjhLiLEEw7WtcPBUEDIht3LICrsVFYRKrgShj4KenFcgCBe/H/jEi8Cp/8GHGKcTwEAbjHAlhhDjFmAqIuRvmlpgKJnBSzs7YRiGVe/8FIT0Wl+d+glg9rnAdc+QH1TmeYz0kr9jtdbiBFA2KCnDiTJBWMbYhBzi8ntRcJN8lqih4cFsbjcmxNhSd8iigjANdJGBpzUxF5AWJ/qxWv6zSBgFJC/cwE12UUB+uixwmJSYIXkOQjIXBaHsMjiSQ7hs1mU4aeJJVggmwIcYA3AQDex133b2bU5lYwAEURAGBkeUjpUQY/Pl7qcgPLSR+/6Fgy9gT/8ezKqdhWnV0/I7LwMrVD0zgkOqTRCKhMtzB57Dbwd+i1fabMfxQDkI1QjigiTiG53dCBrkxJLEuZrc+GLN/wMAhJjB8cxaovag9z7bRI0qCCtCFbySh9Z1ZgKiMhObsBLm6vaccD2mpu1JrAwDoCFVXsgSYqzpGkbM8kfVKM6ecjYAeyHBBn+NgUhfFkLoflaTkkglp8CLKBH+uWYzKUmai0HTT+O+DithxNQYepO91vHdVII0HF5UF37p2S9xxwLgThBChm7ogVWEniYlngpC4ZySDPEZ8QpC73eVnEuIsW4qCE2TElahlNUNNiDoccSQ07EAmyB0VxCmI6NMEAZNgyEq4UyCUEUGKjL4rHqf/dvT37UlrQCjIMyujZRDMVyQ/D4+LN0C4lFq1g9LQWigPrEbGSjYYkyFJodQJxHihNbXZ7Z3AAA6BpMIgzq4CwpIs+3FFFJHhrIY2rB1SSThoyqtb+San9hyGHe+8JZ5QUFCjNP41N1rrVDt46a5q7Yo8bbeDEPOBW5K4lwVhA5FkgdYwiafES5LELJ9kBVi7EoQkvcN5/7skhLIFex4tcpcnC5GiLEVKmwb4hhmW0i7jYFh161URvfJQegRYiwJhCKIgvAE+U3yYfxCs4Dm/Ugn3Mc6mRRwaBPZrn6m83dAIAjte+5bQ1iCkJqfWIq1tKvik21rrLETVVfK0LObhlgEobAd89wNZgEkrFKi1UVBGGhs6K2gJ98LIcYACbcORSGxJiW9+4ixTSUZo7HEXGXEVhACwE8e244P/PZV/Om1fd4mJcwYiioIU7Em4IN/tY2T6PPgQoxruPd/pEgLeWX8+6BcI8oYm1DCrgpCDm75MlzMHzTDRUFIt9v9HPDqreRvD4LQoSAUQwFEwujkG/3L7YPRUhBSgop1MQZciDTZOcllwboAu4ZwyipuPvlm3HbObdyxZbHrEcKyWQItIk4CAoItT8EEocQTGYWCLU8pQowtBeFbjwMddvL3Fw++CAB439z3OUnaPEDb00h6CJ2KgmooiIfitoIw1Ye0lsZ3X/0u9mp7cd3j11kqs0Q6WIixmIu0WdMChxgXFFbsh73kPrL1gl4zq8Lzw0DaTDYfrhJyhpnXxoTLykxoVEgOccdujFQjytwjxQBQaef7dIUHQWiVXc9gxGz7UTVqKbeTGUGR46UgDJq/iMtx6mZSIrQNYaHA0TewCz9uoPd5wkLHT7WRWi5vpitBaBKfbupCq0xWnWPVkXxuoMBOxuZmInnhGX7FLWQopAxCPQwFNSkRXYxzCDHmFYTFIQip0uLBTW1IFNnJeG/XEL774Bbs6fQxMfABNU4RJ1lVBmnjmUhtQeXLGUHfKVx4vmqFHkqGhiq4hGNuf8T+OwcX40hIxpvGVLySmAwAmDOuCoakAIYGRZIwHt2IaMM4IE1ABiqkSBUqpRFsvflcrP4vsjjRbarreoZSiHgRhGb/ETbrYTYyecbIZmyMfBx/C9+EEzZ+3Q7BhJOQvuau1/H9B820CQFzELI5DL0m4IUYA7gpDfUccxAGdjFmypnPWht7nSHm74jqTRC6mrtYCkL3iB8LbF8YqwMg2eSiG7K4GMuyBEWWmBBj1qSEvDM0D4KQXmMyo8PpYjxA6q1XTkUXV+xMYhDvUZ4jIc1HXUS+pIRpetg9xHi4k5CgddO9o2DEXNtBXlMcQdhg7wuQ81l5f9mc4DLOnNuERZNqePKXyUHolxkBgI+CkCEImfGflUvV3I8LmS+FgpD9SQJSNKNb6zoAQMpMm8QShDQHIV3Y+N2LJC/r39ccsBYqHCkfXBSEDhKR9pNaijMpYdt0KYzFynh7o1wjyhibUEKQhZfTh4/5MP+FW4gx810IAXIQsvAgCMmqFtPhiqEA7OT+rG8BLUtdjxMEIpFVqhyEYq4v+r+vgjCLi7FrmC4Xzmbvz+YgBOAICeSOW2B+PM+y5YIsRGmuKMb1cQThoTeALavs8Alz8KlJAHrs5O/P7H8GAHDKxCymLAFBy946fAi6JGGcqdijCsL+ZD82d21G21Cbtc/zB58HEDzEmHUzj+k6YoaBoArCYpCgfhhyMWGhIcbZVGKDZmqDilCFu+KNMVJiQ4xDSogzf6lSKxBhziUD5oTIB9lMSvr2Y8QcrEeVqNV+0lnyqyYyCaiSGrxOC/0LbRcdiQ78vzf+H3qTfXw/H67gyDVHSgRrYuJB4FnhTs7JGK2zvclecgiX/J1WiLFLfkKriFlCjIHs5DGFp4LQM8RY5v+WnARh0NAqh7tqAAWhQkOMFZYgLE4bZHMk/c8T2322zB0/fHQbfvv8bpzx42fwn3/b4JoPzQ9eIcYVBiEk0iGP8MFSITBByBBsFU3WfpKuo0ZiyJRZ55D/73k/8ItlwLM/ArQkDEkhRF8WRITJ5/9esQSSrAC6BlmWMEtuBQDskSaRDczxXBQpa0JMSdjeRNomCMUFIJP4CEumQYEL6cTiw8k/o1pKYJm8HXPa7gc2/dUuM0PqUJKQKmT9CUI+ByFFVHW/T55q4ABwWygIYjrCnjOb0zOFUiBByBaLTZFAFxOSLm2OEoS1cVZBOEzuv5pFucr1vyFSpwIpCL2fbUiRbLMRhSHuTMfclOw+lqHK4mRG4xWEugakBjAkxfGdB4ki8FDfCG+u42JSEut6AxEpjb1ViwGaB1mNgpCgw+4kMb12j1RK5Fz8gt31p88AAFw4xacdqdkIQmeIMQD87qPL8a8bTuHJOepiLBm+6nYAwXIQqixBSK/NGWIc1KiHHN9LQegdbSVLEtKGef43VwEAhuqPAUDSBlDEmRyELEbSurUoFhNDgV1yEDruHRvy7WJSApQJwjKcKNeIMsYmlBBUZiIoSzK+tPxL/DYsYUUnvCwJJbmEGFsEoctgTZhUf/34ryOiRPDJxZ/kB9JiKAD7UvV7+QYAGzqoSmpxwyIZWKGh5oTfUhCKRBp7bS4TAZb0y6bWYtWGloLw8jvISvAFP/I8br4Ku3eUgvBvVwN/uQp46zEAgGwmvtYhWaqIrkQXWoda0VLZgsnVk/MvPAN6HQdMArBZIRM7lmw5NESSaVNS+IWDLwAIGGKshHmC0PBWMR0J9Nc572NQF2NqDFQVqnKfuDC5rCRGQSiG8ktqhCMIFcNw799YeJiUWKHpg4csgjCiRKxzphzmH7x75nBmGLFQLHi/JSgWaFv45ovfxE/X/BTfeOkbfHtTIxjJ2GRpVCT6rMm5l4uxN0E4Pk7C0N7qIWGEbgpCSkj6EXy2SQlL1pmhUzT8PHCIMflfHLx7hxgLCzqS7FB5Bs9BKIQYMwrCvuE0Pv2ntfjL6v0AnC7GpVQQAsALb3X6bJk7dnfYZNhfXj+AV3e5uNf6gJJXotIzrpvupqHcU2QUhKALI2zfyxCEqqSjBuSe7Ko5AbjyT0DTUWS7rreA539MwtWyOcmaEO9LfUWY1FVdgyLDyqe2E4QglOg4KjVsqWFSJjHTN5xGRKIKQoEkMsdPIZC2m01BOFffxX/Rd8D6M8oQk4f6SL+hBCIInaYS5HheCkL++1+8f4lvmVm4ERsfP2VG1v24HIABCUo2DDOvEGOWkOFMUszn60LmDiXJ/abKKhgGyRmeTT0IOEM+QzGyQKR79N1ZFIQA6YNGMhrpv1llH3Ux9iAIuRBj1sV41zPk+rQ+3P7Cbpz1k2dwwvefxLLvPIGHNrXZZafnMRHvIQsknRWzmeuVCAma8iIInUo+B4QQ4yuWT8FrXzsL57T4vK8YozbEzBBjiwTV7TzHwnndxggSVdpDR1a+yivEmBlTSMyzDFOC0Nwvd5MS66geX7uEGNOPEpAWPGH7akh/yi58VQo5CCl0w0DXEJnDVkW852gWQeilIMwkgefMXLKxOtd2WEYZFGWCsIyxCcHF2FUJpPDKErIhE2LsZ1LiNoGON3IfrzjqCrz6gVcxv3G+QBAKSkOORCusSbGT/1KFFwO5hBj7m5Sw24ddB1Zsng+GIKT3acF7gK8eACbxqktWOZm3glAtIkFY7ByExXQx1nWgcxv5+9AmAIBirhJqEoAEmeweGiZE3ZSqKfxxtDTwzH8DT95iEygBQZ/53uHDAIAJplKmJmzmIEz1WQThkjCZ+GzuImFawRSEEYQZEiqcI0EYVKmVF+INGHRRGwQ1KaEKwspwpa1sY8FODBgiLySHMKlykr2dSBCefXP2snuYlFgKQkgWQRhTY87QXxek9BQ0QwtmUEIhtCt6flo3Vh9aLUxawtZiD+DS59DjeeUgtCYrzjpHc0je8NQN+Pnan1smMixonxIoxNhPQRjQqISqJWVJ4lR5nooHkZSkOQjZ+hHUxVgMMWZMSu7f2IoHN7bhK/8gOU5TujkxgdPF2NMFN0dQ0wjyd3FTB3CKHQB/Xr3Pf4dnfgDc9ynrnlDyKizMamOmgjCjeuQXKxWCEvSigtBsf6qko1oySY9wDSHiPvhX4AJzcpkZIf8Cpv8QczPWxkOkrRoaZEnCIpk4Jq83ZkGWAMkKlxyCIkuQJCBjEjs9wymEQV3O3UOMQ6aC0JcgHO5GnTSAA2gG3vcH8h1V18AOCR7JaGjtI/0Grd9GkBBjoQ8S7wGF2AYro8HHAyIR8IePH+dwP3VDXi7GzD6FmpSw1+znYpzWhP5k8DAheKqypNAA+DYgK3aUkYvqH0BggtAwaKgwSxCaSmFR0W6ChpEOJjO8gvBfN3Db7WQWKp7Yctgsu9OkpKHrNQBAZ/U8/kShGKAlMb7KZYxKxxB+6T9cchA2Zetr2XcpHcewqkcPBaErrByEhrcRF4WXaRbzWVbsNhcLMSQzeGLe0/XZ7Xxe8AkxJjkI+XZ9uOlkUi6XEOPhZIZJ7UHMejaYOUrnt4gpruz9dSOLgpDp39Awk7sHZQVhGSLKNaKMsQnBxVhxC2PhQoxj1n4Uqlm9NUOzJpWW4sRtgFfR6PjKUrKxK+URQQ3glj8sT7BEaKkMSoA8Q4zdFITMd+4EIbM7m6SaDTF2GQgUQ0FYDJLRAqcgLG6IccEE4TCjphkgq85yggwEdIDkHHn1/9BpOrg2jQzy4U+b/gY8832iCvnTe7MPhBjQ+7pvhJRhoplrqy5K1Lg9Iz04bJKHExWSAL/fVDdaBKELWWNBCSHEFCfsNSj0wJy6OQBcSNFioGoC6s0V83rGpdSq51luI1UQVoYqPRSEdKKZAgRSbOXMlfZ2SpgPMXZRNTrAJDTnTkkXVQCMmJO4qBq12rYfQUhzSgY2KAEcylyxLWT0jDBpiXDh1Q4lniSR94IXQeijIKQEIQD8dtNv8fe3/u7Yhi7g6F4qFLAhxuwE1TYpAfxDlFnQOYIsCWGBniHGwjktlbF9n9SAOQgtF2NBQagbwNfve4MrnxViXEIFYTys4vx5ROUZDei8GgRDyQzaB5IYVx3BF84h/cWDG9v8yaVnvgesvxsYIsYZaU03n5GoIDRDD9VRVhAGBdsOqiZY72JV0lEL0j9lzNyqqJ0CHH89UD/DfX8fsPWhIqyQOiErgJbC0W/+HOfKrwMANo80kjpFFWKpIUiShJAiI20qzHoTaR+TEpMgRAanyJvwxW0fJHmmXZAxc/Pulyba6WWowydsQm9XxxD+sZa4v1IFYcZv6mSZSwVVEPJtsCqSA0Eo9APBzBYEF+OgBCFz7LxyELIEIbfYYUb6aM4XpoMgpArP2gDvc3GxxCOthoUsLsaAkJeSIQillL+CsNkk2dr7kzyxOON0AMAOfaK17Xcvmw+AEOFW2QFuzFbbT1TuHXXH8icyifVzZlfj6xcdjUc+d6r9m6Ug9Hk/F7oQbi562u8dzXdRToRk7qcEMinxGAuyCkJmfKFSgt5FQRgsxDibSYl/DkJOQdh0FIZ18plzMaYhxikNIxn7eXcOJrHbzI87d7w3QeipIKRjksF2+7sJi7lcoFlDust4x6FcI8oYmxBcjF0VhFlMSlSzw87oGW+TEhZ+ebvYlWoxjJh9kQbIx+MHSZKsSfJoKAgdIca+CkJnebK6GHvAYVIigC1HvuQeS0jmRFq4oZQKwnzzTNI20bHV/s6csCojPQAADRIJKXj4S+jYfj8AoHH3C8DtZwEv/C9xtmtbb++/+zni0Nt3MFAR6LPZm+oFAEyMEpKdEoS9I73oTBDysE6ugyzJVmgxJXp8FWdqlAsxDvvkQXPDgqYFuPvCu/Gni/4UaHtPnHwj6WOmMQNuJYxvnvBNnNJyCn533u+sr3MNMfZWEJr1YuO93NdhJYwPHfMhnDHpDPz6rF8DaoS7R66LKSJouA8Tugwwxk4SkJBsgpA+Z0eIMXNe+lwDG5QAjv5FLLsEiZ+wyQoXYuwaqquEvUOM6WTFhdiYURMkNI+UxS0/IYXV13AKQjN0KkeTEnp9lCShCOZirNiTGUbNqnqE+olQHApCcow3Wvu57XTdQMoQchByBGHxhpk3nk1C6gZGvBWcuWKzeT0zmyqxbJo9BhBVhRZYcpchCN2IlhP6HiK/jzpBGJDBYcL+9mZq8aPHiZJvMJFEvekifDgjlJ1t34EVhPa9qaMKN7Otz9l2KyISeZ6thpnDjCoITeIlJJPcbxlNR9dgEnVh3f38ZvtUkcFX1T9hXHo/8NjXXcuUOkxIloPKJCBWS76kCfxhh95+58E38bc1B8zjmuYnms/9tQgdkSAMpiCsyIEgFMnFoKkd1HwUhIW6GHsQMlTN6K4gNJW5qrm9ubiIaG32E4oKbqtOeRiV0EU4n/EdfYYJliDU0pi0kSy+ZjwUhBNryTvhjYN9DEGoW3OJ/81cjpbaGD571mycNJOMoXqGBaMupt8Jp3vJV0LUEyXWpXQC15w6A0exZBJdHMtRQRgI77qVHPesb5rHYRWEwQlC6z1ZkEmJe0SXrZZz5iAsukmJIO6QJIknCEMxK89gJdPeadsfTGas8HoAyOgGth4i/fH4ajGtijPE2NOkZNBUpU49GZAk3k1cDfjOKOMdgzJBWMbYhBLmKqfrpFdxIwiZHISyTRA6chC6KhJ9Jtbsy018wSruL6R8QUMUS2VQAtgEVdYQY5+8GkBuCkIW2cwj2OMWhSgt9N3nEi5YCIqag5CFmW9QNic6OnPdHWa4RZMUJk5qT3wLePmXQDtJjo1mkjQZD3we+OO7AykJaRs7mCFk14RYMwCgLmIqCJM9FkFYJVchJIesOhcoxDhe704Q5iBhWNi00MqJmDfO/jbw5T1AI5Pzp3UdJlZOxG/O/g2nPgtqRDFkTlQ4BSGXJNyDIJTDqApX4Rdn/QKnTjoVUCLZF1NEWApCnpik7U6DhKQkQTIMhOWwVV/FvHyswzt1MC5EQeiqmuYG/BJSuk1SuhJtiuqvIFTCrqrl2XWzMbNmJqcGFUHvg9+ztQlCFwVhjiYlbHXnnUeDhBjLzGdGQSi7TZqcoJMm0aTkuw9v5bYbyWhImYSJ7GJSYoV2FQGVlstj8QjC1XtIn3n89AZrcg7Aco10gHG6xRv/AEByi4nhxSzZNBJtKkpZi4G2vgRuWrUZ967eR1xQTdy6LoE1+wkBo0BHg0RU6EfNmskfgB0L5aEgtEJghbbea1RgBOb4LGSHGANASJWR0nS0DyShG0BT3Kz/DpMScmzFyGCc1GNe8Abg/huBV37Dbap3EoLwcGiS7Y7OkEduxFlLNWn/g2IqVhYuhA7gNLCxiiyGGOdAEIplDBr6Gw7SlwhgSb38QoyZY7mYpKzb34sFNz2Knz62zfqNkoZWn0WfTzjAIpQjB6Ggmk8N82OcjPlQfXL00XDQRMomCNM9+63fQ6o7qXbGXDIuem1PN586xCTAhxHBs186A184Z47l2NyfoAShQDgbBqLpfvQbcYTDwpibtk03EjSQgjBPgnDx+4H/agPGmSHPbBh12ntRTgRVEEookkmJrOCzK2YhpEiYP6mW2y/3HITZFISy+99wURCqMSvPYEWEDTEmfw8lM5YpCcWBHnIfHSHfuZiUmAtalGAPFJVQxjsW5RpRxtiEEibJ9k24KwhdQoxZ4sUlxNgzB+HVj/qXh3U4FglCH2l5PqCT3lIqCMUJv2eIMZdXwzl5z1dB6HAxFn9nzltIePCpLaciJIesUNO8IZgpFIqihhizMCevylAXAMAaYrQsQ/vk5QCApgv/B1j2cfJ91w5bgbjo/fZxOrbagwkfWDnjTEVVU5xMhBtiRAlycPCgTRBKAkEYJCRVCSEStvN3ha1F3FF+dUkSWYXlzutPoGYzohhIkxXhylClPXiuYIgEjwULR30RDJ2CKQhpuBWvILQILAkYkmVEDcNUr/E5CDeHQ/hscyOWYQ9u23AbANv9t9YMMw8EwTXRPZWES9ixCVeiTQ6RiYnb/c+MeOZCCith3Peu+/DsFc/iirlXuG9j9nGsglB8zu4KwvwIQppsnuQgZCc0HvVfVDGwRkbWvmxeWO9zUwUhjfzrHyHPnlU2AETdkDRXIiTDmYOwMhKgPgZEJaOw6BxM4nD/CPZ2eSiCAmLNXkIkHTu1FgBw6mxCEnqGGLMpHZ7/MXTdQFwfxGXyc5bpACmkHc41UDm9oDIWE3c8vxt3vrQHX/77Jiz7wYvW9+1oQEs9IcoU6KgH6Z8mTmjhD8ARhMEUhCxBWBfnFYQUlFxurAzbURpUQWjWp3tMU5xGyjWI5zfHCqqeQjWYerHmTuCRr/B9QhchCDsjk23jORoiCUJKipg/gZSrdSCNG+9Z5+52TdumoDL2VhDy5ylEQRhICQU+xDcvBaEUPA2Jtb9HDkJ6/j+9ug8DIxn8/Kkd6DXDax0hxmZ9sAhdP3iFGA93Aa/cCnxvIvDQf9jbUGW6j9lejFUQ0nD2kS7r9zdqz3Ddb0INqbB9ibTdRxsak7swZj0TiySiiyCSRK6FvveSA5Choc+ocJLOtN0I73XyXQAlHzvWLiRShlUQ0vuaQ4gxyUGYZWNPBSE/H/v8OXOw5ebzMbHWnLfRd2qxTUp85kqSJCFlMO06FMNwihKErEmJuQCW1DCcdi6ChRU5kIuxt4LQfCeZ89lyDsIy/FCuEWWMTSgql9I168TRx6SEDTG2XYyFQVi2gS4NQQGcL7oimpRwRSpliLHoYqx5KQj9cwWyZXQ4IPsgW4hxUQg0AD8782d4+n1PozHmzC+ZE7j7MFZyELoMVIa7gENvQD5AkljrdJvxC9BWTVaxJ9ZMA+ZdRr5ffzcJO6iaACy6Eph6in0sU2HhB7Fd1sfJOarCVWiMNaIz0Yk9/XugSipiUgyqrCKtp2EYRjAFIYBQ7TTr71xDjIuOAO07KAnEmZRc/ltg0nHA++9hzuU+oXT0hUo4dwUhJSQz7grCA6qKjCQhYbZ52i+82f0mFvx+Aa5smYCnK+LIAPjr9r8CIGpRIFeC0D8HoSRJ9jaM6ZR1GW5th/ZDoopQS5NJmZ+Lo4npNe6EjluIMWuaAjAh80V0MZYlnrDIzaQEfIhxEKIR9gSKhhhvPthLDmX23dMbyTv3lZ1dSJvJ0SlByE64cjFdyAY6mdrVMYRl33kCx3/vSZz+o2csktAwjMD3FgBaexN4dnsHwqqMxZNrAQh5xtzQ38p9zLRtwj/D38TNxi+Buy4FfrGUKAvNBZZHtWXurqJHCDs6bBJsBPai3v9+6t34xsoFAAhZVyuZ28UFRW1eIcZ2O7cVhHy9aDPDi689dYajf6KKt58/Sd5JDVHD/fxm+4z070FYcnl+CVNVaBgIH9oAAOiOz7AJpyRDELq0saOaybsqAwX/Wt+K3zyz03kOs60bQRWEwmQ+F1MfkQgIynO4EXTZwPYV+bx9+RBjhphwKfSZP34G7QMjzhBjSuAGSWMhKghpH7j1QeD5nwAwgNW3AxvuJWpfM0ezn9LNNQehidszF2Dh9Iluu6HK7AMHRxiTEj0DI2mS2Iwrc0RVEFIkfiFGVu3ym3kye+FCEIb40HwOloLQ596x0VCFLISzLsa5KAhlmyDMahzi5WIsKAjt9Bx0OyrAYBfKcgkx9kAWBWEKvKBl0Hy+rGKYOhoPCSHGFCm3BQnmenXz3ex4r9N5L029Ys5nQ+UQ4zJ8UCYI34FYs2YNxo8fjyuvvJL7fnBwEJ/4xCfQ0tKCxsZGXHLJJdZv3d3duPzyy9Hc3IwZM2bg97//PbfvPffcg1mzZqG5uRkrV65ER0d29ZEvgigI3V5mHPFihssxCkJPgjBbeCyb88SRg7C4CkKrSAXmM/SD6EpK/3cqCF1CHhlwCkL2HmZ5mYYl//tdLIORkBIqPLwUyD/0wgNFVxBGa8kgc/AQ8PuLLX2mNcSon46DgySv4MTKiU6Se+AQUNkMfOxB4KTPkO863sxaBFbpGdV1xE3lIACcNPEk6++WyhbIkmwrV42MlbMuG0EYZpSNuZqUFB0B2qRFAmVRGHImJeMXANc8DkxczBzIvV44wnBlFWrOOQhpuJWXgpAfLLqR/1dOOguArRzsShAlhV+IrgNC+LBY9kQmgV0SrxRgybmIm9qD9hdiHsIALpUUl8++3PV7txBjWo+tbax7xYYYmwShOeQK7GJcUA5C1S6DVw5CX5MSqiAkZciYkxMDxC2V7nvdH9ZYExPJ5bpyUURlQ9iDZFm3rxf9I2mc8oOn8dV/bAp8vE0H+6DpBs6bNx5VUfLcKEGzq8NDmdizmy/Tb0/FTLkNrVIzEKkmquz7PkX6YgCdRg3c5nWlhbPv6RtOY9pXHsQz28jYbPV/nY03vnspjOlnABMWoWrCXERCNIefhjrTpAQxoT2zE/08FIQTa6lRHP8sP5u+wd6WHtdc2GWJMBUZnNXxB/JBbMtm24t1EPJvS2gB/zvNYbf1AYSHDmKnPgGZivHkfSjJvILQhThbMYfcC80kxH/6+HaSV46F7E4QBs1B6JcXVES+OQjZ5xGUGGBvRz4mJZyLsUuIMQDMaiZEbc9wGsd990kc6CF9q0Uo0vdVkBBjsf+dciL5e+eTwBBj1nD/jcDfrrY/+9RpO8RYdyj8q6rr8J6lk1z3o33gQJIx3dIz0CghLcwp4mEVQ6mMvdghKbaC0CS5iYJQqFNhPjSfg/X+8xm/smPtQsa5rjkIsz8zWn9l6MFDjEW6mt3PjbRzWcQqToixdw5CWZKQZqOmQnEkTAUhJQUBPoUGDTE+ZoKdR/Jo5m/74PY1epuUCM/SnM8qHqR9GWUAZYLwHYcHH3wQH/rQh7B8+XLHb5deeimampqwa9cudHR04Bvf+Ib12/XXX4/6+nq0tbXhoYcewhe+8AWsXr0aALBx40Z88pOfxH333Ye2tjZMnjwZV199teP4OUEJc0GoQULPyHdM7jrGpMQKMZY9QoyzkVCsglDsbIutILTeQ6Vb0bFCBs1BAw3b8zUpcXkGLCkYhMj7xYpf4JaTbkG17PKiY1AsBWHRwE5EimFSUgwClK1rdVNtpUeiB3LLMgCwputG7TS0DbUhqkQJgSMOgi/4gf33+IXk/7aNWYvAtss6XYfEOHzfdNJNmN9AHPkumUkWG9jcl5ZJSZaBY3j66fbfeeQgLCrYe14/030Tc8BKB/e3bbgNC36/AC8dfInbrj/VD0VSUBGqcBwDgDdBKLZDmQ/YD6QgpBMJJk8a4CQfPzSDuCWL6QNObTkVX13xUzTFmpDUkkhraZ6ADgrhGt1yEH45zhOEGcMOvVnSvMR5TLpwRCdEhgFs/Ctgqmp9c82aiKpR/O683+E7J38HLZV2iCVtq6yKkTVu+d8z/tc+iEv+VtqnF5qD0NvFWDinq0mJvY2oXmJhhRibCsKYSSQYkDBvYg03uaATE8nlunLJqZYrLl44AQDQ2pfAKzu7cLA3gXtW77fIzGzYYzpDzmm2+y1qqvKff9+Ii3/xvFORSNtM8zzrq06jGtdU/Bz4D1N1nUkApktuF6pGX0Hocr67Xt5j/V0TC6GxMoyQIkP6yL+A658DZBmREGnnZyobcLKymWwsKgg5gjBgDkKm7lLDBnY88dnUp7HNIM60YVW237cZMm5jSaT/UP+CinSX+/kFwvD18DLgg3+HRSJQQua5HwEAXtTnk/opSURFmBq07p0YYjy9sQLNFaTMlXF7UYuqGi24uM4CQMTDrEdUSgVzVCVwhBgHdjHOnRhgVUn5jHJZgpF3UbbLct68cfjKBUdZn6kxQ8EhxrIKtBxL/qYpVc78L+Coi0lb3fkkUzifHITmMyQmJfy47YqT5niO2UOKjGhIxsAIE2Ks6zDM65EEwrMyosIwzPPQ8tP6ZBKEvah0URDyofkcKMHoN97kDMEKURAyYfaWi3EuOQhdA5Z40HeN+D6XPOYs1ruQ/Mfn4i2CgtBHKCKJOQhDUevZxpmQYTYHIQ0xX9BSg9uuWopvr5yHhz7LRPi4gC7UhbxyEFKYIcb5mBWV8c5BuUa8w7Bs2TJs3LgRS5cu5b5/+umn0djYiFtuuQWRSASSJOG4444DAHR2duKf//wnbrnlFiiKgqOOOgpXXXUVbr/9dgDAHXfcgSuvvBLz58+Hoii4+eab8fDDD6O1tdVx/sCQVSjMKrgcdHWDecEpLgSht4IwyyRGXEVn4SMtzwdBHS4LAVVtjWgkhCdfk5Io49rmmoNQGDCdMfkMXDrr0qzlY0mQQIRHqVGs0AsTLOmZt1KUvS/xBjuPEgDlzK8BsJVgXRX1SGpJTKicQAax4iD4uOvsvycsIv9vuQ848DqZ6D77Q2DzfeR7w7DzuDBlqGBc+QBSl/5w4R/w0GUP4doF11rfAcBAagDbe8gEOquCkBncHPEQY7Yfet9d7psILsa/XP9LAMD1T1yP9mGiXNANHYOpQVSFq7wXArj2xq52F0FBWGeG0PbudS07RU31ZAD8M1g6bil+ffavIUuy1Z8mtSS2dZPk8l7hua4Q+mE3Y6at9CshxPiYhmPwsfkfczmmEGLctgH4xzUk/NPlnF5YPn45Lp11qWsaBVbFSPvOBY0LcNbUs+wDFDEHoQQ+B2HuIcZM/QhyHDhDjOl76fPnzEF9RZibXGg+CkKv0MpCceniiTjraJLSoL0/iTX7eqzffvr4dmw60JeVKNzSRhRl0xrtfosN8XzjYD9uvGc9vxMlhFtscvr2zIXQ1QoyCab9Z/8BAEC3UX0EQoyd59vXbZMGD3zmFNd+R1Zd2kasjv+sMu/5oCHGDDk2rooqCO37nGGWOMKKU0HI1tP5EqPgVIUxhxi2LI0DZp8NzFzBHY/m6v1l5l2I0xyZ4UpCopikpDhh/n8fXW6RNAunNGDLzedBkoDX9/Zw21kKQiEHoUPtRS9BcPTNZWFYDI0Myi1yhkcB2yd7O/IzKXFXbLHXP6U+jk+cPhOfP5vPGZ1fiDFTSEkh6l4WLUtJahURYp1iEHNzMbb28x/HRFQFqYzOKQgN00xEjvCEJyWNaJipIcvQtQxuWrUZqUFSd/tdcxAykQGPfxP41fHAUCcxLbEIQp/3X7EiZTgFoZnGJFCIsbmQlouC0C8HoRtpNxoKQke7FF2M4xg2FYJRpm+kStPhlGYpCGNhBefNG4+PnDQta98QWEFoCl4UD6K+jDKAMkH4jsO4ceMQCjk7/rvuugtnnnkmzj//fIwbNw4rVqzArl27AADr169HS0sLxo8fb21/3HHHYe3atQBIyDIlEwGgoaEBM2bMwLp16/IvqBKGwoxxXSe9bk6VLPHChBhTtVKUvqQcL5UsL8OaFu/fhDC5YkEqIQlCib3tPdvxm/W/wb6BfQBc1HriIEsASxxwxEWB98HVzfRIglMQFq6IYUM2ixJiHG8ATFIQ530fslnP6RSl1XS7s9Rd7GCtfgb/vBrnAPPeDYz0AbefBfxqOfD0d4G/fgS482Lg27XAL44FBg5z7TKmG46VfVVWMbl6sjWwodf6zZe+aRddzaIgdCMIj1iIMXPeRnfjG9pu3UigTR0k/HEgNQADBqrDPkpatl6Mm4/PLPkMLph2ASZWTHRsx9agQIR6hZmTc5if3Ir9LHWjZo+5oNEO22MVod0jZOLCKu6yQmjnXm3BABwhxt89+btoNnNe8hdh1hc9TcwJ/u90/vcc2xt77ZaCkJn8exo8FYEgpK9AWVQQeoYYs2F1snsOQs5swE9BSP7XzLx+mkm2nTuPTKoVl9AmNwVhsbmx9x83GRVhBf914dGoryBEUvdQCns7bQLs18/sxCW/fAH/8dcNvsd6aSdRoi2bZpNgUSEJ/P0bhYVOmrdz3AKrH71XO8MO26R9a38bKZtRZTtBjxZcbjqdkP7PFYswud6jz3UbZ4lkTB4KwipGRWq5cHLJ9RmC0EVByNb9WIQNg3R3MaY4CNP0ib5vKUlihqp2osZWuFKSxiRt2AlzVUQlJDJDssTDKuriYXQPpSwSHYDV5sQQ47hoLkCLXICTqGhK4qsg/Md1wE01wNo/ZHdENwyb2En0AobB5yAskCBkz8kSlLWmgU1FRHwviCHGHqp7FmL/yyygAgCmnmQT0Wy98UlBQfuGkZQLQZhFIRdSJOgGoLEOv2ZdU6L8uKnCMqvI4JE3DqE7oUOGhjtf2o1Xt5C8l32ocKpSrRyEQ8CLPyNqyR/NJIYsh8yIkNEgCNlrtBSEAUxK2ByEWRWEHmNBLwWhmINQCfYedJzP06REWJxjzyyalKgRK8ctm3qAKq1TGd1SEOaiwPc0KRHrtCl4CXGLE2U6qAweYyB2r4yxgO3bt2P9+vX43e9+h2OOOQbf/e53ceGFF2Lz5s1ob29HU1MTt31TUxPa24kaJtvvInRdt8J2NM1cIROTiyshRw5CR6iPlrK7fCZXB/1OYRQnAykSqlAVqrK3lVVI5oDPkFX/mUzVBOe5rMLZ5zQkueAZEVVqGMgt4XouoMqfx/c+jsf3Pm59r8qq45zWtcnOa2NVg9x+hgEJ5qtY2Idu53dtrJKoVPcgJ8gqcx+y1JUAYK9PlZz3PBhsCtmoaCLhMl89AIQqIJs5mLTJx8E4/3ocNMmbiRUTybnUiL1vpMp5PZfdBqhhSBvu4b/f8zz5v3sXjC3/4siTuGHACMdd7w29PkqwvHjQds90bdsMuHBsczO3ejUqkLK3dTbE2DAMVIWrrP6na6QLhmGg38yFVR2u9r52rs7JlgqTHtveTuEUhNnuJwCidlCjxNSG2VZclKiJ1DiOVRmqtL6jpFhKS1nXyP6etRzsNRqGJ7nZLcuohwQYhkXIeV6nQo5paClI99/o+NmQlZzqDkuaWjkImXdYylI5Ce1Ykhx1xSKPmf39QIkHMcRYkST3/SWZOadqlcEwdEb1y1yb7HEc2JMmTTdMNQN9L5HnwM5BWIKQHu+rFxyFF3Z04rQ5jUXtw29eOQ/fvPgYREMKDvcTEqNrKEkMAEAUGSNpQlTet74V7z62BZPq4papCoVhGOgbTqMirGB8ddQqY0xQehHBNFP+TJLc01gt8JEHcGBAQ89dXZihmPVRCZPfBw9DAtCPODS9dO9yL4jjle4hUk/njKvyLgtTfygcfa15feTvCHcOL9TFbbKhqSpMtmfOlWG0CmFFhkHvYSYJGAZHatfGI0C/WTYlzJeN6U8AoBVm3TPHaIaWJtsnB5BW4tAhIx5WyDbhCrJNsh+I1/PKPtV8tnqabGP2IRVhBd1DwGAybeWwXLe/H8cCgCbkIFTd+yu2HamKd3t0g9hbkrbusn9qCNLGewEAxtPfhTL7vfa1yRK5L9seAvoOAn0HgN3PAIe3QGKUqBeolXg+HMNkuQP7O6fBONhih+0GKSvb7zD9F3ufqyKkDxWNWmTJvK7UILnGkPs4gwPXF8pAuNL+fPpXyPtPjZLvmDQRRt10z2PHzXINJtMwJAmAbKmmDTXmWybaf2s6oAAwtAzkzDAyhoxwOMo9twqTiPzNsztx7+r9WB2xibO+TrJg0WlUk7bCnjMUJ/dnuNvZjrc9wtVdV7iMcwO/y1mY997QNbu/VKNZnxnrYixnO6ehmXMMSegD2DEa8xt9F+oaYBhcfVR93oNc+dzOZ/0o1Dd2TAbepMRQwpZCMKoqdlswO4OUpmMoSXMUKlnLRs9LQ4xlcXyghLj6YFRPNEl/nrTP61mX8W+LMkFYBgCgo6MDn/zkJ7FkCQmb+eY3v4lf/vKXeOWVV8jETVjOkWUZum6+GLP8LuLmm2/Gt7/9be67+++/H4rC5A/UhsGuxyWGEli1ahW3z2ld7aDr/vS3aZ1vwgzwQWdXD+RGGYlkAi/segEAsGPNDgysJxPZiw3JWrd+5PEnkVKFFUYWho75Teeiq/IotAnlOK69AzRQYfXra9C2szD1G+2chwaHHNdcLGxJbXH9fuO6jcBm/jszMA+dnd14SSjPtuQ262+2rJcYOiQAQ0NDeNLjGu6//37P8nWbYRTicY8UmvrfALXceGX1WrRv93C4DIidI7b74d49e7HqcO7XGEn34Xzz7y37OrGDuU/7M/sBAG39Kaza1IfnRp4DAPTu68Wq9lVQtQQuMrftGkjiRbd7LF8IdeGZWLzvDoQzg6gb3oX99SchpVZh7qF/ofXlv2LveDsPX1Q3sOqhx33lBYP9g47vsj3fEcN22qUKwudfeBE9FYd89ysFjmrdgbnm36vuf8D1WlszZAB/uP0wVq1ahUzazpn30vqXENkasbYZ6RvxvP65bTtAszH19g3gOY/taod2ci7GL73wEvar+7Ney3mIIprpxar7/kEmAybIlIcccMuaLUhu5F16927bi1V7SFmGB4ii4+HHHkb3cDckSHjioScsxahfGweAU3t7QZM3rFq1CttGtrluty+kojqt4aFVq9A50AkAeOapZ7BJcRpSnNo3gHoATz72CM52OVZf/xCezaFPYevs1s0kf9WB1gPWc6PPsqezh3uWS/YfwBTz7zXrNuDgnhj6Bwiz8djjj6FOsVVrXkgNABdNlpDY9wZ6umRQSuCRhx6E24L/stY2UP3m5jffxNTBIVQBeOThh6z323AGoEO/Pbt2YtUqd7fyNw5LABRs3bYdf+3diqPMOvH0089gIPYW+noU0KlJQ1QCNBIaRp/5eADvaQSeeOShrNeZL7qT5Fr2tHZiMAMAEm5ZksLhBPBUq4y1XTI+/DuSK/m6ozTMq7MbSkoDUpqKuGJwz23HQXLdAFAZMjCYlnDfv1ZZE8qF+7djOoDX121Ca10MrUOkDH09XVi1ahVO6OrDOADDPe2oAJkYrl23DuGDa0t2H0Sc2NEOqq2l17b3EHler7/wDHZ4RAZXjBxytBmxfzqqdZ/VB+450ApMzt7OCc9N6twrzzwORQJOHxhErfl7hpmKrFuzGi2Z7VgIYNuWjdjWswr9vXZdG0nYStHV6zehbY89UownO3CO+feIEcLeQQWrVq3CskMdaAHw0gvPoXtdKy7RUhiSCWG8c9sWrOrbjJP6R9AE4JnHHkB/bAo2t9v1IJNKVCAyIwAAre5JREFUYtWqVWgc2IKTAbS2Hcbrq1ZBS5Jy/fP+h3EoIeHZNgm9vd14KQr09PLq7OefeRIbXcRpGd2+N0YmndN4h23LAPDss89gh8mD1w29hZrhfWitXY6QNmw9V2mgDW/d+y0ApwEANv3thzi29Q+oTB72PVcoM4jJMukLJ2f2QLvjPDxxzA+QCDcGKusbh+z7+dprr6BvG2mLmzrs79e++iI6NgNvMPceAJ588gnUR4Dle3diIoAXV29A11b+vSRiSudGLDH/fuiRRwEY1phn485W7OlfhTmHduNoZp91Uz6OfU+/5nnMfW2kXK+t34yGrk24EDJCJkEo1kURqRFSV15dsx6nAti3ZycmpQYwiBg27j7EPff+btLX37uavMdpCL4KDYlOkrqg06jBi88/i12MwHdm+27MB3Bg7WOYLJxfMpV8Gza9gb1t7nWscqQVNEnGjt37sIUpU7Y2zmJS9wYsBbBrx1tQtWFMBfDa2o04tMtflbisoxMtICYljz/2KOI+DMWZ/X2oBvDIY08gFbIjMY45uBuzzb87urrxMp0bdmzCIgDbt2/D1oFV6EgAtO30dHdnbXcL9+8m/f7rr6N1p/Pl2zC4FTRD4GurX8eht+x3TXu7DJ1pp1vf2o39XYcByHj1xeewfz35nvYF/YPDWLtxMwCF9E/9wqRMAJ2j6QbpI1964TnsY9bDQplBXMhs/8gL65AK7cSB/faY4q3tW7FqiBgTalph85sy/j1QJgjLAABUV1dj8eLF1mdVVTFlyhS0traivr4ePT38YKenpwf19WRql+13Ed/85jctAxRN0xCJRHDJJZdAZfPfpBN49n8+b32sqarBypUr+QPd+kPAHCtav63tBfbfCQBoah4HFfsACejQOlAdrsY177rGzuPwRhhIkzDl8y+82Erc6o13YYbb1/f+BehbBwBYftxxwNEr3bYKjG/+4ZswDAOVlZXOay4SGlsb8acn/uT4/vjlx+OcqefwX64z9xk/0VGezFsZrHqZvFi53zbIgKGhoqLCsY9hGLj//vtxySWXeObUeOTJR/DWwbecxz1S2NsA7PwhAOCEk04BZp5Z0OEObzqMp9Y9BQCYO2suVi7N4xqHOoE3yJ/HLD8dxyy2j7G5czNue+g2NDY3YuXZK7HxlY3AduDs5WfjgukXkPD8jdcDABomTstyj6+w/poGkPxNP/oXJqZ3Y/bM8/HiFqIGjEkKVl56qesR6DNvqm/CwY6D1vezamdlfb4pLYXv3P0dAEDYJClOPe00kkNotPH0JsCcR3ld69burfj1A79GY1MjVp6zEt/+47etWNGJ0ydi5fKVeLXtVeBxYGbLTKw83eP6n90KHLoPAFBb3+B9n9rW44U/2CYzp592OuY3zs9+LXtvArp7ccl5K2wTJl3DzXffhJRpBHL+Gefj6AYyhfr6XV8HABx/7PFYOZOU5d6H7kVrZytOX3E6fnLfT1Adrsall14aqI0DAH73K2BoBwDSzgfeHMDDqx+2fj554sl4sfVF7A2FsBgKVq5ciT89+CegCzjvnPPcDVHuvBUY2oGzjp8PuBhx1/jdSxf86cE/4VAXIaOPXXQsHnjlATSPb8bKM8kxNnZsxK8f/jUmjpuIlWcxx/3XY0A3UdwuXXYcls5biXsfuhcHOw9ixdkrMLlKnML5Y+Ndr2NrH1Hlv+tSj/v691VAL5ngzpu/EFi7Duhow/nnnQtUEJX/YDKDr65+DAAwd85srDxvrvM4AIZX78dfdm3CzFmzcPziFvS98T0AwJkrVgBNc3HP4Vexc4CE6FZUVgN9REGY9ZkXEYmUhm+vfRQHhyXIEjHfeM9lZCq0aEcnrrrDnuy3hifhyxcvRlv/CMZXR9E5mAReewrj6quxcuWp1nY7H98O7CN1siIWxWA6iQsuusjOIfevR4FOYNkJJwFzL8Smg33AxhcxcVwzVq48DrjnHmDbRsRVHUgBaUPFgoWLsPK4KRg13HUHQNZBrbr+/c1PARjB+951kaejLnr2AG/+p/Ux03i0s608tw0wF7SmzTwKG1MI9MyTE/dDkSVcRp1eD/0USJDUJqyC8OQTT8CCgW7gwB8wd+Y0zD17Je5tt+tadVUFYK4fLj/hZGDO+fZJ+g8CW74IADhoNCISr8DKlWcC/7gf6H0NJx2/HJiwENgAZMI1wDBwwtIlWLl0EnDPn4Ftb+KMk5YDk48H1rfi7p3rAQBVFXFynJ2VwA5g4uSpWLlyJf7Q+jJa9/Zg4vzj8a271gAAxpnXoglpay696AJUx5wEiaYb+OKrpM+riEexcuVZjm28wLZlAFhx5pmYO76KhGb/8BOQ0sNYKG0FVnyd6wtPOnArLpZD6EQNTt3zP5AMDcbEJcDMs4CaSUDTUcDGeyGt+X8AAOOrB/HkWz04+2/2e0Ux0jhnbhWwIFhfOvjqPvxtNxmwnHrySThhRgMAQNrQij/uWA8AuPDcszC9sQLptQfw550brX3PO/ccTKiJAX/8PdALnHzmOcDEJeIpeKztBcx1sgsvvoSoXTd+AgCw8MSzsPCYlcCLu4G2v1u7LD77fVg8+XjPQ2rrDuLvezZg/JQZWHnJMUiuVxEy35XLjz8JmHuB574/2/EsujqGsPjY5cBeYMr4ekjdBgYQx/SJTaTvMPF0Yj029dipDQxTxS5DR508BOhAF2qw8gLzvlC83gUc/DMm9xBDNGPGGcCC90L616etTRYtPhaLjvV4Zt27gTe/AgCYNedozDprZfB3OYtNKWDvbZgxfSrQ3wp0A8eddg4wLYvJxp/vAQbWQYKBiy68wFLlumL/d4AR4PwLLiApdiieWAu0k/bU1Dze7r9e7wQOAHNmz8acFStxoGcY31n/DACguakRK1d6P3cAwANPk35/+XLgGJf7t68ZeIu8I487/gSuLqzqfR17+tqsz0fNX4SKdXVAfx8uOPcsTG0gbJ5hkL5AVsOYPH0ScGA3jl+6GCuXZRkrmHM0+nTOov0ARWoQ2PQp6+P5F18KRKqw+r438HI76YMXzp+HlaeSGW4mYy9ql/HORZkgLAMAsGTJEuzevRtnnkmIj1Qqhb1792LGjBkYP3489uzZg/7+flRXk5WadevWYeFC4na6aNEibNiwAR/84AcBENXYW2+9Zf0uws1wRJKE5MxqBLJgUuJ4OWVsZZH1G6OEkSQFqqRiOENYxMpQJX9uJQSYaQwlJZx/3jzhnIXm36MKQsc9KSK8jCHCStjznJKsuiTfZfPSOPeTyA/ux/O5PlbiPlqTTV8wOTwkJVTwM2bNYFRZze8amfxtUvVErkw0h6Nu6JAkCa1DZLA5sXIiOReTX0aKVOd2PRUNwLgFkA5vgjJgD3oqJCXrdYh52m49+9as+3BO2VbbkIua7zMwuLbufn7aJgwzHJaaWADAcGYYkiRhME2UGFURH5MSJWC/ooS5EOPA9cl0PJTSQ8DT3wFWE9MpZdoUa6TpZqISVaPWd7Qe96f6YcBAZbiS2z57H8ZvK9aP4yccjxdbX8SrsSjeldEASbJMSjyv0yyT1LPX/Yxybu2XDTGmdZG2q+H0MDoSHQBIXlGuPGzOLoX0nVbdgJFzm2edYD1Nu9j+WFatz2w/zOcydHmvmqDhR7oB9CXSkE2lDG17bA4nw0wDIEEv6XtLRJzJz6QbwIQau25OEfLsPbCxDVta+7HLdC5eNIksCNZE+ec2knE6PusG097NcERJjQKShLRG2l5YNe+lmddMMg0V0lD5/UcFzvdnz3AK0ZCMWNgvBxlPHA586BHUieVmjUlCUSAVbKxypUiQeuQgDCkyJDOfm6SlzLrG1Fm2XYXifFtm3hXdqEJGM9sZ7RMMDUgS5jRhKggrImY/YubPlVKDgCRxufEs8xAzvQEdC9Fccb962o4IoNeSSvM5smNh9/5KdPfNpZ6IecNUWs7BQ1a+Pmn/q8AGEl6MqacAvfuAvn34cugv6Dei5J6c+x1IJ97A38uhdsAkCKVIJRR1GC9o83CKYquZpOGuwH2pLOQ7o9cZZu5zdYy0Rcd10ftCrylckf287PhIVvn3aUUj2V9439A27YU6M0difyINSZI4c51scwjqLKtRIw7TjXjQiOHz58zmnntllC9XU3Uc6CcKwmimH5CBHqMSjZVRvr4IuRml8Qsduf98x6/suFDlryenfp1eo6GTNCYApIqmrM9MZnIQ+r2bAIDm1XWMBdnnzv5mvQsNZ58SyBzInpe5Xgd772R+vCZBQoqhWyQ1YqXBiDP9giRJCCsy0ppuuRxXREI59QkASYnAz6d5ZaukRhz3gG2TY2LOVcYRRzkrZRkAgKuuugrf+973sGvXLqTTaXzjG9/ArFmzcOyxx6KlpQUrVqzAV7/6VaTTaWzZsgX/93//h4997GMAgI9+9KP43e9+h02bNiGdTuNrX/sajj/+eMycOTPLWX0gKxx77WpSkqbJb5mJAJtYV1Y4s4uomFCbHegWw7FL/DtPjIaLseNemPA1zHD5rVQvktG4BzmBrR9FcDFmCUKHc3RQsPe+bhr3k2iGcGiIKKAsxRW7r+CgFwiL3w8AULrsiVEswHWI7bg+6q4yZsHWsTCTT+aIIIABCC2vDt1anKAYShNywsqJGvZJa8C2N79+JR+TEsB2PHzzAYscBACZMZqocEkGXxuptf6m/UVngoT91kSyqbD9IZoTzaghK9oPVFbgxQhvEOJpZET79Y6t7r/naFLiRhBm9Awe3PUgLv3Xpfj8M0TpXgqTEhaBkohz55RhEbDM+bi8Qz7ujdQhVdMN9CXSNpVrfs85P1oTwiMbmjSuOur6NwUlBwFgw4E+AEB1jH9up88hSsv3LJ1kXWOGNaEwjTNoPUub5i3W86HGGeYCJiEIR/l9JpwvkdKQzOgWweEJpg63GfWQIy5mEJxJSTAXY/dzMS7GBkt+S06TEqauSez7VzRQYX5LGBFkaJobSg5pacDM/zokkX0pyWcZbCUJsRsSJs8AGJMSMwTd3Hf9/l5rW43moBVMSsIebsHs+y1XJ1HRXME61lAnv+H6P5L/Z54JfH4TEK3FZOkw5sl7gca5wAmfdr5TZ64gSsrziCpKkSXckrkKq/U5WBczE65k/MN8WbCOy16EL72foqusdV05uRgz91ucP1BnbocTsX99pgrQvgQhf9MG29/6j/3pgopV1xO9AIAhRC2zJYoKhsR/97EtlrGkDB3VIPfg+GNmOuuUaASy4utOIyG/9x83fypAP8S6GNO6SI3RfMDmIAxne9/R9uVnUuJmnGj2jUpAsy4L2UxKuPompNySiJLcghKyCEDRFCusykhpOhIp0ndFRSMaH0gSKWNIXEAUn6XZv6plk5IyfFCuEWUAAE477TR86UtfwplnnolJkyZh69atuO+++6wX85133oldu3ahubkZ5557Lm655RasWLECAHDSSSfhe9/7Hi688EI0NTVh27Zt+POf/1xwmUSTEgeooxn7UhRs7VmDA4dqjnXAK+hlyLoYvz2aVF4EoatCsEQE4VhLksuSX/kSegzY+5y3izHrGFzDhyBQUoOSKX1JMhlmyR0LortfEMwiYehKn53rLhqEIGTaZ0gOcW7OQRCyqsXYJQhl2ArCN7v5GFdKGPanyCQ1sIux33lllVMQui6muIFOsh75Mn84pulVhuw69uPTf4yVM1di6Tg7tJuS2wcGSF6kcfFxwc5NIfQpbH8tQcK0mmnW50/Ux/DnrX/GwcGD3LkdoORCh5nP8OybgKMvsX/PcRHHzcX4xdYX8ZXnv2IR74BbO2auzXwmrIFNrsidILQVhF4uxqrPMekEStMN9CbStmGBeUz2ODpVZ4jXtfYu4NXbspe7AHx2xSzr7+Yq+50uhtEqsoSrTpiKDd88l/teDPs8eVYjnv6PM/C9yxZYk3pNcyEIzfFDylQc2i7G/GQ/BZV3uR0NzDmP/L/s4wCIehCwXWI9wfQdCSPMPWMLrCNmQBfjbOdicxAqsq3ChEbudYPRhVozZprNVe0gRJg+IYGITezStqmnLQXhkEH2tRxzfVyMVQdBqPL7AoioMp75jzPwfx8xQxVNAqM6quL5/zzT/R4IyHWSLhJpFtExRFTNmPduYOrJ9gZV483/J9jfHXUhXC1jI1XAxx8DTiThqaosYZsxBe9N3YSDYTPZTg4EIasg5Psg+++I6uxbAOY6zWcTaFGT6wvN57T4Q8CERYQUBThVIdnOfyxWY/YVvYk00pqOtMHUxSxjGfpsLYJwhIzJhoyow6m2gvncXBW12ooKHbUmQRircSHcwgxxWjWRtCPR6dt3sbFIC+Gsi/FwJwDJJmV99yP35jcfXOz7biLH1rl9LHBzQH4+yO7HEtNiO/I4oXkcj219xmuyJHEmJVAiFkEoGvKEVRlpzUDCzF0t/h4EqrjQIDGLLkwEBeugnpWQLeMdh3KI8TsUN910k+O766+/Htdff73r9hMmTMDDDz/s+hsAXHfddbjuuuuKVTwAgFI5ATDDmnwnvRMW2X8LnTQ7aXMqCJmBbiGKJLeXUBFQKvINAOojtnLr6PqjLSLDX83mLE9SyzZAzO8adOSusCkp2ElREVSiRSEIlRBw+R1k0iIM5mQrNI7cx8H0IMJymAvXtRBkNV5EFSGClEwKdNyjuh1bAHut8TzOqwgkxagjCEHIqMSufexa7rdBUwHBuqp7nyugMllWwP7qGX4qQlQHfn4z8NuzrHssgw/vPm/aeThv2nncLvR57u7fDQDuOQFzAEsgK7KCiZUTETYMpMz++Xuvfs/+3eudQMvcS3LroLoFOMSYmeTY3tg669c/suQmANcJamEKwgB9qaiasVQT9vmCKpZkK8TYICF1gqqbnVRJVEHI9tvpBLDqM+Tv2ecC9dOzlz8PNDGkYG3c/fl85MSp+K+LjrFIvBmNFZaasNolzxV1PFbdFIT0nWeOH5wKQr4fTEOBNtrrXSfeAIxfAExYDMAmCOs87o8FVtUHxX3iXAoFIYTJuqXCTAEDh/DDvVfgxkgDTkv+L1SJqWMiQcjc+xEpggy98bTdahmLIBwAef/EqVqLLrilnArCMG0nFkFIjscSOeNropjWWAEpRY4rm4tzR0+oxuT6YO+6rKSIAPHxWJ8pQVg7majIfnEs+dxg2jewOdvGBchXC57g0yR6P3MgCNmIR6bf4foRS53M3wdLfWiqO+GnvLcOxvaF5v7v+hVRgrmkJCKf/cd2NYyCsGc4xdXbbAvHtK+1wpJpqDsiqBJCiuOMqqy5KmKV80R5C6bI5NlqqgtJyt6XavNdnE1NxoIlTAOM5zxB76OWJkrJWF2wcbP5zOr93Eko6GKUeFxu3MReO61nTgVhMIJQPI4A2XseKMtESW5BjWAkpUGVneH0tJ4MjJC+RlQY+pfM6QxuQQmT9BhMn+1F1JdRBlBWEJYxhqG++/+sv10VhJffDsQbrRVOsiEflsdOOJ0KwgJegCzcZOxFQCkJwtpoLRqiZJBITQiA3BWEp086HQDwvjnv43+gA+l878cYExDyA6cxoiAEgAXvARZd6fiaVRBm9AwSmQQqwx6r7vm0A5PcUzQ7z5IqrlS7gCVRokoh6pOxqyCkkxw2TL6lsgWqpGJ7z3bohh4wxJgd6PqH/hekIAQIgVMzycz9ah42QP9D6+7WLhLOO6t2lt/mLhCUIkzZQ3IIITmEZw7344+th3BFgg/ZyxpiPGi6yURrBYI//xBjkSCsCNkkq0MN6xdinMcCSKBJjJiLyVJNuHeofoolNsS4d9gZYswqMCyFJEt8sqRsu4tbTJHAquLcyD6A5Cpkw/HYCXmNi3EEBSUqNN3AwEgaz27vwOEeov4d0ckxHAShQJqljSOgIJQkYMYZlvlQzxDpp+sqsoUY23Vdg+IeescurAbo84OeyzqkJNnn0JLAT4jaq0XqwjHSXqgScy9FgpJpg0lErWdjfa9ngBHy/Pp18v6xwjkp8WmGhou5Osn+Zh9ktmdW+dVUScpCzfZozs5cJt65hhhLksQRbw4FYUUT0DATOP6TwDGX2sZeUUa5Xt2CIGDJBE3mQ8Ad+NcNwN3vI4SsCcVDQejWNESCw+pKU4PkOYnKPzd4vau5PlJo+wEVhH2JNHqH09CMgO9oMApCnZKdZAwwgoilnKRg61VzdcQiun4V/rn1vSuZHHEjCHNQSXLzpwLGpfSdOdQBwAgUXkz2cyrePeGpIPQI9XUoCBmCMKcQYw/4CEUkic9BCCWMRFpzVQfS91S/GcYeVYMThBSudYM+T6aPZIn4cohxGSLKNaKMMQuZWR12nfTOOhv40g7yv72T/bekcPuNCkF4pEIf88Cqy1bh2SueRVy1iQJfssrlBTmuYhzWfGgNvnHiNzx2yu9+jL0chCzBMIYIQg9YRISuW3nvPMkolzxzWaGEAEmBrLMEYfb2xJI6+Vy3HWH89lAQHj+ehJv95PSfYEbtDAymB3Fw8GDuOQj9SD9ZhcI0l5xzEAJkoQUA1CiX2iEb6DPcO7AXAHJ25hWJXq5+mGRylW5gUTKFrw3xkwaHYs86iNk+E6bVaay2IIJQ5gbRdtuvj9bjslmXeZenyArCQJx4AAUhCz/ywuJEDJqDkM/BxCqKdIsgZEjcg2vtv+95P7D5PmDADskuFti8emK48K8+cCwWTarB1Sfz6kXWHdPNWZaCTiIP9AxjwU2P4SO/ew1tXSQ0cH0bSReQMlVq1iRfIIpTUKFlaVM7OwbR1pfw3aYQBFYQSixpJ2dXEIoKvlzAhRizymFGQTjcze1ynPymoCAUlHlMI0nK/iHGfSZBGKdhwhZBaOY9ZNpGyKEgJPuwCkKqZA0JBKGohvNDbkom5z7W5febDriVZkjxBf8NvO8um1iLsARhMNU3ryA0j+NGEPYdANb9AXjrUWDvC4RUHTgMVU8hAlIPVVkm6tDUkEM9J14TYBI4ukbSCnktdOYDR95YfzImrMqIhxX0DafRPZRCmtXuZyEtKWlj1XVz7JRRBKMR8Ero5qqo6ztLdqsrHEFoEr/iNfmOJdj8ngW0bVrnB9vJ//GgBKH/+4qDF0HIEXXBchCORogxqyDMyCFkdMNVHUhDfftNBWEsDwWhGLLOlZtb8AwWTVDGOxPlEOMyxizYyaLnpFfsrAWZN6v4cBCEhYTHcOcMaCYwxkDzn7GTXs9JN2CvngtwDVutmgAMtOaX3w5jkCDkcrMU3m2WmiBkFYSUjGLzyXHI9/yyCkW3B3JqgHxUbP3Kx5yF8ebMed+iIABLw+aZS2hk0l8drsaMmhnY3rMde/v3Ft2kJIR8FIQMMUxzOqkRKGauryD3mNZdej3jK8YHO7cF/hxs/bDahTkRkCUZUSWKEY0ofDwVhKKqyaEgzK2P9qqz5087n1PlltqkJBBvKxpmZVFkOJKZs4diFIRDSTYHoRkGyD46txDjvS/yB/zrR8jk5NirgPN/QBxwiwB2Mi2qAS9aOAEXLZwg7sKREtUuBAUFnTi+59aXre/CIBO3IZ2ci+YgtCZYQv3LQHGYlCQzGjoGkphUF8eO9gFc+PMXUBML4akvno6qaAiGYcAwPEiAPNBrEYTBFYQZyI4QVgD89RVEIvgQhJJZTtMBlWKhvBsK7TNOvAGI18MLCSkOTTdgGIZtbKKlATMfb68mKgh5cxl/kxKag9BJEKoqOZcCRqlkGMDa3xNVp2AoxiKQWYLrPga/f88e8r/XuaKMmVSVs324QXULMTbvFQfWHOqxr5M+qG0DLgJwXkTGbmMCptzWY+UQX7LwClx/+uexdIqdo841B6FFNjUgEIIslInvggBjoZpYCG19I/jsn9fhbpYgzKYgNK8pbfDXllGc4ec1MbudjquOuB7bNYw06kL85nKN7OJGMfKL0mdWkeMzC/Kyo4tRDgWhx7hJOHbOBGG2/NdeykVzD53RYyUNFUDKVUFI+xpLQZiDScmUuhi+sfwYT0MkUhjmurlFkLJerAwe5RpRxpgFOzELPOkVQ4yZ/RwhjcVSIZUqB+EohVGGZXsw4kva5OJQ+YF7gemnAZfdmleZ8plAlxSci3HhylP2PvuSsnmCJSKogtBBEE42k6lPOSHPkyhQWPODAJNFLsdc0DbNQLVETEfo1RVg4MqGGI+YE6iIGrHIs/bh9iKblCiFKwgp0aVGrWMF6X3EulsTLtDFmKkTNkFoK9fYPLKe1yku/MRq+e9yVRCyJiVMP9AUb0KEIUucIcbMHaQKO1o3SmXCJKoWsxCE/gpCShDC1aSEJa+sHIT0POkRYPsjZJJ54Y+BaacCU08hhNKaO4HfnQcketxPbBj2vwCor2AVhMGeLUsQ1vuE3bpNwitASP/+tDnhd+Qg5OtB2sWk5Kv/2IRTf/g0/rJ6P875n+eQyujoGEhi6S1P4L51B/GuX7+EM3/yDH7+5Ft4YGOrVV8Mw0DfcBrDqYyjDvUl0nh9Tzf2dw9bpCXFQJIQW67KEhZM29CguI9B2LZUNJMSjxyEppFDX4g4Sy+Qdtl5aJd8yPfwCYm8jzK6wSgI7RDjLi0GWWIm4A4FIfl+inQY89Kb7P0BJsTYvgYrxDgkKgglYMcTwP03Aj9j8mW7IJ8Rn6sbazaCkCXn1WDjGZa81On4xU1BSHO/AiTNQNsGsqkShyrpmC0fhJwetu63tOmv+Oo5M3HuPHtxyeliDKBrB/nQMDNQeQONEcQ+OyBBCADtA8mcchBahkfCtDslO9tQXYWgIBTGSh1GjTupxaorPUOMfcZdbHsvpG3Tc1CCP4hBCZAjQZijSYmYg5AlyoqtIBTusXj4lOlo7Eb+USU6dcrOxaRkfHUEHz9luvuPLvc0qGFZGe9MlBWEZYxZsJPFwJNe9oUvZclBWCyS4W3oYsyCVQD6qtk8FISumLAQ+Mj9eZdpzLkYs6RgPqYeAjiCsMQKwsE0SezN5ksDAFx1HwlFasw1b5wJQUEYChD6w5H+OSi55tbNxbaebTh2xJyQHKkchAHAkrOUIIyqUcvh9/DwYQyki6kgDEHNS0HI1GOq9FUjgJU+NLiCkMJRx7JBdDGWXeqHNSmXEVNj6E32+h9TnPRFa/jvCjApYRdTqsPVSGkpe7sgIcYoQEEYZCNHiLH/hMvvEbMmJYf7RhwhxuwEy7Bcms1tDr9BEqJPOxU47lryDyDkwe1nA23rgR9MAyrHAZOWA81HA6/8Bpi0jIQm6xrZX0+T61DChNRI9JKUCOPmEYfWEz7Bhxh75CAUwU6GWuq8FzbEiePHlIcxVSaqmL4kOUbWHIRQoQmP+x9riRP3f/59I/d9StPxuXvXW59/+vh2AMANWIejxldh66EB67fqqIopDXFUR0PoHkph2+EB7jFLEnDa7Cb88gNLkEiRd3c8W7iaR9gvB1VUEAY3quDA5iA02LEeQxAmegEAPZFJSKVSmCEfgpGsd5TVtZjmo8toBkIWQagBI+SYnZkoKsKq3c+pTF694W6Mf/HbOEo6Cj8N/QbHHNoLHD7RkYPQUh8CaKQhxmaEAacgZEmzIoNth7IEUsbefUQh7pX7jckdHBTsYoJO+zqm/7PQu5/833QUyWs7eBi4+Gd4sq8Fn//Di6jFIP71n5eiqb4W+PVJQPtmkquuxs6FKC5cKJIEdO8kH4pJEOZoUgLwKmWujWTZl+ZsTRt8uSJx5xhgWkMFmqsiGFcdJSGmQjkvTn4XV7uRWmwZKEHop7DzLXARyH+agiZortJi5CD0EmwI4cuyG7Huez7+/eeAj1BEPP6ITraNh53Pgqr/aHqEaC4uxoHmTSwxyi5+jt0xdRlHBmWCsIwxCy7EOGgeFx8X45hD4VSkDtFHWv52ADvp9c9BmANBWCDGXIgxl3epcIKw0FDbbHBVEIoEXjiePzkIAJIMxWCSkAcIJ883tPrO8+/E3vW/x7zdX6MnD7zvaIMlgShBGFNiGFdhEoRDhwOGGDtNINy3yzMHIdsfuhGEAQ7BkpFhOexU0eUItxyEtmts1OlE73oQVuEUI9dUSA5CVkHItNXKUCWGpCHX3wDw7FsRTEoCwUtB6NGf+hlhUeIhkdKwt3vIVkFQkxJ2QiGalHS+Rf4fN48/aO0U4OpHgdtOA5L9hDzY+gD5BwC7nrG3VaNkgmloQCZB/gHEqGD/q+TfoisQY9QpfvkEWUxrsPvwqfXepLYYdvWt0B+sv3tT5PqpWs8K63K4GPM5CDsGnITaA585BUdPqMbMrz0EgLgof/asWXhs82E8/AbJ20jJwXhYwXBKw2AygzcO9nPHmVATRWVExY6OQRgG8Oz2Dvzgka2IqN4TUg4caRdAoRuKAej1P2aAc7G53FRZss9hvrsyShRr9dk4T3kdUvsWx/5uqJDIfc7out3m00PA2rsAAN16HPE4cwzWpOT1O1Cz6U78JRxHtURCYXF4i02suZiUNNMQY0VC2lAsglCRJV5p9+TNwFnfdC1zPutenJJXksiin5YCGud4H3DOecArvwbmvyfweVi1kWERQBnnhl1m2z//+8DMFdbXSv9hDCOKYUQRiprtj+Y/TvP5Nx0uxrJkE4+1U4MVOBBBmLuCkO1jNC4HYTAFYUZoV8fPneTYNhpS8MQXT7fvOXM/dENCO2p9VG9myHmdqSTLxaSkWBDbZtBxQc45CCWXNFOy+98+i2Wu4drZyijCx8VYXGxNZEgZ3BZs2HeOJMFhYFNMhMohxmX4oEwQljFmkVeIMacUkbljRMRVrGKpkEqkIBytEGMuB2GxFIQFYuyFGKskXCc1XJTclaOVg5AlCFkzmqJAVqAYjEmJX7gsLZcbARQAleFKzKtiJgZHjIjPLcQ4oSWgSApUWUVzvBkA8Pe3/g5VVhGSQ84+iUUOOQjzcjFm6zElj5UwoxPL3v+wzzNn9aBbkdxyEDbMIuFljXMQVQIoX9h3gOniyk0Ec8xByLkYM8euClchwxDk/jkI+RDjkuUgFBWEyGHCJYBOQJ/d3oGRtI54pWKSx+R7ThVhhRib7wjqolrZ7Dxw/XTgK/tI+Nm6PwAHXifkzHAnsOQqYPY55HmFYqTcqSFyXXqGtImhDuD3K4G+fcT0hCEIaZhnNnz4xGnoHU5j5eKJvkng/ULPek3Oh6rzLKUHQxDqkgIdsqWIT2Y0rPjxM9xxVt1wMua38KH5iyfX4rIlk3DZkkl4aWcn9ncPY2Akgwk1MVy4YDwkScJIWkNb3wi2tPajsTKMWc2VaGCu/5VdXbjy/17Bmr29WDy5FkAQBSGTZ84rA1EJTEo0L5MSE2k5ivX6VJynvM7s71G+5dcCq3+LV0PHkWOzIcZbVlmb9RsVnALQzkGYtMgoixwEiOmRYFIya5y96DaumtwXVZaQgmy7GMsSqdsUz//EmyDMY+GLDzFG9vBiAJh+OnDdM0DT0YHPw4UY02fnpkTsIKpXNM71LKf1N01zkR7itnW4GEuSpfwMHK4aBHnkIGTbUCaHHIT0mkWCsKWh1nV7Tg3NHHsYERheBkIA8Pk3iIK02swtmcc1AiALOPlCHIMEPWeuCkK3PsDLpITdT0CwXK9ZXsDcPJA/Hj18f918VPe8gb7K6QA2ufbHbP7AqOqR5iEvOMvP1qEyQViGiDJBWMaYBasaDKyKEV2MmZcjq5Qjv4/tHISjhcDhrqNI2o05ghAAblhDJghFeGFzoZR55OLLBtp2NEOzCMJiEDj8SVRuCqlGazw3pWCvNZcQY3o+C2M4xJhO8qiCMKJEIEkSl58vo2dQH633H/wFdjFWwK7PB1ZbsxN9alIiq9Aleh0BDsGUsRj1y9Xl+gN/AV7+FXDGVxB67vMBCsWQC9Fa88D5hxhzBKHME4RDaR8FIXsHzXOyxH1JkGMOwrQY+8qAEgKJNCHAKiMmQUhNSthJlWhSQgmRiiaPckok/PGULM9TUvjE+wCpq01zCUFoGh3c8ZFlaB9Ios4nnyCLaEjBf55/VNbt/JQlnUMkvHLYvD8VYTeCkNQJzQwX235o0MoHCADXnz4DCyfVWp9rYiH0JdI4arytLD5pZiPgElUZDSmY3liB6Y3u7W6BSTr2J9JIpHJ3xNS8QoxZhaSYtiUXCIYo1tey5MiLl0QE3RDU1l7vj/O+B5z2Jez47VYAg3wOwq6d1mZ9qEAtk0OQUxC6kQHphN2OzOM1V0Vx9tHjsKdrCLOaSR8qSRJxgGZdjClhTpEa5nPAFgCWuJMlKRhBKEnAxCU5nUfl1Fg0ZFsgCLU0CQUOVznckdlXnUVG0GgMh4LQhUw081FafXpWBFhRySMHIZsTrqWhGqCpVLNEgoQ8QozVUIA+i3kHDcMmol1RM4n8c9mXlDPL+KBxDtC5HRi/MHu5vCCeI7CCMAeCUPcgCEWjLvHYrkRZgLJlDTH2jiSjbfS1Fffg7NnV2LiWVJqYW4gxU5hcDErMQmbfhGmIKkcQjt0xdRlHBmWCsIwxCy5hfVC1kcIrRbj8UaK5xBhXEI4WAucgHEXS7obFN+D6J67HV4/76qidMysUtSgOxsDo5SD0DTEuFBJvjqFWZnewLYgYHQsEYQAZF13M0HQNaT1thRHXRHgC1degBAiuIJQkKHkpCBmC0EVBGOQes/1yXgShcA5Xk5KGmcDFP3WczxOs+ogqCAsIMWZJSzbEuSpcha4R22W11C7GuQ7+CUHoryCcVOdNUogKFVUSTErcTFjoeYZMgjDukQOtUFDlWooQhGcdPa4kp/FTEL5xkBAWw0mBfGMJQrOfpyHGu7tsQlmRJXz1Al7Bdd+nT8ZDm9q8E83ngHhYgSQBg8kMhq0chMHrfqbUCkLBEMU6vIuCMIEQRgwxhN8rR2IYqBoHRd4GgOQgtPpPJiS2y6jCRE5ByJiUJO1cj3Yh03Y7Yp7x7R9ZRpySWYUdZIRAyDNFht0eKHr3krybuWLNneTeLH6/9RVLbsiyZJmCoHFO7sf3Acv5GPR+igrC7t3kHjfOdvbtbqSfRRAOc9uyxIWVY9HMR2n16dkQpI/NIwchR7Kz75UsY0MaYpwWifcg7yNmmyGDtA0xDDvIvoHOd90zQH9bgelnxoqC0C0HoVuIcSCGkD+OCJ8FXbqLJoeAaA2+teoFAMCTbx52HCbEKghzyT8I+I9PXX5i61C4rCAsQ0CZICxjzIKdcAVXEPJknZf6g/5eFHCrVMUjLkrhbusGLgeh3znd8s2UCCe1nIRXP/Aq4kXI9zcWUeoQY4ukYhSEJQkxztijDrXCJZxQgGsIaQ7nszF2VzvpRDFh5kyj5khivkHf/IOAb04bEeydDNxXZiEIcw0xDpQfMFuR2HaRb//HLhJRVWuRFISsE3hlqNLfAd5FUUDvaT4mTBktCEEYzKRk1Q0nY+3eHpwwo97zUOJ8wf7sVBA6XIypYspLQVgoPHKXFRt+YVf9Ixn89LFt+P3LewEw5BujfjPMukZdjF/eaRNFbq1remMFPn1mARNzBpIkIazISGV0hiAsgoIwwiw0FSnEmA3VJCYlfFsKRyswAmGBNwuZQ58dl4PQzGfaNfu9SGyK8q7OVHmsJYGhLjigpWDNsoXyiUpwXZKhGC4KwpZlwMHXgfYtwQlCXQd6dgPD3cQJGQA2/RVY/AFgxhlOk5LDb5APOSoEs4ElUTxDjDsJKYsmPryYlM1FuSQQ/RRc30L/zFVBGKSPFUmdAON3VkEo5fBeUT1CjIMRhE4FYWA+RyS/sp0vXFEYOQi4hDWXQEFo6O59gJeLcS7Hdj1fFgVhgByE4ns/ozvraIR5sLk4GJuFDLCNu2qw7GJchohyjShjzIILRwycg5AZRIohxg4FYSkIwuI1qWJMuIOAvS+uhhkzzyL/zzhzVMpD8e9KDgKjmINQ14MZYuQDSeamkCE1e6gM2x7fniHGwRWEwxky6YkqNCSIf86iotABts/Lcq9YBaFvXkMWbCgunfTnqJB1VfzlhAAKwlzBXle8wTxwcXIQypKMlkrittkYa/RXX/spCPMwKVk+jZB5fqSeo854KAgXTqrFR0+e7hviLjovWnMJlxBjSoRZIcYWQVhiBaGQu6zYYI1YVhzFL4AkUhp+/tQO63PcR0GoG0D7wAj+/Np+67c544rcH7sgrMhIazqG8wox9hjLsEr0SPa8s55giIuMmINQljlSYd7U8Vg+iw9ZzeZiTOsnl4PQRPtEYp7BEaYKk4PQDJG/J3MGfpVZSb7X07Zrb5aQSQ0yVInJQThoKoWmn0r+/9vVwK2nEMUdAMDAOHRjZnobcGgTcOgNoHUd8OLPgP+ZB/ziWOCOs+0T7HwS+PvHgR/Pxqe1P1hfy5JEcnsCQNUE3zLmCk5NK7rUUlC3ZmqQ4bG/1e/QMZ5p5kXBkpF2iHEv+T9AKhOCHAnCgO8bts7I7JgnCwlGCRgxxDjQ+4jZZsgiCAPONfJV8xUC8ZxBxxXFUBB6Rl7Q+pevASJVEHr87OtiTP6nfCAli3//seMchwmXSkGYNQfh2F10L+PIoKwgLGPMIi8XY2EiGJLszyVTEEpuL6H8cf3C63HbxtvwkWM+UvCxgiBriPF77gC2PwbMe9eolOedAPY+l9LFWDM0dCbIZKch1lDkk6g5h7bmlTaAOZ+FMRzKT12Mh82wqYiHqU1tpDbLgQLmIERxFYTWKXNUEOZF6DnC0PyPF+ja2IUgiyAsjosxAPx95d+hGRoUWeEXV0TSIKBJySttryCZSeLYccf6kviXL52EcTVRHDul1ruwngrC/E1KKOyPkvmZVRCaCkkxxLhUCkJKLAjKo2KDJSrECRTNzUgxmYZru4UY6wb2dNplXdBSg1+8v7gKLzeoioRM0kDKzDWZSxiZ7kUQShJw2f8RpWSuizzccex9WTLSqndqFEgRAioaq8Q1Zx4N/J7ZP8u5LcWWC0H40xc6ANS4m5SkhgjBHa7CV0auw7vl58xCuocYu4HeOwk6IkjZxNlx1wPr/kiOf2gT8KvjgHHzsTqyE01SH9AF4FaXA9bPJATZ5OOBc24hDt5bHwC2PYQPZv6JX2IF2tBA2mTKJM0jxU0pwtZ/w0tB2N9K/hfyD4r721+a7yBWCdzfhqYHPoMblWr8XLsMMh0nWArCoARhAORBELKkDU8QBgwxzktByJiUGFlyEPrsG/h8haJgBWEAEs8zxNgjF6BPuo3c1puDhBi75yDUzetqqYthb9cw5rU4F1hY1XouCzoEfiHGzhBpPgfh2B1Tl3FkUCYIyxizyEtByJmUyNyE03cCVwiKTFx8evGn8cGjP4i6aF3BxwoClqByVZTE6oBFV4xKWd4pGE0X4/bhdgBAQ7TYBKHCm5QEuI6i5SB8G4QYp3SiNqEKQgC4+8K78cGHPgggR4Iwy2RYAvCj9k7Ez7opeEE5gtAM2ZRDdohxgFEzl0uzCCkRsoWgB3L0YyfvVohx/gShWA4216JvegYuH6B3DsLfbfodXm57GX+88I9Y1LTIsxyKLOH0OVkItxxNSvyQTUGocoogxqRkpBfo208MLMJFNkaisMJBU6U5vgmW1AgpMnFm7dyGbyufcWw7ud5UNSpsiDFVEBocofjPT500KiFddNI3kta5z0Gg+/WxdDyQR6i8BY/+3CYIwwB9vKGY0xAly1jLco3VnATh3mFSf+JuJiV9+0k6lZoWoB9I02mSlgJ2PGke3J/woAShCh2nHL6bfNk8jzjL3rCaqBTv+SAJN25diyYJOGA0QlVDGD/BNJhQwsCERcC8y4DJgtKocRaw5IPA3e8D3noUk6V2tBkNpGmmBsm9KXIESkS175WVg1BMO+NDELrmeeOMYUw8+EXEdj+Oz4eAiJTGrdKHyPeJXrIwECBSgRQyR5OSwApCZgwTYhb/AhLWKSMPRR8zVhoCzUEYlCAUz1cAqR8UDgVhKUKMNXdmzyuiy4d8VIKMK7LVJ59IMlFBmDT744jqbBO8gjDHd0SO/bHCLYCVCcIyeJQJwjLGLMTQrmA75ZCDsFgkQ5FDjCVJGjVyECiNgq0Mf5TapESSJEiQkDEy2N6zHaqkYmr11CKfRDApyZEgLCgH4ZFSEOZgUkIRY/J0LWyynQFzIwiz36vzh4aBxsVZt7PAhRibyjUlBMPsF4P0jkUPMS4kBN0qCHNd4+aR/9myBZ2smPB797CLTkFCjN1cjLf3bAcAzK6dnVO5XOFJEOZO5IgTUEWyqGNyeC7EmMlB+Iul5MtQrHSpACgJJyqYigxVJAgNQvKtiR4PMNHNk+tjzrBJ8ArCgRFS1g8eP2XU8j3RSV/CzEGo5hBGZpR6EcajfVuTdTZVQihqq82y7G/twuUg5Lel+Qy5EGPabyRMW9raKcB+IEWnScNdxKEXyKqI0iUZMAAZOpqTZhjx/HeT/2Pm2O4jq4CDa4HKZiz5yVr0oBrHTazHX6450ffYHGonAwDGSz3m+QAkB4mLcJHbHktcWASQSNBbBGGLY39XQkskCFPDwI7HrZ+vUR7EXdL7gPQIyQ0ZdxKP3sg1xDjY+yYWtu+DGmbqaJb7rXq4GOerIAxOEB4JBWEe1wjAGg8EDjF2eWaeqVm8TUrkQPcyi0kJZ9rln4NwJKNBktwV3Ww7yz0HYW7g329jd9G9jCODMmVcxpgFN1nMR0FYdjEOBMd9KaPkKIoZQxYokoKB1AAG04OYXD25+DktZRUKMwgPQhBxquC3ZQ7C7BBDc0VzGJrDbnxFFtfnUhOibH2gRBfrYhwkxDgflXfA47HpISjkIEMW9rrqZ5gHZhWEOeYg9Nne36TEOWEQTUo6E53oGunC5KrJxcm5KoYYF5B3yRFibB3XzEHIhRibBKiehERzoCW6cz5n8MKZ97rECkJHiLFJSCoq/6z/76pl9gdmQcBgchAOjBC1VVV09Bbk6KRvxFQvhoKmahkNePQXnIKQIlzlDOstIAehZpI0nKpNfD82HQWAURD2HWQO7j9mMsycigp0VKXMfJxHX8JvFK4gOQmb5qIHJNQw57daJXHvbpBI+K2sJwmJXQLlLtsf6JbpS/AQY1dymt7zg2uB9X8C9r0MaCmkp6/AWn0WwpKGFqnTzj8Y1MEYQKC7yfbtAUkslrQJhYOPqWhbTOn55CC097FzEAasLeLYoQjv6eznzFdBGJAgtMJl3XIQZjEpcXkXimp533MGqlciQcgfIpnWEVFl14gIVslXESnF3KAcYlxGMJQVhGWMWeSnIORNSjiCUC4REeaV8+JtgjJBOPootYIQMNuMOSCZXDW5BCfgTUpyVhC+LXMQ5q4gZEOMAeDHp/8Yr7a9igtnXJjlQLmrG3K6L2EXQkoJwTDHjEHCeYudgzCrwjTInCjOmHhUmsYSBYQY+xGfeZuUmBMgqh6cUzcnpzJ5okQhxhVhBZKgoODmE2Y9qEi253yevGApCEcvxFhVZCukkoQWkpyCp85uxNETmFxSHEFIyqkzCsKq6OgNu6lSkYY3K2NJJeJBVlrEB6sgjFa7KKFyyEEoEBTUFIXrfsRxkOkybBmo9B1gtvV/hjSnogIdIcOsowEcn3Om8c2+rknqQxN6IKcGyfeR0hrg0JQCXIixlgEGWgmZGw1oXkNVoZv/Qf7VTSOHmnY6Wnc8jGOxA+Ol7vzyDwYhpeTcQ4xjTIhxKBzQEAx2OGdaB3RDgkwV2YHKaZ+Tql+D5yA8AiYl+Z6T7mdo/tvR95lrDkIPBaEP+RjsVmZREHJl8M5BaBgGkhnNc6GIDTu28toGhe/4L5tJydtv7lpGaVEmCMsYs2An2oEJQpl/OfiGGGeShRSPOc9YIC7yh1FIHqEy8gJLJgR2nc0RiqyAmopOqCiuoyEAM8SYURAGIPwKCknlBtJjaKIrQCTWYkLurPmN8zG/cX72A3mthPuhNgciuHoiSXjfNNf+TrFzEMoB7jHbp+YVEkwnfKZJSjaCMIhxCmIMQRitNQuXezJ6a3OfPt3XpIQtq4eL8dburQCKSRCyqsXimZRUx0KwJxjOEGNaVxWDURSdeEPO5wxeuNEKMbaffZglCFW23gt1klGCGmad0AwDg6aCsHo0CUKzbMM0xDgoqYD8vT4Dw6NPs4oopkAQ+5cCFIQZuOwrEpbTTwOwwVYQ9jMEYZabY0iKFWKsUoIwgIJf13O866YJ06fUVfiUugrGTtPhpMQEoeymIOzbR9pHwwzXfWY0VmLZ1DqcPItxNhfzSvbsIf/PPAtDjz8NAIhLKRI2DfAO2lkLmVvobtD3AqucFpXEfqCLDa29CaShIIJM8PMydZ3Wx/xDjI+AgjBoGiMlYG5Z3SQQXRWEXiYlPjkIg9zLXBSEPjkI05oB3XDPPwjwYcfN1TnODfzmn5FqOz+pCVe38DLKMFEmCMt4WyBw+JowQfINMZ5zPrDzSeCYSwsr3FjIjVYAyjkIRx9svSx66K8JltioDBXX0ZCcQC3MpCTnEGOX1eDRBuu26AFHDkJxEhQUuSgIr30aGDwMVGUJWxZx8meFc+ZmUuKf4zUAzrmZDPZP/7LjeHnnIKTOxYBdTwpQEPrB16Qli4vx/v79eKn1JQAIRhgHgbBAFjhkywXsRNgwANEFkf1dFp/VuAXA2d/O+ZzBCzc6IcYhTmFhhxiHVdZsSSQIXUKMdQMjGfIMoiXOK8UiLExCc1GJlDwHoQsUWbL7HY4gzF1BSK81renY3jEMloK3FIRe11g/A6iZhFnNO5HucDmP5r+4rEu2glDVTRItQKQGdZsODLavAyCtvzvwuQqCLMOABElnCELqXF7p/g4KqzL+9smT+C9VFwJEViGPOwYJUykXQwpImw7gAVSY9nECvI8UPiVRECyfXoeLFk7A8ql1QGJ14OJQAmZX5xA0KEAuBCGzTcY0ORnbOQjFEOOA56T1IZt4g/b7bvWcCyt2yUGYb4hxLvBRECYzhNyMeBiQsH12Y2WOBKFfHb74p8CqzwDvvdP6KpectGW881AmCMt4WyCwgpCFJPlPYJd/HBh3DNCytMDCvT1yo3lhVt0sfHHpF3FMwzFHuijvGLB1sVQKQrbNlISElAszKSnIxfhIEfE0+brPtYp58vK+99z1ZrlXLcfmdw4RTA7CIGq9vPLEsqidAlzxB+sjp8hzmeAFeg+EosANa/g8XELqiWKBLW+lqG5x5AO079FXnvuK5XINAPMa5hWnQGJYcwEEISvEONQ/AlTwCgpugire06knBZ8U5oNRCjFmXR6tEGM5hAhD8jkS3LsQhAaAZJpODEePIOSdpseYSoSpk5JE+GeObGXfi7WTBdJAyjrWotd6x/O7Mbx9G/7MdAGUILzyOA/Ftalsvvua47F3wwjwpPD79NN9z20wIcaKnl1BOG9iNTa39mPRpFrf4zoQb+Q/73me/L/vpdyOkyPiKgi5pjEhxsl+8n/Q8GKAJ/zkEKCngTO+ClWRrVDaqJSyTUxyydM67RSg+RjgqIu8t8kjB2FEVfCrD5jv2yeCtyeqRu4YSCID5+KRL5iypfE2IAjzVRC6uVq7gfb7bo7W3MIq+w42/3d5Fwa7lwFCjGkdFol7c5/OwSQ2HiDh8lHV/bmzBGFDRY5Ev9/4aO4FwJd2cF/loigv452HMkFYxtsCeU0+BZMSRwiYrJBBRKFwTYT79sJH53/0SBfhHQVZkvHJRZ9E90h3ccwJXMC2mbxVbH6QlIJMSnJ3MWa3P0IDmyUfImqGOed7bpItxDgwRDXYaIAJMc7VpKQYuTRZstyNIAwUYgwAjbP4z5yLcW7l9Dsnm1/S4UrNkXXk75oIIR5YchAA6qP1KArEkKoiuhiLeZ+438V3ay65wvLBkXAxliWTIFS5SZxDQcjcCxpirBsGRtKmgtAjtKwUYBWDuU4GS68gtOukIknIGAYf5cu201idrVADAvWH9Hqf3NqO5cL4MQMFHzt5GsZVe5B2Zj80rjqKcTMaeYLw+ueAiL8iXzfPR0KMTWLTTS1n4tYPLcXf1x7Adae5h+d6QiAiLCy/NrfjBMRTXzwdnYNJtG18gZAhLEE/YhKEkRwIQpY0veC/yXu1ugWyJFkEYUzKU0EYigKfetl/mzxCjDnkIAigauSBkYypIMzhvEzDoOS2GtRwSJyTHAkX46AmJcVQEGYzKSlliPFn1xGCUKintJr88JFt1neeCkKmz26oDEgQnvYl4LkfAcd/Itj2JoqunCzj3wplgrCMtwXkvNz3sigIi4W3eYhxGUcGn1r8qZIen1MQKqVQEMq8gjBIDkLW1KIgk5IjNLBRQsCJn/bdRCSUihJiPFr9ihKyiIEgIcYFKUKzHK+o5j1ciHHx3gOSJOHGY29EV6IL4+LjhB+dz0x3US+Mi48LdK+DFah4JiUO4suOPSe/M5MqR4hxLiqifDBKIcZsvsBISCHh8EqYm8T5DU2oSYmms6Flo6cgZJ9RYELhCIBMVA2+zol1NhdFNfhr1wRVtwbZnzBVfVISBOg/HApCJeL7zppcH8fnzs4jD2ncY2Hh2A/nfqwAmNFUiemNFVi1EaQNZpiUG/koCFmCMFYP1EyyPiYMQhbFkATSVEFY5IXOPExKeATvt2l9HExmBAVhjiHGueYglCTSXqjxxxFREAYNMQ6oIKQEYtYQY7bde6vpQ4FCbQMoCD1yQLs9qoiHgpBdlGr2WsAQceZ/Acd/EqjwWDAoo4w8UCYIy3hbQAzbCwRD889BWCyUCcIyxiBYwqY0IcZqzgrCwnIQjgGCMADEMFhH6GlQeLnxlRJMH5krQVhsN+6iLuiwfX9QNYOJbPfhmgXXeO3o+Oro+qOtv8+dei6SWhJfXPbFnMrjCzGsuRAXY2ZWs2RKLZAUTEq4fL/Cey8XFVE+GKUQ46Yqu9+Mh81JtiRzkzs/FYYV4W0ASTMHoVdy+lKAIwjHWr4pRskjywA0gfTQBSfTHF3dWYMZ0ZQkA8UZGs6CDW/2cyf3gEEVhJIOVU/x6Q6KCSWEA+oUTMrs478v1fmEc8PQAV0nDzAfBWGIJQhruZ+sEON8cxAGQY51yoFcFIRmfRwYSSMTzlG5yJmU5BhiTM+hUYJwFPqffF2MLYIwi4Iw40MYe0VeWO3WqSCc2hCgveRiUiIWyaWeRD0UhBnNLl+1h9OxA5KUFzlIzavKKMMNZYKwjLcF8lJYaGkosn9Oq6JgLORGK6MMASXPQSgpkHPNQSgVQCi9TYh4sa+qUPOcrOWomCkKZBWGWfxAOQiLHGLMHdtlwpbW8wwpVQpViuQBlzp6ztRzcPX8qzGjZgYunVWgOVa2c8pq0RSEd14QB36/3zyHU0EoiWHb/yYhxpPq7AloRVglpJUs8yHGPhN1yVTtkBBj8vdompSwZcvFoAQYBRdjliB0qVO+BGGA/lDlFIT29hlDBiD5KwhFN3CuHNnPbZjtLgQNspFxz5VWJNw07heo2f0wfhK+1f6y2ESaG+h4Wk8DcgRIDpDPOSkImXIKfQYldcOSZpuDFTtVSh45CDnkMA6hBL1uCIrWnBWENMQ4V4IwOYrvPtGkJODcixLG2czg/Mhol9y/5G+ngvDvnzwJL+7oxLnHCOp/P+QxF3Wbv3opCE+b04Sjxlfh2lNzTDeQB+aOr7LOWUYZIsoEYRlvCxh55FBCJglVsgcdJVMQ/hvkICzj3w8lz0EoK5wuI1AOwmKFGB+pHIQBIUuyFU5aka+a44jkILT7yCA9brFDjFnoulsoUJ6LPGOEIJQkCZ9f+vnROaeswM+5MRtYhVXNH89jTwKAJxCdBOG/R4jx0ROqMWdcJXqH0zhtdiMAA5AUTgXoCMVmIDME4RFREDJlG1MGJQDc6iRXRsNPQZj9HrLHYkM6KcHi99w4BVMeCkKagzAOU+lUigU6E2kljkEI7/fRIAhpm9fSJHfcjsfJ55wUhEw5IzxBmDKnpyo0O5S52NfF1oEShxizhF7GUOxdA5mUMAR3vgpC9v9Sw6EgDPjerp5I/t/8TxKuWzmO7DvjdKBqAnle/a3AHWeT7dxC7LMpCJm55NKpdVg6tS5Y2QqAW5/v9R5oqorgkc+dVuoiAQBqYiFsveX8UX0nlfH2QZkgLONtASOf9WwtxZuUlBWEZbyDUPIchEfSpGS0CLM8IUOGDkIIVIbyDDEuNIF6PlDCkM0BtB6gzy2lglATCQIA/3Xcf+FTT34KNx57Y24HKyDE+G0FMey3AJMSbv6pOQkTmctBKLz3Sq0glEeHIFRkCQ999lRIkgTFyuGlcApCv1BVWScur/oRCjFmyxYacwShDVo9/RWEuS3EsoSMITkVWIobyahESF2vYNyBxe0CEYTkfBUWQehtUFIoFFly5FjMye03X7AKwqEuoHUd+RypCn6Mymb7b2G/jGE+JyNjK8pKSXyWWkHI1CNeQRjgfcTU/bSRYw5CwK7DoxWJ4FAQBry34xYADbOBrreAp77j/nvPbvvzpGX+5+YWAbxzEAZCASHGMRfVeK6K7lJhNBXtZby9UCYIy3hbIF+CkFUsibnBigZ2AFkmCMsYI2DrfmlyEOZuUlK0HISlUEQWEZIkWQKZilAxQoxHy6REtVShboYaIgp6nlngdv7J1ZNx/2X3534wTkGYYw7CMa5W5SDmrSwgxLgqGsJnV8zCpLo48CDzgznZYwkYWZJgSIoVUjtqOQhNAq6UsHLZZaiLs+LvYsyA3g/DsE1KRnNCpnI5CHPtQ0pd7xkCz+wsuXspPltJMvcxgoUYM9erqHY/RckZ19vx4X8Bz/8EOPe79ncOk5Ls59bNPqZSoqGxpVMQypJIEEru5g3FhqXiTQMDbfb3uRCELOEnqI4tInfUCMLS5iBkc4CmkePin0uIcV4KwtEaR4iketB3rhoGrn0K2P4o0L4ZOLgW6N4FDHcD6SHg8Cay3eTjSRt1IwizuRjnjQAmJR6IhZ11a8zlhC2jDAFlgrCMtwfySYiTGSl62JsrygrCMsYgSp6DEBKnIAxCEHE5CHMNMebCJ8d2O2NJpaIQhKMYYkxJXy0AqVRKl3g3BWHeYMsWVM1QKPJJi1EoimhSAgBfOHcu+eNB52+sOk2RJVJHaSL8fI15gmKUQow50PoompT45iC0FYQj6SOrIMx1QmqUmiB06cO5XF2ighAg9dnQgpmUsAS2olpjyLTlAuvyHKaeCEz9m1BOMcQ4+7k1ySQIQQnC0ikIZQlIswRhKD46Jl5sG0wO2t9PPTm341x+BzDc5SD/rOeEMawgzCF9iLeCMD+TkpxyENL9R9PcjXVOzkW1H60GFr4XwHvt73QdeOtR4nRd0QjUz/C+Fi9zN5cchDmhAAVh3I0gHMOK7jLKAMoEYRn/jqhoBobagXhj0cPeXOEpaS+jjCMHLgehUoKBtaFzCsIgYEnEnBVnb6O2xZKz+ROEHivhpYQcwsx0Gp2qghnV07JuXsochJliqsNYRU2O74S8FYT5TkQKgcOkpAhlcckFCfBqL1mS+DpaahfVUTIp4UAJK8GkxNfrQmdzEJK/I6NpUsI8ozE3IZXYe0jKxuWadmv/VJkdoK/hHJxDYcDkkn0VhK7lFM4VxMXY7GNmyq1mAUqnIJQkgXAajfyDgK0SXnsX0GIqueZfnvt7esF7XL/WzPuugDEpKWXodD6L+3POB57+PnBy9pQXLEHPuWoHykFYoILwSIyd2AWjQudhsgzMvSD4eSm4tstYyueF/BWEboYkrgsUZZQxhlAmCMt4WyCnEOMr/wRs/gdw2peAnf8sXaEoygrCMsYgSq4g1B2Zj7Ki4JygX94zemRZAWCVMHnnf3QYTowClDB+0t6BX9TV4sMXfyv75iXMQVgfdUlAni+4xOWjlIPwiBOEiv1uKoRsZfMPMlA4Qa/EvwdHjSA8EgpCwaQkkIsxkDwCCkIuxHisTUiZPJWUINTZYV7GzN+nsOo783pyVBAqjILJV0HohgJCjG9UzfFnCUN+JQghxqORfxCwDSKe/QEw6Tjyt1I8paRGTUqMjG1SUkKiNa8wpYaZwFf25lwfc3cxZk1K8shBWDA5lgc4Jd8oUg1euUqtvwu9B/kQhM6+Zswt2JRRhoAxNmIoowx35ORiPHk5cP73gXA8UB6tghFiBi1lgrCMMQKWvCkNQZhBla4jpuuBVXIFE0qxutI7pBYBlJwNy+H8c/NxhhOjRRCGUKMb+HpXD6bUzMi+OasILVIZ/3Thn3DZrMtwzYJrinI8APy9HDWTkjEQYkwn7JkCiDRK1ADAKbYDs8zcU0WSrJBRIxQvPaF9JEKMdQ+TEj9FiXkfDMPASFqDIkujmpyeMynJMcR4ZlOJw8SPuw5Y+jHg2qes5qmz47xTv0j+P+fb9nd0wyAmJVwOQrvNa4apIAx6O/IxKREXIUpMkHDh4KOlIIw12H8feI38rxaPCLUUhFwOwhKSnxn3hZCsCNjXsfWRVxDmRhCm8iIIj8C7iL0vo2kMVvIQ49xx4swGXLl8Mo6ZYI9dyzkIyxjrKCsIy3hbIC+TEgRLtF8w2HxLZYKwjDGCkisIDQ0xw8ADB9oQ//KrgXZh1XSjkh/0CIGGpRbtvo+agpA188jNdKZYCsIFTQuwoGlBUY7litFSMxxxBaFs5z5jSb5cQSfOzfOAs2+yvlY4kxJm+1KrB4EjE2JMJ4iSnF1BeNTFwNYHMDDtPGAPDTHWR1U9CAghxjkSk4unNRW7ODwiVcAl/wsAkKXHAAgE4dKPAEddxDsK2zHzWQ/PqSdDdr9mhWgGvR+OHIR5EITFzKcqQJJs0hPA6BGETXOd3xVRQZgGuYcql4OwhArCfAnCgGDrI3VoBpBzDkK675hTBIvgiLpRJAg9FYRHLsQ4GlLw35cvxO3P78KWB/sBlBWEZYx9lAnCMt4WyJcgLGqiey+wq5qjNZEvo4wsKKWBBABLUdOsaYFNCSoY8mBU8oMeIdD8ebFiuS2PYoixfc4AKh2p+ARhyZFjuN+U6ikAgIWNC3M7z5EmCAGbIPQIEw4ESi4K6iBWnSbLEpA2txsNgmKshxhfdhuw/xX0xpcCz7wETScEYV18FCfKABRGpZKb4giQSmis4TiX19ydIwfZDbMfk8tBqLoQhEEn+nmEGBvi+7bERPYRCTGeciJ/zvRwcRWElovxKOUgLGQRJQCOaA5CitHMRciOH0bLGAzwcS4+ciYlFOwzK+cgLGOs420yoi+jjPwwOgpCZtBS0hwpZZQRHHKp1ax5tK2qUJX1d96ht28DjGhkslE0gnC01JaVzTltzj7DMU8QLv0YcGA10Dg7p93On3Y+kloSCxpzVDUeCYJQnHQUJcQ4yR/LBOcSK0mQKAlZrDrvh7EeYhypBGadDfnwAADbwTg6igYlAE+CBQ4xpu6jjXNKVCqXU5r/Z+X9cnDlZgmZUNgmrrRcXWDzMikZPYJQkgCdJQiLSNL5YsIiIFQBpIds8qSYOQgl1sXYzKFaysWHkisIPVyMg5B2zLs1XQhBOJo4UgpCLgrChYjNWzRCFYR57g5h0WKsP78y3vEY4yP6MsogyCkHIYPRyUHIhFS9jZxWy/j3Rr6q28DQcx9osYRZSBpdNc2RwNtOQRipAq74I2cg4AdWpTrmQ8Yv+V8ykc2xj1ZkBe+e/e7czzcmFIQmWeCljhnqJOqc2snex6QTZ0FRxpJPXLRmKcMArRMeiRBjqiCUOVdKv0hVOgccSZsOxqMdYpyPScmnXwW2PUQI9VGC5OZi7L6l+X+QEGP7elkFISVY5KATdEeIcR4KQn0UFYSjRcZIEnDpL4C/Xc2YiBSPINTN+6waWmlNSpQIUVjTc5QIIS8FYRC4mJSMeYLpSOUgZOsI21YLXSwruoJwjD+/Mt7xKBOEZfxbY1RCjBUVWPxBIDL2zRPKeOcgXeJJST4rsdI7jECPFFFRMWo4+pLAm5YiB2FJMZr1bzQdIykcBKE5WfJS2v3PfDIx/lqrd+5Auq8w+ZcFBaF9ziOoINQywLo/ALPPAWomFfecHgpCv1BV2t8lLIJwlBWE+ZiUNM4GGm8sUYncEVxBGDyPGEughFiTEpNMC0ywyLJZQjsHZTYYIiFSSgUhJOgsaTGqjrHCdRbRrTkjueUgLEGIsUoJwtKqkdm2WAhBmJeCkLaXI+ZiPJoEIfOeYklKulhWSLoNoKAxhFpWEJbxNsLbYERfRhn5Tz7zVR7mjHf9enTOU0YZAVFy9WweCkIWRVPXjWFEiqWoOBJkUwBwBKFUHk5wGAsKQjph9wqfo6qZvgPupgPsvsLkX/EkCEchxFFWyARUJAg3/QV44HNArB748u7inpM+T0lGjAkV9lv0oPclkSJ9ZTR05BSEY1mxYisIs20YPMSYvd5IiFVg5aggBEh9M/PKBstBKLSBk0tIuIohxqOZ700kQouo8KMuxjZBKBVVoWiBvsPo8y0RWPdyLVeCUHLW38A5NI8UuPDeUez3vExKLAVhvgRh4WMwNu+gUnYxLmOMo5wl8x2INWvWYPz48bjyyitdf3/wwQchSRLuvPNO67vu7m5cfvnlaG5uxowZM/D73/+e2+eee+7BrFmz0NzcjJUrV6Kjo6OoZc43n9qoKAjLKOOdiDwH1HddcBc+segTOGHiCUUu0NgD69pcGMYmQciGFReNDP13wZEgCMXwJ9VnUqQx7bfvgPchNfcQY1nyIJ9GSzWrhJ3KrL6D5P9Ed/HPZxGECioirHLWjyA0i5M6MgpCuQAX49GELQzM0s9JgbWGXA7CCEPM2i6wuRCEDOkWJJUCQ5y1H/NRYMF7gp8rD/AhxkdQQVjExQHd1K9YJiWhWGkU4JYaubQRF2wfmfPbnDUpMfIguOl9G01SsdQ5sIOAJbALNbYqSoix/XdZQVjGWMcYaMFljCYefPBBfOhDH8Ly5ctdfx8aGsKNN96IE088kfv++uuvR319Pdra2vDQQw/hC1/4AlavXg0A2LhxIz75yU/ivvvuQ1tbGyZPnoyrr766qOXON7/ViRPIdSxuWlzE0pRRxthHycnxPI+/pHkJPr3406U3URkDCBcr5GqMKgjZEOq3ZTh1KTEWnpmfizH73Uiv9zFo6J3wfD0VhKOVb0oJOyd7sdrSnY8JMWYVhH5KEFkMMR5lBSEXZjuGJ6QW7VdEBSGbg5AlZi0FYS5kCeeMGmA/pt834rkZP+UKCUeQIBTbeglMSlRkiNK5VAaAloKwtARhiKmPObdELsT4baLUHwsmdLKLYUne72WaYqAQglB2/buMMsYiyjX0HYZly5Zh48aNWLp0qevv3/rWt3D55Zdjzhzbwa6zsxP//Oc/ccstt0BRFBx11FG46qqrcPvttwMA7rjjDlx55ZWYP38+FEXBzTffjIcffhitra0Fl/f0SacDAFZMWZHX/svGL8N9l96H28+7veCylFHG2wmZEofMjAkCZIyjaAThGEWcyQk15k1KRhtexiClhDh5EcOqOncAd70L2Pcqryoc6bP/fvHnwB8us3+3FIRCiLHEEoTsD6NU55UQUTHrDFnEqoAKTIHggGVSonD5/PxzEJL/MzrpK0fbpIRVGf3/9u48LMpyfeD4d2YAAdfYERdAwF1MxT00K8UFPZWmtrn8yq08J82TqXVMTe1olmaLLZZLqamnTI9ieswlW8wURDTUMsIFRRRcQIGB9/fHOOMMmywzDMN7f66La2bebZ6Ze95h5p77eR6HqCC864bl7WJsVkFY1lmM4U4SSaMtVYLAfNZkrbPtz4f8KpMgtOYYhIbH4UJu0fdlLWFRlpc24lSRLqXawgnuMrHLeLhV7POA6U2mnJX9VqggdCrPmLBC2ImD/BQhrMXX17fYdUeOHGHLli3ExcUxfvx40/K4uDgCAgLw8/MzLevYsSNvv/02YOiy/H//93+mdZ6engQHBxMbG0v9+vUr1N4l9y8h7WYavjWLb/fdNKnXpEJtEMIRGROEMjac/aghadbJvxMHLxykUZ1G9m5K1ZKTWfn3WWiSEmMF4e1Ku4OfwOndhr8OZlX+NzPuXN/5quEy+ScI7llsBaGzk/mXHfOxniqxghAMlT/a223LNXvOZ3tA3YbwzP+gtl/h/e8m9yZcOw+5WYYvldk3DMs1GotkW0lj+xWsUjMfC68ymCcvq3KXNg2lnMW4DAlC82SseQWhsdquTGMyGhM0pax6r+Fyp9pNZ+MEoUajqTpdjK1YNZZ/+3NLDW7/QGGrx9X7dWjcFcL62Ob4t1m+3sqYsDN77NmU4/3V+Lq19o8mpblPezKvCi3De0fRrFFB6BhjwgoBkiAUt+Xn5zN27FiWLl2Km5vl5AGpqal4e3tbLPP29iY1NbVU64u6L+MHwbw8wz8sRVGK/HCo1WjxcfepvMlGhM0ZYykxtS1jgjCgVoBtnuvg+9FcTEAJ7XPXX6jVGnMNmgo9ZlPXO51zla3YXNJzCTf1N/F09SwUZ7XF20LX5yHxv9Dj5UqN3Z3umgo4uRrmX83JNLQh/c879Q+/fmraR7l11bA+P89yf0UB/S3DMXQuFo/D3bybrfl3wWL+l1udztnQLn32nWRhdqZlfcfVMyhxa6D7JEg9DtdSDMnSrDTISocrpw0JwBsXDQlBJR+unYOsy2iKGatK0eosuutqNcWf4wW/AtbQaSv1nCg45pW179ta57nWrIKwxGNptIaYK/l3PafcXczHRzUf/81wXaMpQ7u1OsP9arSlOpdruN5JEGp0LraNuaJYzGKsaJ1s+n5jEXOtk8VrvLTPT2kYuxi7YjgPFa3ONo/L2Q1aPWq4bsPnzTxBrzFLEJbqtXH7dQ93EoRlek0Z3yvzcsr8GMt/jiuW/0sqk3NNNLmZKHUaWFT+lfa9o0iKcmcu83I+Houhekv4v2FvVbVdonJJglAA8P777xMaGkrv3r0LrVMUBW2B8RK0Wi35t7v23G19QbNnz2bWrFkWy7Zs2YJOV/2rbcQdW7ZssXcTqrVIJZIv+ZJwfTibN2+2+vG1+eH4Nx7HRbe26Et5fLXF/MyZMxV67gfdvvzp4GEunbBxl3EbUFu8Cwn5N5wDzln//CuK79U4jFP/bN68mTpZydwP6E99x7bNm+l55jh1i9gvKfEI8Vmb8byeSPfbyw78sI+LCdcITv2Z1sCJP89ywuy1fCMXjB8hf/n5ZyJvLz939gyHbPB+U1CvmznUBmK2bibXqTYArc8mEFxgO82uWbBrVqH9S6Kg4abzPdxyvge91hXvG8dN61IvXeaHbVsxPvbjx46y+XJ8kce5mgPmH7MvnDvD5s1/laktFXHinAZud0lM/iuJzZtP2+R+Knqe37ypAzTo9foS3y97Z+fgBuhzc9l2l9fY2UwwPvenEn8rtP6XAz9zNbF0X4R75+hxA5T8PLaU4rXtej4J4yA9iSdPkZphu/Ph3Dkt+cqdz99//nWGo5Vw/m3ZsoU6Nw3vL0a//HqYC79bpzIqK1sBHdRQckADmTez2VUJj8uWNOhQTPWyBqX5fOBx4wT33b6uv/2aLsvnCuN7pSY/l2/K+RyW9Rx/4Po1amF4L7XF58+SuDT9NzVzLpL+42+A4dzX5WUzALiZlcnOcrSna1oa3sDuPXu57la+99Hj6Xfej48eicMtJbZcx7E1Y+GOUDdJEAouXrzIW2+9xYEDB4pc7+HhQXp6usWy9PR0PDw8SrW+oH/961+8+qqhG1NeXh41atQgOjoaJyd5OaqBoihs2bKF6OhoNJU5q5rKDGQg426Ow8PVw4bPc+lmZ1RbzF9Z9QoAjRs1ZmDXgeU+jnL9QTS//48ujz5v2wkYrExt8a4yTjjB7e8uAwcONMxOfOIVnPOyGNjWB45eQtHVgLZPoDl0p4Iw0O8eAgcOhDVfmJZ1Pv0Wyn1ToJYfnIOm7brRNOLOa/lWbh4zfv0WgMj7upnuN8Dfl4CB5X/Nl9q5NyA1hb4PPXCnC/E3O+CS4aoS2huyr6NJ/slw27UuBPUAl5qG8RU9Q6Cmt6FbpGs98G5qqESsURtc6+Lq7IaxDkzZ8g80h1cC4OPnz98GRTP5QAwA94aHM7BT0d3rL13P5l+HdpluNwsNZuCAFlZ/KopzYd9ptiQnAhAW2oSB/Zpb9fjWOs8X/Lab9JybaLQ6Bg7sX/yGf0yD3HScdDrD67sESWmZLIzfC0BEu3CIsVx/X7eudA72LF0D/5gOuelo4K73C5D6cxYYTg3C722PW3vbnQ+71sVy7nKG6XZQk1CComx3fxYxTzsBia+Y1nXs3MVqY/nNT9gFuXcqCGvWrluq574qm/JLDLl5lhWfpXpMZ36BU3MtFpXpuTi/AC6mlH0/KnCO//UaZAPau5+rlSL3JsSDm6tr+dqz8iO4Aff37Am+LcvVhHtOXeLDRMPknh3at2PgvQHlOo6t6fWO92O0sD7JyAhOnDjBxYsXCQ0NNS3LzMxk/fr1LF++nHXr1pGUlMS1a9eoU6cOALGxsbRp0waA8PBwjhw5whNPPGHa99SpU6b1BRWsNgTDOCryRVJdJOa25+XuZe8mWFBbzLUabcUe7xMbQZ+NxtlGMzjamNribXe5N01XNRoNuN/5kU5zdINhNlDv5oXG5NOc3mPoc3nuV8vl379pGqtQU9PLYvwlV7MuxhZjECp5lRPz292KNfm5d9plHIMw8D40AxZDnfpwMx1OfoumaRS43VO++3K+M+yKRqNDYzEbZfGv8YLjTLm56Cr1fDC/fydtBd+LSlDR89w4YH9evlLycW6PI6ZR8u86FlhttztjtdVzM5tV+HZyRleW5+P22HoalFKNQVan5p3Jm1xcXG0ac41GYzFJiUbnVKFx0spyv5oCYxBqtM5Wu2+tVoNe0eKkyb997Mp5XLbkpNWSm5dnqgIESvfaKGL8xTK9pszGhizva7HM5/jtsf40pZzYx+aM53Ap3juKZBqCsPyPx3zsWied7d6PK6qqtktUriowiqiwt8jISDIzM8nIyDD9devWjffff5/vv/+egIAAevXqxbRp08jNzeX48eN89NFHjBo1CoCRI0fy6aefcvToUXJzc5k+fTqdOnWiSROZHEQIoV7ms/yWi0YDDpocFHZQ/17DpfftSjGXmoYKQIBflxsuG3WCWj6W+93KgOsXIety4WNmphku3S2rrcy/RGg1GhRjVUX99hV4AGVgHHfQfObinCzD5QMzoW6A4fxx94C2w8ufHATLiVcKDL6vLcMkJW6VPEmJo8yaaUxkGmd7LlYZZiL1rOnCA8188KjpQttG9Yq9z1IxJmhKOTaXq+udhLJTpcxibPZYKnWSkgKv5yJ+/C8vjUZDrnkNSzWY8Ms4k3GupoyvCaWiXT7tcO4bz5WqMFkJVI1JShxk0ighQBKEopRWrFjB6dOn8fHxoXfv3syZM4devXoB0LVrV+bNm0e/fv3w9vbmxIkTrF271s4tFkII+5jddTaBdQIZ3Wr03TcWwlo8m8ALR2HMnjvLopdYbtOwc+EEoZIP379Z9DEv/264rFV4JuAOjQ1JtyDvmvDk18Q2esYwOUtlMCYIf9sCa4bBjUt3Zo52qWnd+zKvlCqQBCnpi17BBKFrZc9iXKCCsKoa1NbQ1W5k18C7bFn6BKFGo2H5yAh+nvYAAfXcCq0vU4KwjEkOjVnFacHZv61NAwVmMa6kWcSh8IzlVkziaTSQi9nxrDhDsr0Y3ytyNWWMkWu9it1x6O2x5YN6VOw4ZVHdEoRmk52Ul5PZjzQyi7Go6qSLsUq99tprJa7fs2ePxW1/f39iYmKK3hgYM2YMY8aMsULLhBDCsT0c+jAPhz5s72YINapXYDy8gHaWt73CIL+IMYZ++ajo46XenqDDs3CPgM+f6UR2bj51XJ1RaviQ7BlJW53tK6aAO8mJ/800XP7y0Z0uxi4VrNwt7r6gUBKkFD1iTdxcKjfJYV7d6FSFKwjH92xCRKAH7RvfpcrT9CW/9BVVLk5FJyh0ZakEMgWylLN7OplVfRdMotmA/SoInUq+XZFDazToLRKEjv911djFtMwpM+8wuH8GJ3K94X/luOPIf8I9ja02PmSpGBNx1SVBaI0KQq15F+Oq+34sBEiCUAghhBCieqrlA427wV8/GG57h8G183fWu9YzdDE20jpDfi4W3O4psoLH1VlX6VVxJgUTkVrdnS7GzrasILR8vPklfN8smISSLsZFc9Zp6dKklBOGABWp4tHc/qJfpoLKsiYFnMyqBm2cMM/Jy7cYg7BSK+0KJQitW0FoPlZfdUgQOt8+Hzcq9zNMswO6vVD6nXu8RJii8FzeCToGleVcAZxc4N4ny7ZPRZkScVXkfacMwxMUyRoVhA5S0S0ESBdjIYQQQojq66E5hsvIf5pm6TXxKTCrbtvHC+//+Hrbta28ClZmKYrtuhjrzMdCs/zYnF/CuHQFuxjfU7OSqiuLuH+dfCEFQIshQVC2L+hlTRBWXgVhwUlK7DsGofXuOzM7r0AXY8dPEBrHbU1QgmDaWXhoVpn3/2efZvQI87ZF86yrqlUQgqEt5a4gNB6j/AlCrYxBKBxIFTpzhRBCCCGEVTVoD69dhV6vGG5bJAib37k+ajv4tS68f8OOtm1feRSszMrX3+5irLGYddgqtMV3MS5p3oqC3yU9KzlBqHOQCsIyq0g3v9sJQl2lVRDaNkH4f92DLMcgrIQuzSYFk3ZWTAa9/reW6JXqNQahMSedr2D4oaY6MyUIq9D7jkZb6omGCivvfnfIGITCkUiCUAghhBBCLcwTaF6hholLfFpAw06WyY2qrGAiJF9v6GLsUtP6X0p1JXQxLkMFoU/typ2R3FEmKSm9in9JNyYIC8amZBWpILRtUrhdo3s4/GrvOwvsOgah9ZJ4Ua38aeRdr/j7ckDGIQfy7zZbd7VQxSYpgYpVEFqhi7HOQcaEFQJkDEIhhBBCCHWq6Q2jtxu+OGm1Np911WoKdiPW34K8bHCrZ/370pbUxbiE3Qp8B/StU7nPrXwhLUxrqiAsyyQlVXcMQoCarmb3Z9cxCK37lVJjkZh3/K+rxqR0ST8qVBvVrotxxScpMe9WLEM+iKpOXqFCCCGEEGoS+RLUvxdCHjB86TEmFpwqtxtsuXUcA76tIKyv4fbNDMOlSy3r35d5kkdb+lmMzavUXopqahqDrLLoqtuYV8YZYSowxqTWOElJpVUQVkKXX42dxiAs0N2+0O2K0lWvSUqMLzl1FBBWswShFZK6MgahcCRV6MwVQgghhBA212sGjNljmKHYnFOB8ftq+VZak8rEpzmM/wHaDDHcvnXVcFnDFglC8zEIDR+bjdWAHRrfU9Qehk3NvgO6lGnQO+uwrCCsBh/3//Y+1G0Ew7+s8KHKVFFZ1u/ylVxBaDEls7YyxyDU2jY5aTF7uOO/fsuWlHZwVTJBqLNvBaGMQSgciOP/JCOEEEIIISrOfHxCd08Y9L792lIaxqTErQzDpYsNBv+36GJsqJLa/o9IzmXcJNS3+PvT2LlixGKSkurwhTToPph0tEKHyMTw+tbZMlljfmynyh13stIr7bROkJdz+7qVk0HVtIuxKigVT6hZnTVmMbbWGITV4f1YVGuO/44rhBBCCCEqztn9zvW/x4FrHbs1pVSMiQNjF2NbVBCaJydudzG+p6YL95RhVmJnp8qvpNFWtwrCihi2hsxtrzDn0pOA5XNzd+X4Mt/yEcO4mO4eZd+3Iip7tl/zBKG1uxhrq2cXY1WokhWEGrt2MTafKEr178eiynP8d1whhBBCCFFxLmYJQme34rerKgpVENq6i3H5kiDOdvhC6CQVK3c0689BTQTJnx0EylhBWJ7MzpDPyr6PNdijgtBW913NKghV1a20SiYI7TtJSbUbE1ZUa1XozBVCCCGEEHZjnhSsjAkWKspYMVVZFYTl/ILobIdZhC2+kMosxhYVPDavILSXSk8Q6oq+bg0lTA4kqriq2sUYpXzVgKZ9KpAglDEIhQORBKEQQgghhLDNGH62ZEyI6G8aLm1RQWiFJIg9KggtuhhXg0keKsr8KShTBU9VSnLcTXWqIKxmXYxVVTWWrzdcWrvbeUUYqxnL1V3YCpOUSEW3cCCO/44rhBBCCCEqrpY3RC+BewLt3ZLSKZg4qGGLSUoq3sXYHl8Ize/THhWMVY15RWW1reCxZ4LQ2t1Jq1kX4zpuDlCRbS35uYZL8xm97c2UIMynzPVR1qgg1Krg/UdUG/KTohBCCCGEMGg/EoJ72rsVpVMwcWCTCsLCk5SUlc4OFXxa+UJqwbybdY0yTRrjQM+dPSYpsdV9a6tXgjC6TX0AHmzuY+eWVAJjMs44gU1VYJEgLCsrj0Eok5SIKs7x33GFEEIIIYT6FKogtPUYhI5TQWj+hdQeXZyrmhpOd2KncaRuw2Vh1zEIZZKSkgzp0ICGHu60aVDX3k2xvWFr4T/PQPQ79m7JHRVKEJoOUu49zX+wcXWW92NRtTn+O64QQgghhFCfglVLNuliXPFulGWbFMM6dFpJEJpzdS5nhZsjJRPtWUFo7fHmbNl92Q40Gg1dmnjauxmVo2kUTDtTtc6diiQIyzNsYQlc5P1YVHGSIBRVnqIo5Obm2rsZwkoURUGn05GTk+PQv+I7Ozs7dPuFEMLhFUxK1PS2/n3ozLtRlu+LnV0qCM0HxZcxCPGr6wpAsHfNMu7pSM9dJbfVlhOJVLMKQtWpap+Pje2xUxdjy6ZUsedGiALkHVdUWYqicOnSJS5fvmzvpggr8/f35/Tp0/ZuRoV5enri7e0t/+yFEMIeCiYO3L1sex/lrJLS2uF/hEUFocxiTK0aTsT96yFcyjT+oIOp7Eo7W45BqHMp+n6EKA9TBWFe2fe1wiQlAAsHt6nQ/kJUFnnHFVXWpUuXuHLlCv7+/ri5uUkSpppQFIXr169Tu3Zth42poijcvHmTCxcuAODjo4JBp4UQoqopmJSoaeMEYTmTIPb4V6fVSAVhQfXcXe6+UUEO9TnFyn0h78b8fLD282TL6kShPnaepARgSIeGFdpfiMoi77iiSlIUhcuXL+Pv70+9evXs3RxhRYqi4OTkhIuLi8MmCAFq1KgBQEpKilQRCiGEPRRMHLh52PY+yjsGoR3+PzjJGIRW4kD/23MyK/f+bJm4s+hiXMljK4rqx5QgLEcS3UoVhEI4CvnEIKok45iDbm5udm6JEMUzvj5ljEwhhLAD84SdrobleIHWYpUuxlZqSxlYTlIiX2zLzRF+/HO7x3Dp2aRy79eWCUKtJAiFFVljFmNHeC8QwgqkglBUaVKVJaoyeX0KIYQdmSconF1tfx+O1MXYYpISqQcoPwf4P//3WLh+Ae4JrNz7NU/iWZvF5EA2vB+hDtboYiyESkiCUAghhBBCOB7zhJ2TjXocmHd1LGcXY3v8mGTexdgesyiLSuR2z50qwspky8o+rcxiLKyoIglC6WIsVEZ+UhTCCg4dOoSfnx/Dhg0rtG7dunWEhITg4+PDwIEDuXTpUqmOee7cOZ5++ml8fX3x9/enf//+JCcnW2yzevVqWrRoga+vLyEhIcTFxRU6TnZ2Ni+99BINGjTgnnvuYfLkyeTk5JjWBwYG8vPPP9+1PWlpaWg0GvR6faF1SUlJaDQabt26VarHVhqBgYFs37690PIRI0awcuVKAHr27IlGo+Hw4cOF9k1KSirzfWZnZzNt2jSCg4Px9vamadOmfPzxx+VqvxBCCBsz7/JblSsIrdSUsjAf91DGIKwA6SlQPBmDUDiKKjBJiRCOQj4xCFFBW7du5cknnyQiIqLQuvj4eMaPH8+mTZtISUmhYcOGjB49ulTHXbBgAZGRkSQnJ3P27Fn8/Px44YUXTOtXrlzJ0qVLiYmJ4eLFi+zatQtfX99Cx5kxYwZxcXEcOnSIxMREjhw5QoMGDQgMDCQwMJCzZ8+ath0/fjxeXl6mPzc3N1577TWL49WrV4/IyMjSPTlWpigKO3bsoHfv3qZlPXr0YO7cuVY5fnJyMtnZ2ezfv59Lly6xfv16XnzxRQ4dOmSV4wshhLAi8wSFrSoILWZqdZwKQvMxCHVSQShsoZznQ6nozGaclgpCUVHG92CpIBTiruQdV4gK6tChA/Hx8cydO5fExESLdcuXL2fYsGG0atUKgNmzZ+Pr68v58+epX79+icddtGgRTk53TtFHH32UiRMnApCfn8+bb77Jd999h7e3NwCNGzcu8jhffPEFW7ZsMSUP58+fz4ABA0wVdiEhIaZtR4wYQbdu3Uy3P/vss0LHu3HjRonttqXY2FhTRaXR888/z+jRozl27BgtW7as0PFDQ0N56623TLfDw8MJCQkhMTGR9u3bV+jYQgghrExrlqCwWQWheRdjx5mkRHKC1iJPZLFsmfi2qNyVr6uigqSCUIhSkwpCISrI19cXZ+eiB1A+dOgQHTt2NN329PQkODiY2NjYux7XPDkIcODAAZo1awbA999/T/PmzVmyZAmNGjUiJCSE1atXF3kcjUZDfv6df4h5eXlkZWWxadMmNm3aRGZmpmndJ598wuuvv87GjRvZuHEjtWvXNt1nWSxZsoTWrVtz8eJFAPbv30+PHj3w8/MjMDCQxYsXA/Dmm2/SunVr/P39CQsLY9u2bSUeNyYmhqioKItlXl5ePPvss8ybN6/IfXr27MnSpUvp0qULnp6e9O/fnxs3bjB58mT8/PwICwtj9+7dhfbT6/Vs3LiRlJQUHnjggTI/B0IIIWysUioIrdHFuPK/WLq7GNpdz10meKgQSQqUwIbPjXkXY528hkUFWWUMQiHUQX6SEQ6l3Zyd3MzJs/n9uLnoOPzqQxU+TmpqqqnCz8jb25vU1NQyHScxMZG3336bnTt3AnDy5En27t1L165dOXXqFIcPH6Zfv34EBQXRvXt3i32feuoppk+fzsqVK1EUhenTp9O4cWNTki49Pd1i+2HDhhXqVgyYxi2sVasW7dq1Y9++fUW29c0332TNmjXs3r0bLy8vEhISiIqK4rPPPuORRx4hOzubNWvWAHDhwgW2bt1Ko0aN2LFjBxMmTKBfv37FPg8xMTHMmTOn0PIpU6YQGhrK77//blERafT222+zefNmWrRowaBBg+jVqxejR48mJSWFxYsXM3HiRBISEkzb//LLL3Tv3h1XV1fWr1+Pn59fsW0SQghhJ5U9BmE5KwjtkWNycdJy5F+9qeEstQAVUv9e+OsHCOhg75ZUQTZMnMgkJcKaKlRBaDyG/Fgg1EE+NQhhQ4qioNVanmZardZU0efn51fo78svv7TY/saNGwwePJhXXnmFTp06AXDp0iXTmIQ1atSgS5cuPPXUU6bJO8y9/vrrdOnShR49etC5c2c6d+5MfHw8e/bsYc+ePbRu3RoXlztjvWzevJlnnnmGkSNHMmTIELp3746/vz+7du0CICMjo9jk4Pz581m7di27du3Cy8sLgA8++IChQ4cyZMgQdDodbm5uDB48GDAkE7OystiwYQMHDhzgzz//LPa5zMjI4NixYxZdoI38/f15+umnmT9/fpH7TpkyhVatWqHVaunbty8A48aNQ6PREBUVxYkTJ1DMfiHs2LEjmZmZrF27lscff7zQJChCCCGqgMqYxdj8f3g5x1zzq2uj5OVd1HV3xtVZJniokMh/wkNz4PEv776tsB5dxSt3hTAxJQjLk9SWCkKhLvKTjHAo1qjqq0weHh6FKvTS09Px8PAADBV0JdHr9QwZMoT27dvz0ksvmZbXqVOHtm3bWmwbHBxsqjA05+zszJw5c4qsvAM4ePCg6frYsWP5448/0Gg0uLm5Ubt2bXx9fQkLCyMjI6PEtgLs2bOHtLQ0i1mSk5KSePDBBwttm5aWxoABA/Dw8CAyMpKgoCCLrtAF7dixg8jISItkprmpU6fSokULZs6cWWhd8+bNTdfd3d0tbru5uaHX68nOzsbV9c6XOGdnZ/r37090dDRffPEF7dq1K/nBCyGEqFzmlUW2qiC0uL+yJQgPTH+AS9ez8apVw0YNEjbnVg+6/d3eraiabNn1UioIhTVZpYuxVBAKdZB3XCFsKDw8nCNHjvDEE08AkJmZyalTp2jTpk2p9p8wYQI5OTl88sknFsvvvfde1q9fb7Hs5MmTBAcHF3mcM2fOcO+99xa5Lj09nR9++IHOnTsTERFBREQECQkJLF68mMOHD3PlyhXq169P9+7dWbZsGTpd8b/kfvvtt8ydO5dHHnmE3bt34+LiQsOGDTl58mShbd955x0aNWrEhg0bAO7a7TomJoY+ffoUu75x48YMHTqUBQsWFFpXcAbJ4maUzMvLK/T4nJ2dS3zMQggh7MS8os9WFYQW91e2/wW+dVzxrWOf6kEhHJrMYiysSSYpEaLUpIuxEDY0cuRIPv30U44ePUpubi7Tp0+nU6dONGnS5K77zps3jx9//JGvvvqq0CQoXbp0ISUlhVWrVqEoCvv372fNmjU888wzRR6rYcOGpKWlFfkXFBRksW1ycjKRkZG0bNmSmJgYTp48yapVq7hw4QIffvhhsck1o1mzZlGzZk3Gjx8PwKhRo1i9ejWbNm0iPz+f7OxsPv/8c27evMnVq1fJycnh+vXrphmai6IoCtu3by80QUlB06ZNY/Xq1eWeaXnZsmXMmjXLVC35448/sn79elOXaCGEEFWI+f+jSqkglB+LhDApZ5f7UtHJLMbCiqSCUIhSkwShEDbUtWtX5s2bR79+/fD29ubEiROsXbu2VPsuXLiQM2fO0LRpU4sxCrOystBqtWzevJkPP/wQLy8vxo8fz6pVqwgPDy/yWElJSWg0miLHPLxx44ZFt91ffvmFoKAgJk2ahK+vLy4uLoSEhLBo0SJiY2NJS0srsd1arZY1a9awc+dOlixZQqdOndi4cSMLFizA39+f0NBQLly4wKRJk8jOzsbf35+IiAiio6OLPWZcXBy1a9cutkLSKDQ0lP79+3P58uUStyvO8OHDSU1NpW3btvj5+TF+/HhWrFhhMRO1EEKIKsipEhKE5ZykRIhqyZYJQpdad65LYl5UlPHHJKkgFOKu5CcZIaykqJl/AcaMGcOYMWPKfLyCYxcW1Lx5c3744YcyHfPWrVtFLv/uu+9MY+x16dKFM2fO8P777zNkyBDq1avH2bNnmTdvHh07djRNPmIuMDDQYpIPLy8vkpOTTbejoqJM1X+KonD16lXq1q3L3r17LY7z5JNPmq4nJSWZrhfXvXjPnj2Flq1Zs8Y0S3JR24wcOZKRI0cW2XZXV1fee+893nvvvULHFUIIUYVVRoJQCHGHLROENercuS4VhKKiKlRBaDqItVojRJUm77hCqEDBBF5JAgIC2LdvH4sWLWL58uVkZGTg6+tL7969WbhwoY1bWrSYmBhefvllu9y3EEIIB1AZXYzLVX0iRDVly4oqV/MEoXPx2wlRGhUag9B4DEkQCnWQBKEQopBmzZrx8ccf27sZJlFRUdx///32boYQQoiqqjImKcGGs7YK4Wgqq4JQJwlCUUHGbuoV6WIshErIGIQqdOjQIfz8/Bg2bJhpWXp6OhMnTqR+/fr4+fkRGRlJfHy8af2VK1d49NFH8fHxITg4mJUrV1occ926dYSEhODj48PAgQO5dOlSpT0eUf3NmDEDd3d3ezdDCCFEVVUpFYTyRVEIk8oag9Clpu3uR6iDTFIiRKlJglBltm7dypNPPklERITF8mXLltGgQQNOnjzJhQsX6NWrl8U4bWPHjsXDw4OUlBS2bdvG5MmTOXjwIADx8fGMHz+eTZs2kZKSQsOGDRk9enRlPiwhhBBCqJmuhu3vQ7qYCXGHLROEWrNjS4JQVJQpQVieH3lkkhKhLtLFWGU6dOhAfHw8c+fOJTEx0bT8n//8J05Od14Ojz32GHPnzkVRFC5fvszXX3/N2bNn0el0NGvWjKeeeopPPvmEiIgIli9fzrBhw2jVqhUAs2fPxtfXl/Pnz1O/fv1Kf4xCCCGEUJnK6IZoy4SIEI7G1ufDwHfhYgLUbWjb+xHVn1QQClFq8klHZXx9fXF2Lvwh2jw5CHDgwAHCwsLQaDTExcUREBCAn5+faX3Hjh05fPgwYOiy3LFjR9M6T09PgoODiY2NtdGjEEIIIYQwUynjlMkXRCFM/FobLsP62ub47Z6Cvv+Wyi1RcRWapEQqCIW6SAWhKCQ1NZVp06bx3nvvmW57e3tbbOPt7U1qamqp1heUn59vmlE3Ly8PAEVRLGbZNV4vuFxUL44eW3mdlo758ySqP4m3+tgz5savbIrWyWZjBJruA2QcwtvkPFefQjHvNM7Q/TfkQTkvqqFqdY5rNGgAJT+vXK9VDep4/68WsRYVJglCYUGv1zN8+HAeeeQRHn30UcDwZqHVWhabarVa8vPzS7W+oNmzZzNr1iyLZVu2bEGn05lu63Q6/P39uX79eqHqRlE9XL161d5NqDC9Xk9WVhY7d+40JbtF8bZs2WLvJohKJPFWH3vEfNDtywO/xnLxlG3v4/vDiaSfyLXNnTgoOc/VxzLmPpASD8QXt7lwcNXhHO+QcoEA4If9+7l8JK1M+/a5eRNXYMuW/xp+iKrG5LuMAEkQigImTJiARqNhyZIlpmUeHh6kp6dbbJeeno6Hh0ep1hf0r3/9i1dffRUwvBHVqFGD6Ohoi0RgTk4Op0+fpnbt2ri4uFjlsYmq4+rVq9StW9fezaiwnJwc3N3deeihh+R1WgJFUdiyZQvR0dFopItGtSfxVh+7xvz2aCadHhwE/m1tchdKu51w7jD3dRprk+M7IjnP1Udiri7VKt4bv4aMg3Tr2hmCIsu276l/wg2Ijo6upKEs7Eev19u7CaIKkDEIhcm8efP46aef+M9//mMxTmGbNm1ISkri2rVrpmWxsbG0adMGgPDwcI4cOWJal5mZyalTp0zrC9Jqteh0OtMfgEajKfRX3PKq+Hf48GH8/f0ZPnx4oXVffvkloaGh+Pr6MmjQINLS0kp1zPPnzzNixAj8/PyoX78+AwYM4MyZM2g0GubMmYO/v7/FX7169Rg1alSh4+Tk5DB16lQaNmyIh4cHL774Irm5uab1QUFBHDhw4K7tuXz5Mlqtlry8vELr/vrrL7RaLdnZ2Xc9jrmStgsKCuLbb78ttHzkyJGsWrUKjUbD/fffj1arJTY2ttC+f/31V5njmJOTw/Tp02nSpAk+Pj40a9aMTz755K6Px96vP0f4k+dJXX8Sb/X92SvmjNsP/d5E49/WdvfTsCOazuPs/hxXtT85z9X3JzFX11/1ibch5aFBKfu+t7vdajTaKvA4KifmQt0kQSgAWLNmDe+//z7btm0rVNkVEBBAr169mDZtGrm5uRw/fpyPPvqIUaNGATBy5Eg+/fRTjh49Sm5uLtOnT6dTp040adLEHg+l0m3dupUnn3ySiIiIQuvi4+MZP348mzZtIiUlhYYNGzJ69OhSHXfBggVERkaSnJzM2bNn8fPz44UXXgAMVZgXLlyw+BswYADh4eGFjjNjxgzi4uI4dOgQiYmJHDlyhAYNGhAYGEhgYCBnz541bTt+/Hi8vLxMf25ubrz22msWx6tXrx6RkWX89c1KFEVhx44d9O7d27SsR48ezJ071yrHT05OJjs7m/3793Pp0iXWr1/Piy++yKFDh6xyfCGEEFbm1xo6PisDyAshhCiaTFIiRKlJF2MBwMKFC8nIyCiU5Nq7dy9NmzZlxYoVjB49Gh8fH2rWrMmcOXPo1asXAF27dmXevHn069eP69ev07lzZ9auXWuPh2EXHTp0ID4+nrlz55KYmGixbvny5QwbNoxWrVoBhvEXfX19OX/+PPXr1y/xuIsWLbLodv3oo48yceLEIre9ePEi27ZtM00sY+6LL75gy5Yt+Pr6AjB//nwGDBhAUlISACEhIaZtR4wYQbdu3Uy3P/vss0LHu3HjRonttqXY2Fh8fX3x9/c3LXv++ecZPXo0x44do2XLlhU6fmhoKG+99Zbpdnh4OCEhISQmJtK+ffsKHVsIIYQQQghRySqSIDRN3CEJQqEOUkGoUq+99hrr1q0z3Y6NjeXGjRuFqtKaNm0KgL+/PzExMaSnp3P27FnGjRtncbwxY8Zw5swZMjIy2L59OwEBAZX6eOzJ19fXoku2uUOHDtGxY0fTbU9PT4KDg4mNjb3rcQtOznLgwAGaNWtW5LYffvghgwcPpl69eoXWaTQaiwlj8vLyyMrKYtOmTWzatInMzEzTuk8++YTXX3+djRs3snHjRmrXrl3sfZZkyZIltG7dmosXLwKwf/9+evTogZ+fH4GBgSxevBiAN998k9atW+Pv709YWBjbtm0r8bgxMTFERUVZLPPy8uLZZ59l3rx5Re7Ts2dPli5dSpcuXfD09KR///7cuHGDyZMn4+fnR1hYGLt37y60n16vZ+PGjaSkpPDAAw+U+TkQQgghhBBC2JkpQVieWXqlglCoi1QQCseyIBhyb9r+fpzd4KXTFT5Mamoq3t7eFsu8vb1JTU0t03ESExN5++232blzZ6F1er2eDz/8sNjk2lNPPcX06dNZuXIliqIwffp0GjdubErSFZxgZtiwYYW6FYNhQg6AWrVq0a5dO/bt21fk/b355pusWbOG3bt34+XlRUJCAlFRUXz22Wc88sgjZGdns2bNGgAuXLjA1q1badSoETt27GDChAn069ev2OchJiaGOXPmFFo+ZcoUQkND+f333y0qIo3efvttNm/eTIsWLRg0aBC9evVi9OjRpKSksHjxYiZOnEhCQoJp+19++YXu3bvj6urK+vXr8fPzK7ZNQgghhBBCiCrKmCDMr8AsvZIgFCohFYRC2JCiKGi1lqeZVqs1VfT5+fkV+vvyyy8ttr9x4waDBw/mlVdeoVOnToXu4z//+Q/BwcFFjj8I8Prrr9OlSxd69OhB586d6dy5M/Hx8ezZs4c9e/bQunVrixl4N2/ezDPPPMPIkSMZMmQI3bt3x9/fn127dgGQkZFRbHJw/vz5rF27ll27duHl5QXABx98wNChQxkyZAg6nQ43NzcGDx4MGJKJWVlZbNiwgQMHDvDnn38W+1xmZGRw7Ngxiy7QRv7+/jz99NPMnz+/yH2nTJlCq1at0Gq19O3bF4Bx4wwDzkdFRXHixAkUs18VO3bsSGZmJmvXruXxxx/n8OHDxbZLCCGEEEIIUUU51TBc6stRZFKuqkMhHJdUEArHYoWqvsrk4eFRqEIvPT0dDw8PwFBBVxK9Xs+QIUNo3749L730UpHbLF26lOeff77YYzg7OzNnzpwiK+8ADh48aLo+duxY/vjjDzQaDW5ubtSuXRtfX1/CwsLIyMgosa0Ae/bsIS0tzVRtCJCUlMSDDz5YaNu0tDQGDBiAh4cHkZGRBAUFWXSFLmjHjh1ERkZaJDPNTZ06lRYtWjBz5sxC65o3b2667u7ubnHbzc0NvV5PdnY2rq6upuXOzs7079+f6OhovvjiC9q1a1fygxdCCCGEEEJULc7uhsucrHLsLAlCoS6SIBTChsLDwzly5AhPPPEEAJmZmZw6dYo2bdqUav8JEyaQk5PDJ598UuT6uLg4/vjjDx599NESj3PmzBnuvffeItelp6fzww8/0LlzZyIiIoiIiCAhIYHFixdz+PBhrly5Qv369enevTvLli1Dp9MVez/ffvstc+fO5ZFHHmH37t24uLjQsGFDTp48WWjbd955h0aNGrFhwwaAu3a7jomJoU+fPsWub9y4MUOHDmXBggWF1mkKdAsoeNsoLy+v0ONzdnYu8TELIYQQQgghqiiXmobL3HIkCBUFmaBEqIl0MRbChkaOHMmnn37K0aNHyc3NZfr06XTq1IkmTZrcdd958+bx448/8tVXXxU7CcrSpUsZM2ZMseuNGjZsSFpaWpF/QUFBFtsmJycTGRlJy5YtiYmJ4eTJk6xatYoLFy7w4YcfFptcM5o1axY1a9Zk/PjxAIwaNYrVq1ezadMm8vPzyc7O5vPPP+fmzZtcvXqVnJwcrl+/XuwMzWDoqr19+/ZCE5QUNG3aNFavXl3umZaXLVvGrFmzTNWSP/74I+vXrzd1iRZCCCGEEEI4EFMFYWbJ2xVJkfEHhapIglAIG+ratSvz5s2jX79+eHt7c+LECdauXVuqfRcuXMiZM2do2rSpxRiFWVmGX7+uXLnChg0bGDt27F2PlZSUhEajKXLMwxs3blh02/3ll18ICgpi0qRJ+Pr64uLiQkhICIsWLSI2Npa0tLQS70ur1bJmzRp27tzJkiVL6NSpExs3bmTBggX4+/sTGhrKhQsXmDRpEtnZ2fj7+xMREUF0dHSxx4yLi6N27doEBweXeN+hoaH079+fy5cv3/U5Kcrw4cNJTU2lbdu2+Pn5MX78eFasWGExE7UQQgghhBDCQRgrCG+UbZJI4HYPY0kQCvWQLsZCWElRM/8CjBkzhjFjxpT5eAXHLizIw8ODa9eulemYt27dKnL5d999Zxpjr0uXLpw5c4b333+fIUOGUK9ePc6ePcu8efPo2LGjafIRc4GBgRaTfHh5eZGcnGy6HRUVZar+UxSFq1evUrduXfbu3WtxnCeffNJ0PSkpyXS9uO7Fe/bsKbRszZo1plmSi9pm5MiRjBw5ssi2u7q68t577/Hee+8VOq4QQgghhBDCwdRtaLj8+T148DVwKno88yIp+aCVoYaEekgFoRAqYEyCZWRkFPk3ZcoU07YBAQHs27eP2NhYoqKiaNasGU888QQBAQF8++23dml/TEzMXbsXCyGEEEIIIYSF4J53rl8+VXj9yR3wxRDISC68Ll8PGkkQCvWQCkIhRCHNmjXj448/tnczTKKiorj//vvt3QwhhBBCCCGEI3F2hXZPw+FVkHYSfFsalisKZF2GTeMMlwc/gYdmW+6r5IGuRuW3WQg7kQpCIUSVN2PGDNzd3e3dDCGEEEIIIYSj8QozXB5efWfZ/2bCwiaG5CBA8gFI+sFyv3y9dDEWqiIJQiGEEEIIIYQQQlRPxgThH7vg4jHIugI/LLHc5szPsKIfXPnTcDvrimEMwlsZldpUIexJEoRCCCGEEEIIIYSonnya37mengRrhha/7cUEw+WWf9i0SUJURZIgFEIIIYQQQgghRPVUrxG4eRiuZ9+As7/cWRfQwXLbzDTD5Z97K6dtQlQhkiAUQgghhBBCCCFE9dXxWcNl9jXL5U/+x/L2rauGS0WxfZuEqGIkQSiEEEIIIYQQQojqy7Wu4TLz0p1lI7bcWW5kHHOwbkPDpXH8QiFUwMneDRBCCCGEEEIIIYSwGbd7DJcXjxku/cMhKLLwdqYKwnzD5dObbd82IaoIqSAUQgghhBBCCCFE9WVMEF6IN1waKwQBGna+c/1mhuEyM9VwWdPL5k0ToqqQBKEQVnDo0CH8/PwYNmxYoXXr1q0jJCQEHx8fBg4cyKVLl4o4QmHnzp3j6aefxtfXF39/f/r3709ycrJp/caNG2nbti3+/v6EhIQwa9Ys8vPzCx0nOzubl156iQYNGnDPPfcwefJkcnJyTOsDAwP5+eef79qetLQ0NBoNer2+0LqkpCQ0Gg23bt0q1WMrjcDAQLZv315o+YgRI1i5ciUAPXv2RKPRcPjw4UL7JiUllfk+s7OzmTZtGsHBwXh7e9O0aVM+/vjjcrVfCCGEEEIIUUUYE4QZt79PmScIh34Oj9z+zH/sK3itLmRdBq0z6Jwrt51C2JEkCIWooK1bt/Lkk08SERFRaF18fDzjx49n06ZNpKSk0LBhQ0aPHl2q4y5YsIDIyEiSk5M5e/Ysfn5+vPDCCwAcP36cESNGsGjRIlJSUti5cycrV64sMpk1Y8YM4uLiOHToEImJiRw5coQGDRoQGBhIYGAgZ8+eNW07fvx4vLy8TH9ubm689tprFserV68ekZFFlONXAkVR2LFjB7179zYt69GjB3PnzrXK8ZOTk8nOzmb//v1cunSJ9evX8+KLL3Lo0CGrHF8IIYQQQghhB8ZZjI3qmSUIa3lDgwKzGQPk59q2TUJUMTIGoRAV1KFDB+Lj45k7dy6JiYkW65YvX86wYcNo1aoVALNnz8bX15fz589Tv379Eo+7aNEinJzunKKPPvooEydOBODw4cM0bdqUBx54AICgoCAGDhzIr7/+ytixYy2O88UXX7BlyxZ8fX0BmD9/PgMGDDBV2IWEhJi2HTFiBN26dTPd/uyzzwq168aNGyW225ZiY2NNFZVGzz//PKNHj+bYsWO0bNmyQscPDQ3lrbfeMt0ODw8nJCSExMRE2rdvX6FjCyGEEEIIIezEvUCC8J5Ay9uu9QrvE/VvW7VGiCpJKgiFqCBfX1+cnYsuPT906BAdO3Y03fb09CQ4OJjY2Ni7Htc8OQhw4MABmjVrBhi61p4/f55NmzaRn59PQkICmzZtYtCgQYWOo9FoLLoe5+XlkZWVxaZNm9i0aROZmZmmdZ988gmvv/46GzduZOPGjdSuXdt0n2WxZMkSWrduzcWLFwHYv38/PXr0wM/Pj8DAQBYvXgzAm2++SevWrfH39ycsLIxt27aVeNyYmBiioqIslnl5efHss88yb968Ivfp2bMnS5cupUuXLnh6etK/f39u3LjB5MmT8fPzIywsjN27dxfaT6/Xs3HjRlJSUkyJWCGEEEIIIYQDcve0vB3ax/K2+WzG978Cr6ZB53G2b5cQVYhUEAqHErkuklt51hvnrjiuOlf2DdtX4eOkpqbi7e1tsczb25vU1NQyHScxMZG3336bnTt3AtCgQQO2bNlC//79GTp0KHl5eXz00UcMGDCg0L5PPfUU06dPZ+XKlSiKwvTp02ncuLEpSZeenm6x/bBhwwp1KwZM4xbWqlWLdu3asW9f0c/Pm2++yZo1a9i9ezdeXl4kJCQQFRXFZ599xiOPPEJ2djZr1qwB4MKFC2zdupVGjRqxY8cOJkyYQL9+/Yp9HmJiYpgzZ06h5VOmTCE0NJTff//doiLS6O2332bz5s20aNGCQYMG0atXL0aPHk1KSgqLFy9m4sSJJCQkmLb/5Zdf6N69O66urqxfvx4/P79i2ySEEEIIIYSo4jSaO9dD+4CuQCpEq4O/fWAYd7DNkMptmxBVhFQQCmFDiqKg1VqeZlqt1lTR5+fnV+jvyy+/tNj+xo0bDB48mFdeeYVOnToB8Ndff/G3v/2Nd999l8zMTH7++Wdmz55dZAXe66+/TpcuXejRowedO3emc+fOxMfHs2fPHvbs2UPr1q1xcXExbb9582aeeeYZRo4cyZAhQ+jevTv+/v7s2rULgIyMjGKTg/Pnz2ft2rXs2rULLy/DjF8ffPABQ4cOZciQIeh0Otzc3Bg8eDBgSCZmZWWxYcMGDhw4wJ9//lnsc5mRkcGxY8csukAb+fv78/TTTzN//vwi950yZQqtWrVCq9XSt29fAMaNG4dGoyEqKooTJ06gKIpp+44dO5KZmcnatWt5/PHHC02CIoQQQgghhHBQ+YUnXQSg7eOSHBSqJhWEwqFYo6qvMnl4eBSq0EtPT8fDwzAGxoULF0rcX6/XM2TIENq3b89LL71kWr58+XJ69OjBY489BhjGQZw6dSr//ve/C1XgOTs7M2fOnCIr7wAOHjxouj527Fj++OMPNBoNbm5u1K5dG19fX8LCwsjIyLjr492zZw9paWkWsyQnJSXx4IMPFto2LS2NAQMG4OHhQWRkJEFBQUXOwmy0Y8cOIiMjLZKZ5qZOnUqLFi2YOXNmoXXNmzc3XXd3d7e47ebmhl6vJzs7G1dXV9NyZ2dn+vfvT3R0NF988QXt2rUr+cELIYQQQgghqq7uk2D/29B5vL1bIkSVJAlCIWwoPDycI0eO8MQTTwCQmZnJqVOnaNOmTan2nzBhAjk5OXzyyScWy69evYq7u7vFspo1axabxDtz5gz33ntvkevS09P54Ycf6Ny5MxEREURERJCQkMDixYs5fPgwV65coX79+nTv3p1ly5ah0+mKbe+3337L3LlzeeSRR9i9ezcuLi40bNiQkydPFtr2nXfeoVGjRmzYsAHgrt2uY2Ji6NOnT7HrGzduzNChQ1mwYEGhdRrzLgVF3DbKy8sr9PicnZ1LfMxCCCGEEEIIB3D/K3DvU+DZxN4tEaJKki7GQtjQyJEj+fTTTzl69Ci5ublMnz6dTp060aTJ3f8pzZs3jx9//JGvvvqq0CQoffv2Zd26dezZsweA06dP88Ybb5i6zxbUsGFD0tLSivwLCgqy2DY5OZnIyEhatmxJTEwMJ0+eZNWqVVy4cIEPP/yw2OSa0axZs6hZsybjxxt+mRs1ahSrV682TaiSnZ3N559/zs2bN7l69So5OTlcv37dNENzURRFYfv27YUmKClo2rRprF69utwzLS9btoxZs2aZEq0//vgj69evN3WJFkIIIYQQQjgonZMkB4UogSQIhbChrl27Mm/ePPr164e3tzcnTpxg7dq1pdp34cKFnDlzhqZNm1qMUZiVlUVUVBTvvPMOzz33HD4+PjzwwAMMGDCAWbNmFXmspKQkNBpNkWMe3rhxw6Lb7i+//EJQUBCTJk3C19cXFxcXQkJCWLRoEbGxsaSlpZXYbq1Wy5o1a9i5cydLliyhU6dObNy4kQULFuDv709oaCgXLlxg0qRJZGdn4+/vT0REBNHR0cUeMy4ujtq1axMcHFzifYeGhtK/f38uX75c4nbFGT58OKmpqbRt2xY/Pz/Gjx/PihUrLGaiFkIIIYQQQgghqhuNYj4yvxCVLC8vDycnJ3Jzc3FyutPjPScnhz/++IMmTZoUO+acKL2kpCSCgoKoW7duketfeeUVpkyZAsC5c+e49957ee211xgyZAj16tXj7NmzzJs3j/j4eA4cOFChtiiKwtWrV6lbt+5dqxGN5s2bR0pKCkuXLq3QfVubvE5LR1EUNm/ezMCBA0sdc+G4JN7qIzFXH4m5+kjM1UXirT56vR5nZ2f0er0Mr6RiMgahECoQGBhIaX8LCAgIYN++fSxatIjly5eTkZGBr68vvXv3ZuHChTZuadFiYmJ4+eWX7XLfQgghhBBCCCFEdScJQiFEIc2aNePjjz+2dzNMoqKiuP/+++3dDCGEEEIIIYQQolqSBKEQosqbMWOGvZsghBBCCCGEEEJUWzJJiRBCCCGEEEIIIYQQKiYJQiGEEEIIIYQQQgghVEwShKJKy8/Pt3cThCiW8fUps7sJIYQQQgghhHBkMgahqJKcnZ1xcnLi/Pnz+Pj44OzsLEmYakJRFPR6PTk5OQ4bU0VRyM3NJTU1FScnJ5yc5K1UCCGEEEIIIYTjkm+1okrSaDQEBQVx4cIFzpw5Y+/mCCvLysrC3d3d3s2osNq1a+Pn5+ewiU4hhBBCCCGEEAIkQSiqMCcnJxo0aEB+fj56vd7ezRFWoigKO3fu5KGHHnLoxJqTkxNarYzSIIQQQgghhBDC8UmCUIUOHTpE//796dmzJ+vWrTMtX7duHa+88grXrl2jc+fOLF++HG9vbwCuXLnCs88+y/fff0+tWrWYOXMmI0aMKNW+FaXVanFxcbHKsYT9KYpCXl4eLi4uDp0gFEIIIYQQQgghqgspf1GZrVu38uSTTxIREWGxPD4+nvHjx7Np0yZSUlJo2LAho0ePNq0fO3YsHh4epKSksG3bNiZPnszBgwdLta8QQgghhBBCCCGEqLqkglBlOnToQHx8PHPnziUxMdG0fPny5QwbNoxWrVoBMHv2bHx9fTl//jwuLi58/fXXnD17Fp1OR7NmzXjqqaf45JNPiIiIKHHf+vXr2+VxCiGEEEIIIYQQQojSkQpClfH19cXZ2bnQ8kOHDtGxY0fTbU9PT4KDg4mNjSUuLo6AgAD8/PxM6zt27Mjhw4fvuq8QQgghhBBCCCGEqNqkglAAkJqaWmjMQG9vb1JTU6lRo0ax6+62b1Hy8/NRFAXANPmITEKiHsYxCPV6vYxBqBISc3WReKuPxFx9JObqIzFXF4m3+hi/jxu/pwt1kgShAAxvBAVnZNVqtaZkXnHr7rZvUWbPns2sWbMslrm5uVX0IQghhBBCCCGEEKKc9Ho9Tk6SJlIribwAwMPDg/T0dItl6enpeHh44OrqWuy6u+1blH/961+8+uqrAOTm5uLm5satW7fkjUgl8vLyqFGjBtnZ2eh0Ons3R1QCibm6SLzVR2KuPhJz9ZGYq4vEW330ej2urq4Sb5WTjIwAIDw8nCNHjvDEE08AkJmZyalTp2jTpg2urq4kJSVx7do16tSpA0BsbCxt2rS5675FKVhtCODk5CRvRiqj0+kk5iojMVcXibf6SMzVR2KuPhJzdZF4q09R39WFekj0BQAjR47k008/5ejRo+Tm5jJ9+nQ6depEkyZNCAgIoFevXkybNo3c3FyOHz/ORx99xKhRo+66rxBCCCGEEEIIIYSo2iRBKADo2rUr8+bNo1+/fnh7e3PixAnWrl1rWr9ixQpOnz6Nj48PvXv3Zs6cOfTq1atU+5ZEo9Ewc+ZMGfxWRSTm6iMxVxeJt/pIzNVHYq4+EnN1kXirj8RcAGgUmaZGCCGEEEIIIYQQQgjVkgpCIYQQQgghhBBCCCFUTBKEQgghhBBCCCGEEEKomCQIhRBCCCGEEEIIIYRQMUkQCocmQ2gKUT3p9Xp7N0HYibyvq4/EXB1yc3Pt3QQhhBA2Iv/LqwdJEAqHc/XqVa5evYper5dZllTg4sWLHDhwgKSkJHJycuzdHFEJEhISGDlyJCkpKfJhQyUyMjJIS0sjOztb3tdVIi0tjd9++41r165JzFUgLi6O6Ohorl27Zu+miEpy8eJFfvzxR44dO0Z6erq9myMqQV5enr2bICqZfC+vfiRBKBxKQkIC9913H0OGDKFFixZ8+umnnD592t7NEjZy9OhRunfvzrRp0+jWrRuff/45IL9QVWfHjh0jKiqKoKAg6tata/qwITGvvo4ePUq3bt149tlneeCBB1ixYgWnTp2yd7OEDSUkJNC9e3fGjh1L06ZN2bFjByDneXWVkJDAI488Qu/evalTp469myMqQUJCAj179mTGjBkMGDCAJUuWcOvWLXs3S9jQiRMnmDt3Lr///ru9myIqiXwvr54kQSgcxsWLFxk0aBDjxo1jw4YNjB49mq+//pr58+dz+PBhezdPWNnvv/9O//79mTRpEt999x0TJ07kjTfekAqjaiw3N5clS5YwZcoU5syZg7u7Ozdu3CArK0tiXk2dPXuW6OhonnvuOb7++mumTp3KgQMHWLBgAYmJifZunrCB06dP07dvXyZOnMi+fft4/PHHGTVqFOnp6XKeV0NHjx7lb3/7G1OmTGHy5Mn2bo6oBH/99RcDBgzgH//4B7t37+Zf//oXq1ev5vr16/ZumrChefPmsWjRIr788ktJEqmAfC+vviRBKBzGzZs3admyJRMmTKBu3bq8/PLLPP/88+Tn57Nw4UKOHDli7yYKK8nPz2fDhg0MGTKECRMmADBhwgSaN2/O8ePHSUhI4NKlS3ZupbA2Z2dnMjMz6dy5M7m5udx///08+uijNG/enIULF3Ls2DF7N1FY2R9//EGXLl1M53l0dDSBgYF8++23LF++XL5kVEN79+7lscce47nnngNg0aJFBAcHs3PnTkCqCKuTW7du0a9fP9M5boxtfHw827dvZ//+/Zw7d87OrRTW9uOPP9K9e3fGjRsHwKhRo2jTpg3nzp3j+PHjnD9/3s4tFLbg6upK37592bZtGytWrJD/39WcfC+vviRBKByCoijcunWLPXv28P3335uW9+nThxEjRlCjRg1WrlwpSaNqQqvV0q5dO1q2bGla9vrrr7Nt2zb++c9/8thjjzFt2jSpMKpG9Ho9WVlZ6PV6MjIymDFjBo0aNWLFihW88MILHD58mHfffZczZ87Yu6nCijIzM9m9ezcnT540LevUqRODBg0iLy+PX375BZCkUXVSq1Yt/Pz8AEzjytapU8fUrVyqCKsPV1dX3n33XXbu3MmOHTvQaDQsXLiQ0aNHM3PmTCZMmMCMGTMszn/h+LRaLT/88APx8fEAzJo1i5iYGF5++WVGjBjBmDFj+Omnn+zcSmEteXl5XLp0ieDgYNatW8err77Krl27WLlypSQJqyn5Xl69Odm7AUKURK/X4+TkRH5+Ps2aNePZZ59lyZIl+Pn5ERoaCkBkZCRXrlxh4cKFnDlzBm9vbzu3WpSXMd6KotCnTx/y8/MBQxLB3d2dw4cP07p1a/73v//x4YcfcujQIZo1a2bnVouKMMZcq9Xi7u7OY489xtdff01ubi7vvvsutWvXZtKkScTExLBo0SL++usvGjZsaO9miwowP88jIyPp2bMnn376KX379sXf35/nn3+eefPmkZKSwquvvsqgQYNwc3Ozd7NFBeXl5aHT6ejZs6fp/7RWa/idukuXLty4ccNi+1u3buHq6lrp7RTWYZysYNCgQWRnZ/Pyyy/zxRdfcPDgQdatW0fz5s35+eefWbJkCSdOnCAsLMzOLRYVZTzH27ZtS8+ePenbty/dunXjm2++IT4+nqZNmxIXF8f777/P+vXr6dChA05OTvKjgIO6efMmbm5u5Ofn4+3tbeoJEBUVxc2bN1m0aBEAI0aMIDg42J5NFVYi38vVQaPIz/Kiijp+/DhvvfUWzs7Opi+NFy9eZObMmQQFBTF+/HgCAwNN2w8YMIAmTZqwZMkS+zValJsx3k5OTgQEBDB27Fh8fHzIz89Hq9WaPngqioJGo2Hs2LFkZGTw5Zdf2rvpopzMz3E/Pz/GjRtHrVq1ePnll9mwYQObNm2ic+fOpu0ffvhh6tevz3vvvWfHVouKMD/PGzRowN///nd+/fVXli9fzu7duwkLC6NPnz5MmzYNgK5du/LRRx/RqlUrO7dclNeff/5JVlYWLVu2NL1/F7Ro0SJ27drFtm3bAPjiiy/Iyspi9OjR6HS6ym6yqADzeOfl5aHVatFoNHzwwQe88cYb7Ny50yIZOHToUOrWrctHH31kx1aLijCPudGFCxdITk7m7Nmz7Nu3j8WLF5uSC6+99hrff/89u3btsmOrRUUcP36cl19+mVq1auHr68urr76Kh4eH6TM7wNdff82iRYt44IEHJElYDcj3cvWQLsaiSvrjjz+IjIwkNDQUDw8Pjh49Sps2bdBoNAwfPpyTJ0/yzjvvcOLECdM+YWFhNGjQwI6tFuVlHm9PT08SEhJo06YNsbGxpg8axkvjbxqNGzcmJCTEbm0WFVPwHD927Bj33nsvf/31F8OHD6dVq1Zs3LjRoktx06ZNTb9QCsdT8DyPi4ujZcuW+Pr6smrVKvbv38+qVatMycHs7Gxq1qyJu7u7nVsuyisjI4PIyEi6dOnCr7/+ikajMVWGm/Pw8DBVnH388cdMnDiRbt26SXLQwRSMt/FHPYAxY8bw66+/EhYWhl6vN8U7NDSUtm3b2rHVoiIKxhwMn9P8/Pzo2LEjN2/e5NChQ1y5cgUnJ0PHNXd3dwICAkxDDAjH8ttvv9GrVy969uxJu3btOHv2LDNnzkSv16PVak3n/MMPP8yLL77I3r17ef/990lKSrJvw0W5yfdydZEuxqJKiomJYdCgQUydOhUwfNh47rnn6Nq1K99++y3jxo1j9erVjBo1ikGDBnHz5k1WrVrF3r177dxyUR5Fxfvvf/87kZGR/Pe//6VHjx6mqpObN2/y5ZdfsmzZMmJiYuzZbFEBxZ3j3bp149tvv2Xy5Mls2rSJmTNn0rVrVzIyMli5ciXfffednVsuyqu4mHfp0oXNmzfTs2dPi+TRunXrSEtLo06dOvZqsqigevXq0bRpUwICAnj44YfZuHEjnTp1sqgyAUPyv0mTJqxYsYI5c+awe/duWrRoYceWi/IoKd46nQ4vLy8AU6Los88+Y82aNWzfvt2ezRYVUFzMjb0+mjRpgru7Ox999BHt27fn1KlTvPPOO8TExODi4mLv5osy0uv1LFy4kEmTJjF58mQURWHlypWsXr3adF5rNBpTtfjDDz9MdnY2K1asoGbNmnZuvSgv+V6uLpIgFFVSvXr1OHPmDBkZGdStWxeNRsP7779PzZo1iYqKMk1YsGbNGnbs2IGnpye7du2y6N4gHEdR8V66dCnu7u5ER0ebqg4++ugjfvrpJxISEti8ebPE24GVdI737duX2NhYOnTowFdffcU333yDt7c327dvp3nz5vZuuiin4mJeu3ZtoqOjOXToEGFhYVy/fp2lS5fyzjvvsH37dlNSQTie+Ph4atSowYIFC3jrrbcYPHhwkUnC3Nxcli1bxqZNm4iJiSE8PNzOLRflUdp479mzh927d/P555/z1VdfyfiDDqykmAN07tyZAQMGsGPHDtauXYuPjw9bt26ldevWdm65KA+dToeLiwu9evUyJQEHDRrErFmzOHr0qCmu5kNJDBs2jAEDBlCrVi17NVtUkHwvVxlFiCrou+++U8LDw5UDBw4oiqIo2dnZpnXPPPOM0q5dO+XatWuKoihKfn6+kp+fb5d2CusoKd5jxoxR2rZtq9y6dUs5ceKE8ttvvykXLlywV1OFlZTlHM/Ly5NzvBq423keHh6uXL9+XVEURYmJiVGOHz9ul3YK68rKylIURVFSU1OVF198UWnQoIHy888/K4qiKHq9XsnPz1dOnz6tDBo0SPntt9/s2VRhBSXFOy8vT1EURYmLi1P+85//KL///rvd2imsp6SYG6WnpytXrlwx/V8Xjuu///2v6bper1du3LihhISEKHv37i20bU5OjqIoinyGc3DyvVxdZAxCUSXdf//9dO/enejoaFJSUnBxcSE3NxeAGTNm4OTkRGJiImD4lUpmQHNsJcV72rRpODs7c+zYMcLCwmjWrBm+vr52brGoqLKc48ZB7oVju9t57urqaop5VFSUVItWEzVq1ADA29ub6dOnM3ToUAYPHsyBAwfQ6XRoNBqCgoJYtWqVzEpfDZQUb2MFYXh4OI888ghNmjSxZ1OFlZQUczB0R6xbty733HMPtWvXtmdTRQUYhwDp37+/6bZOp6NmzZo0bdqU9PR007bffPMN6enpODs7A8hnOAdlHCtWvperiyQIhd1dunTJ4p+K8R/Qu+++S2RkJB07diQpKcn0TyYwMBAnJyeysrLs0l5RMeWJt7OzM9evX7dLe0XFyTmuPuWJuU6nIzMz0y7tFRVXMOZG5mMNenh4mBIIw4cP54cffjCtk7EmHUtF4y0cT3ljLgkDx2Uec/M4F7ytKArJyckAfPjhh4waNYq0tLTKa6iwmj///JNly5YBhi7l8pldfSRBKOzq6NGjREREsHfvXtMXQ61Wa3oz2rBhA/fddx9dunThq6++Ii4ujpUrV5KcnCy/PDsgibf6SMzVR2KuPkXFvDjGBEKfPn0YO3Yst27dMs16KRyDxFt9JObqU5qY6/V6wPADj6+vL5s2bWLu3Lns3r2b0NDQymyusIKEhAS6d+/OqlWrSEhIAO5MOgPy+U0tNIq8Yws7SUpKokePHvzjH/9g8uTJhdYbZ0ADmD17Nj/99BOXL18mLy/PNBuacBwSb/WRmKuPxFx97hbzgjMWG6Wnp5Obm4uPj09lNFNYicRbfSTm6lPWmM+ePZsPPvgAd3d3Nm7cyL333luZzRVWkJCQwIABA3juuec4fvw4jRs35rXXXityW/n8Vr1JglDYzddff82uXbt49913yc/PZ+fOnWRmZtK2bVuCg4MByMnJwcXFBYDLly+buih4eHjYrd2ifCTe6iMxVx+JufqUJubFJRCE45F4q4/EXH3KGvOFCxcydepUjh07JuMHO6D4+Hiio6OZOnUqEyZM4KeffmLq1KmsWrWKwMBA03bmMZfPb9WXk70bINTr6tWrpjeW8PBwGjRoQEJCAuHh4bRo0YJ///vfuLi4mCpOPDw8ZAwTBybxVh+JufpIzNWnNDGXxEH1IfFWH4m5+pQ25saE0T//+U+efPJJ/P397dxyUVaXLl1i3LhxTJkyhQkTJqAoCgEBAbi6upKUlERgYKApzlqtFkVR0Gg08vmtGpN3c2E37u7unDlzhs8//5zIyEhiYmKIi4tj6NChJCYm8u677wKYuqPJm5Bjk3irj8RcfSTm6lPamIvqQeKtPhJz9SltzI0JI0CSgw7K2dmZ9957j4kTJ5qWNWrUiPvuu49Zs2aRlZVl8QOA8XObfH6rviRBKCpNSkoKCQkJxMbGAvDYY4/RsGFDVq1aRbdu3QDw9PRkyJAhtG/fXma7c3ASb/WRmKuPxFx9JObqIvFWH4m5+lQk5pIockwpKSkcOXKEs2fPmsaMNE46A/D444/j6enJuXPnAEwTzYnqTxKEolLEx8fz4IMPMnHiRJ566ilmzZoFwMCBA7l48SJbt241bevq6kpUVBR//vkn169ft1eTRQVIvNVHYq4+EnP1kZiri8RbfSTm6iMxVx9jzF944QWGDx/O3LlzAXBycjIlfJs0aUJWVhZvvfUWgAwjoCISaWFzSUlJDBw4kJdeeon//Oc/vPrqq3zzzTccOXKE7t27M27cOK5cucKiRYtM+xw+fJh69erh7Oxsx5aL8pB4q4/EXH0k5uojMVcXibf6SMzVR2KuPgVj/sorr/DVV19x8OBB0zbGasHXX3+ds2fPmqoIhTrIJCXC5n799VcGDx7MiBEjALj//vtZsmQJiYmJhIeHM3z4cDw9Pfnqq69o37497du357///S/btm3D1dXVzq0XZSXxVh+JufpIzNVHYq4uEm/1kZirj8RcfYqLeVJSEhEREcCdasH69etz4sQJDh48SEBAgN3aLCqXVBAKm7t69SohISEAKIqCj48PERERJCQkAFCvXj0GDx7MmjVrmDBhAoMGDWLfvn20bdvWjq0W5SXxVh+JufpIzNVHYq4uEm/1kZirj8RcfYqLeXx8PGA5DqGfnx8zZswgLCzMLm0V9iEVhMLmhg0bhru7O2AoWdbpdLi7u5OUlGRaZvyl4v/+7//s1UxhJRJv9ZGYq4/EXH0k5uoi8VYfibn6SMzV524x1+l0FtsbKw2FekgFobApRVGoWbMmGo0GRVFM/2TCwsK4efMmYChjfuedd3jjjTfs2VRhBRJv9ZGYq4/EXH0k5uoi8VYfibn6SMzVpzQx12g0EnOVkwShsCnjG5DxunFmpHr16nHhwgUA3n//fd544w0eeughu7VTWIfEW30k5uojMVcfibm6SLzVR2KuPhJz9ZGYi9KQBKGwqby8PDQaDenp6fz555+m5W5ubnh5efHZZ58xf/58tm/fTvv27e3YUmENEm/1kZirj8RcfSTm6iLxVh+JufpIzNVHYi5KRRHCRvR6vaIoipKUlKSEhIQoO3fuNK07cuSIotFolODgYCU2NtZOLRTWJPFWH4m5+kjM1Udiri4Sb/WRmKuPxFx9JOaitKSCUNhEbm4uOp2O5ORk+vTpw9NPP82DDz5oWt+oUSO6dOnCN998IzNhVQMSb/WRmKuPxFx9JObqIvFWH4m5+kjM1UdiLspCoyi3O6ILUQ4nT55kzZo1uLq60qxZM/72t7+Z1v3+++8MGDCAkSNH8vLLLwOG2ZLAMOhtXl5eoZmSRNUm8VYfibn6SMzVR2KuLhJv9ZGYq4/EXH0k5sIa/h8v5Nfiu+Q11gAAAABJRU5ErkJggg==",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=1288.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(14,4))\n",
     "plt.plot(X1026_raw.Date_Time, X1026_raw['HV kcal/Nm3'], label='10-26 열량 kcal/Nm3')\n",
@@ -7763,48 +5151,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": null,
    "id": "7171ce7d",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b0696362b0>"
-      ]
-     },
-     "execution_count": 112,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f90db3c755b84745a88389b70df8174b",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=1288.0/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(14,4))\n",
     "plt.plot(X1103_raw.Date_Time, X1103_raw['HV kcal/Nm3'], label='11-03 열량 kcal/Nm3')\n",
@@ -7829,7 +5181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": null,
    "id": "7439ef2c",
    "metadata": {},
    "outputs": [],
@@ -7847,28 +5199,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": null,
    "id": "b97ef702",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.04000000000000001\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "1620.7064102104578"
-      ]
-     },
-     "execution_count": 114,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def LDG_Heating_Value (X_dict, XH2O=None, debug=False):\n",
     "    '''\n",
@@ -7900,24 +5234,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": null,
    "id": "962f2c0b",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(-0.3, 0.0)"
-      ]
-     },
-     "execution_count": 115,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
     "plt.ylim(-0.3, 0)"
    ]
@@ -7952,24 +5276,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": null,
    "id": "10ce314e",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.0, 243684.0)"
-      ]
-     },
-     "execution_count": 116,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
     "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], 'x', markevery=3e-2)\n",
     "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
@@ -7992,22 +5306,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": null,
    "id": "7d39e42b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.0, 1.61822193045)"
-      ]
-     },
-     "execution_count": 117,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "# plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
     "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '-', markevery=3e-2)\n",
     "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
@@ -8030,24 +5334,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": null,
    "id": "c92c7cea",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1b075335a00>]"
-      ]
-     },
-     "execution_count": 118,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
     "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"])"
    ]
@@ -8062,13 +5356,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": null,
    "id": "c319e806",
    "metadata": {
     "scrolled": false
    },
    "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
     "plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '--', markevery=3e-2)\n",
     "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
@@ -8077,7 +5372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": null,
    "id": "cbee74f6",
    "metadata": {},
    "outputs": [],
@@ -8087,7 +5382,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": null,
    "id": "07e1c9d1",
    "metadata": {},
    "outputs": [],
@@ -8108,7 +5403,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": null,
    "id": "0e0c8ce9",
    "metadata": {},
    "outputs": [],
@@ -8118,7 +5413,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": null,
    "id": "f1c685b2",
    "metadata": {},
    "outputs": [],
@@ -8160,11 +5455,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": null,
    "id": "9b09ca50",
    "metadata": {},
    "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(time_boiler_0922_mass_anlzr, LDG_XH2O)\n",
     "plt.plot(time_boiler_0922_mass_anlzr, ATM_XH2O)\n",
     "plt.ylim(ymin=0, ymax=0.05)\n",
@@ -8181,46 +5477,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": null,
    "id": "93f100db",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b075701cd0>"
-      ]
-     },
-     "execution_count": 125,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "403bbd9ae35e48a59b3f24c7cf370ccb",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AABfZ0lEQVR4nO2deXiU5dX/P89sSSb7nhDCErawyCKbgqCiUkXFKi64oIhVqtZq7a9vi61oQ6tvba3WulRetEKrSN1XrFo3KioIgQBhCUvYsu+Tmcx+//54ZiaTZJJMwiSZhPtzXXNN5llmzkye+c45933OuRUhhEAikUgkHaLpawMkEomkPyDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQyoKipqWHRokWkpaWRk5PD2rVrQ/K8upA8i0QikYQJy5cvJykpidLSUoqKipg9ezbjxo1j+vTpp/S8ihBChMhGiUQi6VOqqqrIyMjgxIkTZGRkAHDffffR1NTE888/f0rPLcNwiUQyYNixYwdZWVk+oQSYMWMG27dvP+XnDvsw3Ol0YrVa0el0aDRS2yWS0w23243dbiciIgKdTpUsRVEC6kFFRQWpqakttqWmplJRUXHKdoS9WFqtVmJjY/vaDIlEEkY89NBDPPzww222CyHaiKhGo8Htdp/ya4a9WHp/SUwmEwaDoY+tkUgkvY3dbic2NpbGxkYiIyMB1bMMRFJSErW1tS221dbWkpSUdMp2hL1Yen8lDAaDFEuJ5DRGr9ej1Wo7PGbixIkUFxfT0NBAXFwcAPn5+UycOPGUX18OAkokkgFDVlYW8+bNY8WKFTgcDgoLC1m9ejW33nrrKT+3FEuJRDKgeOmllzh8+DBpaWnMnz+fVatWMW/evFN+3rDPs/TOgtlsNhmGSySnIeGiAdKzlEgkkiCQYimRSCRBMGDFssZsJ9AIQ73FgcXuDLhPIpFI2iPsU4e6ghCCf31/nK3Ftby+7QQAM4YnEW3QYozQUdFgZWtxcw6W0aAlLlJPenwkOSnRREdoGZUWy7XTsokydJyiIJFITi8GlFgqisKfPj5Apcnm27blSE27x1vsLix2F2UNVnYer/Ntb7Q5ufv8kT1pqkQi6WcMKLEE+Mn5I9FoFEanxVBrsTM8JQaL3YnF7iI+Ss+QZCN2pxunSyAQKCiUNViptdg5Umkm7/1C3tlxUoqlRCJpwYATy1tmDevyORnxagnVeaMFf/vyEAfKGzHbnERHDLiPRyKRdJMBO8HTHRRFITvJCEBpfVMfWyORSMIJKZatyPR4mSV11j62RCKRhBNSLFsxKCEKkJ6lRCJpiRTLVkjPUiKRBELOYLQiKVqtPa2z2PvYEkmoqDXbOVxl5kiVGbcQTM5OwOUWGA1aogxaog06rA4XRRWNDE+JJj0u0neu1eEiQqdpt3+i5PRBimUrEowesWxy9LElklPB6nDx4a5SPiksZ+PusqDP0ygwIjWGBquD8gY1X3dcZhwj0mKoMtnIToqi1uLA6nARpddiNGiJjdQzcXA8l08aRKReFjMMVKRYtiIhSg9AnUWKZV9SYbISodMS7/l/BIPbLfh0bzkfF5bz2b4KasxqdBAToePMoYnERerYfbKe47VNuNxquWtStAGdRkGv1RCh01BjsVNU0djieQtLGygsbQDgm8Ptv/7hKjO/vDi3i+9U0l+QYtmKBKNHLKVn2SfUWez8/etinvviEHaXm9hIHVkJUYzLjOPeC0cxNDm6xfFCCDYfqmbdN8V8XFiOf8n/+WNS+cH4DH4wPoPE6LatvVxugVajtNl2uLIRm9NN/vE6shIi2XG8ntK6JnJSY4iJ1GGyOpg6JBFFUbDYnZTUWXngrV28se0Ev5g/Bo1GhuwDESmWrUiIUr9U9XLMslexOlz8z+sF/GdvOWa7y7fdYnexr8zEvjITG3eXcds5w7l9bg5ut+D9ghLWfnOUg36eYHZSFLfPyWFebhqDE40dvmZrofRuG5WuLpA3ISsegHm56Z3av+a/hzlcaabKbCMtNrLT4yX9DymWrYiN1KEoUC89y17lqf8U8e7OEgB+MD6dW2YN4+ycZFxuwfHaJl787xH+8e1Rnv78IE9/frDFuWPSY/nB+HRyUmO4YvKgPpmMyUqI4nClmZI6qxTLAYoUy1ZoNArxUXrqmxy43UKGVL1ARYOV5786jEGn4Z27ZzM2M863T6dVGJ4SzaofTuCms4by5KcH+GJ/JRF6DWcNT2bp7GHMHJ7U57PVWd783LomJmcn9Kktkp5BimUA4iL11FkcmO1OYiODn2CQdI+PC8txuQXXTB3cQihbMyYjludumtqLlgVPZrwqlifrZDHDQCVgUvq2bdvIyMhg8eLFvm1NTU389Kc/Zfjw4WRmZjJ79my++OIL3/6amhoWLVpEWloaOTk5rF27tsVzvvrqq4wcOZK0tDQWLlxIZWVlz7yjEBDjaaDRaHP2sSWnBx8XlgMwf3znY4PhireYobxBFjMMVNqI5QcffMBNN93E9OnTW2zPy8tj69atbNmyhdLSUm6//XYuv/xyqqurAVi+fDlJSUmUlpby4Ycfcv/997N161YACgoKuPPOO3n77bcpLS0lOzubZcuW9cLb6x4xkR6xtEqx7GlMVgffHKrCaNAya0RKX5vTbRJ9xQxyrHug0kYsp02bRkFBAVOntgx3tm7dyvXXX09qaioAS5cuRavVsm/fPqqqqnjrrbdYtWoVWq2W3NxclixZwpo1awB44YUXWLx4MRMmTECr1ZKXl8fGjRspKSnphbfYdeI8YtkgxbLH2XyoGodLMGdUSr9O6Pbmg8qJwYFLG7FMT09Hr287TnfVVVexdu1ajh49itPp5JlnniEpKYnJkyezY8cOsrKyyMjI8B0/Y8YMtm/fDqhh/YwZM3z7kpOTycnJIT8/vyfe0ykjw/De46sD6nDM3NGpfWzJqeEVS5mfO3AJeoLnrrvuoqKigmHDhmEwGMjOzubTTz8lOjqaiooKn8fpJTU1lYqKCoBO97fG7Xb7FhRzuVwBj+lJZBjee2wqqgJg7qj+LZbeYoYGKZYDlqC7Dj333HO8/fbbHDhwAJPJxF133cWCBQswmUwIIdBoWj6VRqPB7XYDdLq/NXl5eeh0OnQ6HUZjx4nFPUFMhHrhN9rkhd+TFFeZOVZjYXhKtK/pcn8lXpbJDniCFstHH32Uxx57jFGjRmEwGLj//vuJj4/n9ddfJykpidra2hbH19bWkpSUBNDp/tasXLkSp9OJ0+nEYrF09T2dMrEez9IkPcse5asiTwg+qv9O7HiJ1GuJ0GnkmGWYYzab+eEPf4iiKFitXctcCDoMr6+vb+PlRUdHU1dXx/z58ykuLqahoYG4ODVPLj8/n4kTJwIwadIkdu7cyY033ugzuKioyLe/Nf5eqFbbjUF/px0K34bIBNBHgkYHbifsfU+9mUoheyYMnwtuF0SnQlouGFMgfbxvzFKKZc/y1QE1BJ/Tz0NwL/FReipMNmxOFxG6/jtZNVBxOp1MnjyZiy66qFvnBy2Wl1xyCStXrmTDhg2kpKSwfv16Nm/ezF/+8heysrKYN28eK1as4Mknn6SoqIjVq1ezYcMGQJ05X7hwIUuWLCE3N5cHHniAmTNnMmLEiG4Z3S4OK/z3Cdj9BlQXdXzs8e/UW2siExgy9WlAg1lO8PQYdqebbw5VodcqnD0iua/NCQkJRlUs65scpMVKsQw3tFotX375JXa7neeee67L5wctls899xy//OUvOfPMM7Hb7WRnZ/Paa69xxhlnAPDSSy+xbNky0tLSiI6OZtWqVcybNw+AWbNm8cgjj/jGOM866yzWr1/fZWM7fzcRkP8PaDipPlY0MGIeWOtBHwWjL4b0CVCwASzVkDYWImKh/iQ01UJVEZTvYszRl4ElWBy9P7l0uvDZvgrMdhdn5SQNmFU0veOWDU0OWR8ehiiKwqBBgyguLu7e+UL4N7UKP+x2OxEREdhsNgyGtm222rD/I4hNh8zJINyg6cIvvLUB/jgSFzDavIaFU4bwxHWTu2m5pD0qGqwseGoTVY12nrnhTC6dmNnXJoWEH639nk/3lvPGnWczdWjg8XhJ1/FqgMVi8WmAoihtJo2Dpbi4mOHDh9PU1ERkZPA/agNvDZ4xF8OgKaAoXRNKgMg4SBmF1mUjjTosdhmG9wTPf3WYqkY7C87IYMEZGZ2f0E+QM+I9i9Fo9GXJ5OXlBTwmIyOjzc07HHiqDIz4J5TED4by3QxSqrDYZRgeahwuN29sP4GiwK8vHdfn3YJCiazi6Vlae5aBKCsLfgmRrjLwPMtTJX4wAFlKFU1SLEPO98W11FkcTB+W5GtrNlDwddmXnmWPoNVqfbfuhuCnghTL1vjEslp6lj3A9mNqvu2ckb2YWykEmMrg6GZ1Mq+HkJ7lwEaG4a2JUcfQUpR6muRseMgpOFEHwMSebpArBFQdgF2vwdY1araDl7jBkDpa/XvQFEjKUbMiTOWQPh6GnA3OJtAaoGKv+gNq9JuwcbvB7QCNp4eCooCiSLEc4EixbE1UIgAJSqOc4OkBdp2oB+AMz/o27VK+R81miEqCuEGqIAVDVRFsXwdFn0Dl3ubtySNBb4SyAmg4od4ADn3W9jm8RQxeIuJVG5pq1PvqQ2BrAEWr2hURByMvIDnnZ4BswBLuDBs2jO4kAUmxbI3Hg0hQzDIMDzGVJhsl9VYGJ0aRFGC1RUAtLPj2Gfjsd6pYAiQOh9xLYdY9EBtg9txpg12vw/a1LQsNkkbAqPkw+QbI9FSLud1wYgtUH1QruRxWVfia6sBlh7qjULKj5fPb6qFSFXka1UbFRMSp3itC9Vp3vcbYRhuwWDZgGaBIsWxNlCqWyUqjnOAJMbtPqoIzcXAAr9Lths9/B3vfh6r96jZthOrJ1R6Bb56GnevhwodhyhLVo7M2wLa/w7fPqcIHoIuCmXfA2Csg68y2HqlGA0POUm/t4bQDAhorICpBFWBLLUQnQ3SaGoJnTm5+7oZS+Mskko79Gz1XY5YRyYBEimVr/MJwp1tgd7ox6OQ8WCjYWlwDEHhBrx0vw6bH1b8ThsLCpyDnPPVxVRH857dqXf+798Dnj6rVWeZKcNnUY7KmQdZUmPcbNV/2VNB5vN6EbPV+5IUdHx+XCWlj0ZTuIEOpxmTtncmr3SfrOVBu4oLcdOKNcq2onkaKZWuiEgBIQF2LusnukmIZIrYcUcVy5vBWteB2M3yyUv179r0w9xfqhIuXlFFwzTrY9x78Z1Vz3b82AsZfpZ4zaHLPv4GOiB8MpTvIUqqp6uExy6pGGw++vZuNu9WcwmHJRt65+xwpmD2MFMvWaLQQGU+s1YSCG4vDSTzyIgwFh6vMAG1XcCz6RJ08GTUfLgpcmYFGA+OugLEL1dp/pw3is5u9wL4mXvVCB1HF0R4Wy/v/tZOvDlQSpdeSER/JkSozD76zm78snjygkvzDDekyBSIyAS1uorHKSZ4Q4XC5qTHbSY42tPXU932g3o+/qvMnUhTVi0seET5CCb783CHa6h6d4Nl8qIqvDlQyKD6SL39xHq/ecRZJ0Qbe3VnCZ/sCrzwgCQ1SLAPhGfOKoUlO8oSIqkZ1bDE1NqLlDrcLDn4KKKpn2V/xzNJnaBtotDtxu0Pfn+bLA5X85BV13ap7LhhFWlwk6XGR/OqSXABe+/5EyF9T0owUy0BEqGIZqzRJzzJEVDS0I5Ynt6kh+ODp6mxzf8UzMZistSAEIW/vV2GycvfL26kx25kzKoWrpw727bv0jEyMBi3/2VdOjdke0tcNFiEEDlfgZWIGCnLMMhBescQiE9NDRIVJFcs2fR6LPlbv+7NXCT6xTFTUcVmzzenruB8KXvv+BI02J1dOyeLP105qMTYZHaHj0jMyeW3bCdZvOcbd548M2eu2prrRxj++PUpyTAR6jUJpvZXyBiv/PViF1eHm+hnZFJU3EqHXYLa5+OGUQVyQm06Uof83Q5ZiGYjIZs9ShuGhodLUjmd54N/q/eiBIZYJippFYbI6ST/FDCZ/Nu5W80hvmTUs4CTOsnOG89q2E7y0uZgfzRne4bIWQghqLQ4SjfqgJ4S+OVTNs18c9K3G2R5//exgi8ef7lWT+KMNWmbmJJMWG0FxtZnM+ChumDmE6cP6T99PKZaB8KStqJ6lFMtQEHDMsqFULT+MyYCMwOsx9Rs8YhkrVLEMZcljjdnOnpIGUmIMTAqU0I+aYTBnVAqbiqp4O/8k100fwr6yBk7WNmFzupk5PIniagtv5Z9g464yqs12RqfHsOTsYVx2RiaJ7VRU1Vns3LM+3yeSBq2GnNRoZg5PwuZ0k51kJDvJyOj0GCoabOw8XkdhaQNJ0QaO1VhosrvYU9KA2e5qMwE1e2SKFMt+j2/M0iKXlggRXrFMifH7Uh78VL0fdWHwtd/hSkQcKBpi3KpYhnL9pvxjtQih5qd25AneMTeHTUVV/Pa9Qn73/l5MHdiQaNRzoLyRB9/ezR827mPtshlMHZrY4pgKk5Vr//YNxdUW4iJ1/OqSsSyamtWu15qbAXNHt118zuUWnKi1UFTeSF2Tg2TPNZCbEdvm2HBGimUgPJ6lOhsuxyxDQcAwvMgTgo/6QR9YFGI0GoiMJ6qpDgV3SFcGPVHbBEBOanSHx50zMoVbZw9j3TdHcbkFOo26GJzV4WKnp4HJpWdkcvucHMZmxrL5UDX//PYoG3eXseSF77h2WjaDE6Mob7ByoLyRfWUNlDfYODsnmb8tmerrqtRVtBqFocnRDE3u2P5wR4plICL9PEsZhocEXxge4xFLpx0OfaF2+PGWNfZ3ohLRNNUSiyWkYfjJOlUsB3XSLFlRFB66fDzL547g+6M1ZCVEMWWI6i3WWxwoGoiLbBa82SNTmDUimbz3C/n718W8tLm4zXPOHpnM6iXTBsyicqeC/AQCYfB6llbKpViGhKpGNaUlxSuWBz8BuwmGzTn1Wu5wwTfJY6bRGrqell6xDLazfEZ8JJdNHNRiW3ulkIqisPKycVw0Lp3dJ+vZfbKBrMQoZo9IISXWwJj0WFkV5EGKZSAMRgCisEnPMkRUmmzoNJ4GuU118O9fqzumLu1Ls0KLVyxpxBzC6+ZkbXCeZXdRFIVZI1KYNaIXu9f3Q2RSeiD0qlgaFSmW3eX1bSe44pmv2Xa0BqvDRaPNSUpMBBqNApufUtuuDZ8L437Y16aGDr/0oVCOWZZ00bOU9AxSLANhiAHAiBWrnA3vMmabk//32k52Hq/j8Y8P+CZ3UmINannj9nXqgZc9CdoBFNz4PEszjbbQhOE2p4sKk43kaMOASOzuz0ixDIQnDDdikxU83eCbQ9W+vzcfquZgpZpOkxITASe+V/tQDp6hNsMYSHjEMl5pxGwLzY9sWb0V6LkQXBI8UiwDIcPwU+KrosoWjz8tVKs4UmIi4Pi36sYR83rbrJ7Hb8wyVGG4d7xShuB9jxTLQHjC8ChscoXHbvDlAVUsr58xBIBP/MXSu77NoCl9YVrP4j8bHqIwvNTjWWYmRHZypKSnkWIZCE8YLvtZdp2j1WaOVlsYlmzkh5PV9BVvE42sxCgoUVuM9Xln854gorm1X6jyLMsaVLHMiJNi2dcEFMtt27aRkZHB4sWLfdvGjx9PRkZGi5vBYOCLL74AoKamhkWLFpGWlkZOTg5r165t8ZyvvvoqI0eOJC0tjYULF1JZ2TJUCys8YXiUYpONNLqIt4Z47uhUJg5OQKtpztGbnq5RZ8FjMgKv0tjf8VZ+KZaQjVmWe8QyXYpln9NGLD/44ANuuukmpk+f3mL7nj17KCsr8932799PTEwMublq49Hly5eTlJREaWkpH374Iffffz9bt24FoKCggDvvvJO3336b0tJSsrOzWbZsWS+8vW6i0SJ0UXKCpxvsKVHL6qYOTSTKoCUnpbnEbZT7kPrHQAzBwa8BS1PIxiylWIYPbcRy2rRpFBQUMHXq1A5PfPHFF7n44ovJyMigqqqKt956i1WrVqHVasnNzWXJkiWsWbMGgBdeeIHFixczYcIEtFoteXl5bNy4kZKSkp55VyFAMRgxKjaa7KGrxDgd2FdmAiA3Qw1JZwxXu8pEG7RovWt6Z3V8bfVbPGIZp7GGbMyyzNM0OSM+gFjWFqvrFzmaQvJaA52TJ09y8803k56eTmZmJpdeeinHjh0L+vw2Ypmeno5e33HBvBCCZ555hrvvvhuAHTt2kJWVRUZGc2g1Y8YMtm/fDqhh/YwZM3z7kpOTycnJIT8/P2hDex296hFpnFZcPbBEwEBECMGBMhN6reJr+vCLH4zhh5MHsXbZDCjepB447Jw+tLIHiVTbp8UqTVgdbpwh6BxeXu/1LP0akDTVwrs/hafOhJevhjUXgs10yq810HnssceYO3cux44d48SJE2RkZHDfffcFfX63MoI//PBDYmNjmT17NgAVFRWkprZszZSamkpFRUVQ+1vjdrsRQhUol6uPxgwN6pfd6JkRD2XX655ACEH+8TqO11i4YGw6MRE6GqwOKhqs6LUaGpqc2F0uTtZZOVplRqtVuGhsOlqNgtXhRqMBnUaDyy04XNlIWlwEYzPjiNRp1aqbIKhstGG2u8hJjUavVX+HE4wGnlzsCbsr96n3WWf2xEfQ93g9S0X19Mw2F/HG7s+hutyCykYbsZE6jAa/6++N29Xaeo0eYtKgfDd89CtY+HT/b3XXgzz++OPodM2f46JFi7jnnnuCPr9bCvD000/zk5/8xPdYCIFG0/Ki0Gg0uN3uoPa3Ji8vj9/+9rfdMS10eBPTFSsWe2iXCOiI+iYHj320j72lDcRE6qk126kwWZkzKpUhSUbqmxzsK2ugpM5KVaNab+1yC8x2l88D1moUEo0GX6ef9njso/2d2pMWG8ELt0znjHaazvpTUqd6QQFzAl0ONRndmAy6iLb7BwK6CNAaiHZbADDZHKe0lnd1ow2XW7ScCT/0mSqUcVlw87vqCpd/Owfy/wnjrlR7g0oC4i+UAN99951vziWo87v6gkVFRWzdupU333zTty0pKYna2toWx9XW1pKUlBTU/tasXLmSBx98EAC73Y7RaOyqmaeOvrmKp7dmxI9UmVm8+hvKG9qK3OvbOl65T69VyEmLITpCx56SeqoabUToNERH6HC43MRG6MhKjMIt4ECZCZPNSXZSFE12NwlGPUnRBuotDmotdipMqjcjhJr288s3Cvjw3jmd2t9hDXOjJ4qIzez8g+jPRMRitFSj4D7l9KGy1pM7Ba/Bez9V/573IKR41tq5aJW6fftLA1osXS6XL9JUFKWNA9YV9u3bxxNPPMEnn3wS9DldFsunn36apUuXEhXV/IWYOHEixcXFNDQ0EBenDuzn5+czcaK6VMCkSZPYuXMnN954IwBms5mioiLf/tb4fwhabR/Vw/rVh/dGrmVxlZnrV39LeYONM7LiuX7GEDITIkmPjaTR5mTn8TqqzXaGJRsZkxGLTqNha3ENCycPQqMoJPktCyCEwGJ3EanXtkjd6Sout2DuY59TWNrAiVoLgxM7/tEq6ajvYmOZeh+T3m17+gURsWCpJhrrKXdL9/5opsdFqpM579wNLhtMvA4mXtt84IRFahen/RvBVA6xA/Mz9neaHnroIR5++OE2x/jPm3j5y1/+wnXXXed73NjYyNVXX81vfvMbZs6cGfTrd0ksGxsb+cc//uFLCfKSlZXFvHnzWLFiBU8++SRFRUWsXr2aDRs2ALB06VIWLlzIkiVLyM3N5YEHHmDmzJmMGBHGtcGG3it5bLK7WPr3LZQ1WLn0jEz+sngyOm3LX03vrLI/7YXGiqKEpFmrVqMwd3QK67cc55tD1VwzrWOx7LBJrckjlgMxv9Ifvy77p5o+5EtIj49Qw2yXDWb+GC75Q6vXjIEzroZtf4fvX4DzHzil1+0QtxtKtkN0qjrsUH8CrHVwcrs6Kz9zudrQuXQHOKwweFrI/ucWiwWDQXUK2uuxWVZW1uFzOJ1OrrnmGqZOncr//M//dOn1u/SNWrduHWeffXZAkXvppZdYtmwZaWlpREdHs2rVKubNU+t/Z82axSOPPMKCBQswmUycddZZrF+/vkuG9jq+MNzao2G4EIIf/3MbxdUWZg5P4skAQtmXnDkkkfVbjrP7ZD3XTMvu8NiOw3C15HHge5aeKh7l1Kt4mmfCI2HbO+rGM28JfPDZd8O2l2DLaph9r2+CMmRY66HgX5D/Dyjd2f5x//1zy8daA6SNU+8Th6nCWrJDtW/+72DsZUGboNVqTznSvOuuu7Db7b60xq7QrlgGcnHvuusu7rrrroDHZ2ZmsnHjxnZf6I477uCOO+7osoF9hl99eE8mpu8rM/HlgUoSjHr+dM0k3yxyuDA2U/3y7y3tPDWlwwke35jl6eFZxtJE4yl6lt6E9CG6Oqg6APHZkDY28MEpoyD3Utj3Pmz/B5z1Yzi5DeqOg9OqNi5x2uDIV1D4tppqNPxcmLas47Dd7VIF8Nu/gcVvGdzE4eq+hGx10k7RQN0xMFdB/TGIToOmGnA7VS8T4MSW5vPNqPt7kUceeYTNmzfz9ddfd5oeGYjwzofpS/zC8J5spvF2/kkAlpw1lOykPpjI6oRR6TFoNQp7yxoQQnS4xEBJXROKAunxAWa7fZ5lWg9ZGib4Sh5P3bP0huFDrZ6Uq6GzO04Nmn2vKpb/fgD+vQJEJ3mex76BL/+gPu81L0FMq5UZ7RZ44zbY/6H6eOzlMOl6GHI2GDtYwtZuViMzRVHXWqrcq4brLru6ZEvWmaDR+nKZe4s//vGPuN1uxowZ02L74cOHg5pElmLZHn5heE+NWVodLjZ8fxxFgWumdhzi9hUROi1DkowcqTJTa3G0mEjyx+pwUW22kxobEXipVK9nOeDD8OY15085DPeIZbLT89klDu34hOwZcMFD8NWfwOERrNE/UEPo4q/VMc9BU2DGHZAyRg2pd78JR/8Lz82CcQvVxPq6Y1BzWPUS645C3GBY9H8wdFZwhvsPAegMkDlJvfUxrTNyuooUy/bwS0rvKbF8c/tJ6iwOLshNY0hy+HmVXtLjIjhSZaas3tquWDY0qeV9ScbA+0/HMctTvW7KG2xoFIixez67uKzOT5pzP8y4HUoL1M/am15kqVE9vSi/tcEHT4WL8uCNH6nLEm8NMI6XOQmu3wBxAzzlKwikWLaHVywVW48sLWF1uPjrZ0UA3DZneMifP5R4k6LLG6yMGxR4JUaTx4uKiWznkvKKZXRq4P0DBb8xy1NJHbI6XNQ3OUiPi0DT4OmhEB+EWHptGDa75bb2wubIOLhhAxz5EmqOQPVBdSJmyFlqhVDKaHVNdIkUy3bxC8OrekAs124uprTeypxR4b+qXrqniYN3DC0Q3jSZ2EBiKYQahuuifGIyYPHraVlzCp5lmf9MeIM6rk3c4FM2LyCKoq7dPlDWb+8h5E9Ge/iF4TbnqTdE8Kfe4uCZzw8C8MuLgy+36iu8nqX3CxwI78yvryz07bvg0WzY+z7YGtQZ2Zi0gV+77DfB09Usilqznf8WVSGEaNmard4jlsF6lpIeQXqW7eERy6geCMOf/eIgDVYnV0wexISszmuu+5rUWHV2u9rcfq25yaqOWcZG6qGhFHa8rO7Y9DikemYfB/p4JbRISu/KmGWjzcncP36Oyerkqeun+BrJZMbq4UgpRMQPfK88zJGeZXt40hqisWJzhM6zPFnXxN83F6PXKvz8ojGdnxAGJHombWot7fdo9I5Zxkbq4OCnzTtKtjcnMQ/0tCFoHrNUujZm+eqWY76hjG8OVXPCs1DZiKhGEC7pVYYB0rNsD788S6szdJ7lE58cwO50c+vsYWE9A+5PgqdzTp3F3u4xJv8wvOhjdaMuCpxNsPdd9bH0LNtl29HmtJb8Y7XYPNHMGGODujFuUOhslHQL6Vm2hzcMxxYyz7Kq0cab208QE6HjnnmjQvKcvYHXs6wxt+9Zescs4wwCDn+h1gef90t1Z6GnVO+08CzVCZ5YxYK5C2OWBysaW/y9v1ytmBqmr1M3BpM2JOlRpFi2h18YHirP8rN9FbgFXDwho918xXDEK5Yde5aqkA617FYndIacDSMvanlQ+vgeszFs8Pcsg1y0zOlyU1xtJiZCx7jMOJxuwZ6SBnQahVS3p8QwvodmwiVBI8WyPQzNKzyGyrP81LN+9oVj+1c4GmXQEqHTUNuBWFab1X1DG75XN4yYp9YxG/wmJQbqchL++I9ZBulZltZbcbgEQ5ONDEtpHpoZlhKN1uTJsZSeZZ8jxbI9dJEIRYOR0IxZWh0uNhVVYdBqmDMqvPMqA5EUbcDqcLfbganCpKa6pJg8dcyDp6n1v94KEmhZPTJQ0UeBRudbhyeY9Zu8+auZ8ZEMSWouFRyRGq3WVIOc4AkDpFi2h6Ig9EaMIZoN33yoiiaHi1kjk0PSa7K3SfDNiAf2Lis8jWqjq/eoGzI8jZ0vf0pNe1nwpx63MSxQFIiIJZomQATVhMU/AX1ydoJv+8i0mJ5PSJcEjRTLjtAbMSgunI6O17IJhi/2VwJwQT8Lwb0kembE2xVLk414xYzWXKa2EotKUHdkToRfHVXrlU8XImLRINS+AkGkD5X7eZbnjUkl1vNjetWZg5sT0uVseJ/T/1yc3sQQA+YKlBCsy7z9mJoaclaAjudtsNSo7bNcDjixFaqKYPR8GDxd7SFYvkddDhXUDjHCDQg48b26/MC4hZA+Qe1O7mhSQ0OEOn5orlCbLESnqF1kvK20jJ6hAZsJdq5XZ7M1OtBHwvzf+03ytJ0R99Yxnx3TAE4goVV3nIFetdMav5JHcxDpQ6V+nmWkXsuG5WfjFoIRiQa1pj4q0TeGLuk7pFh2gOK5QDVOyyk9T5Pdxb5SE7EROkakxrR/oMsJm/4EXzzadl/Rv4N/wfx/BnfcvveDO85SQ0K8alMgz7Le03FolKFOFcvTfebWN8ljCSoxvXnMUm2a7GtWUnsUEDIEDxOkWHaA4sm11J2iWO4uqcfpFkwektD+GtxCwH9+C5ufUh+njIasqapXUbZL7XJtrVMTu5NHqt5aSb66eJWiUb2ZuEGqUB35SvUwPc1AaDipeokxaaq3WrEXag6p3bXdLvVcrV5t2uo9LutMiEyA15dB8SYGT1WTo2vNbcXS27cxW1utbkgIz96cvUYXE9O9Y5YZrZsmd7XbkKRHkWLZER6x1DpPLQzP94TgU/wG79vwwf3w/YvqWiWLX4GRF3Y/fE0O4UJwYxbAzlcYa80HhgcsefQmpA9C5gQCXU4fahbLVstx+CZ3pFiGA3KCpyM8npne3RRUCkh75B+rA2DykITAB+zcoAplVCLc+DqMuih8xvk83bEHWwqBwGG4N9RMF+oklhTLZs+ys8Xu3G61w1BMhK65Y5MXmTYUVkix7AiPZxmtWLGfQps2n1hmB8gzNFfDu/eof1/2BOSc2+3X6REyzgAguXE/0Dw+6Y83DE9xeZY/iB/SO7aFK10Ys6w223G6BRmenqEtkGlDYYUUy47weJZRdL9NW2l9E2UNVoYlGwOXOO54WV0bZeJiGH/lqVjbM6TmgkZHXN0+QPiWj/DHG2omOT3d0E93T8hvNryzMUtfCB4XQCxl2lBYIcWyI0LQAHiHx6ucMiSAV+l2q2s9Q/jmIeojIXEYWkcjyTS041m60OEk1lENUUmhX7O6v+G/tEQnY5Zl/k1+W9Mgw/BwQoplR/jW4bF227PMP14H0KIyw8eRL9VZ6Ywz1JnvcMUzwZCh1AQUS7PNSQJmFMTp0VmoMzxrzhsVa6fNNMrq1cnDzEBheL2c4AknpFh2hG8dnu57lr6Z8NaTO0LAl4+pf0+7LXwmdALh+bJmdiCWsYonvUp284YIVSyjsQbvWbYWS4cVLFXqAm+6AOuwS3odKZYd4RHLSOzd8iwdLje7TtYTodOQm9FqVcT9H8KxzZA4HCbfGAprew7PmNlgbS0NTW2//I02J7F4xTLw6o+nFV3wLL3VO5mtw3DZbSjskGLZEXr1Ao5U7N3yLPeXmbA63JyRFY9B5/dRuxzwyUPq3xc+pC5EH854xHKovo4mh6tNZoDZ5iRG8eSiRkqx9GVRYMPSyY+sty48Iz5SreDyht6+RcrkTHioKCws5MorryQlJYWMjAwuvPBC9uzZE/T5Uiw7QucRy256lu2G4NvXQXWRWus97oenaGQv4BmHTNOq3bxbh+Jmm8vPs5RheLNYNnXaSMPrWWZEK/DCRfDEODj0mUxI7wE+/vhjbrjhBo4fP05JSQmzZ8/m+uuvD/r8gGK5bds2MjIyWLx4cYvtjY2N/PjHPyYrK4uUlBQuv/xy376amhoWLVpEWloaOTk5rF27tsW5r776KiNHjiQtLY2FCxdSWVnZlffZN3jEMoLueZYB8yvtluaxyovywnus0kuU2vwjWRNYLBttTuIUGYb78ITh0UrnY5bl9Vb0WoWkg2+qi7sB7P8Iag6rfyec5jmrIeS+++7jmmuuISoqCo1Gw6JFi9i3b59vJc3OaCOWH3zwATfddBPTp09vc/AVV1xBamoqhw8fprKykgcffNC3b/ny5SQlJVFaWsqHH37I/fffz9atWwEoKCjgzjvv5O2336a0tJTs7GyWLVvW3ffce+jV8rMIxdEtz3J3ST0AEwf7LXe75XloLINR833VMWGPMRmARNR1Ydp6lk5i8Ybh4b+0b4/jHbPE1mGepcnqwGx3kR4XiebIF807jn8HlWoRAKnhv658f6SqqoonnniCa665BiVIh6WNWE6bNo2CggKmTm2ZyvL555+TkpLCqlWriIiIQFEUZsyY4Xvht956i1WrVqHVasnNzWXJkiWsWbMGgBdeeIHFixczYcIEtFoteXl5bNy4kZKSklN9zz2LXxjeVc/S6nBxqNJMXKSOwYmemt+mWvjvE+rfF6wMpaU9i0cs44XaTKN1YnqjzUmMVyylZ+kXhls7rOBpkZBesa95R/luqFDLS0kd3WNm9jdcLpfv5nZ3v6LuvvvuIzU1lcLCQp5++ul2j/vxj39MeXm573EbsUxPT0ev17c5cd26dZx//vlcfPHFpKenM2/ePA4fVkOFHTt2kJWVRUZGhu/4GTNmsH27GlZs27bNJ6wAycnJ5OTkkJ+f34232ov4xLLrnuX+MhMut2DcoLjmX66tL4C1HiZc7Ssj7Bd4loOIdauechvP0i5Th1rgyaKIVjqu4PG1ZovTQfVB1SPNOAPcTqg6oD6PLHX0YTQa0el06HQ68vLyAh6TkZHR5rZhw4YWxzz55JPU1NQwdepUFixY0G4YnpyczMSJE3nwwQcxmUzBdx06cOAAO3bs4MUXX2TcuHH8/ve/Z8GCBezZs4eKigpSU1NbHJ+amkpFhVor3Nn+1rjdbt8bcLlCt2Z3l9F337MsLFW9sHGZfmHpkS/V++m3hcS8XkOrg8h4oqwmFNw0WNtO8KQoqpASnRrgCbrOiVoLO47X8fXBaq6emsXUoUE0TQ4XNBqEPppou61Dz9I7uTMmsgHcDkgaq3aMKtulHpAyGjRyDtaLxWLBYFAzR9oLncvKyoJ6rsTERJ588kmio6PZvXs3Z5zR1nn5/e9/z09/+lPy8vLIzc0Nfja8srKSm2++mSlTphAREcHKlSupqKjg22+/RQiBptU/VaPR+Fzlzva3Ji8vz/cLYjT2YYdoXffHLPd4xivHexu5upxwYpvagm3QmSE1s1cwJqNBnfWut7QNwwdpPJ3bYzMCnBw8brdg9VeHmPvY5/zklXzWbznG4tXfUnCirkvP8+3haix2J1aHi7fzT/Loh3t54K1d/LeoKugB/VNBiYghQnHg6GBJknKPWA7Tez67+GxI8muvlzqmJ03sd2i1Wt+ttZ4EQ2vHS6PR+J6vPdLS0vjtb3/Ll19+GbxYxsXFMXnyZN9jnU7HkCFDKCkpISkpidra2hbH19bWkpSkegOd7W/NypUrcTqdOJ1OLJZTa7x7Sui7nzr0fbH6fidkeTzL8l3gMEPmZN/z9is845ZJiqlFGO5wubE73WQodeqGbjR9EEL4nvO5Lw/xyIf7cAu1RDQ2UofDJThWo14Hx2ss/L/XdvLKd8d85wgh+Gh3qa+Nnt3p5uYXtjDnD58z+38/474NO3j+q8O88t0xfvdBIafQbS94POOWelf7HatKPWH4IK3nuxE3CIbNbj4gfUKPmni6cc0117Bx40bcbjcul4sHHniA3NxccnMDT6K99dZbZGZmMmXKFC644ILgw/ApU6Zw5MgRzj//fADsdjtHjx4lJyeHjIwMiouLaWhoIC5O9aTy8/OZOFFd4W/SpEns3LmTG29UK1XMZjNFRUW+/a3x/9XoSPV7HL8JnmA6Xns5XmNhX5mJQfGRjE73LCNx7Dv1fsjMUFvZO3jSh2KFha+KKtlTUs/4QfG+MDOVGtDofcd1RoPVwa/f2k1KjIEKk43jNRbe/ck52BwuIvUa1t46g5k5ybjdgk/3ljM6XR0LTY2N4N2dJby+7QS//6CQH83J4ePCcvaWNvD3pdM5PzcNk9XBhKw4tntSt84dncr88em43ILcjDi0nm71BysaqbPYmTo0MegZ0aBpNcljCFB44PUs09yepslxg2DYXNW7dNrgzJtDa9Npzs9+9jNWrVrF0qVL0el0TJs2jXfeeaddL/XnP/85mzdvJicnhwMHDgQvlkuWLGHZsmWcd955ZGdn8+CDDzJy5EjOPPNMFEVh3rx5rFixgieffJKioiJWr17tG1hdunQpCxcuZMmSJeTm5vLAAw8wc+ZMRowIYUfvnkDXXMHTFbH853dHAbh4Qmbzl/D4t+p99lkhNbE3OFjRSLFtLPmOeHYxAsobuWPdNj69/1wabU6MNNEgojDGxnQ6xuZwuVn1fiEbth5vMQ581ZlZCCG4f/4YbpuTQ3yUOsmo0SjMH98c2kfqtaxeMpW/f13Mlwcq+ct/igDISohCoLqMyTERvHHnLA5VmomN1AXs6ON2C/7fazvZcbyOOaNSWD53BNOGJRKp7/jHucnu4p0dJyk4WU98lJ5fXtzslRwoNzEqLUb9n/uVPJrtThIDtOfzjlkmOP2aJmt1sPxLtXeArIYKKXPmzOHjjz8O+nidTkdJSQlDhw7l5MmTwYvl3Llz+cUvfsH555+P1WrlrLPO4u233/aJwUsvvcSyZctIS0sjOjqaVatWMW/ePABmzZrFI488woIFCzCZTJx11lmsX7++i281NNidbv71/XHOHZ1KamwEBq2m/XVxvHmWOGgKYnmAE7UWrA43f/+6GK1G4ZZZnlUOhWj2LLOD8yztTjeFpQ38/esjvLOjhOEp0fzpmoktJjqEEJhsThqaHCRFGzAaemaVkCc/PcD7B2a02HZ+bipuIfif1wuwEMVZtmdYy6u0bl18pMrMTWu+4+azh7L83BHsLzPx5YHKFkI5KD6S2+fk+K4lr1C2x3lj0jhvTBof7S7l070VnDkkkWunDUanbRZqRVHUdbfbweZ0c+HYNKoabWwqqmJTUZWnhj8Wo0HH+juaf9SmrvoEu8vN8JRojtdYfEtrJBqbxdLlFsx/4iuyEqKYPz6d+faRTBHfE43V1xy5Nd5SR6PVk57iHcKIiOXpz4p4b+cOFAXOHpHM2Mw4DlU2cqKmiUsnZrLgjEwACksa2FfWQHyUHo2icFZOMlGGPozGOsDtFmwtrqGswcoVk8O/MunFF1/k7rvvpqioiEmTJqGI3hjtPgXsdjsRERHYbDbfTFhXOFnXhNstyE5SJ4o+31fBrS9tJcGox+0WaDQKv7o4l8UzAldKuPNSaHTp+H8j3mf1zdPafZ2P95Rxxz+2+R4vn5vDigVj1Qd1x+HJCbgTR+K8e6uvTlwIwf9+tA+bw01WQhSxkToWzxhC/rFarnx2c5vXeOX2mcwakcJHu0v55Ru7MFkdvvG3CJ2GlJgI1twyjbGZqkdyvMZCamxEp95Sa6obbRScrOf8MWqZ47+2HueDrzazp9KJAx2DBw3ig5/O4bXvj/OL1wtanPvYoolcOz2bP3y0j8KSBr480FyptXPlfOI9n/u+MhPDU6LRahR0GqX9H6wexmxz8urW43yxv4ItR2p8Il7w8HziIlXRPnPVJ9Q3OXC5BYoCF+Smc+nEDAxaLZdOVEXLYndy1bOb2Vdm8j23Fhd6nMzOzeaFpWqRR43ZzlP/KaK8wcrG3WVE6TXcG/MZ6Y17GH3D44wfq14z674pZuU7geuWf37RaO65YBQAf/m0iCc+PeDbpyiql23QavjBhAyfmJd31DfTw+ZDVbz83TEqTTZGp8dwwdh0zh2VGpL/TXWjjfs27GBTURWJRj1bfn0hem1wUyanqgGhYsAuWJZ/rJab1nznW7f5somZ5F0xwVd+5r/+9awRKb6/L/nLJo5UNRIfpefc0anMc89kvNjbJl3GHyEEz3x+0Pc4NkLHbXOGNx9w/DtsQscltf+D7U9f8O5PZlPWYOXxjw/w2b6W6VPnjUkjrdUFHaXXcud5I5g1IoUGq4NfvrGL+iYHcZE64o16og06DlU2crKuqUXC+I//uY2yeiu3zBrGvNw00uMi0WsV4qP07Y7R7S8zseylrVSabLx+59lMHJzAtdOzuVbTBO/dy9+cl/O2+w4AFp05mN0n63n7mz3Uo3px7xWUcPXUwew8XsfmQ9UtnnvtN8X89IJRaDRK83KvfUx0hI7bzhnObecMx+pwUVZvRatRiPHz0rc/eBFOl5uiikYSjYaAS0AYDTo+um8uxVVmPiks54v/bmJ3QyT1xLDHk0YG6rXy0uZi3+Mmh5v/rT0POA/j+qMU5qliefPZwzh3dCoOl5uvD1ZzpMrM0GQjo9JiGZrcnCEyeUgCS2cNo9Zip8ZsZ09JAydq1QKB4cnNTZhf/PoIq786zJVTspg0OIHZI1MYmRaDEMJ3LcRF6vmgoBSALUdq+Oe3xzhnZAq3zRlOktHAJE9P1k1FlZTVW4n2rBk0ODGKM7Li21xTnxSWs6+0gUbPD1J9k4PspChuOXsYTpegi7/hfc6AE8s9JfX8/F87W/zC67UKHxeWc8fcHC6bOIh3dpTwSWE5Y9JjWX/HWb7lHqwOFwcrTGg1CuUNNv71/Qn+xV3qkxyuodJkIzU2AqfLzZvbTzJ7VApZCVHsKWlg54l6hiQZeXHpdBKNepJj/HoQHvuWbe7R1ChGfjY3h+SYCP5v05E2QjljWJLvi1jw8HzK662MSm+Z5B0XqWfTL8/H5nCTGtv8GvUWB3aXm2S/sbFEo4E9JQ38+ZMD/PmTZu8jKyGKr/7nfLQaBbdbcOVzmxmZGoPT7eadHWpV1YVj0xiW4tfx3DNxE0+j7wdHo1E4e0QKh747wqO6/+PLjKVctWQFGo3CI1eewW/e3s3JuiZ+vWAss0em+MYUw5VIvbble/ZDp9X4PPaOGJYSze1zc7i98W+I755nuf0+Js68ybc/0WjgiesmUd1o53cf7GVChpFLql6kVDuYo0N+2OK5hnrEbmRa+4n+545O5dzRLXNba8x2HC43Ccbm4Yxog44ovZY3t5/kze0nURQYkx5Lo83Jp/efS6Rey/hBcbz8o5nER+nJP17H6q8O8d+DVfz3YBU/u3C0Tyy/3F/Jmv8eafGaEToNZ2TFc/f5Izk/V41I3i8o8V1PoI5LP3T5+E6HWcKVASeWCUaDL+S4dfYwfnPpOJxuN06X8P0SrrpiApdMyOCCsekt/nGRei0HfncJiqJQ3mDli/0VvP/e6xxxJFKvT/eJU5PDxf+8oYafOanRjPEI2nmjU1qMkz364V6sDhe1BWm86/gNgC8F6fJJmaTEGJg2LIlxmXFolJaJtnGRel8Y2Jq4SD20cm7ijW2P/cdtM9h5op5PCsvYfKgai82F2e6k0mTzzQhrNAqHKxvZ6enoDnDRuHSev2lqy/ArKkF9HcXsW/oW1PAzhiayNVXcNLgSPB7ZsJRo/vmjfjrzHwoiYlAUSNaYSPH74dRoFK6cMph3d6oicn6mnbvr3oXMSXDboyF56UBrPf30glFcNz2bf+8pY3+ZiTe2n/A5FNuP1jJrZAqKojB7pBplTciK57IzMln7TTFFFY2cO6ZZkC+fNAinW+B0u3EL2Hm8jqLyRr4/Wsu+MpNPLK+cksUZWfFoFIWZOUmMH9S/+wYMOLHMSojiD4smkmA0MGO46g1pNVr8VxnNiI/kqjMDl5F5BSs9LpLrpg/h6m9eQVtTxELjOt8xOo2G62cM4dO95RyuNHO40gzAy1uOU9vk5K/XTwFUz+CBt3YB4322eV93/KD4Hr94FEVhcnZCmyUtKkzWFo/fumsWX+yvxOESmKwO7jp/ZNtxKk/JY5LGjNmvoa3Z7mruZSlLHZvxrd8UeILHu5zEcIOn8qkXWrGlx0Vy89nDAFh5+TiqG+0YPGPdgUiMNnDfhW1r0ydlJ/i8TC92p5u9pQ0txkS9E3EDhQEnlkCLVJNTRWNQZ8Td9ibftiiDlkevOoNHxAT2l5u455V8iioa0ShQVN4c/k/KjufyEVo4solbhtWRe8tf2q4N3QekxbZ0S0emxXYY6gEQmQBAomLB7klEN+g0mG1OovGIr6H92efTDm+bNmyYrIHEUq3sydLUqBt6uW9lhE7LoISokD2fQadpI6ADjb7/5oY5iifXUjia2u5TFHIz4shOMlJU0cj622cyxm/5iPGD4vnryHw4+TSMXQlhIJTdxuNZJihqT8tGm5MknQGLzUm0r+OQFEsfvjXnm6gI5Fk2qJ9ZOp5JMLncbdgjq/Q7Q98slu1lWZXUqRf+oAQjsa3HGftxMnoLDNGg0RGLKpZ1FjvgDcOlZ9kGvwqexoCepfqZJfonpEvCGimWneFppmEQjnY7D52sa0KrUUiLbTX243LCie/VMsCsftg8wx9FgahEjKIJHU6qzR6xbOFZyjFLHwb1szAqNhoDFDSUN6hheLStVUK6JGyRYtkZ+o5LHk1WByark/TYiBYVJABU7AF7ozrTqQ/d+FCf4Rm3jMNClUn9srfwLKVYNtOBZ+l2C8obrMRG6tD5VnGUYhnuSLHsjBbNNNp6CN763oCD5b7mGf08BPfiGbeMV8xUeTxLi3+XdBmGN+O3aFnr2fBaix2nW6ipaA0esYyVYhnuSLHsDL9Fy5oCeJa+dZ8DieXxrtWDhz2eXMsEGn2eZaOc4AmMb4LH1sazrPNUWaVGAeYKMKb0z7Z9pxlSLDvDr5lGoDC8ulEVjeQAicCUeJbNGNx+TXm/wt+z9Lxvi5zgCYxnSCJQnqW31Ha4wVMGGR/+TSUkUiw7p5M2bd4ONG2qJqwNUHMIotMgNrPHzewVPGOW8TRS3eidDffLs5Rjls34PMu2YlnfpH522b6mv1Is+wNSLDvD41lGYqfJ0XbM0ptCk9i63LDM040nc1L/WBs8GAJ4lmabk2hZwdMWXRSgEOMRS/+0M69nOaiPEtIl3UOKZWfo1HSgSOwtyvy81HrEMsHYyrMs3aneZ07qUfN6Fd+YpdmXOmSxuYjBilC0Pi9cgtoE2RCNESsut8DqaE4784plmpAJ6f0JKZadofN6lo6AEzzthuElO9T7QZN70LhexuNZJmrUCR4hBGa7g2ilCSUiZuB40KHCEIMBJ3qcmGzNrfO8EzzJbk9CuvQs+wVSLDvDoPYONCq2gKlDdT7P0i8Md7vg8Ofq34NntDmn3xKpNv5I1tk9HdqdRAgbWoQvCVvih2fcMqpVrmW955qJd3ird6RY9gekWHaG3wVvCbDCY63Zu8SAn2d59GswV0LWNIhN7xUzewXPbHeSTp3QOVZjIcY3uSNnwtvg+UxiW+VaeleljJHVO/0KKZad4e0eo9iwBBiz9HZQj/P2xRQCNj+t/j1pca+Y2Gt4JnDiNapAHqk2N0/uyLShtkSoTVVilJZi6e1CFNlUpm6QCen9gn7cBqeX0KtheBTWdsodnWgUiNY44Nv/g6Y6KPo3xKTDpOt72dgexiOWsZ68ykMVjX5pQ1Is2+D5vGJoahGGm2zqOKa+qUompPcjpFh2hq9sre2YpdutNsuNi9KjfP0UfPFI884LfzvwBMTjKUVjAeBQZaNfGC7HLNvg+bxiW3mWjVYn6YonbUiOV/YbZBjeGd4xS8XWJrnYbHfiFpAS4YItz6sbFQ2MvhgmLOptS3sejyBGCa9Y+ofhUizb4O9Z+ofhNgeZyBzL/ob0LDvDr3tM6zDcO/Y0S7sPGqthxAWw5M1eN7HX0EWARk+ES11G41BlI6NkGN4+vmELS4tu6Y1WJ4M03hxLKZb9BelZdoZnzNKIFXMrz9I7uTNUW6VuGEgJ6IFQFIiIRe80o6AuLREjJ3jaJ4BnKYTAZHUyVFenHiNnwvuEp59+GkVR+OKLL4I+R4plZ3hEQM2zbOlZNjSpX4BBeMQyIbtXTesTPB6kEU/zWtlxqH0im2fDvT+0Nqcbp1uQrfWOWcoO6b1NSUkJf/zjH5k4cWKXzpNi2Rk6A0KjUz3LVhM8DZ58uQzhTS4e0tvW9T6exPR41FC8ueOQHLNsg3eChyZfGO69H6TxNtGQnmVv89Of/pRf/epXJCYmduk8KZbBYIjGiA2z1dFis7eELcVVoW44HbyEaHX96BRFXcJVepYd4B2zxILJc+1479O90Ygcs+xVPvjgA0pLS/nxj3/c5XOlWAaBoo9Gp7hx2luut+0NwxMcnkqM0yEMj1ErksbEqCIp27N1gHfMUmmiweNRescuU9yyiUZXcblcvpvbHXg9rI4wm8387Gc/Y/Xq1Sjd6GMgxTIYPDPibrsZt7u51VZDkwMdTmLslRCV5DtuQOPxLEca1TA8UaeOXcoJngB4K3haheF6nCS4a9XPUhfR0TNI/DAajeh0OnQ6HXl5eQGPycjIaHPbsGEDAA899BDXXXcd48eP79brBxTLbdu2kZGRweLFzeV63333HRERES2MOPvss337a2pqWLRoEWlpaeTk5LB27doWz/nqq68ycuRI0tLSWLhwIZWVld0yuE/wNtMQLcctG6wOMpQaFMTp4VWCz7NckKNj1ohkzhniqT6RnmVbWqQOecNwJ4mY1P3RaX1lWb/EYrHgdDpxOp2sXLky4DFlZWVtbtdddx27du1i48aN/OY3v+n267cRyw8++ICbbrqJ6dOnt9huMpn4wQ9+0MKIb775xrd/+fLlJCUlUVpayocffsj999/P1q1bASgoKODOO+/k7bffprS0lOzsbJYtW9Zto3sdj9cUpdh84RSoF34WnnAq/nQRS/ULnq038crtZ8nFyjoi4ASPg0TFI5bGpL6yrF+i1Wp9N42ma0Hxjh07OHr0KOnp6SQkJJCQkMCmTZu47LLLuPHGG4N6jjavOG3aNAoKCpg6dWqL7SaTifj4+IBPUlVVxVtvvcWqVavQarXk5uayZMkS1qxZA8ALL7zA4sWLmTBhAlqtlry8PDZu3EhJSUmX3nCf4cm1jMbq8xBA9SxTlTr1QcwA6i7UEdEp6r3ZM0Fha1Tv5QRPW7yepaa5W3qjzUmi4vnMoro2GyvpPkuWLKGxsZG6ujrfLTs7m/fff5+XX345qOdoI5bp6eno9fo2B5pMJuLi4gI+yY4dO8jKyiIjI8O3bcaMGWzfvh1Qw/oZM5r7OiYnJ5OTk0N+fn5QRvY5nrFIo2LzTeqAOsHj8xK8IjLQMSar9xaPR233vH/pWbZFZwBdJDE04XILLHYXjVYn8Uix7I8E7cuaTCb++c9/kpmZybBhw7j22mvZs2cPABUVFaSmprY4PjU1lYqKiqD2t8btdreY+epzvGKJ1ZdbCWpIleQdf/KKyEDH6PlRsHiSqr2epRTLwETEYsSKFhcmqxOTv2cpw/A+pbi4mPPOOy/o44MWy5tuuony8nJKS0vZunUrI0eO5LzzzqOiogIhRJsxBI1G45ve72x/a/Ly8nyzXkajMeg302P4xNLWYnmABqufZ3naiKXnC+7zLBvVYQqtbDMQEE8oHk0TJqvDM8Hj9SylWPYnghbL+Ph4IiPVmc/U1FQeeeQREhMT+fLLL0lKSqK2trbF8bW1tSQlqRdDZ/tbs3LlSt+sl8Vi6dIb6hH0zUtL+IfhJquTpNNtsF4fBfpoVSxdTnBapVfZEb7EdDXXstHmJF6OWfZLTinP0uFwkJCQwMSJEykuLqahocG3Lz8/31d7OWnSJHbu3OnbZzabKSoqarc2U6PRtJj56nO89eGtwvAmu5NkX0h1moxZgupFu2zQ6On0LSd32sevW7rJqi565/MsT5cf2AFC0GL5+OOPs3fvXoQQ2Gw2fvWrXxEVFcXcuXPJyspi3rx5rFixAofDQWFhIatXr+bWW28FYOnSpbz44ovs2rULh8PBAw88wMyZMxkxYkSPvbGQ4s2zxIbJr3uMxeEiWXOaeZbQ/F5ri9V76Vm2jy99SG3TZnO6iFPUhH5vnb2kfxC0WGZmZnLDDTeQnp7OqFGjOH78OB9//DEREWoFwksvvcThw4dJS0tj/vz5rFq1innz5gEwa9YsHnnkERYsWEBqair79+9n/fr1PfOOegJvT0ul2bO0Od0I0dxQgsiEPjKuD/COz1YfVO9lONk+fiWPJqsTq8NFrKfTvFdIJf2DdkflH3744RaPb7jhBm644YZ2nygzM5ONGze2u/+OO+7gjjvu6LqF4YB/GO7Js/S2a4vFAor29Ch19CLFMnj8xixNVgdNDldzD9BIKZb9CVkbHgwesYxRrL5KjCaHCwU3RiwQlaA2xj1d8IpllUcsT6chiK7SxrN0E+vr1CTFsj8hxTIYPBMY0TT5wvAmu5NYmtAgTr+xpxhPzmxFoXovU2DaJ9J/zNKB1eEiTvGG4bKevj8hxTIY/Nbh8XqWFvtpPFDvrYOvO6reS8+yfdoZsxR6I2jbVspJwhcplsHg6QIerbQcs4z3DtSfdmLZqsmx9Czbx6+ZRl2TA6fDTqTiQJEheL9DimUweMLwWMXqS0pvauFZJvSRYX1Ea7E8HTrEdxdfm7Ymqs12DA5Pqpmc3Ol3SLEMBk8YHqPYsLvcWB0uNQznNA3DYzNB45dIkTa272wJdzzXRiwWKhusRAnPNSM9y36HFMtg0HvzLNVZzAarA4vd2TxQf7qJpVbfshb+dOm41B08ohinWCiptzb3/5SeZb9DimUwaDRgiMEoPGLZ5KTJ4edZRiX0nW19xcgLPfcX9a0d4Y5HFBM16rUjZ8L7L7JVTLBExKG3NxKBHZPVoU7wnK6z4QDzHlTD76m39rUl4Y3n2ojziKWs3um/SM8yWLwXPRYarE7PmKU3DE/oO7v6irhMmHWPbKLRGYZYQCHWM1bpS0g/HX9g+zlSLIPFE2rHKea2ycXywpe0h0YDEXEYhRkQxCrSs+yvSLEMFo8gxmOmocmJxe48PZtoSLpOZBxa3BixNYfhcoKn3yHFMli8Ybhi8cyGn8YVPJKu4Zc+FKvIuvD+ihTLYPEbs/Q2cY07XSt4JF3DL32oeYJHzob3N6RYBovPs/SG4f5jltJLkHSAn2fpa88mxbLfIcUyWFrMhqueZTRWhKIFXWQfGycJayK9nqWZSOzqttOp/+kAQYplsPiNWZqsTiwOJ1HY1O4xp1MvS0nX8f3QNhGFTd0mf2D7HVIsg8Uz4x2HmYYmB3abFb3i8q38KJG0i2fM8t5z0shJ8CzAJ6+bfocUy2DxH7O0OsDuHaiXSdmSTvBcOyNiXQyKFuo2fVQfGnR6smHDBoxGIxkZGb7btddeG/T5stwxWFrMhjuJsavLmSoG6SFIOsE7AWitB4dV/VuKZa9jMpn40Y9+xFNPPdWt86VnGSwesUxQLNQ3ORB2NcdS0cuBekkneHMqbQ3g8MyGS7HsdUwmE/Hx3U/zk2IZLN4KHo0Fi91FpPAM1EvPUtIZ3jzcpjpweIZv5ARPr2MymYiL636anxTLYPFLLAaI9s5qyhQQSWd4e39aqsFpBV2UzKDoBi6Xy3dzu91dPt9kMvG///u/pKenM3LkSJYtW8axY8eCPl+KZbBodWCIJcbTECFK8Y49SbGUdEK0ZzVMc5XqWcoQvFsYjUZ0Oh06nY68vLyAx/hP3nhvGzZsAGDFihWUlZVRXl7O559/DsCFF16I3W4P6vXlBE9XiEpAbzcRiR0jMgyXBIm3k3zDCfVeimW3sFgsGAwGAJR2PPOysrJ2z09Kal5YLzs7m+eff56EhAR27tzJ9OnTO3196Vl2Bb8ZcaMiw3BJkOgi1GEca736WIplt9Bqtb6bRnPq0uV2u3G5XCQkJAR1vBTLruCd5FHMGJFhuKQL+K9ZJMWyT8jLy/ONUTY0NHDHHXcwe/ZsRo4cGdT5Uiy7gs+zNMswXNI1/Bd100mx7Avi4+O5+OKLSUtLY9KkSURHR/P666+3G9K3JqBYbtu2jYyMDBYvXhzwpA8++ABFUXjppZd822pqali0aBFpaWnk5OSwdu3aFue8+uqrjBw5krS0NBYuXEhlZWWQbzGM8KsPj/KG4bJsTRIM3kkekB2H+oh7772XwsJCKioqOHLkCM8++yyJiYlBn99GLD/44ANuuummdgc8zWYz9957L2effXaL7cuXLycpKYnS0lI+/PBD7r//frZu3QpAQUEBd955J2+//TalpaVkZ2ezbNmyrrzP8MDPs4z2huEGWe4oCQL/MNyY1P5xkrCljVhOmzaNgoICpk6dGvCEhx56iEWLFjF69GjftqqqKt566y1WrVqFVqslNzeXJUuWsGbNGgBeeOEFFi9ezIQJE9BqteTl5bFx40ZKSkp66G31EH6epQzDJV3C37OMkmLZH2kjlunp6ej1+oAH79y5k/fee4+HH364xfYdO3aQlZVFRkaGb9uMGTPYvn07oIb1M2bM8O1LTk4mJyeH/Pz8ULyH3sMjlhcOj2BCqifrSk7wSILBf8xSepb9kqDzLN1uN8uXL+evf/0rUVEtB6grKipITU1tsS01NZWKioqg9gd6LSHU7iwulytYE3seT5u2c4cYoMYAtcjUIUlwGP3EUnqW/ZKgZ8OfffZZRo0axfz589vsE0K0yXvSaDS+kqTO9rcmLy/Pl6lvNIZRmOtf4+vpOiTDcElQSM+y3xOUWJaXl/PnP/+ZP//5zwH3JyUlUVtb22JbbW2tL2O+s/2tWblyJU6nE6fTicViCcbE3sErltb65n6WMgyXBEPCkOa/o4KfgZWED0GJ5f79+ykvL2fUqFEkJCSQkJDAyy+/zF133cWcOXOYOHEixcXFNDQ0+M7Jz89n4sSJAEyaNImdO3f69pnNZoqKinz72xil0bTI1g8b/MXS2z1GhuGSYEgZBfN/B6PmQ/aMzo+XhB1BieXcuXMxm83U1dX5brNnz+bZZ59l06ZNZGVlMW/ePFasWIHD4aCwsJDVq1dz6623ArB06VJefPFFdu3ahcPh4IEHHmDmzJmMGDGiR99cyGnhWcowXNJFZt0DN74m8yz7KSGr4HnppZc4fPgwaWlpzJ8/n1WrVjFv3jwAZs2axSOPPMKCBQtITU1l//79rF+/PlQv3XvIMFwiOW1RhHfaOUyx2+1ERERgs9l8HUf6DLcb8pLUMSeHBRQN/Lq0b22SSAY44aIBsja8K2g06noqTTVqE9eI7nddlkgk/Qspll0l0m8Nj0gplhLJ6YIUy67iL5bSs5RIThukWHYVTxWP+nf3V4qTSCT9CymWXUWG4RLJaYkUy64iw3CJ5LREimVXkZ6lRHJaIsWyq/iPWUan9ZkZEomkd5Fi2VXiMpv/Th/fd3ZIJJJeRYplV8k5v/nvjDP6zg6JRNKrBN38V+IhIRumLFEreGJkGC6RnC7I2nCJRBLWhIsGyDBcIpFIgkCKpUQikQSBFEuJRCIJAimWEonktKG8vJzrrruOQYMGkZKSwl133RX0uVIsJRLJaUFTUxPz589n7ty5HD9+nLKyMpYtWxb0+XI2XCKRhDWh0oC///3v7Nu3jz/84Q/dOl96lhKJ5LRg3bp1TJkyhTlz5pCens5VV11FZWVl0OeHvWdptVqJiorCZDJJz1IiOQ2x2+3ExsbS2NhIZGQkAIqioNF0zdfLyspizJgxrFmzhrS0NO69916OHj3Kp59+GtwTiDDHZDIJQN7kTd7kzXd76KGHAupFenp6m9urr74qhBBCr9eLN99803dsVVWVAMSJEyeC0qKwL3eMjIzEZDKhKAoxMTFYLBa0Wm2f2eNyuTAajX1uRzjZIu2QdvSkHW632zduqdOpkqUoSsBjy8rK2n2euLg4Jk+e7HucnJxMfHw8JSUlZGVldWpH2IulTqcjJiYGl8sFgMFg6PN/fDjYEU62SDukHT1thzf8PhWmTJnCkSNHGD58OKCmEdXX1/sed4ac4JFIJKcFS5YsYcWKFVRWVmKxWLj//vu56qqrSElJCer8sPcsvSiKwkMPPdSu+3262RFOtkg7pB39wY6bb76Z4uJiJk6ciKIoXHTRRbzwwgtBnx/2s+ESiUQSDsgwXCKRSIJAiqVEIpEEgRRLiUQiCYLTRizDZWhW2tGScLEDwscWaUdLwsWOATnBU1RUxIYNG4iPjyczM5Orr75a2iHtCEtbpB3haUcgBpxY7t27l3POOYcbbriB0tJSDh06xLBhw3jzzTd7NXVB2hGedoSTLdKO8LSjXbpRrh22uFwu8bOf/cxXN2qxWMSRI0fEmDFjxDnnnCPq6uqEEEK43W5px2loRzjZIu0ITzs6YkCNWWo0GgwGAyUlJTidTiIiIhg2bBiFhYWYTCZ++MMfAmqSrOhBh1raEZ52hJMt0o7wtKNDG/vkVXuQIUOGcPz4cSwWCxqNBpvNhkaj4ZtvvqGkpIQf//jHQPuF+KeKtw526NChnDx5ss/s8DJkyBBOnDjR53YMHz68T/8vDofD93d2dnaf/W9qamp8f4fTNSK/M0HQZz5tiDhx4oTYuXOn2Lx5sxBCCLvdLiZPniwWLlzoO8ZmswkhhPj888/F7NmzxfHjx0Nuh8ViaREiWK1WMXbsWHHVVVf1qh3FxcXi3XffFe+//77vNceOHSuuvPLKXrXj8OHDYt26dWLdunWirq5O2O12MW7cuF7/PIQQYu/evWLp0qXi+++/F0II0dTUJHJzc3vdlp07d4q0tDRRUFAghOi7a0R+Z7pHvxbLXbt2iSFDhoirrrpKxMTEiKVLl4pNmzaJyspKkZOTIxYvXtzi+KNHj4qpU6eG/AM/cOCA+MEPfiDee+894XK5fNtLSkpEZmamuPHGG3vFjoKCApGdnS0WL14stFqt+MlPfiKEEOLkyZMiIyOjV+3IysoSy5YtE6mpqeLWW29tYccNN9zQK3Z4WblypYiOjha33HKL+Pzzz1vY0lufya5du0ROTo546qmnhBBCOJ1OIYR6jfTmZyK/M92n34plY2OjmD59uu/iKywsFLfddpu44oorxAsvvCAOHz4scnJyxGWXXSYKCgqE2+0W69atExMmTBAVFRUhtWXNmjXCYDCIm2++WWzcuLHFP3///v1i0KBBYuHChT1qR2lpqRg1apR4/vnnhRBCbN++XRiNRvGPf/yjV+04fvy4GDVqlHjuueeEEELs2bNHJCUliS1btvjsGDJkiLj00kt7/P/i5c033xRz584Vzz33nFiyZInYtGmTEEKIffv2ifT0dN9n4nK5esSWXbt2iWHDhokXX3wx4P4DBw6IoUOH9vhnIr8zp0a/TR2y2WxcccUV/O1vf2PYsGEAlJaW8ve//53Nmzdz4403snDhQq699lrq6uqw2+1UVVXx2muvMW3atJDa8vDDD1NbW0t1dTVms5nly5czf/58X9v7+vp6rrnmGiwWCzabrUfs+Oabb3j22Wf5xz/+gcvlQqvV8vOf/xyDwcCjjz7aa3a88847vPHGG6xbtw63241Go+GKK67guuuuo7KykosvvpjBgwezePFiqqurcTgcPfZ/8VJaWspNN93EypUr+eKLLygqKmL58uXMmTOHmpoabr31VqqqqnrsGrn55pv5+OOPWzSm/fe//82BAweorq7m8ssvJzc3l8WLF1NTU9NjdsjvzCnSZzIdAmbMmCHuvffeFtsqKyvFww8/LK688kpx8OBB4XQ6RWFhofj+++/FyZMne8SO1157TQihhlaLFy8WV155ZZtfS6fTKfbt29djduzevVs8/vjjQojm9IrHHntMnHfeeUIIdZzOa8eBAwfEli1besSOEydOiH/+85++x3/5y1+EoijiF7/4hZg0aZK49NJLxUcffSRcLpfYu3dvj/5fhFDfb21trZg9e7Y4cOCAOHbsmMjLyxPLly8Xjz76qLj77ruF1WoVe/bs6VFbZs+eLW6++WYhhPqZjBkzRtx5551ixowZYsGCBeLTTz/tlc9Efme6T78Wy3fffVdcdNFFYv369S22l5aWiosuukj8+te/7jVb7Ha7EEKI+vp6cf311wf85/ckLpfLJ5IOh0MIIcSHH34o5s+f3+K4qqqqXrFHCPVi//TTT8WRI0eEEEJUV1eLe++9V9xyyy29ZoOXX/7yl74wuLq6Wtx2220iMjJSPPDAA73y+iaTSVxyySVi9OjRYuzYsaKoqMi3/Z577hF33313r9ghvzPdp1+lDnlTDHbt2kVhYSHz5s3jjDPO4J133uGdd97xHZeRkcH111/Pli1bfOf0lB35+fkA6PV6XC4XcXFx/O1vfyMyMpLVq1fz6aef4na7Q25DazsKCgp8KRXedUoyMjIoLS31Hff888+zcuVKLBZLj9mxY8cO33atVssFF1zAsGHDsFqtJCUlcckll1BYWBhyGzqzJTk5mY8++giA3bt389prr3Huuedy6NAhvv/++x61Y9u2bcTExPDXv/6VsWPH8tprrzFy5EisVisxMTFMnz6dPXv29Mi16r32+vo7429HX35nToV+IZbetX21Wi1lZWVcffXVPP7440RGRnLnnXcSHx/P+vXrWbNmje+csrIyEhMTe9SOa665hmeeecaXO6fVanG73b5/fkxMDI899hiff/55j9vx9NNPt8jh81JRUYFWq2XNmjU89NBD3H777RiNxl6zQ3iGxL1rqBw4cIBBgwaFfE2Y9mypqqoC4IYbbmDIkCH8+9//5oc//CFr167lySefZNCgQWRmZvaoHc899xzV1dWMGDGCV155hfHjx+N2u32fSXl5OWPGjOny0q4dUV9fD6jJ3qWlpX32nWltR199Z0JCX7u2nbFr1y4xdepUsW3bNt+2l19+Wbz88su+x4cPHxZ5eXli9uzZ4uyzzxZ33nmnSE5OFvn5+T1uxyuvvNLmWG8YXFtbK370ox+FNN2hK3ZUVlaKBQsWiD/96U9iyJAhYseOHX1ihxBqOtGzzz4rBg8eLHbu3BkyO4K15dixYyIlJUUoiiI2bNjg2242m3vcDv9r1R+n0ymef/55MXjwYLF79+6Q2VFQUCAuuOAC8eGHH7ZrR298Z9qzo7e/M6EirMVy9+7dYvDgweKZZ54RQogOxzKcTqc4duyYeOihh8Tf/vY3UVhY2Ot2eBNohWj+54eylrWrdphMJhEVFSWSk5NDKlDB2mG1WoUQQrzxxhvizjvvFJdeemnIhbIr18i2bdvERx99JIRoznPsbTu8n8mXX34pHn74YTFx4sSQ/ojt379fZGZmiieeeELY7fYOr7+e/M4Ea0dPf2dCSdiK5Z49e0R6erpYt25dh8cdPHhQ/O53vxNbt27tczt+//vf+6pE+tqOLVu2CLfbLVasWCEOHDjQZ3bs2bNHWK1WYbFYRH19fcjs6IotRUVFIi8vz+e9ud3ukH4hu/qZ7N69W1gsFrF7925RUlISMjuEEOK3v/2tb9LKO7u+ffv2Nnb05HcmWDsOHTrUo9+ZUBOWqzs6HA5eeOEFhgwZwpIlS3zbP/nkE06cOMH+/fu55557yMrKoqioiL/+9a9kZGSEPAerO3akp6czderUPrcjLS2N6dOn89vf/ha9Xt8ndjz11FOkpaUxbtw4AKKiokJiR1dtOXjwIM888wxZWVmMHz8+pLXF3f1Mxo8fz/jx40Nmh5cTJ04we/ZsAObOnYvb7aa2tpaoqCheeeUVcnNz2b9/P08//XSPfGe6Yse+fft67DvTE4RtUvq3337Le++9R0xMDCtWrODpp59m9erVTJ48mfz8fJqamvjss88YMmQIX3/9te8fI+1oaYcQIqTiEC6fRzjZEi52ADzzzDNUV1djt9spLy/niSeewGazcfvtt7Nv3z6+++47YmNj2bx5M7NmzRrwdoSSsBVLgI0bN/Lll19SUFBAYWEh//nPfxgxYgQAl112GVFRUbz22ms+QfBWjEg7Tg87wsmWvrbDW7W1adMm1q9fT0pKCldffTUTJ070HTN37lxycnJ46aWXBrwdPUHYWHfw4EGef/55GhoafNsuueQSJkyYgNFo9F18ZrMZgCuvvNKXeuH1nELxYUs7wtOOcLIlHO3wpmLNmTMHh8PB73//e/bv3w+oZY4A119/vW9IZiDa0dP8f7CU7bQ0/RbMAAAAAElFTkSuQmCC",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AABfZ0lEQVR4nO2deXiU5dX/P89sSSb7nhDCErawyCKbgqCiUkXFKi64oIhVqtZq7a9vi61oQ6tvba3WulRetEKrSN1XrFo3KioIgQBhCUvYsu+Tmcx+//54ZiaTZJJMwiSZhPtzXXNN5llmzkye+c45933OuRUhhEAikUgkHaLpawMkEomkPyDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQiCQIplhKJRBIEUiwlEokkCKRYSiQSSRBIsZRIJJIgkGIpkUgkQSDFUiKRSIJAiqVEIpEEgRRLiUQyoKipqWHRokWkpaWRk5PD2rVrQ/K8upA8i0QikYQJy5cvJykpidLSUoqKipg9ezbjxo1j+vTpp/S8ihBChMhGiUQi6VOqqqrIyMjgxIkTZGRkAHDffffR1NTE888/f0rPLcNwiUQyYNixYwdZWVk+oQSYMWMG27dvP+XnDvsw3Ol0YrVa0el0aDRS2yWS0w23243dbiciIgKdTpUsRVEC6kFFRQWpqakttqWmplJRUXHKdoS9WFqtVmJjY/vaDIlEEkY89NBDPPzww222CyHaiKhGo8Htdp/ya4a9WHp/SUwmEwaDoY+tkUgkvY3dbic2NpbGxkYiIyMB1bMMRFJSErW1tS221dbWkpSUdMp2hL1Yen8lDAaDFEuJ5DRGr9ej1Wo7PGbixIkUFxfT0NBAXFwcAPn5+UycOPGUX18OAkokkgFDVlYW8+bNY8WKFTgcDgoLC1m9ejW33nrrKT+3FEuJRDKgeOmllzh8+DBpaWnMnz+fVatWMW/evFN+3rDPs/TOgtlsNhmGSySnIeGiAdKzlEgkkiCQYimRSCRBMGDFssZsJ9AIQ73FgcXuDLhPIpFI2iPsU4e6ghCCf31/nK3Ftby+7QQAM4YnEW3QYozQUdFgZWtxcw6W0aAlLlJPenwkOSnRREdoGZUWy7XTsokydJyiIJFITi8GlFgqisKfPj5Apcnm27blSE27x1vsLix2F2UNVnYer/Ntb7Q5ufv8kT1pqkQi6WcMKLEE+Mn5I9FoFEanxVBrsTM8JQaL3YnF7iI+Ss+QZCN2pxunSyAQKCiUNViptdg5Umkm7/1C3tlxUoqlRCJpwYATy1tmDevyORnxagnVeaMFf/vyEAfKGzHbnERHDLiPRyKRdJMBO8HTHRRFITvJCEBpfVMfWyORSMIJKZatyPR4mSV11j62RCKRhBNSLFsxKCEKkJ6lRCJpiRTLVkjPUiKRBELOYLQiKVqtPa2z2PvYEkmoqDXbOVxl5kiVGbcQTM5OwOUWGA1aogxaog06rA4XRRWNDE+JJj0u0neu1eEiQqdpt3+i5PRBimUrEowesWxy9LElklPB6nDx4a5SPiksZ+PusqDP0ygwIjWGBquD8gY1X3dcZhwj0mKoMtnIToqi1uLA6nARpddiNGiJjdQzcXA8l08aRKReFjMMVKRYtiIhSg9AnUWKZV9SYbISodMS7/l/BIPbLfh0bzkfF5bz2b4KasxqdBAToePMoYnERerYfbKe47VNuNxquWtStAGdRkGv1RCh01BjsVNU0djieQtLGygsbQDgm8Ptv/7hKjO/vDi3i+9U0l+QYtmKBKNHLKVn2SfUWez8/etinvviEHaXm9hIHVkJUYzLjOPeC0cxNDm6xfFCCDYfqmbdN8V8XFiOf8n/+WNS+cH4DH4wPoPE6LatvVxugVajtNl2uLIRm9NN/vE6shIi2XG8ntK6JnJSY4iJ1GGyOpg6JBFFUbDYnZTUWXngrV28se0Ev5g/Bo1GhuwDESmWrUiIUr9U9XLMslexOlz8z+sF/GdvOWa7y7fdYnexr8zEvjITG3eXcds5w7l9bg5ut+D9ghLWfnOUg36eYHZSFLfPyWFebhqDE40dvmZrofRuG5WuLpA3ISsegHm56Z3av+a/hzlcaabKbCMtNrLT4yX9DymWrYiN1KEoUC89y17lqf8U8e7OEgB+MD6dW2YN4+ycZFxuwfHaJl787xH+8e1Rnv78IE9/frDFuWPSY/nB+HRyUmO4YvKgPpmMyUqI4nClmZI6qxTLAYoUy1ZoNArxUXrqmxy43UKGVL1ARYOV5786jEGn4Z27ZzM2M863T6dVGJ4SzaofTuCms4by5KcH+GJ/JRF6DWcNT2bp7GHMHJ7U57PVWd783LomJmcn9Kktkp5BimUA4iL11FkcmO1OYiODn2CQdI+PC8txuQXXTB3cQihbMyYjludumtqLlgVPZrwqlifrZDHDQCVgUvq2bdvIyMhg8eLFvm1NTU389Kc/Zfjw4WRmZjJ79my++OIL3/6amhoWLVpEWloaOTk5rF27tsVzvvrqq4wcOZK0tDQWLlxIZWVlz7yjEBDjaaDRaHP2sSWnBx8XlgMwf3znY4PhireYobxBFjMMVNqI5QcffMBNN93E9OnTW2zPy8tj69atbNmyhdLSUm6//XYuv/xyqqurAVi+fDlJSUmUlpby4Ycfcv/997N161YACgoKuPPOO3n77bcpLS0lOzubZcuW9cLb6x4xkR6xtEqx7GlMVgffHKrCaNAya0RKX5vTbRJ9xQxyrHug0kYsp02bRkFBAVOntgx3tm7dyvXXX09qaioAS5cuRavVsm/fPqqqqnjrrbdYtWoVWq2W3NxclixZwpo1awB44YUXWLx4MRMmTECr1ZKXl8fGjRspKSnphbfYdeI8YtkgxbLH2XyoGodLMGdUSr9O6Pbmg8qJwYFLG7FMT09Hr287TnfVVVexdu1ajh49itPp5JlnniEpKYnJkyezY8cOsrKyyMjI8B0/Y8YMtm/fDqhh/YwZM3z7kpOTycnJIT8/vyfe0ykjw/De46sD6nDM3NGpfWzJqeEVS5mfO3AJeoLnrrvuoqKigmHDhmEwGMjOzubTTz8lOjqaiooKn8fpJTU1lYqKCoBO97fG7Xb7FhRzuVwBj+lJZBjee2wqqgJg7qj+LZbeYoYGKZYDlqC7Dj333HO8/fbbHDhwAJPJxF133cWCBQswmUwIIdBoWj6VRqPB7XYDdLq/NXl5eeh0OnQ6HUZjx4nFPUFMhHrhN9rkhd+TFFeZOVZjYXhKtK/pcn8lXpbJDniCFstHH32Uxx57jFGjRmEwGLj//vuJj4/n9ddfJykpidra2hbH19bWkpSUBNDp/tasXLkSp9OJ0+nEYrF09T2dMrEez9IkPcse5asiTwg+qv9O7HiJ1GuJ0GnkmGWYYzab+eEPf4iiKFitXctcCDoMr6+vb+PlRUdHU1dXx/z58ykuLqahoYG4ODVPLj8/n4kTJwIwadIkdu7cyY033ugzuKioyLe/Nf5eqFbbjUF/px0K34bIBNBHgkYHbifsfU+9mUoheyYMnwtuF0SnQlouGFMgfbxvzFKKZc/y1QE1BJ/Tz0NwL/FReipMNmxOFxG6/jtZNVBxOp1MnjyZiy66qFvnBy2Wl1xyCStXrmTDhg2kpKSwfv16Nm/ezF/+8heysrKYN28eK1as4Mknn6SoqIjVq1ezYcMGQJ05X7hwIUuWLCE3N5cHHniAmTNnMmLEiG4Z3S4OK/z3Cdj9BlQXdXzs8e/UW2siExgy9WlAg1lO8PQYdqebbw5VodcqnD0iua/NCQkJRlUs65scpMVKsQw3tFotX375JXa7neeee67L5wctls899xy//OUvOfPMM7Hb7WRnZ/Paa69xxhlnAPDSSy+xbNky0tLSiI6OZtWqVcybNw+AWbNm8cgjj/jGOM866yzWr1/fZWM7fzcRkP8PaDipPlY0MGIeWOtBHwWjL4b0CVCwASzVkDYWImKh/iQ01UJVEZTvYszRl4ElWBy9P7l0uvDZvgrMdhdn5SQNmFU0veOWDU0OWR8ehiiKwqBBgyguLu7e+UL4N7UKP+x2OxEREdhsNgyGtm222rD/I4hNh8zJINyg6cIvvLUB/jgSFzDavIaFU4bwxHWTu2m5pD0qGqwseGoTVY12nrnhTC6dmNnXJoWEH639nk/3lvPGnWczdWjg8XhJ1/FqgMVi8WmAoihtJo2Dpbi4mOHDh9PU1ERkZPA/agNvDZ4xF8OgKaAoXRNKgMg4SBmF1mUjjTosdhmG9wTPf3WYqkY7C87IYMEZGZ2f0E+QM+I9i9Fo9GXJ5OXlBTwmIyOjzc07HHiqDIz4J5TED4by3QxSqrDYZRgeahwuN29sP4GiwK8vHdfn3YJCiazi6Vlae5aBKCsLfgmRrjLwPMtTJX4wAFlKFU1SLEPO98W11FkcTB+W5GtrNlDwddmXnmWPoNVqfbfuhuCnghTL1vjEslp6lj3A9mNqvu2ckb2YWykEmMrg6GZ1Mq+HkJ7lwEaG4a2JUcfQUpR6muRseMgpOFEHwMSebpArBFQdgF2vwdY1araDl7jBkDpa/XvQFEjKUbMiTOWQPh6GnA3OJtAaoGKv+gNq9JuwcbvB7QCNp4eCooCiSLEc4EixbE1UIgAJSqOc4OkBdp2oB+AMz/o27VK+R81miEqCuEGqIAVDVRFsXwdFn0Dl3ubtySNBb4SyAmg4od4ADn3W9jm8RQxeIuJVG5pq1PvqQ2BrAEWr2hURByMvIDnnZ4BswBLuDBs2jO4kAUmxbI3Hg0hQzDIMDzGVJhsl9VYGJ0aRFGC1RUAtLPj2Gfjsd6pYAiQOh9xLYdY9EBtg9txpg12vw/a1LQsNkkbAqPkw+QbI9FSLud1wYgtUH1QruRxWVfia6sBlh7qjULKj5fPb6qFSFXka1UbFRMSp3itC9Vp3vcbYRhuwWDZgGaBIsWxNlCqWyUqjnOAJMbtPqoIzcXAAr9Lths9/B3vfh6r96jZthOrJ1R6Bb56GnevhwodhyhLVo7M2wLa/w7fPqcIHoIuCmXfA2Csg68y2HqlGA0POUm/t4bQDAhorICpBFWBLLUQnQ3SaGoJnTm5+7oZS+Mskko79Gz1XY5YRyYBEimVr/MJwp1tgd7ox6OQ8WCjYWlwDEHhBrx0vw6bH1b8ThsLCpyDnPPVxVRH857dqXf+798Dnj6rVWeZKcNnUY7KmQdZUmPcbNV/2VNB5vN6EbPV+5IUdHx+XCWlj0ZTuIEOpxmTtncmr3SfrOVBu4oLcdOKNcq2onkaKZWuiEgBIQF2LusnukmIZIrYcUcVy5vBWteB2M3yyUv179r0w9xfqhIuXlFFwzTrY9x78Z1Vz3b82AsZfpZ4zaHLPv4GOiB8MpTvIUqqp6uExy6pGGw++vZuNu9WcwmHJRt65+xwpmD2MFMvWaLQQGU+s1YSCG4vDSTzyIgwFh6vMAG1XcCz6RJ08GTUfLgpcmYFGA+OugLEL1dp/pw3is5u9wL4mXvVCB1HF0R4Wy/v/tZOvDlQSpdeSER/JkSozD76zm78snjygkvzDDekyBSIyAS1uorHKSZ4Q4XC5qTHbSY42tPXU932g3o+/qvMnUhTVi0seET5CCb783CHa6h6d4Nl8qIqvDlQyKD6SL39xHq/ecRZJ0Qbe3VnCZ/sCrzwgCQ1SLAPhGfOKoUlO8oSIqkZ1bDE1NqLlDrcLDn4KKKpn2V/xzNJnaBtotDtxu0Pfn+bLA5X85BV13ap7LhhFWlwk6XGR/OqSXABe+/5EyF9T0owUy0BEqGIZqzRJzzJEVDS0I5Ynt6kh+ODp6mxzf8UzMZistSAEIW/vV2GycvfL26kx25kzKoWrpw727bv0jEyMBi3/2VdOjdke0tcNFiEEDlfgZWIGCnLMMhBescQiE9NDRIVJFcs2fR6LPlbv+7NXCT6xTFTUcVmzzenruB8KXvv+BI02J1dOyeLP105qMTYZHaHj0jMyeW3bCdZvOcbd548M2eu2prrRxj++PUpyTAR6jUJpvZXyBiv/PViF1eHm+hnZFJU3EqHXYLa5+OGUQVyQm06Uof83Q5ZiGYjIZs9ShuGhodLUjmd54N/q/eiBIZYJippFYbI6ST/FDCZ/Nu5W80hvmTUs4CTOsnOG89q2E7y0uZgfzRne4bIWQghqLQ4SjfqgJ4S+OVTNs18c9K3G2R5//exgi8ef7lWT+KMNWmbmJJMWG0FxtZnM+ChumDmE6cP6T99PKZaB8KStqJ6lFMtQEHDMsqFULT+MyYCMwOsx9Rs8YhkrVLEMZcljjdnOnpIGUmIMTAqU0I+aYTBnVAqbiqp4O/8k100fwr6yBk7WNmFzupk5PIniagtv5Z9g464yqs12RqfHsOTsYVx2RiaJ7VRU1Vns3LM+3yeSBq2GnNRoZg5PwuZ0k51kJDvJyOj0GCoabOw8XkdhaQNJ0QaO1VhosrvYU9KA2e5qMwE1e2SKFMt+j2/M0iKXlggRXrFMifH7Uh78VL0fdWHwtd/hSkQcKBpi3KpYhnL9pvxjtQih5qd25AneMTeHTUVV/Pa9Qn73/l5MHdiQaNRzoLyRB9/ezR827mPtshlMHZrY4pgKk5Vr//YNxdUW4iJ1/OqSsSyamtWu15qbAXNHt118zuUWnKi1UFTeSF2Tg2TPNZCbEdvm2HBGimUgPJ6lOhsuxyxDQcAwvMgTgo/6QR9YFGI0GoiMJ6qpDgV3SFcGPVHbBEBOanSHx50zMoVbZw9j3TdHcbkFOo26GJzV4WKnp4HJpWdkcvucHMZmxrL5UDX//PYoG3eXseSF77h2WjaDE6Mob7ByoLyRfWUNlDfYODsnmb8tmerrqtRVtBqFocnRDE3u2P5wR4plICL9PEsZhocEXxge4xFLpx0OfaF2+PGWNfZ3ohLRNNUSiyWkYfjJOlUsB3XSLFlRFB66fDzL547g+6M1ZCVEMWWI6i3WWxwoGoiLbBa82SNTmDUimbz3C/n718W8tLm4zXPOHpnM6iXTBsyicqeC/AQCYfB6llbKpViGhKpGNaUlxSuWBz8BuwmGzTn1Wu5wwTfJY6bRGrqell6xDLazfEZ8JJdNHNRiW3ulkIqisPKycVw0Lp3dJ+vZfbKBrMQoZo9IISXWwJj0WFkV5EGKZSAMRgCisEnPMkRUmmzoNJ4GuU118O9fqzumLu1Ls0KLVyxpxBzC6+ZkbXCeZXdRFIVZI1KYNaIXu9f3Q2RSeiD0qlgaFSmW3eX1bSe44pmv2Xa0BqvDRaPNSUpMBBqNApufUtuuDZ8L437Y16aGDr/0oVCOWZZ00bOU9AxSLANhiAHAiBWrnA3vMmabk//32k52Hq/j8Y8P+CZ3UmINannj9nXqgZc9CdoBFNz4PEszjbbQhOE2p4sKk43kaMOASOzuz0ixDIQnDDdikxU83eCbQ9W+vzcfquZgpZpOkxITASe+V/tQDp6hNsMYSHjEMl5pxGwLzY9sWb0V6LkQXBI8UiwDIcPwU+KrosoWjz8tVKs4UmIi4Pi36sYR83rbrJ7Hb8wyVGG4d7xShuB9jxTLQHjC8ChscoXHbvDlAVUsr58xBIBP/MXSu77NoCl9YVrP4j8bHqIwvNTjWWYmRHZypKSnkWIZCE8YLvtZdp2j1WaOVlsYlmzkh5PV9BVvE42sxCgoUVuM9Xln854gorm1X6jyLMsaVLHMiJNi2dcEFMtt27aRkZHB4sWLfdvGjx9PRkZGi5vBYOCLL74AoKamhkWLFpGWlkZOTg5r165t8ZyvvvoqI0eOJC0tjYULF1JZ2TJUCys8YXiUYpONNLqIt4Z47uhUJg5OQKtpztGbnq5RZ8FjMgKv0tjf8VZ+KZaQjVmWe8QyXYpln9NGLD/44ANuuukmpk+f3mL7nj17KCsr8932799PTEwMublq49Hly5eTlJREaWkpH374Iffffz9bt24FoKCggDvvvJO3336b0tJSsrOzWbZsWS+8vW6i0SJ0UXKCpxvsKVHL6qYOTSTKoCUnpbnEbZT7kPrHQAzBwa8BS1PIxiylWIYPbcRy2rRpFBQUMHXq1A5PfPHFF7n44ovJyMigqqqKt956i1WrVqHVasnNzWXJkiWsWbMGgBdeeIHFixczYcIEtFoteXl5bNy4kZKSkp55VyFAMRgxKjaa7KGrxDgd2FdmAiA3Qw1JZwxXu8pEG7RovWt6Z3V8bfVbPGIZp7GGbMyyzNM0OSM+gFjWFqvrFzmaQvJaA52TJ09y8803k56eTmZmJpdeeinHjh0L+vw2Ypmeno5e33HBvBCCZ555hrvvvhuAHTt2kJWVRUZGc2g1Y8YMtm/fDqhh/YwZM3z7kpOTycnJIT8/P2hDex296hFpnFZcPbBEwEBECMGBMhN6reJr+vCLH4zhh5MHsXbZDCjepB447Jw+tLIHiVTbp8UqTVgdbpwh6BxeXu/1LP0akDTVwrs/hafOhJevhjUXgs10yq810HnssceYO3cux44d48SJE2RkZHDfffcFfX63MoI//PBDYmNjmT17NgAVFRWkprZszZSamkpFRUVQ+1vjdrsRQhUol6uPxgwN6pfd6JkRD2XX655ACEH+8TqO11i4YGw6MRE6GqwOKhqs6LUaGpqc2F0uTtZZOVplRqtVuGhsOlqNgtXhRqMBnUaDyy04XNlIWlwEYzPjiNRp1aqbIKhstGG2u8hJjUavVX+HE4wGnlzsCbsr96n3WWf2xEfQ93g9S0X19Mw2F/HG7s+hutyCykYbsZE6jAa/6++N29Xaeo0eYtKgfDd89CtY+HT/b3XXgzz++OPodM2f46JFi7jnnnuCPr9bCvD000/zk5/8xPdYCIFG0/Ki0Gg0uN3uoPa3Ji8vj9/+9rfdMS10eBPTFSsWe2iXCOiI+iYHj320j72lDcRE6qk126kwWZkzKpUhSUbqmxzsK2ugpM5KVaNab+1yC8x2l88D1moUEo0GX6ef9njso/2d2pMWG8ELt0znjHaazvpTUqd6QQFzAl0ONRndmAy6iLb7BwK6CNAaiHZbADDZHKe0lnd1ow2XW7ScCT/0mSqUcVlw87vqCpd/Owfy/wnjrlR7g0oC4i+UAN99951vziWo87v6gkVFRWzdupU333zTty0pKYna2toWx9XW1pKUlBTU/tasXLmSBx98EAC73Y7RaOyqmaeOvrmKp7dmxI9UmVm8+hvKG9qK3OvbOl65T69VyEmLITpCx56SeqoabUToNERH6HC43MRG6MhKjMIt4ECZCZPNSXZSFE12NwlGPUnRBuotDmotdipMqjcjhJr288s3Cvjw3jmd2t9hDXOjJ4qIzez8g+jPRMRitFSj4D7l9KGy1pM7Ba/Bez9V/573IKR41tq5aJW6fftLA1osXS6XL9JUFKWNA9YV9u3bxxNPPMEnn3wS9DldFsunn36apUuXEhXV/IWYOHEixcXFNDQ0EBenDuzn5+czcaK6VMCkSZPYuXMnN954IwBms5mioiLf/tb4fwhabR/Vw/rVh/dGrmVxlZnrV39LeYONM7LiuX7GEDITIkmPjaTR5mTn8TqqzXaGJRsZkxGLTqNha3ENCycPQqMoJPktCyCEwGJ3EanXtkjd6Sout2DuY59TWNrAiVoLgxM7/tEq6ajvYmOZeh+T3m17+gURsWCpJhrrKXdL9/5opsdFqpM579wNLhtMvA4mXtt84IRFahen/RvBVA6xA/Mz9neaHnroIR5++OE2x/jPm3j5y1/+wnXXXed73NjYyNVXX81vfvMbZs6cGfTrd0ksGxsb+cc//uFLCfKSlZXFvHnzWLFiBU8++SRFRUWsXr2aDRs2ALB06VIWLlzIkiVLyM3N5YEHHmDmzJmMGBHGtcGG3it5bLK7WPr3LZQ1WLn0jEz+sngyOm3LX03vrLI/7YXGiqKEpFmrVqMwd3QK67cc55tD1VwzrWOx7LBJrckjlgMxv9Ifvy77p5o+5EtIj49Qw2yXDWb+GC75Q6vXjIEzroZtf4fvX4DzHzil1+0QtxtKtkN0qjrsUH8CrHVwcrs6Kz9zudrQuXQHOKwweFrI/ucWiwWDQXUK2uuxWVZW1uFzOJ1OrrnmGqZOncr//M//dOn1u/SNWrduHWeffXZAkXvppZdYtmwZaWlpREdHs2rVKubNU+t/Z82axSOPPMKCBQswmUycddZZrF+/vkuG9jq+MNzao2G4EIIf/3MbxdUWZg5P4skAQtmXnDkkkfVbjrP7ZD3XTMvu8NiOw3C15HHge5aeKh7l1Kt4mmfCI2HbO+rGM28JfPDZd8O2l2DLaph9r2+CMmRY66HgX5D/Dyjd2f5x//1zy8daA6SNU+8Th6nCWrJDtW/+72DsZUGboNVqTznSvOuuu7Db7b60xq7QrlgGcnHvuusu7rrrroDHZ2ZmsnHjxnZf6I477uCOO+7osoF9hl99eE8mpu8rM/HlgUoSjHr+dM0k3yxyuDA2U/3y7y3tPDWlwwke35jl6eFZxtJE4yl6lt6E9CG6Oqg6APHZkDY28MEpoyD3Utj3Pmz/B5z1Yzi5DeqOg9OqNi5x2uDIV1D4tppqNPxcmLas47Dd7VIF8Nu/gcVvGdzE4eq+hGx10k7RQN0xMFdB/TGIToOmGnA7VS8T4MSW5vPNqPt7kUceeYTNmzfz9ddfd5oeGYjwzofpS/zC8J5spvF2/kkAlpw1lOykPpjI6oRR6TFoNQp7yxoQQnS4xEBJXROKAunxAWa7fZ5lWg9ZGib4Sh5P3bP0huFDrZ6Uq6GzO04Nmn2vKpb/fgD+vQJEJ3mex76BL/+gPu81L0FMq5UZ7RZ44zbY/6H6eOzlMOl6GHI2GDtYwtZuViMzRVHXWqrcq4brLru6ZEvWmaDR+nKZe4s//vGPuN1uxowZ02L74cOHg5pElmLZHn5heE+NWVodLjZ8fxxFgWumdhzi9hUROi1DkowcqTJTa3G0mEjyx+pwUW22kxobEXipVK9nOeDD8OY15085DPeIZbLT89klDu34hOwZcMFD8NWfwOERrNE/UEPo4q/VMc9BU2DGHZAyRg2pd78JR/8Lz82CcQvVxPq6Y1BzWPUS645C3GBY9H8wdFZwhvsPAegMkDlJvfUxrTNyuooUy/bwS0rvKbF8c/tJ6iwOLshNY0hy+HmVXtLjIjhSZaas3tquWDY0qeV9ScbA+0/HMctTvW7KG2xoFIixez67uKzOT5pzP8y4HUoL1M/am15kqVE9vSi/tcEHT4WL8uCNH6nLEm8NMI6XOQmu3wBxAzzlKwikWLaHVywVW48sLWF1uPjrZ0UA3DZneMifP5R4k6LLG6yMGxR4JUaTx4uKiWznkvKKZXRq4P0DBb8xy1NJHbI6XNQ3OUiPi0DT4OmhEB+EWHptGDa75bb2wubIOLhhAxz5EmqOQPVBdSJmyFlqhVDKaHVNdIkUy3bxC8OrekAs124uprTeypxR4b+qXrqniYN3DC0Q3jSZ2EBiKYQahuuifGIyYPHraVlzCp5lmf9MeIM6rk3c4FM2LyCKoq7dPlDWb+8h5E9Ge/iF4TbnqTdE8Kfe4uCZzw8C8MuLgy+36iu8nqX3CxwI78yvryz07bvg0WzY+z7YGtQZ2Zi0gV+77DfB09Usilqznf8WVSGEaNmard4jlsF6lpIeQXqW7eERy6geCMOf/eIgDVYnV0wexISszmuu+5rUWHV2u9rcfq25yaqOWcZG6qGhFHa8rO7Y9DikemYfB/p4JbRISu/KmGWjzcncP36Oyerkqeun+BrJZMbq4UgpRMQPfK88zJGeZXt40hqisWJzhM6zPFnXxN83F6PXKvz8ojGdnxAGJHombWot7fdo9I5Zxkbq4OCnzTtKtjcnMQ/0tCFoHrNUujZm+eqWY76hjG8OVXPCs1DZiKhGEC7pVYYB0rNsD788S6szdJ7lE58cwO50c+vsYWE9A+5PgqdzTp3F3u4xJv8wvOhjdaMuCpxNsPdd9bH0LNtl29HmtJb8Y7XYPNHMGGODujFuUOhslHQL6Vm2hzcMxxYyz7Kq0cab208QE6HjnnmjQvKcvYHXs6wxt+9Zescs4wwCDn+h1gef90t1Z6GnVO+08CzVCZ5YxYK5C2OWBysaW/y9v1ytmBqmr1M3BpM2JOlRpFi2h18YHirP8rN9FbgFXDwho918xXDEK5Yde5aqkA617FYndIacDSMvanlQ+vgeszFs8Pcsg1y0zOlyU1xtJiZCx7jMOJxuwZ6SBnQahVS3p8QwvodmwiVBI8WyPQzNKzyGyrP81LN+9oVj+1c4GmXQEqHTUNuBWFab1X1DG75XN4yYp9YxG/wmJQbqchL++I9ZBulZltZbcbgEQ5ONDEtpHpoZlhKN1uTJsZSeZZ8jxbI9dJEIRYOR0IxZWh0uNhVVYdBqmDMqvPMqA5EUbcDqcLfbganCpKa6pJg8dcyDp6n1v94KEmhZPTJQ0UeBRudbhyeY9Zu8+auZ8ZEMSWouFRyRGq3WVIOc4AkDpFi2h6Ig9EaMIZoN33yoiiaHi1kjk0PSa7K3SfDNiAf2Lis8jWqjq/eoGzI8jZ0vf0pNe1nwpx63MSxQFIiIJZomQATVhMU/AX1ydoJv+8i0mJ5PSJcEjRTLjtAbMSgunI6O17IJhi/2VwJwQT8Lwb0kembE2xVLk414xYzWXKa2EotKUHdkToRfHVXrlU8XImLRINS+AkGkD5X7eZbnjUkl1vNjetWZg5sT0uVseJ/T/1yc3sQQA+YKlBCsy7z9mJoaclaAjudtsNSo7bNcDjixFaqKYPR8GDxd7SFYvkddDhXUDjHCDQg48b26/MC4hZA+Qe1O7mhSQ0OEOn5orlCbLESnqF1kvK20jJ6hAZsJdq5XZ7M1OtBHwvzf+03ytJ0R99Yxnx3TAE4goVV3nIFetdMav5JHcxDpQ6V+nmWkXsuG5WfjFoIRiQa1pj4q0TeGLuk7pFh2gOK5QDVOyyk9T5Pdxb5SE7EROkakxrR/oMsJm/4EXzzadl/Rv4N/wfx/BnfcvveDO85SQ0K8alMgz7Le03FolKFOFcvTfebWN8ljCSoxvXnMUm2a7GtWUnsUEDIEDxOkWHaA4sm11J2iWO4uqcfpFkwektD+GtxCwH9+C5ufUh+njIasqapXUbZL7XJtrVMTu5NHqt5aSb66eJWiUb2ZuEGqUB35SvUwPc1AaDipeokxaaq3WrEXag6p3bXdLvVcrV5t2uo9LutMiEyA15dB8SYGT1WTo2vNbcXS27cxW1utbkgIz96cvUYXE9O9Y5YZrZsmd7XbkKRHkWLZER6x1DpPLQzP94TgU/wG79vwwf3w/YvqWiWLX4GRF3Y/fE0O4UJwYxbAzlcYa80HhgcsefQmpA9C5gQCXU4fahbLVstx+CZ3pFiGA3KCpyM8npne3RRUCkh75B+rA2DykITAB+zcoAplVCLc+DqMuih8xvk83bEHWwqBwGG4N9RMF+oklhTLZs+ys8Xu3G61w1BMhK65Y5MXmTYUVkix7AiPZxmtWLGfQps2n1hmB8gzNFfDu/eof1/2BOSc2+3X6REyzgAguXE/0Dw+6Y83DE9xeZY/iB/SO7aFK10Ys6w223G6BRmenqEtkGlDYYUUy47weJZRdL9NW2l9E2UNVoYlGwOXOO54WV0bZeJiGH/lqVjbM6TmgkZHXN0+QPiWj/DHG2omOT3d0E93T8hvNryzMUtfCB4XQCxl2lBYIcWyI0LQAHiHx6ucMiSAV+l2q2s9Q/jmIeojIXEYWkcjyTS041m60OEk1lENUUmhX7O6v+G/tEQnY5Zl/k1+W9Mgw/BwQoplR/jW4bF227PMP14H0KIyw8eRL9VZ6Ywz1JnvcMUzwZCh1AQUS7PNSQJmFMTp0VmoMzxrzhsVa6fNNMrq1cnDzEBheL2c4AknpFh2hG8dnu57lr6Z8NaTO0LAl4+pf0+7LXwmdALh+bJmdiCWsYonvUp284YIVSyjsQbvWbYWS4cVLFXqAm+6AOuwS3odKZYd4RHLSOzd8iwdLje7TtYTodOQm9FqVcT9H8KxzZA4HCbfGAprew7PmNlgbS0NTW2//I02J7F4xTLw6o+nFV3wLL3VO5mtw3DZbSjskGLZEXr1Ao5U7N3yLPeXmbA63JyRFY9B5/dRuxzwyUPq3xc+pC5EH854xHKovo4mh6tNZoDZ5iRG8eSiRkqx9GVRYMPSyY+sty48Iz5SreDyht6+RcrkTHioKCws5MorryQlJYWMjAwuvPBC9uzZE/T5Uiw7QucRy256lu2G4NvXQXWRWus97oenaGQv4BmHTNOq3bxbh+Jmm8vPs5RheLNYNnXaSMPrWWZEK/DCRfDEODj0mUxI7wE+/vhjbrjhBo4fP05JSQmzZ8/m+uuvD/r8gGK5bds2MjIyWLx4cYvtjY2N/PjHPyYrK4uUlBQuv/xy376amhoWLVpEWloaOTk5rF27tsW5r776KiNHjiQtLY2FCxdSWVnZlffZN3jEMoLueZYB8yvtluaxyovywnus0kuU2vwjWRNYLBttTuIUGYb78ITh0UrnY5bl9Vb0WoWkg2+qi7sB7P8Iag6rfyec5jmrIeS+++7jmmuuISoqCo1Gw6JFi9i3b59vJc3OaCOWH3zwATfddBPTp09vc/AVV1xBamoqhw8fprKykgcffNC3b/ny5SQlJVFaWsqHH37I/fffz9atWwEoKCjgzjvv5O2336a0tJTs7GyWLVvW3ffce+jV8rMIxdEtz3J3ST0AEwf7LXe75XloLINR833VMWGPMRmARNR1Ydp6lk5i8Ybh4b+0b4/jHbPE1mGepcnqwGx3kR4XiebIF807jn8HlWoRAKnhv658f6SqqoonnniCa665BiVIh6WNWE6bNo2CggKmTm2ZyvL555+TkpLCqlWriIiIQFEUZsyY4Xvht956i1WrVqHVasnNzWXJkiWsWbMGgBdeeIHFixczYcIEtFoteXl5bNy4kZKSklN9zz2LXxjeVc/S6nBxqNJMXKSOwYmemt+mWvjvE+rfF6wMpaU9i0cs44XaTKN1YnqjzUmMVyylZ+kXhls7rOBpkZBesa95R/luqFDLS0kd3WNm9jdcLpfv5nZ3v6LuvvvuIzU1lcLCQp5++ul2j/vxj39MeXm573EbsUxPT0ev17c5cd26dZx//vlcfPHFpKenM2/ePA4fVkOFHTt2kJWVRUZGhu/4GTNmsH27GlZs27bNJ6wAycnJ5OTkkJ+f34232ov4xLLrnuX+MhMut2DcoLjmX66tL4C1HiZc7Ssj7Bd4loOIdauechvP0i5Th1rgyaKIVjqu4PG1ZovTQfVB1SPNOAPcTqg6oD6PLHX0YTQa0el06HQ68vLyAh6TkZHR5rZhw4YWxzz55JPU1NQwdepUFixY0G4YnpyczMSJE3nwwQcxmUzBdx06cOAAO3bs4MUXX2TcuHH8/ve/Z8GCBezZs4eKigpSU1NbHJ+amkpFhVor3Nn+1rjdbt8bcLlCt2Z3l9F337MsLFW9sHGZfmHpkS/V++m3hcS8XkOrg8h4oqwmFNw0WNtO8KQoqpASnRrgCbrOiVoLO47X8fXBaq6emsXUoUE0TQ4XNBqEPppou61Dz9I7uTMmsgHcDkgaq3aMKtulHpAyGjRyDtaLxWLBYFAzR9oLncvKyoJ6rsTERJ588kmio6PZvXs3Z5zR1nn5/e9/z09/+lPy8vLIzc0Nfja8srKSm2++mSlTphAREcHKlSupqKjg22+/RQiBptU/VaPR+Fzlzva3Ji8vz/cLYjT2YYdoXffHLPd4xivHexu5upxwYpvagm3QmSE1s1cwJqNBnfWut7QNwwdpPJ3bYzMCnBw8brdg9VeHmPvY5/zklXzWbznG4tXfUnCirkvP8+3haix2J1aHi7fzT/Loh3t54K1d/LeoKugB/VNBiYghQnHg6GBJknKPWA7Tez67+GxI8muvlzqmJ03sd2i1Wt+ttZ4EQ2vHS6PR+J6vPdLS0vjtb3/Ll19+GbxYxsXFMXnyZN9jnU7HkCFDKCkpISkpidra2hbH19bWkpSkegOd7W/NypUrcTqdOJ1OLJZTa7x7Sui7nzr0fbH6fidkeTzL8l3gMEPmZN/z9is845ZJiqlFGO5wubE73WQodeqGbjR9EEL4nvO5Lw/xyIf7cAu1RDQ2UofDJThWo14Hx2ss/L/XdvLKd8d85wgh+Gh3qa+Nnt3p5uYXtjDnD58z+38/474NO3j+q8O88t0xfvdBIafQbS94POOWelf7HatKPWH4IK3nuxE3CIbNbj4gfUKPmni6cc0117Bx40bcbjcul4sHHniA3NxccnMDT6K99dZbZGZmMmXKFC644ILgw/ApU6Zw5MgRzj//fADsdjtHjx4lJyeHjIwMiouLaWhoIC5O9aTy8/OZOFFd4W/SpEns3LmTG29UK1XMZjNFRUW+/a3x/9XoSPV7HL8JnmA6Xns5XmNhX5mJQfGRjE73LCNx7Dv1fsjMUFvZO3jSh2KFha+KKtlTUs/4QfG+MDOVGtDofcd1RoPVwa/f2k1KjIEKk43jNRbe/ck52BwuIvUa1t46g5k5ybjdgk/3ljM6XR0LTY2N4N2dJby+7QS//6CQH83J4ePCcvaWNvD3pdM5PzcNk9XBhKw4tntSt84dncr88em43ILcjDi0nm71BysaqbPYmTo0MegZ0aBpNcljCFB44PUs09yepslxg2DYXNW7dNrgzJtDa9Npzs9+9jNWrVrF0qVL0el0TJs2jXfeeaddL/XnP/85mzdvJicnhwMHDgQvlkuWLGHZsmWcd955ZGdn8+CDDzJy5EjOPPNMFEVh3rx5rFixgieffJKioiJWr17tG1hdunQpCxcuZMmSJeTm5vLAAw8wc+ZMRowIYUfvnkDXXMHTFbH853dHAbh4Qmbzl/D4t+p99lkhNbE3OFjRSLFtLPmOeHYxAsobuWPdNj69/1wabU6MNNEgojDGxnQ6xuZwuVn1fiEbth5vMQ581ZlZCCG4f/4YbpuTQ3yUOsmo0SjMH98c2kfqtaxeMpW/f13Mlwcq+ct/igDISohCoLqMyTERvHHnLA5VmomN1AXs6ON2C/7fazvZcbyOOaNSWD53BNOGJRKp7/jHucnu4p0dJyk4WU98lJ5fXtzslRwoNzEqLUb9n/uVPJrtThIDtOfzjlkmOP2aJmt1sPxLtXeArIYKKXPmzOHjjz8O+nidTkdJSQlDhw7l5MmTwYvl3Llz+cUvfsH555+P1WrlrLPO4u233/aJwUsvvcSyZctIS0sjOjqaVatWMW/ePABmzZrFI488woIFCzCZTJx11lmsX7++i281NNidbv71/XHOHZ1KamwEBq2m/XVxvHmWOGgKYnmAE7UWrA43f/+6GK1G4ZZZnlUOhWj2LLOD8yztTjeFpQ38/esjvLOjhOEp0fzpmoktJjqEEJhsThqaHCRFGzAaemaVkCc/PcD7B2a02HZ+bipuIfif1wuwEMVZtmdYy6u0bl18pMrMTWu+4+azh7L83BHsLzPx5YHKFkI5KD6S2+fk+K4lr1C2x3lj0jhvTBof7S7l070VnDkkkWunDUanbRZqRVHUdbfbweZ0c+HYNKoabWwqqmJTUZWnhj8Wo0HH+juaf9SmrvoEu8vN8JRojtdYfEtrJBqbxdLlFsx/4iuyEqKYPz6d+faRTBHfE43V1xy5Nd5SR6PVk57iHcKIiOXpz4p4b+cOFAXOHpHM2Mw4DlU2cqKmiUsnZrLgjEwACksa2FfWQHyUHo2icFZOMlGGPozGOsDtFmwtrqGswcoVk8O/MunFF1/k7rvvpqioiEmTJqGI3hjtPgXsdjsRERHYbDbfTFhXOFnXhNstyE5SJ4o+31fBrS9tJcGox+0WaDQKv7o4l8UzAldKuPNSaHTp+H8j3mf1zdPafZ2P95Rxxz+2+R4vn5vDigVj1Qd1x+HJCbgTR+K8e6uvTlwIwf9+tA+bw01WQhSxkToWzxhC/rFarnx2c5vXeOX2mcwakcJHu0v55Ru7MFkdvvG3CJ2GlJgI1twyjbGZqkdyvMZCamxEp95Sa6obbRScrOf8MWqZ47+2HueDrzazp9KJAx2DBw3ig5/O4bXvj/OL1wtanPvYoolcOz2bP3y0j8KSBr480FyptXPlfOI9n/u+MhPDU6LRahR0GqX9H6wexmxz8urW43yxv4ItR2p8Il7w8HziIlXRPnPVJ9Q3OXC5BYoCF+Smc+nEDAxaLZdOVEXLYndy1bOb2Vdm8j23Fhd6nMzOzeaFpWqRR43ZzlP/KaK8wcrG3WVE6TXcG/MZ6Y17GH3D44wfq14z674pZuU7geuWf37RaO65YBQAf/m0iCc+PeDbpyiql23QavjBhAyfmJd31DfTw+ZDVbz83TEqTTZGp8dwwdh0zh2VGpL/TXWjjfs27GBTURWJRj1bfn0hem1wUyanqgGhYsAuWJZ/rJab1nznW7f5somZ5F0xwVd+5r/+9awRKb6/L/nLJo5UNRIfpefc0anMc89kvNjbJl3GHyEEz3x+0Pc4NkLHbXOGNx9w/DtsQscltf+D7U9f8O5PZlPWYOXxjw/w2b6W6VPnjUkjrdUFHaXXcud5I5g1IoUGq4NfvrGL+iYHcZE64o16og06DlU2crKuqUXC+I//uY2yeiu3zBrGvNw00uMi0WsV4qP07Y7R7S8zseylrVSabLx+59lMHJzAtdOzuVbTBO/dy9+cl/O2+w4AFp05mN0n63n7mz3Uo3px7xWUcPXUwew8XsfmQ9UtnnvtN8X89IJRaDRK83KvfUx0hI7bzhnObecMx+pwUVZvRatRiPHz0rc/eBFOl5uiikYSjYaAS0AYDTo+um8uxVVmPiks54v/bmJ3QyT1xLDHk0YG6rXy0uZi3+Mmh5v/rT0POA/j+qMU5qliefPZwzh3dCoOl5uvD1ZzpMrM0GQjo9JiGZrcnCEyeUgCS2cNo9Zip8ZsZ09JAydq1QKB4cnNTZhf/PoIq786zJVTspg0OIHZI1MYmRaDEMJ3LcRF6vmgoBSALUdq+Oe3xzhnZAq3zRlOktHAJE9P1k1FlZTVW4n2rBk0ODGKM7Li21xTnxSWs6+0gUbPD1J9k4PspChuOXsYTpegi7/hfc6AE8s9JfX8/F87W/zC67UKHxeWc8fcHC6bOIh3dpTwSWE5Y9JjWX/HWb7lHqwOFwcrTGg1CuUNNv71/Qn+xV3qkxyuodJkIzU2AqfLzZvbTzJ7VApZCVHsKWlg54l6hiQZeXHpdBKNepJj/HoQHvuWbe7R1ChGfjY3h+SYCP5v05E2QjljWJLvi1jw8HzK662MSm+Z5B0XqWfTL8/H5nCTGtv8GvUWB3aXm2S/sbFEo4E9JQ38+ZMD/PmTZu8jKyGKr/7nfLQaBbdbcOVzmxmZGoPT7eadHWpV1YVj0xiW4tfx3DNxE0+j7wdHo1E4e0QKh747wqO6/+PLjKVctWQFGo3CI1eewW/e3s3JuiZ+vWAss0em+MYUw5VIvbble/ZDp9X4PPaOGJYSze1zc7i98W+I755nuf0+Js68ybc/0WjgiesmUd1o53cf7GVChpFLql6kVDuYo0N+2OK5hnrEbmRa+4n+545O5dzRLXNba8x2HC43Ccbm4Yxog44ovZY3t5/kze0nURQYkx5Lo83Jp/efS6Rey/hBcbz8o5nER+nJP17H6q8O8d+DVfz3YBU/u3C0Tyy/3F/Jmv8eafGaEToNZ2TFc/f5Izk/V41I3i8o8V1PoI5LP3T5+E6HWcKVASeWCUaDL+S4dfYwfnPpOJxuN06X8P0SrrpiApdMyOCCsekt/nGRei0HfncJiqJQ3mDli/0VvP/e6xxxJFKvT/eJU5PDxf+8oYafOanRjPEI2nmjU1qMkz364V6sDhe1BWm86/gNgC8F6fJJmaTEGJg2LIlxmXFolJaJtnGRel8Y2Jq4SD20cm7ijW2P/cdtM9h5op5PCsvYfKgai82F2e6k0mTzzQhrNAqHKxvZ6enoDnDRuHSev2lqy/ArKkF9HcXsW/oW1PAzhiayNVXcNLgSPB7ZsJRo/vmjfjrzHwoiYlAUSNaYSPH74dRoFK6cMph3d6oicn6mnbvr3oXMSXDboyF56UBrPf30glFcNz2bf+8pY3+ZiTe2n/A5FNuP1jJrZAqKojB7pBplTciK57IzMln7TTFFFY2cO6ZZkC+fNAinW+B0u3EL2Hm8jqLyRr4/Wsu+MpNPLK+cksUZWfFoFIWZOUmMH9S/+wYMOLHMSojiD4smkmA0MGO46g1pNVr8VxnNiI/kqjMDl5F5BSs9LpLrpg/h6m9eQVtTxELjOt8xOo2G62cM4dO95RyuNHO40gzAy1uOU9vk5K/XTwFUz+CBt3YB4322eV93/KD4Hr94FEVhcnZCmyUtKkzWFo/fumsWX+yvxOESmKwO7jp/ZNtxKk/JY5LGjNmvoa3Z7mruZSlLHZvxrd8UeILHu5zEcIOn8qkXWrGlx0Vy89nDAFh5+TiqG+0YPGPdgUiMNnDfhW1r0ydlJ/i8TC92p5u9pQ0txkS9E3EDhQEnlkCLVJNTRWNQZ8Td9ibftiiDlkevOoNHxAT2l5u455V8iioa0ShQVN4c/k/KjufyEVo4solbhtWRe8tf2q4N3QekxbZ0S0emxXYY6gEQmQBAomLB7klEN+g0mG1OovGIr6H92efTDm+bNmyYrIHEUq3sydLUqBt6uW9lhE7LoISokD2fQadpI6ADjb7/5oY5iifXUjia2u5TFHIz4shOMlJU0cj622cyxm/5iPGD4vnryHw4+TSMXQlhIJTdxuNZJihqT8tGm5MknQGLzUm0r+OQFEsfvjXnm6gI5Fk2qJ9ZOp5JMLncbdgjq/Q7Q98slu1lWZXUqRf+oAQjsa3HGftxMnoLDNGg0RGLKpZ1FjvgDcOlZ9kGvwqexoCepfqZJfonpEvCGimWneFppmEQjnY7D52sa0KrUUiLbTX243LCie/VMsCsftg8wx9FgahEjKIJHU6qzR6xbOFZyjFLHwb1szAqNhoDFDSUN6hheLStVUK6JGyRYtkZ+o5LHk1WByark/TYiBYVJABU7AF7ozrTqQ/d+FCf4Rm3jMNClUn9srfwLKVYNtOBZ+l2C8obrMRG6tD5VnGUYhnuSLHsjBbNNNp6CN763oCD5b7mGf08BPfiGbeMV8xUeTxLi3+XdBmGN+O3aFnr2fBaix2nW6ipaA0esYyVYhnuSLHsDL9Fy5oCeJa+dZ8DieXxrtWDhz2eXMsEGn2eZaOc4AmMb4LH1sazrPNUWaVGAeYKMKb0z7Z9pxlSLDvDr5lGoDC8ulEVjeQAicCUeJbNGNx+TXm/wt+z9Lxvi5zgCYxnSCJQnqW31Ha4wVMGGR/+TSUkUiw7p5M2bd4ONG2qJqwNUHMIotMgNrPHzewVPGOW8TRS3eidDffLs5Rjls34PMu2YlnfpH522b6mv1Is+wNSLDvD41lGYqfJ0XbM0ptCk9i63LDM040nc1L/WBs8GAJ4lmabk2hZwdMWXRSgEOMRS/+0M69nOaiPEtIl3UOKZWfo1HSgSOwtyvy81HrEMsHYyrMs3aneZ07qUfN6Fd+YpdmXOmSxuYjBilC0Pi9cgtoE2RCNESsut8DqaE4784plmpAJ6f0JKZadofN6lo6AEzzthuElO9T7QZN70LhexuNZJmrUCR4hBGa7g2ilCSUiZuB40KHCEIMBJ3qcmGzNrfO8EzzJbk9CuvQs+wVSLDvDoPYONCq2gKlDdT7P0i8Md7vg8Ofq34NntDmn3xKpNv5I1tk9HdqdRAgbWoQvCVvih2fcMqpVrmW955qJd3ird6RY9gekWHaG3wVvCbDCY63Zu8SAn2d59GswV0LWNIhN7xUzewXPbHeSTp3QOVZjIcY3uSNnwtvg+UxiW+VaeleljJHVO/0KKZad4e0eo9iwBBiz9HZQj/P2xRQCNj+t/j1pca+Y2Gt4JnDiNapAHqk2N0/uyLShtkSoTVVilJZi6e1CFNlUpm6QCen9gn7cBqeX0KtheBTWdsodnWgUiNY44Nv/g6Y6KPo3xKTDpOt72dgexiOWsZ68ykMVjX5pQ1Is2+D5vGJoahGGm2zqOKa+qUompPcjpFh2hq9sre2YpdutNsuNi9KjfP0UfPFI884LfzvwBMTjKUVjAeBQZaNfGC7HLNvg+bxiW3mWjVYn6YonbUiOV/YbZBjeGd4xS8XWJrnYbHfiFpAS4YItz6sbFQ2MvhgmLOptS3sejyBGCa9Y+ofhUizb4O9Z+ofhNgeZyBzL/ob0LDvDr3tM6zDcO/Y0S7sPGqthxAWw5M1eN7HX0EWARk+ES11G41BlI6NkGN4+vmELS4tu6Y1WJ4M03hxLKZb9BelZdoZnzNKIFXMrz9I7uTNUW6VuGEgJ6IFQFIiIRe80o6AuLREjJ3jaJ4BnKYTAZHUyVFenHiNnwvuEp59+GkVR+OKLL4I+R4plZ3hEQM2zbOlZNjSpX4BBeMQyIbtXTesTPB6kEU/zWtlxqH0im2fDvT+0Nqcbp1uQrfWOWcoO6b1NSUkJf/zjH5k4cWKXzpNi2Rk6A0KjUz3LVhM8DZ58uQzhTS4e0tvW9T6exPR41FC8ueOQHLNsg3eChyZfGO69H6TxNtGQnmVv89Of/pRf/epXJCYmduk8KZbBYIjGiA2z1dFis7eELcVVoW44HbyEaHX96BRFXcJVepYd4B2zxILJc+1479O90Ygcs+xVPvjgA0pLS/nxj3/c5XOlWAaBoo9Gp7hx2luut+0NwxMcnkqM0yEMj1ErksbEqCIp27N1gHfMUmmiweNRescuU9yyiUZXcblcvpvbHXg9rI4wm8387Gc/Y/Xq1Sjd6GMgxTIYPDPibrsZt7u51VZDkwMdTmLslRCV5DtuQOPxLEca1TA8UaeOXcoJngB4K3haheF6nCS4a9XPUhfR0TNI/DAajeh0OnQ6HXl5eQGPycjIaHPbsGEDAA899BDXXXcd48eP79brBxTLbdu2kZGRweLFzeV63333HRERES2MOPvss337a2pqWLRoEWlpaeTk5LB27doWz/nqq68ycuRI0tLSWLhwIZWVld0yuE/wNtMQLcctG6wOMpQaFMTp4VWCz7NckKNj1ohkzhniqT6RnmVbWqQOecNwJ4mY1P3RaX1lWb/EYrHgdDpxOp2sXLky4DFlZWVtbtdddx27du1i48aN/OY3v+n267cRyw8++ICbbrqJ6dOnt9huMpn4wQ9+0MKIb775xrd/+fLlJCUlUVpayocffsj999/P1q1bASgoKODOO+/k7bffprS0lOzsbJYtW9Zto3sdj9cUpdh84RSoF34WnnAq/nQRS/ULnq038crtZ8nFyjoi4ASPg0TFI5bGpL6yrF+i1Wp9N42ma0Hxjh07OHr0KOnp6SQkJJCQkMCmTZu47LLLuPHGG4N6jjavOG3aNAoKCpg6dWqL7SaTifj4+IBPUlVVxVtvvcWqVavQarXk5uayZMkS1qxZA8ALL7zA4sWLmTBhAlqtlry8PDZu3EhJSUmX3nCf4cm1jMbq8xBA9SxTlTr1QcwA6i7UEdEp6r3ZM0Fha1Tv5QRPW7yepaa5W3qjzUmi4vnMoro2GyvpPkuWLKGxsZG6ujrfLTs7m/fff5+XX345qOdoI5bp6eno9fo2B5pMJuLi4gI+yY4dO8jKyiIjI8O3bcaMGWzfvh1Qw/oZM5r7OiYnJ5OTk0N+fn5QRvY5nrFIo2LzTeqAOsHj8xK8IjLQMSar9xaPR233vH/pWbZFZwBdJDE04XILLHYXjVYn8Uix7I8E7cuaTCb++c9/kpmZybBhw7j22mvZs2cPABUVFaSmprY4PjU1lYqKiqD2t8btdreY+epzvGKJ1ZdbCWpIleQdf/KKyEDH6PlRsHiSqr2epRTLwETEYsSKFhcmqxOTv2cpw/A+pbi4mPPOOy/o44MWy5tuuony8nJKS0vZunUrI0eO5LzzzqOiogIhRJsxBI1G45ve72x/a/Ly8nyzXkajMeg302P4xNLWYnmABqufZ3naiKXnC+7zLBvVYQqtbDMQEE8oHk0TJqvDM8Hj9SylWPYnghbL+Ph4IiPVmc/U1FQeeeQREhMT+fLLL0lKSqK2trbF8bW1tSQlqRdDZ/tbs3LlSt+sl8Vi6dIb6hH0zUtL+IfhJquTpNNtsF4fBfpoVSxdTnBapVfZEb7EdDXXstHmJF6OWfZLTinP0uFwkJCQwMSJEykuLqahocG3Lz8/31d7OWnSJHbu3OnbZzabKSoqarc2U6PRtJj56nO89eGtwvAmu5NkX0h1moxZgupFu2zQ6On0LSd32sevW7rJqi565/MsT5cf2AFC0GL5+OOPs3fvXoQQ2Gw2fvWrXxEVFcXcuXPJyspi3rx5rFixAofDQWFhIatXr+bWW28FYOnSpbz44ovs2rULh8PBAw88wMyZMxkxYkSPvbGQ4s2zxIbJr3uMxeEiWXOaeZbQ/F5ri9V76Vm2jy99SG3TZnO6iFPUhH5vnb2kfxC0WGZmZnLDDTeQnp7OqFGjOH78OB9//DEREWoFwksvvcThw4dJS0tj/vz5rFq1innz5gEwa9YsHnnkERYsWEBqair79+9n/fr1PfOOegJvT0ul2bO0Od0I0dxQgsiEPjKuD/COz1YfVO9lONk+fiWPJqsTq8NFrKfTvFdIJf2DdkflH3744RaPb7jhBm644YZ2nygzM5ONGze2u/+OO+7gjjvu6LqF4YB/GO7Js/S2a4vFAor29Ch19CLFMnj8xixNVgdNDldzD9BIKZb9CVkbHgwesYxRrL5KjCaHCwU3RiwQlaA2xj1d8IpllUcsT6chiK7SxrN0E+vr1CTFsj8hxTIYPBMY0TT5wvAmu5NYmtAgTr+xpxhPzmxFoXovU2DaJ9J/zNKB1eEiTvGG4bKevj8hxTIY/Nbh8XqWFvtpPFDvrYOvO6reS8+yfdoZsxR6I2jbVspJwhcplsHg6QIerbQcs4z3DtSfdmLZqsmx9Czbx6+ZRl2TA6fDTqTiQJEheL9DimUweMLwWMXqS0pvauFZJvSRYX1Ea7E8HTrEdxdfm7Ymqs12DA5Pqpmc3Ol3SLEMBk8YHqPYsLvcWB0uNQznNA3DYzNB45dIkTa272wJdzzXRiwWKhusRAnPNSM9y36HFMtg0HvzLNVZzAarA4vd2TxQf7qJpVbfshb+dOm41B08ohinWCiptzb3/5SeZb9DimUwaDRgiMEoPGLZ5KTJ4edZRiX0nW19xcgLPfcX9a0d4Y5HFBM16rUjZ8L7L7JVTLBExKG3NxKBHZPVoU7wnK6z4QDzHlTD76m39rUl4Y3n2ojziKWs3um/SM8yWLwXPRYarE7PmKU3DE/oO7v6irhMmHWPbKLRGYZYQCHWM1bpS0g/HX9g+zlSLIPFE2rHKea2ycXywpe0h0YDEXEYhRkQxCrSs+yvSLEMFo8gxmOmocmJxe48PZtoSLpOZBxa3BixNYfhcoKn3yHFMli8Ybhi8cyGn8YVPJKu4Zc+FKvIuvD+ihTLYPEbs/Q2cY07XSt4JF3DL32oeYJHzob3N6RYBovPs/SG4f5jltJLkHSAn2fpa88mxbLfIcUyWFrMhqueZTRWhKIFXWQfGycJayK9nqWZSOzqttOp/+kAQYplsPiNWZqsTiwOJ1HY1O4xp1MvS0nX8f3QNhGFTd0mf2D7HVIsg8Uz4x2HmYYmB3abFb3i8q38KJG0i2fM8t5z0shJ8CzAJ6+bfocUy2DxH7O0OsDuHaiXSdmSTvBcOyNiXQyKFuo2fVQfGnR6smHDBoxGIxkZGb7btddeG/T5stwxWFrMhjuJsavLmSoG6SFIOsE7AWitB4dV/VuKZa9jMpn40Y9+xFNPPdWt86VnGSwesUxQLNQ3ORB2NcdS0cuBekkneHMqbQ3g8MyGS7HsdUwmE/Hx3U/zk2IZLN4KHo0Fi91FpPAM1EvPUtIZ3jzcpjpweIZv5ARPr2MymYiL636anxTLYPFLLAaI9s5qyhQQSWd4e39aqsFpBV2UzKDoBi6Xy3dzu91dPt9kMvG///u/pKenM3LkSJYtW8axY8eCPl+KZbBodWCIJcbTECFK8Y49SbGUdEK0ZzVMc5XqWcoQvFsYjUZ0Oh06nY68vLyAx/hP3nhvGzZsAGDFihWUlZVRXl7O559/DsCFF16I3W4P6vXlBE9XiEpAbzcRiR0jMgyXBIm3k3zDCfVeimW3sFgsGAwGAJR2PPOysrJ2z09Kal5YLzs7m+eff56EhAR27tzJ9OnTO3196Vl2Bb8ZcaMiw3BJkOgi1GEca736WIplt9Bqtb6bRnPq0uV2u3G5XCQkJAR1vBTLruCd5FHMGJFhuKQL+K9ZJMWyT8jLy/ONUTY0NHDHHXcwe/ZsRo4cGdT5Uiy7gs+zNMswXNI1/Bd100mx7Avi4+O5+OKLSUtLY9KkSURHR/P666+3G9K3JqBYbtu2jYyMDBYvXhzwpA8++ABFUXjppZd822pqali0aBFpaWnk5OSwdu3aFue8+uqrjBw5krS0NBYuXEhlZWWQbzGM8KsPj/KG4bJsTRIM3kkekB2H+oh7772XwsJCKioqOHLkCM8++yyJiYlBn99GLD/44ANuuummdgc8zWYz9957L2effXaL7cuXLycpKYnS0lI+/PBD7r//frZu3QpAQUEBd955J2+//TalpaVkZ2ezbNmyrrzP8MDPs4z2huEGWe4oCQL/MNyY1P5xkrCljVhOmzaNgoICpk6dGvCEhx56iEWLFjF69GjftqqqKt566y1WrVqFVqslNzeXJUuWsGbNGgBeeOEFFi9ezIQJE9BqteTl5bFx40ZKSkp66G31EH6epQzDJV3C37OMkmLZH2kjlunp6ej1+oAH79y5k/fee4+HH364xfYdO3aQlZVFRkaGb9uMGTPYvn07oIb1M2bM8O1LTk4mJyeH/Pz8ULyH3sMjlhcOj2BCqifrSk7wSILBf8xSepb9kqDzLN1uN8uXL+evf/0rUVEtB6grKipITU1tsS01NZWKioqg9gd6LSHU7iwulytYE3seT5u2c4cYoMYAtcjUIUlwGP3EUnqW/ZKgZ8OfffZZRo0axfz589vsE0K0yXvSaDS+kqTO9rcmLy/Pl6lvNIZRmOtf4+vpOiTDcElQSM+y3xOUWJaXl/PnP/+ZP//5zwH3JyUlUVtb22JbbW2tL2O+s/2tWblyJU6nE6fTicViCcbE3sErltb65n6WMgyXBEPCkOa/o4KfgZWED0GJ5f79+ykvL2fUqFEkJCSQkJDAyy+/zF133cWcOXOYOHEixcXFNDQ0+M7Jz89n4sSJAEyaNImdO3f69pnNZoqKinz72xil0bTI1g8b/MXS2z1GhuGSYEgZBfN/B6PmQ/aMzo+XhB1BieXcuXMxm83U1dX5brNnz+bZZ59l06ZNZGVlMW/ePFasWIHD4aCwsJDVq1dz6623ArB06VJefPFFdu3ahcPh4IEHHmDmzJmMGDGiR99cyGnhWcowXNJFZt0DN74m8yz7KSGr4HnppZc4fPgwaWlpzJ8/n1WrVjFv3jwAZs2axSOPPMKCBQtITU1l//79rF+/PlQv3XvIMFwiOW1RhHfaOUyx2+1ERERgs9l8HUf6DLcb8pLUMSeHBRQN/Lq0b22SSAY44aIBsja8K2g06noqTTVqE9eI7nddlkgk/Qspll0l0m8Nj0gplhLJ6YIUy67iL5bSs5RIThukWHYVTxWP+nf3V4qTSCT9CymWXUWG4RLJaYkUy64iw3CJ5LREimVXkZ6lRHJaIsWyq/iPWUan9ZkZEomkd5Fi2VXiMpv/Th/fd3ZIJJJeRYplV8k5v/nvjDP6zg6JRNKrBN38V+IhIRumLFEreGJkGC6RnC7I2nCJRBLWhIsGyDBcIpFIgkCKpUQikQSBFEuJRCIJAimWEonktKG8vJzrrruOQYMGkZKSwl133RX0uVIsJRLJaUFTUxPz589n7ty5HD9+nLKyMpYtWxb0+XI2XCKRhDWh0oC///3v7Nu3jz/84Q/dOl96lhKJ5LRg3bp1TJkyhTlz5pCens5VV11FZWVl0OeHvWdptVqJiorCZDJJz1IiOQ2x2+3ExsbS2NhIZGQkAIqioNF0zdfLyspizJgxrFmzhrS0NO69916OHj3Kp59+GtwTiDDHZDIJQN7kTd7kzXd76KGHAupFenp6m9urr74qhBBCr9eLN99803dsVVWVAMSJEyeC0qKwL3eMjIzEZDKhKAoxMTFYLBa0Wm2f2eNyuTAajX1uRzjZIu2QdvSkHW632zduqdOpkqUoSsBjy8rK2n2euLg4Jk+e7HucnJxMfHw8JSUlZGVldWpH2IulTqcjJiYGl8sFgMFg6PN/fDjYEU62SDukHT1thzf8PhWmTJnCkSNHGD58OKCmEdXX1/sed4ac4JFIJKcFS5YsYcWKFVRWVmKxWLj//vu56qqrSElJCer8sPcsvSiKwkMPPdSu+3262RFOtkg7pB39wY6bb76Z4uJiJk6ciKIoXHTRRbzwwgtBnx/2s+ESiUQSDsgwXCKRSIJAiqVEIpEEgRRLiUQiCYLTRizDZWhW2tGScLEDwscWaUdLwsWOATnBU1RUxIYNG4iPjyczM5Orr75a2iHtCEtbpB3haUcgBpxY7t27l3POOYcbbriB0tJSDh06xLBhw3jzzTd7NXVB2hGedoSTLdKO8LSjXbpRrh22uFwu8bOf/cxXN2qxWMSRI0fEmDFjxDnnnCPq6uqEEEK43W5px2loRzjZIu0ITzs6YkCNWWo0GgwGAyUlJTidTiIiIhg2bBiFhYWYTCZ++MMfAmqSrOhBh1raEZ52hJMt0o7wtKNDG/vkVXuQIUOGcPz4cSwWCxqNBpvNhkaj4ZtvvqGkpIQf//jHQPuF+KeKtw526NChnDx5ss/s8DJkyBBOnDjR53YMHz68T/8vDofD93d2dnaf/W9qamp8f4fTNSK/M0HQZz5tiDhx4oTYuXOn2Lx5sxBCCLvdLiZPniwWLlzoO8ZmswkhhPj888/F7NmzxfHjx0Nuh8ViaREiWK1WMXbsWHHVVVf1qh3FxcXi3XffFe+//77vNceOHSuuvPLKXrXj8OHDYt26dWLdunWirq5O2O12MW7cuF7/PIQQYu/evWLp0qXi+++/F0II0dTUJHJzc3vdlp07d4q0tDRRUFAghOi7a0R+Z7pHvxbLXbt2iSFDhoirrrpKxMTEiKVLl4pNmzaJyspKkZOTIxYvXtzi+KNHj4qpU6eG/AM/cOCA+MEPfiDee+894XK5fNtLSkpEZmamuPHGG3vFjoKCApGdnS0WL14stFqt+MlPfiKEEOLkyZMiIyOjV+3IysoSy5YtE6mpqeLWW29tYccNN9zQK3Z4WblypYiOjha33HKL+Pzzz1vY0lufya5du0ROTo546qmnhBBCOJ1OIYR6jfTmZyK/M92n34plY2OjmD59uu/iKywsFLfddpu44oorxAsvvCAOHz4scnJyxGWXXSYKCgqE2+0W69atExMmTBAVFRUhtWXNmjXCYDCIm2++WWzcuLHFP3///v1i0KBBYuHChT1qR2lpqRg1apR4/vnnhRBCbN++XRiNRvGPf/yjV+04fvy4GDVqlHjuueeEEELs2bNHJCUliS1btvjsGDJkiLj00kt7/P/i5c033xRz584Vzz33nFiyZInYtGmTEEKIffv2ifT0dN9n4nK5esSWXbt2iWHDhokXX3wx4P4DBw6IoUOH9vhnIr8zp0a/TR2y2WxcccUV/O1vf2PYsGEAlJaW8ve//53Nmzdz4403snDhQq699lrq6uqw2+1UVVXx2muvMW3atJDa8vDDD1NbW0t1dTVms5nly5czf/58X9v7+vp6rrnmGiwWCzabrUfs+Oabb3j22Wf5xz/+gcvlQqvV8vOf/xyDwcCjjz7aa3a88847vPHGG6xbtw63241Go+GKK67guuuuo7KykosvvpjBgwezePFiqqurcTgcPfZ/8VJaWspNN93EypUr+eKLLygqKmL58uXMmTOHmpoabr31VqqqqnrsGrn55pv5+OOPWzSm/fe//82BAweorq7m8ssvJzc3l8WLF1NTU9NjdsjvzCnSZzIdAmbMmCHuvffeFtsqKyvFww8/LK688kpx8OBB4XQ6RWFhofj+++/FyZMne8SO1157TQihhlaLFy8WV155ZZtfS6fTKfbt29djduzevVs8/vjjQojm9IrHHntMnHfeeUIIdZzOa8eBAwfEli1besSOEydOiH/+85++x3/5y1+EoijiF7/4hZg0aZK49NJLxUcffSRcLpfYu3dvj/5fhFDfb21trZg9e7Y4cOCAOHbsmMjLyxPLly8Xjz76qLj77ruF1WoVe/bs6VFbZs+eLW6++WYhhPqZjBkzRtx5551ixowZYsGCBeLTTz/tlc9Efme6T78Wy3fffVdcdNFFYv369S22l5aWiosuukj8+te/7jVb7Ha7EEKI+vp6cf311wf85/ckLpfLJ5IOh0MIIcSHH34o5s+f3+K4qqqqXrFHCPVi//TTT8WRI0eEEEJUV1eLe++9V9xyyy29ZoOXX/7yl74wuLq6Wtx2220iMjJSPPDAA73y+iaTSVxyySVi9OjRYuzYsaKoqMi3/Z577hF33313r9ghvzPdp1+lDnlTDHbt2kVhYSHz5s3jjDPO4J133uGdd97xHZeRkcH111/Pli1bfOf0lB35+fkA6PV6XC4XcXFx/O1vfyMyMpLVq1fz6aef4na7Q25DazsKCgp8KRXedUoyMjIoLS31Hff888+zcuVKLBZLj9mxY8cO33atVssFF1zAsGHDsFqtJCUlcckll1BYWBhyGzqzJTk5mY8++giA3bt389prr3Huuedy6NAhvv/++x61Y9u2bcTExPDXv/6VsWPH8tprrzFy5EisVisxMTFMnz6dPXv29Mi16r32+vo7429HX35nToV+IZbetX21Wi1lZWVcffXVPP7440RGRnLnnXcSHx/P+vXrWbNmje+csrIyEhMTe9SOa665hmeeecaXO6fVanG73b5/fkxMDI899hiff/55j9vx9NNPt8jh81JRUYFWq2XNmjU89NBD3H777RiNxl6zQ3iGxL1rqBw4cIBBgwaFfE2Y9mypqqoC4IYbbmDIkCH8+9//5oc//CFr167lySefZNCgQWRmZvaoHc899xzV1dWMGDGCV155hfHjx+N2u32fSXl5OWPGjOny0q4dUV9fD6jJ3qWlpX32nWltR199Z0JCX7u2nbFr1y4xdepUsW3bNt+2l19+Wbz88su+x4cPHxZ5eXli9uzZ4uyzzxZ33nmnSE5OFvn5+T1uxyuvvNLmWG8YXFtbK370ox+FNN2hK3ZUVlaKBQsWiD/96U9iyJAhYseOHX1ihxBqOtGzzz4rBg8eLHbu3BkyO4K15dixYyIlJUUoiiI2bNjg2242m3vcDv9r1R+n0ymef/55MXjwYLF79+6Q2VFQUCAuuOAC8eGHH7ZrR298Z9qzo7e/M6EirMVy9+7dYvDgweKZZ54RQogOxzKcTqc4duyYeOihh8Tf/vY3UVhY2Ot2eBNohWj+54eylrWrdphMJhEVFSWSk5NDKlDB2mG1WoUQQrzxxhvizjvvFJdeemnIhbIr18i2bdvERx99JIRoznPsbTu8n8mXX34pHn74YTFx4sSQ/ojt379fZGZmiieeeELY7fYOr7+e/M4Ea0dPf2dCSdiK5Z49e0R6erpYt25dh8cdPHhQ/O53vxNbt27tczt+//vf+6pE+tqOLVu2CLfbLVasWCEOHDjQZ3bs2bNHWK1WYbFYRH19fcjs6IotRUVFIi8vz+e9ud3ukH4hu/qZ7N69W1gsFrF7925RUlISMjuEEOK3v/2tb9LKO7u+ffv2Nnb05HcmWDsOHTrUo9+ZUBOWqzs6HA5eeOEFhgwZwpIlS3zbP/nkE06cOMH+/fu55557yMrKoqioiL/+9a9kZGSEPAerO3akp6czderUPrcjLS2N6dOn89vf/ha9Xt8ndjz11FOkpaUxbtw4AKKiokJiR1dtOXjwIM888wxZWVmMHz8+pLXF3f1Mxo8fz/jx40Nmh5cTJ04we/ZsAObOnYvb7aa2tpaoqCheeeUVcnNz2b9/P08//XSPfGe6Yse+fft67DvTE4RtUvq3337Le++9R0xMDCtWrODpp59m9erVTJ48mfz8fJqamvjss88YMmQIX3/9te8fI+1oaYcQIqTiEC6fRzjZEi52ADzzzDNUV1djt9spLy/niSeewGazcfvtt7Nv3z6+++47YmNj2bx5M7NmzRrwdoSSsBVLgI0bN/Lll19SUFBAYWEh//nPfxgxYgQAl112GVFRUbz22ms+QfBWjEg7Tg87wsmWvrbDW7W1adMm1q9fT0pKCldffTUTJ070HTN37lxycnJ46aWXBrwdPUHYWHfw4EGef/55GhoafNsuueQSJkyYgNFo9F18ZrMZgCuvvNKXeuH1nELxYUs7wtOOcLIlHO3wpmLNmTMHh8PB73//e/bv3w+oZY4A119/vW9IZiDa0dP8f7CU7bQ0/RbMAAAAAElFTkSuQmCC' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "\n",
@@ -8253,46 +5513,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": null,
    "id": "5f330012",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1b075444910>"
-      ]
-     },
-     "execution_count": 126,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "790ee5c0d14b40eb999e6bd58367f213",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAB87UlEQVR4nO2dd3wUZf7HP7O9pPdOCL13UBAUFaWJ6FlAsYueep4/79Q79Wzcqad3nl1sd3pgObvYwAYiSg8lEAghhJDek+1tdp7fH8/M7G6ym+wmu8kmzPv1yivZ2dmdZzczn/k+3+dbGEIIgYSEhIREl8j6ewASEhISAwFJLCUkJCSCQBJLCQkJiSCQxFJCQkIiCCSxlJCQkAgCSSwlJCQkgkASSwkJCYkgkMRSQkJCIggksZSQkJAIAkksJSQkJIJAEksJCQmJIJDEUkJCQiIIJLGUkJCQCAJJLCUkJCSCQBJLCQkJiSCQxFJCQkIiCCSxlJCQkAgCSSwlJCQkgkASSwkJCYkgkMRSQkJCIggksZSQkJAIAkksJSQkJIJAEksJCQmJIJDEUkJCQiIIJLGUkJCQCAJJLCUkJCSCQBJLCQkJiSCQxFJCQkIiCCSxlJCQkAgCSSwlJCQkgkASSwkJCYkgUPT3ALqDZVnY7XYoFArIZJK2S0icbnAcB5ZlodFooFD0n2RFvVja7XbExsb29zAkJCT6GZPJhJiYmH47ftSLpXAnMZlMUKlU/TwaCQmJvsbpdCI2NrZfrUpgAIilMPVWqVSSWEpInMb0txtOcgJKSEhIBIEklhISEhJBIImlhISERBBIYikhISERBJJYSkhISATBoBXLVosThJBO2w02F6xO1u9zEtEFIQTNZkd/D0NCAsAACB0KBUIIPj9Qg13lrfjfnioAwJkFydCrFdCr5Wgw2rGzvFXcP0atQLxWiYx4DQpS9IjRKDAqPRbLp2RDo5T318eQ4Hn953I8ubEEL181FUsmZvb3cCROcwaVWDIMg8e/LvGxRnaUtwTc3+xgYXawqGm3ofBUm7jdYHPh1rOHRXSsEt3z900lAIBP9lVLYinR7wwqsQSAW+cVQCZjMCItBm1WJ4anxcDmdMPsYJGoUyE/RQ+Hyw0XR8SpeIPRjlaLCyeazPj7xhJ8cbBWEsso4JLJ2fh0fw1WnZHX30ORkBh8Yrl6XkH3O2mVPg9zEnUAgPNJGt74uRzFtUbYnG5oVdJUvD8x2lkAQKxG2c2eEhKRZ9Au8PQEhmGQk0SFs95o7+fRSJjsLgBAnUH6X0j0P5JYdiAzTgMAqDPY+nkkEoJl+fv39/fzSCQkJLHsRGYCL5btkjXT3xSk6vt7CBISIpJYdiAzXrIso4H3dlXi+tn5iNUooJAx/T0cCYnBt8DTW5L1agBAq8XVzyM5falus+KBzw4BAFJiVDDZWbBuDgp5z+/tJrsLJ5osiNcqkRKjAgGgkDHQqTyXQLPZgXitEspeHEdi8CKJZQfi+ZVyg00Sy/7CaGPFv4X/g7MHYnmiyYxNh+uxfsepgAt28VolNEoZnCyHNqsLKTFqnDksGUabC4drDGizOnHZtByMzohDbbsNQ1P1aDE7YXO5oVPKoVMrEKtRYGpeAoanSRX9BzOSWHYgQSeJZX9jcXrEUq9WoN3qgsPFQRdE7ed2qxM/Hm3EhoO1+Lm0SdyeGa9BrEaB0gazz/4GmwveHpdmswNfHqz12efDvdVBjftvy8dj1RlDgtpXYuAhiWUHPJals59HcvpyvMEEAEiNUcHFESjlDL4trseVM3LBMJ39l3aXG5tLGvFJYTV+Pt4El5smG6TEqLFgbBpWzMjDpNwEAADHEVS1WaFWyGGyu5AerwHHEagUMqgVNCV298lWtFud2FHegliNErXtNjQY7RieFoNYjRIWB4upeYmQyRjYnCyqWm34YG8V3tl5ShLLQczpJZYcBzQWAwoNkJAHKNSddpGm4f3H5pIGfFVUh0/31QAAmsyeG9afPz2Ezw/U4K8Xj8eIdDrdbTE7sH7nKazfcQotFrovwwAXjE3HwvEZWDwhs1OOv0zGYEgyXWXP4BfzvMlK0GL5lGwAwPVzhgY1bkIIfiptREm9CQabSzyHJAYXg1MsG0uAb+8H7EYgdyYgUwCcGyj+DDB5TbFSxwAggD4VSB8H6FMQnzcXAJHEso/ZWd6CG9/eCwDQKGWYlJOAReMzkBGvxakWC97bXYmd5a248LmfMX9UGpxuDrtOtsLJcgCAUemxKEjV448XjOxz3yHDUAFuMDpQb7BLYjlIGVxi6bIB6y8BKnd4ttXsDbx/01H+dwlQsQ0AoAawUvVbfGo9J2LDlPCFdXP4y+eHAQBLJmTiL0vHIDNe67PPFdNz8erPJ7Bu+yn8WNIIAFApZFgxIxc3nTVUtDb7CyHkrNZgw6gMaaFnMDK4xFKpBVxWQJcMsA5g6NlAwTmAwwAodcCoxUBiPtBcCpzaDmRPA1R6oO0kYGkBagqB3a/hMvk2vO+cB7vLLZVq6wMKT7WhrNGMcVlxeHHlFMi84ip/994+bDpcj//dcgbuXzQGN84Zip3lLVDJZZien4TU2M6ulP5AmNLXS6mZg5bBJZYAcOW7QGwmIO/io6WOoj8CyXyFofGXAgf/h8mOo1DBBYuDlcSyD9jMW4oXTcqCTMbgs/3V2FXeipUzabUhliPidDs9ToOLJ2f321gDIabJtkvJDIOVwRd9m5DbtVB2hVwJJOVDDg7pTCvMDrb710j0GmFafd7oNADA7pO0eHOdwQaVgp6iDl4so5UU3sJttUpRFIOVwSeWvSUuBwCQCUks+4KqVivKGs3ISdRieFoMAE8kQpxGCbWCWvYO1t1vYwyGOI0QRSGdM4MVSSw7Ek+neJlMC8x26cSPNL+WNQMA5o1MFWMoW/kwoES9CuoBYllKIWcDA4vFguXLl4NhGNjtXfuXXS4XHnjgAeTl5SE1NVUSy07EUbHMkqbhfcKvJ2jbjznDUsRt7VYqOIk6FdRKXixdvRBLQvDgBzux5p1vgeYyuvgXZiSxjH5YlsXkyZORlZUV1P633HILGhoaUFxcjKampkG4wNNbYqjfLJkxSGIZYQgh2HGCWpZnDksWtwuWZYJOiRi+0IWpJ/8LQzWw/x00bX8H7xqfAgBcWvobjI8xAxnjAcIBubOApGGAJg4w1QMZE4Gc6QAhNMK9tZyeE+quw4EEsTRKYhm1yOVybN26FU6nE2vXru1y3/Lychw9ehQ7d+4Ut0li2RFtIgAgHhZJLCPMsQYTms1OjM2MQ5KeJn4TQtBudUGnlEFDHLhiRi4umZqN7ARtN+/GY20F9r8DHNsIVG4HABxxTxSf3spNwnjrBqD8J7rh5M+d30MVCzhNnse6FBoxYWmmmV9NJYC1hYaqgQG0CYgfuRAxmA6jLYgEdol+gWEYZGVloaKiott9169fj2XLluGKK67Atm3bkJubK4llJzQJAIAExoJyyWcZUX45Tq3Ks0Z4puAcAf48HXAd+BB4YgXS5Wpg6Dxg7DJg4pV+U1QBAC0ngJ//ARz+FHDz0+yYDGDUQsRnrYTqszY4WQ7VU+4BZtxOY21bTlDr0mECbK10et5WQcXQG2sz/QGA1hOe7RxLLVB7O2S7XsUj6vNxv+0mEEL85rBL9A632w23my70MQwDmSxyXsTS0lLs3LkTb7zxBt599128/fbbklh2grcs4xjJsow023l/5WxhCn5iC+QH38eNRR8AXlpTVbofB46ZMHTbFxh/5aN0Ci1QUwjsXAsc+og+ZmTAhCuACZcDw84F5ApMBvBxejuWvfQrqtttQN4Z9CcQtjYADBVOfSpQ8QvQfopalTHpAHEDBfNpCi0AtJQBr87BQmzHn7nrYHW6oVdLl1a40el04t+PPPIIHn300U77ZGRkdNr2/PPP48orrwzpWE1NTVi6dCnOPfdcAMDq1aslsewEL5YJMMPiiO5wlYGMy81hV3kLlHIGM4cmAdV7gfXL6ZMKLXDuX4BZvwU4F7Zv3Iw/bQdubfwS41+bB4xeTKfKrSeAql2eN82fCyx5xjfhgGdIsh53nTcCYzLjuh8cfw5AO5n+nhTgQpPxCQvpY4HUMYhtLEYq2mGwuSSxjABWqxUqFXVzBLLc6+vrw3KsuLg4TJ482Web9B/tiDYBAJDAmGFzSWIZKX4pa4bF6cbM/CTolHJg0/0AgLKY6fh62COYmjoGc+UKQK5AwrBpwPZCtKfOBIwfA0e/9LxRbBZwxm3ApJVATGqn49Qb7Nh4uA4Tc+Jx94KRkftA8dlAYzGymBYYbC5kBetjlQgauVwOubxvMuqmTJmCkydP+mzr9aS/sLAQGRkZWLFiRVD733PPPWAYJigna7+gUMMt1yIeFtglsYwIRrsLj31RDAC4ckYuUHcAqN4NJBWg+Ny38OwuE3482ijun8CvNLclTQTuPgxc/Aqw6B/AdV8Bdx0E5vxeFMpvDtVh3MObcMGzW1FSb0RRdTse+/II3ttVFdkPFUfDUTKYVil8aABSWlqKWbNmoaysDABw5ZVX4s0338S+ffvgdrvx0ksv9c6y/Prrr3HPPfdgxowZQe1/8OBBfPXVV8jOjr7cXm/c6nho3PVw2S39PZRByfodp1DRYsWZBcm4eHIW8PM6+sSEy9FqozcooWI9QIPTAaDd5gJiM4ApVwd872P1JlicbpQ2mPFrWYu4PTdJi6+L6nC41oDrzsz3W8uyVwiZX0yLFD40ADEajSgpKYHRaAQADB8+HK+88gpWrFiBtrY2TJgwoXeW5fTp01FUVIRp06Z1uy/Hcbjlllvw7LPPQqGI7tk/p6Jpd8Rp7mZPiVAhhOC9XZUAgIcvGkv76pT9SJ8ccSFMfASCkD4IeCxLg7V7EWrw6rVztM6IqlYrACA3UYcvD9Zi7U8nUN4cgf9rXCYAIINpkyzLKCc/Px+EEGg0nhvm9OnTYTAYMHXqVHHb8uXLUVpaiqamJmzevLl3Ypmeng6lMrhCp6+88goKCgqwaNGi3hyyb+ADkGUOUzc7SoRKSb0JNe02jEqPpYsttjagdh9dVMmaLFYXEjJ3ACCetzLbg2j14d2Y7ESTWWxpnJWgFcu5NZsjUOxCmwSAxudKYjk46RMTr7a2Fs8884xPNHxXcBwHQmgfFSGuqk9R0xVTmUsSy3Czp6IVADBvJB9befJnGus49GxAJofTTcXSux2tWiHH7GHJQVUgb7N4hNBkZ8HR0wgZ8RpRLJtM4U93FBYG4xkLqiWxHJT0SW7473//e/zlL39Benp6UPuvWbMGCoUCCoXCJ7aqr5BpeMtSmoaHncM1BgDAhJwEuuHEZvp7GI1nEy1Lhe+p+d7qM7B2VdfuHtbNoc6r+K7J7kI9b1lmxEVYLPlkhnhGsiwHKxEXy40bN6K5uRk33nhj0K95+OGHwbIsWJaF1WqN4Oj8I9NQy1LpksQy3BTXUgf6+Kw4mv0iiuV8AMCUvASsmJGLfL6pWCjc9b8DaOSFUClnYLKzOH9MOhZPyIBWJUdaX1iWMMMsxecOSiI+DS8sLERhYSESExPFbQaDARMnTsQdd9yBJ598stNrvNOY+iquyhu5loqlwt33Qj2YcbIcShtM0KvkVAxby4H2SiB5OM2OAXDx5Gy/ldBr2m149acTSI1V4/fnjfD7/l8fqgMALBibjuwELWQMg4eWjhEDmEXL0hxZy9IiZX4NSiIils899xwKCwuxfv16/OUvf8Ff/vIXn+cZhkFRURHy8/Mjcfhew/A+SxUrWZbhpLTBBJebYHJuHO2z02EK3hVrvizGt8UNAIA75g+HXOabwcEJzklQsbxiem6n98hO0GLlzDyMywoiiydUlFpwMhXi3RZYnJJYDkYiMg2vqqrCsWPHIvHWfQO/Gq7hrHB7XYQSvaOomvorx2XF0w0nttDfBfPFffZUtGLjoTqxTJuAd+ppR6EEaDW128+hvZRq2qif8lSLBd8W14vhQ8kxajx56QSsOmNIeD5QhwFwmnjoGQds3RSVDQd2lxvP/VCKW9btxbbjTRE/nkSYLMuOCe3PPPNMl/sLK91RCy+WsYwVdpdUFCFcFJ5qAwBMHZIIuF20/bBMAeSfJe7z2tZy/HC0AZ/cdiaS9Enidu+QIH8wDCNOs9/fXYm5I1Lw6JfFOFxjxF3njYhsqqOAJgGwNkFmb4/oYQ5WtePGt/eghb+h/HSsCV/cOQejMyJgMUuISJXS/aGiiws6OGB1Ss76cHGgiorltCGJtJKPwwjkzKCFd3mE0CFVB1/14gmZ4t81ATooXjIlG5Ny4vGnhaPxxrZyHK6hi0mZXtk6vxxvxrodFTDaw79izeioX17uMIb9vQXcHMEfPjyAFosTU/IScMmUbDjdHH7//n7JVxphJLH0h5KGK2nglPLDw0i9wQ6lnEFWjAzY8gTdOPEKAFQEbE43nHxjMqXCd6p957nDxTjLiubOaaj//uUkrnxtJ3579jD8ZloO0mI9Ajk0xbOyvnZrGR7eUIzKlvAv3sn4akVypyHs7y2w8XAdTjRZMCE7Hp/8djb+/psJmJSbgNIGMzYcqI3YcSUksfSPioqljnFIlYfChNXJwuJ0IyVGDebAu7RwRspIYCItwHKy2YIxD2/CznIatK6S+56aSrkMiyfQWoUmP0WZyxrNONZgEoPQl070WKLT8z3T+dSYyK2IM3z4kMpljIir6fP9Nbj/k0MAgN+dOxwyGQO1Qo67z6fRAZ/trw77MSU8SM44f/CWpTQNDx/NJupfS41VA7vfoBuX/Eu8Mdk6fM9Keef7eAzvO/ZXlLm6jVqK2Ym0NNrMoUn4+6UTMDwtxmdBqC8C02OIGQ6Wg0YZvrC3mnYb/vRJERwsh6tm5WHBGE+Cx1nDU5Aaq8aeijZUtliRl9z3iRx1BhssDrfYzngwIomlP8RpuKPTRSzRMwRLboy6Fag5AsTn+SzsWDuE23TM4AGAGDWdhn++vwYAcNm0HPG5FrOXGIMu+KyYmdfpPfoq5dHsYMMqlp/tq4aD5bDqjDz8bfkEn+cUchkunZKN134ux/qdFXhwydiwHdcbjiPYWtqEd3edQkqMGkq5DHUGG+oMdpTUm8ARgnkjUnGgqh1JehWsThaXTMnBgrHpGJURK97sBioDe/SRQumZhhtcktM8HAjiNB20jiVGnE/jfXisXu6OiTnxUPsRmkYTXRH/pawZh2sN+M3UbDHgXLA2YzVdn9J9kvIIGpieEhOgX1APEGJML5/WOX4UAFadMQRvbCvH/3ZX4a7zR3YpTCa7C6darBieFhOUoLs5gv/tqcSLP5Z1G5WwtZSGMQkpn69uPYFXt9K+RdkJWqTHqVHRYkVGnAZ/vGAkzhsTXAp0NCCJpT9Unml4vbMX/aolRJp5y7LAXU43ZE31ed7bgl9/0yy/RTNykzzTy3arC01mh7iQI6wE61XdiGWMxmc8YaWDZRkuDDYXDtcakKhTYkJ2vN99cpN0WDg+A98cqsdHe6tw/ex8Oi1vpeFvZw5LxolGMz7cW42fjjWC5QiS9SpcNSsPl03LwZAA6aVVrVZc95/dKOcX1Ualx2JcdhzmDEuBxckiL0mHIcl65CZq0WZ14XCNAYdqDMhK0KKu3YY2qwuFp1pxqMaAmnabGMnQanGiLYiSe9GEJJb+8JqGd5weSvQMYZqcbee7I2b4TiW9xdLucvsVy5vPGooknQr/3VGB4lojWsxOUSxNDhY6ldxvwLo3OYlazB+VivEBRKdX8JlfMbCFtX/Tgap2EALMyE+imU8BuOmsofjmUD2e/KYEj315JPAwFTKMSI/F0TojXtxchle3nsCb183A2SN923JUtVpxySu/otnsxLBUPR6/ZALOKEgO8K7Uap8/Og3zR6d1eo4QgqpWGww2F3IStbC63EjUBVfeMVqQxNIfXtNwKXQoPLRYHAAIks3HaCB66mif572n4YeqDUgf27mSuUIuwxUzcrH1eJMolgC9EN9ffYZYsagr8lP0eOuGmb37MIFQ08WNWMYW1pjHyhZq1Y1I73rxZGpeIv7v/BFY+xO9IakUMiwclwGr041dJ1sgYxhcPi0HN5w1FNkJWhxvMGHdjlNYv/MUVv93L5ZPyUJ2gg71RjtKG0woazTDYHNhyYRM/OvKSVAreu6DZRjGZ+EpsYt9oxVJLP2hUMHNKKAlTmk1PEy0mJ3IYZqgZM1A2jhA6SuGK2fkwsVyWPPVEdy8bi8q/r4k4Hul8G0mqADTC3HakCi4/PjMLz1sMIVRLKv49M2cxK5XuRmGwf+dPxLXz87Hvso2pMdpxNRSB+sGIfDxUY5Ij8Vfl49Hol6FF348jg/3dg49WjQ+o9dCOViQxDIAbrkWWs4qxVmGiWazA+OZCvrAu+83j0Iuw41nDcXfN5ZA5Wcl3JvkmN5VPN9f2YY2qxPzR6UFbKnaI1S8WDJ21IdTLL1aY/jQVAo0HAaGn++TBZWgU+Hc0b4LJ12J3R8WjMS5o9NwqLodRdUGZCdqcfbIVKTFaZAtdakUkcQyAG65BlrWBEcfFEU4HWg2O3C+rJQ+yJ7udx9CCJxuDnp111bM6IxYXMCXYQNoRs+jXxZjWl4i7gxQvs2b3723HzXtNhQ/dmF48/6FaTjCOw0XFkVy+BhS2A3A9w8D+9bRKvMpI4Gbf/QRzFCZnJuAybkJYRjt4EUSywC4FVrAAbgdUofHcNBicWKGjK9ENeRMn+eO1Bqx+IVt4uPuVkkvGJeBC8ZliI8bTQ78dKypU9ZPIOK0StS022C0u8Islp5peDhXw4UmbGJHyg2/A45+AciUQGwm0FwKfPcgcNELPuFYEuFFSncMAFHQuzgriWWPONlswSs/laHN4oTLzaHd6kK+rBEAA6SO8dn3P7+e9P8mQSJYcTHdxFgKxPH7GW1hjnRQ0vAbPWMPm2Xp5giazU7EahTU31hdSIVSlwLcth248VtAHU+tzPKfwnJMCf9IYhkAwq+IE6cklqHCcQTLX/4VT286hqc2laDN4oQSLBJgAvQpgNxX1EwdKgA9tLT7DJQ9Fa34dF81DFYXTvIxgN7tc7sijg9LCnvlIZkMrEKHGNjC1lqi1eKEmyO0JUbtAWDDHfSJuX8EUkcCCbnAeQ/RbQfeDcsxJfwjiWUg+DJtxCG1lgiVI3VGMYPjq6I61BvtSAZfiSemc8aG95T14CMX4KazhnZ7jBc3l+EPHx7EqVYLPtxbBQBYOD6jm1dRBFE1RqCxmFsZAzXDwm73X0YuVISspSF6N/DeFUDTURqjOv0Gz04TLgfkauDol9SfKRERJLEMAKOi03DilMQyVH4paxb/NjtYbD/RghRGEMvOAcsldZ6Ww3EhTqVNdhZ1BjtkDDDTq7pQl6/V8tPwCNS0JCq6yMPawlPTUmjAdiH5BTA3AMPOA1b/BCi9Vqm1CcDoJQBrBw5+EJbjdonL5vu3uQk4+hVw+BPahI4QwNICWFsBd3QldVgsFixfvhwMw8DezeKty+XCAw88gLy8PKSmpkoLPIGQ8ZYlWEksQ+WX41QsR2fEoqTehM1HG5HKBLYsW7xaSAQbyiNMpdusThjtLiRolV1mt3iTm6jDmMw4aMNY6EKEDx/i7OHpOd9kpGI5w8YvgJ1xeyc3BgBg5i1A8afArrXAjJsBWZjtIEJomNLuN6h/VBMPyFWArRXgvARx0/1U1AUSh9LQJrkSiM8FLE1A4xFAFQPMXA3knRHecXYBy7KYPHkyFixYENT+t9xyC2QyGYqLixEbGyuJZSBkfH4445LEMhTsLjd2V7RCo6Rxk/d9XITdFa24Qt5Od9CndnpNaqwaTSYHnr5sYtDHifVapPno1jPhCCJ7R+DGs4bixiCm+j2B4cOH4AiPWDaa7FDDiTzzQUChBYbO879j3hlA5mSg7gBw/Ftg1CK6nRDAZRXdSjA30gUiu5E2isuc1P0KevVeWqz5xI+ebULrDFUsoE+mx2k/5SuUANB2Etjzhv/3HTa/T8VSLpdj69atcDqdWLt2bZf7lpeX4+jRo9i5c6e4TRLLAMj5k17Ohsf3dLqwt6INTpbD3BEpmDXUMy1OAT8t9ZqGbzhQg6l5iTDbWagVMr8dGQMh+B0tDtanuG9/I/ScZ5zh6QzaaHJgIlMOBecEhpwNKFT+d2QYanV+dgvw3UPUf1n2I2Cup89rk2hoU/spz2t+fAzIngZMWkmtUX+iWfhf4Mu7ABAgLhuYcBkwagn1m7J2amHKeAudECqi9Yfo8zIl0FIGVO8BDFV0Sh6TRhelNAlAWmRKyQWCYRhkZWWhoqKi233Xr1+PZcuW4YorrsC2bduQm5sriWUgFBp6J2YksfSB4wi+O9KAmUOTkKTvfOHuPUUrnc8eloK8JB0SdEq0W10en6WeiuXuk624638HAACvXzNN7L0TLB6fZeh+RyfLocnsgIwBMuPDm6Ei19JpuCxcYml0II9ppA/Sx3W987hLgF2vArX7gJbj/EYGAKHTZRv932D0UiBpKFC8Aagp5H/2AbNuBRKH0FX31hNAWwWw/UX6mrl/BM76gxh4D0CsziXCMIA20df6zZpMf8KA2+2G2+3mD8VAFm5XgxelpaXYuXMn3njjDbz77rt4++23JbEMhOCzVLglsfTmw71V+POnhzAuKw5f/35up+dLG+j0c2xWHBiGwZAkHdqtBiQzvGWpTwEAnzjE+aPT/FZG74rcJB3OLEhGncGOm/+7B+ePSfdb7Ncf+yvbcOXrO7FwXAZevWZaSMftDhkfmC5nwxNy1mR2oIDhRS42s+udFSrgpu+p7/Lkz0BSAXDW3YDbCRR9CDAyoOAcID6b7n/eI8CxjTQc6eB79KcjjBy4/G1g7LKwfJ7eoNN5xPmRRx7p1FUWADIyOkdEPP/887jyyitDOlZTUxOWLl2Kc8+lPe1Xr14tiWVA+Lumwm0DISS8OcQDmJ3lLQCA4lr/q73H6qlYjuQr5Fw5Iw8Hqw9hpN4G2OHxWXp9nccbzBibFVqq3jmj0nDOqDR8UliNP350MGA9Rn9ELM4SELN4lG4LWDcHRYg3gY40GO3IYGhXTMRldf8CuYI2geMbwQEAFGpg6jV+9lVSEcyYAGz+G50yt5TRRZn8OXQBZ/xvwmYZ9har1QqVis5mAl2P9fX1YTlWXFwcJk+e7LNNEstAeNW0dLq5AVF15WBVOypbrTh3dBr0agXsLjcajHaoFDIYbC7YXRyq26w41WKFQsZg4fgMyGUMrE43GNCSXixHUN5kQWqsGmMz46CUMz4nZleVb1xuDhUtVsSqFciIo6l5K2fmIi1WjZGb7VQseZ/l2EyPOP7uvX24+owhQcVXdqTNSlfSE/zUvwxEZMXSKz/c6Ua8tudiSQhBo9GBHAUvlt1Zlj0laShw2b+Fg0ZtyqRcLodc3jfX4ZQpU3DypG9mmSSWgfBqWmZzuvtMLC0OFv/49hiO1BkRq1agzepEo8mBc0enIS9JB6OdxZ6TrWi1ONFgskMlpwJndrBiPUeVXIaUGBVqDV3HkT25saTb8WTFa/DmdTNEy+/cMWl4aUsZzvNT4LXeYIebI8hL1okCyzAMzh+bDnxF2w1AR4vHpsdp8MQlE/BxYRX2VbZja2lTSGLpZDkcbzRhxwlq6Sb48Z8GQvB3GiIQlC5WHgJNefRXxDhY2q0uON0cstVtAAcgLkJi6U2UCmWkKS0txTXXXIN3330Xw4cPx5VXXol58+Zh+fLlmDRpEtauXSuJZUBUXk3LXG4k9MEhSxtMuPrNXX77w6zbccrPK3wZmqKHTiXH0Tojag12yGUMtEo5XG4OsRoFcpN04DiCI3VGuNwEGXEaWJ0skvQqJOlVaLe50GxywMivThMAtQY77v+0CBt+R5uLCY3E/IXq1PHinBmvoaEzTaWeKZy1ha7Iyj3icdWsPAxL1ePK13dCF2LMY7PZgSUv/CI+DqXqdoxaAa1SjgaDAy43F7K/tEuEYhphKADcwGfvpEHwWQYxDZfoEUajESUlJTAaqXtp+PDheOWVV7BixQq0tbVhwoQJklgGhM+Q0DF90w63yeTADW/tQZPJgUm5CbhoYiZyk3RIj9OgzerEvlNtaLU4MTwtBrmJOsRqFNhT0YpLpuZAxgAZcRrRmnNzBEabCzEahSgEPfG7sm4O857egoPVBtQb7MiI18BkZzF/VCq1FjtQZ6CLYZlxGuDNBTQ177xHgCmrABCfGMud5S348mCt2AZCqwpNLOM6WGwJ2uAtS4ZhMDozFvsr21HeZMGojNiQjt0lXtPw3lYeajA6oACLeK6d3miUnavHS4ROfn5+p77u06dPh8Hgmyq6fPlyLF++XHwsiWUg+Aoyuj5oh8txBHe8tw817TacNzoNr187vVMvmfmjOk97ZwXohyKXMUjsMC3tyQKVQi7D7OEp+LiwGjvLW7B8SjY+3FuFLceacM2ZQzrtX9tOLaExqnoqlABQ+DYw4gL6t1eMZUmdEe/uqhQfh9o2Vq+SQ8YAHH/OJ8cEL5YA9ZnWtNnQbHZgFMIolny6I6081LvzpsFoRyoMkIEEt7gjEVGk3PBAiNNwZ8T78Lyw+Th2n2xFQaoeL6yc0m3Trb5EaNdwqIbedYWppcPF4fZ3C/HcD6XivoJlOd5W6HmD9lNAzV76Nx82BKBTXKUuRMuSYRjE8oHpDywejaEpwa+GA8AjF43D7gfPx5zhKd3vHAp807Jw1LRsMNiREWzYkETEkcQyEF5NyyI5DW8yOfD8jzSA+PHlE8JbjDYMCFNUISSolc/jfmNbOb45VI/t/AIL4LEsc9v4FLEYPubt2Eb622sa3rG5WE/ytIWCGCtn5oVsmXbXuqLHeDUt67VYmuxIF8OGJLHsbySxDAQvllp+gSdSfH+kAYQAl03LwZnDArcZ7S9GpVOxLKmnjm+hYO6+ynYANBNHoM5ggxIs4ht30Ri9OXfRJ0o30d96zzTcWyzjtcoeWXhCj3CjvWeixLo5HG8wdfJf9QphGo7eFwBuMDq8LEtpGt7fKNatW+f3iWuvvbaPhxJlqLzEMoKWpVCLcenE6LQc9GoFshO0YhsGdxfCUmewYypzHDKXFcifCxSc7buDV7qew2safsu8gh7dKDhCIJcx4Lieid3FL/+K4lojfv3zueFrzKUWxLL3lmWj0Y5pglhKlmW/o3j//fc7bWQYRhJLr2l4pCzLI7VGHKhqR3aCFnNHdK7GEy1kxGtQ025Do5GG2vjD7nKj1eLEfF0pjQksOIf2BlfqARef+udVYcbbsnT08Pt9YeUUFFUZeix0w9NiUFxrRHFNz9+jE3ycZQxjh9UpWZaDCcXGjRv7ewzRiVwFDnJoETmf5b9/oRkCK2bkRtWiTkfS42jr2UajHTmJWpxq6Vy2TsiGGS87RcUyawqtRhOXSVPoAEDnqQ509shUbDpcjzqDHS9uKcPyKdkoSI3p9L5dMTojDqMzet7RcCTvYihvDmPrELkCrFyDGNbWq/PGzRE0mR3IVrXTDdJqeL8j+SwDwTBg5Rpo4YjIaviJJjM+21+NGLUCq87oHIYTTaTF0vi+BpMd7958BpL9ZMuYeb/hcK6CbsiYQH8v/gcABph3r8/+54xKE+tXEgKUNoSnSk8oCJ9DSJkMF26FHlrGCbu9c3JBsLSYHXBzBFmyEPLCJSKKYuxYT025+Ph47Nixox+HE12wCi10bgtczvBeTADw/A/HwRHgxjn5nWIifXCztK+KPoBPj3NTteFctEhrWwUwZiktlRUIjgOc5sB9ppuO8W4IAsgUSOfzvBv4qt3+VpLNDhZa2JHB1dOFHCGmcti5wN2H/VZInzsiFRdPzsKGA7UhB6WHgwQd/d7bLeFNe+RUMYCjBW5Hz28A9LsmSCGttL9OV/9PiT5B8cYbtIoxIQTLlvV/GaZowi2nfiwuzO1wj9Wb8GVRLeI0Ctw0t8D3Sc4N7HyFFm7lWKBqFy2xlTwCSB9LL5q6IsDSDBgqadkt0sGP+OXvgfTxQOtJWiVbwWd+aOIAUz0AfkEkqYCu3jIyPqyH0Ara1Xs8+zByTJ38BIBcNBodqDfYMWd4ChQyBp/uqwHHL/iY7SwyBf9aQodSafE5nb6D74rrUdtuQwU/BY5Ii4duSIqQZUmUQrX00PrwPPt9Kb470oBXrp6KBqMdcbBATRxAXP5pm7MdTSjmzJnT32OIWjiF0LQsvGL57PelIARYPbfAt9BCeyXw9lLfatYCLce9Crp6IVNQMVXH08KtqhhazLW+yLOPsMDi6vA5Wsu7HmhcDmCsxuSj/wCD59BudeKMJ39Eok6J/Q9fgHqjHVanG4TQQh6ZDB9zKdRLDMDhGgNuWV/osy0/OXA1o0iRqFPS1fRwhg4BIPyKOAnBstxT0SrG235xoBZJMSpPaTZpcScqiK4I6CiDKPje4WHsw3O4xoBNxfVI1Clxg3eVHbsR+Oy3VCgT8oAz7wSyp1KrzGkBKrYBxlogeTiQMpJai5XbaRtUhda3iZXLTt8nJp1Op9sqABBa8UelBwzVtNCFtZUKrTaRxkU6zdSCSRxKS/8DwOvnQF27H2OYSrRa6FRapZDhxR+PY0Z+Eq6bnQ+GYWB2sMgSxDKusyXpzdIXf+m0LS2u7/Oeh6fFoOzxRWGvVcrwxTSYEG6yGw7UiH8XVbdjaIreY6lLYUNRgeKJJ57o7zFELRwfPoQwtsP91/c0PfC3Zw9DjJCtw3HAO78BqndTofrtL77l+wEgeVjnN0sb7f8gSg2QOsrzOHWk7/MpI4IfcP5coHY/ZsmOYlvbeADUn/YM/zmEsmpmB4sMoTpON4sRQtdHgWWT+sdyilRBZ5mGr5buDL5pWVmjxwotqjGAAEiXUh2jCsXx456p3cqVK/txKFGI0Js5TJZlbbsNm0sakaxX4doz8z1PbH+eCmXKKOCGbzoLZX+STdsujGEq8VZT52nlyWYLRqbHhjQNv+u8Ebjt3X3ITtBiyz3n9HvYlMvNQSFjwiaecn7hTBZCa4nyJrpvnEaBJpMDh2oMWAlpJTyakL311lsQfl5++eWQ36CwsBAZGRlYsWJFwH1+/fVXLFiwAMnJycjMzMTy5ctRU1MTcP+ogbcsmTD1Dv/pGC2Ae8G4DM/qr6ke+PGv1Pe49FmfYhNRQTq1JkfLKv0+vej5bTDZXTDbWWSJ08aup+ELx2fg+RWT8dFvz4RKIetXsVz0/DaMeHBjj1Mm/SHXUrFUdvQRB8DsYNFociAjToPRfAX5JpMDucp2uoMkllGB3zjLX3/9NagXf/3111i1ahVmzJjR5X6bNm3Cvffei7q6Opw6dQrJycm47bbbQh9tH8PwYikLU4fHLcdol775o7yydQ7+DyBuYMo1tO9JtJE0FFBoMYqpDriLy01gsLk82SZdXNytFidue2cfypssyApX1kwvUMmpULeHcUVc5tWHJxjq2un5lZOoRa5X2458FV9fUVrgiQpkcrkcMpkMcrkcL7zwAgBg0aJFQb14+vTpKCoqwrRpXXfI++tf/4oLLrgAKpUKKpUKF198MY4ePdrrwUcaRs2Lpav3Yulg3fi1rBlKOeMpGkEIsP8d+re/hlLRgEwOJOZDzQSORXRzBM1mB7KYFhBGDsR27rAn0Gx2YFNxvdgOor9JFMOHwhhrybtRVG5rUHnrQvxqepwGQ7yiAjKlikNRhaKwsBCZmfSfERdHpwDBVmFJT+8caNwdNTU1eOWVV3DFFVd0v3M/I7TDlYehHe6ek22wOt04a3iKpwxb9R4aDpQ6Bsia2utjRIy4TJDGwDc3l5uD0WhAHGOFS5cJpSxwzKTQ96ZjpfP+IlEXgVhLrwLANpe727J7DUZa2i49TkMLinxPtydz/A0lJvDNR6LvkKWlpSE9PR3p6enQaum0KFKrhMuXL0dOTg4UCoXfnr8CHMeJDdWFpur9gUwdPrH8+Tj1V57jPQXfv57+nrIquoOOYzPhQGBxYzkCu4lOwWVe+d/+MPAWXEIIPXMiiTCOnkzDA5ZgUwlV9u1B5YfXi2KpxtS8ROQn65ATK4PW1UaTBRShVYGXiAx9mhv++eefo7a2FiqVCqtWrQq435o1a6BQKKBQKHwaq/c1cl4sFe6uuyQGw/5KOqWaNZRPW7Q0A4c/pQs7E0NrAN/XkJhM7OTGQAf6PeQl6TB9iCf9jnVzcFiof00ImwmElc+zD7UyeqQQLMvWEFMe399dibOe2owdJ1rQaOpwfnToDNodjV6WpVzG4Is7z8I3N/LhXVLYUNQg27BhQ58eMDMzE8888ww+/PBDmEz+49AefvhhsCwLlmVhtYYvxjFUFCpqacvcPS+IAFAxOVxjhEou8zTH2vI4DQKfuAKIid7ybADwTvMwXO/6M6yggeOVrVZ8fNtsnD8mHcl6FaxON1R8mIwQkB0Ili/xppBFRw0XwWdpDaH2pN3lRlmjGW1WF1a+sROXvLzdt3SdYFkyDliCKNMm+CzT+OpOcRol4px862BpJTxqkD333HMRP0jHqbRSqQTDBI5rExac+rKpuj8UaioOcq53YlnWZIbN5caYrDhahKKhmDbyUsUA5z0UhpFGlq3N/gXwzeumo/ChBUiLU0PP8K6K7sSSX/BQyqPD7bBofAZ++dN83HlecIH6rRYnxj68Cb8cbxYLitS027CVDwsDEPI0nLa8JRhX9CTw3ESg8ShgqqVPSpZl1CBraGgAADz44IMYOXIkRowY0Wtr7rnnnsM113hWd88//3xs374dAGCz2fCnP/0JS5YsQUxMFAVf+0EIHVJwvXP+H6xqBwBMyomnG7Y8QYtfnPV/Xa4cRwNOlsOuRl8r8Pwxvp0mLQ43YhCcWE7OTcBDS8fivDGhLw5GgpQYNXISg3f1HG8wgSNAdqIW768+A8NSqTDuOeVpr+FtWQYzDW8w2DFHdhjxB9+kaaqHPwHaaQX97gL8JfoOxZQpUwAA1113HS644IKwvGlVVRWOHTsmPr777rtx33334fjx41CpVJg/fz7efvvtsBwroijotKjXYllN/XkTcxKA+kNAyVc0T3tW9MeavvlLOUxeH1+jlOGlq+jKPSEELEdgdrgQG6RlOTI9Viy6G00QQsARdBsgX8qnJY5Ij8G0IYl4+rKJeODTw6LvE4CXz9KO+m6m4RxH0Ghy4P+Uezwbawo90+/kEFJTJSKK4p///CcAYOTIkRg5cmQ3u/un48r2M8884/N42bJlUVH+7cO9Vdhe1ox/XTEZsmCyRvjSZkrQQqw9zTQpqm4HAEzOjQe23E83nvm76EprDEDHeEi9SiF2Uvzde/vx9aE6PLRkjJdl2fPK5f3F05tK8Pb2Cjy/YgoWjO3a4i1roH72kWlU8KcNScK3d8/z3UmchnffkqTV6gTLEYxR1ALCrrX7PfUIQsnjl+gWi8WCq6++Ghs2bIDNZoNG47+Ay8KFC3HgwAGfbbLuAsoHE/d9XITPD9Ri76m24F7AW5ZquDq1bg0Wu8uNkjoTYtQKFLhPAUe/oFV+Zq7u0fv1NetunImPb5oCBvTzt9s8q8bCzePtHRX4wj0be7hR3d4Adp9sxbPfl6Iw2P9BH6BSyGB1unGqpfuMmxo+2yY3qYupOy+WWsYBi6Nrsaw30JXwIaQGAENjKm1tfE1RhtYclQgLLMti8uTJyMrqftFs06ZNqK+vF39qamog2759O/w1LRuMjEynF3LQtRN5y1INFxxsz+I9j9YZwXIE47PjIDvAx1WecUe309Vo4OUtZTT32y3HJBntF+T2ykhR8GJZ1WpDK+JwjMvBPQczxMpK/th9sgXP/3hcDKWKBoamUHE7GUQvnkYTv3Idq/bZ/siGwzjrqc1UcBUaEDDQo/umZY0mO+JhRhxnoKX5hEpSxA3E53qKuUj0Grlcjq1bt+K+++4L+bVffPEFZDabzSeE5+TJk+EcX1ThctML3V9bBL94WZaOHlqWRby/clJOAlC1m24cvbhH79XX1LbbUFJvgs3F4cnYj5GBFgxN8vjmFB1WtH/hJuDjCg1e+NFPkWIe4X+glEdH6BAA5CdTsazwY1nuLG9BVatnwbOxQ5iPQKvVheo2G21+xjBwyXVBtVFuMDp8K8wnetU4TRnek48jEQCGYYKyKv3x4osvQlZaSq2AlpYWTJgwAcOGDcPkyZPR0hIdubvhRJhKB32h8pXS1Yyrx03LDgr+ykwtXdxRxdAWsSFQ0WzBKz+V9dgV0FPsLno8tUKGkbFO7NTciSR4bqzyDrGSLLoP82I5Ps4ySkKHACCftywrmn2jQA7XGLDi9Z244Nmf8cMRGjXy073n4Od750On8k1hHMrPVk7ypdbcCi3UDAu7o+uwswaj3avdbYavj1Ja3PHBO6uP4/ruWiguLsaRI0cgS0xMBCEEL7zwAs444wyYTCZMnToV//rXv/psMH2F4G/6saQxuBfwlqUGzl5bllNVVbSpmNAiNki+K67HOf/8CU9vOoa3fu1bq19wPWiUcjB6msaocHimz6oOgiekRE7JSwj4nqxgWUZJUDoAxGuVSNKrUGuwwewVnD4uiy5W2Vxu3PvxQZgdLDRKOfL8uHGG8iFEZXzNTzd/o2VtXRcAbjDakS62j8gERlzoeTIaq1D1IzqdTszsW7Nmjd99MjIyOv188MEHvTruSy+9hNWrV0ORmpoKg8GA77//Hm+99Rb0ej3uu+8+XHvttXj88cd7dZBoxRGslejts3SFLpYmuwsnmsxI0quQZjxEN+ZMD+k9vHvVHGsIvvJ2OPC2LGV8d0G5wyA+r+nQZMxBqFjqvayu4loD/v3LSUzNS8SqM4aI0/BosiwBYGZ+En442oCi6nbMHkarQjEMgyNrLsTt7+7DT8easKeiFfNHpfl9vdC/vKSONikjSiqe3XV4bDA6MMG7wnzKcGDGzYDLBozp/wiSaMJqtUKlom6gQAkt9fX1YT2mwWDA+++/j8OHD0PGsvROWltbi6FDqb9k6NChA6M4b4hkxlPx6y6cQ0T0WTp7tMBzqMYAQmgwOlOzl27MDk0svXEHUe4rnAifWa2Qi61YYzmjuP135w7HWcM9xYrtDP1+fylrFrd9XFiNT/fV4C+fHwbgPQ2PHssSAB5YPAZ7Hjwfs4el4N1dp3DHe/uwr7INOpUCZxbQfP6XNpfhzCd/xD+/Pdbp9cNSY6CUMyipN4HjCAgfa+nupg8PtSw7tI9Y8gyw/JXoLq7SD3hn9cn6aGbyn//8B+effz5ycnIgW7yYLjbo9XpxocdsNkOv1/fJYPqS62bnA0BQKWgAPJYl07MFniLvYPRqXixDtCy96etLR/jMGqUM4KsJxTNmmPiq4rEapY8wersXBGFXdRDF6flJWDkzD0OTo+v8ykvWiXniW0qa8HVRHcz855ycmwAAKDzVhjqD3e/NVqWQYURaLA1BarWK4UPE0XU2HBXLdvpAygPvN0pLSzFr1iyUlZWJ2wgheOWVV3DHHXcAAGTCfH7EiBHYsWMHAGDbtm09DlCPZvR8pZt9p9pgsgdRZcZnNbwHliUvltNT3TSNLS4n5PTGO8+lK6IPLB6NM4cl+6zMRpqHl47Ff2+ciexErWhZJsIjlh25OvaA2NpXKCzRMfJg2aQsPHnpBEwQUj+jDCfL4YCYnpoAABiRHgvvfISOYUMCf//NBPx0zzkYkqQDw4slupiGu9wcms1OZMu9fJZe3PfxQdzw1u6gCghL9A6j0YiSkhIYjZ5e7xs3bhQzDgFAkZiYiNbWVqxevRq33HILrrnmGqxbtw5vvPFGf407IjhZDi9spneN74404Ddrt+O7u8/u+kUMAxejgoY4e+SzPMr7r8aDD6XpgVWZn6zHrKFJOFDVjm8O1UOnkuPImoUhv09PGJ/tJWhaalkmMmbxRrPpcJ349G3yDViSUImXDUoYbC443Rw0SnknyzKaueK1Hdh9kk6JC1L0iOdrXSbpVTj614V48hua6dMxbEhgIi+uACATgvO76N/UxMdsZjBtAAFtXczTbnXiw720lUdJvQljswZeZlS0kp+f36nA+fTp02EwGHy2LV68GMLMG/CqZ7lkyRI89dRTqKysxDPPPIMlS5ZEeMh9i83lFk9OgBZQCAZWpu5RnKXN6cbJFgsSdUoktBykG3sglpkJGlw8OZv6DRGCCyHcaKhwxsEiWpbe38la98Vg1DFiNSEX69+y3FPRii8P1qLZ3LtKTpFgbKZHkOaO8G0cp1bIUclb9Rlx3QeKC4WjZV00LWsw2qGCCwnE0KnI754KT9TBL2VN/l4u0cf4BIutWrWqy6K8A5mOMYoTsoObBrplKmgZE5zO0C7u0gYTCKGrpD1d3HFzBDe+vUdcle5r/vRxESxOFs9eORlKXixjGatoWQoCLvD35rNwgs+CEVa9O+bT/3vbSWwqrsf/bjkj6BtWX3HnucPRaLIjNUaNPy8a4/OcmyNiw7lALoSqVivu/uAAcpN0eDqOWpbyLvo3NRjtSBP8lR2m4LvKPXHOxbVGSPQ/ihkzZmD8+PH9PY6I41OcFUBanP8E+o64ZfSCZp2hVUsvqacn+OgMPVC8D2DkQOakkN7jpv92Fsokfd+1GPj+aANaLU68uHIKwPfCjoMVDbxlqe1Q7Xx9syeIWvi+O5Y/E1bDo6WepTfJMWq8crX/WgnCzU+vkiMmQE8drUqOvafa0GZ1QjGFiqXMHXga3mB0IN07bMiL62bnQ6OUo6jGgHNHe8KVDlS1w2hzYd7I6C4Y3RWsm4ObEChk/dsGOVQUcXFxYqOywUxHy/Kf3x7DTWcNDbC3B7ecF0tHaH14jtbRyIKZMS2AwwhkTARUobXI+OlY5+nXuhtnhvQevcHuckOlkNGYNk0CAGpZlvFiGcgfOXtYstjbZuH4DFT83ePSEeMsoygoPRjGZMbhjWuni/Ur/ZGkU0EhY9BodIARWpJ04bPsFJDuRW6SDvdcOEp87GDdWPPlEby7i/Zv//b/5nmq7g8wFHIZum7hFp0MrDO2Fzg7WJbBxlpyvFi6naGtQgtl2caDD0XI6bq3ekf8FWBQKWS+iy4RhBACB8tBLfgc+dJrsbCJ03C92n8m0nWz8xGr8d+QLBrTHYNlwdh0FKQGrqokkzFIi1XD5GBhkfHtcIk9YHxsvdFOF3eAbiuiby9rEYUSAD4urApx9BK9RRTL22+/vT/HEXE6WpbZCcFVcyGCZekM3rJstzpxoKod8Volsi3FdGOIizvlTZ0XBpwsh/e8LphIYnKwcHPE04VRmIYzFhhtVMg7ZvAIeGfwVLdZseVYIw5WtWNXeQt+LaO+uIG0Sh4KgnunwcW3w+2i8lCj0eEJSPfqDW6wunDHe/vw3A+l2H2yFW/8XI6dvA9TiPncX9kemQ8QYY43mPCHDw/gs/3V/T2UkBHP2HfeeUfcaLP1vvVrtJGoV+H62fm49WxaHzDovtV8YHooPssvD9aCI7TtrayGr4Ad4uKOweY/DvSBzw7hTx8X9biwR7A085ED4iKMQg23TI1Y2MQWsLmJOvx1+bhOr/3X98fEeND3dlXihrf24OKXf8WVr+8U94m2DJ5wkSGIJUtvxjo4AkYwNPhYlh6fZbPFga+L6rDteDM+3FuFx785Cqebw/Wz8/F/54/AdWcOwTVnDonsB4kQxxpM+HRfjc9q/0BBPGO9447S06OjP0o4yU7Q4tFl40Q/ZdCBvnxgujtIn6XVyeLVreUAgKunpgINRwB1PJAcWrmtjqW9cpM8lvAHe6vwzs5TIIRg2/EmXLZ2uzjtDxdCmFWq14q1WxULHeOAnY8M0KrkWDguEwtke31eu6+yHbV80ZJAU1B9lLTCDTfpfAxmo5P+1jIOn+Ic3vhUHPK2LPkbZbxWiSF8keGseHr+njMqDY9dPB4XTx6YvXmq2+h5kZM48Op0imLpnZjeMWBzMCHnP2dVmxX5f/4aIx/c2OX+DG9Zul1dW5ZljWYsfXEbpv31B9S02zB3RApmqE7RIq7ZU4EQFzSyE7ViavD/nT8CG++a5xOz2GJx4ptD9bjm37ux91Qblr30a0jv3x35KXo8eekErJyZJ27jhJYRNk/wrtXJYgRThRymEXOziCjqwkKO8NubJRMzg45GGGhcNWsI3r15Fs7K90zDLX7E0uZ0w2hnkSVrpxti/YulUOGorLFzJtD2E83408dF4o1zIFDdRmccoTSJixZE55L3lx2oosdAprTBhP2VbRieRk9iYWrkdHNwubmANS4Zvne4uxuf5ctbynC4xhMPd/eCkWCq+MroIS7ulNQbcd/HRdAp5bA43TDbWcSoFRiXFSf6qpQyBs4OLYadLBd8YeNuSI/T+AglABBBLL0qD1kcboyRVeE+5f8BSz7HH/Ymoqq1Bi5+Icftp+7g8gFqFQXDqIxYjEIsUEdb2Wrh37JsMNL2t2loA+RqMZ0UAIxeYjlzKM2c+mBvFS4cn45zR6fjSK0Rr/18AhsO0GO025y4YGz6gLgBDWjL8pZbbsHq1asHpUB689OxRvzpk0PYeqwJb147HbfO8/Q2aTEH7t4o4y1LsIEtyyaTA18V0RP3+tn5+PulEzA1LxGo6VnxDI6jFYssvKALmSPe8X3xOhXmjvDE2l02LSf4ako9hOHFUub03BSsThY68AH7qhjxpiNk8LBe0/BVZ+Thhz/M67Yp2KCAzw3XM3a/fXgajHbEwQI1HHQK7nX9CZZlnFaJzHit6Dd+6HO6WHikzigKJQDcfs5wfFVUh5mP/4A6Q3SvNwxksVQMRv+kP4T+KiPSY3H+2HSfVL1vDtXhxgAxlzIVFUvSxTR8X2UbXG6CZZOy8OgyrwWPer6GZebkkMaqUfpah9/xVbq9261uKWlEXpIOH//2TOhUirDnDn+4twonmy1YMSMXQ/gKQYwuAQAgc3jqalqcbmjhgIHocOOnBhTWUeEUpt+s1zR82pBEDE8bmLGBwWJ3uXHfx0UwmMz4LwTLsvNiXX2AxR0AYjppnIbeHN+9eRbu+t9+3MLf4Gfx1iYAvHX9DIzJjMPFL1M3zA9HG3HNGdG5+EMIQXWbFWqFzMcXPlBQ/PWvfwUAPP/88/08lMgihOIIzam8rbDXfy4PKJbyIMRS6NDn0wjNYQJay2nOb2xoN6Qfj/qv5D4+Ow6/ljXjprlD8a/vSvFLWTNuPbsA93dIzQsHmw7XY3NJI84fky6KpVxLYzyVLo9YWh0sCPSY5HgTqPOkhAoZPAl6T9SBix0YfrXeoFbI8EtZM1otTnylnIUJzEmY/ViWjUaH38UdADhreArUChlmDaV1NEdlxGLT/3na7eYm6XDTWUOxt6IVZxQkY++pVvE5c4CKUNGAmyN45KJxMNvZATmTFed1LMti7dq14DgOLlcQ5csGGIJlmZ+ix90fHMBn+z3Fjbsqv6bgs24Yd+Dc8DpeLDPivaYWDUfo74wJIY/VO2D7zIJk/P039D1umTcMz3xXiqc30eKz545Ow/2LxqDV4sSvZc3YdbIF9y0cjbgAAeGh0OSni6EolqyvZZmOzlO/hzccxtKJmbh/0Rj86cLReH1bObYeb8LkvASMTB+81iXDMFg9twBPbSrBt+4ZmKU86neBp76L7J1JuQmYxMdTBuKhpWPFv2vb7V5/R+80XCGXdfKDDyTE+R7HcdiyZQt++uknLF26tD/HFHYsDhaNJgcy4jTQq+Q+QgkA544ObPkp1Ly12IXPUvATZSZ4Odgb+Cl4euh5997RNitmeqbBrJvzcR+M56fe+0614c739+OdnZX4pLAaDtYNg7V3NzyhKpB3sQuGT3lUs2ZxQdDmZKFnPBeokLtutLP44iD1q8lkDHaVt9CCugHCaAYTl0yhC1iHSAF0cPgVywajHRkB8sJD5bJpOfj4t2cCiG6xHOiIlqVSqcSHH37Yn2OJGILlR8NxGDAMQAhdcLhwXAbmjkjFiSYztEo5sjpk9gjTcJm7K7GkzwltKwB4/JXdWJaEENhdnE9RCu9sI+8smaYOZc1G8BZatpez/LEvj+Af3x7DDXPyce+FoXWR9B5Ts9mBGLXCt1gGn8WjJ1Y43RzUCrpaHwdPKmirxbNY9tn+GiwYmw6Oo61iAYjFgQcz6XFqpMWqUWHKgBlamO2dFxAbjQ6cKVqWvgWhP9tfjepWGy6bnoPM+OAWQoalxuD+RaMxOjO8vutw8uPRBuyvbMeiCRkYlxWdxZ+7QrQsH3744f4cR0TRquRYOjETc/h+MXKGQaxGgb8tn4C5I1Lxa1kzzntmK65/a3en1wpxlvIup+G8Zeld57ByF/3dTaWhmU/8iLGPbPIJkvd2C3iL5bbSZp/XCpVnvMXyH5dNhNXpFgW8J5gdLFxur1RHcTB8TUvGKq7wWu0uxMN/NfAdJ1pw9wcHMGnNdzjIVx8/HcSSYRicN4ZWCvrSPRsOW+fU1XqjHWkBFng+3VeDZ74vRbMpcJRGRxL1Ktx69jCcHcXViDaXNOKlLWU44SeVdyAgWpb33ntvf44jomQnaPHSVVPFxzIZI4pTWaMJV79Jha20wc9Fz/ssVcThNx6T4wgaDA7oVHLEafmvs70SaDoKxOcCKYHbc7g5ApPdBUJoLrYgJN5l2XRelp34/gC+u3ueuH+cRokzC5KhVMhEa7OrcKjuMPKLBJ2ETU3fWw8bjDYXkvQqOBxWxDIeYU6PU2NIsh56lRzD02JQUu/bkfJ0EEsAuHx6Lj7aXQEj0cJt9/0OCCFoMNqRKbST6LDAI0zbAxUq6Q5CSFQuoAiunfQAbTmiHYVO5xtJL3zRVmvf9XrpaxQyBhanG18crMWXB2t9nusU2M136RNyfOO1vmLZanXC6eaQk6T3nKAH3qe/Ry3uskNfi8UhCuP9nxZBxjB4ceUUH8vSu37leWPSsXRiJhaMTe+0SPL+LWcAgJiT3WLpeSVyrVKOO88d3rl2Jh87GMPY0Wp1Ih96uO0maBiPf/TZKyeLrWQB4Jp/7/J530DB/4ONqXmJ+D7rNQxt/QX32C/yec5oZ+FgOWQq/C/wCAkTgepmBsLJcnhqUwn2V7bh09ujr+e4UIAlvuOMZYCgOHr0aH+PIeI0mx0orjUiO0GD4WmxYsrj79/fj0cvGovsBC0+KayGycHCYHMh1fvOJ4gl44Dd5e5kGdW1d/BXWlqAXWvp39Ou63Jc3n19vjlE+x0/fdlE/GnhaNx57gjoVHKfabhSLvOxkP2RHEMFrjeWZZJehT9eMKrzEyqa/aSDHa38+7P8FHNX5jNI+/2PPhaNk+Ww7Th1HXx+xxyMSAtc3mwwkq5jgFbQMDIvDFYXFGCRCAPtbaTwtbSERTBdiGKplDP4qqgWDUYHShtMURd1YORL+4UjWqM/UAwZEp0BrOFkf2U7Vq/biyum5+Dpyybh7gUjseYrGtozLjse188ZilvmFUCtkPkEfgMQp+Fa2P1Wj6Fpa8AM5UngqZWAjV/hnHAFkN65Io83/vr6OFwcEvWqgOXPukOnUkCnkqPF7Az/dIwXSz1jxyl+IYc4qRBo1SqfY20va8bfvvbciGPUCuhDvPgHOpw6HmVcFtqtvla+weZCGtohA/G7Ei5Mw3UhngMMw2B6fhK+LqrDBc/+jL8tH49VURSgLorlAHXFyO655x68/vrrPi0gBxvODs2zbjxrKM4ZRR3hQl3FrAQtkmPUkHUsc6+kU086De8cAtJmpaKxpHWdRyjBAHP/0O24OsZ3apVyxGh6LygpMWo43Zw47QmVo3VGrNtRIbbyFRFS+ECn4QBA+Fave93DcP+nh7C5hGYbrd16AkfqPOdUNLaRiDQ1TDrOd/4ThcYEn+0GmytgjCXHERjtLGI1is7nYhCcNdzjAjlY1Y5HvyjG+h0VIb9PJDDaWMiYgVtxSqZQKPD555+joKAAu3d3Xg0eDAii5N1gS5gCq5Xd+NBUvtPwjhhsLuQxDRhh2E4LIiz6B7DqYyCt+6yajpblovEZUMpluO/jgzjnH1tQXGsI8MquWXfjTBxZc2GPfUM7y1vw8IZibC7pkEmkEm4cdjFEiHHSafiNVYvx/u5KfFJIY1h1HS6IgdRrJVwUJMihBAsTp/YpVHOwqh2VJA0vsxd3WtxxujncOCcfK2bk9uiYwio8AFxz5hC8vb0CD20oDqkq0ZvbysU2zuHkmjOG4IY5Q6Ny8SkYFH//+98BAB999BFuv/127N27t5uXDCw+3FOF+z4pAuCxLNftqMCOct+K3W/8XI73d1fivoWjsXC8V9wb77PUwAmjn2l4u9WFCcxJ+mDSlcCsW4Iem7fPUi5jxKD2OoMdFS1W9LTqVn5K4D4xwSBYpN6r7wB8puGCT5Tp0OpVaBuh9ZpC3nvhKGQFGS84mFBqYzGUqUMpycXROk/v788O1KAF8fgHeyVWaQ7DO+JQo5TjwSVj/b9hEKTFavDe6lmI0yhReMpTYNfqdAflBjHYXNh+ogVbjjXi3ZvP6PE4/OHdU2gg4tM3/MSJE/05lrDjYN2iUAIQ+8m8xhfnBQA1f1GbHSzKmy2o71i1xWs1vGNBXoBOwzMZvm1pfGipXEJfoEumZOOu80ZgT0Ub3ttViXY+gLtjQY1QCbrAcQcCOuIVKnAyFfSwi+6Hjn2xhWK/Wq/WEvFaZY+mlAMeVQyWybcDAP7vg/1wcwRmByum3gLAZ63h9ynOHpZC87C/oFWKXrtmWtD+YrVChs0ljThYZejx+RPNWCwWLF++HAzDwG4PHIu8cOFCZGRk+PwoAMDpdOKxxx7D3Llz+2zQfcGBDn1KBMtSqMM7PjtOdKILK+CNpg4hN8ICD+PwWwKt3ebCMFEsQ6vTePbIVJQ/sRhuQvD79/dj98lW7D7pKYrQsS93sJQ2mHDzf/diZHos3rwutPJwgKeeoj9HPFHqoXO3o9VMTzQ5S28uK7Kb8b+aFFwyJQeAr2WZNkDj6nqNOhbXyL/Hs+xlKG0wY8OBGtS02eDmaB1LM7SYkJPg85IjtUYU1xowdUgihnXRHK07vj5UJ/49Iz+piz09EEKgUcoxJjMOR+uMONVqFQvP9JZmswPfFtdjaIreJ7SsL2FZFpMnT8aCBQu63XfTpk0+j91uNxQzZ87E8ePHMXXqVPzvf/+L1Dj7hRber6aSy1CQqkdaLJ3mCm1Y373pDNGvlxZILBVCLxX/q+EGq8tjWcaFXtT25+NNeGjDYVS1ds7p7dafGoCUGDUqW60w2l0w2l0hh2p4LMvO1gijjoHM0QaLha6CK90WQA48PqUdt668TLy4BJ/l45eMxwXjMjq9z2mBOhbxjBVnyQ5hKzcZvxxvxvjseKjkMvyR+RBz5MXIGvaZz0t+PNqAZ74vxV+WjOmVWF4yJRtHao2YOTQJxxtMaLE4sXhC1x0kL375VyToVChI1eNonRFF1e1hE8sTjWY8+NlhLByX0W9iKZfLsXXrVjidTqxduzak137xxRdQ/OUvf8HIkSMxenTP8oijFUIItvALFKvnDfXJkxZmhG4vp6BQZbqTWMpkcMk00Ln9T8Pbbd7T8JyQx8m6iV+hBHoej5akV+GMgiTsLG/FW79U4K7zR4T0eo/PsvPxGTW9gF1WI5wsBw2hY5er9T4X1rA0Pc4emYr02Oiv3h0x+IynRbLduPrqmzB/dBqUchl2V7RiemkpcphmIC4bHEdgsLmQqFehwUQt9t5WPR+TGYd3bp4Fq5PF+Ee+RaxGiUXjMwIurjSZHCiqNiAzXoPb5w/H10V1OFRtCFuvHyErrJMfvA9hGAZZWVmoqKgI+bUvvvgiZMuWLRt0QgkAv5a14KNC2m6z1eIS4yEBz8rskVrPip9gWVa3WfHlwVq0eBWtYOVaaBgXbM7OlXyMNhZZTHDVYywO1qcqzP92V+Lmdf4X1NQKWY9jLQGIQeU7ypu72bMzM4YmYcHYdDHA3RtGR6d0Kmc72m1O6L2qpHtzyZQcPHHpBIzKiO3Uhvi0gf9OYhgbEvUqMXvJ7mSRwbSCk6lQYlRg3j+24N6PqW+90di5NF5v0KkUGJ4WA4PNJVYp94fQ42d8drxYzepIGFfERddOLwLS3W63+MP5aVcSKYqLi3HkyBEM2tyzA1WelcD3d1fir18dEUN/ZPzddZVXKl5qrBoMQ4sEv7mtHFe8tkNcrHDzU3GXvXPuuM1mRQoMILpkQBl4xdfl5rD0xV9w+as7xJAgS4AWqQDw1+Whl3bzZlJOAtQKGfZXtofsqP/DgpF449rpotvCB14skxkjqlpt0IG/Cak6T9fu+/gg5j69xW+zrdMC3gqPgd2nNB1rM0HPOODWp2FIMhWyzSUNqG23iTObcPp5x2fT9faijnGzXghpsnlJOhSk0HEL7phwEI6AdJ1OB4VCAYVCgTVr1vjdp+OiTEZGBj744IMeHxMAXnrpJaxevRqDNqUipUPZ+q+K6rBkQiYWTcjEheMyOhV4UMplWHv1VEzJS8R9HxfhYLUBJ5stGJ4WA44XS9buu/JLCIHe0QSZinTrrxSsytnDksXyVF0VHe5tjxKVQob0OA0qW60wO9nwpZjpqL8pCSacarFAz/gXSwfrxs5yanF3jLk8beB7FsUwNtR7iaXczt/IdSnQquS4fFou/vPrSTy5sQSNxvBMw72ZmpfI9+puxZKJ/v2WlV5iGa9T4vBjF4acm94VgmsnthdJF1arFSoVne0EcifU19f3+P39YTAY8P777+Pw4cO9tywLCwuRkZGBFStWBNynpKQEy5YtQ1paGrKzs7Fy5Uq0t7f39tBdUuDHOS6shv/+POrDS+kwzVw4PhPpcRpk8CeqYAESBV0Rd3cQS7uLQxrhp7nd+CtZjsDBcqjymgp5x1l2pDe53QJZCRpkJ2j9+loDQQjBD0casK+yzf8OeiqWiYwJFc0WL8vSNw+50egQLfPTViyFuFTYfNo9MHx3TJk2AQDw+/NoT/mfShrRaKJ1RMMpVGcU0PYUO/nYYn94iyUQehGP7hBCzToVZwkBuVwu/shCbC3dU/7zn//g/PPPR05OTu/E8uuvv8aqVaswY0bXrV7XrFmD66+/HnV1dThx4gTa2toCmtHhYubQJIzLivNb9EdMfwxQAWdctq/PhvDhQ26H73TSZHchheGnNjFd99kRpsJmO4u/fnUET28q6RSKtOuB8zAjn7ZE/Sufu94b/nfLmfj1z+ciPQQrxexgcfO6vbjrf/v978Bblskw4mSL1ctn6WtZZngVQtaermLJL/B0nIarXLxY6qlLI0GnQk6iFiYHi3kjU3HBuPA2ERyWqkesWoHjjWbxBtYRQSxzkzxVyDiOiL2Uej2GtBjMH5Xq8/7RRGlpKWbNmoWysjJxGyEEr7zyCu644w4A6N00fPr06SgqKsLjjz+OkpKSgPutW7cOCgU9lFwux7Jly/DJJ5/05tBB8Y/LJuFInRFJeiU+2lstFv/9pYxag063/xNHqNZSxte3ZHghIA5fy9JoZ5HI8AKq6zqWTVh5rzfa8e9faMbPpVN9p+6JOpVY1ajTqnwfIa5aBpq266iVksQYsbnZAl2Aabh3KTadatB6e7pGpQcBgxjGJhZLJoRA7TQASoDhLUuANtKrbrPhjvnDMG1IcHGRwcIwDJZMzISbI3CynN+b18tXT8WpZotoWf7ru2N45acT+MflE8XY2d5wzRlDorbrJAAYjUaUlJT41MjYuHEjVCoV5s+fD6CXYhlsG11BKAV27doV8RX4E01mNJkdOGt4CjLiNT59dp7cSKvhtAao+SiI5fFGX7HkXL41Pk12FxKEKuHark9w1o8wC6vx/7piElJj1fjHtyVifcvLpvX+BCWEZowo5cGvrHe7asnfFBIZMyqaLYgRmpWpOrs9dt5/Huwu92mZFw4AYBiwCh30LhssfDtcB8shRjxnEsVdR6XHosnkQHZCZCyvv/9mYpfPZydoke3VUkWrUoDlCBqM/XPTjiT5+fmdcuWnT58Og8F3AWzx4sVYvHix+LjPb/k//fQTNmzYgAMHDgTch+M48cO43cH727z5dF81Xt5yAk9cMgFXzfKfhpgcoHdxkl6FZL0KJrsLTpaDTM1bTc6OYskikeEXirxOfH9wfhK9bzprKCbnJiAzQYuTTRa8sY1anP+5fjrmjuh9e4C/byzBaz+X4+nfTMQVQRZm8GTvBDg1+M+ZADNMDhY6tf9pOOA7FT9dYZUx0LIW2O303DHZWSSAn6HwDeAA4JZ5Bbjz3BFRUxg3PY5eG94hd71h2/Em6NUKTMlNGLCFNPo0dKi2thZXXXUVXnvtNeTn5wfcb82aNWKIQMdK7sEiWGj+8quFO+hb1wf2tf74x7Ox76EFUClknna4HfKgTXYWCQy/rZtpeGqsGosneDJZClL1uHx6LkakxyJGrfDpDDkyPTYsFcWFMI1QQkC6nYbzYhnPf2497OAYeacCthIUohSC+OlN1eJgxe/O+wabFqeJqFDWttvww5EGlDWaOj13qNqAy9Zux4s/Hhe3CX7uxjBYloQQ3PT2Xqx6c9eAFUqgD8XSbDZj6dKlWL16Na688sou93344YfBsixYlu1xewshptLf9FOIswzk7Aao0134xyq09ISXsb5BvXQaLliWXYulTqXABWOpWKbGqvHAIt8Sbsleq4TaXgSjeyOIpbASGQxd5YUDEG8K1P1AoIMdbqW+y/YZpzOEd09wdupyMTtYT4M3L59lpPnmUB1uXrcXmw53Dq1pMNqx91QbTrV6rjUh9K5jR9GeYHawcLq5Xq2ERwN9IpZutxtXXHEFxo8fj8cee6zb/WUymU+YQE/oyrIUGie5u6mBRguxuiDnp+HyTmIZ/AIP4AldunBcOs4fm46Vr+/EZWu3w2R3+dxxw1VRPJu3VrvK3OiIXi3HuKw45AaK81THgTByJDBmqOGCguFEn65EZxgN9X8LYmmys4hleFHS9F07WGHh0GDzk4Xmp8qUUITaX8/zUGmz0Pcf6GIZEZ/lc889h8LCQqxfvx4AcPvtt8Nut+Pf//53JA7nFzsf8K3xU7mnmF9Y2V7WjKl5/n2NB6vaseL1nZgzPAVvjhDE0urTqsFkdyHej//JH1WtVtzz0UEANHRp4XM/i4Hxgojue2gBLA62V2mO3gxJpuM+1RK8db5wfCYWju+i4ALDANoExFtbEAshLzy6er1EEzL+u+H4sDOzgxW/N/Th9yaIpVD+zxthNuEdMC7EWYZDLIXmeZJY+qGqqgrHjh0DQCPgX3/9dSQmJiI317PIkJycjOLi4kgcHgDg4Kfhaj/C88a10/FxYRVumDM04OuzE7Wwudw43mgCxlKfpRoOOFhOFDOjj5XQdXP7VosTVqcbqbFqyGUynwwioRRbkl4V1hMqJ1ELhgFOtYS3TzOjTQSsLWIBEUYtWZaBkGvpecE4PD7LJEYQy67PmXCSwPeW8mdZmuydC6fEqhX49c/nhiU4XaiqL4klgEcffdTn8TPPPCP+HR8fH1JJ+3CRlaDFqPRYxPtZ1V0wNh0LxnYd9pSsVyFGrUBtuw1uRQzkoAWAjXaXKJYmO7US3HI15N0scAhT/iaTA+/vruzZhwoRtUKOrHgt2qxOWBxsUNP7BqMdTpZDaqw6sIXLL0wMYWi/nb6cTg40FLxYyvnFQZOD9YRb9YNl2fU03HN+yGSMTyhRbxDFsmMzwAHGoI0WXnNx7wpRMAyDrAQNShvMaOb0SAetaWm0sUjjz3GrzQYd44BTmYLuJs4dF5MunpxFc897UbMwGL75/VzEaRVBr0L+7euj+PJgLdbfNDNw+BIvlktz7EAjunVBnM4wvCAqWDONe7WziGECx6ZGigRdF2Ip5m1HZjVeo5RjdEYs8pKjM3snWAatWIaDrAQtShvMqHFokA7ae8bkFYbjtvK540FMpzqKZUa8Bs9dOTnioRShhqMIeeRd5nPzYrkwy0bFsg9XdQccfOUhLbHB5nLD7HAhFjZwjByyLqpUhZt4rRJjM+NQkNrZZXLt7CE4a0QKJucm+Gy/+b97cKzBhK/unCtapj3hoklZuGhS1+ULBwKDVixL6o1IjVEHDDwPhix+GlJrV2EqqGVp8iqIwPEFEZggpqEdxVKrlPdZzBkhxMfX2hVdhVyJCGFSbXyjNsmyDAxfYCSGocU0LHYWetjAKmKh6sNwK41Sjm/u8t82ZlxWvFgJy5s6gx1VrTYa7jRAe32Hk0FZz9LucmPhc9uw6PltvXofwWfzz902/Mt1GfRw+IglY+fFUhu6WOr7KF96T0Urxj3yLW5/d19Q+wvFPbqM9eTzw9HMBzFLlmVgxGIaNhjtLBw2M+QMgVsZ/REE+jCtiJc3mdFgtA/4BmiDUiyFrINQqu3446qZedj/0AJUtLN4wX0p3IDPNFzupOEg8iDEYmiK3qeQQHofpQKOz4oHyxFsP9EcVMVyqzgN70LMhYrwFr6vuLTAExixADC10IR4S64P/ZUCRrsLB6vaxThjgTVfHsGDnx0SZxUCsbxYehsIPeGW9YWY9cSPaA5Qi2GgMDjFku9jIuS39pREvQrtXg7xNhLnc+KoWBoOItN277PMTdLh9vnDxMdC6f5Io1XJMT4rDnYXF1QIkT0Yy7Jj+4xuspdOawTLkvd3y130BktUfW9Z/uu7Ulz88q/46ViTz/YNB2rw7q5KKDoUPBH83W2W3tVWbTDaIZcxSNEP7JTYQSmWzXzh3I7V0nvC8QZPPGQT4kXLkhACjZt/Lsh4OaF+5vC0GL/FiSOFcKwTTd23d1DIGKgUMmhUXZwaHavCJwWOVz3t4c+NWFhhtrOQOek5Q/ohkH8Yv7jz5rZy8aZICM1Si1EroOhQjyCTn/3U9bCYRpvFic/318BkZ5EWqx7wveMH5QKPUGi1NyXsBbxjE7OYFlTyliUttcWHgASxwFHaYMJHe6sAoM8beAktVR//5ijcHAK2FgCA7/9wdvdv2NGyTCrozfAGN4JYMlY0OFjRsmT6QSzH8os4JfUmvLj5OO69cDTsLg4uN0FqTOdrJSOe+uzrDZ3TZc0OFk9tLMGk3AT8Zmq238XKBz47hI18Lvq4PppJRZJBaVmaeesvRt37Fbw5w1Pwwx/OxrGYW3GebD9M/LTc7nIjFsFl7wD0BH1j20nMzE/Cf2+c2etxhcLcESmQMUBVqw11fk78kFHHeKxpmbJPg6sHHPy5EQMbTHYWCkEsgzhnws3YTM8xvyumCQWmLhqJLRiTjg9vPRPXzx4qVkyvbbfBaHfh033VWL/zFO756CA+2Vfj93je4UJCt9GBzKC0LAmoczocliVAp80OdSyUrAkOGz3ZbS434kIoiODmW3eOy44LW+P6YBmfHY9v7pqLI7VGXDIlcGM1QggIQXDTJZUecBi7badx2iNaljR0SOmmfmOZpu9vMFqVHNfPzkedwYZXV00D4Mne8XetZMRrkBGvwdqfTuCZ747hk9tm44ejDXjlpxM+0R2bDtf7LVa9cFwG/rRwNEamx2BM5sC3LAelWN4wZ2iXed89YT8zGpXsCDgsNFzI6vSyLIMKSqe/OzrR+4rRGXEYndH1OM0OFhMe/Q4j0mK6n44v+Rfw7QPAFf8N4ygHIQo1OEaBWGKFye6CnqViKe8HyxIAHl02zuexwdZ1/dIWswNPbaItY748WIuqNmunMLhdJ1t8CswYrC6YnSyyE7S47Zxhnd5zoDIoxTISvG6dj83sMIxopc5um9MddBENwGNZ9reT+3+7K3GswYT7F40Rqx0J2Dr0Ve+S0Yvpj0TXMAxYZSxinG2w2B1I5C1LhS46LK3cJC3+smRMwCIXl67dLv59rMGEGr7c3xOXTMDk3ATsr2pDsl4NjgBy/rTZV9WGG97ag9/NH457Lhz402+BQeezbDDacbjG4DcHtjfclXEYAFBjk4MQArvLjTiEMg2nv/vLshR4Z9cpvPVrBWrb6Un/7q5T+OU4beAmpDqett0YI4SbDxNyWIzQcMI0vP/E8sa392D0QxtR2WJFWqwGN88twKVT/fd8WjDG42Y5XGNARYsFcRoFVs7MxdisOFw9awgWjs/w6bNUb6AGhYvr24XMSDPoLMu/fnUEXxXVAQA23DEHkzrku/aU8YkchjJ1OMllos5gh9XpRgITyjScnjjyfq4oPio9DodrjDhUY4DJzuLBz+hNYOu95wSXvSMRMowmDjADTksbNJwVkKNfF8VYjsDu4tBucyIPXRe3uHfhKFw+PRcyhhbUvuilXzAyPbbLVF1BLDN7mRQSbQw6y9K34nj4Lnq5Ng5jGFpa7XiDiS7whLAaPiwtBitm5GJ8dv9mu0wbQotg7KloRX6KDmp+Kv79kQbJsowQghVpN7dDL5wz/RCULpDgVQj45S1leHXriYApjWqFHKMyYjEiPRZH62n20Yh0z9hLG0x46PPDeHfXKXGbIJaDrWHdoBNL72luOEKHRDTxGM5UAwCO1ptgc7qhF3tmd3/izx6Wgr//ZiIuGJfR7b6RZM7wZMgY4OPCajhZDmtXTQUAFJ5q84ilZFmGFbkuAQAVSy34bJg+rDjUkUSdpzfTm9vK8dSmkqDbFcsYzw0XoCXf1u88hR+ONIjbhCB2IU5zsDDopuHe6YgxYQodAgBo4jBCVgO4gaN1RsRrldDCAZZRQiEfOF/jkGQ9lk/Jxqf7arDxcD0WT6AB6odrDZ5puGRZhhVh5VvJmqGRC2LZf1ZXPF+Et6LZijarC7lJ2qAqUl0xPRejM2Ix3qtCUQEfBld4qk3c1iBYltI0PLoRgmzvPn9kWErii6jjMIkpx3SmBLOGJsHmYKGDA6w8uLtnWaMJ3xyqw8nm8LZ46AkXTaTBwl8V1SJJr0KcRoGqVhtqDXbseuA83L9odD+PcJChEVIebdAwglj2XyFcYRq+v4oK3NCU4FNvJ+Yk+ER0JOlViNcqYbSzWLejAgDQYnFCLmOQGht9ueAWiwXLly8HwzCw2wOncXIch8ceewzDhw9HZmYmpkyZMvjEUuh7fcUM/6t7PUYTjzxZIy6S78DYrHg4nTbIGBK0WG48VI/b392HzSWN4R1XDzh7ZCoeXDwGf+bb8eYm0Qv3oc8P4/sjDb2qASrhB6+UR7UwDVf0n9UlVE0vqqYxwwW9SJJgGAYXTaKzk59LaVTFngfPw94Hzw96at9XsCyLyZMnIyur+0LEb7zxBtavX48ff/wRdXV1eOqppwafWOpUcj57J8zFSvnwoFjGhlazA98erschbii4IE96oQdPf4cOATTWc/W8ArEy9nNXThafC6s1LkHhV75jYYUGfEhbP/oszxqegm9+PxdXzqANBHubUfbHBTSW8kgtX9+VYZAYhc3J5HI5tm7divvuu6/bfffs2YNly5ZhyBBaVvGCCy4YfGL5yW2zceixC8N/0XtVj/n6UD3219nxpftMcIrgplNC1kN/B6X7Y0R6LLL4lcunN5Xg48Lqfh7RIEPID2ds0ESBZZkWp8HYrDhU8C4hf60mQiFRr0JWvAYWpxsGm6tfGhQGA8MwQVmVALB8+XJ8/vnnKC4uBsdx+PTTTwffAk/E4E/4OMYqriZWkjQQRXAWgiCW0WBZdoTjCBpNtDBrrcEell7REl543Wg9Psv+Xym+cFwGiqoNGJXe+zCmb++eh2e/P45Jj30HAHh46VjceFZ4U47dbjfcbroIyTAMZLLI2XpLly5FfX09Jk2aBLlcjvj4+MFnWUYMfhoeB6sYm1hFUkGCdNQLYtnfQen++KWsGaxXvm80Wr8DGq9iGho4QcAA8v6fpp5RkIwXr5qCtDCsWstlDP7z60nxcSTcOTqdDgqFAgqFAmvWrPG7T0ZGRqefDz74IORjffXVV3jiiSewe/duWCwWPP/885JlGTReTnoGgAwElSQ9dLGMQiEake67GmoMc6roaQ/fDTMBZmjgBCtTQxkFN02hqlA4MNpYLBibju/5eMucxPBbzlarFSoVvckEyiCqr68Py7Gefvpp/PnPf8bUqTQOeeXKlZJlGTQqPThGjjhYYXa6EaNgYYIOJllCUC/PSdRi+pBEpERhOEVmvBYHHl4gPhZqF0qECT1t8JbMGKFhXODkgyv+EKDC+8a10/HnRaMxa2gSpnoFrocLuVwu/kRyCg4ABoMBOp2vISSJZbAI1WNgg9nmRLyM9/EhJaiXXz9nKD6+bTbOHpkayVH2mASdCq+umoppQxJ9GqtJhAG+G2Ym0woAIP24uBNpfnv2MHxw65lBBblHE6WlpZg1axbKysoAAIsWLcJTTz2FiooKAMDmzZulaXgocKpYyJztcNqMGKpsxdnuHYgNolnZQGHh+EwsHB+45YRED1HHgciUSOPaAQCMqv8XdyR8MRqNKCkpgdFI898fffRRcByH+fPnw2KxIDU1VRLLkFDT6jFumwFTFBW4W/kWbAl3B/XSE01mEEKQm6SDWjGw7roSvYRhwOiSATP1p6k0/Ze9IwHk5+d3Cm+aPn06DAaD+Fij0eDpp5/G008/LW6TpuGhoOVzYu0GyFmaKqXQBJcqdv8nh3D+v35GZYs1UqOTiGb0HncNE2S4mUR0IYllCMh5sWQcRsg5G3a4x+CZsiy/3RpZN4dHNhzGr2XNYN0cTvI9u8Na3ENi4KDz6q2u6tseTBLhQbpyQ0AQS5nTBDlrw7PsZdhdFo/F9UZMzEnw2ffT/TX4745T+O+OU7h1XgGa+KBvvZROeHqi81oI1IZ/pVgi8kiWZQjI+MB0xm6AmjgwRUZXzvZ5lacSKG/yVBd67edy8W+9ShLL0xJ+RRwAoE3ot2FI9BxJLEPBq5iGDg5MlFERLK41dtpVzn+zj1401qeqSzQGpUv0AXrJshzoSGIZCkJ+OKzQMg5kM7QkVQM/xRawOFi8vOUEACA7UYdyvmBBNNb3k+gjvC1LTUK/DUOi50hiGQpqTzENLRxIZ+j0u9HoW0S0pN4oWpDe1aLNdqlAxWmLzzRcsiwHIpJYhoIwDQcVyxQYwIC23/Vm2pAkFD92ITLjNbjopV/E7f+4fGJfjlYimpB8lgMeabUhFDSeYho6xgEl48aKiQmIiU8EIcQnuV+jlMPl9gS+njMqFUsnBldLT2IQkpDr+VsfnSmvEl0jiWUoqL0tS1qX8MmlBUCcb4qgk+UglzGIUcvRbAb2PbQAOqkJ2OlNUgGw6hOg/hCQM7O/RyPRAySxDAWhpiXvswQAqDqnrq396QSe/aFUfGx3uZEUhWX2JfqY4efTH4kBieSzDAWNp+K1jqFiebyNw8eF1ShrNIm7CR0mBaTK4xISA59ei2VhYSEyMjKwYsWKLvdramrC7NmzkZGR0dtD9h9eFa/1sIGTq/F1cRPu+eig2NkO8O1dDgALnv0Zr2090adDlZCQCC+9Esuvv/4aq1atwowZM7rcr7a2FjNnzsSYMWN6c7j+R6kBkauQCBP0jAOMOk4MDWoweVbETQ5qWQ5J9kzR3VHaxElCQiI4eiWW06dPR1FREaZNm9blfgkJCSgsLMQ111zTm8NFBYwmHhrGxf8dK5blr26zifsIluV9F47G0ol08UdqMSshMbDplVimp6dDqey+P7dOp0NSUlK3+w0I1F7FftWxGMl3xjtW7/FZGnmxHJflsTx1Uk64hMSAJioXeDiOE9teCq0vowaNt1jGITNegziNAiebLbC76Fib+CD19DjaSxkA9FLokITEgCYqxXLNmjViy8uOTYP6HT58CACgjgPDMBiXFQ83R3Cgqh0A8PN987HtvvnQquR4f3clAICTXJYSEgOaqBTLhx9+GCzLgmVZWK1RVlm8wzQcABZPzMTyyVmiX1IhlyE3iYr8LfMKoFfJMT1fygeWkBjIRKUjzbvNpVweZdNXTWexvOaMIWJHxI5pj/cvGo0/LRwtlWaTkBjgRMSyfO655wbFyrdfvMtr8WLpzZvbTmL6377Hh3urANBm8JJQSkgMfCJiWVZVVeHYsWOReOv+x3saHucpjFHTbsPXRbX47/ZTaDY7oVZEpYdDQkKih4RFLB999FGfx88884zf/c455xzU19eH45D9R6xXBlLqaPHP4hoDnvimRHw8JFlqSiUhMZiQzJ9QGXau5+80T0bS7OEpEGbbKoUMBamSWEpIDCYksQyVhFxgyjXAhMt9+qrEqBW4bnY+0mLV+PulExCn6T5YX0JCom+xWCxYvnw5GIaB3W4PuB/HcXjssccwfPhwZGZmYsqUKWAIie6kZafTCbVaDYfDAZVKKnMmIXG6ES4NYFkWY8aMwYIFC7B27VrYbDZoNBq/+7722mv4xz/+gR9//BFDhgzBd999J4mlhIREdBMuDSCEoK6uDk6nE0OHDu1SLG+++WbExcXhX//6l7hNmoZLSEicFjAMg6ys4Fq7LF++HJ9//jmKi4vBcRw+/fTT6AxKl5CQkOiId60IhmF8klfCzdKlS1FfX49JkyZBLpcjPj5esiwlJCQGBjqdTqwZsWbNGr/7ZGRkdPr54IMPQj7WV199hSeeeAK7d++GxWLB888/L/ksJSQkohtBA6xWq6gBvbEsKyoquvVZzps3D6tWrcItt9wibpOm4RISEgMCuVzeZ7UiDAZDp4pn0jRcQkLitKe0tBSzZs1CWVkZAGDRokV46qmnUFFRAQDYvHlz9FuWHMcBoKa4hITE6Ydw7QtaEAmMRiNKSkpgNBoB0BRujuMwf/58WCwWpKamRr/P0mw2Iza2c3UfCQmJ0wuTyYSYmJh+O37UiyXLsrDb7WAYBjExMbBarf1a49LtdkOn0/X7OKJpLNI4pHFEchwcx4FlWWg0GigU/TcZjvppuEKhQExMjBhfpVKp+v0fHw3jiKaxSOOQxjEQxtFbpAUeCQkJiSAYMGLJMAweeeQRn5YNp/M4omks0jikcQyEcfSWqPdZSkhISEQDA8aylJCQkOhPJLGUkJCQCAJJLCUkJCSC4LQRy2hxzUrj8CVaxgFEz1ikcfgSLeMYlAs8x48fxwcffID4+HhkZmbisssuk8YhjSMqxyKNIzrH4Y9BJ5ZHjx7FWWedhauuugp1dXU4ceIE8vPz8emnn/Zp6II0jugcRzSNRRpHdI4jIGQQ4Xa7yd13300eeeQRQgghVquVnDx5kowaNYqcddZZpL29nRBCCMdx0jhOw3FE01ikcUTnOLpiUPksZTIZVCoVamtrwbIs1Go18vPzceTIEZhMJixfvhwADZIlETSopXFE5ziiaSzSOKJzHF2OsV+OGkHy8vJQVVUFq9UKmUwGh8MBmUyGHTt2oLa2Fr/97W8BIGJmvZAHO2TIENTU1PTbOATy8vJQXV3d7+MYOnRov/5fXC6X+Hdubm6//W9aW1vFv6PpHJGumSDoN5s2TFRXV5ODBw+S7du3E0IIcTqdZPLkyWTZsmXiPg6HgxBCyJYtW8icOXNIVVVV2MdhtVp9pgh2u52MGTOGXHrppX06joqKCvLFF1+Qr776SjzmmDFjyCWXXNKn4ygvLyfr1q0j69atI+3t7cTpdJKxY8f2+fdBCCFHjx4l119/Pdm7dy8hhBCbzUZGjx7d52M5ePAgSUtLI0VFRYSQ/jtHpGumZwxosTx06BDJy8sjl156KYmJiSHXX3892bZtG2lqaiIFBQVkxYoVPvufOnWKTJs2LexfeGlpKbnwwgvJl19+Sdxut7i9traWZGZmkquvvrpPxlFUVERyc3PJihUriFwuJ7/73e8IIYTU1NSQjIyMPh1HdnY2ufHGG0lqaiq54YYbfMZx1VVX9ck4BB5++GGi1+vJddddR7Zs2eIzlr76Tg4dOkQKCgrICy+8QAghhGVZQgg9R/ryO5GumZ4zYMXSbDaTGTNmiCffkSNHyE033UQuvvhi8u9//5uUl5eTgoICsnTpUlJUVEQ4jiPr1q0j48ePJ42NjWEdy5tvvklUKhW59tprycaNG33++ceOHSNZWVlk2bJlER1HXV0dGTFiBHnttdcIIYTs27eP6HQ6sn79+j4dR1VVFRkxYgRZu3YtIYSQ4uJikpSURHbv3i2OIy8vjyxZsiTi/xeBTz/9lMybN4+sXbuWXHPNNWTbtm2EEEJKSkpIenq6+J243e6IjOXQoUMkPz+f/Oc///H7fGlpKRkyZEjEvxPpmukdAzZ0yOFw4OKLL8arr76K/Px8AEBdXR3eeustbN++HVdffTWWLVuGK664Au3t7XA6nWhubsZHH32E6dOnh3Usjz76KNra2tDS0gKLxYJbb70VF1xwgdh9zmAw4PLLL4fVaoXD4YjIOHbs2IFXXnkF69evh9vthlwuxx//+EeoVCo8+eSTfTaODRs24JNPPsG6devAcRxkMhkuvvhiXHnllWhqasLChQuRk5ODFStWoKWlBS6XK2L/F4G6ujqsWrUKDz/8MH766SccP34ct956K+bOnYvW1lbccMMNaG5ujtg5cu211+K7775DfX29uO3bb79FaWkpWlpacNFFF2H06NFYsWIFWltbIzYO6ZrpJf0m02Fg5syZ5K677vLZ1tTURB599FFyySWXkLKyMsKyLDly5AjZu3cvqampicg4PvroI0IInVqtWLGCXHLJJZ3ulizLkpKSkoiN4/Dhw+SZZ54hhHjCK55++mlyzjnnEEKon04YR2lpKdm9e3dExlFdXU3eeecd8fHzzz9PGIYh9957L5k0aRJZsmQJ2bRpE3G73eTo0aMR/b8QQj9vW1sbmTNnDiktLSWVlZVkzZo15NZbbyVPPvkkueOOO4jdbifFxcURHcucOXPItddeSwih38moUaPIbbfdRmbOnEkWL15Mfvjhhz75TqRrpucMaLH84osvyIIFC8j777/vs72uro4sWLCAPPjgg302FqfTSQghxGAwkJUrV/r950cSt9stiqTL5SKEEPLNN9+QCy64wGe/5ubmPhkPIfRk/+GHH8jJkycJIYS0tLSQu+66i1x33XV9NgaBP/3pT+I0uKWlhdx0001Eo9GQBx54oE+ObzKZyKJFi8jIkSPJmDFjyPHjx8Xtd955J7njjjv6ZBzSNdNzBlTokBBicOjQIRw5cgTnnnsuJkyYgA0bNmDDhg3ifhkZGVi5ciV2794tviZS49i/fz8AQKlUwu12Iy4uDq+++io0Gg1ef/11/PDDDxHrSuc9jqKiIjGkQuhTkpGRgbq6OnG/1157DQ8//DCsVmvExnHgwAFxu1wux3nnnYf8/HzY7XYkJSVh0aJFOHLkSNjH0N1YkpOTsWnTJgDA4cOH8dFHH+Hss8/GiRMnsHfv3oiOo7CwEDExMXjxxRcxZswYfPTRRxg+fDjsdjtiYmIwY8YMFBcXR+RcFc69/r5mvMfRn9dMbxgQYtnU1ASAXnz19fW47LLL8Mwzz0Cj0eC2225DfHw83n//fbz55pvia+rr65GYmBjRcVx++eV4+eWXxdg5uVwOjuPEf35MTAyefvppbNmyJeLjeOmll3xi+AQaGxshl8vx5ptv4pFHHsHq1as7NY+P5DgI7xLXaDQAaH/mrKyssPdiCTSW5uZmAMBVV12FvLw8fPvtt1i+fDn++9//4rnnnkNWVhYyMzMjOo61a9eipaUFw4YNw3vvvYdx48aB4zjxO2loaMCoUaNEf104MBgMAGiwd11dXb9dMx3H0V/XTFjob9O2Ow4dOkSmTZtGCgsLxW3vvvsueffdd8XH5eXlZM2aNWTOnDnkzDPPJLfddhtJTk4m+/fvj/g43nvvvU77CtPgtrY2cvPNN4c13CGUcTQ1NZHFixeTf/7znyQvL48cOHCgX8ZBCA0neuWVV0hOTg45ePBg2MYR7FgqKytJSkoKYRiGfPDBB+J2i8US8XF4n6vesCxLXnvtNZKTk0MOHz4ctnEUFRWR8847j3zzzTcBx9EX10ygcfT1NRMuolosDx8+THJycsjLL79MCCFd+jJYliWVlZXkkUceIa+++io5cuRIn49DCKAlxPPPD2cua6jjMJlMRKvVkuTk5LAKVLDjsNvthBBCPvnkE3LbbbeRJUuWhF0oQzlHCgsLyaZNmwghnjjHvh6H8J1s3bqVPProo2TixIlhvYkdO3aMZGZmkmeffZY4nc4uz79IXjPBjiPS10w4iVqxLC4uJunp6WTdunVd7ldWVkb+9re/kT179vT7OB5//HExS6S/x7F7927CcRy5//77SWlpab+No7i4mNjtdmK1WonBYAjbOEIZy/Hjx8maNWtE643juLBekKF+J4cPHyZWq5UcPnyY1NbWhm0chBDy2GOPiYtWwur6vn37Oo0jktdMsOM4ceJERK+ZcBOVfcNdLhf+/e9/Iy8vD9dcc424/fvvv0d1dTWOHTuGO++8E9nZ2Th+/DhefPFFZGRkhD0GqyfjSE9Px7Rp0/p9HGlpaZgxYwYee+wxKJXKfhnHCy+8gLS0NIwdOxYAoNVqwzKOUMdSVlaGl19+GdnZ2Rg3blxYc4t7+p2MGzcO48aNC9s4BKqrqzFnzhwAwLx588BxHNra2qDVavHee+9h9OjROHbsGF566aWIXDOhjKOkpCRi10wkiNqg9J07d+LLL79ETEwM7r//frz00kt4/fXXMXnyZOzfvx82mw2bN29GXl4efv31V/EfI43DdxyEkLCKQ7R8H9E0lmgZBwC8/PLLaGlpgdPpRENDA5599lk4HA6sXr0aJSUl2LVrF2JjY7F9+3bMnj170I8jnEStWALAxo0bsXXrVhQVFeHIkSP48ccfMWzYMADA0qVLodVq8dFHH4mCIGSMSOM4PcYRTWPp73EIWVvbtm3D+++/j5SUFFx22WWYOHGiuM+8efNQUFCAt99+e9CPIxJEzejKysrw2muvwWg0itsWLVqE8ePHQ6fTiSefxWIBAFxyySVi6IVgOYXjy5bGEZ3jiKaxROM4hFCsuXPnwuVy4fHHH8exY8cA0DRHAFi5cqXokhmM44g0/w9y1VetZgy4LQAAAABJRU5ErkJggg==",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img src='data:image/png;base64,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' width=331.2/>\n",
-       "            </div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, axe = plt.subplots()\n",
     "\n",
@@ -8322,24 +5546,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": null,
    "id": "d78b9365",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(-5.0, -3.0)"
-      ]
-     },
-     "execution_count": 127,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plt.figure()\n",
     "plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
     "plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
     "plt.ylim(-5, -3)"
@@ -8347,28 +5561,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": null,
    "id": "f60fa4f0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "42721.51260864389"
-      ]
-     },
-     "execution_count": 128,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "(dhH2g * 0.6282/100. + dhCO * 62.6294/100.) / 4184"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": null,
    "id": "f075548b",
    "metadata": {},
    "outputs": [],
@@ -8378,318 +5581,60 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": null,
    "id": "41df8920",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0"
-      ]
-     },
-     "execution_count": 130,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sum(testX.values())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": null,
    "id": "d819ac28",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>temperature</th>\n",
-       "      <th>precipitation</th>\n",
-       "      <th>wind_direction</th>\n",
-       "      <th>wind_speed</th>\n",
-       "      <th>atm_post</th>\n",
-       "      <th>atm_sea</th>\n",
-       "      <th>rh</th>\n",
-       "      <th>radiation</th>\n",
-       "      <th>sunshine</th>\n",
-       "      <th>vp</th>\n",
-       "      <th>XH2O</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>30932</th>\n",
-       "      <td>2022-09-22 16:00:00</td>\n",
-       "      <td>24.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>1002.9</td>\n",
-       "      <td>1012.9</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>1.76</td>\n",
-       "      <td>30660</td>\n",
-       "      <td>1525.430983</td>\n",
-       "      <td>0.01506</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     time  temperature  precipitation  wind_direction  \\\n",
-       "30932 2022-09-22 16:00:00         24.4            0.0            70.0   \n",
-       "\n",
-       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
-       "30932         2.2    1002.9   1012.9  50.0       1.76     30660  1525.430983   \n",
-       "\n",
-       "          XH2O  \n",
-       "30932  0.01506  "
-      ]
-     },
-     "execution_count": 131,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather09[weather09.time.between(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": null,
    "id": "75703e31",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>time</th>\n",
-       "      <th>temperature</th>\n",
-       "      <th>precipitation</th>\n",
-       "      <th>wind_direction</th>\n",
-       "      <th>wind_speed</th>\n",
-       "      <th>atm_post</th>\n",
-       "      <th>atm_sea</th>\n",
-       "      <th>rh</th>\n",
-       "      <th>radiation</th>\n",
-       "      <th>sunshine</th>\n",
-       "      <th>vp</th>\n",
-       "      <th>XH2O</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>30930</th>\n",
-       "      <td>2022-09-22 14:00:00</td>\n",
-       "      <td>24.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>1003.6</td>\n",
-       "      <td>1013.6</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>3.03</td>\n",
-       "      <td>24180</td>\n",
-       "      <td>1543.797883</td>\n",
-       "      <td>0.015231</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30931</th>\n",
-       "      <td>2022-09-22 15:00:00</td>\n",
-       "      <td>24.9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>1003.1</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>49.0</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>27780</td>\n",
-       "      <td>1540.275799</td>\n",
-       "      <td>0.015202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30932</th>\n",
-       "      <td>2022-09-22 16:00:00</td>\n",
-       "      <td>24.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>1002.9</td>\n",
-       "      <td>1012.9</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>1.76</td>\n",
-       "      <td>30660</td>\n",
-       "      <td>1525.430983</td>\n",
-       "      <td>0.015060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30933</th>\n",
-       "      <td>2022-09-22 17:00:00</td>\n",
-       "      <td>24.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1003.2</td>\n",
-       "      <td>1013.2</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.94</td>\n",
-       "      <td>33180</td>\n",
-       "      <td>1516.319254</td>\n",
-       "      <td>0.014966</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30934</th>\n",
-       "      <td>2022-09-22 18:00:00</td>\n",
-       "      <td>22.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>1003.7</td>\n",
-       "      <td>1013.8</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>33540</td>\n",
-       "      <td>1612.551948</td>\n",
-       "      <td>0.015906</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     time  temperature  precipitation  wind_direction  \\\n",
-       "30930 2022-09-22 14:00:00         24.6            0.0            90.0   \n",
-       "30931 2022-09-22 15:00:00         24.9            0.0            90.0   \n",
-       "30932 2022-09-22 16:00:00         24.4            0.0            70.0   \n",
-       "30933 2022-09-22 17:00:00         24.3            0.0            50.0   \n",
-       "30934 2022-09-22 18:00:00         22.3            0.0           320.0   \n",
-       "\n",
-       "       wind_speed  atm_post  atm_sea    rh  radiation  sunshine           vp  \\\n",
-       "30930         2.3    1003.6   1013.6  50.0       3.03     24180  1543.797883   \n",
-       "30931         2.8    1003.1   1013.2  49.0       2.29     27780  1540.275799   \n",
-       "30932         2.2    1002.9   1012.9  50.0       1.76     30660  1525.430983   \n",
-       "30933         1.0    1003.2   1013.2  50.0       0.94     33180  1516.319254   \n",
-       "30934         0.7    1003.7   1013.8  60.0       0.17     33540  1612.551948   \n",
-       "\n",
-       "           XH2O  \n",
-       "30930  0.015231  \n",
-       "30931  0.015202  \n",
-       "30932  0.015060  \n",
-       "30933  0.014966  \n",
-       "30934  0.015906  "
-      ]
-     },
-     "execution_count": 132,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather09[30930:30935]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": null,
    "id": "75b99be2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Timestamp('2022-09-22 15:02:45')"
-      ]
-     },
-     "execution_count": 133,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ldg_pp_raw.timestamp.iloc[0]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": null,
    "id": "674e25e8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Timestamp('2022-09-22 16:11:18.800000')"
-      ]
-     },
-     "execution_count": 134,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ldg_pp_raw.timestamp.iloc[-1]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": null,
    "id": "a3903587",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Timestamp('2022-09-01 00:01:00')"
-      ]
-     },
-     "execution_count": 135,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "weather09.time[0]"
    ]
diff --git a/Mass Flow Meter Conversion.ipynb b/Mass Flow Meter Conversion.ipynb
new file mode 100644
index 0000000..7e58a67
--- /dev/null
+++ b/Mass Flow Meter Conversion.ipynb	
@@ -0,0 +1,733 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "17353409",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import cantera as ct\n",
+    "import pandas as pd\n",
+    "\n",
+    "from matplotlib import pyplot as plt\n",
+    "%matplotlib widget\n",
+    "\n",
+    "# 사용자 운영체제 확인\n",
+    "import os\n",
+    "os.name\n",
+    "# 운영체제별 한글 폰트 설정\n",
+    "if os.name == 'posix': # Mac 환경 폰트 설정\n",
+    "    plt.rc('font', family='AppleGothic')\n",
+    "elif os.name == 'nt': # Windows 환경 폰트 설정\n",
+    "    plt.rc('font', family='Malgun Gothic')\n",
+    "\n",
+    "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n",
+    "\n",
+    "# 글씨 선명하게 출력하는 설정\n",
+    "%config InlineBackend.figure_format = 'retina'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2f6be0d2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LDG_comps = \"H2\tCO\tN2\tO2\tAR\tCO2\".split()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "940a233b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LDG_comps = \"H2\tCO\tN2\tO2\tCO2\".split()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ca482cd4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X0922_0000 = pd.read_csv('./220922/Composition/LDG_composition_220922-0000.csv', sep='\\t', parse_dates=['Time'])\n",
+    "X0922_1126 = pd.read_csv('./220922/Composition/LDG_composition_220922-1126.csv', sep='\\t', parse_dates=['Time'])\n",
+    "X0922_1317 = pd.read_csv('./220922/Composition/LDG_composition_220922-1317.csv', sep='\\t', parse_dates=['Time'])\n",
+    "X0922 = pd.concat([X0922_0000, X0922_1126, X0922_1317])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "17ed7263",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gas = ct.Solution('gri30.xml')\n",
+    "water = ct.Water()\n",
+    "\n",
+    "def hf(species_name):\n",
+    "    gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
+    "    return gas.enthalpy_mole\n",
+    "\n",
+    "def uf(species_name):\n",
+    "    gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
+    "    return gas.int_energy_mole\n",
+    "\n",
+    "hO2 = hf(\"O2\")\n",
+    "hCO = hf(\"CO\")\n",
+    "hH2 = hf(\"H2\")\n",
+    "hCO2 = hf(\"CO2\")\n",
+    "hH2Og = hf(\"H2O\")\n",
+    "\n",
+    "uO2 = uf(\"O2\")\n",
+    "uCO = uf(\"CO\")\n",
+    "uH2 = uf(\"H2\")\n",
+    "uCO2 = uf(\"CO2\")\n",
+    "uH2Og = uf(\"H2O\")\n",
+    "\n",
+    "water.TP = 273.15 + 25, ct.one_atm\n",
+    "hH2Ol = water.enthalpy_mole\n",
+    "\n",
+    "dhCO = hCO + hO2/2. - hCO2\n",
+    "\n",
+    "dhH2l = hH2 + hO2/2. - hH2Ol\n",
+    "dhH2g = hH2 + hO2/2. - hH2Og\n",
+    "\n",
+    "duCO = uCO + uO2/2. - uCO2\n",
+    "duH2g = uH2 + uO2/2. - uH2Og\n",
+    "\n",
+    "def read_nova_csv(filename):\n",
+    "    X1013_raw = pd.read_csv(\n",
+    "        filename, \n",
+    "        na_values=['---'], \n",
+    "        parse_dates=[['Date', 'Time']], \n",
+    "        dayfirst=True, \n",
+    "        encoding='latin1').dropna(axis=1, how='all').dropna()\n",
+    "    X1013_raw['CO %'] = X1013_raw['CO ppm'] / 10000\n",
+    "    X1013_raw['HV kcal/Nm3'] = (X1013_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
+    "                                + X1013_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))\n",
+    "    return X1013_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "096d48a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X1013 = read_nova_csv('221013/13_10_2022_11_34_44.csv')\n",
+    "X1019 = read_nova_csv('221019/19_10_2022_13_50_25.csv')\n",
+    "X1026 = read_nova_csv('221026/26_10_2022_10_58_31.csv')\n",
+    "X1103 = read_nova_csv('221103/03_11_2022_09_21_02.csv')\n",
+    "X1122a = read_nova_csv('221122/22_11_2022_08_51_16.csv')\n",
+    "X1122b = read_nova_csv('221122/23_11_2022_11_51_53.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "9a584ace",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6f388e2ab81249ea88c2a8e727723f5f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f33249756bb444cbbdf3e0b4948603f4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAADuzElEQVR4nOydd3gUVdvG7y3pDQKEDqE3KYpIFVBAbBQVUEHFXsDu56vYQV6xK68FC3ZFQECUjtJ7D4QSeoDQ0nvd3fn+mMzumTNlZ5Pd7CZ5fteVK7NTz87OzLnnOU8xCYIggCAIgiAIgqg1mP3dAIIgCIIgCKJqIQFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAVgNuP/++/Huu+8q5s+dOxeDBw8GAOzbtw/Dhg1D+/btER8fj9deew0Oh6OKW1q9yMnJwSuvvILOnTsjPj4eDRs2RJ8+fVBYWAhBEDBr1iz07NkTrVq1QvPmzTF06FBs2LDB380OWO6//34EBwcjMTFRsWzw4MGYO3cuysrKMG3aNHTt2hXNmzfHtddei4SEhKpvbDXj+PHjuOeee9C6dWvEx8ejXbt2mDJlCgoKCgCAzquHeOPep2cuUd0hAVhDmDNnDqZNm4Zjx45h586dWLp0Kb755ht/NytgSU1NRd++fREaGopt27YhOTkZly5dwgcffACLxYL7778f8+fPx9y5c3H69GmcPXsWr776KiZOnIiFCxf6u/kBS5MmTfDwww9rdoTHjh1DdnY2tm/fjnPnzuGee+7BiBEjUFZWVsUtrT7s27cP1157LQYNGoSkpCQkJydj586dyMvLw5AhQ1BSUkLn1QO8de/TM5eo9ghEwDNx4kRhxowZivm///67MGjQINVtZs6cKYwdO9bHLau+jBw5UnjnnXdUly1evFho3LixkJeXp1i2du1aITY2VnVZbWfixInCtGnThCuuuEKYOXOmbNmgQYOE33//XXW7unXrCocOHaqKJlZLrrzySuGjjz5SXTZw4EDhv//9r+oyOq/q+Orep2cuUd2w+luA+hNBEFBUZvfLscOCLDCZTD7bf1paGmJiYny2f1UEASgrrNpjSgSFAwbP55kzZ7Bu3TrMmzdPdfmvv/6Kp59+GpGRkYpl1113HZo1a4ZVq1bhjjvuqFSTjSIIAopsRVVyLJ4wa5hH12lQUBBmz56N4cOH47bbbkPz5s111y8sLERhYWGVX6uCIEAo8s85NYUZP6eHDh3CiRMn8OSTT6ouf/bZZ/HGG2/glVdekc33x3kVBAG2Uv8MgVqDzYbOqS/vfX88cwVBgK2kpEqPKWENCfHo2fDjjz/io48+QnZ2NsLCwrBv3z5ERkbi4sWLaNSoEQBg+/btuOuuu5CcnAwAzqH1n376CYcPH0b//v0xe/ZsTJkyBf/++y8A4N1338Xdd9/t9e9XG6jVArCozI7Ob6zyy7EPTxuO8GDfnP5Tp07hm2++wZ9//umT/WtSVgi806RqjynxygUgOMLQqnv27EG3bt0QGhqquvzIkSO4//77Nbdv3749Tpw4UZFWVogiWxF6z+ldZcdj2TF+B8KDwj3apnfv3njggQcwadIkLFmyRHfd1157DYMHD0bTpk0r00yPEYqKcPSqnlV6TIkOe/fAFG7snB45cgQdOnRAcHCw6nKta9Ef59VW6sA3z/jHR/bRmYMQFGJxu56v7n1/PXNtJSX438QxVXpMiad/WoAgjfPIc/LkSTz//PNISkpCXFwcTp8+rXlN88yfPx8rV66E2WzGsGHDcNVVV+H999/Hd999hzVr1mD06NEYOXIkIiKMPf8JF+QDWE147733EB8fL/t76qmnFOutX78egwYNwttvv41+/fr5oaWBT0lJCex2bcuvzWbTfbM1m82wWmv1u5Nbpk+fjoMHD2L+/Pmqy4uKivDggw9iw4YN+OWXX6q4ddUHT69FOq/6+OLep2eue6xWK0pLS7F3714AQKtWrRAUFGRo28mTJyMiIgJhYWG48847ERsbi/HjxwMAhgwZguDgYJw8edJnba/J1OpeLCzIgsPThvvt2J7w0ksv4eWXX5bNmzt3Lr766ivn5//+97/4+uuv8euvv2LQoEFeaadHBIWLljh/4IGVqk2bNkhKSoLdbofFovwd2rZti4MHD+Lmm29W3T4pKQn33XdfhZvqKWHWMOwYv6PKjscfuyJERETg66+/xsSJE3HDDTfIlp08eRIjR45Ev379sGXLFk1rjC8xhYWhw949VX5c6dhGadu2LY4dO4aysjLVDjMpKQkdO3YE4P/zag0249GZfnjulB/bCN6+9/39zLWGhODpnxZU+XGlYxulZcuWWLhwIV555RW89NJLmDp1KkaPHm1o24YNGzqno6Ki0KSJfJQpKioKhYV+cj2q5tRqAWgymXw2DFvVfPjhh1i0aBF2796NuLg4/zTCZDI8DOtPrr76atSvXx9ff/01Jk2apFg+fvx4vPTSS3jqqacQxnXW//77L1JTUzF06NCqaq54nXo4DBsI3HDDDRg+fDhefPFFmM1iB52VlYXrr78er732Gh555BG/tc1kMhkehvUnV111FRo1aoSvvvpK1eL/8ccf45577gmI82oymQwNw/oTb977gfDMNZlMhodh/c3w4cMxfPhwbNq0CaNHj0bjxo0RFRWF/Px85zqZmZl+bGHtg4aAawgff/wxvvzyS/+Jv2qE2WzGDz/8gDfffBM//PADSktLAYjDP0uWLMFtt92G3r1747bbbsOZM2cAiM7Wq1evxsMPP4zvvvsOIR68/dZmPv74YyxduhTHjx8HAPzxxx/o3LmzX8VfdUK6Vt9++2388ssvsNlsAID09HQ89thjsFqtmDx5Mp1Xg3jz3qdnrnHOnj2Lo0ePAgB69eqFuLg45OXl4eqrr3b6TdpsNtmIFuF7SADWAAoLC3Hx4kWMHTtW5iPYoUMHfzctYBkwYADWrVuH5cuXo02bNoiPj0fbtm0xZ84cmM1mzJs3D8OGDcMtt9ziPJ//+9//MG/ePM3hIUJJbGwsZs6ciZSUFADAiRMnsGXLFoU/66xZs/zc0sClb9++WLt2LRYvXuxMBD1w4EA0adIEK1asgNVqpfPqAd649+mZ6xl5eXkYNWoUmjZtiiuvvBLjx4/H0KFD8cUXX+DPP//E4MGDMXLkSAwcONDfTa1VmARBEPzdCIIgCIIgCKLqIAsgQRAEQRBELYMEIEEQBEEQRC2DBCBBEARBEEQtgwQgQRAEQRBELYMEIEEQBEEQRC2DBCBBEARBEEQtgwQgQRAEQRBELYMEIEEQBEEQRC2DBCBBEARBEEQtgwQgQRAEQRBELYMEIEEQBEEQRC2DBCBBEARBEEQtgwQgQRAEQRBELYMEIEEQBEEQRC2DBCBBEARBEEQtgwQgQRAEQRBELYMEIEEQBEEQRC2jxghAQRDw888/o0+fPrL5+/btQ58+fdCyZUt07twZq1evli3/9NNP0bZtWzRt2hSjR49Genp6VTabIAiCIAiiyqkRAnDlypXo1q0bpk6diuzsbOf8vLw8jBgxAtOnT8eZM2cwa9YsjBs3DpcuXQIAzJ8/Hz///DN27tyJs2fPonHjxnj00Uf99C0IgiAIgiCqBpMgCIK/G1FZFixYgJCQEERFReHxxx9HUlISAOCbb77BihUr8OeffzrXHTlyJIYMGYJnnnkG/fr1w0svvYRRo0YBANLT09G4cWNcvnwZsbGxfvkuBEEQBEEQvqZGWADHjBmDESNGKOZv27YN/fv3l83r3bs3EhISYLPZsHv3btny+vXrIz4+HomJiT5vM0EQBEEQhL+w+rsBvuTChQu4/vrrZfPi4uKwY8cOpKWlwW63o379+orlGRkZqvsrKSlBSUmJ87PD4UBmZibq1asHk8nk/S9AEARBEITXEQQBeXl5aNKkCczmGmEL85gaLQDtdjv4EW673Q6TyQS73Q5AvAhY8SYtV2PGjBmYOnWq7xpMEARBEESVce7cOTRr1szfzfALNVoAxsbGKqJ609LS0KhRI9StWxeCICArK0vm7yctV2PKlCl4/vnnnZ9zcnLQokULnDt3DtHR0V5r9+GNa7Hm+1myeU/9+IfX9l+TObZ9M+w2GzoNGOzvplRbLp44ivzMTORlpmPL3J8BBM7199n9YxXz2vcZgOGPP+OH1lRvBIcDJs7y4XDYMff1/yDj/FkAQMM27TD2tf/CZDIhef9eFORkocvAIbJtDq7/B+t+/AYAMO6Nd9GwdRsAQPq5M/j99f9zrqd2DZ1POozV33yGO996F+HRMV79foQ+2xbMxe6lC3H32x+ifvOW/m5OlZObm4vmzZsjKirK303xGzVaAPbs2RNbt26VibYtW7bgrrvuQkREBDp06ICtW7fi1ltvBQBcvHgRly9fRvfu3VX3FxISgpCQEMX86OhorwrA6JgYhAYFKY5BuOfqG272dxOqPdFX9QIA2MrKgOJCtL7qmoC5/qYsWA7BIeDTCaMBAF2vvwHDHn2KXDC8yKOffgWTyaQQh92uHay6fr+Rd6DfyDsU821168qeY2rXUPQ1fdDpmj6K+YTvGf7goxj+IGW9qM3PjhotACdMmIB3330Xa9euxfXXX4/ly5cjKSkJY8eKVoRHH30UU6dOxYABAxAeHo4pU6bgkUceQXh4uH8bXv0Ds4kagDUoCIPve8TfzZBhNlsAM/DCvKX+bkqNxWyxeGU/1mDXy/Ktz77klX0SBOE9arQAbNasGebOnYtJkyYhMzMTbdu2xZIlSxAREQEAeOaZZ3D+/Hm0b98eVqsVo0aNwrvvvuvnVhMEQVR/ous3cE47HA4/toQgCDVqlAAcPHiwMwegxPDhwxXzJMxmMz788EN8+OGHVdE8w9SA1IwEQRBo0bUHziYmoH3vfv5uCkEQHDVKABIEQRCBw9jXpvu7CQRBaFA7k98QBEEQBEHUYkgABiA0BEwQBEEQhC8hAUgQBEEQBFHLIAEYiJAFkCAIgiAIH0ICkCAIgiAIopZBAjAAEUAWQIIgCIIgfAcJwECE9B9BEARBED6EBCBBEARBEEQtgwRgAEJpYAiCIAiC8CUkAAmCIAiCIGoZJAADErIAEgRBEAThO0gABiKk/wiCIAiC8CEkAAmCIAiCIGoZJAADEAoCIQiCIAjCl5AAJAiCIAiCqGWQAAxIyAJIEARBEITvIAFIEARBEARRyyABGICQCyBBEARBEL6EBGAgQgqQIAiCIAgfQgKQIAiCIAiilkECMAARKAiEIAiCIAgfQgKQIAiCIAiilkECMBAhH0CCIAiCIHwICcAAhPQfQRAEQRC+hAQgQRAEQRBELYMEYEBCJkCCIAiCIHwHCUCCIAiCIIhaBgnAQIScAAmCIAiC8CEkAAMQ0n8EQRAEQfgSEoAEQRAEQRC1DBKAAQmZAAmCIAiC8B0kAAmCIAiCIGoZJAADEIGcAAmCIAiC8CEkAAMREoAEQRAEQfgQEoAEQRAEQRC1DBKAAQjZ/wiCIAiC8CUkAAmCIAiCIGoZJAADEfIBJAiCIAjCh5AADEBK7aX+bgJBEARBEDUYEoAByL9n//V3EwiCIAiCqMGQAAxATmadlH2Oi2/jp5YQBEEQBFETsfq7AYQ2J5vk44V73kPTDl383RSCIAiCIGoQJAADGIcJaNOzt7+bQRAEQRBEDYOGgAMRKQrY5N9mEARBEARRMyEBGMBQMhiCIAiCIHwBCcAAhAx/BEEQBEH4EhKAAQ3ZAAmCIAiC8D4kAAMQKgRCEARBEIQvIQEYyNBYMEEQBEEQPoAEYABCuo8gCIIgCF9CAjCAoZFggiAIgiB8AQnAQISUH0EQBEEQPoQEIEEQBEEQRC2DBGAgQk6ABEEQBEH4EBKAAYiJhoAJgiAIgvAhJAADGIEsgQRBEARB+AASgIEIWQAJgiAIgvAhJAADkIJwOy7VLUZueJm/m0IQBEEQRA3E6u8GEEpONS9CUtMcfzeDIAiCIIgaClkACYIgCIIgahkkAAOQcR3GAQD6N+3v55YQBEEQBFETIQEYgNQLqwcAiAuL83NLCIIgCIKoidQKAXj+/HmMGDECTZs2RevWrfH22287l+3btw99+vRBy5Yt0blzZ6xevdqPLSUIgiAIgvA9tUIA3nfffejatStSUlKwe/duLFy4ED/++CPy8vIwYsQITJ8+HWfOnMGsWbMwbtw4XLp0yd9NJgiCIAiC8Bm1QgDu27cP48ePh8lkQmxsLG699Vbs3r0bv//+O3r16oWhQ4cCAAYNGoSBAwdi3rx5fm4xQRAEQRCE76gVAnD8+PH4/PPPUVpaijNnzuCvv/7CmDFjsG3bNvTvLw+06N27NxISEvzTUIIgCIIgiCqgVgjAt99+G2vWrEGdOnXQqlUrXHfddRg8eDAuXLiAhg0bytaNi4tDRkaG6n5KSkqQm5sr+yMIgiAIgqhu1HgBaLfbccMNN+CJJ55ATk4Ozp8/j/3792PmzJmw2+0QBEGxvsmkXoR3xowZiImJcf41b968Kr4CQRAEQRCEV6nxAnDt2rUoLS3F888/j6CgIDRu3BiffPIJ3n//fcTGxiI9PV22flpaGho1aqS6rylTpiAnJ8f5d+7cuar4CgRBEARBEF6lxgvA0tJSWK3yindmsxmlpaXo2bMntm7dKlu2ZcsW9O3bV3VfISEhiI6Olv35EgGC+5UIgiAIgiA8pMYLwAEDBuDSpUuYM2cOACAvLw+vvvoqxo0bhwkTJmDNmjVYu3YtAGD58uVISkrC2LFj/dlkgiAIgiAIn1LjBWBMTAxWrVqFH3/8EfHx8ejevTs6deqEDz/8EM2aNcPcuXMxadIkxMXFYfr06ViyZAkiIiL83WyCIAiCIAifYXW/SvXniiuu0KzwMXz4cCQlJVVxiwiCIAiCIPxHjbcAEgRBEARBEHJIABIEQRAEQdQySAASBEEQBEHUMkgAEgRBEARB1DJIABIEQRAEQdQySAASBEEQBEHUMkgABiAmqNciJgiCIAiC8AYkAAmCIAiCIGoZJAAJgiAIgiBqGSQACYIgCIIgahkkAAmCIAiCIGoZJAAJgiAIgiBqGSQAAxhBEPzdBIIgCIIgaiAkAAmCIAiCIGoZJAAJgiAIgiBqGSQACYIgCIIgahkkAAmCIAiCIGoZJAAJgiAIgiBqGSQACYIgCIIgahkkAAMQk8nk7yYQBEEQBFGDIQFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABSBAEQRAEUcsgAUgQBEEQBFHLIAFIEARBEARRyyABGMAIEPzdBIIgCIIgaiAkAAmCIAiCIGoZJAAJgiAIgiBqGSQACYIgCIIgahkkAAmCIAiCIGoZJAADEBNM/m4CQRAEQRA1GBKABEEQBEEQtQwSgARBEARBELUMEoAEQRAEQRC1DBKABEEQBEEQtQwSgARBEARBELUMEoAEQRAEQRC1DBKABEEQBEEQtQwSgARBEARBELUMEoAEQRAEQRC1DBKABEEQBEEQtQwSgARBEARBELUMEoAEQRAEQRC1DBKAAYgJJn83gSAIgiCIGgwJQIIgCIIgiFoGCcAApsxRhhWnVyC9KN3fTSEIgiAIogZh9XcDCG1WnF6BFadXoH5Yfawbt87fzSEIgiAIooZAFsBqAFkACYIgCILwJiQACYIgCIIgahkkAAmCIAiCIGoZJACJwCD7LLD3F6A4x98tIQiCIIgaDwlAwv8IAjB7KPD3k8C7LYBT613LMk4Cb8WIfw6H35pIEARBEDUJEoCE/ynMAPIvuz7/PArIK//82VWu+ef3VG27CIIgCKKGQgKQ8D8X9innpR5Wzss97/u2EARBEEQtgAQg4X9yLyjn2UqU8xw237eF58xW4Oz2qj8uQRAEQfgQSgQdgDhQy3zdhPLv27Sn+P/8HgCCcr20o1XWJABAaSHww03i9CsXgeDwqj0+QRAEQfgIsgAGIGmFacqZpQVA2rGqb0xVIFn76rQETOWXpFAuAKObutbb+D5wWWVo2Fec2eKaLsmruuMSBEEQhI8hARiANIpopJz52zjgi15iNKy9rOob5Uvs5QLQGgLAJE5LVkGHXb5uyq4qaxYSfnNNezL8nDAH+G0skK8i5AmCIAgiACABGIgUZSvnndnsmn67ftUPh/oSW6n43xLssgBKQ8AOTuyGRFVZs5B91jUt2LXXY0k7Cix+Aji+Gtj3i2/aRRAEQRCVhARgIJJ9xv06B+b7vh1VRfIm8b81BDDxFkDO8laVgSBhdT0/7sKHXdOFGd5tD0EQBEF4iVojAHfu3ImBAweiZcuWaNKkCRYtWgQA2LdvH/r06YOWLVuic+fOWL16tZ9bCjiHQWWzyn+qiDjxv6248ofJvQAUZVV+P5Xl9Abx/5mtru95Yg1QmKmsDCKoBIf4ijZDXNP8ULQWsa1d06Zac3sRBEEQ1Yxa0UMlJSVh9OjReOONN3DmzBkkJydjwIAByMvLw4gRIzB9+nScOXMGs2bNwrhx43Dp0iW/tldF/rksYp1uLf9cSSGUdxn4uBPwXrxvKmwkLgDeawVs+lh9eXEOUMBZyC4fdImmvT8B77dSbidotNVWCuR5+XezBLmmjVoA6zT3fBuCIAiCqGJqhQB89dVX8dRTT2Ho0KEAgODgYMTFxeH3339Hr169nPMHDRqEgQMHYt68ef5srr64C44oX6eSou3EP67phQ8plzscwOxhwJ9PeC42t8wU91mUCWz+VH3fXw8CPr1CHl0bbMC/T+17OxzA9AbARx2A5C3K5RWF/d584E1ZEbDuHSDztChkpeVljGXWqNWQIAiCIKqYGp8HsKSkBEuXLsWXX36pWLZt2zb0799fNq93795ISEiootZpoBVwYLYC1lD9dYyScdI1ffmgcvn+OUDKTvGv/zNAXEfj+/7nDdd0SY5yeVkhkHVanE4/7ppvMrkfNlUTgBvedU2f2wHE91euUxHYc8xb8/55A9j5DbDhPde8bneJv5Ha9gRBEAQRQNR4C+DRo0cRFhaGtWvXolu3bmjdujUee+wx5Obm4sKFC2jYsKFs/bi4OGRkqDvvl5SUIDc3V/bnE7Sse0HhLoHksKlXyzAKO1za8Arlcjbf3h8TgW8GA8mbgSNLgUuJxo8TEi3/bC8T9yPBloEzmdz7NqoKQEaEBXkxWTN7LN6al7RMuf6BucCxldrbEARBEESAUOMFYF5eHmw2G3bs2IEdO3Zg//79SEtLwzPPPAO73Q6BG9602+0wmVS98DBjxgzExMQ4/5o3b666XqXREoCWYMBkEad3fw982K68akYFKM13TdtLlcub9HBNpyWJQu3HW4B5E4CvBgDFOuI3to36vh0OMYXN73e65i173jXd/iaghGmXGuy5EQTAbgPir2WO4cUciTIByFkAW/RxTXdjvk9hOrM9CUCC8BkF6WJe1F9ur9rgMIKoIdR4AVi/fn2UlJTg/fffR1hYGKKiojB16lT8/fffiI2NRXp6umz9tLQ0NGqkkogZwJQpU5CTk+P8O3funE/abNIaBi1Mlw+RFucA314vPgTfigGm1QMO/23sIGWFrmm1h6e7AIbLh7SXsaKP9Z3b/Z3+Pq99Aaol4ACg7dDyifLl2WeBqXWAt+u50sjwx6ssegJQ8l0c+Tlw+zfAVfcpt/dFcE1N5eIBIGk5deSEMfJTgQ/KXzRPrjGWOosgCBk1XgC2bNkSoaGhKCx0CR6TyYTQ0FD07NkTW7dula2/ZcsW9O3bV3VfISEhiI6Olv35BD0/OA3rJABRpCx82JgIKmUE4NFlwIb35UOW7vZhK9JZxgxNC3aXEFr+f/r7tIZoC09zeUTu0udEsauVB9Gbw666ArDcUhkSKf5X+83IAmiMUxuAr68F5t4tivr/XSW6GSQtUx9qJ2oWmafFF1dPxD8fuFbTqiMRRBVQ4wVgaGgo7r//frz44ouw2WwoKSnBm2++iXvuuQcTJkzAmjVrsHbtWgDA8uXLkZSUhLFjx/q51Toiz12QhL3EWI7AUm6odd1/gWmxwNRYUWC5E2t6D1w755voKBNrGatxy0euaZNZW8BZuHilM1vV1xPsQMoesRybXodiKwVmDRC/a+5FURDz6+v5AEr5E0NjXG3nIR9AY6yfIf+ceRLY+AEwd7z4t/Uz/7SLqBoWPAjMv1dMHWWEtGPA6Y3yeZRyiSA8psYLQAB49913UVJSgqZNm6JLly5o27Yt3n77bTRr1gxz587FpEmTEBcXh+nTp2PJkiWIiIjwb4N1LYAayxp0ck3bVHz6eNghYBbJaqXmF8iit5wPTrGXyS2OLJYQ17TJrGMB5ARgUab6esU5wOzrxXJsR3SGw9e/A1wuD2ZZ9QrwTmNgRjP5OjIByAne/PIgmshGrrbzkAXQGK0GKuflnHdNr36t6toSKJzdAaydrkyEXhO5sFf8b9Sfef07rmkpMT69bBGEx9T4NDAAEBERgZ9//ll12fDhw5GUlFTFLXKD3jCv2eKatgS7hFhwhChCBIe2iFr2ghiB23YokHFCviymOTDhD+CvycYexPZS0Q8vPw1o1lP0CYxpJkb98gJw709A59Hq+2GTLetZAHmBpVYvGQAyT7mmDy4COo9SX+84kwfxkFgVBqX5Yi3fBh3Ez6xFMPUIkHUGWPkScNfvLgtgZHkUuYn5XSSoUzKGlNuy211iCp+/nwJKuCCjt2KAO39zJUKXuLgfOPwXMOB513B8dWfD+6JFHhAtoS8cBaLU/ZJrFEateIf+dE1LL4ZkASQIj6kVArC6oRWFjKsfkguhtsNE/z0ACApzCcCP2ovzntkP1I0Xp5OWAbtmi9NpKoI3/logrhPwyFpR6Mzspt9IWynw2zgg7QjQ6xFg17fi/IH/gSKQY9UrQIebxWlzkMua1nWcXDjpWQB5ASjlEeQ58a9rumEX7fazuQ9NFpe1LieFEYCMBXDNVNf03Ltd0yFR6u0DyAJoFOmFIShUfKkBgPRjyvWWv6gUgF+XWw9LC4Gb3lVuUx2RxJ9EWlLVCEBBEF+GmvZ0PTeqEj2/YjVa9hdfQgHlvZZ9VryvY5p6p20EUQOpFUPA1Q+DPoCsCMq7pBQhCXNc0ym7XdMNuyr3G8zkz5M6YT3ObhPFH+ASfwCw8X319SWfQTZPn+AAzEybPRGAWrDba+1LELQTNrOVSdxZ8MxBgDVYu30UBWyMczvF/9ZQ/Wsv74L2MjafZHWgtAD4oJ1o2VzyrCiCz253CRqWygQ4JC4AZnYHfrxVO3XTiTViO6bWEf3xvuxX8eNVBqN5TaVrZNQXrhER9l7NvQB82g34pDOQlezVJhJETYIEYLVCkAuN6Cau6YzjShESVhc4sgR4pxmwubwm77C3gW4qQS6SdRCQd8JaQ7e8EzYPPyQqDVVbGZ8/W7G8zd4QgGrHVJuvdRxpaBdwX26P9QtUs9qSBdAYUlnCczv0BSDr56qgmqWP2TUbKEgVp/f8AEyPA74fDnyq8nJ2bGXFk74vfEgUQcmbtAO7fr1d/rlMI2DL1xiJAi7O5dxeVATgkmfgvB7cPacI35B5SszUQGmdAhoSgNUJgROAcVyHyFusHDZg3j1AKWPVqhuvDKgAgGa9XNOsX55ZxbcN0B6CleD9saSHNtvBRzaEzNpp1vEBrAhalhO9JNaeCEAWtfNEPoD62EqBlVNcn/PT3Phy+bgzObYKWPGyZxa3knxg+1ei64AnqPmMarFrNvDvW+L0+b2uvJ+LHvXMypx6xKMmVjlG7je2zGRIlOu+k162inOB46td62gFnxG+w2EH/nclsOgRuUsOEXCQAAxAtGNAuA6wExfgwEeqqnWmMc3UOx9WmMkEYAXdRItzRF8iAIhuJlp3ACCX6ShNJvmXNZmV6WkktFLbtLleuw3bPpc7jEtIUYdq5F92TWcc116Ph3wAXdjLjFmspjcAtjM1uq0h+imMvGFN2PSxODyYqzKcPGccsGOWGLRklJndxcCg72/yrB2S2InU8e2T7h9APE8XDwDfXuead2Ceuq+kFlLKIqPzqxojAvDocte0NVRpAfyEK2tJwSG+Z+/PwJaZ4v0pCGI6MQk1lwYiYCABWJ3hc+PxqKWQCKujrjBZoceKGXOQcl2jDC9P12AJAla+rL4OPwSsZeXRSm3jbmj4j/uV84J10vzs+MolXo4s0d+3u3bURgug3SaW+/uwHVCokapHC2sIUKYXCOAFAbhmqlg1gs89yMLWyQZEK9u6GcBxFWuGVPovx8OOLqe8ilBkA/XlJrOyrvXhxcr1Fj6knWPTzomf5E3y6HcJI2mjqgQDvy/7gmYyKS2AJdwzzxsvYcW5wNEVtSMlj6eUFYtR+/+8IQYaSi/6Et6szU54HRKA1QneAsKKtjotletfSFDOC9F42283zDXNihnWZ69uPNBjguszm8OPp3EP1340h4tNkA0Bm8zaQ2OaeQd1AmYk3oqRv4nmp+qvX5jheQCHmgDMdDNMXhNZ+ZL4vzgH+OU2/XX5a9EaArQfrr2+N/2JeHHEt4PlyN/AhneB3+4ANn/ineNLbgjWUPXllmDli5p0vze92lVv+/JB7fKPrOuHxG9jxMTnZYyllU/cXlUUZYltkTDy+/L3mWThW/O2+vqVeQlLWgYsegx4tznw+11iDXS966Y2ks+8LJ34RymSHTbxhWrOnWL9+tr4UhzAkAAMRIz2c6wAHDZNuVxteCgkUv1BK6VpAeQPWda3adzPQDDj21enuXbbWg82FrjBDwFrvbFXtpP6tKvY6X3UEVjwgP66H3cCptV1v8/67V3TasJViqy+uB848AeQvEX8nHtBnM67VPOcpNlgoov7tR/4gqC01hTnioFN/zkNjJ8PXMcngNY5V948j7zVm315kHzx1FB7aRAEUejw7ZOuDVYANu8jbwO7v6AIl2W6eW+5z6mWn5WWr+vHHYEvy4/lsHvm6+otHHbgvXixLU4M/Iatr5N/llJa8W4d1jDXcSrUPodYVvPAXNe87LNyC2RNJ+sMcHCh/jps1oSCdOW1dHE/8FEHMZBp6XPi8PCmj73fVqJCkACsVuhYANUsCbnnlfO0oiwVQ7HlxLYGXj4HTN4FNO4u73j4ZNIswZFwa50zqVgAtdAcAjZgAZQ4tx3Iu+h+PaOwnbpa20OigZ9GiLnqFj0M/HgzsOcn4JMu4vRHHYAV//FeewIOwTXUCYi/4cJHRBH+3Q3K1aWo9vBY0RLYpAe3O2+KZZ198X6vRiPQP7tSOW/ps6LQ+XmkfL4k5uq1dc1jrZ8Wq9zq7bC5trGGaN+vLCUqFkCJrNPAmmkVjy6uLGrDqUZ+37DyF7PeT6gvl6zKzcuD2vR8AHMvihbdNJUX5aJM9WpJ/rKWVjWFmcCXfcW0QHoikHU/KC1QCkA2RZjEmqnuR2GIKoEEYHWGFWNGOyktwSSzxHHrhEYDDdorj6MXyViQakCcmYx1ZEDlhoABsWRUrhfFn6IZKm0vyVOmoVgzTf6QTN7suzZVNWo+fzO7AxknxWUzmgKJ80URnrJTuW7fJ+WfPbFMefIiAAD7f9cWHHxEd1CYsX3yOeeOLAX2/ChOS9dBym7R8iv5OoYxluaI+kwbguTnSHC4xAcb/ADIg7ZYjq7Qb++mj0R3B3+g5uvpTgDmnAcOltcLjqinXF6S57Iqh0SX71PHAjizu2jR/aKX+KImRVdf2AcUpMnXlc53TRwCzkkB0pmAt9Qk0f9ZSgd0cp32tjL/U8H4PbvhPbHEo2Tl3j7Ldf4L0j1qPlFxSABWJxQ+gFwZNeM7Us7S2l7hh8R0PFKQhxqxbdy3SS0KWAut6FCjHX9cJ8+cuB/dYGAl1gKo0g61xMVS0ED78qhRvajX6oZWAMeFfaKjuLv60k04C5qiM/HycPl5ZtiQHS7lLYDZZyq2/8WMlcpkEc/D7CGi5VeyvLG5PKOZqhW8qDOZXILOYpVbVtUEYGEmsG66+zYmLXO/ji9IWqqcx78Y8S9sshJwKt95A5OEXqrQozUEfHCR3JrHvqh9Mxj4+2n5+qHlgrKmRRULgjgi8fnVQEEGsPa/wJe9gSXM99d7brICUHAjABte4fJd3TUb2PoZcHKNeB+yQYJ6bhaEVyEBWJ2R1dH10ALCoym+uP2y6wXrRHhZggy2yaAArKzzsMOunWJGjbA6nu1fLQ+g9OCMaaFMVyOVqfPXEJwv0LK2CA55h//EVvXUI/w55DsTPQtROpeyh3UZyEkRrUN8TjipbnR+mujoL8ELqi0zXdOhdcT/Dod7ixX/m7MiQxL+wZHiy8bDa4BwxqrFnwuH3eW+cGSpvFYy79ZRWgB81hOG0LuHfYmq64Mg3jM/jwZ+vEUUYixsVL6a6GWvAckCeHG/+vGXPqvfPtb62nWcy8WGT7VV3WGHuS8nqldy0hN1fAS63rqWYOXvVpgpRqezVLYvIwxDArBaIchvDlnqFg9uGtWOy8DQMCAfetLLEWgJ9rx6h9530HrzNioMBTuwViNSUA2po9fdpxsfQImQSODkWvm86MbKfVR3tH6jRY/IPzfoqG5V4M+hJxbAokxXbr9LB4EZzYB17wDZ50QLx6fd5DkHAdEv890W8sAVQO5Pm31OvkwQRPH37XXqfowsbDJ0wS63gLL+fE16AM2ulgs5Pn8aK64VAQ+c/+/lw+L5kIjQSDUDKL+fPxEcwIqXgFPlQ45shCkAnN/jmlZ79rA5RoPKz8nJNeL54Gk92Fib6rUF7vjWdTz+GpeCfPyJrcTzROQSrAvAz6PU19F7xspeqt1YAK0hyt+tNF8ekQ6IAU9ElVDBLL+E/9CwmHkkJLw0BKwrAIMMCEBPRKuOdckIag+xtsNcZch4JAuCUfT8IdVyYcWUW5zyLohDHkPf8ux4gYiR1DlthmhXl1FYAAX9zzxntwFX3CF2ZPYS0c+oTgtxWVGm+gtAcY6Y4kV2HOZ78FGfgkMUJhcT9NsCKCuKrGWGZCULICvetHz5eIa9DfzzOtso4Nvr5QKJRS8Xm1qi9Kqg5QDgDOf/Kgiib6YauRc465vKs+NSomuafTYtfBjoPFIc5s9NEf34pPMf1UTuqtFnMrD9C+YwZvn+WB/AHV+7LJlNrgIe5XzlHFytc19waoMrwOjueUCHGz3bfuEj7tfRG/a+fNA1LSWC1kJ1VEhFNNa0YfYAhiyAAYhJSxjx91ZF6uNqHlRLjOlZAHVEjyVIuS1P427GE7VqiQujAlDtOHr+d2YzcM8iMeUG+50bdFRfX++34IfZej0i9/fyVm45f8M+uMf8oL6ONPStBi+iPfUBXPCgKBQKGSdyPqmzEdiXBcmqGBEn/reXimmCjKDn83h+t/hflnPQQNAUIE/ZBIgiQEv8AfLgnHac1dKTajfepF5rlZk6vy+f01RvtKDp1fJrKfWQmPh7+xfA4b+Ao8tEyyAANOOGym/Q8JvkLYB7f5EPY1/YK3c7KC0AvuoPfNDWt1b+xZNc01rD3Xqc2+5+Hb1ntBTk5FxX53lstkJxjQuCcv+1tYKSHyABWJ2pqABUeyAZjiI2GAVs1rEAPrIOGD4D6HaXdloa8QCuSU0LoMGHhb1UGWRQlK2/TdshwEOr5fn+Hl2vvq6eGOaHNG75UNmBfdFbvTxZdULqHCPigCtuBzreqlxH7/dWWMB4C6CBNix5Rv7Zk2F/ib+fFCOXAddQtRSh6y4NiCAAZ7aK/mpGagqz58Oqdy8AzhPAr6eXjgmQJ4Qe8qb4J1lGncfWSEjtK/hhP0D5XGKt8Pwwq54ArNMChgOGgqPknxUWu/LjSNemwya2828uYh0AzmxxTZ/4F0g9LEYT+2qI+NJB+bC3r1LUeOJ/rScATRZ1Nw+FBZAEYFVBAjAg0Xp4cT6A3rQAGvUBZB+Q7iyAWu1rehXQd5K4r5b9xHqo8dfqH1svobARLiWKUZgsvR40ti2LLCWIQR9AtvRcVGP19dOSRB+1Q4uBFS/Lv1eJB8Er/kQSgNJ1oeYioOc2wC9T/LZufut67eSBFA2v0F5XDVZwrC8fFpasxEZLWgkC8MNNwLx71CNdedghZl6UacGLNdaR/yU3EcsRDYBrn1e+DPEJln2NTSVinB/6C2HEmUJEubGW8uK7/7PAhAXAg6vEJONqx1DDOQQs1RwuA/59U31dNjCHrQLkq0CvA/Pkn71xnOAo4HUuDYueqGvPDDm7iwI2mdUFIP9sJwtglUECsFqh449X6V0bjQK2cNMm9XXVSlmpERQGPHcImKhSd/fuueIxRn1pzAeQLU137f+5PzYAPJvofh0tWIGil9iUHQKWzp/a+c5PA/6YCOyYBUytA/y3iZgXa0ZTsdZmICMIYqknwJVSRe076lm53L3QuBP7gkMeXezOwsvDCnWpnVKnajQXoKedV/128s9q0dE8elZUd9HrkeVD2XwZx7psKckqiMJUEyt8Hkn23t70kXyZ3rVy+aBSTIbXE8tdtugjH3ZnXxgiG4n/2QAR6RkmpZ1x2IF9v7mWN+rmmmaHgNkgnMpa5grSgdQjYh3nzNOuc+dM9F/eRm8IwLA6Sku8JNCykuWpeebcJVb4cOJGAEY1VPYJqhZAP1SmqaWQAKxO8M9l2UOwskEgWhZA7hIxcz6AJk70SfDVCvSwWNWP33448FoqcOUE7c6ffXt8jEmzweZX00IQ1C1SCsuRgXOrWe8Yot+R1NG0GVw+U+X78p1WGZNigU1FEoj8eAuw9ydxWmo3axGR0LOk8ddATDNuBXcC0C736yzwsNoA6y8Y3VS8toxYANlryNNOmL/WjNzGng7XNu4hCssut7nOMd/JsyUeqyINh5p/pCLgRhCHOd+KkQsqwH3KKN4C2GO8a5rNIRgcDtzysWiZf7w8KOW+v9gDlW8jBYGUAZENxemhbwGPbxKDyfjvxEb9a1UxMsLuH4AP2oil+34bA/yvh5hHMidFLNUGAI3KryFvDAFL+SUfXAU0KPd1FezAsv8TE2d/3FFMZi4IwDEu0biWBXDcL6Lv6ZC3lPeHmgAkC2CVQQIwANEMAiktgOG8eR4f1GgaGH4IWEsAhlasI5GEUt1W5fssf/BqvVmy8xVtc4Pg0PdjdK6nMyTvPLbOfopzRL/HG6YDN5YPLbJtlYYeM0+65t36CdB5tOtzrJrTPEP6CbmASdkjZvDPOuP7VDMXEuT+TxJqNWobdTW+3+bXADe9D1xfHvHq7ntkJcud0tVEhhR9rQZ7zeSnAu+1cvkQ8hbAaEacstY0rWTYWrhNfaOCrt+sChH1xfrKd3zHHIf3t2MEYFVYANUqavCCXXCIgRRqSM8W1eh5QfnbsxVX2N/ZEgz0egh4IQmIVEmXw0cBO2wuv9CWA+TrsM8DNiKZF2aXDoq1yRO4iGeHHUiY49r2UqJ6vsKiLODiAVeqIOnZ4O7+sNuA4/+q+1/ytOgDDCkfdShIl5d02/GVdqSu2vXbeSQw4Q+xegtfXo98AP0KCcCAROVGjmgA3PBf+TxvBoEYRTEEzMBaFSzBqFBHcv9yoOtY8YEhg2kz6yulJQCNCDtAXSh66nsGqNcNlegzSRxi6/eUy+eIFceSAJQCD1r0Ba5+EBj3k3g+AP3fOj8V+LynaBkAgKXPA7OvB34ZDczsJg4nJy13/x0qSsIc9flhscp58QOU8xp0EtO3qNH7MaDt0PIPXhCyRi15e35wlRUDuOHhMPkwImupXfmSZ+1RS4vhDo9Ti5jE61x2rXPHYS2AVYGRhMp6wRPS/XDVRJV925VCXCt9lbvUO9LPY2EEoFQmLqrcEij9hlrinbcALnpUFG+LH5fP/7KvWD1m/n3i540fiv8j4oA3s4E3slyis6zQFe0e1UT/+BIbPwB+uwNY8aL+ehLSOWNfTAEAJo0IdwOl4BT+fmQB9CckAKsL/3cciGkqnyfLA1jJ/auVVhIPwq2nNwTM7MOTIWCWuI7AHbOVvlHsQ4LtxNmHhSxJtkHLnpE2aglmdn5cZ+3t1ax3MgtguSiUhkzZoU8jVtR0pph9cS6w+zvlOonzlfO8hVY9WaOiYtI2YMz32sudHawXBKBe5Qu9lwa29FpwuHZHd3BhxdolUVWJwfkOXCu4yWfHNyAAdUWizn1hMgEH5uosZ+49d9bUtKPif0k0FmW5LHrSaIW0P/a3Y30LeQugmrtIWRGQXn6szFNigu7Di8XPt30lfiez2fXiUZDuugbDy1+03IkvKd/l3p+112HrcWveD4KYY1Mx24AAVIg9sgD6ExKA1QW1t0xZlGwlSxRpCSb+bUxhZdMYAq5IJRA9NEdhtYaAjeQ4NyoADQzL9X9Ge5maiJNZALlIRHa4ytkGnU6ZfVCzQ09vZgOjypPasiLt1HoxP1llC6+X5Iv7OLhAfbnRHI1uRa603BsWQJ0qA3rXAlvGzRrmsgJ5HR+Irz6PK+fxJbzYF0DBQJm7ylLZ55X0W6leOyaXC4ka/BCwHpKPpnR+pGAva6jrRdQpAJnrna10o/DtVRktkFUrMckTdDe/hmlveTsk619QuEu8Cw7RP2/OXaJLiB5afol1413TvKW5213if4dNwyfZTSJoqY38ZzWrIFElkAAMQDR9AAGgqUaNT4/8gtSCQDQEIO8vwvvZaZWms4Z415m8eS/1+ZpDwAYte0bW0zrnLLo1VdUEIHNc3r9MFglqQPyw5zktSfzfdpg4XyoDVlKeCy5xgVgpQxIwWsO3Rtj5tfxzlIHAm4rgbQsgG0Rh6EWBw2L1rK60REuV4W+eynR+A7mhvcY9gGcPMkPoDIrUQnzORR93wmo+gBL3GqhOIokqrfv3Vp3k6kbLWbL7l9aT7puwuuoRrYBoJWRFn9a5ZJPBz2WCVCC47te6reQviKrtsLiOM3uIGJzx623K47EWebVSjID83uD7BCmwTs966/EQsFolELIAVhUkAKsbTXqIKVOe3ud2VY/QsgDywoZdj7cAyt6suSHg5n1EX7e7dYZm9LhhOtCin7JzYNMSeBoEAsHYegP/D6jfQbu6hTvUOil2npVLycEKQEMimlknuzwyUPKTdA4v54lpURY+JN+0IkJGQopClOhXPnzkHKL3lhXJmxbAMCC8vuszG4Vr1CrlaRCGhFG3hIrCW73MVqCORtALmxxajdMbKt4OI+id6zottZdJtB1SPqFhXW+jk9fQIx/A8vtU8gGUhBPrE8pbAHlxzf6mrPCSBFVBhrLuseRycOUE9fbkswJQxQLJ15IG5OJO6/zrvRxJOUy18lsKgnvxpqj64cYHsLQQWDfDWOAK4TFUCzggcdMJtBqoskkFO44R/xM7bK3Oib+hZW/PGlnzAfGByT5kutwGPLCi4rUx4zoBD65Qzg+v5xoO8TQIJLQO1H2JuHPZoAPw5E7lakaHT7WGqSR4QSF72Hlo/cpKFv9LfoTOAJMT8pJzvR4RI/v0ypW5g/WLA4DeT4hRtpLF1FvDiN60AFp18vkZPRcVFoAG3RIqCt+R6r086IkUQBxKbHO9Z8dPXCBalO+Y7fJLU8Ph0K9eomeVfz4JgOAST2rrSt8lOEpd6BqtZ87uX1oveVP5vlUEoAQ/vM7+LuwzQxJbvCUdcNVEjub8vnkLYGgddQFoMgOzBgCh0cADy8UhX7ZEopYVj30ZZc9TUIT8O6vipSAQhw349Q55FoH8S8CIAE+FVQ0hC2B1R3pANLva+Dbsw77nRKDbWOU6vR4RHy59npDP5x+eWpVJeOugNdg3hdFv/kA8zpA3jVsAO40Uy5R1HVOxYWoplchV9xrcwM0QMC8oGnRQ2YfBIeDD5TnMeAsgAGz5VPwfVtf1MK9ojjJBcEUtS5jNYsoHZ7BSIFoAdXLo6Qk7tnIGbzXikypr7t+NtQmo3NCrJ9s27+2a7jpOuTy0jufHX/iQWGNXqqKihbtAGb17MqyOPMen3rpa0aSe+ApL+5csapLwYn1Jef9shQBkrlvWF1daXy91EO8PLLVX2k9YHXX/cMEBXE4U0zO9FcMNMUNHAGoMAYdGw+39ZygIRE0Aqrx8sOIvvD7Q7U79/RIVgiyA1Z2nE8SySkYqCHjCLR+KOess3CWiJ/L4B6tM5BjsJD2l9SDglQviUHUek0hWzwLYd7KY5woQO+Uut4lDDcdXGTvmQ6uBY6uMP5RUg0B0hoA7jVBuq2v9Utm/FIUY1Ui5rMcEZXF7TynKcg03axGIFkDe94z9bYa8Cayaor7d0KnAzyPFaV4oGn2JMGIBrMx3VFgAdV64BjwHZBwH+j0tXm/7OdeMWJ0gCnec+Ed/+eWD+sv12q0Q6XoCUEOM8JkM9Bsj/mODqwC53y5vgePdKth2sOJQml+crX34xj3kn9loZEB87qtZAHn430TrvpdZANlnVKj7Z4XgkCdiV4Ov8iE4oBCWbAL5LreJ6c/4DBiEVyALYACiGwTCYw12L/563i9mrx9bXqnBqCWFF3+AfhAIn4bFk3QLlSGYi8aTjq8F38GM/RGYwKRJcTcUGN0EuPoBN4EfbpCdG8YyVK8tJygMXAtqHaaUlsYaIooXlogGrvPjSc6toiwxGlYQmDJU5XRRcToPRAtgxgltwdb7MaDVIPVlbFoPzZRJ5bA1hVmMWAAr9R25bfWEVIP2wMP/ihZbk0m5bmWEaOYpuYXp60HAx11cn6X0JlrotZu/r91VBFHdvydDwOXXCi9sZJYyLg2M3hAwux+pfVJalu53K4+vsACWH0uqjBIS5Tq+JyXUtPz4tCyAWafVrYZjfgDulErjCdrBJRL8ebx0UFu4th4sPptJ/PkMEoABiZdTMDS9GnjhKNBldOX3pRcEwlsHZTkCq8DYbDQKWGtZy/KqA1caHdrVocPN7AFV2qDhA6iZqFhvCFhlHjvUyUeBRsa5Hu5SJ1ScKw4VvRUDpB1TdiYOO/Dt9cBPI0T/nNObuDaonFO+tBeLJxZhb1oAG3fX3o/Z4nJ0VyzzIHCA99tS24cWbGco+frq5ZjU2haAoZcHic4jgThGpFU2CliKYs1JAS4mALkpQO4FcZ7kp6oJ1+6YFuqrARpivvz31Xq5YX8Ho1Hgw96Wf2ZrWissgAYFoOAQq+hIsJZ/Cd5lgW+vvcyYBZBHqnATwhkP2Iow/LnlLYBdxwJX3O6yGgoOYNvn+sflg0+Or9K+H/tM0t8XUWlIANZEGnQUh3YkLEHagsNTTDrDJzILnJmzCBqxflQS9njsQ6XHBGD0LHZF9e3vnitGGbPJUCvKnb+qt8s5jz1XbG1SLnmyU/x4eHz2TZ4XLBFxLkuC1El+xqS6+aIXMIfzCyvKEi07gOjnpYgSVfmOUgoaCVYU3zZLvJZu/xbu8aIFUKreoIVW9Qnemt1uOLuQW1mjnfZS7jp0w5gfxGHpexYZW5/vSN19V5agMGDSVqBZebqlylZjkIQOW/vVSJm8xt2VLxN6OlbvRc/IELDbYLHyg/d7Sv7byV5gytdJmCMG1+gNAbMBXoId+IG5J5oa8OPmBWBEg4oJQLW2SfuTYP2Dm/dRCkA+F2NFX9C02q2WD5XwKiQAayKhdYAbmDdWvv7qlfeKTu3Xveb5vnkrm9YQsDjDNWlo+KuSyDpp5kHZog/Q/kb324dGi5GP3rBWyjomdxZA5niKYWUDVhy15y4r8vlOI7IBYwF0AFs/V9Zh5X2G+E4tZRfXTDePksk7gXFMBYIr7gBevQh0UwlA4DHqY3f1g8bW09sfn5TbuQ03ZH/nL+rrxTR35WLksYYBPca7RJY7IuoD1z4PRGtYJXmkDviu38U8kDeqVGtwi0pAgTtK8kQLMosk9thhWOkakiyNakOenUaqXEu6ClA5y50QkZWzdHPdShYxk0kefKJmAUw9BPx+l74FsIzzAWQ/GxHsvGCNaeZDAciI1fpttQUge80YLcHJwldKkdBypSC8BgWB1EjKH4BP7RV9tRp2kS8OjQYeXV+xXStSKGgMAfOfK5Jw11O0RBc/HF0V6ApjQNY+1gLI5qiTrabXqXHLrKGc9VUlnxfrA7j6VZ19l8N3anz5N3fnVy2ymQ9+0aR838U5otjQEmmGrjF+WIu3dGkND3MCUKvtoTHK9DgSkeWdq6+qbEgCq+PN4l9FkNKz5JzXX0/i8N/AfBWXifzLQL02ctEgDQtLPrZWbniz6zjgmkfkVkN36A0Ba8H+llrX7Yj/Adu+AG5iRLTMDYD5/dnnTvImFT9Spj1s+h3pfHgCf41HN3FVJ6mQAOTTfDHngw10sYaqpAQzy/8X51bMcpytcb8Yfj4QFYUsgAFIxaVK+ZZShGu9Nuo5AysDPwSsF7DgSb4tb6DlA2gyV+zN1Fu4SwTNnhutEmN6ooFfxj84eeurmg+gO9xF93mz7J9i38x1NaOZ9noVoShbe9kja5k2GMwxqXYeRn0JtLsBGPgfj5tnCCnvohFrqjuk4IKVLwELHtQXYym71cUfAKyfAQA4kJmETWHlQk+yCkoCkK+Ac8e38qhWCb2XC7NFHI5n09q4w8izqOdEMfenrDQaKwBZCyC3Le/nxgqzC0wCfzZrgZRmqOOtrnkDnle2i3e7adCReZnzggWQha2AZAlWJteWfhfpf45K8mlDbdB4BvkycJAAQAIwMKmogeDJ3WLI/GCNVBbewMx3hHoWQH8KQJ2I5CrHXR5ARqCdXKOxrYcWQBbWwth6cPk8N2lgeLcBvfJPgMb5rWKrqxF4MRGu42ekNVSoG6Wqcp1fOQGY8Ed5LjXAK76MUu6+fk8BD64C/nPalfzbWxxc6EpIzHL5MDDnTrHsmBYtB6DEXoIJO9/EpEZxOGu1unLpSdeSVcWPDlCe33yNlyKJCfPFc2CUir4MsveR2hCwBH+vSCLL4ZBHQLPia9BL4n82gXYjpkqNsw3c9RVez3X8iqR00hOAMjeVIFEQPsTk5+OHgCuK1rOFBKDPIQFYk6jfVizHxb9ZexNFGhh2mZ4FsAoscFrHMJm5h7SPC90rju8uCIRpd/326tvaSrStde4sgOz+Jb8aaZ5Wp8EmupWOr4vKd4wvj6rmc5l5iuHhe2Y91nLz3CH1dQB9y6pZSwC6sUhVBaM+Bx5YCQx5S+yc9SpvVIaUXcrrbtUU4NhK/e3qtUEeU4VjW1gosKzcoiX5fMlSjmic04lLRF9Id3ji4iH7jSq4HTtErhCAXBop6Rrjfd1sTFBM22Hl++LKabqDrbmuFcCkh1GrodQuWV10yQJYSRmhKQCrwG+8lkMCkKg4ej5/AGcBrIKbmT0G76NTVR2zKm6CQNKOuaZv/VR928J0YBrTye/9GTgk1UXmRAxfB5T9XST/OWnekb/l60qBA3zHoDoEbFKddHLb12LuSb5+s8d4INokxv7omo7kneuZ/TXupnNYLaufngD0cbJnCWsI0LKv79Mr7ftVft0BwKn17rezlyGIuR8dzHxnh19WyGygYQGMaWZc3F1X7st67f/pryez7BrbNQD5b9uAfVFzky5Fupf08otKv6NegnhAzMfHwuZwLMzU3r8WhgVg+THMKvcE//uwVXP0iCoPqtE6L2QB9DkUBEJ4Btt5mbkhYIUPoIrw8AoaT22zGbj+NdGvqy5TUL6qhoAb9xBznkU1kc9X68DY88jmRavTXP8YpQXi+n8/JX7uPNo1LdGQGzpixa+UZkZLEEsl5PiO4ahKHeaQaKCkPPGr2vm1hngn9yR//krzDVxPXBCQ1r5u+K+YbkKtHJpsO519mDSOpUkVW6C9wdntwOJJQK+Hja3vsEFgrvFOpeWd/L5fXR0+e59olpT04L4d9B+g9+PMULsGFX0ZlOUPZF42eX9erSFgI2UX3SXPVxN50jZ8oJY7PEkcrTqKoWEBjIgDBr0MbHhX/3qRzicNAfsNEoCBSAC6TqmiqAWs0vChU0XrVYP2ymW+YOCL4n+26Do/BOyrKMy75gDbvzTWSbJv92wlF15A8Oe0MFPul/XbWCD9mHwd3gWA3aeUWFZLqKhVCMm7BOz5QbluKCMAfXrRcvtOOwY066m+qgRbysysY70LqwPcMF3jsBWxABoQLL66/nzJkmeAzJPi8G+bISq+qhzLnoe9kysS2XnGCtNd7gSaPoC8GPTg2nIn/vj9e1LzWCuojb02giO0g0DcVRjij6EmgNT24RSA+cplergL7JIfRPu4ihd/KzD4ZaDzKDFIRQvpu+Zd0F9O+AwSgISHMJ2XuyAQABjwrK8bpAFnmawKC2BMU2D4f42ta7aIvmkOG3D5kKsOMVtyDIDi4VqSC2z9zPVZre6qIghExXKh5y8JyC2AOSnq67JCpqqigAFxGMydAAyNEetkq/nDRjbQjliMv1YMfuCPa9gH0MgjtRoKQDa3oZHf2l4KgfEbdX5jQXB94q9TCdbn0FcpnO74TvSZq9fG+DZagVvs/OIc4ByXI3PdO2L+xwt71ffLllGUDQGrCMAhbwA/3KTeLk9TsHgiAPX8mPnrwVJuGGjopoINP5xt5JiEVyEBSFQcd2lgfIaBDpS3TPrzYaJ1bClqs05LscpAgw7K0k/8tnzCXTX0gkCkjkvLAujM6u8QjxUard3+3BTldj6B2/e/U4GuY1RW49ZjrYDsOrd9Dfz1pMtazHLVfaIVp3lv+dCU0eu8qnwA/YlBvzH7uR3OaYd0ztYxL0jsdaqVf85X1SDUrh93aFkAeYtf2hH555xzQNJyYN49GvvVEJNqQSAt+ynnVfTl632V+0OL5teozOTSwEgc/qti7SGqHBKARMXhRYSR4RdvYKQD0uuwI3grm69xI45MJtFCYITc82KiWUUpNga+41CLOHZnAbyUCLzbHLhnoVjBwh2aNYy9AN/BxHWqzM6A+u2AhzTShpgtrnx66SeYzVgLoN7uDQxbeZLoWOKm94EV/1EXrf4mJIZxBXAhMLWg7WrnjLUAskOb1hBg0nZxOjgcAeMTo1VDmE+KroZejVyLRkoZo4mQfWl9f2qvaP3l64mzx/Vrii2iMpAADEAC5HHnHjPnn9PzftEfjR3S8AVRjZR+bzxqQ3Z3/iYO+8S29l3b1GjcvRIbc1eDJUgUMHoCkO841Goya6UK4h/mq98Aej+qfawhbwIH5qknrfUa3DlgU7x4vKsK3l2GfQANCEBZ9KtBej8mJgmObuJ+XV8SXh9I3iyfpxGJbGeG2VVtnnpO/qzI7zsJWPYCV3/ZD5hULOkAYDeQf+/MFu1lFg1/Qq0hckW7fCjA6rXRHiZ33kvc/cAmsyYCGhKAgUggjxDxbWM71PB6wFN7fN+GUV8AS54Vcx5qouK/1amKH0zPHRad3j3xM+LhBYvD5j4ps57lQLJcBEeoL+ctWJYgV0cUFuuqFCFx7fPiny/hz0FFyk25dlbBzfR8AFmBbUAA1mmhXS6u8yhxCK2pio9jTFP3+/Y1henyz5ZgpTgOrwcUpsNR4LKMKX4xS4hxMX71Q0DzPsocmVWN1hCwkeAOPdjoXV8KwM6jRGv+gbnG22bkuPzvWKkXXqIqIdst4SEKBagx7UPqtADuXQS0uV57Hb/4JnLENPXCw5Br+z9vekcAalVX4DsTa4hryJ3P79X9bv12+Aq1hNjXPGbMt84jCyCb8oh9V66kD+DIz8RzOe4XlWWfi7kgx/9htJH+JThC/tIQ08wZ+CWc2+ac7eDPu0I46mAyiVUx1IIi9JAsUVc/6Nl2mu3QSAxeWQGYyPzWrD+h0SFgo+lSxv0MdLxFe3lsBV9U9QoAGCUkxv06hNchAUh4hm4OtAAavDYatVndyDmndDrn0asgIA03aUXoKSL6gl2Ck8/M37K/fju8Bm8BdCAhNQEbUza6Oi1fuB0ocl5KzdF5bJosYvUKPeq1AR5dD3QeqVwWGg1c/YAf/FTLUSTNdkNQhNLHtNzNwJ7rqpah8Nq1BPn+vrz9W2DCQuDGd72zP9k1wLTd3QuZO2S+kGXq8/XwxC1A69q9+iHxpdoT8lOlncrnG036P+5n8f+oL4EoD687wiuQACQ8o9VgMVVGX5Xh10ASWjXFMVntnLqzOOhZStwOAatYACXByVu3qur3VhkCvnfFvZi8ZjIeD7fB5klbPEl9wXZKeomgWcwWoNXAiltT/E3fyerzH9Ao/RYeywlAq1MosfZYhQC0hvj+Hg0OB9oNNW5Jc4fWS0BlLYDs0DYrAI2WQotxkzyepUDD8n/rx5771kY1Ev/zv6NRC2DnUcBbOWKt7OoeGV9NIR/AAMQUyE6AFitw/1JmRgAMtarBipVq/XBROafuKgroWQDN7tLAcA/zqEYuJ3e/1ebkBaDr99wSJGBFRDhGGL32jNRXlQiNEaNRLcHGEjwDrs6vur6AaA1hh2oM0UXGAcXZ8u3L92FnfhPlEHBQ9TtHsnuGtQBWUgCO+kLjeAavaWswhIgG+M5agjZlZbiusEh7XafVjt3e09rxJgAC0OY69XYacYPgh62NlqQjvEo1uwOJgCNgh4DZh3U1FoBq57TMTcknPYtHRP3y/Wrc+rzQsYYCK18qX+YnAcidA4GLusy2eJAs2FCiZoa4TsogHndDwNUZzQoxGufNGuo8Hzlmk7heSR4AoJT5TRz12sq3swQjoF4YjaA1BMzX/jXClfe6pvXqURtkd6cbMDO2Dp5u2ADodpf2imoWXsmSZ5TnjwD3/eXywebvBz0xd9ccsQTgvYuNb0P4DBKARCUJVAtgFZR+8xfuan6qOYWP/EwMlGh3g/hZS8Tw83fNZvYbGBZAO9dZmKta4OuJSGd900pahfyF1vBd+fwcswlrwsPg/HZmK2Ay46UG9TCgZXMst9qZ7+76XRz8y4MnQSCBglYQiFpex67jxHydVUSqxU0FEYmQSOD1dODNbKDp1eK8nhM9O1h0Y6D1YGYG99xP+E172463AC8cAeI5/2ESgH6hmt2BRMARqBZAGdVZAMrPaSmA94RMbA3TcRBXE4BX3Qfc/L7rNzIqAN3ttyow8QJQbnExC0CVvnxIQuDG98T/dzAiWRKAA54T/3e5vera5Q3cJAh/rFEcnm3YAJ/XrSPOtwQBJguWR4o+pS8FFzgtYgLzm9gtfHqh4AB+Xmig6QOoEgQybKoYhFJFmNi2lVtgNZECcO5ZCExYAPR9qrIHl39mrZtGqWkv6dUE8gEkKolKvr1Aozo/XLhOclFUJH4NsWNuwwbYl6yRS86Ipa46CcDya0wA8HRcfZQVH5ctNQPl58nA71wZK2a/p4D9c4H+z4if+zwuJj9ny/dJ0dU97xfLdlW3YBBN1wBRYBwKEd0LlkWG4/msbNEtgNkmWjA5BRFb/UPgLYAXEwL3eaGFVmopPir/1k9dkbmtBgKnN/q6ZfL2HPrT2CZhdYB2w7xwaE7Id7jZ832QBdAvkAAMQKrZezFDgLY82IdlynyO/JyeCBY7Upu7SFS3u62AAPQ0D5u3KP+uaRYL1keEAw55PWTnmdCr8DLwP8CpdUB3Hf8od9wwHRg6Te5eIIm/B1eJFTIk64fJJNZ2rm6YLLBDlNLWdsPFWrwdbtT2DbRYZdebFSbnEDDbpdudQ8hmbAwPxZCCIoRXNwHIomcBZF+UPPabrejLKvM8GDwFWD+jgvupyKG53zEk0vN9kAD0CyQAicoRyEPAg14W61jGD/R3S7yGoe7BSKCD2m/Vdax+EIPfLIAiWl2E6ANoEhP+Zp1Rt2pc/6r4V1m0ooFb9BH/qjkOmDC4RVM0sNuxIDgS5tu/FhfkXVbfgPPls5pMzkTdduYaE8qvyScbNkBCaAhGhubjv4H6wmgEVuTwFkDWyuzpPVPR0Qr2fo6u6oox3O8YpJFiSg8SgH6hGr+CEYFBgAaBAMB1U4BxPxlP4RGIVERUG7E68Pt94ajos6RnlfFzFLBW13jOWi54rSHATe8CbYdUTbtqIKn2QmRbLDgeHIxcs3aJO+cSszyhsxkmoHkvALwFUPyNEkLFIeQVkRGB98JohP7PAg27Ai36uubxiaZlAlDjZczb3529b6s6WIsfGajI8UkA+oVq3DMSAYFM/1XDB3o1gxdBBWrn3JAFUCXfn8nk3i/r+tfc79vriN/RrnF5fV8nJuDePaorbHiNwF5H3HXhPN0Wq8xqbIEJ6DwauOM7OFpf59oXJ4SsJg9S9wQSw6YCT2yWC+Ie48VqFhKs1c8fw9yepjqqLGF15Z8r8rsO+o932kJ4BAlAopKwaaur4QO9GvNLdBT6xDfH35ERQAemxqenPoBRTCkp7uG9LTQEl6UIzuAIYOCLlWhxBSlvk03n+ipUS8VBeA7z+9tMGqXwIEVeA7AEY5XFNQR6HmXiPrqOgYMpUWbnXAuK4Kh+QSB6sCX0WEt5FX1Hgb01qloABlfA54+n18PAU3uBcD+VQKyl1KA7sOZQnWTUryECBrZoimNB1TCzf3WAGxphLYDv1xPfvF9tUE++nqcWwLhOqvO3hIXi0cYNMbRFuU8R/6ZfZehbAAHgUO7pKmpLzYat2GHPZ8qGmTSGgJv1wv8FudKOtCp1iUH293LwaWCAmvW8YK9N2RCop0/zigaBuM6lUNUC0BuWXJNJTLje5MrK74swTA26Awl/8F64WInh2Yb1q+eQTqBTEd8YTwUgO/zCWHp2NOKqN3irpqqnGLAABvktSXXNws5Ml8XGuz6oWZVvnw20v1E2yxLkKivmkJWCs8j2LWJCoUn8q/4w38FixALobR9AZcBNlTL0LfH/PYsqt59RXwI9HwAe21TpJhHuIQFIeIV6dnLi9QkKC6BGx9HvSde0p3kAg8JV5wt8RLAiorGqOu5yAahzuCB/BajUMFgLoI0VEpyoMJmtQLexyiTdzLXHRgHbTSbsCpW/QNgEAb3jm6N3fHNUoJhaYMGeB5kPoMpFy4lmj+l4q/hflmOSEdtq1lZfM+A54JULlQ/AimoIjPjUK+XxCPeQACS8wgWrhSK5fIFDaTdRJX6Aa9qIDyAr3jSc/R289YIdKgZQZRVWTNIQsLYCtFb3GrwBAnu12WSVLzSGgAGwroJxJpfIYy2AQlkRHmnM+MkByLG5ShrmVudIfQCGLYD3/gmM+UF7N0bSwAx8URSRd/7KHIcRgOzLUI8Jon/izR+6329lCa5A+hfCr1AewACkOg6IpFqt1bf+aSDDiup6bQFTpvttjPjqsR0Tu77MAsisc91rfkxsbGAI2B/DXjUQ1gJYxooyTqCxn9gAhAZml/VLZgFM3gTUk1+XFuY3c1THhx4L+3KiFwTS5vryiUq8PDXpAYyfxzfAOSUTgA27AKO+IPccQpXq/tpFBBLeiAYj5LAC8OF/gTCdKLmbPwT6PQ007uF+vxarWLLqxnfF4u4SJjNKARSaTMhhTTudbtVvmy8p77zyzNqdmKkmBRT4EZkFUOecsr9EU8aOUMfkEh/s1SE0vUq2vRny38xeLV97WTSGgLW+V/9nxf9XTZTPL8lVrGoEVoQ7SrKZw5tJ/BGa1Kqn5uOPP46OHTs6P+/btw99+vRBy5Yt0blzZ6xevdqPrasB1G3p7xbUPFiRFVYXQmRD7XWveQS44W3jD/yrHwD6PCE/HEzo2aoFesc3lw+rsp1al9vE/51HGTtOpRG/T5CO0aQaV3sOKFjRpicAtbZh9Q4bBWyvGy/bRuC2q/a/n8mEhJBgXLRY5MmfTWKarF2hIUhnraj12gCvXgZG/k++H2sYKgbjuhHLBG/RixGhQ625Os6ePYtffvnF+TkvLw8jRozA9OnTcebMGcyaNQvjxo3DpUuX/NjK6kuTsmrvxh2YVLFfpcCIx2OOQtcC1q9pzA/AG5lAaEzVNKq8TfwwYXC1Vw2BB2sBPFl4UbYs5+F/ndPsT9EYrNWP8fuTTct/LFEAuuZtCQutWIMDhKMFF3Bvk0a4oUVTwMIEu5hM2BQWigcbN8Tw5lyJtiCV7zzoP2IuvMFTPGsA6wNoMgFNyi2unUZ4th+iVlFrBOBzzz2HBx54wPn5999/R69evTB06FAAwKBBgzBw4EDMm8f7VviD6tez6eVoIypBnRZVejhWAASXupz0y9gu32QyGGjiLUz4b726eDauvmzuu6muPHW8wCAqBiuyHRFyd4N7dk1zTsvS3rEpSJj5Mh9ALrgh0iHIBOJbDap3AuCkvDOuD0wqHJjM2BImfi7VcWFwEtsK+L8TwOCXPWsAKwABzO59Nx64ZhSKw2M92w9Rq6gVAnDp0qXIzMzEmDFjnPO2bduG/v37y9br3bs3EhISqrh1alQ/NUXxvz4iMk7MifXUXgC+FzqsVSaTkYOFgh8tvCYT5kZHoYQLRBhWWIS6dqmN1e+eCURkeQC51DrJucnOafaXYLdxGJgGgJvz8+Ew1RzRHmlyDfvauXRJVk/v2QpERLP62mECZiZ8ht1p+/DXib883hdRe6jxAvDChQuYPHkyvvrqK8X8hg3l/lRxcXHIyMjQ3FdJSQlyc3Nlf4SIXooOonKcjaiD1LCoKjkWO4QXzfTajiq1+PEor639p8/KPtccKeFfWKFWZsRiBe2XP7vMKiX/hSyC/Fqr7kQwXWkx+7UEAZaquDhZyy0zu9heXAUHJ6orNVoAOhwOjB8/Hi+++CI6dJCnsLDb7RC4YQm73Q6TjpCZMWMGYmJinH/Nmzf3SburI+QB6BuyirNwy5+3YMgfQ3Ay+yT+LD7n0+OxHXVTs8uXqcinR9WH7z+vKi52PrhMGusQFUNmAWSejw7OF9XMWpyY+bIhZOZX4QWgYFLuszoTZHeVwCuSiS7BcwtgBWCH2AtsruMX2YrwXeJ3OJV9yudtIKofNVoATps2DVFRUZg8ebJiWWxsLNLT02Xz0tLS0KhRI839TZkyBTk5Oc6/c+d82xlXJ3L9kX2+FsAOu43+a7TPj+fQyAO45vwGnx9bC4egtB7xkAD0Dqwky7DlO6dtDvkrHvuabGeFHvND6FkAxSCQmmMBFMpcAVP5pfnMAiCIuX6XnFyCnJIc7x+f+eXWXdjsnP496Xd8uvdTvLzJQ59ColZQowXg119/jQ0bNqBu3bqoU6cObr31Vhw/fhx16tRBz549sXXrVtn6W7ZsQd++fTX3FxISgujoaNmfTzCSDZ6oFZgMdpLHso555XhsR812+e/veh9HM4965RieInCngH1oSW5kFATiHVi/vDnnXFG/vAA8agXe3vY2yhxlcNhLXAvKf6uE1ASkl7mCiEq5ijYCapZoF5pd45wuc7isgWjRW/bC8srmV/Dc+ue8fnzWAti+bjvndGaxmDj+SOYRrx+TqP7UaAF48eJF5ObmIjs7G9nZ2Vi6dCnatWuH7OxsTJgwAWvWrMHatWsBAMuXL0dSUhLGjh3r51Yb7/QDCROJVr/y6uZXPd7m+fXP4/6V98uG4uwyASj/TU9mn6x4AysBLwCtzLXmXOQgJwRvYGd+8hbhrtEQmagpZ/6x+Vh8YjHsVlc6EweAHRd34N4V9+Lbi+ud80sFpQCsSUEgQoQrQr3UwVRE6nYXzB1vlq2769Iurx+ffXHjI66rgpS8FLyw/gWkFqZW+bGJilNr6yc1a9YMc+fOxaRJk5CZmYm2bdtiyZIliIigeoYVQaAgEJ9gNpjItZ5ehRAVBEHAP2f+AQAczzqODrGijyw7LFdqsQKCy7qTkp/i0TG8Be+rK7MAlnd8AglAr8AOAV8Z66r9zFsAJVILU2XiQwCwMWWjYr0yTgA6YKpRQ8AO5syVMf6AsAbD0rwPkLpVZSsvHp95ibMJBuuHe5GbFt0EAFh9ZjUSJyZW+fGJilGrBODgwYORlJTk/Dx8+HDZZ4IINIxagyODPCvDxw6Z2pgUL2xHlmWxyMaBL+Rf8OgY3oIf3rWoWAAFR9V3ejUR9iwW2IoxZdMUDGo2CFfGXam6flFZEez2UucPsbg4BfeqDO5m2ArkM0w16zdjX1JKuZroRl/iKgPrJ8uL7apGEATdYEoicKjRQ8DVl5ozNEJUDqMPUqvZs3c5O9NJzE2a65xmLQlHbPI0R7Gh/kkqq4hAVVmHLIDegY3i/ffSNiw9tRQvbnxRIWokQqwhcHBCLkylnNn6bPmLtgDA7s/ckl6GFYD5Za4gkMKyQnyy5xOfH599cSvR+K14yuxlSMpMUljYPYXfXs1dgAhMSAASRABj1AIYxCXtdQf70F58YrFzWi81hyQaZ+6diQdWPiAf6vIhfAfDxpu7fABrjjXJn2j5jzk0sv2ZTWbZEHCcKchQlKsDyuju6oxcgLncJuYfnS972fIV50uyndMpBRe1V2T4z8b/YOySsZidOLtSx7ZxQr7I5s+kUYQnkAAMQMh6TkgYtex5OgSs1SnpdVb2cpE1O3E2dl/ejbXn1np0TG9hUREOQg2yJvkTPl2LhJYPoN1hl23TBsGIj453exwBgODX5OLehX1JYacPZx6ukuPHBrl81zed36yzJrD5/GYcyjiEf8+KUd7fJn5bqWPzL2gVEYAl9hKsTF6J7OLsSrWF8Ixa5QNIENUNNctenM2GVKv81lUbdtNDa9hHbziIF4daw4LeRm8I2PmuZJaX3yIqhpYFUFMACnZ5KTiH3VCC5zyzBY5QH6XR8gOsn+pLm15C6zqt0TG2Y5V58yQWnHdNZxzUXC85JxlP/PuEbF5lLXb8cyGnJAeNIrTz6aoxc+9M/HL4F3So2wELRi6oVHsI45AFMBCppiMj53IpMbbXUbEGhzuUF8i3id/i18O/Gt6tUQtgiMVVDURLBPgaZRCIa9oZBNLoiqprUA3mUnG66vwxS8aozs8qzpINDtsFm6HyY2sjwirtexZI8KJ37BIxndj5/PNqq3udAwXGIvTTitK8fmz+d5x/dL7H+1h5eiUA4GiWf3KN1lZIABJeo0wg51+vo9JHpgSpG+7f2/We4d1qWWkUHVn7sZjUfRIApTisquTLSgsgEwXsTARNeIO6wZ7VnBYtgPKScfvT9gMArohu5XbbmoKamC0sK/TYElbRYyuirDVgX+i8Bf87hgeFe7yP6pj7tiZAAjAAqa63gpkuJ6+jJrK6lpSorOkZrKhiH7682LpceNnphxgoHbZaEIh0nmqSVckf2D2sz1tqL5VbAAHsS90HAOgc3QofXta2ONWkWsBqQTKXCi7BYvK9n6PR5Mtncs/45Jzz+2wc0djwtj8f+hmf7vmU0sb4CeqxCa9B4f/eR03QBHtB4xi1AP5z5h9Yyp31/TUErLAAqgWBQEB6UTqGLxyOLxK+qKqm1TjsHkZTrz27FnbmBWK/xYG80jwAQFRQhK6TeY0q36fyVfLL8mE2+76LPZt31tB6z69/3icvcfz9abQfEAQBH+z+AN8d/A6XCy97vV2Ee0gAEpWigY1JIlyD3ugDBb6TfCOqq6y4PM/Ni2421Imzv5XADeGx1A+r77Ri+MsCqPABZKZNjOVvzpE5uFhwEV/t/6oKW1ezsFs9C6aJDYuV5Q5k6d/gSpm/JkuYQ6hRzws1C2BFgivK7GX4Pel3nMk9Y3gbo/flsaxjWHR8kcdtckdFBeCs/bO83hbCM0gAEpVCqLYD1tUDXvxEmKwI1hGA5/LOYcuFLW73yz+0JUsjPz86ONo5BOxwOLDu7DpD7fYmijyAKkEgAFBQZswPitDGFhTqfiWGSwWXZBZAlqtjr4BFw8pnFWqYAFT5LloBF30a99Hc5qfDP+GdHe9g9OLRxo/tMH4e/z75t+F1tbiQfwEbUzZqPjNIAFYfSAASlaIGDeIEJLz4aWwJwxmNIBAJIx0rv87B9IMothUrrAkmmJylrGyCDU+ve1qzbb6CF8EFZpfg4H0AicphZJj/ymJ5lG+RWSkAY0NjYbJYFRbAHsWi/6rNZEJ+qatihqeJzAMNtetPyydaEASk5KVg4LyBCneFPZf3AFAmV2Y5mX0Sr25+1VmaUbI+mip4P3qaQmr4wuGYvGYy1p4V84Dyz5KkDCqvWl0gARiAVCebmsA0ljph31PPHIIUq74ANCLM+Lf08cvH47F/HlMVj84hYD9V2+C/T3PG7cCksU5VY3PYkF6knkKlOqE1nDi131QAwKSsbOwLdW8lnNxjMmAyw8o9Ex7IEcsLlpnkEanV/dnhyfVnF+z4/uD3yCnJUbgrGKkbPPqv0fj75N94dt2zAFwCrF2pcR/sTrGdsOqOVbLtPWXnpZ2q21c2QXxqYarf7+faAglAwmvQTet9+I4x3GTF+FyX5eThrg+73UYNtSTOe1P3KoeGITiHgJNzk4002evwberc/z/OaVcaGP8WoB++YDium38djmcd91sbvIGayI8JicGI1iNw4L4DeCI7Fw1t7q2EQeYgwGxRWAC7MRZAmZWrmj86pGu0d6Pe6NekHwBtMe0QHLJ6wSxGBKDEkcwj4nHKf7MQD56/FpPFeayKCsBQq/gioFUm0B1xYXGq84f8MQTv73q/QvskPIMEYEBSfZ6G7K1f3d/iAxFeVMeYg/BsVjbiS8twV4e78MxVzyi3MfA7pBapp47gO4Mgc5CzI8sozjDabK/Cf5+YlgOV61TBy8eGcxswddtUWa1XCel8VvcAlAXH5FUYnrnqGawZuwZBliCnwJ6Wlommdv3znVaUBpgsCh/AkPD6zmn2PFZURAQCF/Iv4LXNrwEQBZy7oCk9wVWRPH3SufOkMzebzZUWgM7jcz6Ig5sNNrRdVHnOyaggZe7JX48YT2pPVBwSgESlEGTTJAB9SVx4HILspTADWHL+Il7t8yoA4Lmez8nWyy3JdbuvrOIs1flsZ9AoohH+O+C/aBnVEoBY4ikQaMgk100NE8uJucuFtu3CNvxw8IdKCcUn1z6JBccW4Pcjv2uuI9VXPZJxBMMWDPPY6T69KB2f7fvM6d9V1WSVuK6L5lHNMbb9WIUo6VdcjJVZ+lbA0zmnAbMF5xh/1V9v/hXBE5c4P7NRstV59ODD3R86rZkyAajhMqEnuCqSS1Xan9mD56/VZK20AHQGh3HiPafU2HNCEshG650T3ocEIFEpBObmLSgtwMQVE/Hhrg/92CIXCakJWJm80t/NqBSsqP7t5t+AQS8DkQ2BdsOd87s36C7bRs2KMCthFib9O8np+8c64LNID+V2ddvhnzH/oENsB0QwheZZDqZr1xz1JmqpafDcYeDpfSi0iyLipU0v6e7j0X8excd7Psaas2sq3Z6LBRed04VlhbJlt7S6BRfzL2Lc0nG4VHAJr25+1aN9/9+G/8M3B77Bg6serHQ7K8vy25cjJiRGPvPaF8T/N72H9nXba2774BUPAiYLWpS5hGLTyKYIrt/B+bmojBGA1eTlccqmKXhyzZOyYJnN5ze7VjDBmTfTLthVha1e2paKuDE4BaAHp9BsclkABQiVEuD8/SklAneHdB6qewBQdYYEYEAS2GEgey/vdeapEoIjnfO/SfwGe1P34qfDP/mraTLuXXEvXtzwIk5mn/R3UyqM1DE2DG8olpWKagi8cBSY4Kq3yZdRyi1VWgC/3P8lNp3fhM0pYmellaBW6gjYCgbxMfGq6849Otf4F6kEijyAZgsQ0xSIbe3xvljxVlGkDv77g9+j95zeWJ282rkszBqGN7e+WeF9S1GgVVVD1mOGvAG8dAboPAovX/Oy5mrRwdGA2YKuJaW4Ib8AdzTqj3qh9WQCJ7MkU7aNt62AhWWF2HBug+qQfUUQBAFLTy3FhpQNMpHD+u2ZIR8CVrOu6VncKiMALVbjKXxOZp+U3eMVyfGplQbGKNJ2ZAH0HyQACY84k3sGE1dOxMQVExXLAnUY51zeOX83oeKUn1JZx8B1ErzjuN7woeR8rjU8JXUErKiMCIrA4OaDVdfffnE7Pt3zqU+rhBjtYIzUE/XEyR4A5hyZgz+P/ymbJ527T/Z8AgB4fcvrrmWCHdsubtPdpyAIOJp5VDUQp1oQVgcAcHXDq/F498cRFRyFd9LkEdDhQeGASRzQ/CgtA2+1H68QN18mfCn77O28gFM2TcGTa5/EjB0zvLI/ViSxll922JYfAlYTVroWwAq8/Dvv2ea9DW+TVZIluxe8aQEElJZxNaRnBglA/0ECkPCIpEwxx5MUEMD6fwRqPcfq0NFmF2erPkgrMjSWV5bndh13Dup8DdNeDXuprv/I6kfw3cHvMO/oPA9b6QF+eq9ILUzFjJ0z8MbWN2SCmR+yYn8jI5aURccXYcySMXhmnTKApzphMpkwucdkbL17K27Nl3f4UcFRgJm5hgyIO/Y8rju7zplnrqCsAD8d+gkpeSketU9KR7Lw+EKPttOC/W3Za4B97plgclqI151bh3/O/KPYj0NwaF7Tnr6gAIzV3qxdd7hHgx66x7rt79sMDd2q+QFLzwzWVWTZ6WWa+8gszpRtp9duwreQACQ8ghck7JtjIFkA2bb4y8dEEARDlrEjGUdw7bxr8eSaJ1X3AehbBvhOQ0/wSg9ddw7q/BCxXmJaQPwOvqIiEaK7Lu3CT4d+UrTL3TWaU5KDp9Y8hX/P/CvzkzRqnTKynhThKPMdq+awV+eN8TeWz6yYACwsK8TT657GM+ueQWFZIX489CM+3P0h3tr2lvcaXAG07mX2/jOZXInTpTx5PHbBjhXJK7zWLkmYaonHG1regBd7vaiYz65/JvcM7ltxn+5xzuefx4C5A5yfpd/LKQCtLgGo5Qf+1f6vMGjeIPxx7A/yAQwASAASlYIVhIHkyO2vurUso/4aheELhrsdDpGsZ5vOb1Isk86pJwKQ/ywT6dD323FFFMr30bFuR83jA+rVBNKL0jF129RKi0O2/fd11u+kJB5c9SA+3P0hxi0dJ9+Xm2v0832fY33Kejy3/jnZOWITZ+vtw0j0rpEo7WrHaFf6mzZ12ogTGhbADwepiwPpd2Z99gpthVh2SrQm7bi4w1utrRCsAGSvAZkPoMnsdkjzdM5pzWUVGQKWzpvZZMZj3R4DALzR9w1EBkXCYrLgo8EfqVrZPLU28q4QEmovjYU29WeeVPlk2rZpTksgDQH7DxKAAUhgDqSWo9N/BpIFkO28/SVMT+ecRmpRKjambNRdT692plMA6gyv851GiU3u9M6KYWmZ5hCwlFOM6xyCLPpv6Wrn+LXNr2HBsQUKEeYp0r6jg6NVLRlut+es1LmluZi1fxbO5p5VrHs619U5s9+JvZ70rHyRQZGayyTqhdVzuw5PZnEmZiXMwsX8ygexGKFxRGPPNuhxN3698Rc83PVh3N/lfnGezALoOpfD44dDjTuX3okPdn2g8E0LlOcKe8+w1wZ7/7GlE43CDqtWxI2GtQA+0f0JLBq5CGPajcG28duQcF8CAKVLh7S+J4QHhcs+80EgZphxR7s7AMCZDNsIJAD9BwnAQCQwnneGYB/OgVDc3e6wo8xepipwElITsClFaWXzFvml+fjz+J8KPxmtB9y7O9/F1G1Tlak2GIx0fnynkZCWIPvMngspYbGWANQaTqrIMI1UqaCyOIfBK+hjyp+PGTtm4MuEL3HLn7eg1F6KxScW43LBZQDl0avlsBYfoxbltKI0t+tUxM/rlc2v4Mv9X+KRfx4BIA5xP7DyAZzKPuXxvvToFNsJgDK3pBG6N+yBZ656xlkhQs8HsElEE8X2J7JP4OfDP8vmOQRHwIwsyK4HxoWCHwJWE1t6vLPjHdV9GRW+rACzmC1oV7ed4l5Ru+aMtPNU9iksP7UcgiAoXjSlTBDsM6NJpPi7evICEWbxrBYx4T1IABIeofAB9MPD+XLBZUzZNAUH0g7I2yIIGP3XaAxbMEzVD+7eFfdi0ppJuFRwySftenPrm3hj6xt4eu3TbtctthXjtyO/YcGxBbIkxmopXAD9oSF+mfQQlmA7Lmk4Wnpo397udtm6L24QLWx8h+Gus1DrrIptxbrbGEW6xiqSJBeAzLdJgJjKQ+LbxG/x+pbXceMi0W+Ntcay50Br+A+Qf3e175xelI7tF7cb8ufkkbbZcn4LAFen++CqB7H78u5KBZKo/WZSDslgS3CF9+uEvYY4Aahn9amI9b4iVkJPt2FFH3s9lDpczxoTtAXgVXFXqc5ffnq5c5rdtthu7P4xEkxhNSnPt5HrcNRfo/DSppewIWWDS9iXIwWbOe9Pk7y6iNHz2zCioaH1CO9DArAGcSTjCD7d8ykKygqq5Hie3OTe5PUtr2PpqaWYsHyCbL5NsCE5NxkZxRmy4T0B8mCMjCLflDRbfUbMB7c3da9svtqDnO3k2KocWv6CetYvXqxJvjUS7HeX8stJx9ey7EnR3hLuhmnUOmotPyAAuJh/ER/v/tiQGJfa6q0o87ohdZ3T/54RK3dI50iyBALywBfWAqhn6VbzhXx+/fN4ZPUj2HJhC5acXIKDGcYSaG89vxV95vTB+nPrNddJL0pXzDuUcQgz987U9T09lHEI/ef2x/yj82XzXWXFvNA1sL8X95zQsyiz57rYVuz2GfPUmqdw/8r7cTTzKN7b+R6yi7PdNu2pNU/h7mV3e5S+iL0e2Om4cFdNW7PJrCrEvh76Nf5zzX8U8wGX1RWQJ3FX+/30EkvrWZbVlrEBK+44lHFIIWwl67MkjNl9bb2wFdf/cT02nNvgdt8UBOI/SAAGIBXt5sYtHYfvDn6Hz/d97tX2aGEX7G6DQN7d+S6eXfesV4Vicm6y6vwyu4ajvqBvwfEF7PcNtSgTtLJt6BjrCrDgK3QYCQLhhRHvZM5aQyXBJT20tYQdb4msiACUan0CwN1L73aKLQCYtGYSfjj0A55a+5TufrX2XRnYcme8/yXbma8546oawlp/9ASGmtiX0mv8c+YfvLL5FcPtfOzfx1BoK3R7jhLTEvHn8T+d19xdS+/C7MTZmLV/luY2D6x8AHmleXh7+9uy+WxAgVfha0zr+JSy984T/z6hu1u7w471KeuxN3UvxiwZg1+P/Ir3d71vaJtDGYdwIvuEgcaLsM8QdrpeqMuns9hWrGptax7VXHU+AHRr0E11vlpJNbUauVqBWyxaVklPhD4v1NKK0jA7cbaqBfBy4WWkF6XjybXKzAYsQ1oMCdj0YbUBEoA1kOPZx3WXlznKMGXTFCw6vsjjffM+fzIBqCLyfjvyG9acXYPDmYc9PpYWWmJIa+hIgCCzKlTFA8edzxi7nO1s39wmryJhxP+NPx8NwhrIPrOd1ZHMIxAEwZDVgIUXgHwBd7Xfnt33wYyDeG69y69M6nh5S6MaRkXJ4Qz315ggCLK2s9Ml9hJsSHFZLL5N/NY5zQpFtoYtIL/WTmSfkPkRsmil3qksD69+GG9sfcNZRURCL/iI7czZIXFvW1udcAJQz3eRvTdS8lN0XwDUUgSxv6EarPXOkxdT9vdjK8qwLw1ZJVmqIzBxEXGa1++8o/Ocz2L2u7MvtBK8xRbQTt3Ewi8b1nKYON/g/e8QHKovgTP3zpQ9Szy1HDeOaKy5ja/uF8IFCcCApHIWDylh6r9n/sX/9v5P8ZBbnbwaS08trVDJKlnSW4cdckObdrvZup++Qhalx3xnu2CXiSCvDG950haV8+JwuDoutm38kKghCyC3jPdDY32UALFTlR6uFpNFNUksD//wv6vjXW63qUhKCzWMnANAOfSuty81fjn8i+YyVgBGBEfI6iDzQ8Ja/nO+CpKShtr5ijf1w+prbsMGHk3ZNMU5LQkbX1sAu8d111z1x0M/yjfVE4Aq55QX6DwVrVrDujSwIp991hTZihTi+fU+r6vW52aRnsXs91GzJtcJqaOYp5W8nYVf9mQP0TKn5zfIPoscgkPzpcApQE1mj18cLCaL5jbeKuFHaEMCsAZSZCvC6MWj8dz65/Bt4rdYemopZifOdqaQUMvmbhQ+NYbWELAgCJp51HyF1vHWn1uPxScWOz9rPXBS8lLwZcKXyCt1X0nDHZP+naS7nLVcsG1l/YEAYxYKvoPkK4HwATGXCy47BarFZMHU/lMV+3zxanm6Fb4DG9hsoOwzK4i8TWWjgBVo7Gbm3pmam7DnsMxehruX3e38zFt71fzyAN+UJJRK+wHKYVU94aT20nD30rud/qNGSnl5BCfUwq3hGiuKowayTXXuATUrUbOoZrpNMSIAFxxbgJsX3SyrycyeT/Z6YH//Y1nHFBZ4SSyylTK0UEvZxNK+bnvFPKfVVucFiReAkvDT24YdHi+xl7hPHs+UwTOK2WTWbIM7IU9UHhKA1ZzDGYcVqU0yizNxMuek8/Pb29/GzL0znekGvNWR8j6A7KRDcMgeZmxH5Su0HPWXnlqKD3d/qLoeIKaH2XVpF25adBNm7Z+FF9a/UOm2sFUA1DowLbHKpxExkgfQXS1OXpyl5KfIHtqtY1pj14RdaBTRCP2b9sfee/fivi7yhMvsMFdUcBR6xPWQLT+adVT8LsywlbcsgJJY9sb+pChaCaP3AtsZ8ULOqGUvNjTW0HoVhfcx0xNOrN8pIJYtY4NTjCS0rgzuLGIsekJATeS6u07Y+02ryszUbVNxLu8c3tjyhnMeK/pYqzr/+/PWcklsqQUI8bD7UnuRCLHKz5tDcBiKAuaXSUKNF2zsuWF/o4KyAudxrm16rWqbtSyAlwsuY9mpZapGANZvkIcEoO+hDIwBiCcC7b4V96HEXoJlt2nXXpRupPUp6xXLZu2fhcigSNzb+V5Dx1P4ADKfz+adlS1jhVZFh108gX146vmPsMvsDjvuXSH/7mwyYKPodbZqnRTbBnaoQ0sk6HVqavtflbwKt7W7DWWOMryx9Q3ZsuNZx52/jdRZhVpD8c8YZd1Sln337sPFgotoHtUcgOi/w/pCHcs6hruX3o27Ot5VoYTNmpR/PW8MS0YERcjOpdGUQKx1UCtVjzt8HnzEXSJ6x+NFCu820CiikdeaBQAIqyv7KEXMG4E933aHXSZmKlLxRyuYQw3pWVxiL5GV7mPvWbYN/4z5B6uSV8n2IV23fBoVNdjngpqgO5p5VPaZvZf17g9efErCj+9rUvJS0CqmFQD5NZJdnO0aNeDa5fTRhbqYu2PJHcgpyZGlu5LQE4DeGIkh9CELYCDiZtjvcsFlp4VHehDxlg2jfJnwJd7f9X6FHG55CyCb/NMm2GSCTK3qgrdhj6dXu3batmkYtXgUCsoKVNdzV83B7rArzvfvSb9rrq8mDrWGk/iO2EjuODULVEq+6AeqVnbq58M/Ozs+T0SV1Wx1ij8ArooP5Tyy+hGUOkoVyXwri5EhLk/2xXZ67PfXS8jN+hdqBXm4Y3/a/gptZxT+/Oi9lLgbqhvcfLA3miSWiOv3FNDaO/tbe24tfjr0k/O7aX1HvSFsTwSg9Fv/d/t/8f3B753zj2e5Au2k6/O13q+hUUQjpQWw/Fzz2QB4UXY29yz+PeuKlFdzGeCHt0/nnJYJMC34Y0sijr8O2CwEbJ+w9txaV+YAkxXzbp3nXDY7cbZ4fLN6EIjkcqQWwKLnN/jQqoe8lkuUUIcEYDXjfP55DF0wFLf8eYtX98uLCEEQVB+ievnQ+GXs51BrqPf9iiAK33uX34sN5zYYtjgezTqKUzmnsOzUMlXh6y4J7oe7P8Stf96K1ckuK8aWC1s011ezUrDzskuyndO7L++WrWdkCJjtBK9pdA0AYOXplQDkOQ9f7/O6c3rh8YUAUKmckeM7jcfHgz92fubzD7LpVvQothWr/g42hw1PrnkSXx0Q68x6w3WB94fMKM7QXKZFRf1Z+fPjbbZe2Kq5rMhWJDvH/Lm8XHhZ9tlr5bl63A3cMF2eE1ADflhajefXP48Pd3/oFORqFlwTTHhxo7YF2hMBKN1bf56Q18Fl/fz4KFw+XQprbRvaYqhzfpuYNnjoioecn/dc3iO7H9V8Uvn2Hkg/YMgCyP/ekg8mf49KlYIA5XOLPQ77/aVKO2boB4HUDa2rmKfnA5hXlodev/WSBSkR3oUEYDVhy/ktEAQBm1PEYQgtR3MjqN1wvC/MCxteQO85vRWWO7YT4QUg+zm7JFv2eW7SXPSe0xsLji2ocLvV+M/G/yAhLQFPrn1SbgE0MORcWFZoaAgptTAVT655EuvOrgPgysWll2eNRe0YbBQwfx6PZLhKqBkZNmS3795AjK48m3cWM/fOxGtbXgMgBpeM6zBO4URemesIENNJsPn+3KHmW9b3976q9YI3pWzChpQNznQm3rAAHsk8gtwS15Aie50YcdIH4FHuuKpELa2TIAi4XHAZ1/x2DW7981bnfP5c8kLKU2d+T/lr9F+KeZ5UH5FcD+5feb/qcr0UOKyAZ5Owq6GVWogdAuajcLUsgADQt0lf57TZbMazPZ915hHUG7WQ4J9rNofNkA8gT2SwxigH87jREoAWk0X1WO6CQNSeyXpDwBJLTy3FrARjz1rCM0gAVhMe//dxrEpeJfOH8WZyZV6E/HNG9Af749gfsvmsz5faw0ii2FasyOcFiM7VlYV9y1QbilFrmxoRwRGqlif+vL6y+RVsSNmAp9fJS7wZFQ9qx2AFN+/s7KlIZvc1pv0Y5/TsxNlOvxupU1owYoHM6uANX73Huj2mOr9bfWWC2yUnlyjm2Rw2HMs6ppjPp4HwhgUwxBKiKar10qaw0dlRwVGKSE+J5bcvV50PuB9u97aFfG/qXgyeP9iZ3iYlPwV5pXk4nnVcUaVl7dm1snb6Oldm65jWaBndUjZPLe+dFpKA1Qou46PUWVhLr7sqFG3rtgWgHBJnffF4C5xWEAggF7mSWLq60dUA1FNl8c8i6ZkjvXSdyD7hsYuEWiSxBBvcwj+3WKGpJvTciTmtIBC1a+3Nvm86X2YJ30ECMADRupE3nd8kcyRmBY8nD2xVC6BGJCP/MKsX5sp6z2/Ddtgl9pIK5T3bfWk37vj7Dmf1BImjmUcxcvFIRVks9kEkS6JqcJjOiAXwWKZSnADyc945trPm9ulF6VhzZg3u+PsOnMw+qTgu76fHikkjKVCaRIi1f4PMQWgS2QRxYXGy5cPjh+ONvm849/Nsz2eRODERiRMTvRKZOrHLRMU8u8Ou2mY+yplF8ULDbW7EX7FzPe3fAVAOsbOwQ/E8bBS0nnO6nohUux/Ye4YfhtXCE3/dzOJMzEma4/y8+MRi3P737c4XPAl2KNDrOQA1WHrbUiROTHR+Ti1MdQYgVAaTyaSaL0+C/R0KbYUQBEGzPKRksZbOueQDy1rQeAsg70rAnk/WF09aXxqO/WD3B4rj8/eL9NwIs4j+g5cKLhnKAwiIASp3tLsD0/pP01xHK7gFcFlLzSazqouAXk4/QBSrvOBWSx7dKqYVxrQfg19v/hU7xu/AZ9d/huHxw7W/GFFhKAo4IFG3UPDCzZuJZY0KQFlBdG7IgrUOltpLDXdUOy/uRExIDDrEdsADqx4AAExcMREHJh5wrjNu6Tg4BAeeWvsUmkY2dc6vH1bfaV3USq6shQkmVaF4oUA+TBkZHOnWn01v+OV/+/7nnH5p40tYMHKBrK28BVASvwfSDuDJNU8626pFg/AG+PHGH53BK2vGrUGZvQyljlKEWcOqpEP/9eZfcc/ye5yfH179sGrQg66lVLDLUpnw39mdhSMuPA5v938bd/x9h9Fmo0lEE+fvzQ6Drhm7Bolpidh9eTd+PfKrosqGlpBVK/unx9qza3Fj/I1wCA7DDu96CXKlVE8s7DX+RcIXHrWvKmkV00pXoLO4uxb0xBB7PpJzk3HHkjtwPOs4nuv5HB684kEkpCY4l0vPGul50jSyqWYaIEn8NIlsotmWBuENFPP13Dw2pWzCHe1d17PUjrZ12yK1KBXn8s4ZqgQCiJHdb/V7S3cdNriNF4DS97aY1C2ARmoLW0wWlMF1/tUsgFfUu8I5HR4U7r2AJEIBWQCrEbwwqUgKBC00BSCXW4w9Ji/w2OSu+WX5hgTqhfwLeGj1QxizZIxsvgABlwouYeq2qTiZfVJzqIZ9eLBt42ucqmF32DFswTDFfD5RtlYCX7YTMirGpfqeer9dQloC7l95PyYsn+AcklEbImXp2bAnOsR2cH4OsgQhIiiiyqw53Rt0x9xb5wIQhZhWR85GUvLw58RTn7/UwlS0r9ses4aK/kI3xd/kdhv+ngKAdwa8g7jwOAxpOcTZmRvNY2kymXBXh7twbdNrneW29LCarRg4byAGzR8kexFoFimP9mSvf71E7nrR6IAy6OeeTvcoV/J9qWxV+Gs1KjhK8xy6y4vJ74u1LrPDnOHWcKcbySd7PgEAWVoo6b6WXnbrhoiBDHyVDMAl6NhsCPz3Yi2TbIoZLXirsNSO+Oh4AGKUsnMI2gvduRTRu+PiDkzdKnfXYVP3aPkAuhXmKvkI+W088WUkKgcJwGpEs8hmFRIdRtDaF/+gZS1rfIfNdmAlthJNkZOQmoDvEr+D3WHXrY7wwvoXsODYAty97G7ZQ5LNzs8+XFkRaUQcu6sZmpKXgq/2f2XIqqN3vLHtxzqnpc7bXXAHb3GqDkgvC2r5vli0HO95qy1/7bkTs9K90b9Jf/w58k+8PeBtdGug9EN0B2vdqMiQ5Kt9XsWXQ780lPjX5rAhuyQbOSU5OJJ5RHM9Ninv5wmfe9wmLXxVnq4imEwmmfDNK83Dx4M/xrLbluG+zvLE5HpCIz46XmGhSkx3DTWzvobsqIUakrVQujbDg8IV2/E+gHyqFvZeZ5ftvSxGMr9yzSuK497dUaw0M2v/LPmoS3k7pDyNuaW5Htf1NsLkNZM1Rz02pGxQGAak46u1gRXE/AuICUqroa8DkAgXJACrEWaTWV6LlxEdnlhL1N6etQQMfzPqJVvmRY1W5/Lk2ifx6d5PsTJ5pW47D2UcAiAKS63cfJWJDHX3pnnP8nvwRcIXqjU5efSGu1mfoCJbEbr+1FVxvm+MvxF/jJAH3EzrNw1fDPkCHWM74tPBn7ptg7/RSh3Ss2FP2eeB89Qd9KXOrbCsEF1/6qqoyOLut/72hm/F9UwmtK3bFiGWELza+1UAojWpf5P+7r8E5ENp7eq0M7SNGvyLwxPdn3BOS/WX2WFy9gVKcmuQYK/VFadXyJbd3fFuHLjvAL4f/j3eu/Y9DGo2yHAb1e5Rnyes1sAMM17v+7pifovoFoqAET2CLcEK8T1h+QQ8ueZJdP2pKyatcZVpdJcGSbK8S9emZMGTXkhL7aXOZdKzkh+tYN0eWCEvWSLrhNZRXNtd6nVxTrN5NaXnDOuTeirnlHh8L1nOFp9YLHvh5l+CooKjVPsQrShg3RJ1ZotCAHotBRHhFhKAAYhRSePNt3ejEcWs359e2oIyR5nmcskKdjjjsEwI8W1gv58vhjJPZZ/SXCYIgixHnASbNoV9sOlZANkhJ4mUPFcHP//W+fhg0AfoGNsRe+7Zg3Xj1iFxYiJua3cbBjYbiD9G/IEhLYe4/T7+RuvN/ZPBn+D74dpDvxJljjJkFmei95zeAJRCxF2gU+/GvRXzOtfrjI8GfYRvb/gWnw9Rt5zd2vpW2efs4mzndMOIhor1V9y+QjEPkHfaAPBED5fg6xTbSRZ9KfkQns9zWbP1ahGz55ZPwC0lt+7VqBdubn0zHrziQdlyvcTVvGUN8KMANJnRr0k/tI5prVimiOrVuRRO5ZxSLfGmZvFnh/ZNMOG7xO9ky9vUaQPAJQD5YKCev/Z0inj2GSUN0QJKQajmzrLrnl2yz6PajnJOf7znYyw6vghdf+rqdK1gXy52XNwhHt9L3fnrW+QivElkE3wz7Bvn5yWjxUh+Pv2TVkQvm1uQxwSTYhuyAFYdJACrGazoYJ2ZK/vQZsWWnrDky6hpUeoolQU6qGGCSVFajoX9TloPBaPRz1c3vFoxjy1dx6NVh/K6+depHlvvnG2/sF0xb9cl8YHfNLIpOtVzpRgJtgTrRpIGMvxvZDaZsfeevagbWhe9GvXC/vv2K6yBLCtPr8TSk0s1l+v91mq/r8QN8TegS70uCsvCra1vRZg1DK/2fhUJ9yY45/O5EZ++Up7+p1lUM3ww8AOndVGCF7n1w+pj14Rd+PXmX/HjjT9iSIsheKHnC/h++PfO4AI96zIr3Iptxbizw52q7WNTIQFAtwbdZGlqtErXfTr4U+eQJos300t5gvT7/nTjTwg2B+Phrg87lxkpTdciqgUA0WonPZvYgDE12NQrAgR8uvdT1fWk4Xl2f98mfitbhxWA7PODz2+4btw6PN79cSwetdg5T602shS5DwBvbn1TtizEGqIQyr7y97WYLOjbpK8zc4D0O62+Q17OT6sUnF5AnpoPoK9TEBEuSABWI/gbg/Vlqaw1UC+H3k+HfsLEFRMViZP1rF5l9jK3fngCBNkQjFZhdkD74WZ0CNjT4RF3QRc8et81qyQLvRvJrVNSJ1uT3nabRzeXfW5ftz2CLC5rh9lkxo83/ojEiYnYMX6HYvtVyat066V6y8IBAKPajMKMa2dg54SdiAyOlF0f/PBh1wZdndNS2pwbW92IuzreJVtPTUyFWkPRvUF3hAeFw2Qy4f4r7kevRr2cFiIpLZAarHArtBU6fSf5qhRseT5AHEJbO26tah5GiVta34IhLYeoDrf50wIIiEOie+7dg2eueka2fFQbl1VMerlkgypYcSYNYY5oMwI/DP8B7wx4Bz0a9MCsobOw7LZlzlyYOy4pr0OWXZd2YcfFHc4haPZ8/XDwB9X2A/J0RLzFLyYkBpN7THZaFyUSJyZi7i1zsW6cmHB+bPuxqkE63ep3Q69GvRT5N331u2k9oyKDI2VBOhazxeN7VC1y2BsJ3wljkACsxrBDi5UVgOxQCC8ApdJLc4/OlQkdvWjE8/nnDbWJfTjqra/1Vqg2TKuG1WTFyDYjDa0LyCMBjaDWdtkwDdfRzD8m1sWsqijdqkJKhBwRFIE5t8zRXE9NLOWW5urmb9SzDBi1GoxsMxImmDC+03jNdfjrv0/jPvjs+s8w99a5WD9uvaHjuEPyC9PLi8jDWopZtDr+e7uoX8P77t2HGQNmAAgsfyt34oEdUpeeQ5Ig/+6G72TCXRLLVpMVVze6GiPajMAvN/+CAU0HoEV0C/x25DfD7Xp49cNOP96YkBjNHIOsUGITh7tLNs3SpX4X2QjAS9e8hL337sXGOzdizdg12DlhJ3675TeEWEJwc+ubZdtWpA8wkmJF7xphAzzUhnPdYTEpfQBr2jMxkKEzXY3g34zY4AI2MlYPh+BQHeL57qDL90XLmvXJnk+wKWWT87PeEGp4ULihBxJr9dNbX6tkmZ4IZTmadRRt67Q1tK5RtFLQSBjJZK9n8aqONI9qjsSJidg+frtHHR8gptaICYnRXO4Ny8C0ftOwbtw61YTRd7S7A51iO+HuTncrlg1uPhhd6nXR7OA8CbwAPBdek3tMxviO4zGs5TD0a9JPJja0ElOrDYv/77r/wWq2Or9HIFmg3YmHppFNndGnr2wWI2el+85qtsry5W27uM05Xw215OUSD13xEL4YIs+XKL0gB5mDnGmGeFgx1KdJHwCin5xWAJtRgsxBqBtaF3HhcQrrtPTCFRkUiXs6q6T0ccOngz/F1Q2vxoCmA1St8oC+IGMDVLTyA0qoDXOrpY4hC2DVQQIwIDFmymetJe/vel+xXIo0ZOFLtEkkZSQ5p9XSDkiwdVClvFmqbTMwBAxA1weQRWs4i3W21iO9KB03xt/odr2bW93sdh0JWUoeFX/HyOBIxUNvWj9XFv5mkc3w7FXPGj5eTafQVojEtETN5XppUoxiMVtk1WxY3ur3FuaPmK8bNMGz/779mHvrXHwyWPteUOPWNvLAkw8GiVUg1FIOvd7ndTzU9SGEB4Xj48Ef4+thXyPhvgTc1vY2AMBDXR9SbANAUeWlTUwbhcUnoCyABiw/fGCZMwLXbMG1Ta91zpd88LS+3+Qek2UvhOvGrcOGOzfgl5t+wdNXPa0QWpLIDrYE44r6V+C13q/JlreMbonWdVw+eVfGXYkFIxZg0chFMjcIbyO9cG0bv82j61bCYrbghxt/wKyhsxAeFI5fbhLLBrLnzWiJPpNJ3wKolu/QITiUFUfcJN0nvEfg3P2EW/QsgGriaVDzQUhIS5DNKygrUB0yYofk2IesXtkrPY5kHsHRrKO666TkpcjytOkJQLUhQ0B88CbnJqsuiwyKlA1tN45sjAP3HcDuy7vx4KoHVbeJC49zlqfq+lNX1XUkWD9BNbFrMVmw+57dsDlsSM5JRlZJFno16oXb2t0Gm8MWUJ2vPzhw3wH8c+YfvLDBle5FKlvWNLKpYau2tL4/MJvMiuhfI7SOaY399+2HXbA7LaXSC8qhjEO4a6noX3hnhzsxrsM41X1M6z8NU/tN1ex0eUHVqV6ngI649HToTxAEWRJmtfOgFzz256g/FfMl0ayV+1P6re7seCe6x3XHtG3TMLrtaNUXRzYxe3WhR1wPJE5MREJqgtMNpn9T7fRJXet3deZYVBvOZXlnwDt4ZfMrCDIHOY0XsaGx6NqgKz7b95lzPaMlEYnKQxbAagYr3twlMraYLPj5pp9l8y4WXFSN3j2S4bKusMs98VFiWXduHdacXaO7ToPwBgoLoNYDREss6aWiubnVzfhm2DfoUq+L07HaZDIpSjWxsJF1RipJSKgJQEmYWs1WtK3bFr0a9XIuq+3iDxB/ixvib8Cj3R5VLoNJVlkGUEbZAsD7A99H9wbdMbnHZJ+101eYTWbVYfIu9bo4Iy5f6/OaypYuPPG5UrtGAyni0ogAZC3o5/PPO59VktCbfcNs2fqbz2+uUFsaRzZWnc/m9OsY2xFzbpmDcR3GyWoD1wR6xPXAv2P+xZqxazRfQABgyjVTnNMmk0lRzvDRbo8i3BqODwZ9gBFtRiBxYiL23rsXPwz/Aa/3eR2Dmw9G+7rtZXlO37v2Pa9/H0IdEoABiFYWBpPJJLOS/X3yb939mE1mXBl3pTPiDRBrPapZ2iKCXQ82VlSp+W1UBCnlAdvhpeSlKNLPeCoAtYq4A2LqiL5N+mLurXNljtVxYXGa27AdYnxMvOZ6PGrnlM37RmgzovUIxbwvh36JJbctwYrbVzjFECugJW5qdRN+vflXQ2lCaiOs28OjXZVCG3DldfM3RiJIR7cd7Zy+adFNzmeV9Nzo3bi3TASq+XoaoX5Yfbze53WMaT8GsaGxMJvMuLrh1agbWrdC+6uONIxoKMt7qEaX+i7r9x3t7kC/Jv1ky7OKs7Bjwg6F+83Vja7GuA7jnM/bIS2HOO9zLRcNwvuQGSIAsWsMhZ7NPSuzXrWMbqlbdksKkGCHWV/Z/Ipqwtz6ofWRWpiKmXtnyoQln3KiokjCj/Vb3HJhC25pfYvzs12wa3YCWvOTMpNU5wPqdV4B6PrksKLNkyEpNeuKt8RzTSc+Jh5b7t6CwxmHcU2jaygK0It8MOgDp3+hFvEx8UicmIjfjvyGd3e+ayh4yScYMEbyFsvM4kwA8hfE3o17Y1q/adh6YSueuvKpCjdHsny92fdNN2vWXswmM5bethTZJdnO6yZxYqLTfUYv2IbwPyQAAxCbRj68bRe34ZrG1zg/u3P6zS7JBgBc1/w6hFvDUWgrBODKHM9yMuckhvxhvNpEfHS8pu8dz9j2YxXJUCXYhKmCIIj52FS+vl6OQC2GtND+PlHBUTL/xqaRTVEvrJ7MYsB2KjfF34QVycoKEIVlhZoRzzTMa5zo4Gj0adzH382o1YzvOB7RwdF+E4BGhf9LvV7Ce7vkw4T8tre1uw23tbvNa20jtGkZ3RItIS/VlzgxEaX2Us3nPhEY0Kt2AKJlAQTk/nlaPnY3t7oZrWNa4/+u/j8A4lvz1ru34oErHsCdHe50VhSoDI92exRXxV0FQO4krCjZBOCV3q9oDiW8vf1t57RdsGs6bXuS4+qquKuwcORCDGg6QHOdR7o+Ivu88o6V+O1meW4wtlO5If4GRWQg4KpXrOZXSQKQqE6YTCaMaDMCLaJb+OX4wWZjYuGezvcoqrDwEc+E/yHxF/hQDxWAZOmUh3KXWmV6/+myOpISFrMFz/d83vl53tF5inXa1W2HlLwU/Hrzr1h/br0sMosnxBKCn276yfn5cMZhNItqhujgaFn0rNVkdQqhfk36YeuFrZr7FARBMwfUxpSNss98hK9E38Z98cl1n8ictdW4v8v92HphK7Zf3I4FIxaorsOK0ZiQGOycsNP5+ZrfrkGRrQiphalwCA7sTd2r2F7KWUYQhDaj2ozC6jOrMab9GMPb3NXxLtzV8S4czzoOi9mimz+SIAh1qIcKQI6UqCc9BrQFoJS6pCI80f0JTOoxSTbPXfQc/3bHDp2y4oz1t/t62NewO+w4nn0cY5eMVexz64Wt4voG0k71bdIX/5z5RzH/yrgr3Yo/QLR2fHvDt7rrsAKQt+Y1iWiCkzkn8fKml/HyppdVt/dl/i+CqClMHzAdb/Z9s0L3S7u67XzQIoKoHdAQcADSP7yZ5jK1oVBPk9ACkA138uIPcF++SG+4hg1+4IWTxWyRReR+PfRr5/TnCZ8rUn9o8UCXB/BCzxfwePfHZWWXPK35qwc7BMyfj5M52jVcJYwkwiYIgl6WCMIfkAAMQCw6ztCzE10pDm5tfSt2jN+BoS2HenyMbg26Yfnty7Hpzk2qy/NLlcOrLHwBeha2Pq/aMCjrr9M+1hV1W2QrQliQ0s9OjSvqX4H7r7gfk3tMliUB9mZiWz0L4GfXK4fHd9+zG6/3ed35Wa3kHkEQBEEEAjQEHIC0Cq7jdp16ofUw49oZlTqOnojTqrwh0SxK20rJIkUes5hNZvw16i8U2Ytk1sDCskK3dTM/HvwxhrUcJpvHDld7M/CCtSbyQnZw88E4cN8BmEwm0XexPD3FuA7jkF6UjiOZR7wSbEMQBEEQvoAEYADSLTQOH15Ow0eNmuKiUIqIoAgUlBXI1vnxxh992gYphyAAfH795xjUfJBzfrg1XLeCwG1tb3PmD1QbXgYgq5spIUBwO2yqliqimAmaqSoLIODKScafC63vTBAEQRCBAg0BByKCgOGFRfgjojsmdZ+EP279AxM6TQAgOj0fuO+AR1UqKoJ0PADo19SV3T0mJMatv87rfV/HktFLcOC+A3jwCvWau2rcGH8jHA79dC9qAu/+Lvc7p3NLcw0fzx1SiheAUroQBEEQNQsSgAFMjDkYT/R4As2jm+Pla15G4sRELBq5qErqd9YLq+cszeMuIIQnyByE+Jh4w+18ovsTAMRhZynh8wNXPIC99ypTq5zPP6+Yx6a3ubbptR61VY+0QlcdZBKABEEQRE2CejXC70QFRwEATuecxuGMwwCA3o16I8gchJiQGNlwtJrAM5lMPsk8L8AVxEECkCC0sdscSE/JR1yLKJjMvn9BJQii8pAFkPA7UtqYfan7nPOkhNCs+Hu9z+u6VQq8nXn+3s73OqfrhVKBcoLQYs1PR7Dg3d1IWHPO302p1giCgEunclCUX+rvphC1ABKAhN9pFdNKMU8tylirnJyv6NWoFxaOXIhtd2+rkmH3yrL5j+NY9sV+OByUfoaoWo7vugwA2P/vWT+3JLDIyyzGb29uR+L6FNl8wSHg4MbzyDgvT7d18UQ2Fr6/B3Pf3gmC8DW1QgCuXbsW/fv3R9u2bdGmTRt89pkrh9u+ffvQp08ftGzZEp07d8bq1av92FKJ2tWBd6nXRfb58e6Pq1r6PC33tObnI1jw3m7Y7cbrCPO0r9sekcH6qWmqmjOHMpCbXqSYv3/NOSQnZuDC8eyqbxRRaykpdJXuMVv0u5SLJ7Kx+OO9CuFTU9m76gyyLxdi49xjsvlJ2y9iw5yjCqF3cq/od1yYo28BtNsq/kwjCIlaIQB///13zJ49GydOnMA///yDd999FytXrkReXh5GjBiB6dOn48yZM5g1axbGjRuHS5cu+bvJ5QS+1SntbB62LjyB0mJbhfcRHhSON/q+AUAM6JjcY7JzmRQgclP8TejeoLtH+03aehGXT+ciJSmrwm0LNC4cz8bSz/bjl9e2yeazSadLiyr+WxCEHpkXC7B14QnZECUrbkwW/WfWvz8exvlj2Vj25QGftTGQyElV5kEFgEun1bMVuDt/gGht/frpDTixJ7VSbSOIWuHZ/u23rpqvrVu3xp133om1a9fi7Nmz6NWrF4YOFStpDBo0CAMHDsS8efPwzDPP+Ku51Yr57+wCAJQW2zB4QscK72ds+7EY215ZH3hSj0kVyqvHDoNWg9Fbw1w4ke2cTk/Jw/4153DNiNYIj3b5PzrstcuCTFQd897eCYdDQHZqIW5+ohsA4OzhTOdyixsBk5su5uzMyyjWXS9QObk3FVmXCtHzppaG3EK03DEsGoEy7s4fAKz+TkxPterbg2jb83rn/NIiGyzBZljcWGEDmdz0Imz78yS6D2mORq09G/EhPKf6XimVIC0tDTExMdi2bRv69+8vW9a7d28kJCT4p2HVmAsnctyv5CXKSuzYv+ac6jCohK3UlVC6JkUlmpkOYt5/dyFp2yX8890h2ZCQoxJD3jWVCyeycWBditfL89W2cn+SoElNdlmwWB1kNiBgqjMrvzmIHX+fwmUNCx4PW7rdXub6oGXpY59VnlxbRfml+Pa5jZg7rXr7Dm5ddBIn9qRi4ft7/N2UWkGtE4A7d+7E0qVLMX78eFy4cAENGzaULY+Li0NGRobqtiUlJcjNzZX9ESJZFwtU59ttDtmDzxvs+OsUNv9xHPP+u0tzHZkVrAb10bK3+/LvlXE+XyYA7bbKfeELx7Nw4XhgDptnXMhH9mX1YTU9/vxwLzbNO4azhzLdr2yQ47su4/sXN6ueq4KcEqyafTBgz6M3MTOixZ0PIE9RXimKC8rcrxgAsIIsk3ne5WYU4a9P9+H0gXTZ+gXZJTJ/3MI817A5K/RYMcmev7IS/apILNJ1XZF7I5C4fLrqDAlELROAf/zxB0aNGoWff/4ZrVq1gt1uV7xl2e12TdP+jBkzEBMT4/xr3ly7li4h8seM3fjhpc2wlRl/mLkj5aj4sNPzdROYoRdpev2co1j25QHZsuqGmoXFZDbJRHZlfABtpXb8+dE+/PnRPk2/zuQD6di59HSVW7/KSu2YO20nfntze4UDe7I1fLKMUFxQhtQzrs569XeHUJxfhmVfHMCphDSs+y3J+TtsnHsMJ3an4s+P9mntLmApK7W7tyIzz0iz1dWNWKzGuxRbmR3fv7gZ372wqVpErrNtZO+x3cuSkZKUheWcX+P6OUdlnzf/cRxz3tqOLQtPyIZ6l89ybcd2PZ4IQPa5EMhW6eKCMiRtv6j5bKkO2RZqErVCANrtdkyePBlvvvkmVq9ejREjRgAAYmNjkZ4uf2tLS0tDo0aNVPczZcoU5OTkOP/OnaOcVyxlpfIHluAQkHE+HyWFNqSf817Un5EhXfZhbS+3Bh7aeB7JB9KRejbPa23RQxAErzyMT+xJxdlDolVaUwAyFkC1HGLpKfk4lZCmmC8hnS/2NyzOV7fMLPvyAHYtPY3kRHVLua8oynV9r7KiCr5QVOLnWPDebvwxYzfOH5Nb9ew2ASu+SsThTRdwaLNYqSYnVds9IZApK7Xjl9e2YcF7+kNwbD8dFuXyP7VY5ddneko+Uo6qW0HZSFdbqfdeEH2F1ktWIXNdnjnouieSE+V9y6l9aci6VIiEf87KRHNMXJhz2sYco6y4YgIwkMX0qm8PYs2PR7D25yTV5Sql3gkfUitO9zPPPIOTJ09i586d6Nq1q3N+z549sXXrVtm6W7ZsQd++fVX3ExISgujoaNmfTwjgNzg9+NQF7DBsSaH3IlPNBgQga+WzlzlkD0VHFaVQ+Oe7Q5jz1o5KRUgX5ZVi1bcHseSz/XDYHapvyCazSXbui/KUwm3e9J1Y8VWiqu9SekoeZj+/EXtXnYGt1HVuSgptsJXaZedy17LTzum8jKoTORkX8nF6v6tD/e7/NuGLx9fii8fXYu0vRwwLbU8EuSAIWPr5fqz69iAAl6jTE9LZlwrdHsduc+DEnlQU5RlP9ptyNAs/vLQZJ/f5NvIz7UweinJLkXY2z7ClPCLGJQCjG4TJls2bvhN/fbIPuelFyvuAuZQdlXRbqArYl6xS5gUkNNJVKnPp5/ud0xHR2onpdy9Ldk5fZPyn7cz9p/XcMFtVngHMc8HbLjfeRMrIcHKv+nXsqQsBUTlq/NkuKirCV199hZ9++gmRkfJ8bhMmTMCaNWuwdu1aAMDy5cuRlJSEsWOV0ah+IQDN4Q6HgGVfHsCmeWLqh3rNXOeU7/RY0cXmCqssRhzNWfFpK7VXmehjOb47FdmXC3HusHu/s9Iim6ovFGsRKMovUx2aKy2yYdGHrrrJesIi7ZzS+rl5/nGUFdux7c+TMkuMlG7iy0nrnL/tziUuAVhV0caCIGDutJ3Y/Mdx1eVHtlw07JQPACVFNuxefho5afrDwXmZxThzMAMn9qTKLKOCzqVkMpuQebEAmRfUfWIBYN/qs1j17UHZb+aOf384jMKcUqz8+qDhbSpEBYYg2euAfQSw5yz7ciEuJ3O/EbOuLypfpKfkYcXXiTJ/PYm0s3kKS647WGFVVOBqb3hUsOp6dRtHeLR/ALAxz6mC7BLF8qL8UplYlu5LdlQkkAWgO3gLMuFbarwAPH36NBwOB3r37o34+Hjn35AhQ9CsWTPMnTsXkyZNQlxcHKZPn44lS5YgIsLzG7e2kH4uD8kH0sWISocge+LzFgNWABYXeM8C6OkQcGFuqbyT8lpL5JQW23Bk6wXF0Km7pK2CIODb5zbiuxc2KYaNWIryylQDPPgHvp4AlNYVBAHLvtiPRR/ukZ1PVnDu+8dV1UHNqigIok+PomP3MkaMdkYjnx0OAZvnHcOOv0/j19e3uzkwu39jV43N5sDiT/T9/k6UWz/UHPazLhVg6ef7cemU3BleTQz4BOZrlhj0JdWKQD/PDP2arWZs/P2Y5nZzp2tHr2ZeKMCvb2zD0R36+Vnzs4pxYF2KU3iu+CoRp/alYfHHSqE9/51dWPzxPo/Oq+xljBn25V98C3LEfQaFWAAAdRuFu993eZtPMRbe5bMSFesl/Ct3O8o4L4pb9tlr81AAXjqVgz/e3Y2LJ5UBGKVFNt2XGW9DFsCqpcaf7c6dO8PhcCA5OVn2t2bNGgDA8OHDkZSUhNTUVGzdulU2REwoYS1EorM4M7TKC0A7O5xYOQugvcyB0/vTUFJkkz0kbGV2JK5PQW75cOThLRewf8052QMxONQiDxrwkQJc/2sS1v6chOVfHZB1ClpRueeOZCI5MV0mGJd9IXckZ7/HucOZ2LHklNt2FHJijf1dpM7RbnMgOTEDF0/kyKyCWtYDNWtJekoe/pixCwve3W3IyllRBAPiyxpsgeAQsHv5aaQk6bRFAJK2y4VEaZFNdciWncWeFzsX0CQwF5S9zCETB2roBUosn5WIMwcz/JYGg72/9YKJSgptOHs4A4IgyM5NQbbru4eEB8m24QWv7NmhMwS89pcjyEktwr8/HNZt+6pvD2HTvGNOS7GUc5B/eWGFZ16m8XyE7Pdk7zH+npGifaX7vk5D9wIwcf15sQYw11bFdcl9PHtY9DnkRzxKCstULZ9q/D0zAanJuVj0gfKa+/3tHfh92g5cchOdW5hbivQUl593Wakdx3ddNvzcLy4ow6b5x2RiszoH61UXarwArE0IgiB7ay8uKEPWJe++vbHDX2UlcgHID42xy4o0AgqMsuPvU1g+KxHLvzwgGwLeueQ0Ns49hl9e3QZBELDulyRs/uM4si65Opvc9GJkXXR91nqwlBbbcPFkToUfPMd3i2/vF0/kyIJe1KxTDoeAv2cmYNkXB5DBvWHnZ5XI1pPYuuiEIcfwYs4CaGOG8grK9y3z9WOss3wgj8Tq2YcUeReP7bjs7GSP7fJd9RyjEb8n9qRix9+n8denCQCAk/tSZVYoQDyfoREuYZKSlIlvn9uILQtOuNYpPx77u7GiwcZbdJnLRU005WeVyNqhN8yVa9CvMju1EBt+P4rcjCKsn3MUv76+zStuFux1oScAy0rsWPK//Ujadkl+bpjrh73u1II89Czj549mYdO8YyjMLTU8FC1ZTZPLfUWtwerdG7s/rYCJrEsF2LnklMwPj92OtRzy14PkjytdPyHh6vUWGrSIQnT9UADiva0m+llRBSjPWU5akexYgCh457+zC79P3YG0c3lIO5unm4VB7/zmZ4rfUypRB4j3Y36WSzjbbQ788e4uzJu+0zkasHneMaz+7hBWfKW0Yqqxd9UZHFibIvt+Ri3QRMUhAViD2LLwBGY/t9FpAZn79k7MeWsHLp3Kwa5lp50PCyMkbbuI5bMOKByRWYFQVmyXW5dK7Jj79g78872YqZ4VgAVZYk6sitawPLzlAgCxFBobBHJs52XntFaU3r5/zuLPj1zDQNv/OokF7+1WPPg2zT+ORR/scR5Loji/DNv+POF8oz6XlIk/P9qrK66lCimAugWQPQ+8ZeTEHtd3qogYLS22yx747Pc8uPG8+KKgIRb0fMz4gvYslc09qIeRc3DheLY8N1t6EVZ+fRCLP9kn314QZJGGWxedBCDWUQbE32L2C5uwbfFJ2XeS5VksdWi2Sc2Pc8XXiVj8yT5nAIeeBdBksPzjxrnHcHDDeSz9/AAObTyPnLQir0Rl22yua4W3Rqn5WSb8e1Y25MiKa/ZZwVvJzFaT5rC6wyFg8Sf7cGBdCn55batbV+idS05h3W9MVKlJ2RYWm067JJb8bz92LUvG1oXii4GtzC4LQirOL3M+G1nRDABHtlzA3Ld3OAMeQsLU22Eym5wvUDyNWosBhhvmHEVeZrHTEij5StZvLvpeZ5YPAbPP4aL8Uud+V31zEPPf2aUpxIw+j9nnxbLP9+OnKVudKZFy0oqcQnHZF2IQTFL5cP35Y9my/UiCl0etXKcnQVJExSABGIAINjscNpPHgQv7y/1D1v6chHW/JjnfUhe+vwc7l5zGwvd3AxAfFjuX6g+VrfnpCE7vT8eRLRdl81kxUVYijxA9fzQLGecLcGznZTgcgmzZqYQ0/PnRXmyer+7I7w7W6sf6rLEl0NiOSC8VwqVTubh8OtfpU3T6QDqO776MpK3id92/Vi50Ns49ir2rzjqHSP7+NAEXjmdj5TfGHPLVHrLsb8uLhkuncpxWr4qmdMhIcYkhPmo1/Vw+cjVKcelZfXj/Ixa1IdSi/FJsmncM6SmVS7ujdQ5adIl1Tm9ZcEJ2jbAWCjY1R2mxdp5PANi9PBllxXbsXXlG9vLDdvI2mwM7mWho9jovKbQpLE9S1Yzju0QBqOvnxDVNS6hLQ+5sAnZJUOVmFOHAuhSPUqvYyuz4Y8Yu/POda5i1MFfuH7fgvd2K7TIvFMgtgGXqVr9S3nItaPttyi2KDlmaFbXrbNeyZBzedIFZR/yvZXljn2FakbbS0PC5I+J53r/mHPauOiNbR7queBGZnJjh9M0DgGCNdqQm56LNVXGK+SHhVnS7Xswxe/l0Ln5+ZSu+fGIdvn5mA47tEF8Om3WoC0BMSC0Igny0hRHu0ku/VgL0XUtPyz5riS627vC5I6JYO7RRTHkkC47JK4MgCLBqvORYgy2q89X8uvesPIOT+1Jx5lCGR8YLwji1ohZwdSN92V6kL2mMOinH0XiMcvmlUzkIjw5GdP0w5UKID6/Dmy8o5ksPhhN7Ljtv/NY9GsASZMYND3VR3RfvR8ILQDvz4GEfpkV5papv+Ac3nseg8R1UjwWIVSjWzzmGQXe3R9P2dZ3z2QdEMpNxn+3L2U7aSCSc3Samh+ETuPJRB1IeMz6VDZ/2RvM4KsMvrHWpmLO0nNybhtP7NyAsKthj5/8WnWNx9nAmUo5momGraBTmlmLjXLnz/bkjmU7h3KRdHfQe2arSCYszUpR5Hrf8cQJHd1zCgXUpuOnxrmjcNgZhkdqpMbRQu47iu9bD9fd1wvcvbnbOY4UYa61Zxvy+xfllMpHFa8F85nz/yUTp2jjLN5vGg71cMi8UoG7jCNXKOHabA3a7A4JD+9pkr/Njuy7hn+8O49o722muzyIJ4L8+TUBuWhFyUgvRY1gLRMWqW11YTu9PR+oZuVAvYK5vPUuRzDrK5rErYa2JyhRRBdz9U1xQhtCIIJWgJtf9UZBdAoddcD77VF8Oyn8QVnQ67A6n8JYJQDf5JKVrjw2Iklj3SxLCo4OdL1jR9UNVLXqhEerdrDXYjGEPdEZJYRm6Xd8cMQ3CsH/NObS8oh5ada+PnNQi7Fp62vkdpSF1k9mE9tc0QuKG82KQxsUC2T1SrBFRnXY2D6cS0nBybypufLQrYptE4Mg2+Qt+TlqRM68j6/Kh5npisZpRmFuKiyezZfOTD6TDEmQGVLaxBrmE4RePi9k37p3eV7UG8tHtl3C03F+3162tcM2trVS/F1FxSAAGMoLypkhPycfC9/fAGmLBYzMHYd1vSUg/m4fbX+xpeLfsQ0p6eF13b0cEqbydBYfJLxFZR1hilznosw+MwpxSj6oCSEhCZPHH+/DEF4Nx6VQO4uKjDeX++2nKFuc0L3rUsFjNqlYS3sigdWyjSUsV1g/IO03J0tKicyxy0oqQk1YkdpAa4i+mQZjmG3F8t/o4ezgTe1acQVF+mUykmi3isNv2xSed3zG6QRiatKuLca/0wpFtF9G0XR0061gXc9/eifysEtRvHmkoiXfWpUIIgoAzBzPQqFUMQiODZNHBK75KRL2mEbjr9d7l6xdg19LT6HlzPOo1idTaLQDlEHCbq+Jw46NXKNbbxYgyLWtlcYH8nPC+qZF1QlS3O7bLNSzvbmhKqyxi8oF0/PHOLpl1SBAEmUWSvdYka9ymecas5id2X0aH3o2QW35tHFiXggPrUjDi6e5o0bme7rZqlrWC7BLsWHIKTdvXRUwD9ZdNQP4Cc+lULhx2B3YtS0Y6E1ykdi3zIxw/v7IV49/qo3tf/TRFzNt63zv9EBUbqmpFFAQxCXMeY+U+fywbzTuJFmOjgS6Aa1ShYctonD2ciabt62DoA52x8P09yM8qweKPXS9OMXHhGgJQPgTc5soGKC2xo+fwlrAEmTHq2Sudy667p6Nz+uqb43H1zfGw2x0ozBFfqG2ldgSHWREVG4qm7evg7KFMbJhzVJaKhg8Ck2DdUn6ftgMPfXSt4iU2N6MIjVrHAFCOTBzadB6d+jV2fjYHmfHTy1sUIvxcUpYoAFUIClX2Mb+8tg1NO9Rxfm7UOgYmE5B+Ph+CQ4DDISA8Sn0YnagcJAADEc4skZNWhNQzuWjbMw5pZ8VOVXoblIY+tLLtq6EmaGyldlUByKsh3gLI3vxsx1aQUyIbnmU5uTcVyYnpGDS+A6xB6kMCgNih716ejLY94zRz/3ma8oCltMimmoqDn8cO2bFWTn4o0WRST1lSXFCG0iIbLp7KQbOOdWGxmGVWDinoIyQiCHc90RVlJXbYSh0oyiuFvcxRPlzv+n1DI4NUBWCf0a3RrldD7Pj7FEoKbU6XAEC09A57qDOWf3nAOYQDAPWbiuKrQYsoNGgR5Zx/42NdceF4NroNboaMC/k4suUiQiKsaNy2Dv75/hCG3NcJu5cny6xGCf+cw9ZFJxDbJAJ3v9FbYV1jr4+/ZyYgP6sEyYkZeHTmIOVJY+AtgJXxDeKd6lmR4HAImiltEte53AIKc0sRHGatUMk99hwA4osAew8YedHRQssHcP+ac24FoNqw+JFyl4jdy5Jxx3+0XzD5e/DojkvYvTxZNu9Auf9oUKgFDpsAu82hcPIvK7Ej5WgmmrSro9tWQPQZ69Svsap1uDi/TDFc+/fMBISEW1FWapedb36Ym0cSi9JLXLfrmiOybihuf7En1vx4WObj1v6ahs6h+RFPd8eS/4n+cPwLTL1mkeh1i3FrlsViVrXi9hjWAueOZMkSSQOQ1R/W47sXNinm/fv9YbTvJVbC4n0b1/92FFsWuoKl9mu8ZJ1OSENQqBWA8txquV+cP+pqc1hUEG5+opu75hNegARgQCM+OBZ/vBf5WeLQBztE5M3qFvYydT8rXtCwD4WyEpvsDZz11Vn3axI6XKNeUk/ynavXNBI9hrbAjr9PIaJOCK4Y2FS23t7V4kP8xJ5U1GuqnpsxT8OXjad+80h0u6451v58xDlv258nDW3LWiTYVAn8s0wrX92lkzlY/lWiMxI0vlt92XBGTrnlNDjUAmuQxdlBSQ/9fre3db693/R4V0TFhsre5l3fMQqhEUEY89LVSNp+EWUlYmcXFGpB+2sawhpkwYineyD9XD7SzuXBVupAl2ubqLa5YXw0GsaLjuhxLaMR19JV9ebhjwYCEIexpSoZgBjJCMCZykEvX6MkestK7LhwPBsh4VbUa6puCeQtDEY7ODX0rpcNvyWpvhAAkA3rerOqTUF2CWIauNKEyKxfJqimLNKL6FRNZ6PhQykIAg5vvoDYxhFuhacnaWlUy3yVN6Gs2C4O89ocqudxzY9HMGFqHwDi/fDQR9fi5L40rJ59SLae5FahFRWv9vIpHa/U5jpufnYJju++jLyMYnS7vhmsQRbVnHrSi59kwYqKDcWo567E0e2XEBYVjBZdYmEvcyBp20XENAhHi871YAkSX/QatJBXjNKyjnlK846xGP1cD2ycexw56UVOo4CaO4ZRpMtHEATn8zy6fiiadYzF4c0XDGUhCAq1IlTD79FI0IknqXmIykECMBDh/ZLKO8sLx7PRtH0d53zWAmE0gabgUK9Pq+WQzXce7AMgP6tEs0B6YU6pqt8MS352CTIvFjitBQoxwjQpJi5cYT0BgMi6IbKUL1pkpxahVff6mn46PIJDQNq5POz756zMysC2gRU4ehbYrEuFsjYmH0iX+TFKwzDBoeq3Y93G4WLUpE1Aiy6xsFjMiO9WH+ePZuHmJ7qipNCGS6dznUNcdRqGo8+oNqr7MplMCmtfRWnbMw5NOwzAhePZWP3dIUPlvPIyixXWDClCe/JX16tuw1+DQ+/vVMEW63OYC3hiiaobojm0y/L4F4Px1eT1ho/JC0D21tTQf7q+pz++vEUxz24Th/2btK8jswQmJ2Zg/W9HAYgvFkZpc1WcZikvIwSFWlBcUKaZGippu/g7mK1mmC1mtLu6ISxWsyyStbRc7Gz4/ahzXkRMsNOvkH0WXXtnO7ToXE+0rJc5EBxmQfKBdGxffArHdlx2BlZs+/Mkug5uJo92F8TrT3rusUOYJpMJHfu6hkStwRaMfu4q5+fxb/ZGYW4pYpvIX171htM9pUm7urjr9WsAiEEpbCk6LUY+3QPJB9NxYK16VL/kmycRUScE190jugjtX6sdCCaRdbEA8d3qOz/npBU6r/Gqqh5EGIMEYIByvM3tOBc2BPfnuMzoZovp/9u77/CmyrcP4N+spjPp3qUTWsoolELZm7KHiIgLQVBQBBVFAUEUfyK4Xgc40OJCwYWCgKBsBNm7lBYKLaWl0L2zn/ePkNOcJi0ttKRJ7s91eUlORp87OeN+5uElHbXvONEQddWujLtxjBPE2mPkjJd2KLpe2aBFej38nfW3yKq9ojzjtxpqNTou0aldDrPd00CDkj8AGPtcJzi6SPDwG91x7FbXcn0+fWb3bT/TeL2+uu4PKxQLwLSsQXezcKlj/JlYIsKT/9cXYOBaB0c+w+8iMTeb8F5wcnVAZGdfTP6fHJdP5XNjL09szzJ7B4Fze3PQ4z7zyalGrTUZEpB1rpAbi+TkJsGjb/aoM1FuSn7hMnj4OaOqTIWr54sa3CohFAjw6Js9oKxS48jmK8i6zdIsxhMhdFod75iua585vj0LPq3ckH9V3/3eqp0Xrqbo/4655DD3YglyL5bg+LYsPPPZAAgEAmSeLeBNfmro7cNk3o64llYzo9TNyxHlhQoERMrN3kmidhbb8/4obmkV4251Xnx/6Vv+jb+L0PZecJY5cOeL/zZkID4plDfZZ8qK3lzyYjzMIaqLn0mLoAACHN50xaRyYW6pI+NzgYO04fuezNuJm6ySNL0d14ppqKg1NacGjJNr2zMAIbGeCIn1RJ+JbVB0vRLr3jhc73sMdzTpNia8QQkgwG+B/fOT05i4sCscHMVcC2DXkWHwDHRFVBdfqBQapB3KQ3ZqEQquVWDg5Oap4BFTlAC2SAJkhwwCAF4tTSDkr51lfFFq6H0tT/1z1Wxr1cWjN5A4JgIAf1X+2hMYjMcAZp4paFBiM2xGB2jVOvy87CjEUhHXVaFfvoA/a9BBKoZCo771fM1nNPRWX7UljAjj4gL042miE/1vmwA2lruvaa0+IFKO8fO6oKpMBa1GBxd3KQQACnMrUFGsREWRAntv3R6r38PRiO5uvsscQL1jJVsCF3cpohJ8uQSwru71lP31JIAq/ni4wtwKXouGQCi4bfIXPzSUG/8lkgghdRJzScOAx2Kw+/ua7slRs+MgdRJj13epJhWJ8DhvdBkWhuzzRbh6voh7XuwgxIyP+yP9aB4EEODvZH7XpEAouNXC41Tvb+bqIUVFsZKXsNW31IXUWVzThVmr69TD3xmJY8KhrNRAo9Yi/egNXDpmvoWu5EYVZF5O+KdWuW9evf1SPYGt3dFtdDiqy9XY/uU5uHpKMfmtntzztVuO+j8SDamzhDdMIG5gMI7/ldmgbnTf0JpWapFYiHFzO+PH1+tPVmrrNSHKbHewZ6ALxr8Ur78rDGPQahl0Gh00Kh0qS5UIj/PGyb+v8sopFAngLG/8LHYACDdqEWuuCoyj6+0TwNoTUuRG561Rz8aZbUE03NHFwVGMGZ/0Axhwdm8ODv52CU5uEm6WtnElwHgVitKb1Vi39DAGPtqWm1AW2NodwTGe3Od26B+MDv2DGxMuaQKUALZAAqMqs3HiIwB/DMXhTTW3BTv591VecgUAfSe1MZkNe3Zvjtm/aTxjj7eIsEqLbxceQEWREmOe68Q7IdYeJGxgfLGSSEXwDHDhLsLG5SvOq+It9aJWauHgLDa7mK5xC6WDkxjR3fzMxtK6qx8u3pqx2XVkGLqNjjB5jdxMsmbssf/1QFW5Cr+tuP24J8MsTnOr6RvG+tS+AHkHu8E7WH9xi+4eAJFYYBP3wHR0vv0FSFmlMUkUDDLPFiCme02XmulknPrHqXkFuSBxbASyzhWg9GY1YnoEoO+kNji86TI8AlwQnejPJYAyHyeEttN3hz6woCtO7biKI3/WrInWcYB+HTa/cBkkUhH3+xoqJYaB8rUTQGN9Jrbmukrb9Q1C3wdbY88PafCPlKMopxKnd2WjokSJ3T9cgMRBP07TWGBrd268o0al45Jb4zXZAKBzUiu4yGtaj8PjfDB0ur71/os5e3mvrSuBOlVruMaDi7ph62dn4CJ3wJAn2vGWnGKMYdr7fUySCePjvs+DbdCuTxC3jh4ADHkiFkKREB0HhpisP1ebb5jMZKa3h78L2vcLwrlbx725u9ZMe68Pkl+qmdxg/L3U5h8h52a8mtO+XzCyzxfpJ3EpNAiO9qhzcenbETuI6hzi0FSc3G6fnNZOEkUiIQY8GoOivEq0aufJlVGr0eHUjquoKFIibnAI93pDpabzkFboPKQV8rPL8fNbR+v8+4ZVBCqKlNj1fc3464Ykq6T5UQLYwhm3CpzZfQ19J7XhHtdemd+4G6fzkFZok+gPxhj2/3QRYR29IXUWoyi3Esoqtck4uMyzhVi7+D+4ekh5y7cYd2Ft+ugU92+Jo6jOAcEDH2uLv9ekQKfRITxOX/N1MnPAZ58vQoxRq5eyUgNnNwm3jIUxQ1dPt9Hh6NA/mBukfCOrDM4yKbfYbuchrbgEMLS9t8nnAPqxO8ZjffzCZdx3OXp2HNd102lIK+7C2HVUOK5dKML1jFJEdvbBldMF0GkZygqqIfdxrjcBrI+he8UWCIQC9H6gNXcvVgAYOLktYrr7I+9yKTYYratnztnd13gJYO0Zg7dLkicu7AqhUIBJixN5y6t0H2fa4mg801QiFaHryHAuAYwfFsr9Lg5OYsR09+cqG/V1lQ59kp+wuLhLTS76hu6to7cWkjZOvAx3IzHg309aZ3Yi1P0vd6kzyalr0V1j7foEImU/f81QF3cpvINdea17xgQCgdlE6PG3e2H1c3shlorQvp9+Qpfx61w99GM/Oye1um0C2HN8pNmZrz3GRXIJ4JZVZ7gWKMM4O0dXCaas6IX0wzcgdREjIt6n3r9TH6mTGFFdLDO04k7UNUzGWO1lvQAgtrfpRDCRWIguw8Ju+3k+IW7oOiochdcqkDgmAr0mROGHJYe4nirfVm5wdZci82whN2QmIFLOVYCJZVEC2AIxo1kgxmNcgPpnURnGsxjXzjsOCOFaM4x99eI+3j1gAXBr0DVEwogwnNieZfIZAOAfKcfMT/pDp9VxYxYFQgFvkLaB8bICx7dl3lo+oG4ybycutmEzzA9cn/5BHyirNHUulA3oB4YHtnYHYwyh7b3w5fP7IBQLEBJbMz7H+AIUHO2ObqPCuQVlf3n7KG5mlaMguwJyH2ezy9GIm2i2nzWJGxQCBycxrl0oQvdxNRfxgCh3PL2qP0rzqyF2EEHqJMbGWzehN1BUqqHTMez+LhVuXo7wDuFfJMwtFmvg08qNlyDWtdxEj/v0CUR9i8p6+jvzHkd09uESwOhEfjf95GU9sW9dGnpPbNOowf2h7b14LY7m1F7eI7KzL475Z6LkRhVEEiH8I+TcLcHqYtwi7uIuRXC0B65dKILc1xlRXXzRvm8QMk7mc+PtpM5ijJ4T1+A4jEmkpq1cxseQm5f+34bWTuPbOAL676R1gi+0WsbrGTBmnMAY31958JRY7t8ucik6J7W6oxhsyYT5Cci7XIqoLr745hX95CBJHfdHvhu1j6WnPuyHz2fvAaBvaa99m0jjFkViWZQAtkCaen6W2t2uxmMwXD2laNXOq0HdFMaJm0QqwuCpsXBwEqOqTMmNMTKMTzO8xtDK5R8hQ7vegeg0KAQCgX5iikqhwaE/LkPqLOa6PGu32Dz+di/89cVZXlLLX6hYCJ2mpvs3Mt6HdxNyoP77qBpInSXcuJW6CAQCXu3eXPeM8W24DImpISZ3P2fczCrHttXneF1fvLLaYQII6AeaGy8YayAUCeHhX9OKNXByDM7tzeFadAKj3HHjcql+XJYZ9S0r01DxQ0MRPzTU7HMTXklA7qUStK61fFFQtAcGT2kLV09HkzXq3DwdMXJW4xMm31AZxr8Uj8pSlX7R22sVUFaq4Rchx+7vL/Aqes4yB4x5rhNEEiEefr17o/5O0rR2dd7lx+D+eV1wLa0YTMcQ0zOgQS1JDeXoKkHvB1pDUanmJYPGE6gcXSSI6RmAhOGhtz1uAWDKil74YckhXg+ELbWkNwVXDylvKae4QSE4sysbQdHmE+umJJIIMXlZT2SdLUBMjwDs/4k/DIla/1oOSgBboCuqum/9ZBj312FAMPo+qO8O1qp1gKBhyZE54Z28EdHJtKukbc9AaLW6Bg1adnAU87qnzREIBRg+swMUFWruFl4xPfyhVmqRcSIfNzLLUH5rTbwRT3dAeJyPyXgxjwBnk89tLsbLNzjUWsHeP0LOtWAYkj+BUMCbVVjX/TCJnlegK/o9FA1nmQOO/HkFl0/lI6Ke2cy3GwN4t/zCZfALl5lsFwgEiO5umtDerYAod+7fxrO4Wyf44ur5IlSXq+DTSgbv4Ppb+e6Wu58z3P2a77iKG2Ta4uMXJuPGN7Zq74le90c1+PNc5FI89FoiTu/MxvVLJfCLkN92XK+9GPdCZxzamIG+D/Fvt9n7gdbo/UDDbinYFNw8HdG+n35Sh8So1XbK8l51rnZA7j1KAFugfI3pbFAHRxFvRq7xxII7aWm6/+Uu3OKuPiHma2QiibDJW7EEAgGc3Bww9Z3eqCxRwqeVG3LSi5FxIp839s8w2DhxbAQOb9QnvSOe7nDb24Y1JeM106RO/JaJ9v2C4O7vDImDCFJnMVQKLdw8HfHfhktcC5aoCVtSbJlhcWaVQmt6X2YjUjPjl/wjZMi7XIbIuxjr1dIIRUKEdTA/ftVWxA0K4dYJNbdc0O24eTre04TGWgRFe+D+lxMsXQyehOFhUFVrENsrkJK/FoYSwBZIJioFak2E7TY6Av/+chEhsZ4IbedlduBuY/hHyDFqdhxU1RqLDHR2ljlwSWxga3fEDQzBtbQilBUo4B3iCt9bLTEJw8MQEecDoUjQrK0U5kikIvR/RF+Trj1rTSAQICTGdD0vldFkEGoBbJj4oaHcbce4bcNCkX44j+sqdHSVoPdE0wv+8JkdkXuxBBGdbScBtAfGa9b1ebD+ngNi3RxdJBj4GK3t1xIJmLnbQpAGKSsrg1wuR2lpKWQy066jO3X8xSU4VMm/P2pzLyFAmobxavyDp7Rtlq5DW6TTMWSdK4RaoZ+84xcug0qhRX5WGeS+zmZnhBLrplZpwbTM7MxUQppbc12/rQkdeYQ0odD2Xhj2VHuIJLbfjdeUhEIBb7FcQN/lG2ymlZXYhqacbEIIaTxKAFsgVvtmwMSqWOq2bIQQQkhD0SClFqiOJcwIIYQQQpoEJYAtEA3KJIQQQkhzogSwRaImQEIIIYQ0H0oAWyRKAAkhhBDSfCgBbIFoEgghhBBCmhMlgIQQQgghdoYSwBaIJoEQQgghpDlRAtgiURcwIYQQQpoPJYCEEEIIIXaGEsAWiCaBEEIIIaQ5UQJICCGEEGJnKAFskagFkBBCCCHNhxLAlohuBkwIIYSQZkQJYAtEy8AQQgghpDlRAkgIIYQQYmcoAWyRqAuYEEIIIc2HEsAWiJaBIYQQQkhzogSQEEIIIcTOUALYAlELICGEEEKaEyWAhBBCCCF2hhLAFoiWgSGEEEJIc6IEsEWiLmBCCCGENB9KAFsguhEIIYQQQpqT2NIFIHWTl1wCEwjRKnsHgIGWLg4hhBBCbAQlgC2QYRawk6IAsRe+t3BpCCGEEGJrqAuYEEIIIcTOUAJICCGEEGJnKAFsyRgtCEMIIYSQpkcJYItE04AJIYQQ0nwoASSEEEIIsTOUALZg1A5ICCGEkOZACWALxGglaEIIIYQ0I0oAWzSaBEIIIYSQpkcJICGEEEKInaEEsEWjFkBCCCGEND1KAAkhhBBC7AwlgC0ZNQASQgghpBlQAtgi0SxgQgghhDQfSgBbMAE1ARJCCCGkGYgtXQBiillRC+C5nFJsOp2L6b3D4StztHRxCCHknlCotWAM0DIGFwcRBEbrtyo1WpzIKkG4twv85fzz4pWCSmTcrECvKG84OYjudbHrpFBrcb1UATdHMTydHbA3PR8QAJ1D3HEhrxzVKi1CPJ0Q6eMKgUCAggolMgsq4SIVI8TTGa5SMfc5uSXV8HRxQGGlCgXlSkT4uMJFKsKRK0UI8XSGv8wRLtKa9IMxhqJKFVwdxZCKW853YusoAWyRWkbLH2OMd1IzuJxfgc1nriO/XInvD2UBAFbvu4weEV4YEuuHJ3qH3+uiEkJIkymtVuOVX89gW0oeACDazw0l1Sp8NKkzMvIr8OW+y8gsrOK9J8zLGTtf7I/iKhV6r9gFhVoHAFhxfwfEhbgjwtsVbV/bBq2Of34fFOOLQ5cLUanS8raP7BiAYHcniIQCiEVCiIUCiIQCyBzFmNg1BBKhEEVVKlQoNPB0dYDMUdLoOC/eKMeQ/9vXqPfMGRiFOYNaY8RH+3GzXMltXzgiBkmx/hiz8l+UKTS89ziIhRjVMQAbTuRw20I8nbB2WiKuFlXhseQj3HZ3Zwme7BMBjZZBrdVBrdOhT5QPerf2bnR8pH6UALZEDbgTiEarQ05JNRgDWnk6QyjUv0erYyhXqOHsIIbo1gnjTry+KQXfHMxs1Hv+u1yI/y4XwsNFgvs6B9/R321JCiqUSMktQ9/W3hAIBMgpqUbGzQoAQIy/2123eGYVVuLT3RnYdzEf10sV+PzRLhjW3r8pit5oSo0WpdVqeDo7QCgQcPuTsSqVBvnlShy5UoSkdv6QOzX+gmOsTKHGpZsVcHeSINzbxWxl4+KNchzPKsZbW1PRJdQDX0/pynvdZ3sysGLbBe7x6LhAvDw0GiGezndcrm8OXMHG07k4ebUEAPD11K4YEO1rUnYHkRCOkpbbWsEYw5ErRVBrGTqGyOtMEBhjUGsZdIzhRFYxOgTL4XYHyURdnw2NBgJJ3Z93LqcUSo0WXUI9ee8rU2ggcxSb3S/u1oc70vHhjotICPVAmLcLqlVaiIQCVCo1uF6qQGZhJaqMErK0G+UAgEmrD9X5mZmFVdh/MR9lCg2X/AHAK7+dBQBMTAg2Sf4AYOeFm2Y/b8uZ63X+rcUbU3iPxUIBkqd0Rb82PnW+x5zGJH+OEiEUah1ScstQWq3mJX8A8O+lQgTInUySPwBQaXTYXSvO7KJqHLhUiMzCSt72kio13t2extvmJBFRAtgMKAFs0WpOFocuF6J7hBcA4NXfz+KHw1d5rzyycBD2XSzAS7+c5m3vFOKOtdMTse7wVZzJKYVWp0O5QoOTV0swb2g0HuwagjPXSpFfroRGp4NKo4NayxqU/D3RKxxrDlzhHnvdavJ/4afTDUoAtTpmNkEtrVZj27nrCPZwhgBAt3BPiEVCZBVWYtnWVGxPuYFQL2esmdIVkT6uyC6qQp93dgMAEsM98cGDnRDk7gRA392y68JN9Gvjg0B3Rzg71Ozy1SotTl4tRpi3CwLdncAYw6bTuThzrRQFFUpsPJWr/75HtMUX+zJQUKHilTPK1xXdIzzhIBLBQSyEh7ME98UHwddNnxgyxvDe32k4eqUYYpEABzMK4eEsQfsgOTxdHLjPN5i59jiOvjoYPm7S23539dFodVBo9L+lSqPD7ydz8OGOdDAGqLQ6uErFcJSI4O3qgLfHd8CetHx8tPMi7zPmDY3GrAFR3GOFWoseb+9CabVa//yvZ3B80WB4uUqh1TFculmBnJIqyJ0kiAt2h1ikH15crlDjr7N5qFBq0C3cE+2D5ACA1OtlGP7Rft7fvLxsBC/x1Gh1GPXJv1Bq9BfTPWn5qFJpeV1HxskfAPx5Ohd/ns5F5vKRKK5U4eXfzuCf8zcAADP6RmD+8BgIBAJM+OwgjmUVY0isH4oqVXgxqQ3a+LkhcdlOk4v01K+Pol2gDKM6Bpr8vbYBMvwxq6dFuq0YY8gtVcDVQQy5Mz/BqqsClxTrB7FIgMRwLwS6O8HZQYS3/0rFuZwy3ut+ndkDCWGeJu9vrGvPzkb1mdOI/GsbRK4uJs9Xq7QY9cm/AIDPH41Ht3Av9Ht3N8qNkoi4EHfEBshQUqVCvzY+kDlJMKydP7evMMZw+EoRFGotov3dECB34t675cx1/G/L+Vv7pAAaLYNKq8OuW8nIsaxiHMsqrjeGpFg/tA+S46ej2cgpqQYATOsdjgldgvHIV4dRVFlzXnjv7zQ80CXE7Of8fOwa92+BAGC1csFXhsXw9q+n+kaAMQaNjkGr0///RFYxLuSVm3y2RsdwPLOo3gRw0+lczFl3EhE+Ltj1Yn+zrzn9WhJyS6tNjs3TS5Kw+8JNPP/TKSg1OpzLrdlfXkpqg/f+TodCpYVCzW/FTAj1QIVSgwt55SiuUpv8vTKFGspa7zF4OLEVHERCSEQCxLfyqDMucucEjNXeDe1LdXU1nnvuOWzfvh1arRYPPfQQVqxYAaHw9vNjysrKIJfLUVpaCplM1mRl2vPy/yGlLA6BufsRk74eADB83HsY2TEAE7oEY+rXR03e4+wg4tVYm8qgGF+zNVQHsRDp/xsOAMjIr4DMUYK0vHI8mnwYALB0bDtM7hEGADiWWYRXfjuDjPxKrJmSgCB3Zwz9UF/zlIgEUGv1u2Da/4ZBo2Vot2S7yd/bN28A+r6722T7gfkD0Wv5LpPtR18djCsFlZj4xX8mz51YPATxb/5jsl3uJOESnLt1aMEgLNhwBrvT8m/72rhgOU5fK+UeD27riwgfV0hEAkhEQkjFIgxv748wb9MLqMHPR7Mhd5ZgxvfHm6T8AJC5fCT375TcUoz8+N8Gv3fz7N7wdZOi27KdJs+5O0tQYuZiAAAjOwQgI78CSo0OVwoqTZ4/uXgIPFwcuMdh87dw/xYKAEPutmR0LN7487zJ+0VCgdlWmLuVsWwEKpQaXCmoxLZzeZCIBJg1IIprITyXUwqVVofZP56Eo0SIvm188FTfCF6yYs4/529g+V+pyMjXfxdTeobh9THtkFeqQPe3+d/tyI4B6N/GByu2paGgQmnu4xpsUIwvkqd0vavPAIDUmLYAgKAP3odsxAgYLjeGVj3jytuELsHYfzEfN8oaVvbFo2IRKHfE0z+c4G33dZNi9sAo7LtYwCX/dXmmfyQ+3ZPBPQ7xdEJ2UTX3+OzrSVxrqE7HMPWbo6hQavDjk4mQikXQaPWVk4Hv78XVoipE+7lhaDs/fLzrEh7t3grFVWquJU8sFECjY+gW7okfpidizb9XsCctH/9dLgSgP97O5ZRi+V8X8HT/SPSKMt/i9dGOi/i/Hel4tHsrLBoZi493XsSnezK4fcOc0mo14t74m3v83RPd0LeND9ou3oZqtRZCAbDp2d5cBc2YYSjQtnN5mLnW9PyyZkoCnvjmGDoGyzExIQSL/jiH9kEy9Gntgyk9wzDj++M4lV3Cvb5vGx/4uknx6/FreKZ/JIqrVFh3JJt7fmynQEzuEcprEW4OzXX9tiZ23wL44osvQqfTISMjA5WVlRg8eDBWrlyJOXPmWKxMZQr9xVFQ6zq15cx1XrfAj9MTcSCjAKt2Z/CSP3+ZI4I8nJBXquBqrAavjmgLBoZlW/ktGQDQK8oLEpEQYqEQO1L1rWxfPNYFSR/uw+X8SkztFYZn+kdhb3o+YgNqDphIH1cA+gu7wWsbU9Ax2B3FVSpewvrEN8d4f9OQ/AFA9KJtdX4n5pI/AGaTPwDo+taOOj/LXPIHgJf8LRrZFr+fzEFKLr9lJOWNoTh0uRCz153E2E6B8HVzhFKjw87UG7h4q3sYgMnF2ZiXiwMe7xmG09kl6BruiZn9ItH1rR3Iv9WlsiP1JpDKT7r3pN3ETzN6mP28lNxSvPzbGbPPiYQCSMVCbv/4aFIndApxx7vb07C5VhfTyA4B2HK2Ztu8X05j4Yi2cHMUc6009fGTSbmLd32vryv5A8D7++ZUKDXwcHHQJxJGdVdfNyl2v9SfqzyYS/4AmCR/Mkex2S6rmf0i8cqwaEz/9phJBWhsp0BsOXMdGqPPily41eQzPtl1CYC+NbV2l1ZGfiW+PpCJwW190S3cE2otg0Cgr4S0D5SjQ5Ac2cVVePI7/vHyzcFM7E67iaxa488A0/MDoE+YU3LLuIpZQ7ULvPsLoia/pvLDtFooNVruGL/01nCIRUJeS9+vx6/x3h/i6YSJXULw/j/pZj//zc3mf+Ob5UqTLtI5A6Pg4eIAsUgIiVCArefy8ECXYIyOC8QLQ9ogr1SBYA+nerubhUIBvn2iG2+boaX7xaQ2eG79KXi7OaDgVougl4sUieFe3G9i2F/cpGJIRELM6BeJGf0ieT0h7YPkWDs9sc4yAMCsAZEY1zkQoV76CqEhQS03sx8b5Na6Dny2JwO9orxRfav17eir+tZ8cwzfibmeiTZ+rlwlp1ql5coQ4e2KV4bFAAAcRPzGlFeGRePvFH1i/umeDIztFMh7/qNJneuMgzQtu04AKyoq8O233+Lq1asQi8WQy+VYsGAB3nzzTYsmgAKBaevj99O6YfW+y9h/sQAAEOTuhJ5R3ugZ5Y3h7QOwM/Um/m9HOhzEQqx7qjvCb7UWbThxDXN/rukWfrJvBAAgxl+GyWtqBt4eWzQY3nWcAGp3F0zoYr57VyIS8lrqxq06UG+cj3UPxTMDIvH21gvYdDrX5PnM5SMx7MN9Jl0e657sjoe+NB2Lc+mt4Yh69S+T7QOiffD84DYYW6s8rX1d8efs3jh5tQSz153kWk0+fzQew9oHYHqfCIz/9ABO3BoL9tXkBLhIxRjU1g/nlw7jfdb84THYcuY6Zv3Ib40A9K2BMicxLuSVo3OIu9mLzNFXBwMA9qbn48iVQqi1DCqNDrkl1fj7/A0uOTSnuJKfUL08LBpTe4bDQSyscwzouE5BvARwxf0dMDEhBCPOBnAx/Hk4AwPWfQCXIUPAmAf32QOifVFQocSZa6VcYvPRpE4Y2ykIn+y8aPaCvful/pCKhdDqGJQaLX4/mYPjWcVYcX9HBLo74fmfTsFJIkKEjwve2cZPlmb0jcAX+y7r//4vp/Dj1ARcfWIaqo4dwyvBnfFul4ew8uF4uEjFOL5oMCZ+8R/XYgbo94sPd1zET8eyed/jopFt8XjPMPydcgO9orxwNLMY21PysHRsO26ogHEr2Af/pEOp1mL+8Bh8NKkz0vLKuZbs+tRO/oztSL2pT/gboXby98HEOCzbmgonBxEifVyx51ar88qHO8PDxQE9I70wZ1BruDiI8Gj3UCzYcBZ9WutnoPq6OUIkBFr7uWHD8Ws4klmEnSezsP9cNuYmRTeqXLVpK2oqRMXrf0Jppz7c45ySaoR6uWDBBvMVl9WPdUFSO/142F6tvTH166NYOrYdxsQFIiW3DD8fy8b1UgWvhe/0kiR8uvsSCitVvGTylWExeLp/JO/zJ3Vrxf1bIhLe1ZhRQD9GDdAnQYW3ziPerg4Y0SEA287l8So2ro78y25jx2mLRUIu+TP+vHJF3RWr2uP13J0lvO5a46ExdekU4o5JXUOw/mhNa93nj3ZBya2K88WbFVwXtvF4vyOZRdy/B8X4IjZAxhtOk3qdX8km945ddwHv3bsXs2bNwrlz57htOTk5CAsLQ3V1NcTi+g+K5mpC3vz8e8hSxCMoZx+iL/4EAGh7IRWAvhtiy9nrSIzw5MaaGai1OlQptSbjgS7dLEfyv5mYNSASwR41J7pyhRqf7LqEHhFeGBDDH+R+Nw5fLsTzP53C9VIFt237830R4O6IQxmF+P5QFrpHePHGmGUVVuLfSwV49Xf9b7Hy4c4Y1VFfM9xx/gb+t+U8bpQpsenZXmjt58bF++nuDPx09Co+fqgzEsI8UfzLL7iaV4qxOQEAABcHEY4vHgJHiQgKtRZrD2Xhf1tSEerljF0v9uedfLOLqlCu0CC2VuuHWqtDpVIDd2cHNES1Sotxqw4g7UY5pvUOx+JRsXfwLeqdvVaK0StrWtO+mdoVH++8CG9XKab0DMPXBzN5F8E5A6MadOEuqVKh09KallBDd++uCzfw8Ts/wl1ZAf+qIjyeqm+xGT7uPQA1LTcGGfkVqFRq0DHYndvGGMPBjELsu5gPpVqHp/tHwu8uJ8wYKgIf7vkI0SXZvOd+iB6Cx1e/xe0XgL5VtKxag9gAmcnxoNMxlCnUDf4968MYw+ubUvDtf/rZ8H89p09y1h25iu9ubTP4YGIcxsfrK08KtRbJ/15Bbkk1dwGtVGq45K22zOUjwRhDSm4ZLt4sxyc7LyG/QokfpifyvntAn1xdullx2wkBtbtjAeDTHRfQ4aXH4a0oQ4YsEOHDBkA1dSZ+PXUdkkP/ojQnD78Hd8O7EzoiytcVf56+Dv/L59Br6zcQZl1BzrtfYvoB/XCGaX4qTPhiIQBAGh2NP2e/i//boa8czOwXibhgORZ/uQvjLu/H9zFJUIr1FdB3JnTExATz4+hqS8ktxVf7r2BKzzDEhdR8Dwq1Fkczi9DK05mXLDWX/RfzuZms4d4uuFJQiU8ficeIDgEmFcP7Ogfh/x7s1GR/e+OpHDy3/hQAYHx8EF5KioafzBE3yhTwkzlCqdFixEf7ebOW2wfJsCq0AgffWYX34x/CkQ8fNjvxy5yckmpkFVSi560uanPjeeNbuWPDM70AAA98fhBHM4vxZJ9wvDqy5lxoPHzD4JOHOmN0XKDJ9uZAXcB2ngCuW7cOX331FXburOmuU6vVcHBwQGFhITw9+WMQlEollMqamlRpaSlatWqF7OzsJt2Bvnnhc6hYWwTmHkTrjN8AACK5HC69e0FbXoHK//6DY9u2cO7cCeW79wAiEdwGDoAy/SK05eVw7dkDqpwcOASHQBISDKGbG5hSBYHUASJXV+gUCijOnYPYxwcCR0dIAgIhlDoAQiEEQiEgFAJCEQRCASAS1Wy7daEo/OILCOVyyJKSIPL0hEguBzQaqHJykPfGUoi8veAxaRJWn8jHv2evIj7MC/Me7gWhoyMEEon+P7EYApG+1swYA7RaMI0GlVUKZFwrRMfYUAhvk4DXplMocLFXbwBAyFdfIlsig7evBzy93fUx3FKt0gJgcGpArbc5mbsA15Z6vRQLlv8CkU6Hm07uUIkkUIkcoBbpy+6gUcFHUYIKsRNKpa44d6tlkul0+u9UqwXTaMHUKugqKiCSyQDGoMrOxtUpUwEAKdPmYdz0+wDG8M/Jqwib9ZBJOX6MHoxWSQPw2OB2UOflwal9ewgcHCAQCsHUakBc92xNTVERBEIhhDKZ/vUaDZhKBabTQeTq2qDvquLgf8iZPbvO5102/IlAPw/kLX0TjjHRkMbGQuzlBYegIAgcGpboGfZDQSP3O0CfUGt1DF6uUlSnpkKZng75mDEAgE2ncqHW6jAhIQSVR4+BaTRwjImGyJ3fGswYw/qDl/Hr+h1QR0WjpFqL6ioFvurjjjBVCWTDhkEgEunLqVZDq1QBahVEHh7c5zDGwKqroS0rg8S/ZkY502j0x/Kt11UeO4ZrM2ZC0qoVQr74HBJfXzC1GnnpmSibzP/9i6Vu+COyN6aer2ldX99mIA4EdgQAfLLnQ97r9wXFYUt4DwSX52P26d+47ZViR7ho9JXC1xOn4qxPFH7b/Cr3/NGVv6CNhyO6xQRwMTbkt9NWVEJXXgaRXA6Bo6N+H9NqoaushCItDc7x8dy5xvi7hk4H6HTc7879W6cDhMI6983ay2MxlQrHktfh3x1HkOIZgWyZLyrFjvj86QFoI1YgpUyHt1dtwZuHkgEAW5b/iDmd9dcWoUymPx8a/X6qzCxI/P0gdDIdH2qYVa3MzITIzQ1CFxfkVarx3YsrMP7CTqR6hOKtbpNRLTGtcDmpqzE67yQePL0F+wM7ok9uTetr+KZNEHt6QOjkpD9nKBRgjPG+A6bTganVKFi5CuobefB7+WWIvb2RV1KNxfNW4aUT6/FHRG9UjrofCx/uAalIyJ13q1VakzUPH3tnC1RZV5HqGQqxToN3fYvQ77ExEHs279g/g7KyMoSEhKCkpARyuenYR3tg1wng2rVrsWbNGuzaVTOOTKFQwMnJCUVFRfDw4M88ev311/HGG2/c62ISQgghpBlkZ2cjONj6ly27E3Y9BtDT0xMFBQW8bfn5+XBycjJbI1iwYAHmzp3LPdbpdCgqKoKXl1ezrFV1rxlqRE3dotnSUJy2wx5iBChOW2MPcbb0GBljKC8vR2DgvelybonsOgGMj49HWloaiouLuda+AwcOoFu3bmaXgZFKpZBK+RMl3N3d70VR7ymZTNYiD9imRnHaDnuIEaA4bY09xNmSY7TXrl+D2y92Z8P8/f0xbNgwLFy4EBqNBgUFBVi2bBmef/55SxeNEEIIIaTZ2HUCCADJycnIzc1FQEAAEhIS8NRTT2HcuHGWLhYhhBBCSLOx6y5gAPD29sbGjRstXYwWQSqVYsmSJSbd3LaG4rQd9hAjQHHaGnuI0x5itHZ2PQuYEEIIIcQe2X0XMCGEEEKIvaEEkBBCCCHEzlACSAghhBBiZygBJIQQQgixM5QAkrumUqmgUCgsXYxmpVAoUFFRYeliNLuUlBSsW7cOOp3O0kVpVlqtFhqNxtLFaHZ0bNoOOjZJU6MEkNyVlJQUTJo0CcOGDcP8+fORnp5u6SI1ubNnz2Ls2LEYNGgQZs+ejR9++MHSRWoWKSkpGDp0KK5du2b2Tji24vz585g8eTJGjBiBt99+G9nZ2ZYuUrOgY9N20LFJmoPt7kmk2aWnp2PMmDFISkrCokWLcOTIEZtbU/Hy5ct44IEHMGHCBLzzzjtwdnbGjz/+iBdeeMHSRWtSlZWVeP7557F06VLMmzfP0sVpNqmpqRg7diw6dOiARx55BBs3bsTHH39s6WI1OTo2bQcdm6S52P1C0OTO/fPPP7jvvvswc+ZMAEB5eTm2bt2KoqIiyGQyiMXWv3udPXsWgwcPxpNPPgkA6NKlC/777z8sW7YMTz/9ND777DMLl7BpqFQqaDQaDBo0iNuWmpoKjUYDNzc3hIWFWa5wTUStVmP16tV45ZVXMH36dABAYmIievfujTFjxqBPnz4WLmHToWOTjk1rYk/HZkti/WcBYjF5eXk4duwY9/jAgQPYu3cvBgwYgLi4OLRp0waLFi2yYAnvXl5eHlJTU7nHrq6uGDhwIBwdHfHmm29ixYoVeOWVVyxYwqYhFAohFouh1WoBAG+//Tb+/PNPlJaWIiIiAl27dsVrr71m4VLeHYlEAmdnZ3h6egLQjx2LiYnBkCFDoFarLVy6pkXHJh2b1sSejs2WhLqASaMZTkTPPPMMCgsLkZSUhNGjR+Pbb7/FH3/8gXXr1mHMmDE4evQo9u7da+HS3p2JEydCoVDg66+/5raJRCJ07doVjz76KFJTU1FWVmbBEjYNuVwOjUaDFStW4MSJE9i8eTN+/fVXbN26FU888QTOnj2Lw4cPW7qYd8wwqHzx4sUYP348AMDR0REAkJmZiZKSEksVrUnRsUnHprWxl2OzJaIEkDRYYWEhAP1JVq1WIyAgAP/++y9mzZqFmJgYrF69GrGxsYiNjcXgwYNRWFiItLQ0C5e6cTIyMvDuu+8iOTkZf/31Fzw8PDBhwgQcPHgQO3bs4F7n6OiIAQMGYO/evbyWFmthHOfWrVsBAB9//DGuXbuG999/H08//TQCAwMRGhqKgQMHoqCgABcuXLBwqRvPsM+KxWJoNBruwmJ8B0yZTIawsDBu259//oktW7bc+8LeBTo26di0NvZybLZklACS22KMQa1WY/z48Zg7dy4AfZO9Wq2GXC7H2LFjce3aNRw6dIh7j7u7O+Lj4+Hk5GSpYjdaSkoK+vbti5SUFOzYsQOTJ0/Gm2++ieHDh0MoFOKXX37hnXxCQkKQlJQEZ2dnC5a68WrHOWXKFCxYsAABAQEYMmQIDh06hJ07d3Kvl8vlSEhIsKrf0tw+a9yNJhAIoNVqkZmZiZycHISFhUEgECA5ORkvvPACYmJiLFn8BqNjk45NOjbJHWOENFDv3r2ZUChk06ZN47ap1WrGGGPr1q1jTz31FNu4cSNjjLHk5GQWFhbGLl26ZJGyNpZSqWSPPfYY++yzz7htp06dYoGBgWzJkiXs0KFDbNasWWzcuHHstddeYzk5OWzlypUsMDCQZWZmWrDkjVNfnAsWLGDp6ens/fffZ/369WPz589nV65cYStXrmTBwcFW81saM7fPajQa7t9ZWVmsU6dOjDHGvvvuO9amTRt2+vTpe17Ou0XHJh2b1sZejs2WjCaBkAb57rvvIBKJkJKSguHDh+Opp57C6tWrudmEXbp0wfHjx7Fo0SKsWrUKN27cwMaNGxEZGWnhkjeMg4MDxGIxXF1dAQBKpRJxcXHYs2cPRowYAQBYvnw5Nm/ejOXLl+PAgQMoKCjAli1bEBoaasmiN0p9cY4cORIAsGzZMnTr1g1LlixBeno6bty4gS1btljNb2lQ1z4rEomg1WohEokQEhICmUyGgQMHIicnB7/88gs6duxo6aI3Ch2bdGxay29pYC/HZotn6QyUWIeDBw+yb7/9ljHG2JkzZ1hwcDB78sknea+prKxkubm5LCMjgxUUFFiimHdEp9MxtVrNnn76afbaa69x21QqFWOMsbS0NObq6sq+/vpr7j3l5eWsrKzMEsW9Yw2N88svv+Teo1arWUVFhUXKe7dut88qFArGGGNr1qxhCQkJVtu6QMcmHZvWxl6OzZaOEkDSIFVVVay0tJR7fP78eZOD1tDlZK2OHz/OXFxc2Nq1a7ltSqWSMcbY+vXr2UMPPcRKS0uZTqezVBGbREPj1Gq1lipik2jIPssYY8XFxayoqOheF6/J0LFJx6a1sZdjs6WjBJDcMcNBO3PmTEsX5a4ZTqjfffcdi4qKYj///DNv+/79+9moUaOs/kJqL3HWxZb22frYUpz2ss/aS5x1saV91lrQGEByx9q2bYt//vkHXbp0gVQqxYcffmjpIt0xw/01J0yYgIqKCsyZMwelpaWYNm0aAP16VBqNBgqFghujY43sJc662NI+Wx9bitNe9ll7ibMutrTPWgsBY0aL7hByC2MMAoGgQa9NT0+HQCBA69atm7lU94ZGo8Hvv/+OGTNmcCejY8eOYevWrYiPj7d08ZqMvcRpjq3ts3WxxjjrO/fY0j5LcZpnjfustaIEkAAA0tLSsGnTJpSWlmLSpEmIjIy0qrWlGuL8+fNITk5Gbm4uHn74YcTExHAnGXMnqcuXLyM1NRUVFRXo2rUrIiIiLFHsRqM4G3/RacnsIc78/HxcvnwZiYmJAG4fl7XusxQnaUkoASRISUnBqFGjMGbMGJSVleH8+fOYNGkSxo4dazUnnNu5cOECRo8ejccffxxFRUVITU2Fr68vHnzwQW4pCeOTlE6n47pkrAnFaT5Oa2XrcRrK/uKLL+LmzZt49tlnb5s0WOM+S3Fa935qq2gMoJ1Tq9V49913sXjxYjzxxBMAgK1bt2Lu3Lm4cuUKZs2ahejoaAuX8u59//33mDZtGubPnw8AOHHiBDZt2oSPP/4YarUaY8eO5Z2crO3Ea0Bxmo/TWtl6nIayHzx4ENXV1Vi7di00Gg169eoFgUBgNmmwxn2W4qw7TmI5lADaOYFAgJs3b8LT0xOAfuzJiBEjkJycjPT0dGzfvp3rbrLGE5LB9evXIZVKAehrovHx8fD09IREIsG3334LX19f9OjRw8KlvHsUJ8VpbbZu3QqxWIxVq1ZhzZo1WLduHQDYXNJAcdpWnLbAeq/o5K7pdDqIxWJ06NABly5dQmFhIcRiMa5evQpnZ2cMHDgQK1euRHp6ulUnfwAwevRoHDt2jBtgDABhYWG4//774e/vj/379wPQfyfWjOKkOK1N586dMXr0aPTq1QvPPvssysvLsW7dOhw4cAAAuKTB2lGcthWnLbDuqzq5I9XV1QBqWvQSEhKwc+dOrqtpyJAh6NSpE15++WUMHToUycnJYPo1Iy1Z7EbJz8/H2bNnkZubi+rqaiQmJkIul2PLli3Iz8/nXhcTE4NBgwbh888/R0lJidUluhQnxWltcRrHWFFRgYCAAMyZMweAPnmYO3euTSQNFKdtxWmLqAvYzpSWlmLixIl46aWXMGTIEADAAw88AF9fX6SkpKCqqgorVqzAuHHjAABBQUG4efOmVTXZp6SkYMKECfDy8oJKpcKoUaPw8ssvY+zYsfjss8/g6OiIMWPGICgoCABw//33Y/369VZ3QqI4KU5ri9M4RrVajeHDh+OZZ56Br68vF0dcXBzmzp2LDz74AD///DPUajX69+9vtecgitP647RZTbuuNGnpbty4wVq3bs2io6PZ5s2bb/v69957jy1ZsoTpdDqruM1SZmYma9euHUtOTmaM6VfVnzRpEvvnn38YY4ytXr2aDRkyhC1cuJDt27ePMcbYF198wdq1a8cKCwstVu7GojgpTmuL01yMjzzyCNu2bZvZ158+fZrdd999bN68eayqqupeFvWuUJy2FactowTQzixZsoT17duXffrppywmJoZt2bKFMaa/8Xjt+0t++OGHLDIykqWkpFiiqHdk+/btbMmSJbxtjz/+OBs/fjz3+I8//mCzZ89mXl5ebNSoUSwoKIidPHny3hb0LlGcFKe1xVlXjA888ECd7zl79izLyclp5pI1LYrTtuK0ZdQFbEcUCgX8/f0xd+5cJCUloaKiAnPnzgUAjBgxgmuS12g0SE1Nxdq1a/Hrr78iNjbWksVuFBcXF7i5uQHQL3EjkUgwceJE/Pzzz9xrxo4di+HDh2PmzJnQaDTw9vZGYGCgpYp8RyhOitPa4rxdjOzW7FBm1KXdvn17i5T1blCcthWnLaME0I44Ojpi6NChkMvlcHJywowZMyASiXhJIABuZvDu3but7p6TvXr1Qq9evQDUTHLJyMiAi4sLgJqTUnV1tVUltrVRnBSntbldjIYKaEVFBZdYWCOK07bitGXWM3WMNInw8HBuzT+ZTIbp06fjqaeewty5c/HXX3/xXmttyV9tIpEIAHDx4kVuLTWBQIDk5GRMmzYNarXaqgbQ14XipDitjbkYASA5ORlTp061iRgBitPW4rQ11AJo5wxJoFgsxpQpU/D9998jKSnJ0sVqEoZWk7KyMvTv3x+A/oS0YsUK/Prrr5BIJJYtYBOhOClOa2MPMQIUp63FaWsoAbQjWq2Wq6kZP5bJZHj88cchkUgQGRlpwRLePeMYjVedl8vl2Lx5M3dC6tixo4VLencoTorT2thDjADFaWtx2rR7MNGE3ENqtZqpVCreNq1WyzQaDff4o48+Ykql0uS91rDMC2ONj3HVqlVMIBCw4OBgdvr06Xta1rtBcVKc1hanPcTIGMVpa3HaK0oAbci5c+fYuHHjWP/+/dmiRYvY7t27TV7z7LPPsnbt2vEOYGvSmBiNT1xLly5l586du4clvTsUZw2K0zritIcYGaM4jdlCnPZMwBiNzLQFFy9exMiRI/HMM88gNDQUP/30ExhjSEhIwLx58wAAL7zwAk6cOIGdO3dCLBZDp9NZ1S2k7iRGjUYDsVhsVTcgpzgpTmuL0x5iBChOW4vT7t3zlJM0i2+++YYtXLiQe5yfn8++/PJLNnr0aLZ06VLGGGOfffYZ11RvjS2A9hAjYxQnxWl9cdpDjIxRnLYWp72jSSA24tq1azh9+jT32NvbGw8++CCkUik2bNiADRs2YObMmQBMJ4NYC3uIEaA4KU7ri9MeYgQoTluL095ZT/8fMUun0wEAHn74YYhEIvz999/cc25ubhg1ahQ6deqEnTt3ctut7WC1hxgBihOgOK0tTnuIEaA4AduKk+hRAmiliouLAehXYNdqtZDL5QgLC8P27duRmprKvc7DwwOPPPIINmzYgCNHjliquHfEHmIEKE6K0/ritIcYAYrT1uIkfJQAWiGFQoFHHnkES5cuBaCvgXl6emL69OlISUnBmjVrcPLkSe71UVFRGD58OORyuaWK3Gj2ECNAcVKc1henPcQIUJy2Ficxw9KDEEnjqdVq1r17d9aqVSs2f/583nPHjx9no0aNYtOmTeMG6X7++ecsPDycZWdnW6jEjWcPMTJGcTJGcVpbnPYQI2MUJ2O2FScxRQmgFfr0009ZYmIi27lzJ+vatSt79dVXec9fuHCBLV++nLVv35716dOHtWnThp08edIyhb1D9hAjYxSnAcVpPewhRsYoTgNbiZOYogTQymi1WrZp0ya2fv16plar2datW1l8fDxvyr6BUqlkubm5rKioyAIlvXP2ECNjFCfFaX1x2kOMjFGcthYnMY8SQCtUVlbGCgsLGWOMqVQq9vfff5sctLVv32Nt7CFGxihOitP62EOMjFGcthYnMUUJoA1Qq9XcQbt48WJLF6dZ2EOMjFGctsYe4rSHGBmjOInt+X/+JLuDPSrXGAAAAABJRU5ErkJggg==' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7ef7eb57182a41b9888f7a13fcd94ba8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0e296516bfe54d25886571e28d885f7b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cbd5ba7e5e8e4e549234a6a90f7736f6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "19870f79e2c04fcbbca800c4dee49d2e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": "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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACYnUlEQVR4nO3dd5wTdf4/8Nck2c4Wlg677NKbgFKkSZEiNop3oh54iv3E7n39KepZ0LOeZz8V9bBTrBwKigIiUqXXpZdlqbvL9pYyvz+ymcwkMym7KZPk9bwHZzIzmflMNjN55/1pgiiKIoiIiIgoZhjCXQAiIiIiCi0GgEREREQxhgEgERERUYxhAEhEREQUYxgAEhEREcUYBoBEREREMYYBIBEREVGMYQBIREREFGMYABIRERHFGAaARERERDGGASARERFRjGEASERERBRjGAASERERxRgGgEREREQxhgEgERERUYxhAEhEREQUYxgAEhEREcUYBoBEREREMYYBIBEREVGMYQBIREREFGMYABIRERHFGAaARERERDGGASARERFRjGEASERERBRjGADq2PTp0/HCCy+4LZ83bx5GjRoFANiyZQvGjRuHrl27Ijc3F48//jhsNluISxpZpk+fjvj4eOzYscNt3ahRozBv3jyYzWbMmjULvXv3RnZ2NoYPH46tW7eGvrARpLS0FI8++ih69uyJ3NxctGrVCoMHD0ZVVRVEUcQ777yD/v37o0OHDsjOzsbYsWOxcuVKxT74efYd7w/BwftDcPD+oD8MACPcF198gVmzZmHfvn3YsGEDvv/+e8yePTvcxdK9tm3b4tZbb9W8eezbtw8lJSVYt24d8vPzcf3112PChAkwm80hLmlkOHPmDIYMGYLExESsXbsWR44cwalTp/Dyyy/DaDRi+vTpWLBgAebNm4fDhw/j2LFjeOyxx3DjjTfi66+/lvbDz3Ng8f1sGN4fAov3B50SSbduvPFG8fnnn3dbPnfuXHHkyJGqr3n99dfFKVOmBLlkke3GG28UZ82aJZ533nni66+/rlg3cuRIce7cuaqva9q0qbhr165QFDHiTJw4UXzuuedU13333XdimzZtxPLycrd1y5cvFzMzM1XXiSI/z57w/hAcvD8EHu8P+mQKdwAaDqIootpsDcuxk+KMEAQhaPs/e/Ys0tPTg7Z/T0RRRLWlOizHTjIl+fW+xsXF4YMPPsD48eNx1VVXITs72+P2VVVVqKqqCvl7K4oiLHXhqeIwxRt8ek+PHj2KFStWYP78+arrP/vsM9x7771o0qSJ27qLL74YWVlZ+Omnn/DnP//ZbX04Ps+iKEI0h+c9F+J8e88bKtz3B5stPPcHgyF67w96/y6LtvtDNInJALDabEXPJ34Ky7F3zxqP5PjgvO2HDh3C7Nmz8e233wZl/95UW6ox6ItBYTn2+qnrkRyX7NdrBg0ahJtuugkzZszAokWLPG77+OOPY9SoUWjXrl1jiuk3S50Ns+9b6X3DILj99ZGISzB63W7Tpk3o06cPEhMTVdfv2bMH06dP13x9165dceDAAbfl4fo8i2YbTjyxJqTHdGg7ayiEeO/veUOE+/5gs1Xj15W9w3LsUSN3wGiMvvtDJHyXRdv9IZqwDaDOvfjii8jNzVX8u+eee9y2+/XXXzFy5Eg888wzGDp0aBhKGpmeffZZ7Ny5EwsWLFBdX11djZtvvhkrV67Ep59+GuLSRYba2lpYrdpZCIvF4jFTYDAYYDIpv0j4efYN7w/BxftD4/H+oF8xmQFMijNi96zxYTu2Px5++GE88sgjimXz5s3Du+++Kz3/5z//iffeew+fffYZRo4cGZByNkSSKQnrp64P27EbIiUlBe+99x5uvPFGXHLJJYp1Bw8exMSJEzF06FCsXr1a8xdsMJniDbj99fD8TU3xvv0+7NSpE/Ly8mC1WmE0un++O3fujJ07d+Lyyy9XfX1eXh5uuOEG6Xm4P89CnAFtZ4XnS0WI8+83eSTdHwyGJIwa6d6zNlTHbgi93x8i4bss2u4P0SQmA0BBEIJWDRtq//rXv/DNN99g48aNaNmyZVjLIgiC39WwenDJJZdg/PjxeOihh2Aw2L+Az507h9GjR+Pxxx/HbbfdFrayCYLgUzVsOA0YMADNmzfHe++9hxkzZritnzp1Kh5++GHcc889SEpSfhH/8ssvOHPmDMaOHQtAH59nQRCCVg0banp4Px0EQfC7GlYP9H5/0Pt3WbTdH6KJvj855NW///1vfPvtt7wYGunf//43evXqJVU1fPnll+jZs2dYb+6RwmAwYM6cObjqqquQlJSEadOmIT4+HhaLBUuWLMFVV12Fb775BldddRXee+895OTkQBRF/Pzzz7j99tvx4YcfIiEhAQA/z4HG9zMweH9oON4f9IsBYASrqqrCyZMnMWXKFOmXKQAkJCRg7969YSxZ5MnMzMTrr7+Oa6+9FgBw4MABrF69Grm5uYrtHn74Ydx5551hKKG+XXTRRVixYgWefvppPPHEE1JVz5AhQ3DJJZdg/vz5eO2113DFFVegoqICoiiid+/emD9/PgYNsncc4uc5sPh+Bg7vD43D+4M+CaIoiuEuBBERERGFDnsBExEREcUYBoBEREREMYYBIBEREVGMYQBIREREFGMYABIRERHFGAaARERERDGGASARERFRjGEASERERBRjGAASERERxRgGgBGgtLQUjz76KHr27Inc3Fy0atUKgwcPRlVVFURRxDvvvIP+/fujQ4cOyM7OxtixY7Fy5cpwF1vX9u/fj+uvvx4dO3ZEbm4uunTpgpkzZ6KyshIAYDabMWvWLPTu3RvZ2dkYPnw4tm7dGt5CE6ng/SHweH+gWMAAUOfOnDmDIUOGIDExEWvXrsWRI0dw6tQpvPzyyzAajZg+fToWLFiAefPm4fDhwzh27Bgee+wx3Hjjjfj666/DXXxd2rJlC4YPH46RI0ciLy8PR44cwYYNG1BeXo4xY8agtrYW+/btQ0lJCdatW4f8/Hxcf/31mDBhAsxmc7iLTyTh/SHweH+gmCGSrk2cOFF87rnnVNd99913Yps2bcTy8nK3dcuXLxczMzNV18W6Cy64QHzllVdU140YMUL85z//qbquadOm4q5du4JZNCK/8P4QeLw/UKyIzQygKAJ1leH5J4o+F/Po0aNYsWIFHnjgAdX1n332Ge699140adLEbd3FF1+MrKws/PTTTw1+m/wliiJsVVVh+Sf6+L7u2rULBw4cwN133626/v7778fcuXPdlldVVaGqqgrp6emNeo/8JYoizDU1Yfnn63sKAB999JFUHda1a1dUVlZCEAScOnVK2mbdunXIzc2Vnufm5uKDDz7A8OHD0axZM0ycOBFnzpzBLbfcgpycHOTk5Kj+LYJNFEXU1dWF5Z8/73kk3h8qrdaw/IvW+0OkfJdF0/0hmpjCXYCwMFcBz7UNz7EfPQHEp/i06aZNm9CnTx8kJiaqrt+zZw+mT5+u+fquXbviwIEDDSllg4jV1djbr3/IjifXbfMmCMnJXrfbs2cPunXrhvj4eNX1Wu/Z448/jlGjRqFdu3aNLqs/LLW1eOPGq0N6TId7P/4KcRqfPbmDBw/iwQcfRF5eHlq2bInDhw9rvr+uFixYgB9//BEGgwHjxo1Dv3798NJLL+HDDz/EsmXLMHnyZEycOBEpKb5dM4FgNpvx3HPPhex4co8++qjP712k3R+qbDZ0+m1HyI4nd3BEb6QYjV63i7T7QyR8l0Xb/SGaxGYGMELU1tbCarVqrrdYLBAEQXO9wWCAyRSbMb4Wf9+z6upq3HzzzVi5ciU+/fTTUBQx4phMJtTV1WHz5s0AgA4dOiAuLs6n1951111ISUlBUlISrr32WmRmZmLq1KkAgDFjxiA+Ph4HDx4MWtkjGe8Pgcf7Q+Dx/qBfsXn1xyXbf72E69g+6tSpE/Ly8mC1WmFU+fXauXNn7Ny5E5dffrnq6/Py8nDDDTc0uKj+EpKS0G3zppAdz/XYvujcuTP27dsHs9msehPKy8tD9+7dAdh/uU6cOBFDhw7F6tWrNTMtwWRKSMC9H38V8uM6ju2LnJwcfP3113j00Ufx8MMP4+mnn8bkyZN9em2rVq2kx6mpqWjbVpnNSE1NRVVVlc9lDoS4uDg8+uijIT2m/Ni+irT7Q7LBgIMjeofseK7H9kWk3R8i4bss2u4PUSV8zQ/JG6vVKnbu3Fl8++23Vdd//vnnYlZWllhVVeW27ueffxZbt24t1tTUBLuYEcVqtYrdunUT33jjDdX1F110kfjaa6+JxcXFYvv27cXZs2eHuISR7bfffhMzMzPFdevWiampqeL+/fuldT/88IOYk5MjPc/JyRHXrl0rPZ8zZ444fvx4xf5ctyEn3h8Cj/eH4OL9QV+ipgpYFEV88sknGDx4sGL5li1bMHjwYOTk5KBnz55YunSpYv1rr72Gzp07o127dpg8eTIKCwtDWWyPDAYD5syZgyeffBJz5sxBXV0dAHs1xaJFi3DVVVdh0KBBuOqqq3D06FEA9vdh6dKluPXWW/Hhhx8iwccsTqxwvKfPPPMMPv30U1gsFgBAYWEh7rjjDphMJtx111348ssv0bNnT9x2221hLrH+HTt2DHv37gUADBw4EC1btkR5eTkGDBiAb7/9FoD9M/vuu++Gs5hRh/eHwOP9IfB4f9CvqAgAf/zxR/Tp0wdPP/00SkpKpOXl5eWYMGECnn32WRw9ehTvvPMOrrnmGqnn0YIFC/DJJ59gw4YNOHbsGNq0aYPbb789TGeh7qKLLsKKFSuwePFidOrUCbm5uejcuTO++OILGAwGzJ8/H+PGjcMVV1yB3Nxc5Obm4o033sD8+fM1q35i3ZAhQ7B8+XJ899130kCvI0aMQNu2bbFkyRKYTCYcOHAAq1evlt5Tx7933nkn3MXXnfLyckyaNAnt2rXDBRdcgKlTp2Ls2LF4++238e2332LUqFGYOHEiRowYEe6iRh3eHwKP94fA4v1BvwRR9KMvt0599dVXSEhIQGpqKv72t78hLy8PADB79mwsWbJE+pUBABMnTsSYMWNw3333YejQoXj44YcxadIkAPZfeW3atMHp06eRmZkZlnMhIiIiCraoyABeffXVmDBhgtvytWvXYtiwYYplgwYNwtatW2GxWLBx40bF+ubNmyM3Nxc7doRnqAIiIiKiUIjqXsAnTpzA6NGjFctatmyJ9evX4+zZs7BarWjevLnb+qKiItX91dbWora2Vnpus9lQXFyMZs2aeRw6gIiIiPRDFEWUl5ejbdu2MPjYSzzaRHUAaFUZAd5qtUIQBGn8LFEUFcGbY72a559/Hk8//XTwCkxEREQhk5+fj6ysrHAXIyyiOgDMzMx069V79uxZtG7dGk2bNoUoijh37pyivZ9jvZqZM2fiwQcflJ6Xlpaiffv2yM/PR1paWsDKvXPFz1jx8Ww0z8rBX579V8D2S0REREBZWRmys7ORmpoa7qKETVQHgP3798eaNWsUQdvq1atx3XXXISUlBd26dcOaNWtw5ZVXAgBOnjyJ06dPo2/fvqr7S0hIUB02IS0tLaABYJOUFCTGxaFVdvuA7peIiIicYrn5VlRXfE+bNg3Lli3D8uXLAQCLFy9GXl4epkyZAgC4/fbbpaFj6urqMHPmTNx2221I9mFO2WCKgo7ZREREpGNRnQHMysrCvHnzMGPGDBQXF6Nz585YtGiRNHH0fffdh4KCAnTt2hUmkwmTJk3CCy+8EOZSO8XwDxMiIiIKoqgYBzBcysrKkJ6ejtLS0oBW1W77eTF++eA/6DxwMCb93+MB2y8REREF7/s7kkR1FXCkcobkTAESERFR4DEA1LFYbpxKREREwcMAUI9YK09ERERBxABQz5gAJCIioiBgAKhDIpgBJCIiouBhAKhH9VXAAlOAREREFAQMAPWMnUCIiIgoCBgA6hD7gBAREVEwMQDUpfoIkBlAIiIiCgIGgDrG8I+IiIiCgQGgHrEOmIiIiIKIAaCesQqYiIiIgoABoA4xAUgUm/LzP8KataNx6NDr4S4KEUU5BoC6VD8OIDOARDHFbC5FdfVR1JmLw10UIopyDACJiIiIYgwDQB0SWQdMFON4DyCi4GIAqEciq4CJYhKveSIKEQaAesYvAyIiIgoCBoA6xMofoljHuwARBRcDQB1j/o8o1vCqJ6LQYACoR+wEQkREREHEAFCHpF7AbANIREREQcAAUMfYC5goRrEWgIiCjAEgEZFO8CcfEYUKA0Adcg4Eza8DIiIiCjwGgHrG+I8oJokcBoaIgowBoB6x/Q9RjOKvPiIKDQaAOsZOIERERBQMDACJiHSHtQBEFFwMAHWInUCIYhSz/kQUIgwAdYzfBURERBQMDAD1iJ1AiGIb7wFEFGQMAHVIGgKCKUCimCKw2QcRhQgDQB3jlwEREREFAwNAPWLtDxEREQURA0A9YwKQiIiIgoABoA6JbABOFKP4q4+IQoMBoC7ZA0DOBEJERETBwABQ1xgAEsUikQ2BiSjITOEuALnrPHAI0lq0QmbbduEuChGFFH/0EVFoMADUoZa5HdEyt2O4i0FERERRilXARES6wypgIgouBoBERHrBjl9EFCIMAImIiIhiDANAIiIiohjDAJCISG84GDwRBRkDQCIinWALQCIKFQaARERERDGGASARke6wCpiIgosBIBGRbrASmIhCgwEgERERUYxhAKhDPx75EQ+seABf7vsy3EUhojAQWQVMREHGuYB16HDJYfxy7Bc0S2oW7qIQUShxJhAiChFmAImIiIhiDANAIiLdYRUwEQUXA0AdEzkbAFGMYRUwEYUGA0A94ncAERERBREDQCIiIqIYwwCQiEhv2PqDiIKMAaCOcSwwotgisP0HEYUIA0Ad4pcAERERBRMDQCIi3WH2n4iCiwEgEZFuMPtPRKEREwFgQUEBJkyYgHbt2qFjx4545plnpHVbtmzB4MGDkZOTg549e2Lp0qVhLKkS2wASERFRMMREAHjDDTegd+/eOH78ODZu3Iivv/4aH330EcrLyzFhwgQ8++yzOHr0KN555x1cc801OHXqVFjLyzaARLGNP/6IKNhiIgDcsmULpk6dCkEQkJmZiSuvvBIbN27E3LlzMXDgQIwdOxYAMHLkSIwYMQLz588Pc4mJKCYJ/PFHRKEREwHg1KlT8dZbb6Gurg5Hjx7FwoULcfXVV2Pt2rUYNmyYYttBgwZh69at4SkoERERUQjERAD4zDPPYNmyZcjIyECHDh1w8cUXY9SoUThx4gRatWql2LZly5YoKipS3U9tbS3KysoU/4KJcwETERFRMER9AGi1WnHJJZfgzjvvRGlpKQoKCrBt2za8/vrrsFqtbkGW1WqFoFEN8/zzzyM9PV36l52dHZQyax2fiGIFf/wRUXBFfQC4fPly1NXV4cEHH0RcXBzatGmDV199FS+99BIyMzNRWFio2P7s2bNo3bq16r5mzpyJ0tJS6V9+fn4oToGIiIgooKI+AKyrq4PJZFIsMxgMqKurQ//+/bFmzRrFutWrV2PIkCGq+0pISEBaWpriHxEREVGkifoA8KKLLsKpU6fwxRdfAADKy8vx2GOP4ZprrsG0adOwbNkyLF++HACwePFi5OXlYcqUKeEsMhHFOrb/JaIgi/oAMD09HT/99BM++ugj5Obmom/fvujRowf+9a9/ISsrC/PmzcOMGTPQsmVLPPvss1i0aBFSUlLCWmaOA0gUm3jtE1GomLxvEvnOO+88zRk+xo8fj7y8vBCXiIiIiCh8oj4DSEQUaTgTCBEFGwNAHeOXAFGsYRUwEYUGA0Ad4jiAREREFEwMAImIdIfZfyIKLgaARER6wew/EYUIA0Ad41zAREREFAwMAImIiIhiDANAIiIiohjDAJCISDfYBpCIQoMBoI5xHEAiIiIKBgaAOsT5QImIiCiYGAASEekNRwAgoiBjAEhEpBPM/hNRqDAA1DGOA0hERETBwABQhzgXMBEREQUTA0AiIiKiGMMAkIhIZzgEFBEFGwNAHeOXAFGsYfMPIgoNBoA6xJ6AREREFEwMAImIiIhiDANAIiIiohjDAJCISHfY/peIgosBoA6xDSBRjOIYoEQUIgwAiYiIiGIMA0AiIiKiGMMAkIhId9gGkIiCiwGgjokivwSIiIgo8BgA6pDAhuBEREQURAwAiYiIiGIMA0AiIiKiGMMAUMdENgQnik1s/0tEQcYAkIhIJzgIPBGFCgNAIiIiohjDAJCIiIgoxjAA1DG2ASQiIqJgYACoQ2wHRBTb+OOPiIKNASARkW7wxx8RhQYDQCIiIqIYwwBQxzgXMBEREQUDA0Ad4lzAREREFEwMAImI9II//ogoRBgAEhEREcUYBoA6xqEgiIiIKBgYAOoQxwEkIiKiYGIASESkO8z+E1FwMQAkItIJZv+JKFQYAOoZkwBEREQUBAwAdYjjABIREVEwMQAkIiIiijEMAImI9IbTQBJRkDEA1DGOA0gUa9j8g4hCgwEgERGRHw4cOIBVq1ahtrY23EUhajAGgERERD6qq6vDZ599hmXLluH555+H2WwOd5GIGoQBIBGRzrD5hz6JoojDhw8rlhUUFISpNESNYwp3AUgbvwSIYg3bAOrV4cOH8fHHH7str6ioCENpiBqPGUAd4mwARET6ohb8AYDNZgtxSYgCgwEgERGRF82aNVNdbrVaQ1wSosBgAEhEROSFyaTeYkrkmI0UoRgA6hhvLESxitd+uK1fvx6LFy+W7sOlpaWq2/E+TZGKAaAOcS5gohjFSz8oCgsL8fPPP6OystLn1yxZsgQbNmxAfn4+AKCmpiZYxSMKCwaAREQU1d566y2sXr0aS5Ys8brtuXPnsGvXLun5999/j+rqas3tYzEDWFFR4fE9ocjAYWCIiChqnTt3Tnp84sQJj9uuW7cOP/74o2LZmTNn8Pvvv2u+JtYCwJqaGvzrX/8CADz88MNISkoKc4mooWImA7hhwwaMGDECOTk5aNu2Lb755hsAwJYtWzB48GDk5OSgZ8+eWLp0aZhL6sRxAImIlLZt24Y9e/b4vH1RUZH02FvzGtfgz2H16tWar4m1ALCwsFB6/PXXX4exJNRYMZEBzMvLw+TJk/HJJ59g7NixqKurQ0lJCcrLyzFhwgR89NFHGDt2LFauXIlJkyYhLy8PrVu3Dlt5OQ4gUayLraDCV/IM3SOPPILExESvr9mwYYP0ODMz0+djZWZmori42Ot2sRYAyttCHjhwIIwlocaKiQzgY489hnvuuQdjx44FAMTHx6Nly5aYO3cuBg4cKC0fOXIkRowYgfnz54ezuE6iCFSXhLsURBQi/PHnmTyYKysrA2APwBYsWICnnnoKeXl5bq/Zt2+f9NjbD/u4uDjpv77O8RtrAaDr+VosljCVhBor6gPA2tpafP/997j55pvd1q1duxbDhg1TLBs0aBC2bt0aotJ5cXIb8HIn4MTWcJeEiCiszGazIiPnmIGjuLgYu3fvBgDMmzcPx48fd9vGQR68FBcX46uvvsKpU6ekZe3btwcAXHHFFSgvLw/8SUQhBoCRK+oDwL179yIpKQnLly9Hnz590LFjR9xxxx0oKyvDiRMn0KpVK8X2LVu2VLQZkautrUVZWZniX1CVHAVsFuDX54N7HCIinfv5558Vzx3B3JkzZxTLd+7cKT12zeI5AkKr1Yo33ngDO3fuxGeffSatdwQzroM+d+3aVbNcsZ4BjLXzjyZRHwCWl5fDYrFg/fr1WL9+PbZt24azZ8/ivvvug9VqdfvwWq1WzYbCzz//PNLT06V/2dnZQSmzWzVQZaH6hkQUnfil6sa1ZsZR3evaEUEe9NXV1SnWOe73P/30k7RM3qbN8VpHVbCD0WjULFc0B0CVlZWYM2cONm3aJC1zPV/OhRy5oj4AbN68OWpra/HSSy8hKSkJqampePrpp/G///0PmZmZih5NAHD27FnNdiIzZ85EaWmp9M8xQCgRUWCwDaAW10Bj5cqVOH36tFsVpDxAcc0AiqKI2tpaRVtCi8WCbdu2SY8B9wygp97D0RwArl27FkePHsWiRYukZcwARo+oDwBzcnKQmJiIqqoqaZkgCEhMTET//v2xZs0axfarV6/GkCFDVPeVkJCAtLQ0xT8iIgo+tbZmx44dkx63a9cOgOcAcN26dThy5IjbftatW6c4hta8v2oaEgDV1dVh+/btbgkIvZGPoailsRnAs2fPaja7ouCK+gAwMTER06dPx0MPPQSLxYLa2lo8+eSTuP766zFt2jQsW7YMy5cvBwAsXrwYeXl5mDJlSphLbcffVURE9pkn1Pzwww/S4y5dugBQBmSuVcAAsHnzZrdljsGMtaqAPWlIAPjdd9/hm2++wVdffeX3a0NJLegOZMavqqoKb7/9Nt58802/pumjwIj6ABAAXnjhBdTW1qJdu3bo1asXOnfujGeeeQZZWVmYN28eZsyYgZYtW+LZZ5/FokWLkJKSEtbyci5gIiInX3rkOoI2eUZKbSiXvXv3ui1zBDWO4wQ7A7h//34AwKlTp3DixAmcPXvW732EgloAHcgqYHkGlFnA0IuJgaBTUlLwySefqK4bP3686thR+sJcIFEs4SxASiUlJV63cfxwFkURlZWVSExM9GssP6vVKj13rdb09KN89erVGDBgAJKTk306lqvZs2cD8H1g61DyJQBsDPnflW0JQy8mAsCIJ2j3QCOiaMLsvxpHT93OnTurzj6Rk5MjBWk7duzAjh07vO5TEAQp6LDZbIpgMSMjw+ey1dbW4ocffnBrOnTgwAE0bdoUzZo1c3uNWru5F154AQ8++KCu2pbX1tZ63aYxgZv+ky/RLSaqgCOVdFkV7QfMNZ42JSKKGKWlpdi0aRMKCwsVHfTkdu3ahbVr10IURSkTFR8fL62XB1ZxcXF+N51xtPsD7EGMfH7hhIQEv/Z18OBBxfPTp0/js88+w5tvvon169crtnvuuecU2Ua5lStX+nXcYFMLAAOZqXMM4E3hwQxgJKg+Byz4KzDty3CXhIioUaxWK1599VXpeZMmTfDAAw8oxtqzWq348kv7/a5Lly7SaA3yXqnygM9oNMJg8C+fMXLkSCxZsgSAPajZuHGj6r590bRpU8VzeZvFJUuW4IILLkB8fDw+/fRTj/sJ9Zh6FosFFRUVSE1NVR3r0JcAsDEBocFgkM6ZVcChxwAwUuxfGu4SEBE12m+//aZ4XlFRgcrKSkXVp3yWpfz8fJSWlgIATp48KS2XB2kGg8HvoC0tLQ3XXXedNH1cYzrfybOJgHsv4sLCQrRt29brfhISElBZWYkNGzagX79+SE9Pb3CZfPHaa69JPaz/+te/olOnTor1vrShbEjgtnLlSuzatYuDSIcZA8BIYjUDRt+HJyCiCBMDIwCo9fZ0rRKVdw5YuHCh130KguB3AOeaMfQUyHjbt6eZQgD1zhRq1q1bh/3796OoqAhbtmzBgw8+6NPrGko+vM7BgwfdAkC190Rt2Z49e9CiRQs0b97c6zHLysqwYsWKBpSWAo1tAHXM7TI75b1hMxGRnjna/E2ePFlqa+caAP7xxx+qr+3du7f0WB6UNSQAbMhrtDgyWdu3b8e//vUvnDhxQrHearX6nO1yBMiBmmv+7NmzWLZsWcCGWXENAH/77TfMnz9fqrL3RisYZhVw6DEA1CHNm9L7FwNHfldfJ4pA0UHAcZMRRWD9bODk9uAUkoioARzt4+TtzlwDQK3OAVoZpoYGc2qvURuKxdu+HcHLN998g4qKCsVcwwCwatUqzc4uwfbuu+9i1apVePPNN/Hjjz9Ky13fc18DVNdAzTFH8+nTp316vVYHGAo9VgFHmu9mAPerBHWrXwd+eRIY+TBw8aPA0xnOdf8oAowuf+r1s4HEdKDvtUEtLhGRnGPQY08BoL8aEgAmJiaqZqMcZbnkkkuwdOlSDB482Gvw5i17deTIEaxevdqv8jVkOJj8/HwkJCSgZcuW0jL5e7t161ZceumlANwzcevWrZOmxOvevbvU7tJXru0gtbDdn34wAxhpEjVuCr88af/vyheBOpebVY3LhbzgBmDJQ8C3twMLbgx8GYmocaKsOswRIJ06dUpalpGRoRkAao3DpxXkNSQAzM7OVn2No+PDhRdeiFtvvRXjx4/3ui9RFBXTpjVp0sRtG18zZHLbtm1TDE/jSX5+Pj788EP85z//0ZzD1zGeIuB5DL68vDxFhxs5rWDX1yCeGUD9YAZQxxSXWdZA4PgfgMGHTiC1Lm1HXu4IPFnibGC+W9aoevd3jSskEQWMEGUDQVssFjz77LOq6+Lj46Up11znnJUHKlrkgUgw2gCaTCZkZWX5tC9RFBUdKtLS0tzmLz506JDieVxcnMdethUVFfj2228BAE888YTXYW4+/PBD6fH+/ftx4YUXAgDatWuHgoICaZ3NZoPBYMCWLVtU9zNo0CDF2IWutAJAX9rwWSwWFBcXN/j1FFgMAHVI9UugWWd7AGhzmZy7JN+e4Utqah8vEADqVCbVLtwPtOiqfkCbFTBwthEiCix54CE3aNAgAFDNANpsNp9moJAHRIIg+D0OoON1gdhOFEVUV1dLzx3VnC1atEDr1q1VZyaJj4/3GADKq0qtVqt0fosWLcK+fftwzz33KAbGlpO/n1q9ndu2bYtjx465vfayyy7DwYMHFfP0qr3eU3ld5eXlYd++fdi8ebPmNhR6rAKOFHH180zaXNLnr/cB3h3mDP4AwKrSy6q2fmBSUQQElz+72vZERI3kGMDZlSPz5whO5J0m6urqNIMM17H/5MsD1aNXjbd5fkVRxJkzZxTPHeVynKsrf+b9dQRXVVVV2LRpE8rLy93mt5ePPegaPKrtS62avWfPngDcg0Z/yqhm3rx5DP50iAFgpIirb2Aryi4yS53yucPpXe7LHJnDugr316jtg4ioEUpLS7F3714AwIABA9ClSxdpnaP9maOd2dmzZ7Fx40YcOHDArfpXPoByZmYmhg8fDgBubfOCmQEcMWIEunTpoggE27RpIz0WRVGqrgWUwZBWls6f6eYc74m8+vT48eOK48mr0eXHd61ed6xTC9gcva89vS+eqoDlM6D4S22/ZrM5YMPhkDsGgDqmuBxM9b8W5cGaa1s/h00fqeys/legWvUw214Q6UzkX5PynrMZGRno1q2b9NzRPk3u+++/x2effYbZs2crlguCgOnTp2Ps2LHo2bMnxowZg0cffRS5ubmKbYIZACYlJWHatGmKcQgHDx6MK664AoB7MOV4LgiCZgCotVzNq6++CqvVqhggG3Bm91yzpo7HrplJAHjvvfdUyyzXkAAQAF555RWpl3cg2vR99dVX+Pe//92gDjTkHdsA6pBqG0DHDCDyANCsMTRBcv0k6YLRGfg5MoBSda8A6UuGGUAinQh+J5BNmzbBZrNh4MCBQT2OvEoyMTFREaB16NBB83VqQ67k5uYqAj7X4CmQ4wD6ur0gCFI1qqf5cbWqgF2ni/Pm7bffRufOnRXLrFYrjEajov0h4Azu9u/f77af4uJiHDx4sMEBoC/l9EVubi6OHDmiud5isUgZ5N27d6NVq1YNLhOpYwYwUlTWN8gt2g/8Xj+RurlafVvH8hbdgRY97I8dNyRrfaNjk6z6gQEgUUw4ffo0Fi1ahB9++EGzF6gnNpsNJ06ccMtEqZEHQX379lUEgN6mTmuIYGYA1Y4hDzpdA0B5BlDrXP0NAIuLi7FhwwbFMkcG0LXTjKM8WgHWp59+iuXLl7stHzp0qFRuLY3N7DVt2hQPPvgg2rVr53G/8sxlZmZmo45J6hgARopmsl9+vzxl/69adS4A7K9vUG2Kl3X4YABIFA0aM5Cu/Et/1y6VtsJeLF68GLNnz8Zrr73mdWoxRzmTk5MRFxenGgBOnjxZ8ZqOHTu67ceXIC3YVcBa28sDwD59+kjL5X8j1zEBBwwYgNtvv93vAFCNIwB0befnCKbk7RS1yM8pJyfHbZmrxgaA2dnZSEtL87of+UDVHCImOBgA6lG5ygCc7fq5L7N4GSrBGO8c+88R5NkcAaCsBxoDQCJdETXaAG7duhWzZs3CU089hYMHD7qtt9lsOHz4MPbu3esWKFZVVUlVagAaNDfs0aNHpceubctcOb60HYGZPKhwBIDnnXeetKxLly6qw5L4wlsVcNeu6kNgNbYK2EEURdU2eIIgKM4RsM9n3LZt24AEgI6/sWtPX8fxHceQzwwCACNHjpQey6uotYJoeRbT12CsV69euOOOO3zaVo3a+0mBxQBQh4Qjq9wXuo7TV1nkPiagK7UA0NEG0ChrQ/NyZ6DwQMMKS0Qh891330mPP/30Uzz11FOK2TU2bNiAjz/+GHPnzsUvv/yieK3rmHwpKSl+H18eILjOd+tKXg0q/y/gDCjkyxISEjTby/lbNlc5OTl48MEHFR1RXI/vC60MIKAMUuTBt8lkUkyT5mi/6G8A+Je//MVtmeM4WhlAx3rXHsfy9p/y4E4tWJfvT02zZs0016lNZ6dVbe7p+bJlyzSPQQ3HAFCPDCo3QcElAKw47T0APLLKWQXsuJYcVcDGODgbnIvACvXR+olIP9R6jn7++efSY3mjf9cpxOSBItCwqmR5pqmkpAQLFy7UnNrLsX9HUCH/QlcLNBITE1UDQF+rgD1tJwgC0tLSPAZwvnANMuXBjFoA6Fgvf11DA0C1sjqOqRUAyjORWvuSl82XANA1UNMazqaxYzP60pGGGocBoB4JagGgy5+qpsR7AGh/of0/UgawPgA0xCn36bp/ItIdtQCwvLxcCsLkWT35eHoHDx50y6I0ZE5W19ds2bJFtSoacK8Cln+hq2UA4+Li/BoaRU4QBJ+qCV23kR/f0aP3/PPP93gc+WOtAND1OI0NAM8//3zVYMoRaG7atEl1uWsQDtir2tWCPvljfzKAnv5mnrKy3v5e8h8oEyZM8LgtNQy/9fWovrpXlF+ErgFaVbEzmPPErROIrApYvn+j74OSElF4OHp73nvvvZg5c6a0XD4enEN1dbX0Jbt06VK3fZWVlblljrxRyxp+8cUXHrf1NQAUBEE1mxSIGT4c+3Ddv3zf1113Ha6++mpcfvnlXvfj+txbBlDOkc3yJwA0GAweA8B9+/YplnvKALp2mNF6rMU1cNPKzml1zNH6e2pVATdv3hydOnXyWi7yHwNAHRJUq4Bd/lTzpwHz3NuEuL/OtRNI/Q3fGKfMIG5Tv4kTUTi4Z0esVqs0d2xiYqKi7ZYjAHTMsOHgGEBXbWy96upqPPvss3j11VcVgSNgr1JcuXKlW0cPT1lDURRRXFzs1v5Mrc2XVqDR0Ko+XzOA48aNQ7t27aTex/JgJCkpCeedd57HjJa/AaCahvZW9hQAunL9G8iPKYqi31XAADBnzhzVY3k6H0/rXDvHuHKcgz8zppB/GADqkVp1bEOraB2vm3sdUHFWlgF0+fV5/TcN2z8RBY6HbJc8SIuPj1cEgBaLBU899ZTba44dO4YjR454DEhKS0uRn5+vWPbxxx9jxYoV+M9//qNY7mk/H3zwAd544w2pqtlTFbCaxmT6srKyPO7L8Tw1NRW33XabVM2r1atXi6dxALV6Abvu27GP0tJSr8dTO5actwBQqw2gv1XAgL0HuOs0fVrbOpZ7ygBmZWXhvvvuc+uh7HoOwZzjOdYxANQj1+CsUWQXzxfXqPcCBoDOYwJ4TCIKNHn2zWg0KgYZds3w9erVC4B93L6PPvoIlZUaY4bWW7NmjSKYkAeE8t7EWhnAp556Supl/Pvvv2P16tUeM4D+8BQA3HnnnZg0aRJ69eql2P+kSZMCehytbRqTAdQamkbrNcHKAKoFp56qaT21o3Rd7u09bdq0qWbW11M1OgUGA0A9SmrqvkyU3Xj7/gXopt1ORUGRORQBa321r1o1MxHplqO9niP4czwGlNnB1NRUJCcn+7XvgwcPYvv27arrfv/9d+mxIwAcNGiQx/39/PPPUnW1o62bLwGg2pe9pwCgVatWuOCCCyAIgiIYcu3I4SlI8eU4Wts3JAPoeOzPMDxawdT777+vOp6j471wzcI6ljW0DaDa31AQBAwYMMBtZg/HOl+Wqe2bGcDgYwCoY4rLwSYLAK98FRg3y/sOLntZGQCe2KKRAeQFRqR3juBLXvXryJ7IO3P8/e9/b9CXpnwQ5qZNVX6EwhlYDBs2DOPHj/e4v4qKCkV5g5EBlHMtsy+dLAI5E4iv5+cIsjy1bWvevLniuTzod/Xmm2+6Ldu0aRMKCws1s2gNaQPooJYBvPLKK3HbbbcpPpu+vrfeAsKGtJkk3/Cd1SWVC0I+W4chzrcMXlpb96FiTtdP/ySvZnatDiai8FIJJhwBlTzb5/jCdQSAauPOudLqUZmamio9dq3qXbhwIUpKShRVivKpzwD3oTp++OEHAM7ZQ7xNS+YaCDiCW197gDZr1gzTpk2TZp/wJbvXmDaA8tdoBYCe9ukpQHWt2s3NzfWpfPJp59566y0pC+uaAZTzJwD0do6BzNYxAxh8rAeMFPIqYIPRt3aCggCYq5XL1r9j/y8DQCLdETxk49Vm3nAEgI4verUqR7mRI0di0KBBeOmll9zWyQNA1+FhtmzZIvUodhzXNRhwjKOnpV27drj++uu9budw991348iRI+jdu7dP2wP2Me4aKpBVwL7sW54tcyUPAP/yl7+gS5cuOH78uOq2f/vb3/Duu++qrvv555/dju+pDV9jA0DXTjJqWAWsHwwAdUntRiIfE1CwZwG9EoC6CvVV8qAvoJ1OiCgY1Np6ObJkvgaA559/vmb7QPkXsNr4gCdOnJAeGwwGxfZJSUmaGS1527DOnTurbqMmIyPD46DM3jSmfZ8WraBNK/jztE9PQ97IM7CO6evUjpGUlKSYik2tly6gnLfZ1x7BWjxlEBsSrGm9hp1Ago8BoI4pLrM25wO5w4H0+uEOfKkCFgzAucPq6xxVwQAQl6S+DRGFlCPwOnzkMP73v6cA2AMFrQGbtaqAvWVfOnfujGPHjiExMRFlZWUAlFknbwNEG41GRZBisVg0A5oLL7zQ475cyxYMgQoAz507p/oaf9oAOhgMBqSnp6sOB6PWu1dt/0aj0W04IIeBAwfijz/+AKDsJZ6enq56Do4yuS7zVoZAZQC1jsU2gMHDd1aHVC8QgwGY/j1wVX2q3+hLAOjhQju9U7Zv/g4g0oPCwkK3ZZ6CMX/bADrWT506FX//+98VWTv59GHe5gk2Go2KY5jNZs0A0J8q3EAGgY3t4KFGXg3r2jPXU3Ck1Rv27rvvVj2O2r7U/iaufwe5K664QnpstVoxbdo09OzZE+PGjVPdHmj8MDBsAxhZGABGKl+qgH39Rcp5gIl0wd+Osg3NABoMBiQkJGDw4MHSOtf5Yz1RG+RXKwDUQwYnUBnAkSNHSo9LSkoalQEE7B1B1KqV1f4GamMwempH6PraLl264JprrnFrAqA2QwvbAMaG8F+Z5M6XG4lWu70/vS/bj4cb+ZgnnY8ZABLp2tVXXy09btu2rfRYqw2gtwygQ//+/ZGZmQnAffBgLffcc4/bvtq1a+dxCjVfNXSomEDwJdCQB0+FhYWN6gXsidq+HH9jOX8CQF+ofW5mzJihKJevGcDGDANTW1srlZkBYPDwm1/HPN4Ktaptu10m24GHG3mabNBOBoBEuhIfH4+MjAykp6fjscce05w31d8qYNflBoMBOTk5ANwHD9bi6HQg31fHjh2RlNS4tsSC4Nt8vv7sT+2xnL/j1snLFx8f36hewA49e/Z0W6YWhLdv3x6Asg1fIAJAbxnAhIQEn48TiGxvZWUlXnjhBSxevNitLBRYbPylQ56GgnBupLGNILtQXQPAFj2As3vcX2/w7eImotAQIGDGjBkQBMGtd63aF7ZrtsTXDKB8W5vNBlEUPWYAb7/9ds39Go1G3HfffXj99dc1X++NL9XPgZSeno6BAwciMTHRY69cB/m8tb4MA+NL8HLFFVegffv2MBqN+N///iftz1VKSgr+3//7f4iPj8ezzz4LwPcA0FdaM5fIz1PrNZ4ey7nOO+1q//79qp9xCjy+s9FGEcy5XKzTFjgfy7N+AgNAIl0RRMTHx3udzcL1i7kxAeCvv/6K2bNne8wWaQ3m7Niv1gwivgp1BhCwB2Bjxvg2F7rBYJCqgbt166YaAMqnePMlqExMTMTAgQMVr9Maqic5ORkmk0l6n7Uyw/7wpQ2gr5nOkpISr8c7deqU13KoHZsCjxlAXaq/EOLqbwKZvo2ED8BzBlCrqpdVwEQ64V81pOPL0XXMNH8CQPmykydPKnoiGwwGad/Tp09v9NAe3nTu3BknTpxodHVyMN1zzz0oLS1F69atpYDHZrOhoKAAgHv1qesyLfJtrr76aixdulTR6UTu1ltvRX5+Prp27epxn8OHD8eqVas89vzNyMhQjPGoVi5P5W/sZ8J1O9e2jgwAg4cBoI6JpgTg4SNAfBOv20oMPgaAise8wIj0QPTc8ldTYwJA120/+ugjabk8APQ0d62W0aNH+7X9iBEjkJGR4fP0b54Ea3iSpKQkKUB17FeeNZW/n4mJiW7LfNGyZUvceuutmutTUlLQvXt3r/sZPXo0+vXrpzr7ytSpU3H48GH069cPu3fvVqzzZ8aTQAdohw8rx65lABg8DAB1SNEGMMnPKhX5xeKaUtcK+pgBJIpIgcgAetrWaDRKHUw8tTdT22///v0xYsQID6V334fJZEK/fv18fk24eXs//ckABoMgCJrV8l27dpUyiBMmTEBaWprmPhz8qaJ3vO6uu+7CoUOHsGTJEo/bO/btGoyyDWDw8J2NZh4DQI3HRBQxAl0FLGe1WhX78dSeTb6PkSNHIj09HaNGjfJc+CALVgZQ6xgODQ0AQ1FeLf3799ecR9lbJxCt6f0cr2nRogUGDRqkeWxv58oMYPAwA6hLgWoI7bofQf0xewETRaS6ujoAznmC/R0GxtO2rut87XF68cUXY9SoUX5/cXfo0MGv7fXAWwDo6MTjSxarMZmuZs2aoaioCOPHj8dPP/3k1+wr3mhVAffo0QMDBw4M6N/NtfrXcXwKDgaA0aBpLnDuCNDnWuVynzuBMAAk0gf/vuwOHDgAwDm0huPLUitY8xawpKSkoFOnTti+fbvbOk8BoGvw4s+X9oMPPoji4mLk5ub6/Bp/hTKIUMua+nJ8f8cklLv11luljinnn3++1PYwELQ6gaSmpqJjx44eX+ePY8eOYf369Y3eD/mOAaAO+TQOoFy7/sDtK4FE5STf7gGg1tiBrAImigaNbQOYlJSk2dnDU4aqMV/SaWlpmu3PGiMUgYO399OfANCXadS0yDumBLoHtS/jHTq0a9dO6g3taX9q1II/gG0Ag4nvbDQQbUBShnuA5zEDKGosJ6JI1dg2gIWFhWjVqpX03NcBefX+JR3KNoDyZb6MA+gQ6EGdA8VbG0C5Cy64QPE6X/ffmPXUcPq+amOWn20AtaZ889QJRLGcFxiRLkjXbMPaAXsLANW4btu7d2/k5ORg/PjxXgPAdu3sU0qqTWcWbnrKADqGtfE0sHdjMoCBphXoyTOA/nQoaoxQzw4TS1gFrGM+fwXYfJvoWxEAiswAEulP/VRc/jYDcbzaSxtAT69xSEhIwE033QQAWLVqlbRcLQC85ZZbUFdXF9A2Z8EQrl7AjgBw+PDhSE1N1ewx6/o6PWVU5RnAnTt3+jwodKDe87179+LKK68MyL5IST+fMgo8o8uvTa1Aj72AiaKCI3DwJ4DIy8vza9+uy/Qa/OlhGBhHABgXF4eBAwd6nCqvWbNmiI+PR3p6etgzgHLysqxevRoVFRU+bevrNt5eE8jpAUmJAWA0SM5UPh/+dyB7MNBzsnI5p4IjimoNqQJ29CAG7LNDyPnaBjBW+RoA+sJkMuGhhx7Cvffeq7sA0DEYOADU1NRIy729zheJiXtx/gU/IDm5BADw8MMP4+abb5bW+/Mekn/4zuqRrz94pnwMbP4EGPOkcvmYJ9S31+wEwgwgUTRobODQrFkzxfNIzr7oKQPoK09tBMNFEATF/Lyefgjs2LFD8TpfNG8xHwDQvccqbN40AUlJSYr3jT88gofvrI6J3q6fXpOBv34DpDT3bYesAiaKEI3rBKL25du+fXvV11x22WXSY9cAJJIDwFDw1hFCrz17/eGaAXTMe6x27mpzDvsqLq5acUwHZgCDhwGgDgUt+89OIERRzVPW5S9/+Yvqcnm7tPj4+ICXSQ8iJQOoR/JzzMg4iSapLyEt7bTqtpdeeqn0uLa21q/jGAzO3r7ywDka3kO94jd/LNG6CRqj86ZPFGn8Tbhdfvnliudq47X17dsXgwYN0hwgWJ7dcQ0AIzkDqIdhYKIhAyjXu88vSE4uQ5++P6Oqqsptvfzzo7beE0GwoX///gDs8wc7sAo4ePjORrtM+/hT6DjKJQAUgbFPA2ntgHFPh6NkRKTFx9jFtQeuWgB41VVXKap5XXlq3xXJAaBcKDOANlsdOndeh8xm+RGbvfL2dxcEEdu2bfO4jfyHhS8MBhsGDx5cv3/9dIKJZpH56YwRAbn13vAdsPULYOCt7usuuh8Ydh8HgiaKUFpflP4MzeLpyz6SA8BQdQJJzziJ1NRCHM8/D4CAJk02IaXJfrRpuz8ms1cZGRkoKSlBr169VJc7BsV2JQiiasY0kj+DescAUIcaOgisqoz2wKhH3Jc7LioGf0QRyzWwcQQcbdq0wahRo5Cenq72MgqgPn1+AQDUVKehQ4erkZC4SFoXqZmsPXv2eN1Ga/7m6dOn4+TJk+jevbti+U033YTt27dL1bxqoq3KXO9i7+cJEZFeNTJekAcco0aNUszNqsVThiWSp+EKRQZQLicnHldccYWiIWe0ZABds3mAe/tTh4yMDPTo0cPtPU9PT8fw4cORnJyseRy1KvNoeQ/1iO+sHjHlTUQ+CHZgE8kBoFwoggjB4D6Pc6RmANUIgnLK0WDMAKOWAWQAGDx8Z3VMDGRVMBFFHX+n1VLTpUsXAEDLli0DUia9kL8XoagKdx7NGTRHagA4efJkAMC4ceMA2LPEGU1PKrYJRnWtfJ+OcSsHDBgQ8OOQHdsA6lBA2wBqHiQyb0xEUc2H5L+nqs2GBBxNmjTBI488ostZKBqjpqYGgmCFKBo126sFlMpbH6kBYN++fZGTk+NxYOdg9HCWB4B//etfUVRUhFatWgX8OGTHDCARUQTo168fAODiiy9WLDca65DZLB8pKcUNDjgSExOjrgF+ixYrMWToAqSkFCMhISHox3O882IUVAELgoCmTZsqyi+KynAhGJ8XeXVvXFwcWrduHbHvYSRgBlCXQtEGkBcVUSSZMGECxowZg5SUFGmZIAg4//wfkZxSCgA4fTo7oMdMTjmHZs3yUXC8Z0D3GwpZ2bsBANnZO0NyPGecEtrOJ6HQrVs3FJxYplgWqAygKAoQBLZ7DwcGgLEqSm5MRLFCEARF8GdXJwV/ANCq1bsAHgrYMfv3/x4AEB9fE7B9hlpcXF1oDhTFt9TevXuj4ERPAL9IywKVARRFIwTBv0GjKTBiqgr4b3/7m2Jsoi1btmDw4MHIyclBz549sXTp0jCWzimosdn504Dm3YCu2jMDEFFkqKr+NSTHycwsCMlxgsFosnrfKAAElUfRQhAEtGh+VrEscAFgTIUhuhIzGcBjx47h008/RXa2vYqkvLwcEyZMwEcffYSxY8di5cqVmDRpEvLy8tC6deswlzaIJv/HPswMM4BEOuZblVicKSvI5bCzWiP3q8JoCE12KZpvqadPL0JZ+Vzpuc1mCFgVsM1mRJQ1P40YMRN6P/DAA7jpppuk53PnzsXAgQMxduxYAMDIkSMxYsQIzJ8/P1xFdAp2c4hovlMRRbTGXZu1tcEZyiWSbxlGU4iqF529QKLOmbM/KZ4bDDYEang+ZgDDJybe+e+//x7FxcW4+uqrpWVr167FsGHDFNsNGjQIW7duDXHptEXhfYSIPPB33lPXxvM2W7CGconcu5HJVB2S4xiN6+sfRXC0rEltQPDAtK202WIiDNGlqH/nT5w4gbvuugvvvvuu23LX8YVatmyJoqIizX3V1tairKxM8S8YovH2QUS+830s0NAEZpHcS9NoNIfkOIJQ4XgUkuOFksVS4bZMFGsDsm9mAMMnqt95m82GqVOn4qGHHkK3bt0U66xWq9uvbavV6rHb/vPPP4/09HTpn6M9IRFReLgGZsEJPiI5AAylU6f+pxgHUBSjYyq9c+fWuC0rKdkQkH0zAxg+Uf3Oz5o1C6mpqbjrrrvc1mVmZqKwsFCx7OzZsx47gMycOROlpaXSv/z8/ICXmYgIvgZcgjLAqKsNzpAnkRgAWq3OngU2W2CyVd7s2v0ABDhrhkQxND2Qw2HnrnsDsh9RFgD62wSCGieqA8D33nsPK1euRNOmTZGRkYErr7wS+/fvR0ZGBvr37481a5S/alavXo0hQ4Zo7i8hIQFpaWmKf8HES4Eo1viXwbOYldWbwapOE4TIy2SZzYnS47KyHaE7sFAlPYyWDGAw2UR5ABiiMRsJQJQHgCdPnkRZWRlKSkpQUlKC77//Hl26dEFJSQmmTZuGZcuWYfny5QCAxYsXIy8vD1OmTAlzqYmI3BWcmI/Vq4ejsvKAtKxZs6bKjRqQqbNaa7B+wxXYu/cpzW3i46s010UCi9W9DVvwyIP4yMwAiqKIyspDIQlg5VXANpszACwv342Dh16F1RrZnz09i+oA0JOsrCzMmzcPM2bMQMuWLfHss89i0aJFKiPtR5d3tr6Du5fdDYuNI68TRZK8vEdRU3sCe/IelZYlJiUqtmnaNMPv/Z45swQVFXk4XvBpY4uoK0ajLLNkC09myRam4zbW8eOfYN36cdi+/Q6/XyuKomqnEc3tNQLADX9MwJEjb+HQ4df9LgP5JqYCwFGjRiEvL096Pn78eOTl5eHMmTNYs2YNevfuHcbSyQWv8vc/2/6DlcdX4veC34N2DCIKHptNNi2bSxsztbZ6ZeU7UVGxV3N/YoRmqbxJTk6SHgerbZn6fp1tDyM1e7Vv/ywAQGGRvYbMaEx226Z1q0mqr92TNxMrf+uL8oo8xfKysh3YseNuVFUdUSwXZRlTtYC5tHSrP0UnP8RUABhpgtkGsNYamkbRRBRozi9M1wAkPt45DmB1dT6qqo7ijz8mYf2Gy2HTyPr7PuRMZFEO6BCsu6laFakzoI7UANCVILiPLxkX11RlS+DkyS8BAAcPvKhY/sfGyThzdgm277hT8zhWa6XbsmjuSBNuDAB1KBQ35Gi96RPFEtElAImPs2ef6uoKsWbtKKxdN1paZ7OpD4gs/3KPrl6YzvfG9X0KFPXgxHmsSA0A09P7KZ4LgjOrWVzcFoD6e1pTc0J6HJ/Qym09ALcMoCALzrfvsI/YIf8cCgLDlGDhOxujRPYxJop8Lo30HV/KFRX73DY9dPgN1V0YTc52z1pBYiRSdGAIUmcGtYBZkAVGFpWMViSIi8tUPBcE57y/VovjB4P7ue/c6RwaJj6+ucbeXV4ny0VUVdk7ONXUOIdYC9UQPrGIAaAuMTgjIu9cszBS0KMyoH1+/n9V91FZsV96bLGUu6yN5JoC2YDMQbunRmcG0GCIVzx3ZOGqq1NRVZ0OQCP4lQWKDZ3NpqxsB6qrjzvX2kIzk0ssYgCoY8EOA/cU7cH7299HnTUye6oRRS9PV7+8DaBLANKA9lIHD70sPT558hvlkWRf6JFGmQEMVicQlcyiIGsDaInMDKCcKIrS+7dn9wjZR9P93Fu1nuh8XQOr3f/YOBlbtv5Vem7j2IBBwwBQhwLZPu9czTl8u/9bVJqVNyIBAq75/hq8seUNfLL7k4Adj4gaw79rf+/eJxXPG/al6/waOHjoXwAAq7UaoigqAsDIax8ofy9CGAA2sBOIKIrYvedh7N//XABKFkg2qae4CMHZa1e1+ls+qHNgOm9YrTXeN6IGYQCoRwG80d617C48seYJzFo7S/MGvrtod8COR0ShY3UZ4LghA/fm5NyueF5dfRy/rRqInbvuVTT+F8XIGjtUfr8L3oDG7vs1mZxfq2ZzMQCgrq4Iu3b9HefOrdPcU1XVYZw8+RWO5X8Y/p6vivdOdL5/sq8QtR8bok9Bt3K5t588TTMu9LIFNRQDwChUUVeBgooCAMCOQvsUSEuPLIVNdhMUZG2ErDZ2syfSg8Zn2ezXuOjHQO8mYxPF8zVrR8Jmq8aZM4thMDh7CKuN0VZUtBKHD7+l0+xgKDKA7vfOxERn+7mDh14BABw4+DJOnf4Om7dM09yXfAgUfQXbIpzvnwCI2hlANKTa3cvsNdqdSaixGADqmLfL51DJISzYu8BtVo+LF1yMS7++FPnl+YrlNo1fwVrLiSg8GtoIxBGQaAUQapkwm6jdyF6ZAXTfbuu2m3Ho8Ks4W7jU36IGnSIDGMBhYETRJnWWkXcuSU7uXP/IGRTGx7cAAFTJpu/TIu/tGu54WtlpxiZ9bkTROWiLWseaghPzfdq7f2Xh91OwMADUIZUOfKomLZyEZ9Y9gy/3falYXlPfZmLjqY3SMhEirBrVCjZeYERRwfFFrdVwXi1j5bmXpfo0Xa6qq/M11+lCACOqrdtuxsrfzrePZ1f/fgqCUapVscnez2aZw+sP772WxSqf4UVH92R7HxB7+a+8ciIS4h3TD7q/pxUVzuZEWoGb1ntx4MBAZGff7PP21HgMAKPAtrPbfNpOK9OnFRgSUah5//XnsZOY6LkKWC0D6Km6Uf7la/MQKOpzYHlR43HD2Wx1KC5eBQA4cfIr2ftpkLKlyvesrv7o3u+xNllnh+C1WfSVMgPoeN6hQ0eMGDGifhMvZfQz6LZYktGp4wMqu+H3U7AwAIxiBtkI6gIEZRtAxfyL4b7ZEFEgOLIu2kGdWhWwctvzznsTACAI8Yr9ODo0eFNdnY8jR95RGVNQXWnpVhzLnxOEdoSB7wRSWXlQtk+ztF/7OHmG+uXO98yRifXt+MFvs+g7ZfCsOM/67xVvYyv6WnXrqFQWIMBgSHJbzwAweBgARjF5AOipCpgZQKII4qGNiOPLUqtdn7cq4BbNxyGjvtelKNYp2qX9sXGy5nzC8szlmrWjcPDQv7Bv/7Oa5ZTbuOnP2L//WZw5s9in7RsmMAGVxVIqPY6Py4QzaDNIVcC1tSelbaQMoA+dOkSXoMtTlburEye+xLZttwVl4Gl78Oc8T8iGgfFcRuf5aH9unLsTBAGCIKBJkx4uu2GCIlgYAOqQv5UpBo0/o+DyRaGVAXTtREJEYebpJiDLlKWkdAEAJCZm16/yvwrYESx27HA/+vR5FwZB3vNXOQbbps3XeC97vZMnv0JJ6Saft6+sPABRtOHcufWwWCq8v8CrwM8EcvToe9Lj5JTOUkBtr/51vw87gmtPWSybzYzic2thszqD7aLiVVjxaw8cy5/jU7n25D2CwqLlyM//2KftvZJ9xqqqDks/BARBkMb6O3X6O6z4tReqq49p7MP+H7O5FMXFv3k9pGO2kfbZN7kUhQmKYGEAqEd+3qtqrDV4e+vb2Fu8V7FcHuQJEBSZPvkNkRlAIn2QX/pm8znU1hV63D4pKQcA0KLFuPoljk4gWu31VDKA9dkpoT7wkw/94qqsbBtqak95LJPcpk2+B4wAcLzgM2zeMhWbt1zv1+vUKGqUA1S93DRzmMs+66svBUEKYOQcfwdPQczBgy9jy5brsWv3g9KyXbvsj/f7mEV1sFjKUV19zGN7TX/9sXGy84lgcMlA23DsmHOKQccPEsBZBbxx05+xbfttXo8jGOz7TUhoo1jOADB4GADqmY+pwJ+P/ox3t72Lqxdd7fJy2ZRREBUZQHnQx2FgiPTGit9WDcDvvw+CxVKubB8nG5rFUT1mqJ+xw/swMMov06qqIzh58iv7bg32fQhCvNvr5FavHla/L3mZAtMJ5OTJrwEA5eU7ArI/B0/t0azWWp8DJqOijZooez+NilkwpC2k4VPUg5hzJX/gWP6H0v4cXGtvfFV8bg3WrL0Y23fcAQCoqyvE8YIvVNtjiqLod5WxUP8/LcrztJ9PVdVhxTatWk1wfRUAwGCwf66bNh2C9tm3ICWla/1aBoDBwgBQxzaL1dh8enODX29w+UUqD/TkN29WARPpS3z8aenxyt/Ox46dd0nP5cGBI7ARpADQUQWsHtBs33GX4gs5L+8x6bEjiDQYTIrx/7Q4po0LJLUgquHk01ZojIFqq8Oq3y/EmrWjfOqEoqwSV+8c4fIK+5YqAbkoiti8+TqNI6m/D6LLDB2uHIFzUdFKAMC27bdj795/IG/vE27bbtt+G35d2RvV1QV+dMCRtQF0lEPR2UZ2nhr7NJnS1JcbHT9ABHTp8ijatb2ufjcMAIOFAaAOyS+vG3+80a/XKrJ5gvY6ZgCJIsfZsz/Jnslu26IyAPQUcABAaelGbN16M8zmUlRWHkSduUhaJ8ja/hkMiWovdx5WFHH06Lu+n4BPxIBlEqX9qT52qq4+Bqu1ArW1p3zrqOHSjMYZgBs0MoDagZXNVq25Tq062Wqtwdp1Y7Fr999x9OhsrPp9ICoq9nksb1mZfYiwM2d+cFtXVLQCAFBwYi7WrR+PnTvvc5Zb4/0SBEEj0K1/nTzJoJl1Ve67ebNMAMDQYcMUy53D6vD7KVgYAOqS8gLZcmaLz6+8auFV0mN55xCraMX4r8dLz7WCQSIKH4OQ6nUbo9FZDen4onZU3zoHgtYOZqprjmHDH5Owbv0lqKkpkJY79gEABkOCxzK4dg5xBD9qVYpFRd47ADgF5ytJuxOIbKQEDzOiOLeRT3UGWWZRKwOoHQCazSUejuS+r+LiVaiuPoJTp77DgYMvwmw+h0OHX/NaZsBzQF9Ssh5VVQdx+sz3PuxJ8Jil9SUD6BrQJScnAwAym2a6HMp9WB0KLAaAOmR2uUBuWHKDz689VHpIeuypHYk8ADxZeVJzOyIKHZOpC04UdIPZ3Exa1iH3HsU2joGIAef0YY6AzVkF7HkIkZoa+8wd8oBNgLPaVy0A7NH9BbfjOl8sQBStWPX7ELfX7cmb6bEsDiLEAA8nLa8C9qV615ehWpRt3Jy9gA0uWbv6xx6yV2bzOc11alXwan+T2trTbsvUeAzoVd8brQygaycQ5ba+ZetED8/kx6p/D5gBDBqT900o1E6bvQ+garV5z9ppDQ8DKAPASnOl5nZEFDqCIODgwQshih1xww3OH34dO96PFb/2cBt3zdG4P86UUb/EMQ6g/1mT6uqj0mP5WHYAMGL4JphMadiT9wgA4LdV/RXrRdGKOvM5WK3uw7fU+tFrOJBVwL7NBWzTeKy1T3kVp6wXMJRVwAaDCTZbnfO4KkFWRUWe5nHUAkBBpXe2zVarWc189qxzfmajpyp9eZtSUYQgCB4COYNKJxD1NoCa77lbeR3PlfuVqoDZCSRomAHUIYsPN6I6HwYJ9ZQBXH9qvfQ40ei5vQ8RhYanNmNqvXMd4+XFxaXVv96KuroixRexIBi9tukDPGeJ4uIy6rNc6p1DTp38FhaPVZq+EBXBgShaUVNzopH7lO1bbam8TZ8vTWFE9QwgBKOiClhqT+mxDaD2PVw+68rRo+9BFG2qVa82W61mW8LtO+6UHhtNKZrHUq8G9xQwe+oFLK8i13jP3f4W9c9dvq8cGWm2AQweBoA6VKdSFSGKIh5d9She2/SafRur9wDQtRew3A+HnI2Ca6w1qDIHfgR5ImoYtR9vCQmt3ZY5MoAmKQMIrPr9Qpjr7NWLnTr+HaMv3gejMdnj8eLjWyA729nhLCNjkPR42FBnlbOzs4lSecUuWK3KQKRD7r0AgPT0/movUSUPDbbvuBOr1wxHYeEKze0rKw/h1Kn/SYGzPSPmCBjkwYh6EOHaqcNr+eQBoCjvBKIcHkXqle1p+BmXdpRaDhx8CadOfafaxrCq6hD2H3BWzZtM6m1IU5v0wukzS7B58zTU1p5RrJNXXdukgavVy20ypbl3UBHVM4Calbsa+3bNLDo7gbANYLAwANShapUhHPad24dFhxbhw532MaN8CQD98ew6/wYcJaLQ6t5tluK5fRw3ewCYmKgcPPfU6e8AAEZTk/ol2lkbQYjDhQMXKoKHfhd8hq5dnsDgQUuRmNhWsa0W14AmPf0C+/L6wFAUbcjb+yROnvxGfQcuGaPCwmUAgGP5/1XbGgCwbv047Nr9AM6e/QkWSyV+WzUQGzdNwdmzP7vsWisDKO+04D0D6BrQOYeBcc0A1gfKjjaZimpS+2N/xuCrrDygua6g4HPpsWumt332LdLjnTvvxrmSddh/4DmXPcirgC2OB27HGXTh4vqgzGUYGNGK6up8lJZtgzzo9tYL2Gqtxe49j0g9lV2xF3DwMQCMEGZZUCiKok9VwFabFfEGZbVRZqK9p9WY9mMUy9MS1MdmIiJ9SE7OBWD/YrQHfxVSRiouril6dH/R7TUmYxPpNa4MhnhcNGwthg79FQkJrRTrBMGA7OwbkZLSyeU12gGgua5Y8dzZiN9exrNnl6Kg4DPs3vOQh7NU4z0zV1q2BSWlf8BqrURZ2Vbs3HW/T/uQz5giilZUVO73WA3vluGS9QKWv8eO90k+TIx0zPoqW5tVexgYlSP7FKDW1Z2VHve74Ask1P8wkJe7rvas4jWKCQMcM5eoBG9NmnSrf4HrFKN1WLN2FDZu/JMyqNVKANavOH78Y5w8+aWiJIpy1b+fJSXrUVq6VX1n1CgMAHXomsy+bsvkVUIf7vwQSw4v8bqfT3Z/gl7Ne0nPB7UZhDv62EeINwpGRXB4tuqs2+uJSD8c1biiaMWOnXdh5W/ny9aloG3bq91mWWjd2j4sVHqa+z0lMTEbCQktkahStazFNQM4aNCP0uMdO2e4bFw/jEd9MFFnVgaI7rQiBl+qZm0uVYiugxXXD49jM+P48c+lwbBFWWe6/fufw/r1l+LQ4Vc9Hkf+WN4LGGpVwKJjqjjn+1ZdnQ+bzeJWZe7x/GCDVhvF4Rf94basXbtpaNp0kKwcstcKru+N8/2VOg+5Zd1k2U2X91a7LaOoXub696S27oz7Ohl50Lx12y0etqSGYgCoQ1nx6Xj7lPLikPfofX3z63h98+te97P5zGZFb99+LfshwWhv6F1rrVW0EYw3ep7+iYjCy2hsInUEUQ4M7fyBKM+U2Le3L+/d+x20aDFe8RpvY/2pMcjaAPY+7200kc39Kmcypcka8dfPNezTIC/uwZ4vbfPsAYv868wlgKkPOvLz52Dvviewdt1Yt+OdOWv/UX3kyNvah3ELaGS9gBVVwI5soPuwPOs3XI4//pgIq4eBoFUOrBpMDbpwMeLjM92WO46v3o5OcAlkZT13HW0AXd5z1SFu6mkFgCJsGlPsafw9Xdu9yjKqLZqPAQUeA0CdSnT51eupQ4cnjl+gQ9sOxZ1970SCyRkAOgaATjYl494L7m1EaYko2OzDc7h/2Y4auVt6nJ3lHDqmWbORite6jidobEDv/8SkbOlxUlIOAODiUXuRmNBWsV2/Cz6HYHAEH47AxXMAKEItwPKN6DKLiOt+HAFNSekml+V+ti9zmelC0QsYKr2AIcJiKUdtnXK8vorKvX5lAK22atX3RqtNpiPwc50jGrAH4oqgTy0YdMsAyv52rlXArmNCOnemGhz6+p7Lq9Qd7UkpsDgOoE4ZfZ2a0QtHkDetxzQIgiAN+VJrdY4fteiqRWiZ3DIwBySiBvN9TlagRYvx6NP7P4pl2dk3Ii2tD2yiGRnpAxTrmjTpqniuNSerJ316v4vS0k1ISGiF1NQeAOxj3g0btgrLlneqL9clSE3tKWUjpQDDhzH+LJYylaW+vCeunTNce446MnUuZfCzg4FiTDrRZSo42Y90g2xmljNnfoQaf9oAFhR8gYqKvW7Ltdpkes8Ays9DNi2oTb0NoLwJkutwNFqdWay2GmzafI37Cukz7jrsi/owMPbja7c9pYZjAKhTRrfR0hsWETqqgB0ZREdVrzwD2NDsIhEFh9YYnn37vI9t22/DgP5fIz39fJXXGZGRMcD9hfXrunZ5Avv223sTp6X28btccXFpaN78YtV1o0buwtnCn9Esc3j98RxTedW3k1N0NnAMOKycr9cxrI2cT71ARS9VzFIQ2rB7ndlcil27H0BJiTyDaJOyXwIMimp5Zy9gERaVwbEBwGL1bwD+Upfspfw4GRkXoqRkg3M5jIr18oCvtu60IjMnD/a0M4Da75va3wwACgt/UV1++sz3SD3aU+XvpXwub6LgaUxbajgGgHokijC5xHuu8/V+NeErVJgrMP3H6Z53VR84OtoQShlAS61zHQNAoojQvPlojBl9sMGvz86+EXFxGbBYytGu3dQAlsxepdxa1gnFmX1yrwIWRUt9VkcZaKhVJ5aWbsT+/c/BZqtDly6Pw2arQXn5LmRkDHTuDyJcAwg5i7UCe/bMRHHxasVyX4cYOXzkLRQVrVQsKyz6FWfOLK4/NaOymlVw9gK2WtQDPYul1Kdje+LIAHbscB82b5kmO76h/r/2v4F8ZpjKyv2KuZzl74FNVG8DKP87uY4DWFm5z+9yHzj4kspS5d/PkWEGgDoP0+ZRwzEA1CnXDKDNprxRtU5pjfzyfI/7GNh6IEpqSwA4f0E5MoDVFmf1g6cp44gourRuPSk0B3ILAJ3sw43EKYKPivLdsGpkxY7l28c/TUvrjeMFn6OsbBu6dn1Svkd4qirOz5+jsca3ANB1iBsAzuAP7hkqg2wcQPVqbcDc6JlT7B197P9VDvTtyPyp9gIG8Pvqi6THimygo9OG6BqYy9vy+ZeN69njZd+G/nF5D02mVLRtey2Kin5DyxaX+XVM8g0DQJ1ybQPomgFMT0jH6Sr1icD7teyHzWc2w1g/XhhgH/YFABJN9gygIgA0MAAkosBy7Qkr/4K32cwwGpXz1RYV/+Z1n7W1Z6SBg0+e+Eq2RlSM6eerhjatcSXAiJYtL5eCQqG+DWBN7QkpeHVVU1Pg1zEuGrYWv68eoljmqCY1Gl2menNpA1hautFlb7JqX3kAWJ8p9NhRw2ONkYDRF+93C4j9H/vRrkd310GrKZD4za9TJpcbk2sACGjP4Zsabx/Rf93JdThQYh9B3nFBOoaBYQaQiILJ0Q7NbD4Hq1VZtesYcHjnLn9HH9CYdkxjmBTvu/MxAPSW9BIM6Njhftnm6nMmN9SokbuRkNAS2VnTlYetv6+7ZwDt9/TaOvXxXbt1ewbNm40GoKx2P3O2vsOKpzmpPXxfjBl9QLW9XtOmQzVf49wv2/mFGr/5dUl0ywBW1DkbEo/Msg/voDV237iccW7L4urbijgCwBqrsw0I2wASUaDJ24rt2nWfs3oR0Bgfzm7okF8112nN3StCbOCcsYHJABoM8UiSDZFTVu4+vVl8fAu/95uQ0BqtWk2Esf6+3bbttdK6dFkv7/j4Zsry1Ff91tacdNtnx44PIqvdVFRVH7NvIxui5vjxTwGo9aKW0YjTPM03fX7f/+KiYWsxauRO9O3zvva+KaRYBaxTBpcb07Jjy6THL46wT/nkmNbNVVmde5sTx6+ylLgUt3VGQ2B/rRJRw/gzDIzeyXu/ni1chrOFzvl5RZXq2gsH/g+pqb0giiIMhnj1MeS0Om2I2jNleOLzPLNe/iwmYxMYZDMrqfWMbd58DE6cmOdP8XDRMGWnlSZNuiIr66+orjqK8893tms0uEz5KdQ/z8r6K44cdRkqKOtGAEBVlfb8wlo9lwHtDKAgaIcTBkMcEhLsQ40lJ3fU3DOFFlM/OuXaC9jxa7dHZg8piIs3xiMnLcfttQdL3HsJOjJ/afHKsb8ECG7zBRNReEXDsBcpyfJ5hJWBlmMQ5JQU59iEqan2aSsFQUB8XHPVfSrG4XNdZ/MvA2gfV087ADSby3Dq1P9gsWgHQw5CfQ1Lh1x7lXbHjg+6bePrbBaOQbWbNOmhur5b16cUwZ8axxzQCQkt0SSlm2Kdo+dwUmJ71dcuW97JS/tE9c+mpwBQzmhM0tht5H/mIw0DQJ1yzcntO2fvap8cp0yzfzvpW6z9y1rFsr/1/Zvb/rpndgfg/sWSaEqMii8bItIXozEJ/fvNV12Xn/8RAGfQ0Kf3O4r18Qnq1aWFhctVlzekCrim5oTHTiAHD72MXbsfwOHDb0A9Bej8+nSMwdehw70YMXwjWrpMu3fB+Z+gefPRXsvUsuXlGDToR3Tp8jj69pnt03k4XDRsHQQhHklJ7dGixVhpubJDhyBNJ9iu3V/82r+0B40mQ2avcz3bxcVlwGRKd98vM4AhxwBQj0QRRpeqoN1F9ume5G0BAXvbvibxTfDTn3/CsLbDsGjyIrRKbqXYZv3U9Yrnt5znnFh71tBZgSw5EZEkI2MAcnPvQrNmFyM7+yZp+YmTCwA4OyC4BgQmY6rq/ioq9qgfSLT6XQUswoajR97VXF9Q8AUA+xA06oGiM7BKTGgDwP4DOy6uKVy/WpOScgHYh0TxpGWLS2EypaB99k1ITGzrcVtXCQktMPriPRg6ZEV9GewqK/fLthKlH/yFRSs87q9du2kaa9QDtdQmvXwqp8GQgEGDFqNXr9d82p6Ch20AdUqrVd7I7JGqy9s2aYt3xzlvZq+OehUP/PoAzmt2nlvW8P7+9+O+fvcBiI6qJiLSr06y6lDX8fgcAaB81gcAyMq6HsXnfnfbV1Jie1TX2DsvyAcgtlir/M4AnjgxH2Xl2wHYZ9Jo3nwMDhx4HoD/cxL37KkM7NxqWuqDuTZt/oTWra/Cryt7w2azV4NnZf0VNTUnkJ11I5o2VQ7zEghNmw7BuXP2WqLU1N7S8s6dHsLGTVOk51lZN6BrlycUZS8o+Nx9hy7nNnTICpRX7EFqk/N8LlNiQms0bzbKdcc+v54CgwGgTrl2AgGAoW2H4p4L7lHZ2t3YnLHYceMOzfUM/Igo1Dp3nikFWbW1Z6QZKVwDwKZNB0uPhw5ZgZOnvsPhw69LwZ8rq7XS76DNMVexnYCsdtOkstXVFbpsrV1V3LHDA0hO7qBYlpSUixYtxuPs2Z8woP+Xyrl0BQHJybmoqNgDQTCiW9en/Cq3v3r1fAXH8ucgzpSO7OybpeVpaecrtqutOenT94LbnL2Cya3K2xeuHVcYAIYeA0Cdch0GBgCeHvp06AtCRBQg2Vk3SkFWVdVhWOuHo3LtGGAypaJXz3/DbClDUlJ7qWOEluLiVSoZJSjmPnZltTp76goQFGUwm12mafM0Lp7gXl8jCAL69P6PytZ2Pbo/hxMnv0KL5mM1twmUhIRW6NL5Ebflbm35fE4KBKblmGvQz04goccAUJdE1UusdUrrkJeEiChQDIY4NG06FOfOrcHmLc65iNV6hsqnrHMd584hPb0/Sks3AQCs9dXJrVtNRq9erwAAiopWaZZFMQVafYbPUcVs9TAMiiutThGepKX1QVpaH79fF2hZWTfi+PGPYTQmq2YiVYfjcQ3UAjSOLDuBhB47geiUayeQKV2naGxJRNEimsYB1OIYD07O0yDCAJCe3k91ebduzuyeo72aPCNnMrmPe9q69WS3ZY4A02iyD5/iOvSL56nRIncc1W5dn8Doiw9g1MgdSEho5bY+Ls498HarAm5EGNGp498b/FpqPAaAOiX/w3Rr2g2PD348bGUhotCK5ja6Xbs8oXiekT4Qxvpx67TExbkPG5KbezdSm3SXnjvGrpMHk2qzb3Tv9qzbMkcgYnIEgC4ZQMe4hWrUqoAjiafPmnrm1XX7hn9WU5o4xyg0aExtSsHDKmCdkt9Smic353RtRBQV4uLScfGo3aisPIAmTXr6HOzKewADkDoeZGffpOhdHBfvnCEpMTHLbT9GYxJGDN+M31bZs4omUzqSk3MBANVVRwEAu3YpM1NFHoZMaUwGTO/kw8k4uFZ5N+bHSmb9HMGCEOfzMDIUONH7yY1koqj8TRX9tUJEFEMMhgSkpvbyK3jo1+8Lt30AQPv2tyqWt5eNN+g+HIt9vt64uHQMHrQUzZuPwQXnfyytd8yLK4ru09BpifQMoCdxcRkqS13/Zg0PI4zGJIy++AAuHrUnqrPeesUAkIiIdC8xsY0iS+RoS5iY0BqdOz+CpKT2GDZ0FUwm5SDSXbo4m88YZdWMKSmd0LfPbKSlOcfGc+uZ6osorp3JzpoOAGjR4hLnwgBmAB2vZ/AXHqwCJiKiiDBw4EIcPPgSEhLbKgK9nPa3Iaf9baqvadd2Kvbvt7f7S0v13PN28KCfsXXbjRBFK6qr1cccdBXNGcD09PMxZPAyJNTPdAK4dwIxGDTm9iXdi96fLtGEP46IiCAIAjp3fhjZWX/1+TVGYwL695uPVq0momPH+z1um5TUDkMG/4KhQ5Rt/vpdoDIjRj2DEN15lOTkXBiNssyoIlsnNCxrSroQ3Z/cKJFs8jxEAhFFh1gYBiYcMjIGICNjgF+v6djhflRWHkCPHi/AaExC82ajUVi03G0713mMo52804vBEM/q2wjGADACMAAkii38Ug2/Dh2U0242adJdNQBU7ygRvZKS2sNgSITNVoMLLvg03MWhRmAAGAHMNnO4i0BEFNM6dLgHNTUnUFq2FdXVR6TliYmep6mLNvHxzXDhwP9BEAxucyBTZGEAGAEGtxnsfSMiIgoagyEevXq9AlG0YfmKbgBsaN36qpgLAAF7D2qKfAwA9ai+HdD3CT2x9vyrMKnzJC8vICKiUBAEA0aN3AGbrVp1oGSiSMEAUMdyjEnI6X5duItBREQyRmOiYkxBokjEYWCIiIiIYgwDQCIineAwMEQUKgwAdYlfAkSxjMPAEFGwMQDUNX4JEBERUeAxACQiIiKKMQwAiYiIiGIMA0A9YkNwIiIiCqKYCACXL1+OYcOGoXPnzujUqRPefPNNad2WLVswePBg5OTkoGfPnli6dGkYS+qCDcGJiCiKVdZasGLvGdRZbOEuSsyJiYGg586diw8++AA9evTAoUOHMHz4cHTp0gXDhg3DhAkT8NFHH2Hs2LFYuXIlJk2ahLy8PLRu3TrcxSaiGMNhYCjW3Dt3C5blncFtwzvgsSt6hrs4MSUmMoDvv/8+evToAQDo2LEjrr32Wixfvhxz587FwIEDMXbsWADAyJEjMWLECMyfPz+cxSWiGMdhYChWLMs7AwD48PfDYS5J7ImJANDV2bNnkZ6ejrVr12LYsGGKdYMGDcLWrVvDUzAJswBERBQ7bPzaC7mYCwA3bNiA77//HlOnTsWJEyfQqlUrxfqWLVuiqKhI9bW1tbUoKytT/AsuZgGIyLNzlXVYf6iI1cdE5JeYCgC//PJLTJo0CZ988gk6dOgAq9XqdtO0Wq2a1S/PP/880tPTpX/Z2dmhKHZA7VlzEr9/tZ9fFkRR4trZa3Ht7HXoMHMxquos4S4ORTFRFHGipJrfH1EiJgJAq9WKu+66C08++SSWLl2KCRMmAAAyMzNRWFio2Pbs2bOaHUBmzpyJ0tJS6V9+fn5wChzEi2v5J3uw7Zd8HM87F7RjEFHo7DtdIT3+atPxgO47v7gKL/2Yh7PltQHdbzSrqLXgutlr8cnaI+EuSsC9v+oQhr6wHLN/OxSwfSbGxUQYoksx8c7fd999OHjwIDZs2IDevXtLy/v37481a9Yotl29ejWGDBmiup+EhASkpaUp/gVVABqC11Sakbf2JOqqlZmBqrK6Ru+biMKrsEIZmP1nxcGA7v/G/27Af349iPvmbQnofkNhZ0EpPll7JOTZqk/WHsG6Q8V4YuGukB43FJ5bnAcAeH5JXsD2mRIfE4OR6FLUv/PV1dV49913UVBQgCZNmijWTZs2DS+88AKWL1+O0aNHY/HixcjLy8OUKVPCVNrA++n9nTiedw5Hthfi0jt6e38BEYWNp2DFYrXhWHEVOjRPkZqp/LD9pGKbVmkJAS3PocJKAMCag+rtovXsyjd/BwAkmAy4dmD7kB23qtYasmNFg6R4I1AZ7lLEpqgPAA8fPgybzYZBgwYplnfq1AnLli3DvHnzMGPGDBQXF6Nz585YtGgRUlJSwlRa/+TvKca+9adw0bVdkZCk/qd0VPUe3HJW8eUiCMDe9aewc2UBLr39PKRkBPaLg4gaTq0d8t+/3IaFW0/glSl98ef+WQCAJ/+nzDKxJ6W7pbtOhzQAjMQRfKw2EQYhPMMPMQMYPlH/zvfs2RM2m/YI4+PHj0deXuDS2YHh2138f69vBQDEJRiR0jQB7Xs2Q4v2qZrb26zO/Yoi8Muc3QCA37/aj/G3ntfw4hJR0C3cegIA8PaKA1IA6MpocH6BV9VZEGc0IM7ovaVPaZUZyQlGn7aNNAfPVnjfqJFEUZSCp3DGf6XVZvx9wTZMvqAtruzT1qfX1FqsGP/qb8hploKPb75Qc7v84irFc6tNVHzeGiop3qi6zwNnKrA87zRuHJqLBJNR6+XUCNF3tUcV3y6uHSsLsO67Q1jw3B8AgON5xdi2PN+9h7PGVDs1FebGFZOIQsbTz0Nb/TVfWWvB8BdX4Op313rd39nyWvSdtRRXvvG727oWqQ2rGdBTL9EjRVXeN2qEx7/bgSHPL0dxZX276jCmAN/59SB+2XMad3/he5vNzUdLcKSoCiv3nfW43cajxYrnFbWB6XGeLAsA5fuc8u4aPLc4D6/+vD8gxyF3DAB1bvfvJ3DiQIlfr1n42lb8vmA/ju9V9vS1WdRvyvLMIBFFrhqzvf3Z5mPnUFRZh235JbB6qRf+rf6Lf+/pcrd18bKMoE1lPwu3FiD3kR+wbM9pAMDxc1WY/PZqjHh5Bcpr9PPDMpgB6WfrjuFUWQ2+WH80ZMc9VVqDBX/ko9Zi/3vvP12OhVsLUFLl3rnvTHmN6j5W5J3BEwt3wiKrITNb7Y8tVhu25pdIzwEg0SUL98vu0/jnD7ulz5zD6bIa/Lr3jNu5rz5QiPGv/oZNR5XfSybZZ0weAJ6rsn9+Vu33HJhSwzEA1LET51pgxWd5+PZfmxv0+vIi5YVvMTsvZvnFKbLhEFFEGta5GQCgeRN7pq6m/hqvlV3rRZW1WHeoCCdLq1X3cVRWtef6ZS7PzpSrZHzum7cVAHDLxxthttpwyau/YWt+CfKLq7G8foovb+osNs2yNUZLWfZy98lgD9oP1NX/kJbn/8x+/rhed6gIW/NLvG533ey1+H9fb8cby+zZsakfrMd987bix12nFNt9tu4oLvznMvz398P4dstxTHp7tfRe3/TRH/hk7VF8utYZuFbV2f/+7/12CJPfXo0ujy2R1pVWKwP6v3+5De+vOoz3XYaEGfTcMkyf8we+rB+SyGoTUVRRi2kfrMfe0+X464frFdvLf1h8LXuNtJ5fT0HDAFCP6oOz0iplr+X8PcUoqM/q2aza7RodDC7tMz6euVp6vPv3E9JjtV/2RKR/GcnxAIAx3VsCAKrrA7gaizOQu/Cfy3Dd7HUY8vxy1X2sPuAcC/UFl+E95LWZZdWeM3p/HCmWAggAMBl8+3qZ+r69bDsLSlFrseL93w5hn0o20l/ysh8LcjUwAFjrM2ny4zoydKXVZjz+3Q5sPqY9/mpxZR2um70Ok99erXlPFkURNpsoVWt/t8V+H3eM01hS5fwbVdZa8Ph3OwEAs77fjQfmb8O2/BI85dJx6HChswtudf3f77stBW7HfuSbHaplOiR7fUGJM5B3VCnf9flm9H/2F2m5/DMCOJstAMC/f96HSW/9jmveWyvbnoObBwsDQB2T30jqaiz43+tb8d2rW2Cus6K2Wv2iqDjnHBfMYNRuiyJv98cqYCJ98KXKsE7WltfxuEmivT+fI4Pn+iXryYguLaTHH605AptNxNsrDmDNgUJYZPcG1wwQoMyyTX1fmdm564vNmLvhmNfjb6yvEvxq03F8tPoI/rl4Dy559Tefy69F/hvZ7OFH7sNfbcej3+5odHWtReU+6gioXv9lPz5bdww3zflD8/XHzzmD1DqrDaXVZkWZquusGPHyCtz+6UZpmTzgAgD5b/6bP1I/VmGFsppY/lmprA+22jVNkpaJoqhatSxf7/BEfcAJAFkZ9n24ZiVduTZR2Ha8VFFN7K0JAzUcA0AdkweAljrn3ezQ5jNY9MY21dfIs3wGowHN2jVR3S6jVbL0mBlAIn0RBEEzIJF/6VfU2L+wHZ01HFW/rlW5DmrXerXLtt9tLcDLP+3F1A/Wo04WRZWptOmr9hJozpRljURRxOu/7FfNLgH2TM+WYyXS810nSvHCkjy/2hIu3nESaw7aM5pWeds2jQ5wpdVmzN+Yjy/WH0NRpf+D48v/RpuOnsNv+84q2s2drR+o21EmtSDaoUZWbf/z7tPo+/RS/OmdNZi1yN7O7sCZCuQXV+OXPcqq9eEvOTO78j/v+sPOThvxJudXvWtAJc+wOT5P8m2sNhGv/aLdEUNezb1MVu3va/W3t7h7QE5Tn/ZD/ov6YWAimdXmvGgtspv0Lx/t8en1Z46UISFZ/U9cU+m8EVn8yBYQUfDUWESsqOuEH3cl4qFNiwEAF7TPgEGjZ2l5rf06blHfBrDOaoPVJmoGgHVWGxINysb8FbXKoOTBBc4fl/KsVplKrUNtfWD19Z1DkRRnRG7zZAx5frlqoLPnZDle/WUfAODS81ojMU5ZDtfXXFHfK7msxoznrvI+iH1+cRVmfG5vL33khSsUQYxZo8mMfLm3YFZNrSyw3Hj0HG747wYM7dRMWnamvBa9oMzaqjldVgOLrCyO8R23HCvBlmMlSEsyYVS3lqqvzS/23n4yKc4olWGrS8egStnA1WpT/tVZbfhivTOTO7JrC0WP4YpaC15ZulcRvANQdC7xxFofAV7Rpw16tE7Fv5buczs+BQczgLok4njteVix2zkmU3mhskNH+17N0KZzuse9bPn5mKJ6t3XHNEy8/3wAQG2V82bOYWCI9CGvyIyjtkycqnHemrccK3HrOenIPJXXZ2xaymYAqbVYUV2n/qXpCFieX7IH17y3FiVVdfhsnXY1bUm1Myv2t882Yc3BQmm4E5tNlL6cc5slo2fbNCTHm3D/2C6KffyjvlpQ3sNzQ312Sl7t+du+QtVAaZsPnSIAZW/X6jorympk9zizFQs25uPAmQos+CNfahMoDwD9qTZ3qFUpb94pZ/vFkyU1mts5fL3pOAY9twzP/uD8YS/vfAMA+09XqL43wzo3wyc3X4iOLZSTF9w0LBdHXrgCc24aCMA9uP5CVjUvD7BOq/QYrrPYFNvIq4cB+9/1zeUH8LusLSmgnQG86oJ2iueONoCTz2+Hu0d3weJ7hyvWyzOjFFjMAOrUr2V3Kp6fO+28USYkmzD+tl4oPF7htYewo7NIy5xUTLzvApScse9HHvTJg0EiCh9HYqZFgg2vXj8Ep8tqYDIKMBkMqLVYpexcea0FaYlxUgDo6AUM2NubWTSaddRZbKiqs+C9lfaem3/9cIPH8rh++U59fz2aJJiw8+nxiqAgQZbNmzYoB0eLqvDRmiMAgE/XHcWVfdoogpD5f+RjRNcWUicFwF4VvWKv+5Af3tqA2WwiDAZBMYvFPxfvVmzzzZYCbD9eKj03CMCh56+AWTY0VkPGtau1uAeNxbKq5Pl/HMPUQe0VHR1czfreXlZ5T+Xj55RZvYKSatUA8NnJvdGheQo+uflCXPTiCmm5Y+DkC7IzVI/5D9n7Lne6zJ4BlGd+31l5EM1S4lFUWYd4owFNk+MUr9l3Sr3DjtlqU23GEO8y2LijWYKj/WLPtmn4393DsHLvWbzy8z7NbDY1HjOAOiW4DPdaXuz8ZTZl5gDEJ5qQnBrvbSc4c9R+cQ6a1BFxCUYkptgv3mqXrF9Vmf/tX4gosByBQqJRxEVdmuPP/bMw6fx2uKJPG/ypXxZSE+y/2Qc8+wvKasxS+7j0JOeX8nu/HcKHvx9W3X9BSTVOljrvJTsKnEHRjFGdsOS+4TjywhVuX/JyFbUWlFaZsVY2P3CCrI1ZvMmApyb2Qu92zhqKa2evw+2fbpKe/7DjJA6ercCvKgGfK09txGYt2o0B//wFp8tqFMOvuGY15cEf4Ay066zO4OJESTW+2XwclV4CwYpaCw6csd9Xa71kp5rVB+ZaVfi/7j3jsV2gw9b8ElzvMnwK4MwUtklPUrQZd7T5c/QSd3VB+wzV5e+tPAhA2Yv8vZWHpPaRi+8bjmSXqdvUhgcC7AGgWvWt48eJKIr4fvsJqRexfNSKPlkZ6NraPquVaxtVChwGgDoluswCsus3e8Pppq2Tkd7C3oHD6/y9shunof5XV1Kq/cbuOvbfnId/19Xo/UQxyXEJagQMQ+rbl9VZbOjz1FKpmi010YTpQ3O97n7y26tx2eur3JanJZpwz+gu6NEmDYB7j9abhuXi1/8bJT1/fOFO3FTfy9QgACaVKcHm3T7YY1nk5XhgbFfN7dQGqHb47+rDKK6sw/u/HfJ7zD0AqJNlAO+ZuwUPLtiGfyzcKVuvDGBqzFac9+RPGPvv36RhazxRa1fo2KfFasN0D72CfZFS/4PAaBAUgbI8IHf1y4Mj8O2MYTj8/OVu62otNvR64ke39nwOqYkmj/uWW7j1BLo9/qPbckfbwJX7zuLuL7ZIWWzXINnRRnTLMe+DmVPDMADUI1GEVVT+cnNU0xrjnH+yuAQj4hPd50gcd3NPt2WJKfYbhSnOiDad3NsOZvfIDMtE4ETkJMV/Guv/b3w3t2U92qShSYIJT03shff+2l9a3r11qmIbB9eg5pKerfD7I6MVc7LeM6az9PjbGUPx5IReyG2egqT6L+VF25zjiLZMTVS9d6QkmHDkhSvw6S0XYkr/LDRNjsMTV/bEnOkDFeVIMBkwfVguDj53OQ4/fznynrlU4+y1WUXRa0cLNWqdQ77ZbP+xvXTXKfR68kd8VT84MaDMmP6485Rm+zTH+1RrsaK8xqzoub3+sD1zekalw4U3w7s0lx5f1Lk5miQ4s3F/6udsW5ed6Rzl4R9XOr8PRndvic4t7Z8LQRAUWVqHSg9tIdMS49w67/hr4dYTyH3kB+l9djC6fIaaJDiPM/+P/EYdk9SxDaAO2WxAha256rq2XTIUz297bSSsZht++mAnDm+zN8LtemFr7F59Uho0uveoLMVwMGNv6omf/7sLiU3ikZhsgtUqYvi1yobbRBQ+WgFg11apOPLCFbBYbdh3ugL7z5RjSMdmUgA2vldr/PzACJwsrcHA3ExsP16CZXln8PdLuuKFJXmYs/qItK//d2k3zBjVWfU4t4/ohNuGd3QL7DJT4t3GnvOWBRvepQWGy8YaBID1j47Byn1nYRAE9GyTpqjCVgswch/5AcnxRqydOQZrDxbijWUH8MZfLpDWi6L3crg6W16r2TsYgFRl/X9fbsPV/bMAAEdkgx6f1y5ds91gRnIcqkut2HysBL2fWqpYl3eyHMO7tFAMwO3NH4+NlYb6OXS2AlvzSzDpfGVnin9fcz4m9G2LsmozJvRpIy2/5aIOuHlYLiw20S1T+95f++Oxb3cgp1kK7h1j/w4oqzajuKoOWU2TMOT55VL27aWr+yAp3ug1Azjv9sHom5WBLfnnsPtEGSw20W2AcQD4n+xHBAC4jhveJytDerxk50lMHdTe43HJfwwAdai0XJn9S0gxoXP/VmjbJR1dBrRy294YZ8DFf+2OpNRDuHBCBwDA5AcuQF2NBXEJRrebeFrzJPz5/w0I3gkQUYM4q/E8V3mZjAb0bJuGnm3T3NZ1aZWKLq3sWZ5BHZthUEd7tfHMy3rgyj5t0CfLPqyMUaXaVk4tq3f94By8+KPyyzzO6H9FUqu0RFwzIFtz/eNX9FD0igXsvXT/8d1OKXB46CvZcDU2m8eetmp2nihFgo9lF0UR246X4pSs/eQve05L2cGurZrgwXHd8LfP7EFjkocs2TdbCjDp/LZ+ZQDlmb6OLZqgYwv18V0v1hgqRhAExKlMDNA2IwlzbrpQsSwzJR65sPcqHt6ludRO0/H3SnA5t6suaIdvtxTgmgFZeOnqvtLyoZ2aY2gneyKja6sm+HbLCUXm2JVrBjDOaMDbU/thyc6TuHag9meFGo4BoA7JA8ALxrXH0D+r/0qXS2oSj4uv765YFp/IPy9RJHG0ww1GY4x4kwH9czIbtY87R3WC1WZTjNV22/COjS2am1su6oBNR89hyU7lLBLyrJG888Rn646hv58DBlfUWLBTltHzZOnu07hD1okFgKJqOMFkxLiezh/nap0fHrmsO15Ykoc9J8tw4XPLMPn8th6P2a1VKi7u3hIp8UZF9XwoXXZea/y696yiCYFrBvDBcV3x72v6emxCNLp7K4zu3gpv/uUC7D5RhsvfcG+H6tq5BLCPDXiFLJtJgcUIQYeqapx/lsFXdQpjSYgolKS8n47b4/5tZCdMvqAdUhPisPFoseYAxY0hCALeub4/TpXW4PHvdmLPyTIUlFQjPSlOCvxcO6r42wbw/VWH3HoHa1m4VX32EocEkwFGg4DZf+2Pf/+8D3eO6oT75m2V1n92yyB0btlEURX63VbtbBhg7/zy0wMjfCpfsEzs2w4FJTWKtoeuVfRxRoNf7cezMpMQbzQoguSZl3XHee3cs9kUXAwAdSjOaL8w2jY9q+gaT0SxQc9XvcloQFZTeyeDMT3cm6QEUuv0RHxw4wCUVpnRd9ZSRdbvWHGVYtsf67OFaYkmvDW1H2Z+swMJJoM0zIjDXy7MxtwN+Yrg78LcTLxyTV8Mf8k+lt7JUtc5dj3/RRxzDV/SqzUu6dUaAKQA8IL2GRjSqRn8vZXfM9p7zU+wJcUb8eA4ZQ9teeeMBJMBmSlehiNzkZYYh29mDMWGw8WoqLXguguz0TI1MSDlJf8wANQh50gQHAGdKJZ46wUcq9KT43BhbiY2HCnW3MYxiPTYnq0womsLrH5kNP44Uowp766VtrljREeM6dEKczcoe5W2SEtQ9Jw9XVYLQXC2yVTLcMmzWLUqY9Wt+n8XY/+Zcozu7gySbx/REbN/O6R5Do9f0QO3Du+I02U1isG99aRPVga6t05F3qly3HxRB8U8w746r106zlPpgUyhxWFgdIxfAkREdo9e0cNt2bierfD21H6KZVkZzqnKslymLTMaBFzYIVPq8QoA7TKS8NSEXgCAvln2oCS/uEoRgKl1XpBXYT6kMjxPdmayIvgDgEcv74FtT1zifnIAbhySg5uH2TvxtUpL9NpJJ1zijAb8eP8IHH7+cjx8aXfvLyDdYgZQh0SmAYhikjRlGK99N+dnZ+DLvw3Bgwu2IjnOhDk3DUTb+mBvUMex+GX3adhEKDoNtE5Tr1p8cFxXPDiuK0qrzUhLNEkZvm311cL3zN3ic7lmXtbdr6rw9OQ4fHHbILy1/AAuO681EuOMSIgzYmJfz51C9IbjxkY+BoA6xsuLKMYw/vNoYG4mVv2/0W7LmzdJwHUXuo8TJwj2jhmOMf3k8/QCyin0AHvAeKqsBq4GdcjE+sPq1c+mBgyDIx8ihShcWAWsR5z1higm8dIPvEt6tUbf7AwA0Bz42uGHey/C1f2zcNl59o4cOc2SsXvWeMy/Y4jma+JVxtcjigTMAOqQudTeu83mZVJyIooubP0RHAvvGubTds2aJOBfU/p631CmIRlAIj3gJ1eHqg+eBgCYS92rIogoikm9TsNbDHJ3+wj1Aa9dp1cjihQMAHVJkP0/EcUKm8hKYL16cFxXDO/SHA+N76YI+lynRiOKFKwC1iFR5RERxQ7++NOfxDgjPr1lEADgwg6Z+GrjcZytqMXIri3CXDKihmEAqEe8+xPFJP7kiwwDczMxMLdx8yoThRurgHWJESBRLBLZBpCIQoQBoI4JzAcQxSTGf0QUbAwAiYh0QuSPPiIKEQaAOiQ6fv+zRyBRTOElT0ShwgBQlxwVQPw2IIpFbANIRMHGAFCPBMV/iChGcCYQIgoVBoC6xNs/UUxi0p+IQoQBoA5xIGii2OSYCYQ/AYko2BgA6hnjP6KYxDaARBRsDAB1yTEXMCNAoljCK56IQoUBoB7x1z9RTGInECIKFQaAusZ8AFEsETkQIBGFCANAXeLvf6KYxLmAiShEGADqEHMARLHJWQXMCJCIgosBoB7V//wXWB1EREREQcAAUI8Y9xHFJF76RBQqDAB1SORcwEQxydEJhG0AiSjYGADqkODyXyKKDRwGhohChQGgDon8+U8Um9gLmIhChAGgnrETCFFM4RVPRKHCAFDX+HVAFEscv/mYACSiYGMAqEMib/9EMYltAIkoVBgA6pF092cGkCiWiGwDSEQhwgBQlwTZ/xNRrOBPPiIKFQaAesZvA6KYxAwgEQUbA0Adcnb+ZQRIFEukgaDDXA4iin4MAHVI4M9/ophk428+IgoRBoA65OwJyG8DoljEH4FEFGwMAHWJN3+iWMRhYIgoVBgA6hlnAiGKKdnZ2QCAtm3bhLkkRBTtGADqEX/+E8Uko9EEAIiPM4W5JEQU7RgA6hBnAiGKTc6cP+8BRBRcDAD1qFkXAICQlBHechBRSHEmECIKFQaAeiTd/dkGkCiWiOA4gEQUGgwA9YzxH1FMYQaQiEKFAaAuMQNIFIuS4o1omhyHlHh2AiGi4Ir5ALC6uhq33347cnJykJWVhYceegg2my2sZRJVHhFR9PvbyE7Y8sQlmHl5j3AXhYiiXMwHgH//+99hs9lw8OBB7Nq1C7/++iveeuutMJfKWf+z6WgxDpwpD2NZiIgolphPV+L4I6tQ+vNRxXKRY9NGlZiuZ6ioqMDHH3+MY8eOwWQyIT09HTNnzsQzzzyDe++9N2zlatvcgpqfvsTxOCPuficLADB9aC6S443IapqMq/tnId5kwPpDRbh29jr0z2mKU6U1+M+0fuibnYHVBwox7YP1uGNER1zUpTkqay0Y1a0lEuOMWLH3DG6a8wcev6IHxvdqjbYZSTAa2OCIiIJLFEWc+2o/LMXVyJzSDabMxHAXiTSU/XIMAFC+7BjSx+UAAGzVFpx+cwsSu2Sg6VVdwlk8ChBBjOGQfuXKlbjrrruwc+dOaVlBQQFyc3NRXV0Nk8lzfFxWVob09HSUlpYiLS0tYOUq+fY7nJw5ExtbdsM/ht7mtr5lagJymiXjjyPn3NYZBP8nlB/UIRMvX90X7ZslN7TIRBQgoiiqzgUsmm0oXXIYyRe0RHx2qtf9nH5tE0SriJYzzochSf1eJoqivaWJ9F/ZMogQzTZUrjuJlMFtYGwS73P5K1YVoHTxYWlZXJsUWEtrYauySMuEeCMMSSZYS2sBAE2ndEV8+1QIJgOMafEQjDFfQeUX0SZCcPkxL9pEVO8sRHz7VJgylAG3aLbBUlSNuNYpbvs6/fZWmPPtNU/tnhkGGAQUfbEHNbuKAABZLwz3v3yiCMvZapiaJ0nlrD1aBkOCUbUMwRas7+9IEtMB4Ny5c/HBBx9g2bJl0jKz2Yz4+HgUFRUhMzNTsX1tbS1qa2ul56WlpWjfvj3y8/MD+gH673MfYtjX79jLYzCixhiPw+17oMOxPTjepCUKUpvDbDDBLJhgNpoACEi01OJ0clOkmquRUVuOPoUH8Hn3S9C0phw55adwrEkrFCelwSKYUGc0ocYYjz6Fh5BsrsbG1j3QdUAvPH3TyICdAxH5r+bgORR9sgcAYGqu/MK2FNY4n5gECCYjBJMBhngBok0EbIBoFQGbCFu1RfFamAzOIA/OYM8fpswEey9lm0qwKIoQbfZ9izVW/3asdbxmKhlCUaOFtNq5yL/aVNdrHFj0tn9/9qu2M9la1eX+71+ss7dbN6TEwZBklNbKPzPG9Hj738wmAlbZZ8QAt2yspaQWsHj4gBgFmDIS7H93RzFkPyIcRRNlnzdbpdn58swE2CotEGutzrIB9gwGAAj1DaEE+4OUQW3Q5MLATo9YVlaG7OxslJSUID09PaD7jhQxXQVstVrd2jRYrfYPpNov8Oeffx5PP/2023LH/J1BtWe7/6/Z/ofH1Utljxd/Brx2v/+HICIiilTl5eUMAGNRZmYmCgsLFcvOnj2LpKQk1Q/EzJkz8eCDD0rPbTYbiouL0axZM9WAUc8cv34Cnb3UG55ndOF5RheeZ3SJpPMURRHl5eVo27ZtuIsSNjEdAPbr1w979+7FuXPn0LRpUwDA6tWrceGFF8JgcG9/kpCQgISEBMWyjIyMUBQ1aNLS0nR/oQYCzzO68DyjC88zukTKecZq5s8hplvZtm7dGpdeeikeffRRWCwWFBYW4rnnnsP9998f7qIRERERBU1MB4AA8OGHH+LEiRNo06YNBgwYgNtvvx2TJ08Od7GIiIiIgiamq4ABoHnz5li4cGG4ixFyCQkJePLJJ92qtKMNzzO68DyjC88zusTKeUaLmB4GhoiIiCgWxXwVMBEREVGsYQBIREREFGMYABIRERHFGAaARERERDGGASD5xWq1wmKxeN8wwtXV1aGmpsb7hhGupqYGFRUV4S5GUO3atQtz586FzWYLd1GCitdmdImFaxOInetTjxgAks92796NG264AZdffjmef/555Ofnh7tIQbFr1y5cd911uPTSS/HII49g37594S5SUOzYsQOTJk3CmDFjcM899+Dzzz8Pd5ECbteuXRg/fjyOHz+uOrtPtOC1GV1i4doEYuf61Cu+4+STPXv2YNKkSejduzemTZuGhQsX4o033gh3sQJu3759mDhxIi655BI8/vjj2LBhQ1SOE3no0CFMmTIFV199NV566SUkJyfjiy++wAMPPBDuogVMZWUl7r//fsyaNQsPPfRQuIsTNLw2o0ssXJtA7FyfehbzA0GTd2azGbNnz8bDDz+MW2+9FQAwaNAgXHTRRZg4cSKGDx8e5hIGzs8//4yrrroKf/vb3wAA5eXlWLx4MYqLi5GWlgaTKToumR07dmDs2LG47bbbAAD9+/fH2rVr8dxzz+HOO+/EO++8E+YSNl5dXR0sFgvGjBkjLduzZw8sFgtSU1ORm5sbvsIFCK9NXpuRKhauT72LjiuGgiouLg7JycnIzMwEYG+b0r17d4wbNw5msznMpQusU6dOYePGjdLz1atXY+XKlbj44ovRt29fdO3aFY8//ngYSxgYp06dwp49e6TnTZo0wejRo5GYmIhnnnkGL774Ih5++OEwlrDxDAYDTCYTrFYrAOD555/HokWLUFpaio4dO2LgwIF44oknwlzKxuG1yWszUsXC9al3rAImjxyNyv/xj3/gT3/6EwAgMTERAHDkyBGUlJSEq2gB5bgJzZgxA0VFRbjkkkswYcIEfPzxx/juu+8wd+5cTJw4EX/88QdWrlwZ5tI23jXXXIOamhrMmTNHWmY0GjFw4EBcf/312LNnD8rKysJYwsZLT0+HxWLBiy++iM2bN+P777/HV199hcWLF+Pmm2/Gjh07sH79+nAXs8F4bfLajGTRfn1GAgaApKqoqAgAYDKZYLFYpC8W+cyBaWlpyM3NlZYtWrQIP/zwQ+gL2wiO8zQajTCbzWjTpg1+//133HXXXejevTtmz56Nnj17omfPnhg7diyKioqwd+/eMJfafwcPHsTLL7+MDz/8EEuWLEHTpk1x9dVXY82aNfjll1+k7RITE3HxxRdj5cqVimxLJJCf4+LFiwEAb7zxBo4fP45XXnkFd955J9q2bYucnByMHj0ahYWFyMvLC3Op/cdrk9dmpF2bQOxcn5GEASApiKIIs9mMP/3pT3jwwQcBQJGmFwQBVqsVR44cQUFBAXJzcyEIAj788EM88MAD6N69eziL7zO184yLi4PZbEZ6ejomTZqE48ePY926ddJrMjIy0K9fPyQlJYWr2A2ya9cujBgxArt27cIvv/yCG264Ac888wwuu+wyGAwGfPnll4rgIDs7G5dccgmSk5PDWGr/uJ7j9OnTMXPmTLRp0wbjxo3DunXrsGzZMmn79PR0DBgwIKL+lrw2eW1G4rUJxMb1GZFEIhUXXXSRaDAYxFtuuUVaZrFYpMdHjx4Vzz//fFEURfGTTz4Ru3btKm7bti3k5WwstfM0m82iKIri3Llzxdtvv11cuHChKIqi+OGHH4q5ubnigQMHwlLWhqitrRX/+te/iu+88460bOvWrWLbtm3FJ598Uly3bp141113iZMnTxafeOIJsaCgQHzrrbfEtm3bikeOHAljyX3n6Rxnzpwp7tu3T3zllVfEkSNHio888oh4+PBh8a233hKzsrIi6m/pwGuT12akXJuiGHvXZyRhJxBy88knn8BoNGLXrl247LLLcPvtt2P27NkwGo2wWq0wGo3Izs5GWloaRo8ejYKCAnz55Zfo06dPuIvuF63zdPQm7N+/PzZt2oTHH38cb7/9Nk6fPo2FCxeiU6dOYS657+Lj42EymdCkSRMAQG1tLfr27Ytff/0Vl19+OQDghRdewPfff48XXngBq1evRmFhIX744Qfk5OSEs+g+83SOV1xxBQDgueeew4UXXognn3wS+/btw+nTp/HDDz9E1N8S4LXJazOyrk0gtq7PiBPuCJT0Z82aNeLHH38siqIobt++XczKyhJvu+02aX1NTY0oiqL43//+VxwwYEBEZhdE0ft5iqIoVlZWiidOnBAPHjwoFhYWhqOYDWaz2USz2Szeeeed4hNPPCEtq6urE0VRFPfu3Ss2adJEnDNnjvSa8vJysaysLBzFbRBfz/H999+XXmM2m8WKioqwlLexeG068drUv1i7PiMNA0ByU1VVJZaWlkrPd+/erXoDPnfunFhcXBzq4gWML+fpqHKKZJs2bRJTUlLEzz77TFpWW1sriqIozps3T/zLX/4ilpaWijabLVxFbDRfz9FqtYariAHBa5PXZiSKlesz0jAAJJ84bsB/+9vfwl2UoIq283TcUD/55BOxc+fO4oIFCxTLV61aJV555ZUR/WUaC+foSbR9ZrVE23nGyuc2Vs4zErENIPmkR48e+Pnnn9G/f38kJCTgtddeC3eRgiLaztMxv+bVV1+NiooK3HvvvSgtLcUtt9wCwD5enMViQU1NjdRGJ9LEwjl6Em2fWS2Rfp6iKEIQBOl5tH5uY+U8o4EgirLBoygmuV6wnuzbtw+CIKBLly5BLlXgxcp52mw21YnVLRYLvv32W9xxxx3Sl+jGjRuxePFi9OvXLwwlbbhYOEdA+zzVRONnVk2knWd5eTkSEhIQHx+veQ+Khs9trJxnNGEAGIP27duHhQsX4tSpU7jxxhsjroegr2LlPA8fPoxVq1ZBEASMHz8eLVu29BjsHjp0CHv27EFFRQUGDhyIjh07hrjE/ouFcwT8P89IFSvnWVBQgD//+c+49dZbcf311yMxMTEqP7excp7RhgFgjNm1axcmTZqEyy67DKdPn8aqVavw2WefYcyYMX79Cte7WDrPK6+8Ev369UNFRQVMJhMWLFiAlJQU1e0j8dxj4RwB/88zUsXKeQJAdXU12rZti759+2LatGmYNm0akpOTVYOjSP3cArFznlEntE0OKZxKS0vFiRMnip9//rm07MUXXxQ7deqk6HEX6WLlPI8dOyb27dtX/PTTT0VRFMWdO3eKf/7zn8Xy8nJpm0jvPRgL5yiKPM9oO09RtA/ObbVaxWuvvVYcMWKEePvtt4vvv/++NMSJY/DuSD/fWDnPaMQwPIbYbDa0bNkSQ4cOhdVqhc1mwy233ILs7GzU1dWFu3gBEyvnWVlZiRtvvBHXX389AKBnz56oqanBr7/+in/84x/YunVrxFepxcI5AjzPaDtPwD6HscFgwOTJkzF48GDk5ORgyZIl+OKLLwDYs2YAIv58Y+U8oxEDwBiSnp6O2267Dbm5udJFKwgC8vPzcfbsWZjN5nAXMSBi5Ty7d++Om266SXr+9NNPY9WqVfj111+xa9cuXHTRRVizZg0AeweYSBQL5wjwPKPtPAH7D1EASExMRH5+Ph599FFccMEFWLt2Lf7v//4Po0aNQlFRESwWS5hL2jixcp5RKbwJSAq2M2fOiNu3bxcLCgqkWQJE0TkG04kTJ8Tx48eL1dXVUop+/fr14uHDh8NR3AaLxfOsrq6Wlq9fv168+OKLxf3790vLnn32WXHo0KGK9yMSxMI5iiLPM5rPs6qqSlp+7tw5cdy4cdJ9Z/r06WJcXJx45513hquojRIr5xkLOA5gFNu1axeuvvpqNGvWDHV1dbj88ssxY8YMtGzZEgaDAaIoYtOmTThz5gwSEhIgCALef/99vP3221iyZEm4i++zWDxPs9mMyy67DHfddRdatGiBHj164Ntvv0V6ejqqqqqQnJyMSy65BPv27UNCQkK4i+6zWDhHgOcZS+cpiiL27duH48ePo6CgAAsXLsSUKVNw5swZfPLJJ7j++usjplNErJxnrOBfI0odPXoU1157LR566CH8/vvvuOeee3DgwAFs2bJF2kYQBMTFxSEnJweCIGD27Nl45ZVX8PHHH6NNmzZhLL3vYvU87777bhw4cACbN28GAKSmpiI9PR0AkJycDADYunUrAPvk62IEVKfFwjkCPM9YO8+mTZti/PjxeP/99zFhwgTMmTMHn3/+OQYNGoTRo0dHTFAUK+cZU8KXfKRg+umnn8Qnn3xSsezGG28Up0yZoli2fv16cciQIeJDDz0kduvWLeImj+d5TnHbtqKiQnz11VfF3NxccceOHSEqYePFwjmKIs8zFs/zjjvuEAVBEL/++mtpWaT1io2V84wlDMmjVEpKClJTUwFA6vRwzTXXSL+0bTYbRFFEx44d0aFDB8yfPx8LFiyIuMGSeZ7O8wTsv9LnzJmDefPm4bvvvsN5550XngI3QCycI8DzjLXzBIAZM2Zgw4YN+NOf/gRRFCNy0OtYOc9YwoGgY4DVaoXRaMSbb76JvLw8vP3229I6m82Gw4cPIyEhAVlZWWEsZePxPO03ZkEQUFZWhszMzDCWsnFi4RwBnicQO+dZV1fncZq0SBIr5xntmAGMAUajEQCwf/9+RePq999/H9dddx1yc3MjPigCeJ4ffPABpk6dClEUI/6LNBbOEeB5xsp5fvjhh5g6dWrUjEMaK+cZ7dgLOAY4fomVlZVh1KhRAOwX6ssvv4wvv/xSupgjXayf50svvYSvvvoKcXFx4S1gAMTCOQI8z1g5zxdffBFfffUV4uPjw1vAAImV84x2zABGKavVKj0WBEG6YNPT0/H9999LF2rfvn3DWMrG43kqzzPS2jbKxcI5AjxPnmdkipXzjCmh6GlCweXay8ox96IoiuLrr78u1tbWiqIoim+//bYoCIKYlZUVcb1gRZHnKYrRc56xcI6iyPMURZ4nz5P0igFghDp16pT49ddfu020Lb9w7777brFXr15iXV2dtGzWrFnizp07Q1vYRuB5Rs95xsI5iiLPk+dpx/MkvWMAGGEcF+MLL7wgjhs3Tvzyyy/dLlhRFMW///3v4ogRI0Sz2SyKoij9N1LGZOJ5Rs95xsI5iiLPU75OFHmePE/SO7YBjDCObvW//vor8vPzsXDhQixYsABWqxWCIMBms8FqtSI7OxvLli2DyWSC1WqFyWRSvF7veJ7Rc56xcI4Az5PnyfOkyMIAMAJt3LgRZrMZixYtQseOHfH999/jyy+/hNVqhcFggNFoxH333SddqJHa+5XnGT3nGQvnCPA8eZ48T4ocDAAjiGPk/AEDBuAvf/kLOnbsiP/7v/9DdnY2Fi1aJF2w8m0j8ULleUbPecbCOQI8T54nz5MiD2cCiQDnzp1D06ZNAThHWZerqKjAs88+i/z8fEyYMAFTpkyB0WiMuJHYeZ520XCesXCOAM/TgefJ86TIwwygztXU1GDatGmYNWsWACA+Pl4xHpPNZkOTJk3w+OOPIzs7G0uWLMGnn34qtd+IFDxPu2g4z1g4R4Dn6cDz5HlSZGIAqHMmkwnnzp3Dhx9+iJkzZwKwp+Ad6XiDwaC4YNPS0rBmzRpUVlaGs9h+43lGz3nGwjkCPE+eJ8+TIly4uh+Tb/7zn/+IgwYNEpctWyYOHDhQfOyxx6R1VqvV7XFFRYV4+vTpkJezsXie0XOesXCOosjzFEWeJ8+TIhkDQB2zWq3i//73P3HevHmi2WwWFy9eLPbr10989NFHFduoPY4kPM/oOc9YOEdR5HnyPHmeFPkYAOpcWVmZWFRUJIqiKNbV1YlLly51u2Dl0/REKp5n9JxnLJyjKPI8eZ6RKVbOk7xjABhhzGazdMH+4x//CHdxgobnGT1i4RxFkecZbXieFO3+P8O6/LzPZumlAAAAAElFTkSuQmCC' width=640.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def plot_X (df):\n",
+    "    for ldg_comp_name in LDG_comps:\n",
+    "        plt.plot(df.Date_Time, df[f'{ldg_comp_name} %'], label=ldg_comp_name)\n",
+    "        \n",
+    "    plt.plot(df.Date_Time, sum([df[f'{ldg_comp_name} %'] for ldg_comp_name in \"H2 CO2 CO N2\".split()]), label='sum')\n",
+    "    plt.legend(ncol=6, loc='upper right', frameon=False, bbox_to_anchor=(0., 1.02, 1., .102), )\n",
+    "    \n",
+    "    plt.ylim(0, 100)\n",
+    "    plt.xticks(rotation=45)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1013)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1019)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1026)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1103)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1103)\n",
+    "\n",
+    "plt.figure()\n",
+    "plot_X(X1122a)\n",
+    "plot_X(X1122b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "9bc40a1e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "  gri30:\n",
+      "\n",
+      "       temperature   298.15 K\n",
+      "          pressure   1.0132e+05 Pa\n",
+      "           density   0.73635 kg/m^3\n",
+      "  mean mol. weight   18.015 kg/kmol\n",
+      "   phase of matter   gas\n",
+      "\n",
+      "                          1 kg             1 kmol     \n",
+      "                     ---------------   ---------------\n",
+      "          enthalpy       -1.3424e+07       -2.4182e+08  J\n",
+      "   internal energy       -1.3561e+07        -2.443e+08  J\n",
+      "           entropy             10482        1.8883e+05  J/K\n",
+      "    Gibbs function       -1.6549e+07       -2.9812e+08  J\n",
+      " heat capacity c_p            1864.4             33588  J/K\n",
+      " heat capacity c_v            1402.9             25273  J/K\n",
+      "\n",
+      "                      mass frac. Y      mole frac. X     chem. pot. / RT\n",
+      "                     ---------------   ---------------   ---------------\n",
+      "               H2O                 1                 1           -120.26\n",
+      "     [  +52 minor]                 0                 0  \n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "gas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "6bab5658",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "H2 2.0\n",
+      "H 1.0\n",
+      "O 1.0\n",
+      "O2 2.0\n",
+      "OH 2.0\n",
+      "H2O 3.0\n",
+      "HO2 3.0\n",
+      "H2O2 4.0\n",
+      "C 1.0\n",
+      "CH 2.0\n",
+      "CH2 3.0\n",
+      "CH2(S) 3.0\n",
+      "CH3 4.0\n",
+      "CH4 5.0\n",
+      "CO 2.0\n",
+      "CO2 3.0\n",
+      "HCO 3.0\n",
+      "CH2O 4.0\n",
+      "CH2OH 5.0\n",
+      "CH3O 5.0\n",
+      "CH3OH 6.0\n",
+      "C2H 3.0\n",
+      "C2H2 4.0\n",
+      "C2H3 5.0\n",
+      "C2H4 6.0\n",
+      "C2H5 7.0\n",
+      "C2H6 8.0\n",
+      "HCCO 4.0\n",
+      "CH2CO 5.0\n",
+      "HCCOH 5.0\n",
+      "N 1.0\n",
+      "NH 2.0\n",
+      "NH2 3.0\n",
+      "NH3 4.0\n",
+      "NNH 3.0\n",
+      "NO 2.0\n",
+      "NO2 3.0\n",
+      "N2O 3.0\n",
+      "HNO 3.0\n",
+      "CN 2.0\n",
+      "HCN 3.0\n",
+      "H2CN 4.0\n",
+      "HCNN 4.0\n",
+      "HCNO 4.0\n",
+      "HOCN 4.0\n",
+      "HNCO 4.0\n",
+      "NCO 3.0\n",
+      "N2 2.0\n",
+      "AR 1.0\n",
+      "C3H7 10.0\n",
+      "C3H8 11.0\n",
+      "CH2CHO 6.0\n",
+      "CH3CHO 7.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "for a in gas.species():\n",
+    "    print(a.name, sum(a.composition.values()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "d78eb534",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "natoms = [sum(a.composition.values()) for a in gas.species()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "8d0db561",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = gas.species()[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "ac311c2b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.0"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum(a.composition.values())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "e27b34dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "molecular_structure_factor_table = np.array(\n",
+    "    '''1.0 1.030\n",
+    "2.0 1.000\n",
+    "3.0 .941\n",
+    "4.0 .880'''.split(), dtype=np.double).reshape((-1, 2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "3ceb7560",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "molecular_structure_factor = np.zeros_like(gas.X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "e0674da6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for n, factor in molecular_structure_factor_table:\n",
+    "    molecular_structure_factor[natoms >= n] = factor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "6f75ef57",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1.   , 1.03 , 1.03 , 1.   , 1.   , 0.941, 0.941, 0.88 , 1.03 ,\n",
+       "       1.   , 0.941, 0.941, 0.88 , 0.88 , 1.   , 0.941, 0.941, 0.88 ,\n",
+       "       0.88 , 0.88 , 0.88 , 0.941, 0.88 , 0.88 , 0.88 , 0.88 , 0.88 ,\n",
+       "       0.88 , 0.88 , 0.88 , 1.03 , 1.   , 0.941, 0.88 , 0.941, 1.   ,\n",
+       "       0.941, 0.941, 0.941, 1.   , 0.941, 0.88 , 0.88 , 0.88 , 0.88 ,\n",
+       "       0.88 , 0.941, 1.   , 1.03 , 0.88 , 0.88 , 0.88 , 0.88 ])"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "molecule_structure_factor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "d8f8ce1e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "H2           2.0     1.0\n",
+      "H            1.0    1.03\n",
+      "O            1.0    1.03\n",
+      "O2           2.0     1.0\n",
+      "OH           2.0     1.0\n",
+      "H2O          3.0   0.941\n",
+      "HO2          3.0   0.941\n",
+      "H2O2         4.0    0.88\n",
+      "C            1.0    1.03\n",
+      "CH           2.0     1.0\n",
+      "CH2          3.0   0.941\n",
+      "CH2(S)       3.0   0.941\n",
+      "CH3          4.0    0.88\n",
+      "CH4          5.0    0.88\n",
+      "CO           2.0     1.0\n",
+      "CO2          3.0   0.941\n",
+      "HCO          3.0   0.941\n",
+      "CH2O         4.0    0.88\n",
+      "CH2OH        5.0    0.88\n",
+      "CH3O         5.0    0.88\n",
+      "CH3OH        6.0    0.88\n",
+      "C2H          3.0   0.941\n",
+      "C2H2         4.0    0.88\n",
+      "C2H3         5.0    0.88\n",
+      "C2H4         6.0    0.88\n",
+      "C2H5         7.0    0.88\n",
+      "C2H6         8.0    0.88\n",
+      "HCCO         4.0    0.88\n",
+      "CH2CO        5.0    0.88\n",
+      "HCCOH        5.0    0.88\n",
+      "N            1.0    1.03\n",
+      "NH           2.0     1.0\n",
+      "NH2          3.0   0.941\n",
+      "NH3          4.0    0.88\n",
+      "NNH          3.0   0.941\n",
+      "NO           2.0     1.0\n",
+      "NO2          3.0   0.941\n",
+      "N2O          3.0   0.941\n",
+      "HNO          3.0   0.941\n",
+      "CN           2.0     1.0\n",
+      "HCN          3.0   0.941\n",
+      "H2CN         4.0    0.88\n",
+      "HCNN         4.0    0.88\n",
+      "HCNO         4.0    0.88\n",
+      "HOCN         4.0    0.88\n",
+      "HNCO         4.0    0.88\n",
+      "NCO          3.0   0.941\n",
+      "N2           2.0     1.0\n",
+      "AR           1.0    1.03\n",
+      "C3H7        10.0    0.88\n",
+      "C3H8        11.0    0.88\n",
+      "CH2CHO       6.0    0.88\n",
+      "CH3CHO       7.0    0.88\n"
+     ]
+    }
+   ],
+   "source": [
+    "for name, n, f in zip(gas.species_names, natoms, molecular_structure_factor):\n",
+    "    print(f'{name:8}{n:8}{f:8}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "cd2d1265",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "H2       1.0159007033937142\n",
+      "H        1.4400960295957408\n",
+      "O        1.3560036304206822\n",
+      "O2       0.993183827375825\n",
+      "OH       0.9684795242391026\n",
+      "H2O      0.8167946254413069\n",
+      "HO2      0.7944443458541133\n",
+      "H2O2     0.6170849888917338\n",
+      "C        1.4356620286740454\n",
+      "CH       0.9961543031282202\n",
+      "CH2      0.7893771182532371\n",
+      "CH2(S)   0.8139560009352029\n",
+      "CH3      0.6798325366617736\n",
+      "CH4      0.7341290835690928\n",
+      "CO       0.9980719967642995\n",
+      "CO2      0.7598405673509816\n",
+      "HCO      0.7991054514570052\n",
+      "CH2O     0.7372337163505323\n",
+      "CH2OH    0.5447437938308902\n",
+      "CH3O     0.7092431127659206\n",
+      "CH3OH    0.6007843384000107\n",
+      "C2H      0.6620918275295473\n",
+      "C2H2     0.6074657069305187\n",
+      "C2H3     0.626051505672857\n",
+      "C2H4     0.6287285328150164\n",
+      "C2H5     0.5322210233717846\n",
+      "C2H6     0.515502647944678\n",
+      "HCCO     0.5465784101529758\n",
+      "CH2CO    0.5155440244000594\n",
+      "HCCOH    0.4566654225774112\n",
+      "N        1.4400960296449747\n",
+      "NH       0.9953280663511616\n",
+      "NH2      0.811385208806569\n",
+      "NH3      0.7298276642352668\n",
+      "NNH      0.7987052353353804\n",
+      "NO       0.9708151368750023\n",
+      "NO2      0.7509214911075959\n",
+      "N2O      0.7299475197959251\n",
+      "HNO      0.8131891543967158\n",
+      "CN       0.9978480025219528\n",
+      "HCN      0.7836518083795506\n",
+      "H2CN     0.6907777647852669\n",
+      "HCNN     0.5387713676017517\n",
+      "HCNO     0.5660578395415039\n",
+      "HOCN     0.5656485381015359\n",
+      "HNCO     0.5650011063714554\n",
+      "NCO      0.700299705360088\n",
+      "N2       1.0018276168350961\n",
+      "AR       1.4400960296449752\n",
+      "C3H7     0.38538886483886015\n",
+      "C3H8     0.3745626322083484\n",
+      "CH2CHO   0.4841321067713282\n",
+      "CH3CHO   0.4840240145855083\n"
+     ]
+    }
+   ],
+   "source": [
+    "Tstd, Pstd = 273.15, 101325\n",
+    "\n",
+    "gas.TPX = Tstd, Pstd, \"O2:1, N2:3.762\"\n",
+    "\n",
+    "species_cps = [a.thermo.cp(gas.T) for a in gas.species()] / gas.molecular_weights / 4.184 / 1000 # J / kg K => cal / g 'C    \n",
+    "\n",
+    "species_rhos = gas.molecular_weights * gas.P / gas.T / ct.gas_constant # kg / m3 = g / L \n",
+    "\n",
+    "inv_ref_gcf = sum(gas.X * species_rhos * species_cps) / sum(gas.X * molecular_structure_factor)\n",
+    "\n",
+    "def calculate_gcf (X):\n",
+    "    gas.TPX = Tstd, Pstd, X\n",
+    "    \n",
+    "    species_cps = [a.thermo.cp(gas.T) for a in gas.species()] / gas.molecular_weights / 4.184 / 1000 # J / kg K => cal / g 'C    \n",
+    "\n",
+    "    species_rhos = gas.molecular_weights * gas.P / gas.T / ct.gas_constant # kg / m3 = g / L \n",
+    "    \n",
+    "    return inv_ref_gcf * sum(gas.X * molecular_structure_factor) / sum(gas.X * species_rhos * species_cps) \n",
+    "\n",
+    "for sname in gas.species_names:\n",
+    "    print(f'{sname:8}', calculate_gcf(f'{sname}: 1'))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.12"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}