diff --git a/README.md b/README.md
index e79eb03..86129ee 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,10 @@
 # Listening Analysis
 
-Notebooks, [analysis](analysis.ipynb), [artists](artist.ipynb) & [playlist](playlist.ipynb) investigations and other [stats](stats.ipynb).
+Notebooks:
+* [analysis](analysis.ipynb) for a intro to the dataset and premise
+* [artist](artist.ipynb), [album](./album.ipynb) & [playlist](playlist.ipynb) investigations
+* [stats](stats.ipynb) for high-level stats about the dataset (Spotify feature miss ratio)
+* [playlist classifier](./playlist-classifier.ipynb) using Scikit to classify tracks using the contents of playlists as models
 
 Combining Spotify & Last.fm data for exploring habits and trends
 Uses two data sources,
diff --git a/album.ipynb b/album.ipynb
index 12bd98d..ca3629e 100644
--- a/album.ipynb
+++ b/album.ipynb
@@ -31,14 +31,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "342 scrobbles\n1 days spent listening since Nov. 2017\n1.37 minutes/day\n"
+      "226 scrobbles\n1 days spent listening since Nov. 2017\n0.68 minutes/day\n"
      ]
     },
     {
@@ -46,40 +46,40 @@
      "data": {
       "text/plain": [
        "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
-       "mean      0.241967      0.614392  278004.622807  0.700585          0.000010   \n",
-       "std       0.190477      0.136551   79915.404232  0.111292          0.000028   \n",
-       "min       0.005890      0.301000  130893.000000  0.489000          0.000000   \n",
-       "25%       0.110000      0.539000  254200.000000  0.635000          0.000000   \n",
-       "50%       0.145000      0.615000  271773.000000  0.729000          0.000000   \n",
-       "75%       0.415000      0.752000  291720.000000  0.766000          0.000004   \n",
-       "max       0.665000      0.884000  727107.000000  0.896000          0.000115   \n",
+       "mean      0.148391      0.722531  207801.309735  0.704982          0.000695   \n",
+       "std       0.157705      0.084484   48556.204645  0.123508          0.001212   \n",
+       "min       0.002070      0.512000   59118.000000  0.505000          0.000000   \n",
+       "25%       0.045400      0.646000  156780.000000  0.579000          0.000000   \n",
+       "50%       0.133000      0.744000  213358.000000  0.697000          0.000000   \n",
+       "75%       0.155000      0.756000  237297.000000  0.867000          0.000333   \n",
+       "max       0.600000      0.836000  291808.000000  0.881000          0.002850   \n",
        "\n",
-       "            key  liveness  loudness      mode  speechiness       tempo  \\\n",
-       "mean   4.336257  0.254358 -5.601778  0.611111     0.262247  109.402096   \n",
-       "std    3.598766  0.185445  1.278614  0.488212     0.135878   28.739742   \n",
-       "min    1.000000  0.082700 -9.043000  0.000000     0.063800   79.036000   \n",
-       "25%    1.000000  0.129000 -6.562000  0.000000     0.152000   87.948000   \n",
-       "50%    3.000000  0.202000 -5.233000  1.000000     0.238000  108.005000   \n",
-       "75%    7.000000  0.285000 -4.708000  1.000000     0.325000  111.914000   \n",
-       "max   11.000000  0.708000 -4.080000  1.000000     0.750000  176.058000   \n",
+       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
+       "mean   6.654867  0.289531  -6.128080  0.818584     0.314686  109.640204   \n",
+       "std    3.064550  0.224769   2.604052  0.386218     0.152575   25.150042   \n",
+       "min    1.000000  0.047900 -16.808000  0.000000     0.162000   70.128000   \n",
+       "25%    7.000000  0.110000  -7.491000  1.000000     0.180000   85.486000   \n",
+       "50%    7.000000  0.330000  -6.164000  1.000000     0.252000  108.126000   \n",
+       "75%    9.000000  0.356000  -4.197000  1.000000     0.406000  129.983000   \n",
+       "max   11.000000  0.959000  -3.626000  1.000000     0.863000  144.056000   \n",
        "\n",
        "      time_signature   valence  \n",
-       "mean        3.918129  0.451237  \n",
-       "std         0.705462  0.151781  \n",
-       "min         1.000000  0.270000  \n",
-       "25%         4.000000  0.334000  \n",
-       "50%         4.000000  0.373000  \n",
-       "75%         4.000000  0.558000  \n",
-       "max         5.000000  0.897000  "
+       "mean        3.915929  0.487842  \n",
+       "std         0.361495  0.159650  \n",
+       "min         3.000000  0.062200  \n",
+       "25%         4.000000  0.379000  \n",
+       "50%         4.000000  0.432000  \n",
+       "75%         4.000000  0.666000  \n",
+       "max         5.000000  0.784000  "
       ],
-      "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>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>0.241967</td>\n      <td>0.614392</td>\n      <td>278004.622807</td>\n      <td>0.700585</td>\n      <td>0.000010</td>\n      <td>4.336257</td>\n      <td>0.254358</td>\n      <td>-5.601778</td>\n      <td>0.611111</td>\n      <td>0.262247</td>\n      <td>109.402096</td>\n      <td>3.918129</td>\n      <td>0.451237</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.190477</td>\n      <td>0.136551</td>\n      <td>79915.404232</td>\n      <td>0.111292</td>\n      <td>0.000028</td>\n      <td>3.598766</td>\n      <td>0.185445</td>\n      <td>1.278614</td>\n      <td>0.488212</td>\n      <td>0.135878</td>\n      <td>28.739742</td>\n      <td>0.705462</td>\n      <td>0.151781</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.005890</td>\n      <td>0.301000</td>\n      <td>130893.000000</td>\n      <td>0.489000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.082700</td>\n      <td>-9.043000</td>\n      <td>0.000000</td>\n      <td>0.063800</td>\n      <td>79.036000</td>\n      <td>1.000000</td>\n      <td>0.270000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.110000</td>\n      <td>0.539000</td>\n      <td>254200.000000</td>\n      <td>0.635000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.129000</td>\n      <td>-6.562000</td>\n      <td>0.000000</td>\n      <td>0.152000</td>\n      <td>87.948000</td>\n      <td>4.000000</td>\n      <td>0.334000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.145000</td>\n      <td>0.615000</td>\n      <td>271773.000000</td>\n      <td>0.729000</td>\n      <td>0.000000</td>\n      <td>3.000000</td>\n      <td>0.202000</td>\n      <td>-5.233000</td>\n      <td>1.000000</td>\n      <td>0.238000</td>\n      <td>108.005000</td>\n      <td>4.000000</td>\n      <td>0.373000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.415000</td>\n      <td>0.752000</td>\n      <td>291720.000000</td>\n      <td>0.766000</td>\n      <td>0.000004</td>\n      <td>7.000000</td>\n      <td>0.285000</td>\n      <td>-4.708000</td>\n      <td>1.000000</td>\n      <td>0.325000</td>\n      <td>111.914000</td>\n      <td>4.000000</td>\n      <td>0.558000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.665000</td>\n      <td>0.884000</td>\n      <td>727107.000000</td>\n      <td>0.896000</td>\n      <td>0.000115</td>\n      <td>11.000000</td>\n      <td>0.708000</td>\n      <td>-4.080000</td>\n      <td>1.000000</td>\n      <td>0.750000</td>\n      <td>176.058000</td>\n      <td>5.000000</td>\n      <td>0.897000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>0.148391</td>\n      <td>0.722531</td>\n      <td>207801.309735</td>\n      <td>0.704982</td>\n      <td>0.000695</td>\n      <td>6.654867</td>\n      <td>0.289531</td>\n      <td>-6.128080</td>\n      <td>0.818584</td>\n      <td>0.314686</td>\n      <td>109.640204</td>\n      <td>3.915929</td>\n      <td>0.487842</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.157705</td>\n      <td>0.084484</td>\n      <td>48556.204645</td>\n      <td>0.123508</td>\n      <td>0.001212</td>\n      <td>3.064550</td>\n      <td>0.224769</td>\n      <td>2.604052</td>\n      <td>0.386218</td>\n      <td>0.152575</td>\n      <td>25.150042</td>\n      <td>0.361495</td>\n      <td>0.159650</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.002070</td>\n      <td>0.512000</td>\n      <td>59118.000000</td>\n      <td>0.505000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.047900</td>\n      <td>-16.808000</td>\n      <td>0.000000</td>\n      <td>0.162000</td>\n      <td>70.128000</td>\n      <td>3.000000</td>\n      <td>0.062200</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.045400</td>\n      <td>0.646000</td>\n      <td>156780.000000</td>\n      <td>0.579000</td>\n      <td>0.000000</td>\n      <td>7.000000</td>\n      <td>0.110000</td>\n      <td>-7.491000</td>\n      <td>1.000000</td>\n      <td>0.180000</td>\n      <td>85.486000</td>\n      <td>4.000000</td>\n      <td>0.379000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.133000</td>\n      <td>0.744000</td>\n      <td>213358.000000</td>\n      <td>0.697000</td>\n      <td>0.000000</td>\n      <td>7.000000</td>\n      <td>0.330000</td>\n      <td>-6.164000</td>\n      <td>1.000000</td>\n      <td>0.252000</td>\n      <td>108.126000</td>\n      <td>4.000000</td>\n      <td>0.432000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.155000</td>\n      <td>0.756000</td>\n      <td>237297.000000</td>\n      <td>0.867000</td>\n      <td>0.000333</td>\n      <td>9.000000</td>\n      <td>0.356000</td>\n      <td>-4.197000</td>\n      <td>1.000000</td>\n      <td>0.406000</td>\n      <td>129.983000</td>\n      <td>4.000000</td>\n      <td>0.666000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.600000</td>\n      <td>0.836000</td>\n      <td>291808.000000</td>\n      <td>0.881000</td>\n      <td>0.002850</td>\n      <td>11.000000</td>\n      <td>0.959000</td>\n      <td>-3.626000</td>\n      <td>1.000000</td>\n      <td>0.863000</td>\n      <td>144.056000</td>\n      <td>5.000000</td>\n      <td>0.784000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 3
+     "execution_count": 67
     }
    ],
    "source": [
-    "album_name = \"to pimp a butterfly\".lower()\n",
+    "album_name = \"dicaprio 2\".lower()\n",
     "album_frame = scrobbles[scrobbles[\"album\"].str.lower() == album_name]# FILTER SCROBBLES\n",
     "album_frame = album_frame.sort_index(ascending=False) # SORT\n",
     "# album_frame = album_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
@@ -95,15 +95,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
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      },
      "metadata": {
       "needs_background": "light"
@@ -122,17 +122,65 @@
     "plt.show()"
    ]
   },
+  {
+   "source": [
+    "## Average Descriptor\n",
+    "\n",
+    "Below presents the average descriptor for the album. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this album. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
+    "\n",
+    "The difference between them could be described as which features are preferred for an album. If the blue bar is higher than the red, it would indicate that tracks from this album which have a higher value for this are listened to more. "
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 720x480 with 1 Axes>",
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+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "filtered_album = scrobbles[scrobbles[\"album\"].str.lower() == album_name]\n",
+    "filtered_album_no_dup = filtered_album.drop_duplicates(['uri'])\n",
+    "\n",
+    "filtered_album_no_dup = filtered_album_no_dup.loc[:, float_headers].mean()\n",
+    "filtered_album_dup = filtered_album.loc[:, float_headers].mean()\n",
+    "\n",
+    "x = np.arange(len(float_headers))\n",
+    "width = 0.35\n",
+    "plt.bar(x - width/2, filtered_album_no_dup, width, label='All Listened Tracks')\n",
+    "plt.bar(x + width/2, filtered_album_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
+    "\n",
+    "plt.title(f\"{album_name} Average Descriptor\")\n",
+    "plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
+    "plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
+    "plt.ylim([0, 1])\n",
+    "plt.grid(axis='y')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 720x480 with 1 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 372.103125 288.512187\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T10:17:33.466683</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -147,7 +195,7 @@
     "filtered_album = filtered_album.resample(\"1M\").mean()\n",
     "\n",
     "# filtered_album[\"energy\"].plot()\n",
-    "filtered_album.plot()\n",
+    "filtered_album.plot(lw=3)\n",
     "\n",
     "plt.title(f\"{album_name} Characteristics Over Time\")\n",
     "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
@@ -248,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -282,7 +330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/analysis.ipynb b/analysis.ipynb
index 056b983..826422b 100644
--- a/analysis.ipynb
+++ b/analysis.ipynb
@@ -33,7 +33,9 @@
     "2. Spotify audio features\n",
     "\n",
     "The two are joined by searching Last.fm tracks on Spotify to get a Uri, the track name and artist name are provided for the query.\n",
-    "These Uris can be used to retrieve Spotify feature descriptors. `all_joined()` gets a BigQuery of that joins the scrobble time series with their audio features and provides this as a panda frame."
+    "These Uris can be used to retrieve Spotify feature descriptors. `all_joined()` gets a BigQuery of that joins the scrobble time series with their audio features and provides this as a panda frame.\n",
+    "\n",
+    "Explorations are made from [album](./album.ipynb), [artist](./artist.ipynb) and [playlist](./playlist.ipynb) perspectives. "
    ],
    "cell_type": "markdown",
    "metadata": {}
@@ -75,6 +77,51 @@
     "scrobbles.dtypes"
    ]
   },
+  {
+   "source": [
+    "# Spotify Descriptor\n",
+    "\n",
+    "The Spotify API provides access to various characteristics about a track, they are used here for exploring listening habits. The descriptions from the [Spotify API Documentation](https://developer.spotify.com/documentation/web-api/reference/#object-audiofeaturesobject) can be seen below:\n",
+    "\n",
+    "### acousticness\n",
+    "A confidence measure from 0.0 to 1.0 of whether the track is acoustic. 1.0 represents high confidence the track is acoustic.\n",
+    "\n",
+    "### danceability\n",
+    "Danceability describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0.0 is least danceable and 1.0 is most danceable.\n",
+    "\n",
+    "### energy\n",
+    "Energy is a measure from 0.0 to 1.0 and represents a perceptual measure of intensity and activity. Typically, energetic tracks feel fast, loud, and noisy. For example, death metal has high energy, while a Bach prelude scores low on the scale. Perceptual features contributing to this attribute include dynamic range, perceived loudness, timbre, onset rate, and general entropy.\n",
+    "\n",
+    "### instrumentalness\n",
+    "Predicts whether a track contains no vocals. “Ooh” and “aah” sounds are treated as instrumental in this context. Rap or spoken word tracks are clearly “vocal”. The closer the instrumentalness value is to 1.0, the greater likelihood the track contains no vocal content. Values above 0.5 are intended to represent instrumental tracks, but confidence is higher as the value approaches 1.0.\n",
+    "\n",
+    "### key\n",
+    "The key the track is in. Integers map to pitches using standard Pitch Class notation . E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on.\n",
+    "\n",
+    "### liveness\n",
+    "Detects the presence of an audience in the recording. Higher liveness values represent an increased probability that the track was performed live. A value above 0.8 provides strong likelihood that the track is live. \tFloat\n",
+    "\n",
+    "### loudness\n",
+    "The overall loudness of a track in decibels (dB). Loudness values are averaged across the entire track and are useful for comparing relative loudness of tracks. Loudness is the quality of a sound that is the primary psychological correlate of physical strength (amplitude). Values typical range between -60 and 0 db.\n",
+    "\n",
+    "### mode\n",
+    "Mode indicates the modality (major or minor) of a track, the type of scale from which its melodic content is derived. Major is represented by 1 and minor is 0.\n",
+    "\n",
+    "### speechiness\n",
+    "Speechiness detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks.\n",
+    "\n",
+    "### tempo\n",
+    "The overall estimated tempo of a track in beats per minute (BPM). In musical terminology, tempo is the speed or pace of a given piece and derives directly from the average beat duration.\n",
+    "\n",
+    "### time_signature\n",
+    "An estimated overall time signature of a track. The time signature (meter) is a notational convention to specify how many beats are in each bar (or measure).\n",
+    "\n",
+    "### valence\n",
+    "A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g. happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g. sad, depressed, angry)."
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
diff --git a/artist.ipynb b/artist.ipynb
index 829d859..7295011 100644
--- a/artist.ipynb
+++ b/artist.ipynb
@@ -31,14 +31,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "1,706 scrobbles\n4 days spent listening since Nov. 2017\n4.62 minutes/day\n"
+      "538 scrobbles\n1 days spent listening since Nov. 2017\n1.52 minutes/day\n"
      ]
     },
     {
@@ -46,40 +46,40 @@
      "data": {
       "text/plain": [
        "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
-       "mean      0.218702      0.574796  202421.407595  0.678473          0.053497   \n",
-       "std       0.215092      0.162472   59794.180372  0.141701          0.186326   \n",
-       "min       0.000843      0.256000   48507.000000  0.176000          0.000000   \n",
-       "25%       0.049700      0.451000  154573.000000  0.584000          0.000000   \n",
-       "50%       0.161000      0.543000  199053.000000  0.668000          0.000004   \n",
-       "75%       0.274000      0.657000  226520.000000  0.805000          0.000648   \n",
-       "max       0.946000      0.948000  513707.000000  0.946000          0.901000   \n",
+       "mean      0.175862      0.548939  201665.648752  0.672660          0.139468   \n",
+       "std       0.185824      0.118423   68133.871857  0.136468          0.280774   \n",
+       "min       0.001230      0.174000   33568.000000  0.330000          0.000000   \n",
+       "25%       0.035800      0.475000  147430.000000  0.551000          0.000114   \n",
+       "50%       0.093700      0.548000  203882.000000  0.683000          0.001660   \n",
+       "75%       0.278000      0.599000  250200.000000  0.761000          0.089300   \n",
+       "max       0.884000      0.825000  626166.000000  0.910000          0.914000   \n",
        "\n",
        "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
-       "mean   5.482911  0.305708  -8.005934  0.695570     0.289666  110.452840   \n",
-       "std    3.492010  0.180859   2.022733  0.460311     0.132537   32.528693   \n",
-       "min    0.000000  0.052900 -16.918000  0.000000     0.029600   56.046000   \n",
-       "25%    1.000000  0.139000  -9.134000  0.000000     0.203000   87.786000   \n",
-       "50%    6.000000  0.303000  -8.320000  1.000000     0.299000   91.973000   \n",
-       "75%    8.000000  0.399000  -6.442000  1.000000     0.380000  130.990000   \n",
-       "max   11.000000  0.796000  -2.002000  1.000000     0.749000  188.050000   \n",
+       "mean   5.715931  0.261474  -5.605276  0.573896     0.151126  110.033599   \n",
+       "std    3.886356  0.215839   2.190490  0.494984     0.141012   27.453952   \n",
+       "min    0.000000  0.059200 -14.841000  0.000000     0.028200   51.466000   \n",
+       "25%    2.000000  0.095200  -6.829000  0.000000     0.049600   86.711000   \n",
+       "50%    6.000000  0.171000  -5.219000  1.000000     0.087700  109.862000   \n",
+       "75%    9.000000  0.356000  -4.477000  1.000000     0.255000  133.687000   \n",
+       "max   11.000000  0.783000  -0.507000  1.000000     0.518000  168.266000   \n",
        "\n",
        "      time_signature   valence  \n",
-       "mean        3.996203  0.511429  \n",
-       "std         0.177908  0.198530  \n",
-       "min         3.000000  0.038300  \n",
-       "25%         4.000000  0.373000  \n",
-       "50%         4.000000  0.516000  \n",
-       "75%         4.000000  0.638000  \n",
-       "max         5.000000  0.959000  "
+       "mean        3.990403  0.301708  \n",
+       "std         0.394559  0.169343  \n",
+       "min         1.000000  0.055700  \n",
+       "25%         4.000000  0.188000  \n",
+       "50%         4.000000  0.263000  \n",
+       "75%         4.000000  0.431000  \n",
+       "max         5.000000  0.718000  "
       ],
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+      "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>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>0.175862</td>\n      <td>0.548939</td>\n      <td>201665.648752</td>\n      <td>0.672660</td>\n      <td>0.139468</td>\n      <td>5.715931</td>\n      <td>0.261474</td>\n      <td>-5.605276</td>\n      <td>0.573896</td>\n      <td>0.151126</td>\n      <td>110.033599</td>\n      <td>3.990403</td>\n      <td>0.301708</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.185824</td>\n      <td>0.118423</td>\n      <td>68133.871857</td>\n      <td>0.136468</td>\n      <td>0.280774</td>\n      <td>3.886356</td>\n      <td>0.215839</td>\n      <td>2.190490</td>\n      <td>0.494984</td>\n      <td>0.141012</td>\n      <td>27.453952</td>\n      <td>0.394559</td>\n      <td>0.169343</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.001230</td>\n      <td>0.174000</td>\n      <td>33568.000000</td>\n      <td>0.330000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.059200</td>\n      <td>-14.841000</td>\n      <td>0.000000</td>\n      <td>0.028200</td>\n      <td>51.466000</td>\n      <td>1.000000</td>\n      <td>0.055700</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.035800</td>\n      <td>0.475000</td>\n      <td>147430.000000</td>\n      <td>0.551000</td>\n      <td>0.000114</td>\n      <td>2.000000</td>\n      <td>0.095200</td>\n      <td>-6.829000</td>\n      <td>0.000000</td>\n      <td>0.049600</td>\n      <td>86.711000</td>\n      <td>4.000000</td>\n      <td>0.188000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.093700</td>\n      <td>0.548000</td>\n      <td>203882.000000</td>\n      <td>0.683000</td>\n      <td>0.001660</td>\n      <td>6.000000</td>\n      <td>0.171000</td>\n      <td>-5.219000</td>\n      <td>1.000000</td>\n      <td>0.087700</td>\n      <td>109.862000</td>\n      <td>4.000000</td>\n      <td>0.263000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.278000</td>\n      <td>0.599000</td>\n      <td>250200.000000</td>\n      <td>0.761000</td>\n      <td>0.089300</td>\n      <td>9.000000</td>\n      <td>0.356000</td>\n      <td>-4.477000</td>\n      <td>1.000000</td>\n      <td>0.255000</td>\n      <td>133.687000</td>\n      <td>4.000000</td>\n      <td>0.431000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.884000</td>\n      <td>0.825000</td>\n      <td>626166.000000</td>\n      <td>0.910000</td>\n      <td>0.914000</td>\n      <td>11.000000</td>\n      <td>0.783000</td>\n      <td>-0.507000</td>\n      <td>1.000000</td>\n      <td>0.518000</td>\n      <td>168.266000</td>\n      <td>5.000000</td>\n      <td>0.718000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 3
+     "execution_count": 51
     }
    ],
    "source": [
-    "artist_name = \"Freddie Gibbs\".lower()\n",
+    "artist_name = \"Flume\".lower()\n",
     "artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
     "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
     "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
@@ -95,15 +95,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
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flJvKvEVExmE1AByH1ZX5DgBjAD5krPdRe537ROSbsJz//x6WePtt2XtNCCF1gHYZhJBqU24q8+cAZsAas3QzgNcAuAPA5Uqpp/RKSqmNAK6HVej/JVji7VsAbix/lwkhpD5wJBMhpNqUa5fxVVhzMr2s+yCAZ5WzHUIICRIcYk4IqTZ+F/8TQkjTwlQmIaTaUJgRQohHYtmzMhPsyiSE+AuFGSGEeCQnYhZnxIwQ4i8UZoQQ4pEcYZakMCOE+AuFGSGEeCTXYJbCjBDiLxRmhBDikXhOjRmFGSHEXyjMCCHEI7ldmSz+J4T4C4UZIYR4hHYZhJBqQ2FGCCEeiSVzZ2Uqpeq0N4SQZoTCjBBCPJIdMZtIKSQmKMwIIf5BYUYIIR7JLv4HaJlBCPEXCjNCCPGIHmIeCYuzjCazhBA/oTAjhBCP6FTmlI6Is4yWGYQQP6EwI4QQDyilnFRmryHMaJlBCPETCjNCCPFAMqWgGzAZMSOEVAsKM0II8YDZkZkhzFhjRgjxEQozQgjxQD5hxq5MQoifUJgRQogHTKuMDGHGiBkhxEcozAghxAN5U5msMSOE+AiFGSGEeMAcx9TbTmFGCKkOFGaEEOKBWL4aM9plEEJ8hMKMEEI8YKYyM33MGDEjhPgHhRkhhHjAFGbdbS0I2VOZaJdBCPETCjNCCPGA2ZXZ2hJCRyQMgBEzQoi/UJgRQogHzIhZa0sI7bYwY/E/IcRPKMwIIcQDGcIsTGFGCKkOFGaEEOKBnFRmqyXMYuzKJIT4CIUZISQQPHNsGE8fHa73buTFtMtoM2rMGDEjhPgJhRkhpO4cHYzihV95AC/+6gM4PDBe791xJZ4lzNoj1umTXZmEED+hMCOE1J3dJ0YwkVKYSCk8cyyYUbNYnuJ/DjEnhPgJhRkhpO6Y0aixgEagsrsynVRmQPeXENKYUJgRQupOrNGEmdGVSR8zQoifUJgRQuqO2fE4Hk/WcU/yE5+wBFhIgJYwi/8JIdWBwowQUncSDRQxa22xTpvaLoNDzAkhfkJhRgipO2bELPDCLGydNtt0VyYjZoQQH6EwI4TUnczi/6CmMnXEzIqU6VRmPJnCRErVbb8IIc0FhRkhpO40QlemblBo06lMW5hZjwVznwkhjQeFGSGk7mQW/wdT5MSzhFm7IcyCus+EkMaDwowQUncaIWKWU/xvCjPWmRFCfILCjBBSdzKK/wMqctI1ZnbErDUtzNiZSQjxCwozQkjdMSNmQfUxiyUyuzLbW9KnT5rMEkL8gsKMEFJ3EkbEbDQWTJGTHTHraGUqkxDiPxRmhJC6kxExC6jIKVRjxogZIcQvKMwIIXWnIXzMsgxm2ZVJCKkGFGaEkLoTawTn/+zif3ZlEkKqAIUZIaTuJJKZPmZKBc9JP9+sTICpTEKIf1CYEULqjmmXkUypjN+DQiHnf9plEEL8gsKMEFJ3zBozIJg1W3F77FKbPSuzPZI+fTKVSQjxC9+EmYh8VESUiGx1eexqEXlQRMZE5KiIfFVEuv3aNiGksckWZkGsM8upMWth8T8hxH98EWYisgDARwCMujx2KYA/AugE8AEA/wvgHQBu9WPbhJDGJzt1GTRhppTK6coMhcRJa0Y5xJwQ4hMtPr3OFwA8CiAMYEbWY58FcAbAtUqpIQAQkX0A/kdE/kwp9Xuf9oEQ0qAEPZWZTCmk7H6EVsPxvz0SRiyZQjRg+0sIaVwqjpiJyHMB3Ajg/S6P9QJ4PoAfalFm830AIwBeXen2CSGNT3bEbDRgXmamcDSFmW4AYI0ZIcQvKhJmIhIG8J8A/lcptcVlleWwonKPmwuVUnEAmwBcVsn2CSHNQdAjZhnCLGwIM9syg12ZhBC/qDSV+S4ACwFcn+fxufb3fpfH+gE8p9CLi8gsADOzFi8GgPHxcQwNDeU+yQdGR0czvhPSLAT12I5lRZxODQ5jaKi9TnuTy6nhmPNzKhl3zj26MXN4PFa18xHxTlCPbzK5GR8fL2n9soWZiEwH8CkAn1ZKncizWof9PebyWNR4PB/vAfAJtwe2bNmCwcFBL7taNuvXr6/q6xNSL4J2bI9FwwDE+X3j5m2IHA2OyeypKKBPl7ufeRrrBncAAOJj1n4fOXYC69atq9v+kUyCdnyTyc2BAwdKWr+SiNlnAJyGlcrMh5aJbS6PtRuP5+Nm5HZvLgZw1/Lly7Fy5Uov+1kyo6OjWL9+PVavXo2urq6qbIOQehDUY1tteBhAOmp2zuIlWHv5vPrtUBZ7T44BT2wAAFxy8UVYu2wWAOBHRzZj38ggOnv6sHbtinruIkFwj28yudm4cWNJ65clzETkfFiWF+8HME/EudNtBxARkXMADCGdwpyLXOYCOFJoO0qp4wCOZ20bANDR0YHe3t5ydt8zXV1dVd8GIfUgaMd2Iqv4PxWOBGr/IiPpn/u60+9dT4d1z5lQCNT+TnaCdnyTyU1HR7HkYCblFv/Pt5/7VQB7ja8rASyxf/5nAFsBJAFcbj5ZRFoBXAqrAYAQMolJpRQSE5lpy7FYwLoyJ9y7MvUg86A1KxBCGpdyU5lbAfy5y/LPAOgB8D4Au5VSgyJyD4A3iMinlVLD9npvBNANmswSMulJpHI7GoNmMGt2ZbYZjv9amLErkxDiF2UJM6XUSQA/z14uIu+3Hzcf+yiAhwHcJyLfBLAAwN8D+L1S6rflbJ8Q0jxkW2UAwFjAfMHy+pi12s7/AdtfQkjjUvUh5kqpjbDsNMYBfAlWbdq3YJnSEkImOW7CLGipwZgxcikjldlCg1lCiL/4NZIJAKCUujbP8gcBPMvPbRFCmoNs138AGAuy87+Lwex4YgJKKRiNUIQQUhZVj5gRQkghEslcv7LA1ZgVKf5Xyl1gEkJIqVCYEULqSnwiV4QFTZjFMor/c4UZAETjFGaEkMqhMCOE1JWYW/F/wIRZsSHmAOvMCCH+QGFGCKkrpujpbbfKXscbpsYs/TM7MwkhfkBhRgipK6bo6etsBRDAiFm+GrMWRswIIf5CYUYIqSum639fZwRAAIVZnlRmeyuFGSHEXyjMCCF1xSz+n9KhhVkSSuV2a9YLLcxCArSE0pYYHRnF/xRmhJDKoTAjhNQVMxqlhVlKuTcF1AudymxtCWV4lWUIsySFGSGkcijMCCF1JZZRYxZxfg6S+78Wj2bhP5BplzFOuwxCiA9QmBFC6opZYzbVLv4HgjUvU49kajWK/QHaZRBC/IfCjBBSV9xSmUCwLDN0VM80lwWAdtplEEJ8hsKMEFJX4snc4n8AGI0FR+g4qcxsYWbWmFGYEUJ8gMKMEFJXTI+wPjOV2QA1ZhmpzADtLyGkcaEwI4TUFTcfMwAYTwQnlWl2ZZpEwiHHPoNdmYQQP6AwI4TUlVieGrNARsxack+ZOp3JrkxCiB9QmBFC6oqZJuw0nPQDKczCBYQZa8wIIT5AYUYIqStmNKqztcVZPhYLfioTSA8yZ/E/IcQPKMwIIXUlYYueSFgyI2YBEjrxPHYZQHqQOYUZIcQPKMwIIXXFjJi1tYSgJx4FqcuxUI1ZRytTmYQQ/6AwI4TUlew5lF12OjNINWYxT8X/wdlfQkjjQmFGCKkr2YX1OgIVRGHmmsq0hVk0QEPXCSGNC4UZaXq2Hh7EY3tO1Xs3SB606InYwqzTEWYBKv7XszJdujI7Inbxf4CEJCGkcaEwI03NyZEYbrj5Ybzmm49ix9Gheu8OcUEX/+tolHbTD1LErGBXJu0yCCE+QmFGmpoDp8eci+ru46N13hviRnZhvY6YBalmy0vxP7syCSF+QGFGmppYIl33E+PInECSHY3qdIr/g5HKTE6kkLKnRrWGwzmPt7UwYkYI8Q8KM9LUmGIsxuLsQBLPW2MWDKFjDllnxIwQUm0ozEhTY4qxGC+cgUTXmLVmCbOgRKDiySLCzK4xS0woJCco/gkhlUFhRpoaM4pBO4Ngkl2/1WGnMkdjwRNm7nYZ6WU8xgghlUJhRpqazIgZL5pBJNu8NV38H4was5jHiBkQrIYFQkhjQmFGmpoMYcbi/0ASz5PKHEtMQClVt/3SmDVmhQxmAdaZEUIqh8KMNDVmXVmUEbNAksjTlalUMBo2zEirm8EshRkhxE8ozEhTw4hZ8MkeyaQjZkAwOjOLdmWaqUwKM0JIhVCYkabGjJgFIfpCcskt/k8LndFY/evMinZltrLGjBDiHxRmpKkxu+SYZgoeqZRC0nZvzS7+B4IRgcoQZq6pTHZlEkL8g8KMNDX1iJh98fdP41n//n/YdHCgJttrZMw0YbbBLBCUVGZ6H9wiZu3syiSE+AiFGWlqMmvMaiPMvvPQPhweGMddmw7XZHuNjFvHY0ekxVkWhLFMXg1mAUZlCSGVQ2FGmpoMg9kaXDSVUhi1xQSjJ8VxEz1dbcGKQMWKGMyaNWYUZoSQSqEwI01NrSNmsWQK2norCPVRQcetfstMZY4GQJhl7mPuEPP2lmDVxBFCGhsKM9LU1HpWphnhCUK0J+iYokfXmOmRTEAw3P8z0q2RIl2ZFGaEkAqhMCNNTbTGxf/mhZkX6eIkXDzCOiMBK/4v0pVppjdpYkwIqRQKM9LU1DpiNsaIWUm4zaHsCFhXZrFZmSLiWGawxowQUikUZqSpMd3+axExizJiVhJurvptLSGEQwIgGOK2WFcmkO7MDML+EkIaGwoz0tSYcw6ZygwebmlCEXHSmaNBqDGz91EEaLEFYzaOMOP/nBBSIRRmpKmJJmtrl2Gm3qKMnhTFrcYMSKczgxCB0lG91nAIIu7CTJvMMpVJCKkUCjPS1JgRs2RKITlR3ahZRlcmL9JFyVdYry0zglBjlj3L0w0KM0KIX1CYkaYmO30Zr7YwSySNn3mRLka++i1tmREEYaaPITdzWY0T4eP/nBBSIRRmpKnJjmBU285gPG4OTU8hZQ/oJu64Ff8D6YiZKXTrhRMxc7HK0KS7MmmXQQipDAoz0rQopXIiZmaXZjXIjpjUaj5no9IQqcyJ4qlMdmUSQvyiLGEmIstE5FYR2SMiYyJyUkTuF5GXuay7VER+KyIjInJaRH4gIjMr33VCCuOWtoxVPWKWGeFhaqswxSJmY7H6v39xW8y3teSOY9KwxowQ4hctxVdxZSGAHgDfA3AEQCeAVwH4hYi8Uyn1TQAQkQUA7gcwCOAjALoB/AOA5SKyWikVr3D/CcmLW1opWuOIGYVZYfJHzOwasyClMj1EzCjMCCGVUpYwU0r9GsCvzWUi8l8ANgD4AIBv2os/AqALwCql1AF7vfUA/gDgLcZ6hPiOW9qy2hGz7NQbU1uFyV/8H5zUoJdUZjt9zAghPuFbjZlSagLAQQB9xuJXAbhbizJ7vXsA7ATwar+2TYgbbiKs2jVfuc0GvFAXwvQxi5gRs0hwasz0cVSo+J9dmYQQvyg3lQkAEJEuAB0ApgB4OYAXAbjFfmw+gFkAHnd56noAL65k24QUwy1iVm2hlB3h4YW6MGbELBJOm7d2tlmnpvHEBFIphVAex/1aUErELJpIQSmV14iWEEKKUZEwA/BFAO+0f04BuAPA39i/z7W/97s8rx/ANBFpU0rF8r24iMwCkN0osBgAxsfHMTQ0VO5+F2R0dDTjO2lMTg2M5Cw7MzSCoaG2qm1zaCzzcD41MIyhoUo/Zv4RtGN7eCwKAGgNC4aHh53loVQCAKAUcPz0gNMMUA/GY9a+hJDKe86RiYTz84nTA45QI7UlaMc3IYClV0qh0ivGlwHcBmAerNRkGECr/ViH/d1NeEWNdfIKMwDvAfAJtwe2bNmCwcHBEne3NNavX1/V1yfVZe8wkH2IP/HkFuBw9bzFjhwLwawQ+NMTTyK2P3heZkE5tvfss96vEFJYt26ds/zQUYF1OgHuufd+9ETqs38AMDgcBiAYOHUiYx9NDvYb+7vufnTVcX9JcI5vQgDgwIEDxVcyqEiYKaV2ANhh//p9Efk9gF+KyJUAtER0C0+029+LycibAdyatWwxgLuWL1+OlStXlrHXxRkdHcX69euxevVqdHV1VWUbpPp07RsAtm7JWHbehUuxdvnsqm3zuwefBAbTUZXzLrwIa5fNqtr2SiVox/ZDsV3A0X50tEawdu1zneVDm4/htr07AQArV1+FBX3t+V6i6vy/7euBaAzz587B2rUXuK5zetNR3LHvGQDA5Wuuxpze6kVlSX6CdnwTAgAbN24saX2/cyy3AfgGgCVIpzDnuqw3F8DpQmlMAFBKHQdw3Fymazc6OjrQ29tb6f4WpKurq+rbINUj3BrNWSYtrVX9n8azegskXN3tlUtgju2QFWVqi7Rk7M+03nQqKtzagd7enprvmkb3kHR3tOV9z6b2pNOwLW0d6O3trsWukTwE5vgmBJZeKQW/nf/11qcopQ4DOAHgcpf1VgPY5PO2CcmgHnYZ9DErjXweYWZN2Vi8vl5mpQwxB/g/J4RURrnO/zm5GRGJAHgTrPTkdnvx7QBeKiJnGetdByuilp2iJMRX3Kwxqm2Xwa7M0sjX8ZgpzOr7HnqZldlh7C8tUgghlVBuKvMbItILy9X/MIA5AF4P4EIAf6+U0u1wnwVwE4B1IvIVWM7/HwSwBcB3KtlxQorhdoGsul1Gto9ZAHy4gkw+0aOd/4EACDNbPLZFCkTMDGHJQeaEkEooV5jdAuBtAN4NYDqAYViu//+klPqFXkkpdVBErgHwHwD+HUAcwK9gibeC9WWEVAojZsEnPmF1rEayImYdAUllJidSmEhZ+9gazm+BYe5vEKYVEEIal3JHMv0UwE89rrsNwAvK2Q4hlWDWk4UESCn3ujO/mEipHOFHYVYYZ0B4TsQsGEIn35D1bDpYY0YI8Qm/i/8JCQxm2rK3I2Ivq17EzC1NOp7dpkky8Fb8X0dhlmeWZzZm8T9rzAghlUBhRpoWHb0KCdBl1yxVM2LmJiB4kS5M/uL/dDC/nhEoCjNCSK2hMCNNixZh7ZEw2u3C7WrWmLlGzHiRLkgiadeYhTNnS7a2hNBiz8ccjdWvxsw8XrLTrSYZNWb8nxNCKoDCjDQtOm3Z1hJCW4t14YxV8aLpdkFmIXhh0hGz3MJ6LXbqmsr0WGNmdmUyfU0IqQQKM9K06IhZW0vYsTqoZsTMTUAwelKYQh5hus6srsX/HlOZLeGQE/WLVjFdTghpfijMSNOiRVhbJIQ2+6JaTed/U0D0tls1Uqw3KkysgKu+rjMbC0qNWYFUJpCuM2OUlBBSCRRmpGnRoqi9JexcNKsZzRhPpGuhpne32ct4kS5EQqcys2rMgLQFxXgdfcy8pjKB9P5SjBNCKoHCjDQttY+YpV97aqdlz1Fv1/qgU2gOZVebJXRGY8GImLUVEWbtFGaEEB+gMCNNS8yt+L+qEbP0a0/rsiJmHMlUmHx2GQDQEbRUpseIGaOkhJBKoDAjTUut7TLMlNu0Litixot0fiZSquC4o84ApDJNIV9MmLXrZgXOyiSEVACFGWla3OwyqplmMkXY1K5WAEAypZw6KpJJokj9VmcA7DJipaQy7ceZyiSEVAKFGWlaMuwyWmoRMUu/9rTO1vRyXqhdMf8X2QazQNrHLDB2GQWGmAPp/aUwI4RUAoUZaVrM4n9dmF1VHzO7K7O1JYSutvRIIdaZuVOssF5HzEYbrCuTdhmEkEqgMCNNSzqVmY6YTVQxtagFWEck7FykAUbM8lFM9Ggfs2gihZRdi1ZrSin+r4UlCyGk+aEwI01LOpUZcpz/reXVEWa6FqqzNczZiR4oJno6A/AeliPMOJKJEFIJFGakadECzOrKTF/kqzUvU4uHjkiWMGNqyxUzchkpMJIJqF8DQCnO/zSYJYT4AYUZaUpSKeVcVK2uzPShHq1SxExfkDtamcr0QjHRo33MgPqJ2/hE4QYFk45W62/g/5sQUgkUZqQpMS+olvN/9SNmY3lqzBhBcSdWQipzLFGfBgBzMoFIYWHWbh9j1axjJIQ0PxRmpCkxRy+1G8X/QPVqzMbNiFlGKpMXaTdKqTGr11immBF1LQbrCgkhfkBhRpoSszPOtMsAqhfBGmdXZklkGMy61pgFJ5XpRZhlHGOsKySElAmFGWlKzIhZWx0iZu0UZkUpJWI2VicvM30cFSv8B7KEGccyEULKhMKMNCXmjMNa2WWM57HLYPTEnWI+ZkFIDRYasp4No6SEED+gMCNNiSm+2iPhmhT/a2HWHgk7cxMBXqTzUawrMxh2GdZ2PQmzVv7PCSGVQ2FGmhKzjqytJYT2SPXtMkwfs5ZwyBEbvEi7U9T5P5KuMRuN1b8rsxjtLezEJYRUDoUZaUpiWXMYqx0xiydTSNpjg3SkR4tBGsy6U9zHrP4mvU4q00uNWQBSr4SQxofCjDQlZo1ZeyRc9Roz80Ksi8C1sGD0xJ1ixf+tLSHH1HWsziOZSq0xY10hIaRcKMxIU2J2xWUbzFZDKJmvqW0e9IWa0RN3iqUyAeM9rPNIplbj+MkHO3EJIX5AYUaaksyuzOrbZZjF6boIvL3OoiLoJDzModQit252GUnvqcwO2mUQQnyAwow0JRnO/5FQ1YWZKb46slKZjJ64oyNmIkA45D7uSNfrjdbbYDZCuwxCSG2gMCNNSWZXZhgi4oizahT/mxfijqxUJmvM3Ikb0ah8cyg724KRymzzVPxvdP7yf04IKRMKM9KUZHdlmt9rFjFjjVlBYh4K67VlRt1TmR6K/y2Baf1MYUYIKRcKM9KUuAozWyiZ9Wd+kRExs7ej7RNYY+aOlzmUHXV+D0vpyhSRujcrEEIaHwoz0pToiEVLSNAS1sX4IfuxahT/pyM6WkykU5ksBHdDF/9HCqQJdY1Z/Zz/vRf/A4ySEkIqh8KMNCU6YmZGY7RlRjUiZtGMGjOmMr3gZQ5lR72FWQmzMoF0Jy7FOCGkXCjMSFOixZfpLZUu/q9ujVlndlcm01queIlGpSNmta8xm0gpTNjTHLwLMx2V5f+cEFIeFGakKdERCzNi5kQzqhAxG3OJmLUbETOllO/bbHS81G91OT5mtRc6xSYTuNHdHgEAnB6NV2WfCCHND4UZaUqcVGaNImZ6BI9Iejumr1U1OkEbnVJSmbFkyole1YpiszzdOH9WNwDgqaNDFOOEkLKgMCNNifYqy6wxq55dho7odETCjidXh2FKynRmLvESiv+B2tfqxSZMLzxvp8pl83oBAANjCfQPRquyX4SQ5obCjDQlbhGz9hrYZZhRsg5DVNRrCHeQ8WaX0eL8XOs6s3JSmRfN7XV+3nZkyPd9IoQ0PxRmpCmJFoiYVaNjzhFmrblCEGDEzA1Pxf/GezgWq+17GM/wwis+xBwAls5LC7PtFGaEkDKgMCNNSa3tMsbjLhGzjKHWFGbZJDzUmHW1GcKsxuJWR/QA7xGz3vYIzp7WCQDYdmSwKvtFCGluKMxIU6KFWXtGKrOKI5lcImYddayPagS81JiZqczxRG1TmWaTiNfifyBdZ7a9nxEzQkjpUJiRpsS1+L+KQ8XHikTMmMrMxYtdhln83wgRMyBdZ3bozDgGxxK+7xchpLmhMCNNSTqV6WKXkUz5bmUQLVZjxohZDp7sMiJ1FGZlFP8DwLL5Rp0Zo2aEkBKhMCNNSdr5P7f4XykgMeGvMNMRsc48qUzWmOVSivM/0BhdmQBw0dwpzs+sMyOElAqFGWlK0s7/7hEsv93/dTSnnalMz3iJmHVm2GXU2MesDINZAJjd24ZpXa0AGDEjhJQOhRlpSnTErM0lYgb47/4fdfMxYyqzIJ4iZm31E7dmjZlXg1kAEJF0AwAtMwghJUJhRpqOiZRyUpXtGTVm5ogkfy/yWnjlS2VSmGWSnEhBT1gqGDFrwBozIN0AsOv4CNPYhJCSoDAjTYcpujIiZsbPfprMKqVcnf/bWkKwpzM5szSJhVnjV0j0tIRDTkStoYSZHTFLphSeOTbi634RQpqbsoSZiFwhIv8lIttEZFREDojIz0Rkicu6S0XktyIyIiKnReQHIjKz8l0nxB0zTelmMAv4GzGzujytn03fLRFxhBojZpmUMiBcRx7Ha178b87K9Ob8r1lmTgDoZwMAIcQ7LcVXceWfADwLwK0ANgOYA+BvAGwUkTVKqa0AICILANwPYBDARwB0A/gHAMtFZLVSKl7h/hOSg1m0bRbjmxEzP01mzUiOObjc+j2MsfgEhVkW5oDwSJFoVGdrGIPjCYw2iI8ZAJw7oxvtkRCiiRRnZhJCSqJcYfYfAF5nCisRuQXAFgAfAvAGe/FHAHQBWKWUOmCvtx7AHwC8BcA3y9w+IXnJSGUaF1Sz3szP4n9TdJl1ZUBaGI7H/Z820MhkzKEsEjHrdCJmNe7KLNP5HwDCIcGFc3qx6eAAGwAIISVRVipTKfVwdrRLKfUMgG0AlhqLXwXgbi3K7PXuAbATwKvL2TYhxYhmpDLdI2Z+2mWYgsFMZVq/V2/aQCNTSv2WtsyouY+ZETGLhKXk5+t05lP9Q0il/PXNI4Q0L+VGzHIQEQEwG5Y4g4jMBzALwOMuq68H8GIPrzkLQHY92mIAGB8fx9BQde5ER0dHM76TxuL04LDzcyoRdY6TZGzcWT4wNIKhoXZftnfyTHp7KhHLOC5bbc0xPB6r2vFaCkE5ts8MprefjEcLvjetIUvUDI/Ha/oeDo9Fre2HBcPDw0XWzmXRVMvLbDQ+gW0HjmPhtA5f94/kEpTjmxCT8fHx4isZ+CbMALwewHwA/2z/Ptf+3u+ybj+AaSLSppSKFXjN9wD4hNsDW7ZsweBgdYtq169fX9XXJ9Vh9xCgD+2ntm5B6pB1YT82nl7+xOatCB3xJ4phbu/pbVuAw+nXjY2GAQj6j5/EunXrfNmeH9T72D44Auj3bMf2bYgczf+/GBsOAQjh2KmBmr6He/ZZ2w0hVdZ2R4cB/Tfe/sfHcNkMRs1qRb2Pb0JMDhw4UHwlA1+EmYhcCOBrAB4B8D17sb49dBNeUWOdQsLsZlgNBiaLAdy1fPlyrFy5srwdLsLo6CjWr1+P1atXo6urqyrbINWjfe8ZYNtWAMDqyy/DyrOsETlHBqP47KY/AQAWL7kQa1fM8WV7kd2ngW3bAABXXbESKxakO/JuObYVu4fPoL17CtauvdSX7VVCUI7tTYeGgC1PAgBWXbYCz1o0Ne+6d595Ck8NnERLeyfWrr28VruIB6PPAEePoqOtFWvXrin5+eOJCXx528NIKSA88xysvfYc/3eSZBCU45sQk40bN5a0fsXCTETmAPgVrM7LG5VSuphGx+7aXJ7WnrWOK0qp4wCOZ20PANDR0YHe3l63p/lGV1dX1bdB/CccSR9W06f0Ov/DmKQPxVBLq2//21AknTaZ3teb8bo9HVY6K5FCoI6leh/bLW3pEtW+nu6C+9LbaZ0uYklV031WIev02B4Jl7XdXgCLZ3bjmeMj2HUyGqj/f7NT7+ObEJOOjtLKGCoymBWRKQB+A6APwAuVUkeMh3UKc2728+xlp4ukMQkpC9MKwyz4b6+SXYbZldmZ1ZVJHzN3vBrMAkCXPZZprMbvoTMyqkSrDBNtNMuZmYQQr5R9xhGRdgC/BLAEwEuVUtvNx5VShwGcAOCWe1gNYFO52yakEGYHZD6DWT+7JDN8zLKFWZ2sHoJOOQaz9XL+L9Uqw0R3Zp4YjuH4cLTI2oQQUr7zfxjALQCuAnCTUuqRPKveDuClInKW8dzrYIm57NoxQnwhI2JmiLFIWJwRSb5GzAzBYBramr8HMWK2+dAA1n7hXnzlnmdqvu2S7DIiLc5zkhP+/d+Koe0yKoqYzZ3i/Ew/M0KIF8o943wRwMthpTGnicgbzC9jvc8CGAOwTkT+VkQ+DEuQbQHwnUp2nJB8mAazZvpSRJwIWrWEWb5UZhB9zG7fcAh7T47im/fvrvm244bzf3EfM2OQeQ3fRy0e23xIZQJMZxJCvFFu8f+l9veX2V/Z/BAAlFIHReQaWJMC/h1AHFajwN+zvoxUi3wGs4AVwYomUr4KJR0NawkJIllpLy3MEhMKiYlUzuP15MxYAoDlsxVPpiqKDJVKIum9xsxMD4/HJ9DbHqnafpn4UWM2rasVc6e0o38wytFMhBBPlCXMlFLXlrDuNgAvKGc7hJRDvpFM5u/VGMmUXV+WvSyamAiUMBscT2T8PLPHrYG6OsQmvNeY6eJ/oLZ1Zvo4ai1xgHk2y+b1on8wiqcozAghHgjOVYIQn4gZRduhUOYoHR1Bi1VhJFNHJPcCbtacBa3OLFuY1ZKSiv8j6fvHWo5livlQ/A8AF8210pl7T41iNFbbsVKEkMaDwow0HTpN6VYbpGvOorWKmBnCLBqwQeZDQRFmJdSY1bK7VRf/V1JjBgAXzbMaAJQCdhxl1IwQUhgKM9J06EiH6WGmqXXELKM+KmARs4EMYRYvsKb/JCbKE2a1TGX6UWMGpC0zALDOjORwdDCKD9yyCXdvPlJ8ZTIpoDAjTYeuH8su/LeWVaEr02PELEjCTCkViFRmOCQIZ6Wbs+lsTacya5kK9MPHDAAWTO1AT7v1N9Ayg2Tz4/UHcMcTh/GRO7ZAKc5TJRRmpAnR0TC3iJmu+aqGXUa2VYa5PXO9IDAWn8BEKn0RGByrsTCzI2aRcGFRBgBTOtNdmLUUkH74mAGWTYuuM2PEjGRzwjYeHoomA3XzRuoHhRlpOqIeImbVcP4vnsoMTuH3UDRzXwbHa7tvpUSj+jrSwmyglsLMp1QmkPYze/rYcEYal5Ah47N3psY3SCSYUJiRpkNHzNrdaswi/qcytcjLdv0HslKZASr+zxVmtb0gOB2PHqwoOlvDjoAbqOGFy09htsxuAIgnU9h9YqTi1yPNw1A0fUyfGa1trScJJhRmpOmIFXBsb69G8X8ifyozqDVm9RZmiRI6HkXESWcOjNXmwpVKKSTtVG+lXZlA2jIDYJ0ZycTsjj5To+ObBBsKM9J0xBy7DJdUZhXsMgqlMttb0x8xCrM0OhrlpcYMSKczaxUxi5fQNeqF82Z1O1E/1pkRE/Ozd5oRMwIKM9KE6IiZaypTR8yqMJKpvaiPWXCF2VCdhJlX0dOnI2Y1svUwJ0NU2pUJWH/n+bO7AdDLjGRifhZrmaonwYXCjDQd6VRm9e0yJlLKERmdkdwJZ0F1/q97xKzEjscpHa0AanfhihlD1v1IZQLAWVM7AQDHhjgmmFgopZjKJDlQmJGmo5Dzf5thl+GHZ5Aptjpac7cXCYecdF2QhFl2F2atIlEaXWPmNRo11Y6Y1UpAljKZwCvTuy1xeWqEwoxYjCcmnFpGgMX/xILCjDQdhZ3/QznrVYLpTdbRmhsxA9JRsyD5mNU7YhYrM5VZq4hCNYTZjG5rSPyZsQSStMwgyLTKAGiXQSwozEjToevH2gukMoEqCDOX4n9zuZ/eaZWSLcyiiZSvnarFSBf/exVmVrQpmkjV5H3MKP4PF7f08MIMO2IGsMibWJhWGQBTmcSCwow0HdECETOz5suPBoCMVGY+YWY3BQQplZktzIAau+oXsDRxY0pHbd3/q5PKbHN+PjnCCzDJPZYpzAhAYUaajOREyhk1VKj4H/AnYjYWTwscNx8zIC3YgpzKBGrbmZkosfi/zxjLVIsGgGqmMgHg1CjrzEjuZ+7MKFOZhMKMNBmm2HJ3/jciZj6k7swomJvzv7k8SBGzYVuY9bSl6+LqMofSayqzI50GrIXJbIYw88EuA0gX/wPASTYAEDCVSdyhMCNNhSnM3CJm7Ub0ww+TWbPeqVjELFA1ZrYIO3t6p7OsHqlM7zVmtZ2XGfPZYBbIipgxlUmQW/w/Fp+oaa0nCSYUZqSpMMVPIbsMwJ+I2VhGV6a7MOsMWI2ZUulU5tnT6ivMyktl1jZi5pePWW97i2OdcoIRMwL38gGazBIKM9JUZKYyi9SY+RAx89KVqScCBKXGLJYCJmzrpAxhVssB4SXXmJmpzNrWmPklzEQE07usqBkjZgTITWUC7NglFGakyTCjYK5DzDMiZv6mMvNFzNKpzGB4V40Z2ZOzDGFWixShptSIWVdrGC0hK9pUk1RmFYr/AWBGD01mSRq3KDXrzAiFGWkqTPFTzGDWj5qvsRJ8zIKSyjSF2fSuVnTbDQC1SmUqpUou/heR9LzMBu3KBOBEzGiXQYB0jZl9zwGAnZmEwow0GaY3WU0MZkvxMQtIKnM8mb4KTOmIOB5htRJmyZSCnoZVSsejTmcO1mB8VNyIvPrVlQlwLBPJRKcy50/tcJYxYkYozEhTkdGVWQu7jHh6LmfIvO01MO0y/JjPWSlmxKy3I4JeW5jVyses3GhUn72ftYgoxKvQlQkAM+3OzJOj8UAcC6S+aGG2cFqXs6wWzS0k2FCYkaYisyuz+nYZOmKWr74MyIyk+RGlqxRTmFkRs9qmMhNlih4nldmgzv9AOmIWT6YwHMs1+SWTC53KnNHd6nRvn2Yqc9JDYUaaipobzNoRs848aUwA6DD2IwjpzHFjF6Z01j6VWa7omWKbzA42qMEsQC8zkomOmPV2RDDVTtUzYkYozEhTUcxg1m+7jDE9ML1QxMx4LAgNAGN2jVlIgO7WlpoLM/N/5NVgFqhtxCxmNCeIuKeoyyFzXibrzCYzqZRyygd62yOY2mUd36cpzCY9FGakqShmMBsJhxC2a8GiPkTMonYELF/hP5Bp0REMYWZ97+2IIBSS2kfMJsrzCJtqC7NauKOXaufhleldaT82NgBMbkbjSdhjfTHFiJid8dh1fHIkhtd+8xH8yy+3sV6xyaAwI01FZvG/u1jSYsCXiJlOZXqsMQtEKtMWZlqQ6e/RRKomY6MyasxKiJhNMUxmq22Gq4WZX+aympk9ZsSMkZHJjJ6+AQC9HS0lpzJ/tbkfj+45je88tA97To5WZR9JfaAwI01FMYNZc7mfdhn5BpgDmanMIMzL1BEz3eVoCp5adGZW2pUJVD+dWa2I2bQuDjInFuZnrbc94kSEvTr/Hxkcd37esO+MvztH6gqFGWkqMgxm81xU230cKq5fw3PELBDCzErl9mZFzIDapDPjFdaYAdU3mY1VSZhFwiHn72Dx/+QmQ5h1RDDVFu3D0SSSE8VvGo8NRp2fN+ynMGsmKMxIU6EjZq0t+Yu2/YyYjZVaYxaAVOaYvQvZqUyg9sKstIiZOS+zuqLGiZj52JGp0XVmp0YZMZvMZKQy29M1ZoC3iPCxofTxs+EAhVkzQWFGmgpdN9Ze4IKvuzV9scvw4mMWsK7MfDVmQI2EWYU+ZkANUpklDlkvBd2ZeXKYEbPJTGbErMWJmAHAGQ/pzGPD6YjZruMjtNloIijMSFOho2D5Cv+BtL+ZLzVmTsSsJe86ZjSt3jVmSqn6C7MyPcIyU5k1iphVQZil3f8ZMZvMmJ81qyszfXx76cw0U5kA8MSBAd/2jdQXCjPSVOhZmYW66XTErFKRpJQyImb5txekrszR+ARSsFK8jRYx625rcaxOql1jVtVUpu3+f3KYwmwyo81lAevYNlOZxRoARmJJjGadS1hn1jxQmJGmQkfBCnVJtvkUMUtMKEzYRkSdrQUiZkYqc6zOETOzrkULst729L4HOWImIk5nZrVTmbFqpjK7rIjZUDSZ8V6QyYUex9Td1oKWcCgjlVksInw0K1oGAI/vP+3vDpK6QWFGmgpdN1Y4YuaPj5kZ/SooBM35nHWOmLkJs5ZwCN1ttZuXWe6sTMAaIQU0ro8ZAMzo8R4ZIc2LM47JvjEqJZV5fCgtzM6dYQ1Af/LgYMZnizQuFGakqdB2GQWFmbbLqLD43yzkL9SVKSLO4/Uu/td36UBmCtNx/6+y4AEqGxCejphVu8Ys3d3rNzpiBtDLbDLjjGOyj+mOSNg5b50pFjEzhNmLl88BYJ1bdvQPV2NXSY2hMCNNhY6YeYlgVRwxM0RWIR8zIJ3OrLcwGzQjZp0uwqwWcyjL9DEDYLij16grswo1ZjN7aDJLzIiZ9dkTkfRYpiKRVNMq40UXz3V+3sB0ZlNAYUaaipiHFFTaLqMyYTYWT4ucQkIQSEfUxuP1TTW4pTLNn2td/F9qqlCLyVoV/+tjxU/MiBlNZicvg3b0utf4HOrO42IRs2N2xKy7rQXL5vU63ngb2JnZFFCYkaYi6nRlerDLqDB6FS0hYqa3WW+7jEAIszKL/4G0yWy17TJ0Srw6PmaMmBEzlZluvtEju4rVmGlhNqu3DSKCVQunAgA2sjOzKaAwI01FuiuzFhEzo8asQVKZWpiFBU7BP1BbYaYLlFtCglDIfTpDPnREYTQ+UbWOxmhiwnkfZnS3FVm7dLrbWpxI4SkW/09aslOZQDpV7zViNrunHQAcYXZ4YBz9xgxN0phQmJGmIpYonoLSF8X4RAop2+6iHMyuzELF/+bj9fYx03fpPe0tGSOrnG7HGkbMyolGmSaz1drXQ2fSF7YFUzt8f30RcQQfvcwmJ6mUwkisQCrTY43ZnCmZwgygn1kzQGFGmgrdadlWIGJm1oNVEjXL6MosmsoMRsRs2I6Ymd5lQDpiFkumqp5u1cKs1MJ/INsMtzrRpkNnxpyfz5rWWZVtOCazjJhNSoZjSSj7ntD8LOpU5uB4wvFIzCaVUjg+nE5lAsDF86cgErZutCjMGh8KM9JUOLMyPfqKVTIvs5yIWVBqzLKFmXnXPhTgOZSmO7qXsTXlUO2IGZBOkZ5ijdmkJHNOphkxs47vlMr/OTw9FkdiwhJtc3qtiFl7JIyL508BwDqzZoDCjDQNSilvBrMRU5j5EzFrFLuMfMLMz7FMx4aiTprGjXjSuqiUY0WROS+zOsLsoB0xawkJZtsXPr/RXXSNWPx/fDhKY9wKyZ6TqZnWZZrMur/HxwwPM/P4vNxOZ247MlSXkomRWBJHBljf5gcUZqRpSKYUdPS/kDBrN+rPKolgjXl0/gcCVGPmQZhVMu5ox9EhXPVvf8T1X7wv73urI2bluOrrrkygep2ZOmI2r6/Dmc3pNzN6dMQsDqXKr3OsNbtPjOC5n1uHaz6/ruqdsc2MOSfTLP7v8xARzifMdJ1ZMqWw+dCAX7vqiWhiAi/6yv149v/7PzxxgBG7SqEwI02DKQS8zMoEKouY6e2JFBcZQakxc4SZIcSAtKM+UJn7//07TyClLGfyXcdHXNfRrvpl1ZjVsPj/rGnVSWMC6YhZMqUypjEEnR88sh/RRArD0SQ2Hxqs9+40LOb/3LTLyEjV54lKmuays3vTXcMrz043ADxe43Tmo3tO4eDpcaQU8PDuUzXddjNStjATkW4R+RcR+a2InBYRJSJvybPuUnu9EXvdH4jIzLL3mhAXTJHlxWAWqMz9X0e/OiPhjA5HN3Qqs541ZqmUqnoqc9+pdOF8v8ugZaCyrsyethboIFa1UpmHTlt/w4K+6hT+A5k2HCcaJJ0ZT6Zw16bDzu8HjSYJUhr5ImbTMiJm7sLMHGA+qycdMZvV2+7cTNS6zuzep084P9Ouo3IqiZjNAPDPAJYCeDLfSiKyAMD9AM4D8BEAXwDwEgB/EJHWfM8jpFQyhVlxg1nrORWkMm2RVawjE0inMhMTqm6DhkfiSSfVWy1htv/UqPNzvhO0LlwuR5iFQuKke4p5PZXDWDzpeItVq/AfyBRmjdIA8MenjmWk18wmCVIaeYv/PdSY6Y7M6V2tOZ+hVXbUbMOBMzVNkd+/0xBmA+43ZMQ7lQizfgBzlVILAXywwHofAdAF4HlKqa8qpT4L4NUAVgB4SwXbJyQDMxpVyC6jLaPGrIJUZrz4XE6N2bVZr6iZmaIs1JVZUcTsZDqKciTPCdqJmJU5hzI9yNz/iNlhQ2xUyyoDyHb/b4xarVs3HMr4ncKsfHTkWsSKAmt62lrQYoeE89eYWUJ+lktjiq4zGxhLYM/J0ZzHq8GBU2MZ2zqSJ1JOvFO2MFNKxZRSRz2s+ioAdyulDhjPvQfATlgCjRBfMNOSXgxmgQojZjqV6SViZqxTrzozU3BlC7NwSJwLRLnCLJqYwBEjSpavQytmRwwjZY47csxwq5DKNNNz1YyYmcLs1GjwI2bHh6K49+njGcsOnmYqs1wco+e2lozpFyLpiHC+5gqdypzTmzuVYtXCac7PtfIzu3dn5nHBVGbltBRfpXxEZD6AWQAed3l4PYAXF3n+LADZtWiLAWB8fBxDQ0N+7GYOo6OjGd9JY3B6MH08TCSieY+PRCx94jgzNIKhofIuwMPj1gW1NYTix+JE+iR78vQg2lXtoyT9p9LF2q1I5uxzT3sYw7EkTg6NlfXZ2n1iFGb25OCpEdfXicasi1JITZS1ne6IdSE7NZL/f1wuu46kL2ZTIuXtnxdaUgoCQAE4fGq4atvxix8/ctBJg583sxO7Tozh4OnRwO13o5y7Tw5Zora7LZzzHk5pD+PkCHB8wP1zeNQWPlM7cp87t1OhszWMsfgEHt11HC9cMqWk/RpPTODdP92KaCKF/37txRn2NPm4Z1t/xu8DYwkcPXnG0w3rZGF8vDSxWlVhBmCu/b3f5bF+ANNEpE0ple+W8T0APuH2wJYtWzA4WN2uoPXr11f19Ym/PDMoAKyTwVNbNiN5wL3G4sQ4oA/9TVu2IXK0vFqMoyfCAATR0SGsW7eu4Lq7T6X37b6HH8W86mXJ8rLJ2If9u57Cuv6nMh6XhPX37D18FOvWHSn59becTr8+AOw/Mej6vgwMW9sZOH2y6PvmxvhgCEAIx84Ml/X8Qjy6z3rtsChs/dPD2F4dtwwAQGdLGKNJwZZn9mHdxJ7qbahClAJ+8qT1P5vdoXB+2zB2IYxTown87p51COL1N+jn7n2HreNMEtHcYzhmvdf7+nM/H8kUcHrMOneNnTyCdesy08sAsKAjhJ3xEB56uh/rOnIfL8SGk4KNB61/6OfueAjPn1/43JhIAY/usfa3PawQnbA+ML+4537Mrl7AueE4cOBA8ZUMqi3M9L/GTXhFjXXyCbObAdyatWwxgLuWL1+OlStXVr6HLoyOjmL9+vVYvXo1urq6qrIN4j+R3aeB7dsAAFdesRIr5ve6rnd0KAZssk7ci86/AGsvm+u6XjG+sfcJYHgEc2dOx9q1Fxdct2XXaXxnp7Vvl1x2OZbP6ylrm5VwetNRYOczAICrVq3AeXOnZTz+wyObcXj/IFq7+rB27YqSX//gY4eAp/c6vw8lQnjuNc/J8QL7/FN/AsajWDB3DtauvaDk7axP7sbjJ48gplqwdu1zS35+IX55+3ag/xQWTO3Edc+73NfXzmbOMxuw++QYOqbMxNq1F1V1W5Xw5OEhHHvU6u963VWLMKMrgt8c2gkAOP/SK7FoRh3uMvLQKOfu7x16EjgzhHkz+rB27SUZj/3i1HbsHj4FtHVh7dpVGY/1D0aBx/4EAFi9fInruWt7eD92PngAx8YFK9c8O6Oxpxh/+MXTAKzU5JaRbvzrtasKdpw/svcM4o9tBQC8YsU83LLRisEsXHoprjp3at7nTTY2btxY0vrVFmY6fpebDAfas9bJQSl1HPoosdEHSUdHB3p73S+8ftHV1VX1bRD/CLema16mTenJ+79LhtNpxFBLa9n/47hd0tbT2Vb0NaZNSddDhSLtdTmu4irdOTVnWm/OPkzv7gAwiOF4qqz96x/JrJ1LphTiobYc93zdPNvVXvx9c2PWlG4AwGh8Ah1d3WX5oeXj2IhVlH329Op/9mf1dmD3yTEMxsp7v2vFr+/ZD8CqQ/yLqxZlNHicSYQCue9BP3ePJaxI1NTu3HPBrL5OAKcwGJ3IeeyZM+nP2Dmz+1z/xquXzME3HrQiNLvOTGDt7Ome9imVUnh034Dz+/7T49g1MJFRt5bN+oNWRC4kwBuuXuwIs8F4MI+LetHRUVr4sNoGszqF6RaSmAvgdIE0JiElkdGV6dEuI1rJSCa7+L8jUvz+xiz+r1tXpl1wHIJCl0v+SdeTlFv8v/9UbjG4WwNA3Cn+Ly9P2FdFk1k9wHzB1OpHgZxB5gG2yxiPT+DuJ6209rVLZmJWT3uG8S47M8tDF/9nGz0DyCj+z7a8OD7k7mFmctnZfdBBrlIaALYdGcrpEL718cKp0Ptsm4yVZ0/FkjndzvIjbACoiKoKM6XUYQAnALjlBFYD2FTN7ZPJhelj1l7ALsO0aajIYNbxMSv+MTLtMurVlantJTpa4Jqe0CmPcsXOPtvDbNHMdArJzWQ24dhllFecVK15mSOxpGNRUM2OTE16kHlw7TJ+t+0ohu25pzddvgCAJQgiYev4OcTOzLLQnzHTXFYz1T6+kynlvPeao3nGMZn0tkdwwWyrVKIUYWZ23S63B6LfvbkfY3H3yRSHzow50z2uvWAm2lrCmGHfbNDLrDJqMZLpdgAvFZGz9AIRuQ7AEuTWjxFSNl4NZlvCIccrqBK7DMf5v9VDxMwUZnWal6kvBp15dlffvceTqZKjerHkhBMdu3pxOnXiFjHTdhnlGMwC2Wa4/omaQzWyytDoi9hwLFnXiRCFuM32LpvW1YrnXTgbgJXSnNdnvT+MmJVOciKFUfsc4Fb/ZY5lGhjNvPHQHmYtIXHGermx0vYz23RwwLOh9b129Ou8Wd34m+edB8C6WfntVndXLNPt/9oLZgEA5k6xjgtGzCqjImEmIn8jIh8D8Jf2opeJyMfsL92n+1kAYwDWicjfisiHYQmyLQC+U8n2CTGJeTSYBdKmsOUazKZSyol8eTGYbTeiavWKmA0VEWaVuP/rOXkAcOlZUx2vuOyImVKqopFMQOagZz8jZodO18ZcVpPh/p9nLmI9OTwwjod2nwQAvOLSeRn/r7PsVO8hjmUqmeGo+5xMzdQCY5l0KnNWT1uG/1k2l9vCbDwxgcf2nC66T4NjCWf4+LVLZuJ5F85yhF++dKYWZjO6W3HRXKuebO4UK4qXbxwb8UalEbN/APBpAO+2f7/B/v3TAKYCgFLqIIBrAOwG8O8A/hHArwE8n/VlxE8yUpkFImZA2mS23IiZua2ORnH+16nMsHsLfCXCzBzFdO6MTsy3IyrZETM9jgkAWsPl1ZhN7TTH1vgnzGplLquZHvCxTLdvOOT40t206qyMx/T7c5ARs5LJNydTM9WIhJ3OEmY6lTl7insaU3PdhbMdIX3bhoNF9+mBXSecG6trLpiJSDiEV142HwDwyJ5TOWbC8WQKD9ui/blLZjoiUUdS+wfGazoSqtmoSJgppc5RSkmer33GetuUUi9QSnUppaYqpd6glDpW8d4TYqAjZiJwamDykRZm5UXMzKiXFyPF9gZIZVYizPYaI1kWTu/C3D7rwpE9niVupFXKjph1mBEzP1OZlshoawlhZrdbI7m/ZI5lCpYwS6WUk8a8aG4vLpqX2WGnhdnp0ThGY+41SMSdoXEzYpa/xgzIPb6PaWGWp/BfM6Uzgj+7yEo9/2br0Qwx6IaOfnVEwlh9rtWFqWsKgXRKW/P4vtPO5BOdxgTSEbPR+IQzdoqUTi1qzAipCVpktbWECnrvAGmhVK4wMwtivUTMIuGQIxbrPZLJJXsCIEuYlRiJ0h2ZPW0tmN7V6tSa9GdHzIz3u9xZmT3tLU7XmZ9dmemOzI6ix48fmOIvaPMy1+87jQN2lMS8QGvMVO/hPKO3iDuZEbPCqczTeWrM5hSJmAHATZdbUc5YMoW7n3TzeLdQSjndlVcvnu7U5144p9dpArhtwyGkUukImK5HCwnwnPNmOMvn9qUjzRzNVD4UZqRpiJZQ86WjNeWmFc3ndXi0Ptf7VQ9hlkqpqtaY6Y7MhTM6ISKYZ184TozEnJoyIDtiVl5XZigkzr76WWN20K4xq4VVBpA1LzNgwkzXFUXCgldcOj/ncTPVy5mZpZExs9YlYtbbEYEuHzMjZiOxJEbs6OQslzmZ2Tz7vBlOBOvWAunM7f1DODFsCb5rL8icgKhF+eGBcTy655SzXHdwrjirLyP1Os8QjOzMLJ9qG8wSUjPMiFkx2iqOmBnCzIMQ1OsNR+vTgTcSTzo1JJ0txWvMBsoUZudMt6wy9J2zUlb6RUdYTJFWLN1ciL6OCAbGEkX38/6dJ7D1yCDe/uxFRVOnZsSsFnS2tqAjEsZ4YqLmqcyxeBI/eGR/Rl2dya+3WBGW65fOxjSX7r+zDPHKzszSGDKOWbeuzLB943FmLJFR/H/MtMooksrUr3PDyvn42rrdeOLAAHYdH8Z5s3InjpjdldcsmZXx2MtXzMNn7n4K8YkUbt1wCFefNwNHBsax85htk5G1vhkxq2dn5t6To7hr02HcuGpBzW60/ITCjDQNaWFWXCg5NWZliiSzTsxrxEyvV48aMzM1WcwuAygtYhZPpnDYvjg7wsy8cx5MCzNTCJdbYwbYnZmnxgrWmI3EknjHDx5HNJFCT3sEb1yzMO+6g+MJpyamFh2Zmhk9rTh4erymxf8nhmN42/f+hM2His8adktjAlZHaWtLCPFkip2ZJZKRyswzLmlqZ6slzIxUpinMvKQyAeDGVWfha+t2AwBu3XAIH37R0px1dBpz0YwunD0989jv62zF85fNxq829+M3W/vxL69Y5qwP5EbYZve0ISRASrlb5dSKj/98Kx7cdRI7jw3j5tevKv6EgMFUJmkadCTKS8TMscvwofjfszCztzlWD2FmCK2OPLsbDgl67JqXoRKE2cEzY040bqF9Yp+Xp9bE9FTy8n/KhzaZLZTKfKp/yLFDeXT3qbzrAXCEJVC7iBkATO+yTWZrZJex+8QIbvj6Q44o62m3agLdvl62Yl5OBEUTCgkW2P/jg6cZMSsFXfwfErhO4ADSnZl5I2YeUpkAcO6MLlxxjmWdccfGw0hmeZoNRROOCe01WSJLc+MqS5xHEyn8anO/k8ac1tXq1KBpWsIhx/i2XqnMVEpho2398VT/cF32oVIYMSNNg47GeKkx8zVi5jGVWc8aM1OY5YuYAVZqZTiaLClilmmVkRsxO2KcoON+Rcx0jVkBg9lth9MRocf3n4ZSKm9Rf6ZVRg0jZnYDgK7xqSaP7zuNt3//cUfM3rRqAT57w/KyZ40umNaJPSdHcWiAEbNS0BGz3o5I3uNRd2aeHjWFWfoYyef678ZNq87Cn/adwYnhGO5/5oRjFAwADz1zEhP2XZXZXWny3PNnYnZvG44NxfDT9Qew+8SovXyGq5fa3Cnt6B+M1i2Vue/UqHPze/D0GJITKbT4OE+3FjTW3hJSAO1J5qnGzF4n7kfErIQaM6A+PmaZwiy/v1A5Y5nModYL7VRmT3sEPW2WAjQjZhnF/2WOZALMeYL593N7/5Dz87GhWMHuwUN1iphp9/9qR8x+s6Ufr/vfx5z36/3Xn4/P3XhJRQPg9fvEGrPSGCowjkkz1eX41hGzztYwutu8x1RefMlc59yTbRar05JtLSFcea77sHKrVs2Kmj15aNBpQMgn5HSdWb1MZs3PfTKlGrJrmMKMNA06bVXM9R8wnf/LE0lmOtKLjxlg1JjVWZjls8sAyhRmdsSsqzU9Kw9A2sssT8SskuJ/vZ/D0WROekaz7chQxu+F5gbqOqmOSLjgqBu/0Z2Zp0fjGXYEfvLtB/fiPT/eiHgyhXBI8LlXXYL3X7+kYksQLcwGxhIYLuKTRdI4czILfBDNVKY2atXCbE5ve0n/u+62Frx4+VwAwD1PHXOicEopp/D/qsXTC2YablqVWWsoYhnLujHPcP+vh8ls9ufe9FhsFJjKJE2DjpgVc/0HKjeYNQVde4k1ZvmK/wfHE9h44AyuWlT4JFkOpaQys9cvxj7bw+ycGV0ZF4y5Uzqw89hIRhGwHwazQOYg88HxRIaLPmAJwGfszjHNxv1nXK0fANMqozYeZhqdypxIKQyMJ1w7IOPJFO7beaKkuj/NxgNn8KPHDgCwhPPNb1iFa/JcUEsluzNz6dz8EaCgMTiWwKZDA1izaJqnZiE/0U0mbh2ZGn18x5IpjCcm0Nna4qQyvVhlZHPT5Qtw+8ZDSEwo3LXpMN76rHPx9LFhZ5LAtUWOiUUzu7Fq4VTn5uaSBX2uxyqQnpcZT6ZwajSeMXqsFmzPEmbaY7GRoDAjTUOshIiZPhmX7fxfQY1Zvvmc7/3JE7hv5wn85bPOxT+/7KKy9isfWmiFBWgr8PaUl8rMtMrQOONZzFSmTzVmGYOeXYTZruMjjggUsWw7NhwoHjGrZRoTyB3L5Hax++ofn8F/rdtV0XZm9rThO2+5AhdnFWtXgvleWcKst8DaweJvf/oE7t95An+z9jz8wwsuqOm2vaQyp2XMy0ygs7UFR+3UYCn1ZZorz52Gs6d14sDpMdz6+CG89Vnn4j6XIeSFuGnVAkeYFRJy8/oyvcxqLcyyI2b7TjVexIypTNI0RJ0aMy8jkiozmB2znxcJi+c6nQ57kLlbKnPfyVGn3uOxvYU7CMvBSZ8YrvlumMLMSxrCtEtYmNVqr1MaZ8YSjpA1hVklXZlTMsbW5IpIs85EX0Se6h92HR+klHK6MmtplQEAMwwhdsLFMiMxkcJP1h+oaBtL5/bizvdc7asoAzKbJBrJZHYipfCYbZb6wDMniqztP07xfwFh1mcKs1ErnXl8OJ3KLBURcbort/cPYduRQSeNuXB6J86Z0VXo6QCAl66Yhwtm92BKR8R5LTd0xAyovZfZ8eFojifgPqYyCakfOmLWXkLELJlSZXXtaKFRSsqxUCrTnEW3+8QIUinl2vFULum6lgiA/EW52lcpnkwhmkgVtQI5PDDuWGVkn9yzx7MsmtmdVWNWeVcmAAy6dGZuO2J1ZLa2hPDqy8/CuqdPYCKl8OTBAVxtjJCxnp/AsC3Yah0xm9FjRsxy/47/23HcaQz4xMsuwnVGR50XRKqXnp3R3Yr2SAjRRKqhGgAOnxl3IuU7jg7XvGtP22UUqjEzI6dnxuI4PRpHYsL6oM0qQ5gBwA0r5+NL9+yEUsB3H9qHx/efBlA8janpbmvBr977bIgIwgXOTXMzIma1PS7MaFlfp2VCzVQmIXWkJINZQ7zFyzgx60ib18J/wBBmiYkM64aJlMLtG9PCLJpI4fDAuK/RmyEjYlaI7NqtYsLMvBvNSWVmmcwumtmd4WNWscGsjWvEzD5BXzC7xxnKDFgNANnCLLMjs7YRM7PRwM1kVnfRdbe14LVXnO3ZM68WiAgWTO3EruMjDWUy+8zxtLdVLJnCnpOjWDI71xG/GsTtmjGgWFdm+rEzY4kMq4xyImaAdWxfvXg6Htp1CrcaN4Je0pgaL+fJGV1tiIQFiQlV885Ms77sBRfNwS2PH8TBM41nmdE4e0pIEUqxy2g31slX81UI3ZXptb4MyGwSMGvbHtp1MucEtut4ZuF6pWjxUkyYlTov06zfOCcrlZkxnsW+c860y/AnYnYmS5gppZxU5rJ5vZje3eb4q7nVmZmi4qwaC7Opna3OXMTsQeYnhmNYZ5t5vvSSuYESZRodYTzYQBGz7M9WdrF4NRn24PoP5KYyyzGXdeOmVWdl/N7aEsKaRdPLfj03QiFxJhMcqZMwmzulHZed3QcASEyojM7wRqCphNlwNJG3db4ZUEpljNYhaZRShl2Gl4iZKZJKrzPTd70drd6DzqaIM9OZ+u7VtI8w7+q9MGC01bsx6DFiVqow02mCztYwZvZkXjCyxzIB/hX/W+ac9n5mjWU6dGYcw3bn20XzrIL0lWdb7ucb95/JsaUwnetrncoMhQTTHPf/zIjZz5847Jh/5huNVG+0kG2siFmmMNNp71owWGROpqYvI2KWLczKi5gBwAuWzXH8BQGrKaAagl/XmXlJZSqlSmo2KoR5Q7bQiOA3WgNA0wizHUeHsOoz9+BFX3mgbNPQoPP3P3sSKz71e9y+4VDxlScZ8RJH/ZjrxMqImI07ETPvH6EMYWYLu8GxBH637SgA4EUXz3VqS0qJmH37wb249FN/wL/8cnvedaolzLRH0MLpXTl1TO2RsPP36M7MmE81ZuGQOKmg7EHm5oV2mS3MVi20hNlQNIndJzLfWy0qulrDGRfEWqG9304MpwWmUgq3bjgIwJphqIVl0NBCttRpEfUkW5iZjSLVRltlAIVrzCLhkDMebWAs4dhaAOXZZWg6WsN46Yp5zu+lpDFLYX4JJrNv/e6fsPLTf8CX79lZke/ZSCzpnI8umtvrRMmBzOkkjUDTCLNfPnnE8i46PoIthwfqvTu+k5hI4e7N/QCAO56gMMsmVmK3n1mHVo5lRjpiVkKNWWuuMPvF5iPOjcRNly/AeTO7AeRePApx16bDAICfPX7QNfqXSimjE8zviJl1wjt3hnsKUEfNdCohI2JWYc1HvnmZOp0hAlw4J1OYAblGs4eMjsxaephptJ2AGTHbfGgQO20ftletWlCX/fJCo3VmKqWwOydiNlQzI1TTi65QjRmQbgA4PRp3asymdbVW7Lv2xjUL0doSQldrGC9YVloziVf05/7oUNSJ+rpxfDiKe+3GnC/f8wz+8bbNGXWopbDDENgXzZuCWT1tTiPY3pPBPzZNmkaYmSfbQg7fjYrpy7TpwEBTp2zLIcPw1UMq0+zcLMcyIx0x857KbHdJZd72uBUVmTelHVcvnoHzZlvCbNexEU8Xi+RECjuOWmnPsfgEHt+Xe+wPx5LQL1XoLh0oTZglJtLdeAunu7fb65SGrjHTJ91IWCruOk3Py8yOmFkn6HOnd6HLTtucP6vbiUA8nnV+OFgnDzONdv83uzJ1tCwkwKtWBjONCQBnTcv0Mgs6R4eizkghbe8yMJaoWZH6kMcaMyBdZ3ZmLI7jdsRsVk/lnmAXzevFr9/7HPzqvc+pWrOLri+dSKVtPtzYuH8g4/dbNxzC2773uPM/KgWzI3PZvF6EQoKF06zzEiNmdSAxkcKmgwPO780ozMyDbjQ+gaePlVaD1OyY6cjARswMYRZNTGDnsWE8echKu71q1QKEQ+JEzIZjSRz3MNh6z8nRjP2/1y4WN8m8Sy8szHravQuzw2fGkbTvhrML/zXabDK7xqzSaBkATLEvXNk1Zjo1tXRe2vA0FJKMOjONUsoRFLXuyNRMt2vMtP9SNDGBX2w6AgB4zvkznULqILIgw/0/+FEJs0TgFUZKL9uUtFpoqwygeMRMd2aeGYs7qcxK6stMzpvV7cm7rFzMjuxChfcbbMuOcEiw3PbZu3/nCbz6vx/JqKvzgo6U97S3ODdZ59iR/L0UZrXnqf6hjM66DfvP1GVGVzXJ7hxqRvFZCRmpTE/F/0aNWTnF/3bEq7MUH7OsVOatdrQMgGPYeL4dMQOQM1LIjezjQpvUmgyWIMzCIXEiS8VGAGV2ZLqf5LX7/0gsiaFowon6VlL4r0lfuNL7eXo07ojAZYYwA9LpzD0nR515gWfGEk6Hbb0iZjN6LIE5Fp/AWDyJ328/5tQiBbXoXzO1M+JYxjRCxMz8TL380rQwq1VnZmbErPBnUbv/nxlN22WUa5VRa0yT2f4CJrP6OrZsXi9ueecaXHehVfO2vX8IN9z8MHaWEIDY1m/d5F40t9dJ/evz0sHTYwVTqkGjKYRZtkg5ORLHgQaodyiF7M4hCrNMMlKZnuwyzOhVOXYZ1oWz3IjZcDSJO5+wasNWnzvNSQWePyvtp7TLQ2dm9nGRPZsSKE2YAel05sBYruGpSYaHWZ6774zOzIGoEzGrpPBf0+eyn+YF9qK57sIMSEfNzLqoekXMZnRlmsxqwT6lI4Lrl1anBsgvRKShOjN32Y0fPe0tWDyz20nF1qozU38WI2EparWjU5mnRmNO/WElVhm1JHsskxvRxAS2HrY+ryvPnorO1hZ8442r8LorzwZgmVe/6usP45HdxSehJCZS2HnU+t8um5eecKHPq5ZlRvBvHDRNJcxMN+JmEi6mL5Ommf4+P6h1xCzqTBkowcfMWPc3W486vlU3GeNNZve2oduui/LSAKCPiy5DIN77dGbUzGuLvkYX1RdLZerh5R2RcN7al3l9meNZ/IyY6VTmUDTp3A1ndmRmjiBacVaf4xmm/cwyzWXrGzEDgK2HB/HgrpMAgFdcOs/3YfbVQL9vjRAx22VHzM6b1Q0RwbK51jFSq85Mc05msYaOaV3W5zCaSDk1orMDnNY2mdIRcYRnvrFM244MOucDfdPUEg7hX195MT5ozy8djibx5m+vx8P2ZyIfZg32RUak/ByjKamRLDOaQphtNAar6oOhmYSL6cuk25APnRkvOQffzJjiqtp2GadGYs5JwIvQ0ZhTAn67td9Z9uLlc53lIoLzZtkNAEWEmVLKqY15wbI5ju3CfTsz68zMrsVSImbFhJkuqF04PX83Y76ImR/CzDSZ1Rc8fYGd2dOW46vW3dbiDNresE8LM8NctsZzMjXTjYjZN+7f41yEs81Ag4pjMnt6LPAlJDpidr79GdMX8UNnxmti96FT1MUK/4FMk1nN7J7GEGYi4oxmyhcxM6/RZjRbRPDXa8/Dl16zApGwID6Rwpfveabg9rZnFf5rzsnwMgt+RFfT8MLsyMC44y585aJpWHGWdQfUTMLMLEx9/ZqznZ83NtHfWCmlFv+bkYhoiRGzjQcGnJ9XLPA+GNpMXei5dy9ZPtfpHNR4FWb9g1FHdF08fwqee7418+6hXacybCnKTWV6jZjlqy8DrGJlrdn6B8d9Lf43Pcd0Z6Y+QWfXl2n0BeDJQwOIJ1NOR2ZPe0tJIttPdFcmAKeJ6cI5Pbh4vvvfEDS0oB2NT7iOxwoKp0ZiTm2h/oyZx0kt6sy8jkYDrKkQ2QS5ESSbedpkNk/ETF+j501pz4isa/78sgV467POBQCs33e64DByfY1sDYec/y1g1eTp68H+Bhpm3vDCLFt16xPv08eGMwotGxkdBRABXn35WWix8zHNJD4rxYyYeUn/VBIxM1PnK87q8/w8t3q0my7PjYrou/lTo3HnQuKGKdgvmteLay6whNlILJlxbGiB1RIST4a4aWGWv2U9OZFy6rMW5vEwA6xaMp3mPDIQ9TWVme2OPh6fcMxjs+vLNPr8EEumsL1/qO4dmUDax8zkxgB7l2VjpoCDnM40b3R0LaeZ9qpFOtPxE/RwEzC1K3edSsxla83cAmOZlFLOOWrlwvzmyWaZx20FjNW324X/S+Z0Z9SvhkLi2KIwlVlD9D+3NRzCsnlTnBOvUpbfVzOw3a6bOWd6F2Z0t2GZ3VbsNvdvslJLg1nd4r10bk9OtKvwNjP365zpnbjinNyTknnHVyhqtj1LmD3n/JlOdOpeI52phdmUjuJ1LUD6ojE0nsibmjoyEHWsMs4tEDEDjPEsg+OOj5k/EbN0RGFwLIGnjw1DN15dlCdiZjrob9h/xhBm9akvA6wbiW7jOGoJCf78svl1259SyTCZDXADgFmzqT9jc3rbHSPXWjQAmDVmxciOmIVDkpH2Djray+zkSCxnGs+B02NOje2qAsLs/Nk9zs3v7RsPuXZWKqWcc6HbDZluAGAqs4ZstMXJxfN70R4J55x4m4Hsg26V/TduPTxYljlqM2K+D56K/zOGmHt/D+PJlOM9tqrEMTkimZ1Y+aIimZ2Z+YWZvpCcNa0Dve0RTOtqxYoFfQCA+4wGgCFDmHlBrxefSOXtWDV9gfKZy2pML7Nq1ZgNjMcLFv5rFkztcCJ4G/afdmrMaj28PBsznfm8C2dhuksULaic1SBeZvqz1B4JObW6IuKcV2uRytRR6GJWGUCuMJvV05bR4BZ0tJeZUsiph85XX+aGjpr1D0bx8O7cJoBDZ8ad2j23z732WDxwqnEsMxpamI3Fk0465/JzpgGw7qL13dDGJogonRmNO6Hgi7Lm/iUmFLYcLn6Xt+XQID5wy6aaDuutNWbUy4tdRigkTtSmlIjZtiODjrgoFILPh05nigA35HF0nz+1wxGOhYaZOwN756ZPRtcssdKZO44O46h93DhzMksUZuZzszGdtM8pkMoEMt3/Y34KM+PCNTCWcC6sXa1hLMxTyC8iuNyOUt739AlHeNYzYgZkpjPd0ttBprejxRmMXU4qcyKl8PV7d+Ojd25x/AGrgRZmi2d2Z0yd0HVmu46PFO3Q3np4EO//6RN48JnCXYL5KCWVmT23dVaDeJhpMjqys6wqtDDriISdhpx8vGzFPOd8eOvjuenM7JKObLSVT3wiVdBTLUg0tDDbfGjQUcBmpExHMp44MNAwCjkf2/tzD7pCc/+yUUrh7362CXc8cRjv+P6Gpo2wZRT/e7QY0B/2UuwySrnTc0NHeZ593gzXglfASlksnlm4AWBwLOFcBM2T0bV2nRmQ7s4cLDNiZj43Gz0suD0SKtoppmtNYsmUc+fsh4+ZWUA9MJZwTtBL5/YWHPekzxWjhgiotzDTRd0zulsz/oeNgIhgvtGZWQrRxATe/cMN+H+/3YEfPXYA335obzV2EUD6Jud8o1QASH9+kilV1NT5Q3dsxs83HcGbvv0YfvTY/pK2H01MODd1XlKZ7ZFwRif3nAaqLwMyvcyyLTP0eXTFWVOKngumdETwgmVzAAC/23Y055xkXiPdRJ7ZnLS/QdKZDS3MzIvkyoV9zs/6gjkSS5bkHBxEMtMz1kE3Z0q7E4ovJsyeODjgXNwPD4zjWw9W78RXT0q1ywDSXmalRMx0FHZ2b5vzPyiFf3zhhbh+6Sx84mUXFVyvWGemeTIyO8suWdDnOOLrKQCVCLN8JrP6BLdwWlfRmZfm+6QdzP2ImLWEQ86UglOjMew4aqf889SXadwEdb2sMjTvvmYxrl86G5+/cYUvorXW6PevlIjZ6dE4/uJ/HsXvtx9zlt224VBVLDeGomn3/POyhJn5+SmUVdh+ZMgxRE0p4KN3bsXnf7fD8/6WMidTY6Yz/RrHVCtM939zLNNQNOGMFPR6c6snYMSSKfzyySMZj6VrsDszajU1C41xcXsbpDOz8c4ABlqUnD2tE7OMu3YzxZQ9sLjR0OmZGd1tGX+jPqA3Fhk/lR36/dq6Xc5A3GZCp6TCIfF8YdMNAF6jiGYn0eULp5XVNffCi+fgf998Bc4z6sjc0Hf1/YNRDLt0F5sXEFOIhEOC59rpzAeeOYnkRMoRZtmpkXz0dRhF9XkiZrrDqVgaE0gXAZu0+SQ+9IXriQMDzjGQzypDs2zelBxhOL/OEbOL50/B/775cqy1R9I0GqbJrBehsv/UKF719YfxhN2gNd0uwN97crQqtcG7Mgr/Mz97587oRrt9k1aozkwPlgfS48C+tm43PvCzJ3OK293InJPprWnI7MxsNGHW1dbi/J1mCnHTgQHHq8+rMLt68QynZu3WrO7MtEWOe13pvCkdzue9UYaZN6wwSynlRC+y/7mLZnQ5F6FG9/ralseXSf/Np0bjecOz4/EJ3G3fXZxt39GOxSfwhd8/Xa3drRs6YuY1WgaUHjGzTH2tu+5y6stKwbyr330i92SiI2bTulpz5ufpOrPhaBKP7z/j3Kn7lco0rTIKeZhp5rl4L/kRMQPSYjMj5T/X/QRtbtv0n5vSEfGUWiL50Z2Z44mJghYvgOXVdsPNDzvRi1deOg+//NtnO4XtbnVElZJhlTE7M2IWDgkunGOdX/MNM48nU7jLHix/9eLpuPM9z3KKyu984jDe+t31Re2ZJlvEDEjXmZkms6bwvuwsb+fRcEjwKrsJ4MmDA3jGjri51WBnEwqJc/1rlM7MhhVmRwZijplhtjALhcSpI2nkzsxowvBlyiPMgPx/4++2HcVwzLpL+8iLL3QGxN664RC2emgaaCS0uCpJmNkRM68+ZmYzSTn1ZaWQOcw8Nx1vdupmR+50xAwA7t58xLk79UuY9Q9GHYPcYh2ZgBXtjYQz99EvYab3Vf+NLSHJufC6sWrhNOdnPS+RlM9ZRsTxYIF05h+2H8Nrv/kITtni7T3XLsaXXnMp5vV1YO0F1vnp7s1HnFm0fqGFWSQsro0h+vz6VP8QUi51yf+345gjOG+6fAHOmdGF2999NS47uw+AZer86v9+pGBxeabRcznCrLFqzAB3LzN9Hl08swtTu3JNdPNxo+FppqNmbjXYbmgRXcikNkg0rDB72rgDcrtI6mUHTo/h+HBjpu52HE37MmVHzC6c0+MUhuZL1+rQ+7SuVjzvwtn4yEuWoiUkUAr49N3bK6rliCUn8JP1B4q609cKnY4sbXZlacX/WgC3tYTyGpj6xcLpXY6RsB4jo4kmJpz33S1tN6O7DZfYEaFfbe53lnu9S+9pb3H80IZchNm+EjoyAetGKftu3686quyxNefN6vZ0DJjnjAV99a0vawYWeLDM+MGj+/HOHzyOaCKFkAD/+ucX4x9feKFzY6HriEbjE/jNlqO+7p/+vJw7owstLsee/hyNxidwwKWBQUfxetpa8MJl1gi16d1t+PHb1+D5F1mD5nccHcaff+3hvHXNQyXOrAXSKVMAOZHxRkCXMWjBOpFSTvr6cuPmyAsLp3dhte2+cMfGw0hMpDJrsAuck3Vkf//pMVfh7YVoYgI/eHS/EyypJg0rzHbY3TPdbS1YMju3Xsc88W7cP1Cr3fKVDAPRrIOuJRzCpbbxnlu69tCZMTy8+xQAaxhya0sIi2d2441XLQQAPLb3NH637VjO87zysTu34sN3bMGbvvWYYxpaT8qLmNnCzGPEzOkkWtDnW8QnH5FwyGnz3pXVKfbMsRHH3DXfXaJOZ54ZK/1iEAqJY3+QHTEbiibwtXW7nN+9pDKB9HgWjW+pzKy/qVjhv2alHekA6t+R2QwsmJbf/T+VUvh/v92Bj/98K1LKskj4nzddjtdfuTBjveddOMupNTPrufxAd2RmF/5rzPNrdjrz+HAU99qNNC9dMTdjgkdHaxj//YZVeLN9Xj06FMV7f/KE602v9toCvPmYAcA0w1C20ewygHQZw8BYAuPxCew8NowRO4tTTtbhRlu8nxyJ4b6nT2TWYBd4fxZqy4xkCkfLrLH+yJ1b8PGfb8VrvvGoa92vnzSuMDtq3bVfdnafq+neigXp5dqpvdHQdwOdrWHXC6A+sHceH865gN6+4bDrMOT3XXe+U5fz2V8/VZJVhGbLoUEnlHxkMJphZlovtLgyHf2L4aQyPbwHo7EknrLD5tWuL9PoBoDsiJkePwLkL3R3s1woZRbklM7ceZlHBsZx09cfwaN7rM/TNUtmZgwpL8Tcvsz1/HD+B3IbGrxGMqd3t+GNaxZi3pR2vLKBXPaDSm97xDm+TMuMWHICf/ezTfj6vbsBWEX+P33HGly3dHbOa0TCIed/8eie0zjgUz3QeHzCEYv5mm4unNMLfRkxP18AcOfGw47t0o0ug+XDIcEnX74Mb3+2Nddxx9Fhx4TaZKiMVOZLLpmDBVM78Berz6rbLNdKyOjMHBzPyO6Ucx59yfK5Tqbo1g0HHRFd7IbMnE5STjpz08EB3LHxMABLFN5sH8/VomGF2SG7mHBlHvf1jtawc9Fq1DoznT/P58u00hw/ZQ8/Bqw71Ns2Wnecy+b1Zhy0fZ2teP915wOw0rzfe3hfSfuklMKn7t6Wsczvu9ty0IPI2z3MgtTodfO525s8eXDASStfXiNhpu/uD5wey+gc1Sej9kgI585wjwBcetbUnBN5ScIsa5D5U/1DuOHmh5029xcsm41vvHGV587UudWKmGWlMvN1Zrnx6VdejIc/fB0unu/9OSQ/ZmcmYB07b/72eqdoftGMLtz5nmcVnC+r05kAcNtGf5oAdp8YcW5S80XMOlrDWGR7B5oRM6WUcxO6aGZXRqTVRETwV89d5Ii7Wx/PPSfq4v/WlpDnkovzZvXgwX96Hv7thks8rR80zBuy/oGok93p64xg0Qxv0XaTrrYWvHi5lUr+41PHnbRisU5s0zKj1AYApRQ+fff2jGXfemBvyZ59pdCwwkxTKBy60hldNNRwxqoTKYUd/dZFMN9Bt9LoaDHF52N7T+PgaevkaA6B1bx+zUIsnml9KP7zj7twciTmeb9+s/Uo/rTP2pa+c/njU8dxqoTXqAbVjphVeqdXDvoiohSwx+jM1OH7C+f05h3REg4JnnP+jIxl5QqzB585iZv++xEnBfCWq8/Bza9fVVI937xqRcyyU5lVrv0j+UkLszEcHhjHTf/9sBNdXbVwKm5/99U4e3rher4L5/RiuS2Ub99wqOx6IBOzJijbXNZEn2fNEpJNhg/kTavOKngjMru33Skh+MWTR3KuOdouYzJ1AM/Lipg5g8vPnlrU/zAf+pqWTKn0bNwin/t5fR3OOadUy4y7N/c7+73WzkTEJ1L499/sKOl1SqGhhZkInK4YN/TolXhWkWAjsPfkKMbtD3a+g25KZ8Q50Zh1ZjqC1RoO4RWX5qZpIuEQPvYSy+B0OJbEl/6w09M+RRMT+OyvnwJgNRR89bWXAbA+ID/fdKTQU6uOY5dRQsQs7fxfPGKmP5iLZnQ5Q4+rjXl3r2tkUinlpFSLhe+vWZKZzixHmO04Ooy3fGe9UxfysZcsxSdedlHJM/uqFzFL/00LpnY4KVhSe/TMzIOnx3HDzQ9hp10b+aKL5+BHb7/ScweejpodHhjHI3tOVbxf2s0/JFbxfz70efb4cAwnhq0bTR0tCwlww8riKW89Tms4msTvtmU2MDgDzD3WlzUDc4xShy2HBp3Gikq62lefOy0jAgYUj5iFQ+J0X5diMhtNTDgCbHpXK776F5fhFZfOAwD8aks/1u+tTplUQwuzC2b3oKfA3YfX0UUHTo1VNSxZDl4GMgNp8fnEgTOYSCmMxJJOR9P1F83KezK89oKZjq3CT9YfcFzTC/Gdh/Y5aYq/u/58XLd0lvMBufXxg1Vx7PZKNFF68b+O+BSLpqZSac+8WkXLAGumn75B323fte8/PeaMEip2MrrGqDOLhCVjvEsxptgms2PxCSRTCq3hEP7rdZfh7c9ZVJaxbk7ErArCjNGy+qIjZvGJlOP395fPOhf/9bqVJUVXX75inhPdcEsJloqOeJ09rbPgfpjn2e39VpZFu8xfs2SmJx+x65bOco7J27KMUEv1E2wG2iNhzOi2ziW/2ZruEK9EmIkIbjTmDOerwc7G6cwsIZX5rQf34rA95/MDf7YEPe0R/OMLL3SuM5++e3vRqK5SCr/cUlqjXUMLs2L/3LlTOpyukHzC7EeP7ce1X1iH53/pPjx9NDjjm3R9WbiIL5M592/H0SH8avMRJ9J2k0uhqkZE8LGXLEU4JEgp4H0/2VTQg+fEcMzpxjt/Vjf+YvXZGR+QHUeH85oz1oJ0xKyUVKa3iNmuEyMYjpbfSVQu7ZGwE4V4xr64ZDj+FxEis3raHfE2pSNSkqAyLx5TOiL44duvxEsvmef5+dnkdGX6lMqcYkwpKKW+jPiPaZkhYkVX/7mM6GpfZyuev8xqDvjN1qNFjVuLUawjU3NR1mim32076nzuvQ6Wb2sJ45V2luLBXSedizpgRMwmUSoTSEfLT45YPnDhkGDFgr6KXvNVqxY4N63FZuNqtOfivlOjnlLkx4eizjXvwjk9eI19DMzv68A7n7sIALDl8CDueOJw3teYSCl88hfb8O1HSquXbGphBqQjHBuyRhcppfC53+7AR++0WrijiRQ+86vKvL38RNc5nF/ElynTFuSM47czq6ctp8YomyWze/Dmq84BADx9bNgq7s4jTv/jD0+n01kvvcjxAjI/IH7c3ZZLWXYZHp3/Kx1cXgk6Va2FmT4uQgLHrbwQr73COplctbjwsZDN1YunQ8QyX7393Vdh9bmleQ5l09cZyWjMiPgUMTt7WicWTO1AOCSOnxSpD6sWTkVvewvaIyF87XUr8fbnLCr7tXQdUSyZwt1P9hdZOz/xZMop9i42Bm1aV6vTZbz9yJBzLu3rjOC6pd5HZWkjVKWAO4yombbL8Oon2Cxkd24vm9ebYTlSDvP6OvAy+0bxBcu8fe7PtT0XY8kUjnnwNv3C75/GmJ2d+NhLLsrwv3vnNYsxq8eyMvn873ZgNJZriDwen8C7f7gB33uktGH3wCQQZnqdkyNxJ78dT6bwd7dsyml5feCZk1j39HH/d7RElFIZzu6FOHdGl2NCePvGw06R+p+vnO9qpJjNR1+yFG9cY3nw9A9GceN/P4yHd5/MWGf7kSH89E+W6Lr2gpkZtUvz+jrw7POsi/5dTx4py37DD9LCrPTi/4mUKujF9rjd7NDb3oLzZhZ3lfcTfZe/7+QoEhMpJ5K6aGa3p5PbG9YsxEMfeh6+8ppLS9ruc5fMxKMfvg7/9/fXFr2geUFEMqJmfkXMWltC+MPfXYPHPnKdZw8zUh2mdrXiwQ89D499+Hqnc65cnnP+TMdQ9bYKur73nxp1rC6KRcyA9Pn2kd2n8JB9HnzlpfNLOq9cPH8Kltqvc9vG9FD2dMRs8tSYAemxTJp8Tgql8h+vXoEH/nEt3vHcxZ7WX5hhmVE4nbn1cNoS6vqls/DsrCBHV1sL/vGFFwIAjg3F8I37MrXEqZEYXve/j+L3260U5llTS/Oga1hh1tfZ4sy/KkR2ndlQNIG3fGe9U6x+7owu3Pmeq9Fjf1g+86un6m6Yemwo5owsKXaxERHnbzQtMwqlMU3CIcGnXrEMH3qRdZANR5N487fX4+d2eFa3CitlrfuxlyzNeQ19hzgwlsA92+sjbNPO/6XbZQCFo2ZmfVm5nUTloi8myZTC/lOjad8ej/VUIoL5fR1l7ffs3nbfHPqBzNb5UiKbxehoDWNGd+ONq2lGetsjvjRghEPiFNtvPDBQ9oSRZ45768jU6NT/qdG4Y7Fxo0tnezF0xG//qTGs33saSiknJTvZI2Z+ZR1awiGc5UEDaMw6tH0FOjPNa15LSPCRF+de8wDghsvmOx3E37h/j5O23ndyFK/6+sPOhIOrFk3HZ19+oef9BBpYmF04q9tTzczSub3osFOBv9l6FDd9/RHHEX/l2X32vLOpeO/zLG+vPSdG8bON5YfO/cA0OPQSBViVNdrisrP7PN0dakQE77pmMb7y2ksRCQsSEwrvv2UTvrZuF/6w/ZjTGfWGK892jZ68YNkcR9jWy9OskogZAMTyNACcGok5XTyrfLrTK4XzjakWj+w+5XSLFSv8DyJmZ2a1JyeQxscURNmF9F4xBd1iLxGzrM/V0rm9ZfncvfKy+c582Fs3HMJ4YsKZLzvpasyyIma6Ya3WzOtrd/4nhYTZ77Ydw2N2t+WbrjrH8bfLJhQSfPyllrtBLJnC5367A08cOIMbvv6wkz5/5aXz8L2/XI3uttJStw17drzAw6BiwLKGWHGW9cH6w/ZjGQaZP/6rNY71wZuuXuh0GH79gQMYre7EBSQLROW2Hc4/ismN7DsQr9GybF5x6Xx8/y+vdETW53/3NN770ycAWOH391+/xPV57ZEwXr7Cyvffv/MEjg5WZzbpREq51gAqpRCvYCQTkD9ittG+6wFqX18GwPGbAyxvJE0jpu3mGXfOFGakGItmdjufuTs2Hip4zsyHjpjNm9KO7rbiKcTsBpJyomWAVa923YVW7dOvt/Sj3zgnTqauTCDzcz9vSnuOdU6taAmHnGaq/XlSmbFk2hKqrzOC99lm7PlYfe40vHj5HADAXZuO4LXffNQZdv+eaxfjS6+5tKxzXcOeHS+c4901OPuC6maQ2dYSdkKWQ9EkfnuoOm/N8eEoXv2NR3DZp/6Qt1he1xHN7+vIcTZ345IFU5yB1+2REF66ovz6jqsWT8ft777a+TBpG4r3Xb+koA+R7lpKKeCOJ/xx7DZ5eNdJXPVvf8R1/5HbPWuKqtKGmKfXzWeZoQv/Q4KCjuXVoqc94qQCtLEv0JjWEOads58pUtK86JTg8eGYU+daCjpidp7LPGU3FkztcG5MW0KCV15afiey9mMbi0/gp+sPOMsnk48ZkPm5r6XdkBs6+OIWMVNK4d9/s8OpRf+765d4Sst/+EVLnZrZWDKFkACfeeXF+McXXliWtRDQwMJs0QzvueVrL0h31BQyyPyzi2ZjzSIrLfjgMcHeIgWCpbLr+AhuuPlhrN97GsOxJD5422Z8+Z6dOVEgr/O/NO2RsNOBecPKBRWHypfM7sGdf/0sp4B18cwup0EgHysWTHFqOG57/JCv3a13PnEIb/7OehwfjmHPidGcBgVzCLnvETNbmC2d24suD3fc1SA7LT2ntx3TG7Cm6pIFVjQiEhYODieeeMklc51i+Y/9fCu+tm6X53PLREo5rv9em3ZEBGsWTQcAvHj53Io+Z9csmYmZdueeKSonWypzdk+b08FoXovrwTkz0pYZ5nGkGwK/89A+ANY593VXnu3pNc+a1om/eq41J7UjEsY333g53lDkelmMmlxpRKQNwKcAvBHAVACbAXxMKfWHcl+zlK6uK86Zhh+8bTWmdERwSQH/FBErZ/zSrz6IlBJ88f/24vuL5pS7ixms33saf/X9x53Zg63hEOITKXz5nmdwZGAc//rnyxEJhzAUTTiKvZQ6oi+++lL8ad9prPXpwJ/d247b330V/rD9GNYsml40HCsiuOnyBfjsr3dgz8lRbDxwJqf2rVSUUrj53t34/O+eBmDdwSZTymlQ+PyNK/DKy+ZndIKW5PxfpPg/nkzhyUMDAGo3H9ON82Z144Fn0kK0EevLACtN9NN3rEEni/WJR3raI/jmmy7HX33/cQxHk/j8757G4YFxfOrly4p2nR86M+aUOBTygszmc6+6BA+sOIlrL5hZfOUCtIRDuOGy+fjG/XscPzRg8hX/t4RDuOWdV2HnsWE832V4fS3RDQDRRArHh2OY3duOoWgC7/rBBqf2/JzpnfjWmy8vKar/gedfgAvnWPWIhaZLeKVWEbPvAvgAgB8BeB+ACQC/FpFn12j7eM75MwuKMs2yeVPwyhXWwXP/rtO4f+eJirf9q839eMO3HnNE2QeevwS/ft9znKjBzx4/hLd973GMxJJ46khp9WWaaV2teMGyOb7W7nS2tuAVl8735HgNWAWvOhKpPYDKJTmRwkd/vtURZb3tLfjh2690bVAwh5C3l1D8b67rlsrcdmTQEWz1DMFnR8wasb5Ms2bRdE+fQ0I0axZlllf8+LEDeOcPNmAsnusdZaJHMQHerDI0U7ta8fIV83yJbJlD2TWTzS4DsNwPXrBsTs272rMxRzntPTmKIwPjGQ2Bl9kNgQs9TBIwCYcEL1sxzxdRBtRAmInIagCvBfBhpdQHlVLfBPA8APsBfK7a2y+Hv73mHLSFrDDnZ361vayiU8CK+PzvA3vw1z/eiHgyhZaQ4As3rcB7rzsf583qxh3vudppt71/5wm85huP4F5DCC4roxuonszqaXeGvN69ub/oiTMfY/Ek3vmDDfjxY1Zdxrwp7bjt3VdjzaLpeMWl8/G9v1yd0aDw8bu2Os/1M2JWT2NZk/OzOmEbNWJGSLlkl1f8ccdxvPabjzpdym7sMoaX19p/0NnurB5cmlWbOtkiZkHCFE6/3XrUMlW3GwL/7KLZ+PHb1wSiTKQWEbMbYUXIvqkXKKWiAL4F4CoRKa+FsIrM6G7F8xdYF+qdx0bKKjqdSCl86u7t+MyvrA6P7rYWfOetV2R0+czqacdP37HGETPbjgzh67bp7ZSOSEY3S6Nwo90ROhLLHeLrhRPDMbz2m4/ijzssP7Slc3tx518/C0uM4t2rF8/Abe9K30HfZ4hZP+0ytH/Z7N42zO+rX01UTsRsbmMJdkL8YHZvO372zjVOPe3mQ4O44esPYc8Jd48zHTGb0d3qeYB6Ncju7JxsNWZBYn5fh9Mo992H9+HokNUt+5arz8HX37Cq4okEflGLmOplAHYqpbIHKa63v18KwFX5iMgsANmJ/sUAMD4+jqGh6sxmHB0dxbVzFR4/04qjw3F8+u7t+OZ9u0p6jWgyhePDVtvsrO5WfO01y3DB7DbXff7in1+Az/42jNs2pYXMBbM6MTwcnNmdXrlifjumdrTgzHgSH//5Vnzp90+X9Pwz40mnHuOqc/vwxRuWogNxDA3FM9ab2wl8702X4K9v2Yadx9MdNqlE1PNxkYyl59h9+I7N+Mzd2zIe77cHMV8yr6eu/4sWAFM7IzgzlkB3WxhTWhJlH/ujo6MZ3wlpNL58wwX41G/CuGvzMRw8PY6XfPUBzLQHZadSCtFYGJ/fvh4nbc+jc6d1VO1a4YVrF/WgrSWEWDKF9kgI0bERVMdQiHhh3pQ2HDiT/g/8/XXn4k2r52N0pHrn+PHx/HOo3aiFMJsLwM2xVS8r1I/8HgCfcHtgy5YtGBwcdHvIFyIh4IVzxvHd4TBiyVTGP7IU5nQovGvJGI5s/xOObM+/3rPbgfGzBL86aCn23uQZrFu3rqxt1psVfSHcOx7CSGwCI7HyRjStnpnCTbNO4k8PP1BwvbctBL4dC+HpQSv4u2fbJkT3edvGSAIIIYwUBKdGEziVx7yuN3oM69aVHv3zk9mREM4ghPntCdx7770Vv9769euLr0RIQFnbCcQWhPDbQyGMJ7LPzwJE0ynOrkT9z6UX94Ww4WQIveGJuu/LZKdPQjiAEMKi8IbzUjh77Bnce+8zVd3mgQMHiq9kUAth1gHArRAgajyej5sB3Jq1bDGAu5YvX46VK1f6sHu5jI6OYv369XjHiy7HrIWD2NpfnpKeP6Udb16zwHOx5/MAvGjXaTx+YBB/uWYB+nwYbVIPLo8m8fUH9uP0WHkuvVee04dXXjLbswfM9c9L4SePH0E4JHj9FfNL2lZo3nE8sPt03sfn9rbhXc9Z6OsIoXJYuHwMt286ihtWzM4wnS0VfWyvXr0aXV3+FKoSUg+eB+BFO0/hDztOImVbHySTSZw6dQrTp09HS0sL+joi+Kurz8L07vqlMgHgktVxfPuRQ3jekulYdTZLEerJ4hXj+NnGfrzgoplYPq/yOcBe2LhxY0nri59+U64bENkK4JhS6rqs5RcB2AbgXUqpb5TwessAbH300Udx5ZVX+ruzNkNDQ1i3bh3Wrl2L3l4WWpPmgcc2aWZ4fJMg8thjj2HNmjUAcLFSalux9WsRBuiHlc7MRi874vIYIYQQQsikoxbCbBOAJSKSfftypfE4IYQQQsikpxbC7DYAYQDv0AvsSQBvBfCYUqp0LwpCCCGEkCak6sX/SqnHRORWAP9m21/sAvBmAOcAeFu1t08IIYQQ0ijUajbEmwB8GpmzMl+qlLq/RtsnhBBCCAk8NRFmttP/B+0vQgghhBDiQn3NmQghhBBCiAOFGSGEEEJIQKAwI4QQQggJCBRmhBBCCCEBgcKMEEIIISQgUJgRQgghhAQECjNCCCGEkIBQK4NZP2kFgD179qC7u7sqGxgZGcGBAwfw1FNPVW0bhNQDHtukmeHxTYLInj179I+tXtYXpVT19qYKiMgbAXy/3vtBCCGEEFICb1JK/aDYSo0YMdtpf78RwA6Xx7cCuLjCbSwGcBeAVwDYXeJzy91+rZ9X7+37sd+VvEY9t1/P/W6kY7ve2+d+N95+8/hunO036jWgnOddCOA2pPVLQRoxYrYM9hujlNrm8rhSSkk1t1HkuWVtv9bPq/f2ffo/lf0a9dx+Pfe7kY7tem+f+914+83ju3G236jXgHKeV+px2YzF///SoNuv9fPqvX0/9ruS16jn9uu937Xe9mQ+Ruux/cm+3+VS7/2ebNtv1GtA1Y/TpouYNco2CKkHPLZJM8PjmwQRRswIIYQQQhqURhRmJ2CFEk80+DYIqQc8tkkzw+ObBJGSjsuGS2USQgghhDQrjRgxI4QQQghpSijMSKAQESUin6z3fhBSbXisk2aGx3f5UJgR3xGRt9gfysvrvS+EVBMe66SZ4fFdHyjMCCGEEEICAoUZIYQQQkhAmDTCjCHZ+iEi94rIvS7Lvysi+2q/R80Hj+9gwGPdf3hsBwce37Vh0ggzQgghhJCgQ2FGCCGEEBIQJq0wE5FL7PDrHhGJishREfm2iEzPWu+Tdhj9PHv9AREZFJHviEhnvfafkELw+CbNCo9t0uy01HsH6sjzASwC8B0ARwEsA/AOAMtEZI3KHYnwMwB7AXwYwEoAbwdwHMA/1WyPCfEOj2/SrPDYJk3NZBZmNyulvmguEJFHAfwEwLMBPJC1/hNKqbcZ604H8Dbww+0FBUBclodrvSOTCB7f9YHHevXhsV0/eHzXgEmbylRKjeufRaRdRGYAeNRetNLlKf+d9fsDAKaLSG+VdrGZOAOgz2X5whrvx6SBx3fd4LFeZXhs1xUe3zVg0gozEZkmIl8RkWMAxmFNfd9rPzzF5SkHsn4/Y3+fWqVdbCZ2A7hQRGbqBSKyAsCz6rdLzQ2P77rBY73K8NiuKzy+a8BkTmX+DMDVAD4PYBOAEVhC9bdwF6wTeV7HLaxLMvk2gA8A+J2IfAvALADvArANAO9aqwOP7/rAY7368NiuHzy+a8CkjJiJyFQA1wH4d6XUJ5RSdyql/gBgT513rVnQJ7wJAFBKPQXgTbDuZv8DwMsBvBHAxrrsXZPD47um8FivITy2aw6P7zowWSNm+g4q+47p/TXej2alx/4+pBcopX4E4EdZ6/0++4lKKd7FVg6P79rBY7228NiuLTy+68CkFGZKqSERuR/AP4pIBMBhAH8G4Nz67lnTcAWAUQD7670jkxEe3zWFx3oN4bFdc3h814HJJMwyQrIAXgfgPwH8tf3Y7wG8CMCR2u9acyAirwJwLYDXA/hfpVSyvns0qeDxXUN4rNcUHts1hsd3fZFcL77mRETeC+ArAM5TSu2u9/40IyKyF1bo+04A71dKjdZ5lyYNPL5rC4/12sFju/bw+K4vkylixpBslVFKMZ1QP3h81xAe6zWFx3aN4fFdX5pemDEkS5oZHt+kWeGxTSYrTZ/KZEiWNDM8vkmzwmObTFaaXpgRQgghhDQKk9JglhBCCCEkiFCYEUIIIYQEBAozQgghhJCA0DTCTESuEJH/EpFtIjIqIgdE5GcissRl3aUi8lsRGRGR0yLyAxGZ6bLeR0XkFyJyTESUiHyywPavF5F1InJSRAZEZL2IvNHnP5NMQgJwbL9WRDaKSFRETojIt0Rkhs9/Jpmk+H18i8iFIvI5EdkkIsMi0i8ivxKRy/Nsf769vQERGRKRu0RkUbX+XkKK0TTF/yJyG4BnAbgVwGYAcwD8DYBuAGuUUlvt9RYAeALAIICv2o//A4ADAFYrpeLGayoARwE8CeAFAP5FKfVJl22/HMDPATwC4CcAFIBXA3gugA8opb7k+x9MJg11PrbfDeBmAH8EcAeABQDeB2AXgCuVUlH//2IymfD7+BaRLwB4G4DbAayHNXD7nQDOAfBCpdQ9xra7YQ3gngLgiwASAP4O1kSBS5VSp6r4pxPijlKqKb4AXA2gNWvZ+QCiAH5oLLsZwBiAs41l18MSU+/Iev459vcZ9uOfzLPt38Oa2dZmLGuBdfF6st7vDb8a+6texzaAVgBnANwH+ybOXv5S+zl/W+/3hl+N/+X38Q1gFYDurNebDuA4gAezlv+j/fwrjGUXAkgC+Gy93xt+Tc6vpkllKqUeVkZEwF72DIBtAJYai18F4G6l1AFjvXsA7IQV5TKfv8/j5nsBnFFKxYznJgGcBDBewp9BSA51PLYvBtAH4BallBNaV0rdDWAEwGtL+kMIccHv41sptUEpNZL1eqcAPJD1egBwI4A/KaX+ZKy7A1aE+NUgpA40jTBzQ0QEwGxYAgkiMh/ALACPu6y+HsBlZW7qXgDLROTTInKeiCwWkY8DuBzA58p8TULyUqNju83+7nZzMQ7gMhFp6nMIqQ9VOr7n6NezXzME4JICr7lYRHpK23NCKqfZT6qvBzAfwC3273Pt7/0u6/YDmCYibS6PFePTAH4G4KMAnoGVwvwQgFcppe4o4/UIKUYtju1nYKV5nmUuFJELAMwE0AFgaomvSYgXfD2+ReQ5AK4yXg8ApsG6+cj3mgAwr4R9JsQXmlaYiciFAL4GqyD/e/biDvt7zOUp0ax1SiEGK5x+G4C/APAGWHdhPxSRNWW8HiF5qdWxrZQ6CeuG480i8vcissi+wN0Cq0i65NckpBh+H98iMgvAjwHsRWYGo1rXA0IqoimHmIvIHAC/gtW9c6NSasJ+SKdk3O6s2rPWKYX/ArAGwEqlVMreh5/BqpH4CoAry3hNQnKow7H9TlgXpy/YXwDwQwC7AdwAq9aMEF/w+/gWkS4Ad8OaufnsrNqzan1mCKmIpouYicgUAL+BVbT8QqXUEeNhHZ6em/08e9lps4Df4/ZaYbVm/0qLMgBQSiXs/bjcXoeQiqj1sQ0ASqlBpdQrACwEcA2sbs432q95Qik1UOprEuKG38e3fd69A1Yd2SuUbbthcBpWtCzfawLAEZfHCKkqTRUxE5F2AL8EsATA9Uqp7ebjSqnDInICVlF+NqsBbCpjs9NhvY9hl8cisMSv22OEeKZOx7b5+gdg+UVBRPpgWRLcXslrEqLx+/i2C/u/D+A6AK9WSt2X/SSlVEpEtuR5zSsB7FFKDZfx5xBSEU0TMRORMKzal6sA3KSUeiTPqrcDeKmInGU89zpYJ4Rby9j0cQADAP7cjIzZxoUvA7BDKcVwOCmbOh7b+fg3WDcjNE4mFVOl4/s/AbwGwHuKNGDdBuAKcyqA3dzyPJfXJKQmNJPz/5dhOZL/ElbBcgZKqR/a650Fyz16AFb9VzeADwI4BMtk0AmHizVSaSGATgAfBrAOwP/ZD/9AKbXfXu+jAD5jv+73YUXI3gbLM+cNSqkf+frHkklFnY/tD8HyM3sMlunmKwH8GYCPKaX+1dc/lExK/D6+ReT9sG4aHoFlSpvNnUqpUXvdHvs1e2DVUCYAfADWOfxSpdQJf/5KQkqg3g63fn3B8hJT+b6y1l0G4HcARmE5m/8QwOwSX/ParHVfB+vidQaWO/WjsOwy6v7e8Kuxv+p5bAN4iX1cD9mv+QisqEbd3xd+NceX38c3gO8Wej3YUy+M9RfAio4NAhiGJRDPq/f7wq/J+9U0ETNCCCGEkEanaWrMCCGEEEIaHQozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgIChRkhhBBCSECgMCOEEEIICQgUZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCGlaRGSfiHy33vtBCCFeoTAjhDQ8InK1iHxSRPrqvS+EEFIJHGJOCGl4ROQfAHwewLlKqX3G8jYAKaVUol77RgghpdBS7x0ghJBqoZSK1XsfCCGkFJjKJIQ0NCLySVjRMgDYKyLK/jonu8ZMRN5iP/ZsEfmqiJwQkQER+YaItIpIn4h8X0TO2F+fExHJ2l5IRN4vIttEJCoix+znT63dX00IaVYYMSOENDp3AFgC4C8A/B2Ak/byEwWe858AjgL4BIA1AN4BYADA1QAOAPgIgBcD+CCArQC+bzz3GwDeAuA7AL4K4FwAfwPgMhF5FtOmhJBKoDAjhDQ0SqnNIrIRljD7eVaNWb6nHQPwYmUV2d4sIufBEmHfUEq9237uNwHsA/CXsIWZiDwbwNsBvF4p9WNjO+sA/BbATQB+DEIIKROmMgkhk5FvqczOp8cACIBv6QVKqQkAjwNYZKx3E4BBAH8QkRn6C8AGACMA1lZ9zwkhTQ0jZoSQyciBrN8H7e8HXZabtWPnA5gC4Hie151V+a4RQiYzFGaEkMnIRAnLzXxoCJYoe32e5xeqayOEkKJQmBFCmoFaGTLuBnA9gIeUUuM12iYhZBLBGjNCSDMwan/vq/J2fgYgDODj2Q+ISAsnDxBCKoURM0JIM7DB/v6vIvJTAAkAv/R7I0qp+0TkGwA+LCKXAvi9va3zYTUGvA/AbX5vlxAyeaAwI4Q0PEqpP4nIxwG8C8ALYWUDzq3Stt4lIhsAvBPAZwEkYdlq/BDAQ9XYJiFk8sBZmYQQQgghAYE1ZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgIChRkhhBBCSECgMCOEEEIICQgUZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgLC/we0nAjKpKfu9AAAAABJRU5ErkJggg==\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -122,17 +122,65 @@
     "plt.show()"
    ]
   },
+  {
+   "source": [
+    "## Average Descriptor\n",
+    "\n",
+    "Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
+    "\n",
+    "The difference between them could be described as which features are preferred for an artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
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    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 53,
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mDyS/hLIMXSFvXkgpd6C+v+2BZ3KZv6r9mnXU0QvMuQ9ZVuECrzcpZRLwhP3fH/K4hruT5dp8LGcsl5159td7UQpjHKrERU7+D2W9nZvHtR0khOh4xVGVh2v9/CssOoZN4xKklAftP0JzgUghxCpUeQp31I9BT1Tpi5b2/aXdHfIn8KsQInsdtv6oOlI35pgjSgjxLPA+sEsIsQBlwr8BFVcTAYQVUuTbUU/cXwnV8mYL6im+rn2MUFSQeL5BxFLKY0KIl1GB1XuyyTQQpQTtKYJMDg6g3sPsddiaoEoQ5FbBPQIVOLxDCLGarDpsVYCnZVZWpDewUQhxFJX4cRKVlTgQFUS8REp5oCDhpJRpQogbUVaMO1DB3NlbUzVFfYYBKOW7uGxDubZGCiE2oVxjNYDBKGW/ON04vkXFWc4UQvQFjqBchkNRZQxyKx48FXU9TAb6CCH+QGUENkJdezeTVcdwrX38L4QQv6JqYiXIrPZcLrnuCqAdsMhek+wA6n2qjrqO3MmW2SmlTBFCbAF6CiHmo76zVtS1EJHPHHfaz/kNIcQo+7KjLdkg1Pc8CpWh/IA9iegYSkFsAgxDxSLOLMwJSSkdysM7wAahCgXvIKs1VV+UJfRRKeW3eQzzGyqk4FGyss3NeczVCVUv8Jj98z6F+j43QoUCfI26Hiod1/r5V2hkBagtov8qzh8F12FbX8DxbVFPsidRN+SLwD5ULaR+uezfCaWcJdv/1qB+sKaTS70h+zG3odyj6Sgl8HtUGv8VspNHHSn7Nn/gedSNPwVleTiBUozuR2VWFfZ9G49yPeaUaR/qB7tAmciqw+YJvGaXJQMVcP8K4JnXZ2Kf63vUD326/f25Pce+7sDTqOKrp7LJuhl18/Uo4rViQBXbXYSq7ZaOspgcRBVr7Z5j//w+04bkUg8M9SPxMerHPx31o/8G4GNfF5Vj/4n2cSbmI3drVPbiBSDV/vnfl5cM9mN8gRdQynEa6lrdj1I4QnLs+zhKUcqwj5dTxkJfd4U8n8u+lyjl7w2UsutI0jht/9wH53J8U1SNrniU0uOcj/y/P1VRyt8h+2eTgMpOfR17nT/Ug8QnqAeXi/ZzPYr6wQ8txv2ppX28Q/bPIQ2lZH4CtCzE8V+SVbOsUwH7DkVZ4C6gFPRzKBf5aznnyvkZFPfPIVs+26eTdx22XOcnl+9Jtm3r85qvKOev/8rmT9g/GI1G42KE6qd5Htgtpcy33ZZGo9FoNPmhY9g0mhIihKhujwPLvs4N5br1QrliNBqNRqMpNtrCptGUECHEZFSZiTWoArDBqDiP5igXUXdZuIruGo1Go9Hkik460GhKzhZUQHwvsoqjnkDF8rytlTWNRqPRlJRiW9iEEH6obKhuqNo3QcDdUsp5hTy+Cirj5xZUAPFWVKX1nfkdp9FoNBqNRnOtUZIYtmqo1ietUBlAhcZey2g5KsV9NipzLQRYL4RoVgKZNBqNRqPRaCodJXGJngVqSSnP2VvIbCvCsaOB7sAYKeVCAKEaUR8GZqAUOY1Go9FoNBoNJbCwSSkzpJTFbXY7GlXuYFG28WKBn4HhJWxno9FoNBqNRlOpKK+kgw7ATimlLcf6rajCkc2BvbkdaG/bUj3Haj/7MftQBf40Go1Go9FoKioeqF7Tf0spEwtzQHkpbLWAf3JZf9b+Wps8FDZUu4xXSkMojUaj0Wg0mjJkOKrzSoGUl8LmjWqXkpP0bNvz4mPglxzrWgILf/jhBxo3zq3ncf6YTCb27t1L27Zt8fbOb2qN5upFX+eaawF9nWuuBo4fP87tt98OqnZnoSgvhc2E6peYE69s23NFSnmBHI2RhRAAhIWF0aZNmyILk5SURGJiIh07diQgIKDIx2s0VwP6OtdcC+jrXHM14Ofn51gsdBhXebWmOotyi+bEsS6mDGXRaDQajUajqdCUl4VtN9BTCGHIkXjQDUhDlfcoMZcuXSIxMRGbLWduw+WYzWaCg4M5e/YscXFxrphaUwoYDAYCAwMJCgoqb1E0Go1GoylTSt3CJoSoJYRomaM59kKgBjAy237VgDHAUillbvFtReLSpUucO3eOjIwMCurm4ObmRvXq1XFz0526KipSSjIyMjh37hyXLl0qb3E0Go1GoylTSqShCCGmAlVQWZ0Aw4QQde3LH9lTVd8EJgCNgCj7toXAZuBrIURrIA6V/WnERRmgiYmJGAwGmjRpUqAiZrVaSU5Oxt/fH6PR6IrpNaWAxWLh2LFjJCYmaiubRqPRaK4pSmpSehJokO3/kWRZzb4Hcq0tIqW0CiGGAO8Cj6CyQrcBE6WUh0ooEwA2mw03NzdtNatEOD7PglzcGo1Go9FUNkqkzUgpGxZin4nAxFzWXwLus/+VCo7sUU3lQX+mGo1Go7kWKa8sUY1Go9FoNBpNIdEKWyVh5syZWCwWAGJiYrjrrrvKWSKNRqPRaDSuQitslYTsClvt2rX59ttvy1kijUaj0Wg0rkIrbKXI0KFD6dSpE23btmXRokUAfPHFF7Rt25Z27drxyisqIXbFihWEhYURGhrK9OnTncfXrFnTuTx9+nQ+/fRTrFYrd955J23atKFt27b88MMPzJkzh5iYGLp168bYsWOJiooiPDwcUDXmpk6dStu2bQkLC2Pp0qVERUXRsWNH7rjjDlq2bMmDDz7onGf58uWEh4fTvn17Jk+ejM1mIyYmhh49etC+fXvCwsI4ePBgrus0Go1Go9GUDtdMCuWMpZHsj0nKY6vEYrHi5mYECh/U3rp2AK8My7sV1rfffktwcDBJSUlcd911NGnShDlz5vDvv/8SEBDAxYsXMZlMTJkyhQ0bNlCzZk369OnDgAEDuP7663Mdc/fu3URHRxMZGQmo8iWBgYG8++67bNmyBS8vL6Kiopz7f/bZZ6SmphIREQFAQkICiYmJ7N+/nwULFtC4cWM6derEkSNHCAoKYubMmaxfvx4vLy8eeughFi1axMmTJxkwYAAzZszAbDZjsVj4+OOPr1in0Wg0Go2mdLhmFLb9MUlsOXGxTOf84IMPWLJkCQBRUVH8/vvvjBs3ztnfLjg4mN27d9O6dWvq1asHwNixY/n333/zVNgaN27MqVOnePjhhxkxYgT9+/fPV4a//vqLp59+2pldGRQURGJiIq1ataJZs2aA6sEaFRXFwYMHiYiIcFrnTCYTDRo0IDw8nIkTJ2IwGBgzZgytW7emS5cuV6zTaDQajUZTOlwzClvr2vk1AS6+hS0v1q1bx9atW9m6dSuenp6EhoYSFBREWlpaocfPXsIiI0M1fwgKCiIiIoIVK1bw9ttvs2HDhsvcqIXF09PTuWwwGLBarUgpGT58OJ9//vkV+//zzz8sXbqUUaNGMXv2bPr375/rOo1Go9FoNK7nmlHY8nNdlkang6SkJIKDg/H09GTr1q0cOHCAfv36ceeddzJlyhSnS7RFixYcOHCAmJgYQkJC+OWXX3jzzTcB8PX15fTp01SvXp3Vq1czadIk4uLi8PDwYOzYsdSsWZMPPvgAAH9/f5KTk/Hy8rpMjgEDBvDZZ5/RrVs3QLlQ8yI8PJzHHnuM06dPU7duXeLj4zGZTFitVurWrcuDDz7IhQsX2Lt3L02bNr1inVbYNBqNRqMpHa4Zha2sueGGG5gzZw5t2rQhLCyMdu3a4efnx9SpU+nevTtGo5FbbrmF6dOnM2fOHAYPHozVamX06NFOd+iMGTPo3bs3devWpUWLFgCcPn2au+++Gyklbm5uzJ49G4BJkybRs2dP2rVrx9tvv+2U4/7772f//v2Ehobi5ubGG2+8QZs2uSuvISEhzJkzh+HDh2M2m3F3d+eLL75g7969vPPOO3h4eFC1alV++uknli9ffsU6jUaj0Wg0pYMoqDH61YAQog2wb9++fU5l5Pjx44CK+SoI3Uv06qEon6vmcpKSkli3bh19+/Z1xlFqNJUNfZ1rrgYiIyMJDQ0FCJVSRhbmGF3WQ6PRaDQajaaCoxU2jUaj0Wg0mgqOVtg0Go1Go9FoKjhaYdNoNBqNRqOp4GiFTaPRaDQajaaCoxU2jUaj0Wg0mgqOVtjKiHHjxrF+/fpymbtPnz65Nmd/+eWX2bRpEwANGzYkPT2dmJgY7rrrLkD1LV2zZk2ZyqrRaDQajeZKdOHca5j//e9/V6yrXbs23377LaAUtoMHDzJgwICyFk2j0Wg0Gk02tIWtFHnppZdo0aIFgwYNIj4+HlCdBzp37kybNm2YM2eOc9+aNWsybdo02rRpw/Dhw7FarQBs2rSJrl270q5dOwYPHgzA+fPnGT58OJ07d6Znz54cPnwYgE8//ZQuXboQFhbG3Xffjc1mc47/2Wef0a5dO7p06cLRo0cBmDhxIqtWrbpM5qioKMLDw7Farbz88st8/fXXtG/fnt9++42WLVviKLS8Z88ebrjhhlJ65zQajUaj0WTn2rGwrXwWzu3NdZMBiZ/FiqGIzd+p2RYGv5Xrpq1bt/Lnn3+yb98+Lly4QMuWLQF46623CA4Oxmw20717d8aOHUu1atU4f/48o0aNYtasWQwbNoy//vqLXr16cdddd7F06VJatWrFxYsXAXjsscd45ZVX6NixI9u2bePxxx9n2bJl3HrrrUyePBmAKVOmsHTpUoYPHw6oRvJ79uxh8eLFPProoyxbtizfUzMajfzvf//j4MGDvPWWOscFCxbwzz//0Lt3b7799lun61Sj0Wg0Gk3pcu0obOf2wsmNuW4SuP6N2LRpEyNHjsTd3Z06derQs2dPAH744Qe++uorrFYr0dHRHDlyhGrVqlGlShV69eoFQIcOHYiKiqJGjRo0bdqUVq1aARAcHAzAX3/9xf79+51zOdpp7dmzhxdffJGkpCQSEhKoV6+eU2EbN24cAMOHD2fKlCnFOqe7776b7777juuvv56lS5fy6quvFmscjUaj0Wg0RePaUdhqts1zk0RitVgxuhkRRbWw5YMQ4rLl48eP89lnn7Fp0yb8/f0ZOnQoGRkZAHh6ejr3NRgMTpdoXuPu3LkTg+Fyj/akSZNYuXIlzZo147333iMlJSVPWYrDwIEDefzxx1myZAndu3fHx8enWONoNBqNRqMpGteOwpaH6xLAZrWS4uLm7927d+fRRx/l0UcfJTY2lg0bNjBo0CD8/f3x8/MjKiqKv//+myeffDLPMVq2bMmxY8c4cOCA0yUaHBxMz549+fLLL7n//vux2WxERkbStm1bUlNTqV69Ounp6SxYsICbbrrJOdaCBQvo0qULy5Yto0OHDoU6B39/f5KTk53/GwwGbr75ZqZMmcL8+fOL/+ZoNBqNRqMpEjrpoJTo2rUr/fv3JzQ0lLvvvpvw8HDatWtHkyZNaNmyJVOmTKFHjx75juHh4eGMFWvXrp0zZuyjjz5i5cqVtGvXjtDQUJYvXw7ACy+8QMeOHenbt+8VSpnVaqVdu3bMmDGDDz74oFDn0LdvX7Zu3UqHDh1Yt24doFyr7u7u9OnTp4jviEaj0Wg0muIiHFl/VzNCiDbAvn379tGmTRsAjh8/DkDjxo0LPN5qtZLsYgtbZeXTTz/l9OnTvPbaa+Uyf1E+V83lJCUlsW7dOvr27UtAQEB5i6PRlAr6OtdcDURGRhIaGgoQKqWMLMwx145LVFNiJk2axKZNm5zWNo1Go9FoNGWDVtg0heaLL74obxE0Go1Go7km0TFsGo1Go9FoNBUcrbBpNBqNRqPRVHC0wqbRaDQajUZTwdEKm0aj0Wg0Gk0FRytsVwn5dT7QaDQajUZTudEKWykyd+5cunTp4ixYu379em644QaGDRtGs2bNeP311/PcF2D9+vUMGDCAG2+8kQEDBpCamsqIESNo06YN999/PzVr1gRUMdu//vrLOVbnzp05c+ZM2Z6sRqPRaDSaUuOaKevx9ta3OXjxYK7bpJRYrVaMRmOR+my2DG7JM12fyXXb/v37WbVqFZs3b0YIwYgRI/D19WXXrl0cOHAAb29vWrRowaOPPsrJkyev2Hf79u0A7NixgwMHDlCzZk3eeecdmjZtyu+//86yZcucZTYmTpzId999R79+/di3bx/BwcHUqVOniO+QRqPRaDSaiso1o7AdvHiQ7ee3l9l8a9eu5b///qNTp04ApKSkcNttt9GjRw+qVq0KQKNGjYiJicl13yNHjlCrVi169uzptKRt2rSJF154AYChQ4c6m68PHDiQxx57DJPJxDfffMP48ePL7Dw1Go1Go9GUPteMwtYyuGWe20piYctvzAcffJDnn3/euW79+vV4eno6/zcYDFit1lz3dezvUMocY+aG0WhkxIgR/PrrryxevJjp06cX+hw0Go1Go9FUfK4ZhS0v1yWUTi/Rfv36cfvttzNlyhSqVKnC6dOniY+PL/S+3t7eV+zXvXt3fvnlF7p06cKKFStIS0tzbps4cSJ9+/ZlwIAB+Pr6uuQcNBqNRqPRVAyuGYWtrAkNDeXJJ5+kd+/eSCnx8/Nj8uTJhd73p59+umK/hx56iNtvv502bdpw/fXXU69ePee2Fi1aUKNGDe0O1Wg0Go2mEqIVtlLkrrvu4q677rpinYP169fnu2/9+vXp06eP838vLy9++eUXPD092bBhA4cOHXJui4+PJyMjg/79+7v2JDQajUaj0ZQ7WmG7ikhJSaF///5YLBY8PT2dWaIrVqxg8uTJvPXWWxgMulKLRqPRaDSVDa2wXUVUqVKFHTt2XLF+yJAhnDp1qhwk0mg0Go1GUxZoc4xGo9FoNBpNBUcrbBqNRqPRaDQVHK2waTQajUaj0VRwtMKm0Wg0Go1GU8HRClspEhMTc0WpjoKIiopi4cKFpSRR0XnvvfcK3Gf9+vWMGzeuDKTRaDQajebaRCtspUjt2rX59ttvi3RMfgqb1Wp1hVhFojAKm0aj0Wg0mtJFK2ylSFRUFOHh4cybN49x48bRv39/mjRpwjfffAPA3r176dSpE+3bt6dDhw4kJCTwwgsv8Mcff9C+fXvmz5/P9OnTufvuu7nuuut4+umnmT59Op9++qlzDkdj+Hnz5nHrrbfSt29fGjZsyOLFi3n44Ydp1aoV99xzj3P/5cuXEx4eTvv27Zk8eTI2m42oqCg6duzIHXfcQcuWLXnwwQcBeOGFF4iPj6d9+/Y89thjJCUl0a9fPzp27EiHDh3YuHHjFec8ffp0Jk2axPXXX0+TJk1YvXo1ABaLhWnTptGlSxfat2/P0qVLAfjpp59o3bo17dq1Y8yYMXmu02g0Go3mWuaaqcN27o03yDhwMNdtEonVYiXBzYig8M3fPVu1pGaOhu15ERkZyZYtW0hKSiI8PJwJEybw+eefM3XqVO6++27S0tLw8PDg9ddf59NPP3W2ppo+fTrHjh3jn3/+wd3dPd/G7gcPHmTr1q0cOnSI6667jjVr1vDhhx/SuXNnDh06RNWqVZk5cybr16/Hy8uLhx56iEWLFtG5c2f279/PggULaNy4MZ06deLIkSO8/vrrfPXVV+zevRsAs9nM4sWL8ff35/Tp04waNYotW7ZcIcfJkyf5+++/2b17N4888giDBg3iyy+/pFGjRsyaNYukpCSuu+46brzxRl5//XWWL19Oo0aNSExMBMh1nUaj0Wg01zLXjMKWceAgadu2ldv8AwYMwMfHBx8fH2w2G2azmeuuu47XXnuN2NhYxo4dS4MGDXI9dsSIEbi7uxdqDi8vL9q2bYuXlxfdu3cHoE2bNpw6dYrDhw8TERFBeHg4ACaTiQYNGtC5c2datWpFs2bNAAgLCyMqKsr5vwMpJU8//TQbN27EaDRy9OjRXOW46aabMBqNdOjQgaioKAD+/PNP9u/fz7x58wBITk4mJiaGHj16MGnSJG6//XZGjx4NkOs6jUaj0WiuZa4Zhc2zVcs8tzksbMZiWNgKva+np3PZYDBgtVq5/fbb6dKlC0uXLqVv374sX74812N9fHycy0ajEZvNBkBGRsZl+3l4eDjHdyxnn09KyfDhw/n8888vOy4qKipX+XIyf/58MjMz2b17N0ajET8/v3zPNfs4Ukq++uorpxLp4JNPPuG///5jyZIldOvWjb179+a6zs3tmrlUNRqNRqO5gmvmVzA/16XVaiU5ORl/f3+MRmOZyXTixAmaNm3K448/zt69ezl06BD16tUjOTk5z2MaNGjgjB1bsmRJkeYLDw/nscce4/Tp09StW5f4+HhMJlO+xxgMBmw2GwaDgaSkJEJCQjAajSxcuJDU1NRCzz1gwAA++eQTwsPDMRgM7N69m/bt23PixAm6d+9OeHg4CxcuJDk5mUuXLl2xLigoqEjnqtFoNBpNZeKaUdgqIj/99BPff/897u7uNG3alBtvvBGj0YjJZKJ9+/Y89dRTVxwzcuRI5s6dS1hYGLfcckuR5gsJCWHOnDkMHz4cs9mMu7s7X3zxBcHBwXkec+edd9K2bVsGDRrE888/z9ChQwkLC6NPnz7UqFGj0HM/8MADHD9+nHbt2mGz2WjRogWLFi3iiSee4OjRo0gpmTBhAkFBQdxzzz1XrNNoNBqN5lpGSCnLW4YSI4RoA+zbt28fbdq0AeD48eMANG7cuMDjy8vCpik6RflcNZeTlJTEunXr6Nu3LwEBAeUtjkZTKujrXHM1EBkZSWhoKEColDKyMMfosh4ajUaj0Wg0FRytsGk0Go1Go9FUcLTCptFoNBqNRlPB0QqbRqPRaDQaTQWn2AqbEMJTCPG2ECJGCGESQmwRQgws5LEDhBDrhBBxQogEIcRWIcT44sqi0Wg0Go1GU5kpiYVtHvA4MB+YBliBFUKI6/M7SAhxM7Aa8ACmAy8AJuBbIcRjJZBHo9FoNBqNplJSLIVNCNEVGAc8J6V8Skr5OdAPOAm8U8DhU4GzQD8p5Wwp5RygP3AMmFgceSoqjubvS5Ys4cMPPyxvcTQajUaj0VylFLdw7miURc3Z40hKmS6E+Ap4QwhRT0oZncexAcAlKWVGtmMtQoi4YspS4bn55pvLWwSNRqPRaDRXMcV1iXYADkspk3Ks32p/bZ/PseuBNkKIV4UQTYUQTYQQLwGdKdg6d1Uyb948nn32WS5evEjLlln9R/fv30+/fv0A2Lp1Kz179qRjx46MGTOGtLQ0AGrWrMm0adNo06YNw4cPd/bmzG3/lJQUbrzxRsLCwmjbti3r16/PdZ1Go9FoNJqri+Ja2Gqh3Jo5cayrnc+xrwKNULFrL9rXpQGjpJSLC5pYCBECVM+xuglASkoKSUlKhzSbzbi5uTkVnH8XHiXudErug0qJ1WrDaDSAKHzz92p1/egxumme2x0N1202GzabjcDAQOrXr8+OHTto3749CxYsYOTIkZhMJp588kl+++03goKCeO+995g9ezZPPPEE58+fZ8SIEfzf//0fw4cP588//6R379657t+oUSNCQkJYvnw5NpuN1NRUVq5cecW63Bq7Xy1IKbFYLM7PWVN4HL1fi9IDVqO52tDXueZqICUlD30kH4qrsHkDGbmsT8+2PS8ygMPAQmARYATuB74XQgyUUm4uYO4pwCu5bdi6dSvnzp0DIDg4mOrVqzsbqZ+PSuTCiaK/QflhtVjzbdSempqKzWYjPT2dzMxMkpOTGTp0KD/++CNNmjRh0aJFLFy4kJ07dxIREUHfvn0BpWz26tWL5ORkAgMD6dChA8nJybRu3ZpDhw7h7++f6/79+vVj3bp1PP7449x888106tSJRo0aXbEuP5krOmazmdjYWA4ePFjeoly1bN26teCdNJqrHH2dayoyp06dKvIxxVXYTIBnLuu9sm3Pi9lAONBRSmkDEEL8DEQCs4BuBcz9MfBLjnVNgMVdu3alVatWAJw9exY3Nzf8/f0BqNEwEKNbHn1CS2Bhc4yfG76+vhgMBry8vPDw8MDf35+xY8cyYMAA7rnnHoKCgmjatClpaWl06dKFVatWXTGGl5eXcw4vLy/c3d3x8fHJc//t27ezfPlynn32WSZPnszEiRNzXXe1Eh8fT0hICO3atStvUa46UlNT2bp1K127dsXX17e8xdFoSgV9nWuuBg4cOFDkY4qrsJ0F6uSyvpb9NSa3g4QQHsC9wDsOZQ1ASmkWQqwEpgohPKSUmXlNLKW8AFzIMS4Afn5+zma/cXEqh8HRzL3X2BZ5nkxpNX83Go0IITAYDBgMBoxGIzVq1KBmzZq8+uqrjB49GqPRSJs2bYiKimL//v20bduW1NRUzp49S9OmTS87B8c4ee3v4+NDcHAw99xzD0ajkV27dnH+/Pkr1l3NDe6FELi7u+umziXA19dXv3+aSo++zjUVGT8/vyIfU1yFbTfQVwgRkCPxoFu27blR1T5nbhqDOyoJ4urVJgrJmDFjmDx5Mu+99x4AHh4e/PDDD0yePJmUlBSklLzzzjtOhS0nee0vhODJJ5/EaDTi6+vLN998w969e69Yp9FoNBqN5upCSCmLfpAQ3YDNwFNSyvfs6zyBfUC8lDLcvq4+4COlPGj/3wjEoSxkbR2WNCGEH3AASJFStiqGPG2Affv27aNNmzYAHD9+HIDGjRsXeHxpWdg0rqcon6vmcpKSkli3bh19+/bVlgdNpUVf55qrgcjISEJDQwFCpZSRhTmmWBY2KeUWIcQvwJv2rM2jwASgIcrl6eBboDcg7MdZhRDvAa8Bm4UQ36IsavcCdYE7iyOPRqOpuJgsJrad20ar4FZU98mZ4K3RaDSawlBclyjAXagSHeOBICACGCql/Ce/g6SUrwshTqDaWb2CSl6IAEZLKX8tgTwajaaCERkXyTMbnuFk0kkEgq41uzK40WAGNBhAoGdgeYun0Wg0Vw3FVtiklOnAU/a/vPbpk8f6H4Afiju3RqOp2Nikja/3fc3sXbOxSAsAEsmWc1vYcm4Lr215jevrXM+QRkPoXbc3Pu4+5SyxRqPRVGxKYmHTaDSaKziXeo4XNr7A1nOqDpabcOO+sPtIyUzhj6g/iDXFYrFZWB+9nvXR6/F286Zvvb4MaTSE7rW74250L1f5NRqNpiKiFTaNRuMy1pxcwyubXiEpUyWPNwhowNs936ZNNZUM9GTnJ9l+fjsrT6xk9cnVJGcmY7KYWHFiBStOrCDQM5CBDQYypNEQOtXohEEUt3ueRqPRVC60wqbRaEpMmjmNd7a9w69HssJQRzYbyTNdnrnM3Wk0GOlWqxvdanXj+W7P8++Zf1l5YiXroteRbk0nMSORhYcXsvDwQkK8Q7ix0Y0MaTSE1lVbO+stajQazbWIVtgqCTVr1nS25crOkCFD+P333/Hw8CgHqTTXApHxkTz7z7NEJUUBEOARwPTu0xnYYGC+x3kYPehbvy996/clzZzGuuh1rDixgk1nNmGRFi6YLvDt/m/5dv+3NAlswuR2kxnUcJC2umk0mmsSrbBVclasWFHeImgqKTZpY17kPD7a9REWm0os6FKzC29c/wY1fWsWaSwfdx9uanwTNzW+iYT0BFafXM3KEyvZcX4HEsmxxGM89c9TfLn3Sx7u8DC96vbSFjeNRnNNoR9VS4mYmBh69OhB+/btCQsL4+DBg3To0IFRo0bRqlUr7r//fmw21Z1r+fLlhIeH0759eyZPnuxcP3fuXLp06UK7du2YMWOGc+wZM2YQGhpKWFgYn332mXP9tGnTaNOmDcOHD8dqtQLQsGFD0tPTiYqKomPHjtxxxx20bNmSBx980HlcbvPnJn9u6zTXJudTz3P/n/fzwY4PsNgsuAk3pnWcxhcDvyiyspaTKl5VuLXFrXx949esHr2aaR2nEeQZBMChS4eY+tdU7lx5J1vObnHFqWg0Gs1VwTVjYVs373MunDye6zYpwWq1YDS6FaX3OyENGtN34v25bvvxxx8ZMGAAM2bMwGw2c/ToUSIiIvj6669p164do0aNYtGiRfTp04eZM2eyfv16vLy8eOihh1i0aBGtW7dm1apVbN68GSEEI0aMYPv27Zw7d45///2XnTt34uHhwcWLFwE4f/48o0aNYtasWQwbNoy//vqLgQMvd0nt37+fBQsW0LhxYzp16sSRI0cICgrKdf6TJ09eJr/FYuHjjz++Yp3m2mPtqbW8sukVEjMSAajvX5+3e71NaLVQl89V07cm97W9j9ta3sb3+7/nm8hvSDYnExEbwX2r76NbzW483PFh2lVv5/K5NRqNpiJxzShsF04e5/T+fWU2X5cuXZg4cSIGg4ExY8bg4+NDixYtaN++PQDjxo1j48aNeHp6EhERQXh4OAAmk4kGDRpw9uxZ/vvvPzp16gRASkoKR44cYdu2bdxzzz3OmLTg4GAAqlSpQq9evQDo0KEDUVFRV8jUqlUrmjVrBkBYWBhRUVEcPHgw1/nDw8Mvk79169ZXnFPr1q1L7f3TVDzSzGm8u/1dFh5e6Fx3S9NbeLbrs6VeR83X3ZcH2j3AuJbjmBc5j/kH5mOymFRdtxVb6FO3D1M7TKVFcItSlUOj0WjKi2tGYQtpkHfvyZJY2PKiV69e/PPPPyxdupRRo0bx5JNPXhZzI4RACIGUkuHDh/P5559fdvyHH37Igw8+yPPPP3/Z+m3btuU6n6enp3PZYDA4XaIF7ZPX/MBl8s+ePZv+/fvnuk5T+TkQf4Cn/3namVjg7+HPK9e9wg0NbyhTOQI9A5nWcRp3tLqDL/d+yc+HfsZsM7P+9HrWn17P4IaDmdJ+Cg0DG5apXJrLkVLqGEONxsVcMwpbXq5LKJ3m7ydPnqRu3bo8+OCDXLhwgeTkZKc1q23btvz888+MGzeO8PBwHnvsMU6fPk3dunWJj4/HZDLRr18/br/9dqZMmUKVKlU4ffo03t7eDBgwgJkzZzJy5EinS9RhZSsOec1vtVovk3/v3r00bdr0inVaYav8nEo6xYRVEzBZTAB0rtGZN3u+WeJYtZJQzbsaz3Z9lgmtJ/BZxGf8fvR3rNLKyihV3+3mJjczud1kavvVLjcZr1W+ifyG/9vxf9ze8nae7vK0Vtw0Ghehkw5KifXr1xMWFkaHDh3YsGED119/PWFhYcyYMYNWrVoRFBTELbfcQkhICHPmzGH48OGEhYUxaNAgLly4QGhoKE8++SS9e/cmLCyMW2+9ldTUVIYMGcL1119Phw4daNeuHb/+WrL2q3nNn1P+O++8M9d1msrPR7s+ciprj3R4hC8HfVmuylp2avnVYnr36SwesZjBjQYjEFilld+O/sbQ34by5pY3iTPFlbeY1wybz27m/e3vY5M2vj/wPR/v+bi8RdJoKg1CSlneMpQYIUQbYN++ffto00ZVVD9+XCUYNG6ct9vSQWlY2HISFRXFuHHj2Lx5c6mMf61QlM9VczlJSUmsW7eOvn37EhAQUKhjIuMjGbdsHABDGg3h7V5vl6aIJebwpcPM3jWbddHrnOu83byZ2GYi97a9F0+jZz5Ha0pCnCmO0UtGE58ef9n6l8Jf4tYWt5aZHMW5zjWasiYyMpLQ0FCAUCllZGGO0RY2jUaTJzN3zATAzeDG1A5Ty1eYQtA8qDkf9vuQ+UPmE17LnkhjMfHJnk+4ZfEtbDi9oZwlrJxYbVae/edZp7I2ud1kZymW1za/xpqTa8pTPI2mUqAVtjKiYcOG2rqmuarYFLOJzWfVNXtr81up51+vnCUqPGHVw/hi0BfMvWEuLYNbAhCdHM2UtVN4bN1jnEu9siuIpvh8HvE5W86pung3N7mZh9o/xMcDPsbbzRuJ5Jl/nmHbudwTpjQaTeHQCttVisliIjo5mlNJpzBbzeUtjqYwnN8Pix+CoxXf2mCTNqd1zcfNh/vD8k7aqch0qdmFH2/6kWe7Poufux8Aa06t4ebfb+arvV/p744L2HJ2C5/s+QSAxoGNeaHbCwCEVgvlgz4f4CbcyLRlMu2vaRy+dLg8RS11Us2p5S2CphKjFbarDLPVzJnkMxxPOE5SRhLJmcmcSDxBhiWjvEXTFMQfz8Gu7+H7UbD6JajAysIfUX9w4OIBACaGTqSqd9Vylqj4uBncuKPVHSwZsYSbGt8EqAeemTtnMnrpaG35KQFxpjie+ecZJBIvoxfv9X7vspp8Per04H89/gdAsjmZyX9O5kzKmfISt1T5NvJbwn8I54MdH5S3KJpKilbYrhKsNivnU89zJOEICRkJl20z28ycSDpBmjmtfITTFIzZBCf/y/p/04fw9RBIiC4/mfLAbDXz4c4PAQj2CmZC6wnlLJFrqO5Tnbd6vsVXg76icaBKWjmeeJx7/riHZzc8q7NJi0jOuLXnuz1Ps6BmV+w3rMkwnuj0BACxplgm/zmZS+mXylTWsuDXIypj/6eDP5Fh1Q/QGtejFbYKjk3aiDfFcyThCHGmOBxZvf4e/jSt0pTqPtUBdfM8mXSS5Mzk8hRXkxenNoPjJu5TTb2e3gqfXg+HVpb+/Ke34/nPG/ibThe468IjCzmdovab3G5yqXcxKGu61urKwmELeazTY3i7eQOw/Phyhv02jPkH5jsb2Wvy5/O9WXFrwxoPY0TTEXnuOzF0olPxj0qK4qG1D1WqB8x4UzzHE1UGe5oljU1nNpWzRJrKiFbYKgDz5s3j2WefvWydlJKkjCSOJRzjXOo5rDbVucDbzZuGgQ2pH1AfTzdPQnxCqOVXC1DK3amkU5Xy6fWq58Tf9gUBD/4LXe5T/6YnwI/j4I8XwJLp+nnjj8HPd8GX/fHc/gmdTn6a7+6p5lQ+3aP2qetXl9HNRrtepgqAu9Gde0LvYfHwxQyoPwCAFHMKb219i9uX386e2D1FHtNsNXM88TjrTq1j3r55zPhvBlPWTOHtrW+z6sQqYlJiqAxllMAet7Zbxa01CmzEi+EvFlgg9/HOjztd0nvj9vLE309gtlXcsICisOvCrsv+//Pkn+UkiaYyc810OriaSDOncT7t/GVPoO5Gd2r41CDAI+CKG2OwVzBuwo3TKaeRUhKTEoPFZqGadzVdZbyicHy9eq3VDvxrwk3vQ4MesOQRyEyG/2YrK9yYr6FK/ZLPlxoP/7wD276CbD+KgaZTpMQegIBuuR72beS3XEy/CMAjHR/B3eheclkqMLX8avFB3w/YcHoDb2x5g9Mppzlw8QB3rriTUc1G8WjHR6niVcW5v9Vm5VzaOU4mnuRk8klOJp0kKimKk4kniUmNwSZtV8yx4cwGvj/wPaA6NIRVCyOsuvprU7XNVWfBzBm39n7v9wt1DgZh4NXur3Ip/RKbYjax8cxGpm+azms9Xrvq71M7zu+47P/10esxW82V/vujKVu0wlZKPP7443To0IHx48cDcOutt/LQQw/xwgsvkJaWhqenJ3PnzqVVq1bOYzKtmeyL2seTU5/k/NnzeHl58dqs1+gS1oXRg0fTrVs31qxZg81mY8mSJdSrV4+YmBgmTZrE6dOnMRgNvD/vfaqGVOWxRx9j3459YIVXX32VYcOGlddboTFdgpjdarlxn6z1oSOVArfwbji7B85sVy7SEZ9Ay5uKN5fZBJs/ho0zISMpa32rm+HAEgDcDyyCJlcqbPGmeOZFzlO7B7cq8z6h5UnPuj35reZvzN03l6/2fkWmLZNfj/zK2lNrGdJoCOdSz3Ey6STRydFk2gpnCQ3wCCDEJ4SopCinmzXOFMdf0X/xV/RfgFJimgc1J6xaGG2rtyWsehgNAxpiEBXT+WG1WXl2Q8Fxa3nhbnTngz4fcM8f9xAZH8mSY0uo5l2Nxzo9VloilwkOhc3N4IbFZiHZnMzms5vpWbdnOUumqUxcMwpbwtJjZMbklXItsVisZLoZgcI/6XnU9qXKsCa5bhszZgxvv/0248ePx2QysXPnTrp06cLatWvx9PRk69atPP/88/z2229YbVZSzakcTTjKS0+/xINPPkib9m04FXmKj/73EcuXLwfAz8+PHTt28P777/Ppp5/y+uuv88gjjzBmzBgmTpyIyWQi3ZLOh59/SN36dXnujecQGYIxg8Zw44034u6un/bKhaiNgN0V1rj35duqNoF7/4TVL8LWzyE9EX66HcIfggHTwc2jcHPYrLDnJ1j3OiRly8Jr1AsGvgq122P5YgBuZ7bhfvB3GPIGGC7v6vF5xOekWZRV99FOj1ZYpaG08HLzYkr7KQxtPJQ3tr7Bv2f+JSEjgR8O/pDnMd5u3tT3r0+DgAY0CGigwhX869MwoKHTMpdhzeDgxYNExEY4/2JSYwAVxnDw4kEOXjzIz4d/BlR8qsMKV9uvNumWdEwWk/PV8Zduzfr/im2WdCSS/vX780iHR5xhEyXli71fsOWsilsb2nhovnFreeHj7sOc/nO4a+VdnEo+xdx9c6nmXY3xrce7RMayJjkzmYMXDwIwutloFh1ZRKYtkzWn1miFTeNSrhmFLTMmlcwTifnv48L5wsPD2b9/PykpKfzxxx8MGjSIjIwMHnroISIiIjAajaSnpxNniuNC2gVMZhNSSrZs2ELUkSjcDG4IxGWtsm6++WYAOnTowFdffQXAf//9xy+//AKAt7c33niz+9/dROyL4PeffgcgOSmZ6NPRNG6k2zmVCw53qNED6oVfud3NE4a8a3eRPqwsY5vnQPRmGD0XghrmP/7RNfDnK3B+X9a6kNYw8H/QdADY3U3mViNxO7MNQ8o5pURmUx6jk6OdCkN4rXC61+5eghO+uqkfUJ9P+n/C2lNr+WDHB8SkxFDXvy4NA1TsaIOABjQMaEiDgAaE+IQU6M7zNHrSrno72lVv51wXmxZLRFwEe2P3EhEXwb64fc5+rcmZyfwb8y//xvxb4nNZdnwZf578k/Gtx3Nv6L34efgVe6ytZ7c66601DGjIS+EvFduVWdW7Kp8O/JTxK8YTnx7PO9veoapXVYY0HlJs+cqL3Rd2I+0PZL3q9uJc2jnWR69n7am1vBj+Iu4G/aCscQ3XjMLmUds3n63KwuZWDAtbXgghGDJkCMuXL+f3339n0qRJzJw5kxYtWjB//nzi4+Pp0KkD51PPO+NefNx9cDO6sXf3XgyGK60bnp6qD6LBYMBqteY9N4Kv535Nvbb1nHFw0k3qmIry4rg94aBeN/DIJ9anzQioFQa/3A1nd8OZHfBpLxgxB1rl4tI+t1fVczue1TcT/1rQ9wVof/sVFjRzs5vwWPsSRmmBiAWXKWyzd812uu0e7fRo8c6zEiGEYECDAQxoMACbtLnc2ljdpzr96/enf/3+AFhsFo4lHGNP7B5lhYuL4ETiiSuO8zB44O3ujZfRC28378v+vNy8Lls+nXyaddHryLBm8OXeL1l0ZBFT2k1hVPNRuBmKduuPM8XxzIZnsEkbnkZP3u9TuLi1/KjnX49PB37KxFUTSTWn8sK/L1DFq8pV97DgcIcahIH2Ie25lHGJ9dHrScxIZPu57VxX+7ryFVBTabhmFLa8XJdQes3fx4wZw1tvvUVkZCTff/89S5cupWXLlgghmPv1XKeiZjQY8ff0p2FAQ3r17MWXX37J/fffj81mIzIykrZt2+Y5R48ePfjmm2+YOHEi6enpSCkZMGAAX3z2BV/P+5qY1Bi27dhGy7YtOZF4ggYBDfB00w2wy4zEMxB/RC3ndIfmRnBjuHe1UsS2fgYZibDgTuj2oLKYuXlA4mn46zXlAnW4Wj384fppypWal1LoHcT5gHbUTtwB+5fAkPfAw4cD8QdYcWIFADc2vJE2VduU/LwrEWXhGnYzuNEiuAUtgls4G6UnZiSSlJGEt7tSwjyNnkVWtHZf2M27298lIjaCi+kXeW3La8w/OJ8nOj1Br7q9CmUhs9qsPLfhOWeduue7PU/zoOZFP8lcaBnckg/7fsjkNZMx28w8tu4x5t4496q6Bh0KW4ugFvh7+NO7bm9nLNuak2u0wqZxGddWkEoZ0717d3bt2sWAAQMwGo1MnjyZ2bNn0759e2IvxTr3q+JZBU+jJ0IIPvroI1auXEm7du0IDQ11xq/lxaxZs/j5558JCwvj+uuvJz4+ngceeIAaNWrQoX0HBl83mK8+UO5TXWC3HHCW8wAa9SncMW6eMOQduPU78AxU67Z8AnMHqVi3DzvCnh8BCQY36DIJHtkFvZ7K34IHnA62Wy8yk+Gwqv82a+csNa1w4+EODxf+3DSlSqBnIPUC6lHNuxq+7r5FVtYA2oe05/vB3/Nu73ep41cHgBOJJ5j611TuW30fB+IPFDjGl3u/dPaUHdp4KLc0vaXIcuRH11pdebPnmwgEaZY0pqyZQnRSxSsonRsmi4l98SoUoVONToD63LrVUkk9a06tcZZk0mhKiqgMdYGEEG2Affv27aNNG/Vkdvy4KmLYuHHBcVulZWHLCyklxxKPkWHJwN3oTrMqzUo1rV1KSawpltg0pSQahIG6/nXx9/AvtTlLi6J8rhWCRQ9AxE/gGQBPnwBjEX90L0XBL3dz7vwePgkKxIxg2qUEalityk3afzpUa1qooZKSkvh77R8MPfgEIiMRmt/I5r6PMWn1JADGthjLi+EvFk0+zVVDpjWTHw/+yGd7PiPZrApsCwTDmgzj4Q4PU9O35hXHbDu3jftW34dN2mgY0JAFQxeUWhmSHw78wJtb3wRUDcDvhnxHNe9qRR4nKSmJdevW0bdvXwICAlwt5mVsPbuVe1ffC8DMPjPp30C5uBcdWcQrm14B4OsbvqZzzc6lKofm6iMyMpLQ0FCAUCllZGGO0Ra2csBkMTl7fwZ5BpV6DSIhRKUosCulxGwzs/3cdsavGM/8A/NJzMg/kaRckTLLwtbw+qIra4A5oA5zu93OzfXrs8jfj6X+voyuV5d/bn4Xxn5faGXNgc3ggbm5Khkij65h5rb3AJXtOLnd5CLLp7l68DB6MKHNBFaMXMGdre7ETbghkSw5toShvw3lw50fXta8PM4Ux9P/PO2MW8vZJ9TV3N7qdia1VQ8Pp1NOM2XNFFIyU0ptPleQvf5ahxodnMt96/XFKNTDvy6iq3EVlVphq6jWw0sZWYpSFc8qZTZvsFcw9fzrORXEmJQYLqRdqLDvkwNH14fjicdJM6cRnx7P7tjdvLX1Lfr/0p/nNjzH9nPbK955xB2G5LNquVEh4tdysO3cNsYsHcMHuz/ERJZbJUFIHtr7Ee9se4dMa9Fzm82tRgKw2sudyEuHALir9V3FsmZorj6qeFXhma7P8PuI351dHjKsGXyx9wuGLBrCz4d+xmw1Xxa39lzX52gR3KLUZXu4w8NOl+uBiwd4dP2jxbrGywqHwtY4sDHBXsHO9UFeQU6r2ppTa3ItqKzRFJVKq7AZDAYsFgsWS8XqC2i1WUmyFzT19/Av86zNAM8AGgQ0cAZSx6bFEp0cXSHjLKSUJGYkcizxGNHJ0ZgyTFgsFqxYnfE4GdYMlh1fxt1/3M3Nv9/MvH3znJX6y53j2eLXshfMLYA4UxzPbXiOe/64h2OJxwDV/ufLQV/yVs+38HVX2cnf7f+OO1fcycmkk0USy1qnC+bA+nwYXAVQVt6JbSYWaQzN1U+DgAZ80PcD5t04j9CqoQBcTL/Iq5tfZcDCAc64tZsa38TIZiPLRCYhBC9f9zJ96vYBVAus5zc+XyEVHrPV7Gxh5ohfy87A+gMBuJB2gYjYiDKVTVM5qbRZooGBgZw7d45jx47h5uaWp9tRSolVWrFZbMTHx5e6ezLTmkm6JR0Ak7uJ43HHS3W+vHCzuZFmSVPN5YnnkriEj5sPRkPpx/AVhJQSi81ChjUDq8xSJK0WK2aLmZFtRzKl2hS2ntvKr4d/Zc2pNVhsFqKSonh/x/vM2jWL/vX7M6rZKLrV6lZ+BWAd7lC/mlC9YOuE1WZlwaEFzN412xlj5O3mzf1h9zOh9QSnch9WLYyn/nmKyPhIDlw8wK1Lb+XF8BcZ1qSQ3SyEgd8ad+RUwk4A7m8yskT1uTRXN51qdGL+TfNZdWIVs3bOIiY1xvnQU9J6a8XBzeDGO73f4f7V97M7djd/RP1BVa+qPNv12QrVwioyPpJ0q7qX56aw9W/Qn9e3vI5EsubkGtqHtC9jCTWVjUqrsAUFBQGQmJiIzZb309mhS4c4mXSSKqIKHWt3LPVuADvO7yApMwkvoxe96vYq1bnyw2gw4uXmxd7YvcSaVDKCURhpU60NtXxdUxW9qNikjXOp5ziecJxUS1YsjbvBnYaBDWkQ2IBqQdWcn214rXDCa4VzMf0iS48tZeHhhc42QH9E/cEfUX9Q168uI5uNZETTEVT3qV52J2O1wIkNarlRL2fx2ryIiI3gtc2vceBiVtZev3r9eKbrM9T2q33ZvvUC6vHd4O+YtXMW3+z/hjRLGs9vfJ7NZzfzQrcXCowzSrOk8XGaelCoY7Zwa3LFjhPSlD4GYWBI4yH0b9Cf+Qfm80XEF3gYPXiv93tOi25Z4u3mzez+s5mwcgLHEo/xw8EfqO5Tnfva3lfmsuRF9vi13BS2at7V6FijIzvO7+DPk3/yROcnKpTCqbn6qLQKGyilzfHjnhvRydG8sPEFLFK5Tb9u8jWd65deNk9kfCRvbXgLgCntp9CkSd614cqKZk2a8UXEF8zZPUdV6z4FE9tMZFrHacUqI1AczDYzy44t44u9XxCdnJXOH+wVzMQ2ExnbYmy+SkiwVzAT2kzgrtZ3sfPCTn49/CurT64mw5rB6ZTTfLjrQ+bsnkOvur0Y3Xw0PWr3KH1L4tk9qoYa5OsOTUhPYNauWfx6+FdntfQ6fnV4vtvz+Sr07kZ3nuzyJN1qdePFf1/kYvpFlhxbQkRsBO/2fpeWwS3zPPbnoz8Tn5kAwNRLCXjsXaiK7eofk2seT6Mn94Tew12t78Jis+Dl5lVusgR6BqpuCCvHcy71HLN2ziLYK7jM3LMF4VDY6vjVyTXDFmBgg4HsOL+DmNQY9sfvp021q6e+nKbiUWlj2ArDl3u/dCprAHMPzi3V+RYeXgiop1lX1zIqLgZh4IF2DzCn/xwCPFQK/LzIeTzw5wPEm+LzPjBmN0RvLdHcZquZXw7/wrDfhvHyppedylo172o83eVpVo1axd2hdxc6M00IQacanXij5xusHbOWZ7s+62xMbZVW1kWv46G1D3HDrzfw7IZn+XLvl6w7tY7opGjXx8icWJ+1nEvBXJu08duR3xj2+zAWHl6IROJucOeBsAf4ffjvhba+9qzbk4XDFjrrPkUlRXH78tuZf2B+rkkYqbZU5h+ZD0ALz6oMSU2DSyfg9Lain6Om0uJmcCtXZc1BTd+afDbgM+e9acZ/M1gfvb5cZQIVvrDrwi4gd+uaA0cnC9DZopqSU6ktbPkRnRzNkqNLAOUKtEorG85u4ED8AVpVbeXy+dLMaaw4rqrJ96zTM88nsvKiZ92e/DT0Jx5b9xiHLh1i67mtjF02lg/6fEDb6jk6LVyKgq8GgjUThn4Ane8p0lxp5jSWHFvCV/u+4lzqOef6EJ8Q7g29l5HNRpb4xyLQM5A7Wt3B7S1vZ2/cXhYeXsiqqFWYLCbOp51n+fHLCxJ7Gb1oFNiIplWa0qRKE+drbb/axYuBcyQcBDeBwLqXbTp08RCvbX6N3bG7neu61+7O892ep0FAgyJPVd2nOp8N+IyvI79m9q7ZmG1m3tr6FpvPbubV7q86m5AD/J3xd7YG709gOHQXSJtqVVWva5Hn1mhKm8ZVGjOn/xwmrZ5EujWdJ/9+ki8HfVmuMWFHEo6QYlahBJ1r5O2Vqelbk7DqYUTERvDnyT+Z1nGadotqis01q7Blt679r8v/eGnrS9iw8cmeT/iw34cun2/liZXOH8rRzUe7fHxXUM+/Ht8N+Y4Z/81g+fHlnE87z4RVE3i+2/OXy3x0rVLWAJY/CYH1oNnAfMe22qxsObuFZceXsebUGmeja4BavrW4r+19jGg6Ag+jh0vPSQhBWPUwwqqH8XSXp1lxYgVrTq7haMJRZ+weQLo1nQMXD1wWQwYqlqZxYOPLlLgQnxCVqGKzYZVWtSxtWessJmwXdmL18cZWpxWWqFXOfffF7WPBoQXOZIoQnxCe7vI0gxoMKtGN3Ggwcl/b++hcozNP//M0Z1PPsj56PaOXjuatnm/RuWZnzqaeZUvGFgC61OxCj6ZDoXFfOLYW9i2CG95Ura80mgpG+5D2vNf7Paatm0aGNYOH1j7ENzd+Q9OgotUhdBUFxa9lZ1CDQUTERnAq+RSHLx0uk/IomsrJNamwZbeu9a3Xlz51+tDBowM7MnewLnpdqVjZHO7QEO8Qrq9zvUvHdiXebt68ef2btK3Wlve2vYfZZmbGfzPYF7eP57s9rxSqk/9mHSCt8PMEuGcl1Gp32VhSSg5dOsTSY0tZeWLlZQoSqNiP+8PuZ1jjYWVS3sTPw49bW9x6Wa/GYwnHOJpwlGMJx5zL8elZrmCTxURkfCSR8YUqRJ1FiD12MiUC/n7qis1GYeTOVnfyYPsHXRrU3T6kPb8M+4UZ/83gz5N/cj7tPPeuvpfJYZM5En8Eq72e22MdH1MKYthYpbCZLqrXFoNdJotG40p61+vNK9e9wsubXiYpM4nJaybz/ZDvy8Vb4VDYqntXp55/vXz37V+/P+9tVwWq/zz5p1bYNMXmmlTYvoj4wmlde7DdgwD09uzNbvNurNLKx3s+5qN+H7lsvoMXDzr7zd3S7JYyC+YvLkII7mh1B62CW/HE308QZ4rj1yO/cujiIT7o83/UjLIrbEEN4dJJMKfCD2PhvjUQWJdzqedYfnw5y44v42jC0cvG9jB40Lteb4Y2HkrPuj1xN5RtHbrsBHoG0rFGRzrW6HjZ+oT0BKcSdzThKMcSlTLnqvpuHUM68kL4C0VuoJ1xKglptuHVpEq++wV6BvJ+7/f55fAvvLPtHTKsGXy852Pn9j61+2S5uVsNhWW+6jOMWKAVNk2F5pZmtxCfHs+snbM4n3aeB/58gG8Hf0ugo+duGSCldCpsnWp0KtAyXte/Lq2rtmZ//H7WnFzD1A5Ty0JMTSWkYmsOpUB0cjRLjmVZ11pVbUVSUhLBxmCG1B/C0pNLWR+9nv3x+2ldtbVL5nRY1wSiwmQ4FYaONTqyYOgCnlj/BLtjd7Mvfh9jl47hXcslugJ0m6zaL/3xHCkp5/hzwQiW1wtl64WdzoxHB51rdGZo46EMbDjQGUBcUaniVYXONTtf0f/vYvpFjiUcIykjCaPBiEEYMIocrwYjhsUPY4w9hKFaM4yjv1bbDGofL6MXIT4hRXZ/ms+nEvtZBNgk1Se1xbNxlXz3F0Jwa4tbaR/Snqf+forjiaqMhwED97e+P2tHD1+ltEUsgIMrID0RvMrux0+jKSr3ht5LvCme7w98z/HE4zy09iG+GPQF3m7eZTL/iaQTzoe3gtyhDgY2GMj++P0cSzzG8YTjNK5ylfRC1lQorjmF7YuIL5zxQw7rmoO7WtzFylMrsUgLn+z5xCVWtjRzmjPAvUedHlfU1KrohPiEMPeGuby97W0WHFrAxcxEJtUM4bGLCdxRryv/yVSWtezGX6YzZBgy4EJWbEejwEYMazyMmxrfdNWdd24EewUTXDM4/51MCRATqQL5Gw0AF7k/UredB6tSglM2xRSosDloHtScn4b+xLvb3mXZ8WX0dOtJA/8ciQ1htyqFzZoB+5dAx/EukVmjKQ2EEDzV5SniTfGsjFrJntg9PPX3U8zsO7NMvBfZ49dyWufzYkD9AczaOQtQbtEHqjxQKrJpKjfXVFmP3Kxr2antW5vhTYcDOK1sJeWPqD+c2USjm1XMZIOCcDe682L4i7zW4zU8MWATgverBtFj/YM8tPYhVmacJcOgLqVgq5U7Perw000/sXj4YiaFTaoUylqhidqolDUoVv/Q3JBWSdqeC87/TfvjsSZlFPp4bzdvXr7uZf4c+ie9vHIpF9KoD/iGqOWIBSUTVqMpAwzCwGvXv0Z4rXAA/j79NzP+m1Em/YQdCluARwBNqxQu6aFhYENniSFd3kNTXK4phS0/65qD+9reh5tQT2mf7PmkxHP+euRXQNUW61Wv/DobuILhTYfzXaKNOmYV/+fI9PQyejGkwQ18khnA2lNneObQf7SJXH5tpq8fX69ejR5Q/zqXDJlx9BK2ZHPWCpvd4lZE8vw8jG7QdoxajtoIiaeLIaVGU7Z4GD2Y2XemM3Tl96O/8+Eu12f4Z0dKyfZz2wFlXStKyZ+BDVQm/aFLhziVdKpU5NNUbq4Zha0g65qDuv51XWZlO3zpsLM58C1NbynXAHuXkHCKVhdP8VPMOYb5N6VX3V68fv3rrB+7nrf7vMf1t/2GWxW7u23d67Dnp/KVtzxw9A+t1w08ClfwtyBSd9qta24G3EJUnE7q1nNImwutCWG32hck7F3ounE1mlLE192Xj/t/7MzU/HLvl/xy7JdSmy8mNYbzaephKb/6a7nhaAYP2sqmKR7XjMJWGOuaA1dZ2X49/Ktz+ZZmFaOzQYk4uQmAKjYbb3R9kTn953Bzk5uzylL4hcAdC8FRqHXxVDjxT/nIWh4kxUDcYbXsIneoLd2CKVKVGfFuUxW/HnUAsCZmkH74kkvmAFRJlmr2eLuIBSqZRKO5CqjqXZXPBnxGVa+qAMyKmMW+zH2lMldR6q/lpEmVJjQKbARohU1TPK4Jha2w1jUHrrCypVvSWXp8KQDX1bquwFo9VwVRG9Wruy/UCst9n+rNYdwPyiVoM8NPd8KFg2UnY3ni6G4AubajKg6mvXFgUTFxvh1D8GlfHeGh+qCmbj7rkjkA1UfUYWW7sB/Ol84PnkZTGtQLqMcnAz7B190XiWSFaQUWm6XgA4uIQ2HzdvPOt19vbgghnG7RyPhIYlJiXC6fpnJzTShsRbGuOSiple3Pk3+SnJkMVNzOBkXGbmGjfjfIr9Btwx4w3F73KyMR5o+B5KLHXF11ONyhHv5Qu3DZYwXhcIca/N3xbBqEwdMNnw7VAUg/dBHLpXSXzANkc4uikw80Vx2tqrbiqc6qSHWSTGJ9zHqXz+FQ2DqEdChWRqpDYQNtZdMUnUqvsGW3rvWr16/QHQxKamVz1F4L9gqmb72+RTq2QpJ8Di4eU8sNuhe8f9gY6PeSWk48BT/cChkppSdfeSNlloWt4fUqkL+EWC6lk3kiEQCfdiEIo0oa8O1Wyz4npG47l9fhRadKfWjQQy3vXQg2q+vG1mjKgJsa30QVjyoA/Hz0Z5eOHWeK42TSSaDo7lAHLYJaOL0ta06ucZlsmmuDSq+wZbeuTW43uUjHTgqbVCwr2/GE4+y8sBNQmZVl0Xap1MnejqpBIVtr9XwCOt6lls/uhl/vrbxKQNwRSLa7OFzkDk3blVXKw6djiHPZo7YfHvX8AaWwSavNJfMBWVa25LMQtcF142o0ZYCXmxfDG6kH7chLkeyN3euysUsSv+ZACMGABgMA2B27m/Op14DnQeMyKrXCFp1UPOuagzp+dS6zshW2n+TCI1lZdqOajSrSnBUWRzsqNy+oU0h3nxBw0/9Bk/7q/8OrYOUzlTOg/UT2+LU+JR5OSkma3R3qXtMXj9p+l213WNlsyWZM+13TMguA1sNV/CHAHu0W1Vx93NLoFgz2n7bvD3zvsnEdCpuHwYPQaqHFHmdQg0HO5bWn1pZYLs21Q6VW2D7f+3mxrWsOslvZPt39aYH7Z1gznEpit5rdaBDQoIAjrhIc8Wt1u4CbZ+GPM7rDmHlQw36D2/YF/Dfb5eKVO476a341oHrRgpFzIzM6GUucqnOX3brmwDusGsJLXZepW12YfOAdBM1vUMsHlkBmmuvG1mjKgOre1Ql1V/eb1VGruZB2oYAjCodDYWtbvS2exiLcA3PQpmobavmqBy4dx6YpCpVWYYtOimbpMZWlWRzrmoPLrGynC7ayrT25lsQMFXc0qnklsa6lxkPsAbVcmPi1nHgFwO0/g7+948HqFyHyd5eJV+7YrFnuw0a9lGWxhDisawjwaX+lwmbwMOLbSa3POJLgVO5cQtg49ZqZAodWuG7c8iD2EGx4Hy6dLG9JNGXIdZ6qaLVFWlhwqOSW4sSMRI5cOgJAx5CSJRRld4vuvLCTOFNcieXTXBtUWoXNFdY1B0WxsjncoVU8q9C/fv8SzVthOLUpa9kRlF5UAuvAHb+oDEqA3x6A6K0ll60icHa3apoOrnGHWmyYImIB8GwWhDHAI9f9nMkHQMpWFyYfNBuYVUsvwrWB22WGJQPWvQGf9IC1/4N5N2V9RppKTz23erQOUh0QFh5eSIa18K3ccmPXhV1IVChHUQvm5oYjW9Qmbfx16q8Sj6e5NqiUCpurrGsOCmtli0qMYtu5bQAMbzIcD2PuP7RXHY74NYO7cokWl5qhcOs3IIxgSYdF94Ml0zUyFpbDq+HT613bhSF7/TUXFMxNP3QRW5qqIeWbizvUgXuIDx6NAgBI234OaXFR8oGbJ7SxF3o+ugZSrzILwMlNSlH7+21VCxAgMRpWPVe+cmnKlFubqASai+kXWXG8ZJZihzvUKIy0C2lXYtnaVW9HdW9Vnke7RTWFpVIqbK60rjkojJXN0TcUKpE7FOCkvWBunY4lb7fUtD8M/J9avnRCxbSVFaYE+H0ynNsLix+C0zsKPKRQOBIOghtDlZIXSHbUXhOeRrxaV813Xz9H8kGaBdM+FypWYWPVq7TCvl/z37eiYEqApdPg68EQr9xX1Gyb1dN193w4sKzcxNOULX3r9CXEWz3wzD8wv0SN4R0KW6vgVlmdXUqAQRicHpht57aRkJ5Q4jE1lZ9Kp7C52rrmoCArW6Y1k8VHFwMq5dvRguSqx5QA5+xV74vrDs1JtwegajO1/PfbkObCLMf8+PsdSFNtnrBZYOHdJXeTmdPh1Ga17AJ3qDXVTPpB9X54h1bDYO9qkBfeodUw+KoHiZQtLkw+qB+u6rJBxS+iKyXsXwxzusGOeWqdmxcMmAGT1sHoueAVqNYvnQYpseUmqqbscDO4MbalevA4dOkQ289vL9Y4aeY0Zx3O4pbzyI1BDVW2qFVaWRe9zmXjaiovlU5hy25de7B94boaFJb8rGx/Rf/FpQzV27HSdDYAuzJifzJ1lcJmdM+ysqUnKkWqtIk7Als/U8veQeo14aT6AS9JmZHoLcq9Cy5xh5oiYsGq5MktOzQnws2AT+eaAGSeSMJ8PrXEMqiBRZaV7cwOiDvqmnFdTeIZ+OkO+PkuSLHH8TXuA1P+g+sfVddaQG1VXgYgLQ6WPlI5S8tormB089F4GFRoyvwD84s1xu7Y3c7fFFcqbB1DOhLsFQyUr1v0VNIpHl//OI+ue1Rb+io4lUphO5ty1mld61+/f5F7vRVEflY2R2eDAI+Ay9qPXPU4CuYKg2pJ5SpaDIaGPdXyti9KXyH44wVlVUPA+N+hqf0zivwNdn5b/HGd9deEyhAtIY7sUGMVTzwbBRbqGL+uNZ3LqVtcmHzQNlurqr0VLPnAZoOtXyir2qHlap13MIz4VH2+wY0v3z90VFZc3qEVyj2qyZuksyp+8fh6FcN6aosKIYjZrSzusYcg/hhcioLE06oTSmq8sshnpJR9bGoeBHsFc1PjmwBYF72O08mnizxG9oK5HWu4puUcgNFgpF/9fgD8d/Y/kjKTXDZ2YbDarHwT+Q2jloziz5N/svbUWh7/+3HMVnOZyqEpPJVKYVt4eKHLY9dykpuVLTopmi1ntwBwc5ObS1Sjp8LhUNhqtQNPf9eNKwTc8DoglCK15hXXjZ2To2vgyB9qucOdULs9jPgE/OyKzspnit+g3lF/rWZb8AkukZjm2DQyo1X/WZ8OIQhD4cqDuFX1xrNZFQBSd57HlumibhLVm0PtDmo5YkHFsUpdOABzb4AVT4K9Xy9tb4Wp26D9bbmXVXEUcXZ+5s/qUh+5ISVsnwsz28L3o+Db4TBvCMwdBF/2g897w6c9YE5X+KgjzGoHH7SB91vAu43h7QbwZh14vSZs/KC8zwaAO1rdAaiMzB8P/ljk4x0KW7OgZgR6FvAQlRJbpO+J4+HeYrPwd/TfBeztOo4lHOOulXfx3vb3SLdm9SPedm4bb2x9o0TxflcTKVvOkrzhzFVzvpVKYVsfvR4oHeuagzp+dRjRbISaz25luyzZoLJ0NgD1pByzWy27yh2anVrtoN1tavngMoja6Po5rGZY9bxa9vCH/i+rZb/qMPJzQIDFpOLZzEWsZWZKgJhdatkF8Wt5taIqDI7kA5ludZYEcQmOmmyXosq/DIs5Hf56HT7tCaftslSpD3f+CqO+AN9q+R/vEwzD7UWbM5Ph9ynKUqdRWDKUu3jZY1nZtcVFWuHvdyG9bK1GudEiuAVdaqrs9t+O/EaaufDFoDOtmc72Vp1CCnCHrn4R3msKS6YWWmnrUrMLAR4q07ss3KJmm5nPIz5nzNIxRMRFAFDfvz6fDviU0Kqq2PDCwwv54eAPpS5LeZN5JoWE346SuPw46a7sFlOKFFthE0J4CiHeFkLECCFMQogtQohC+wKFEGOFEP8JIVKFEAlCiE1CiH7FlQfASula1xxMaptlZfto10f8fvR3ADqEdKBpUNNSnbtMid6ibrygGpqXBv1fAjdvtfzHC67/Ad0+F+IOqeVeT4JfNkWocW/V7xTgwn744/mijX3yX5C2rLFKgLRltaLyqOePe/WiZeN6tQrG4K9idVzqFg0dqcqwQPkmH0T9q8qx/POOUiaEAa6bClM2Q9MBhR+n2UDofI9aPrkRNn9cOvJebSTFwNdDssID/GrA2O9h4gq4awncuUgVvx73A9z6rUrkGPkFDP8Yhn2orJeD34Ub3oBu9thhc2qFSVhxWNmSzcksPra40Mfti9tHpk25dzvVzEdh27sQNn2klnd9X+iyQe4Gd6db9N8z/5JqdlEMai4cvHiQ25ffzke7PsJsM2MQBia0nsDCmxfSo04PZvWbRYiPuj++s+0dNp4phQfoCkTGiayEszRXPuSWIiWxsM0DHgfmA9MAK7BCCFHgL7sQYjrwIxBtH+NFIAKoUwJ5gNK1rjmo7VfbaWX798y/xKerzMNKlWwA2Rq+C5U1WBoE1IYej6jls7th7y+uGzvtoiqeChDUCMJzSULp8xzUs5/b9rlF68DgcIca3LNKRxSTzKhErAmquGdRrWsAwmjAt0sNNVZ0MplnUkokjxO/EGhif46KXFT2sUlWMyx7XLnlnKU6wmDSX8ql7lGMEgsDX1XXA6iiuhcOuE7eq5GT/8FnveGMPYuyble4/29oNQwa9lAPI037q5ZlLW9S/WZDR0HYrdDhDug0AbrcC93uh+seUp+LI8N421cVwpXep24f6vipn5cfDvyATRbuwfCyhu95WdhiD8OSRy5ft+JJFeNXCBxu0UxbJhtObyjUMUUh05rJR7s+4rZlt3Hwogr9aBLYhO8Gf8eTXZ7E2/7AHOITwkf9PsLL6IVN2njq76c4llC4c7gayTyVZf1NPxDvulCSUqRYCpsQoiswDnhOSvmUlPJzoB9wEsg35U8IEQ68DDwhpbxVSvmZlHK2lHKylPK74siTndK2rjnIbmUD8Hf3r1zJBpDVP7RGaFZmZWnQ/RH1RA+wdobr+leufxMcWU+DXsu9B6rRDUZ9mVX2YckjhY9tchTMrdeteIpDNhy11zAKvMOqF2sM3641wR6+5dL+oo5sUdMlVceurIKSzemwYDxs/0r97+atsosnrcuKrSsOnn5wy2fKSmfNKJ8CzhUBKVXixjdDIdV+/XW6GyYug4Ba+R+bHwajGgdUS7tT/5Vc1hJiNBi5raUKv4hKiuLfM/8WcITCobDV969PdZ9cvpeZqSpD2WEZ625X3DJTYNGkQn1XwmuF4+fuB8Dqk6sLJVdhiYiN4Nalt/J5xOdYpAWjMHJ/2P38POxnwqqHXbF/66qtef361wFIMacwde1ULqVfcqlMFYXMU8nOZZlpI/1QxT/P4lrYRqMsap87Vkgp04GvgOuEEPlVD30UOAfMEgq/YspwBeE1w0vduuYgu5UNYGiToc4nlUqB2aTKOUDx+ocWBU8/6PeiWk46A5vnlHzMCwfU0z2o7M2WN+W9b5V6MNw+Z0Yi/HpfwTfapLNZrtYSukNtmVZMe1XRW68WwRh93Ys1jlsVL7xaqMSHtF2x2DIsJZLLSathKqkCVBHdn+9SylRpkpkGP90Gh1eq/2t3VKU6ekxTSnZJqd8Nejyqls9FqHqA1xLmdBVrteJJlfRjcIdhs2DYzNwfbIpKh/FqTMj6HpYztzS7xXmPLkyJD4vNwq4LKkY113IeUsLyJ7L6LPd8Aga9muUSPrMD1r9V4DweRg9611P3kI1nNrLoyCIi4yPJtBb/IcJkMfHetvcYv3I8xxKVlaxlcEt+vOlHHu7wcL5deAY1HMTU9lMBOJ1ymsfXV77MUWtSptOj4cC0t+K7RYt75+sAHJZS5owodUQlt0e5O3OjP7AJeATlCq0qhDgHvC6lnF3QxEKIECDno04TgKH1h5KUVPQg19TU1MteC8ttjW5jTdQaMm2Z3Fz35mLNXVExRv+Hr/2GkRbSEUtpn1vjYfhW+xhj3AHkhg9IaXYL0rforkEApMRn+dO4SStSGEi9/kVsycn5H1OnN17tJuCx5xs4vZWMP14h4/pn89zdff8qHOp5ao3OWEvw/pgjLyEzlDletPIv0XUkwgLh4EVkppWL/53Co2NWIH5xr3MAbpmP76LxGM/vgUMrsHw/mrSbvwT3Ena+yI3MFHx+vxu306ogsaVON9JumQdufuDK67DTQ/geWoUxdj9y4/+RVqcn1tquK9tQURHJZ/FZMkl9loDNNwTTsM+x1u7kwvfXE+/mN+F+8Hfk/sWknHsB6VNAUoiLyO86H1x/MIuOL+LfmH/Ze2YvDfwb5DnOgUsHSLMoa3/rgNZXfC/d9/6I9x6VdWqpex1pnaaq96/b4/geW2+/l71PWs2uWOvlHzJxffXrWX58OSaLiVc2qYx5ozDS0L8hzQKb0axKM5oHNqdpYFNnkkJe7I7bzZs73+R0qiph4m5w5+6Wd3NHsztwM7gV6v4yruE4DsUd4s/Tf7L9/HZe3vAyz3Z4FpFbBvZViPlQVvyaqOKBTMjEdOAiiXGXEAUUK3cVKSlFD1sRxUlnFULsA85LKfvnWN8aiAQmSyk/y+W4IOAiEA94AjOAU8DdwI15HZdjjOlArjUgPvzwQ+rXr1/k8ykJabY0JBJfQ8nblVQkWpz9jZbnfgNgZehsMt3zv0m4gupJ++h+THnUo6r2ZU/9u4s1To3EXYQfVyUFTlTrR0S9iYU6zmDLpNehGQSmRyMR/NfkKWIDQnPdt8PJz6l/cSNmgxcrwz5GiuJbfZoe8CMwwQOLm42ITgnIkkSWSgjdGYhnppE0HwsHwpKcbtKS4mY10e34/1EtRVkW432bs7nJ41iMrlPa3CypXHfsPYLTlFXggn8oWxtPw2oonVI5/qZoeh96BaO0kOJZg/UtXsNamcry5CA45RBdTnyEl0X9aMf7NmNbo4fJcK9SKnP1PKLca/trjeFIzWEun6OoxFpjmZU8C4CuHl252efmPPf9N/1fVqYrC+/j/o8TbMwq2xOYFkXPw69ilGbS3QJZ3/LVy95Df9MZeh96GaM0Y3IPZl3L1zG75f0bYZVWfkn7hUPmQ5jJ35pVxVCFWsZa1DLWoraxNjWNNQkUgWSSyWrTarZkbnHuW9dYl5E+IwkxFv3h1yzNfJXyFaetSvEb7DWYHl6lUC2gHKhz0puaMd5IJCeapdL4iHL0HWueTELVsrEmnjp1ikceeQQgVEqZe4PyHBRXYTsGHJJSDsmxvjFwDHhMSjkzl+PqoRQ0gHFSygX29QZgLxAgpcy3GWM+FrbFmzdvplWroreiSk1NZevWrXTt2hVf38qleBUXn1/G4Rb9L9bgZqRO/KvM5vX+bQLuJ/5SlrHxf2CrVkQXtzUT328GYEw4gfQMIOXuf5A++ffjzI4h/gi+829CWEzYfKqTOv4PpG+Oy01K/L7ohiHlLObGAzCN+LpoMmbDlmIm5aP9IMG9Y1W8b6xb7LEcZPx7noy/Vaaoz4SmuNVR17RLrnOzCZ8l9+F28h8ArDXCSBv5PdIFMY7CdBGfX+/AeEG1QjM3HoBp6CeqzVQp4rHtU7w2KMUis91dpPd/vVTnKxekxH3PN3itn4GwKVd5ZrvxpPeZDvm4x0o6p++3AzHGH8IWUI+Uezao+LZSpqDr/IlNT7D5/Ga8jF78duNveVqsnt38LBvObiDEO4RFNyzKsi5lJOH3/RAMiSeRwkDa6J9ytaC57/4G779UqIe5+VBMN32ce43AbFilldMppzmccJgjiUc4nHiYIwlHSMhMyPe4QI9AjMLIxQxVnsLD4MEDrR9gTNMxGEXx3/O49DgmrZ/EBdMFDBh4+7q36V6zlENkyoDU745ijU7lvP8lvmi/jBe23IXIlLi1DMRnZMMykeHAgQOEh4dDERS24poFTCgLWU68sm3P6zgAM7DQsVJKaRNCLABmCCHqSylP5Xq02vcCcCH7OscXyc/Pj4CA4luCfH19S3R8pcGSCWd3AmBsdH3ZvieD34RPuiOkFb9/34Lxi4p2/KbZkHACANHnWfxrFrGna0AnuOk9WPwQhrRY/Nc8BXcsBEM2s1fcEUhRQf3uzfrjXoL3J3nPaWfnryrhdfF0wXtt7eHF2Q3nwSZhXzIBrS4PIC/ZdR4A4xfCwnvg4DKM5yPw/3Wc6i7gX6P4Qiefh4XjsuKBWg/HfeSXuLuVkjKRnb5PwMl1cGoTHnu+xaPt8KKVCqnomNNh+eNZ3R2MHnDT+3h0vItSf3e7TYIVT2JIiibgwjZoPqi0Z3SS13U+se1ENp/fTLo1nTXn1jAxdOIV+9ikjYiLqk5Z55qdCQy0JyVJCSsehESVmCT6vYRvmxtyF6DnVDj9LxxeifvhZbi3GqwKdxdAUGAQbeu0df4vpeRC2gUOXjx42d/plKyuDYmZWS6+zjU6M6P7DOoHlNzbFBAQwOz+s5mwagImi4np26fz/eDvr+ryVdJqI/mcUkW2Gffyb9x/7AoKp+P5ZliPJePn5VtgD2dX4OdX9PD94jpfzgK5pRE51sXkcdxFIB2Il1LmzKF1KGGlmI6oKRQxO1UxWSi9+mt5EdJSlQkAOLYWjqwp/LGpcVl9Sas2hS6TiidD+zug7ZgsGf776PLtjnIeUOKCuY7aa27VvPGo55pOEsYAD7zbKKti2p5YbGkuNvG7ecKYeVnv0YX98PVg1aKoOCSeVsc7lLWwsTBqLpSFsgbK6nPLJ+Bhv4EunqpKwlQGEk/D1zdmKWv+teHuldDxrrKZP2wsuNutXNu+LJs5C6B77e40DlSty348+CMW25XJOccSjpGYoZSgyxIONn+sinwDNL8xK3ElN4RQhZodGfArni50qY/LhxHU8K1B73q9eaDdA3zQ9wNWjlrJpts28fUNX/NMl2e4ucnNdK/dnZfCX+KrG75yibLmoFXVVrxxvSqPlGpOZepfU7mYXvLvh03a2BSziaf/fpoXN75YpILGJcF8NhVpVmVdDvgcB2CxuypaLM020g9W3O9+cRW23UBzIUTOx5du2bZfgZTSZt9WXQiR825c2/5a8VM1KjvO+muUfoZobvR5XnUlAFU93FrIbMe/XlNZngA3vFn8H3xHG6PstbpOb8/a7ugf6hsCIUV3wTvIPJuK+awKjPbpEOLSgF5fR39Riy2rZIgrMbqr0hiOH/6Lx2Du4KL/IF2KUsraRftxHSeofqCuyAQtCkEN4cY31XLyWVjxVNnOXxpEbVT11RzdOOpfB/evh7qdy04GrwBVrw3gyOoK0Q5MCOEspBuTGuPskJOd7PXXOtewv1+ntsCf9k4pgfVVeztDAT+hvtXgFtXCEHMq/Hqvy0rI+Hv407lmZ+5sfSevX/86nw38jFtb3IpBuL6B0YAGA3ikgypZciblDI+te6zYmaPJmcnMPzCf4b8P54E/H2Bl1EoWH1vMp3s+daXIeeJo/wdw0PsE9fzrscv3ICkGpTC6tFOMiynuJ7sQMAL3O1YIITxRyQNbpJTR9nX1hRA5g5AW2I+dkO1YL+AOYL+UMi/rnKasiLIrbEGNVGHbssavOvR8XC3HHoBdhSjPd24v7PxGLTcdUHLXi1eAquZucFdlDxberVpR2axwwl7cslGvAmNS8iNt13nnsk+HYmbE5oFnkyq4VVURCqlbzpZOrzyDUVW5d5QxSDylquUXti9r3FGl5CXYIyC6TValJQr6ESwtOoyH5oPV8r6FqoTJ1UhGMqx9Fb65GdJUuRi6TFIdC0riti4uXe61L0jYMa/s58+FoY2H4m9/KPz+wPdXbHcobEGeQTQKbKQa2y+8O6sEyph5he8d3KSf6soBSnle/4YrTqHMua/tfdzUWJVH2nlhJ//b/L8i3VeOXDrCq/+9Sv9f+vPW1reISoq6bPt3+78rk0K98UeVipFoTKFRg+Z8N/g7QgJq8J+/yppOPRCHLaNiFtEt1p1RSrkF+AV4UwjxjhDifuAvoCHwdLZdvwVylhH/DJVJOkcI8a4Q4mHgH6AB8GRx5NG4EKtFtaQCVeW8vAifAoH2/JN1r6sfobyQElY9p9pECaNqj+MK6nSEAdPVcsIpWPYonN2TVYy3BO5QaZXO3qEejQJxC3ZtYL0wCHzt/UUtsSYyT5RSWRYhlGWqp/2rm3JOdSVw9KDNi/N2N2qy/fmsx6Nw41slUoBLjBBw84fgSFJZ9riqt3e1YLWommcfdoAN76m2ckZPVWPwpvfKzsWck5ptVfcEUA9fFaBIsY+7D6Obqc40O87vcHYAABUz5lDYOtXohJBSFcFNOqN2uOENqFtAX9Gc9H85q5bhxplw4p+SnkKZI4RgRvcZhFVTBXd/P/o73+7/Nt9jzDYzq6NWc/equxm5ZCQ/H/4Zkz3cpp5/PZ7s/CRfDfoKgzBgkRZe3/J6qTdiTzqu7ruHvKN4vMvjVPWuykf9PmJr0H4ADFbB0W0RpSpDcSnJo+xdwExgPPAh4A4MlVLmeyVKKU2orgg/APcA7wI24CYp5coSyKNxBef2qCrdUDoN3wuLuxf0t1dvSY1VN7m8OLAUouxWr66ToHoL18kRPgWa2a11kb+p4G0HJSiYm3EsAVuycin4FqMVVWHw6VQDjEoBStlSioqHEKonrOPzSotX1p28msXH7IZ5N2VV1+/zvFKMK0KNJ78QGDpTLacnwOKHKkRrpXyREg6tgk+6q+sz1e7Sqd0R7v2jUIHupY7DypYaCweWlK8sdsa1HOd0H36/P8vKFp0cTaxJvYedanRSyu+xtWpjm5HqHlNU3Dxh1Ff2vskSFj1wVcZJeho9mdVvFjV9VcjF+9vf5+/ov6/YL84Ux6d7PuXGX2/kib+fYPt5FVIiEPSq24uP+3/MsluWMaHNBLrW6srYFqqbyrZz21h5ovTUgK3H/iPIpCyrhrreNA9qDkCzoGbcNvgep1t0/8ZtXEgrhVCSbBRHMS22wialTLe3paolpfSSUnaVUv6RY58+Usor7sJSygtSyolSyqr2Y8NzHqspJxztqKB8FTZQ/Qrr2J9k/5ude1C7OV3FuYFqn9X7GdfKYDCoWBU/e0yYIx4oqFFWv8RikLrT7g51M+DdtnQKihp93fGxj23aF4cttZTrC/V8HAbbkz4yEuHbEVntuxxEb1PKnMn+YzXwf9DnmYqhrDlofTO0U22MOLZW9ZitqMTsgm+GwY9jszpvVKmvlIP71pashZcraT0CvO0uxAryftb2q03/+qqU6IoTK4g3qZ7Q2ePXOlpkVj/iqs2UBTaPa9WakknS+mgsl/LoAlK9BdxoHys5BpY+UvEfBnKhmnc1Pur3Ed5uqo7Z0/88zeFLh5FSsvvCbp755xkGLhzInN1znEpPgEcAE1pPYPkty5nTfw496/a8LNZuaoepBHup6+O97e+R4jAauBCrzcryDVlVB67r0vey7b0a9CK5kXKFhiU25anVTzitga7mYvpFXtv8WpGPK6dgEU2FxRG/FlC3RAqJSzAYstyblnQV/J+TzR9Dgj2Que8LhY8rKQq+1WDUF1xWgbYE7lBbuoX0SPXj4N2mKgav0guwd7hFsUrMEWXQK6/bA3DzbNWn05wK88fAYfuzWNRG+G5EVmLI4HdVq6mKyI1vqe8AKHf7iqdUk+8yxBJvwhKfxw9GQrTqgfp5nyzrsleg6pk7dTu0HV1+sYC54e6lGsWDSmq6kDNSpnxwJB+YbWZ+OfwLkKWw+br50OKPGYBUlrFbvwXP3DO5pZTEf3+ApFVRxM/P59w63Q0t7G3yDiyFnfm7FCsqLYNb8mZPlaSTZklj6tqpjF02lvErx7PixApn5m3L4JbM6D6DNWPW8GSXJ6kXkHuZ1QCPAJ7o/AQAsaZYPt7zsctlXnJsCf6xKixAIqnetM4V+4T2VHmTHtKdgFNuvLjxRWzS5lI5tp7dyuglo9lxYUfBO+egAn2jNeWOzQan7Ba2hj0qhtWjfji0slcjj1gAZ3ZmbUs+BxveV8vVW2U1nC4NGvWCXtkyB5v0zXvfAjDti3OmlfuUkjvUgUfDANxCVCeCzF3xzppvpUrH8TDqSzC4qebqP92hlO3vR9vd7QJu/gi63V/gUOWGdxUY8TEg1Dls/RzmdFFWw4MrVPJJKWBNziR54xnOf7SLc+9u59y727nwyR7Sdl9AWmyQngh/vgIfdVLfB1BB8OFT4JHd0P1h1/QCLQ0635O1XEGsbB1DOtIqWGV6Lzi0ALPV7FTYOpitGB3u5aH/BzVa5zlO+uFLZEapOFHz6RQyz+bR/k3Yr32HxX7Vs6qu41VI//r9mdZRPXCdTT3LgYtKUXUzuDG40WC+G/wdPw/9mZHNRhaqz/awxsPoGKJaw/1w4AcOX3LdA1KaOY3Zu2bT0qQy/91q+GAwmNUD5dc3Od3TXk2DEN6qBlvPpE6sPrmaj3e7Rnm02CzM3jWb+1bf53S5FxWtsGmyuBCpfhCgfMp55MXAGVmNpFe/mOVGWPtqVrzdjW+UfimI3s+oBs/dH4aWQ4s9jKP2msHPHa+mpVt2UAiBXzf14yATMvFPLKNyGaGj4NbvVJFWm1kp1haTSgoZ+UXZ1QErCY17w4QlKsvPwfF1qin9rPYqrtIFcUi2TCtpuy4QO3cfZ9/YQuKy45jPZLmEMk8mcfGnQ5x99W8S3/of1o3fKSUSoPVweGiLSvwoDeuyKwluDE3s3Qz3/AQZrnd7FZXsJT7iTHF8u/9bZ0HaTpfsYQsdxkP72/McQ0pJ0urLy5Wk7Tifx96Ab1UY+RkgwJzm0lIfZc29ofcystlIAEK8Q3io/UP8OfpP3un1Du1D2hepVJEQgue7PY9RGLFKK69vdl0Cwjf7vyEuLY4WJtU71qtBoKpNeGQ1nNzorN8p3Ax4t1FhJF1S2+Bj9eKziM9Yfnx5ieY/l3qOe/+4l88iPkMi8TJ6MaXdlCKPoxU2TRYOdyhAgzIumJsfwY2Vqw2UO+XgMhW74ygG2nzw5T+qpYXRTWV7DXqt2C12LJfSyTiulGKf9iEIY+lbMX061kC4q6963ZM+2BLK6Meh5RC4/eesBvEGdxjzNYSNKZv5XUGjXjD+N+Vm7DY5qz5g4ilY8wr8Xyv4/aGCs2JzIG2S9MOXuLjgEGdf28zFBYfIOHzJaQE1VvUiYEB9/PvUxeCprLG2DDeS00dwNmMu8cZ3SL9hFXLMN1C1iQtPuJRxJB9kJKnSKRWAwY0GO+On5uye41zfOT0darSFIe/me3x6ZHyWgm1Q3+e03ReQ1nyUjcZ91IMfqMzzv14ttvzliRCC6ddNZ8XIFawavYrJ7SZTzbv4MbktgltwW0sVP7rzwk6WHV9WYhlj02L5et/XNMiohbdU2fge9fxgc7a6b9u/UmEGgE+YakXoLt3ok66ym1/+92V2X9hdrPn/OvUXo5aMYucF5R1qWqUpP970I4MaFr30lFbYNFk4Cub61ah4PwK9nlRJBaCKV658FpBKCbjh6un9mLY7K/OotN2hDgzebvh2UVY2nzQ3UuYexrQ/vkzmpklfmLhMWdTu+l1ZhK5GqjWDwW/DEwfgpvehur28pCUddn8Pn/eGrwbB3oV5WkuklGSeSSFh2XHOvrmFuLn7SNt1AZmpFDKDjxu+19Wi+n3NqTnBn4B6+wmMeZBajCLI/X08hKP0hBFTamviFls4P3MnKZtjKmzdqCtodgME2GOHtn1VIYLuPYwe3NpCFfc121RijqfNRhu84NZvwD1vd560SRLt1jWDjxuBNymXmy3FTPqRAmJG+70Etdqp5U0fwrF1JTyT8kEIQT3/erg7vCAlZEr7KU6l773t75GUWbKSRLN3z8ZkMdHK1Ni5zoNIiM/mirZmwt9vAeDZJBCDj/JE3Ge8DaMwkmnLZNq6acSkFL5MbIY1gze3vMm0ddOc5zCm+Rh+uOmHYrf20gqbRiFlVoZog+4VI34tO9kzQC8eh+jNarnbAxVPucwDKaXTHepe0xeP2kXvJVdcAoc0wqOL/ck33Ur8t/tJWHkifyuAq6jTScXtlHWbs9LA0x+63AdTNsOEpdBqmEqwAFW/8Nd74YM2KrPQXsPNkpBO0vpozs/cyYWPdpGy8YyzpAsGG97VTlO14XJqVXuWoIMD8Py+OeLjbvDjODj1H0KY8fXbTchwCyEPtlHlWtzU99NyPo2E349x9o0tJCw5hjm2bNr7FBujG3SaqJbPRcCZogdelwZjW4zFLVuT9HYZmbgPn1PgvcW0JxbLBfWe+/eui2/nLGt2vm5RUHXxRn2VZYH+bbIq0HuN4+/hz5OdVV3Hi+kXSxRDdujiIX478hsAfUQ4AMLLDbcDdkuqh19WAtnuHyD2MMKY5Rb1PgUvtX/BKcvDfz1MqjmP+MRsnEg8wZ0r7uSHgz8A4Ofux3u93+Pl614uVDxfXmiFTaOIO5xVFb28y3nkRed7lXvUgU816P103vtXMMynU7DEqqy/srKuORBuBrwG1uFY82TwVF/7lL9PE/tlBNakqzN+plwRQrlLx34P0yJUbKOj4G7qBfj7bdLfv53Y137i3FvbSFoVheV8ljLlaYggyG0Wtd3HUTVlMt7nPkFc2A2mHFYZo4dynT2yC8IfxKNBMMFjmlPruW4E3NgQYxWVYCAzrKRsiuH8+zuI/XIvpsh4pK38rVe50vEulZACFaO/6IWDVFv6ODcmZ1lyOlVrq8q75IO02khcY7eu+bnje11tDJ5ueIfaS+nsjy+4j2+1ZiojGVTR6SUPVwirY3kzpNEQZ0uwHw/+eFlh46Lwfzv+D4nEKIyEZjQDwKOGQBz/S+3Q4U7VxhChCq+vU94a7zD7w61VcqO5lzPO8fClwzz7z7NY80k6WnJsCWOXjXXKHFYtjF+G/cINDW8o1jlkRytsGkXUxqzliqqwuXnAwGyxHv1eVKUMrhJSt55TC0LFr5UHCVXN+N7dHPeaqiF35okkzn+4k/SjCeUiT6WgSj0V2/jYfhjxKZbqfYnPfI64jP+RkZJVOsBNnCTA7Wtqet5NdY/n8XX7E4NIA89ACGmj3IWd71Fj3fI5TFwBTxxSMZPelyenGH3dCehTj5pPd6HqXa3xbFbFuS3jaALx3+3n3DvbuLjgEElrT5EWEUtmTAq2zArgOvWvCS3tpS32LSq/ArLxx+DXSfBxOOxfzPjEJIxSIoBePV8q8PDUHeexxquaawF962HwUBY6n0729l9WSdqeQmQDdrxLWWoBDi1XPZGvcYQQvNDtBdyEGzZp4/XNrxe5vMbGMxvZFKO8Rrc3HIe4qEqNeNp2O2ZRHpoarbP63e7/HWJ249m4itMtatobx5Odn6RHHfW7uP70embunHnFfKnmVJ7b8BwvbHzBWb/tntB7mDd4HnX96xZJ9rwo4w7LmgqLwx3qHZwVn1MRaXmTKmRrTstyrVwFZJ5OJnW7Uti8WgRjDCinNkGAMdiTkIfacWnxMdK2n8eWYibuq70EDGiAf996CEMFc4dfJUg8SI7vQfK5+kib+nERmPD1/Q+f6idxD/FABDaCwJ6q7VpgHRXP5RVQ7DmFQeDduireratijk0jdfNZUrefR2ZYsSZkONufZccY6IFbdR/cqnmrv+reuFfzxhjkVXaffed7Yf9ile26e35WAH5ZkHBKZQXu/kG17wIQBlq3Gs3XbYeR6VuN0Br5FxyWZhvJa1UPXGMVz6x6h4Bn40CMVTyxJmSQuvMCftcV0I9ZCNWT92yEqim54T1V+zH8wRKd5tVO06Cm3Nn6TuZFzmN37G4WH13MLc1uKdSxFpuF97erkk++7r5MrDKOTFRSgUesvXhuiyFZHps+z6rewTYL/PUq4s5f8Q6tRurWc6QfuYQhXfJur3cZv2I8xxKPMS9yHo0CGzkzZPfH7+epv5/iVLK6JoK9gnnz+jfpXse11Ra0wnYVY7mUjrTYcK/uU7KBpMxKOGjQvWIV3MyJEPmm2FdEpFVy6bejKgPQKAgc0qi8RUK4Gwke3RzPhoEkLD6KNNtI+vMkmaeSCLq1BUZf1wQQW5MzMUXEknEqGd+uNfFqUsUl41Y0TAfiSVh6HOvFrCr3Ph1CCBzcEGNA0bPBioN7dR+qDGtCwKCGpO2+gGlvHOYLadhyuLytiZlYEzPJyGlVNQrcqmYpcV7NgvBqWqV0hG3US3UOiD+iarKFP1T6952ks6q8zI55qtSMgza3QJ/noHoLCtsXImXrWayJ6n0N6F8f4ZYluzAIfDqEkLwuGnN0MuYLabiHFHCP9glW2chzb1Dtu1Y9qx6e240t2jlWMia3m8yK4yu4YLrABzs+oF/9fgR6FuxV+e3obxxNOAqopvWeZ8HxLfCQ+1QN9OwKcXBj6DhBZYseXQNR/+Id1lp5RawS0/6L+Heuwez+s7l9+e1cyrjEq/+9Sj3/ehy6eIj/2/F/zoSV8FrhvNnzzRJly+aFVtiuUlJ3nufSL4dBQNU7W+PdumrxB7t4HJLtvSYrqjv0Kiblvxhn2r9/77oF37zLEN/ONfCo60f89wewxJlIP3SJCx/uIviOlnjWL57lx5pqxrQvDtOeWDJOJDpLVZgi46k+qS2eDYpvUapoWOJNJCw9TvrBLLeee01fqgxvgmej8nHXGzyN+HWrhZ/d6mPLsGCJS8cSl4Yl1oQ5zoQl1oQlzoTMnl1qlVgupDmD6FP+Pk2VEU3xC6+V2zQlQwjl/v3jOXX/ObEemvRDSknqlrPIDCu+4bUxeBavfM5lpMTCvzNVvJwlW9uoFjdB3+eymrIXElumleR1ylrjVtUr13hUn041nPuk7ThP4OBCPKRVbQJ3/grzhqqyJ4unKFd487JR+Csivu6+PNX1KZ76+ykuZVzio10f8WL4i/kek2pOZfau2QDU8q3F+NbjSdqqivC6GWMwiFRVriVnElTvp5XV1WKCtTPwnLAKg687tlQzpr2x+HauQV3/uszsO5P7Vt+H2WZm0upJWO1WWqMwMrXDVO4JveeytluuRCtsVyEpW86S8LvdYiPh4i+HqfFIB9yCvIo34GX9Q0u3YK60SlK3nsV04CL+Pevg1ax0C8eWN5bEDGdRTbeqXgT0Led2X7ngXtOXkKntufTrEUx747AmZhD7WQSBgxvh16N2oYpf2kwWTJHxpEXEknH0EuQWbmKxETcvkpDJYbjX8HX9iZQhtkwryeujSf77NNgzbYWXkcBBDfHtVqtM6usVFoOnGx51/PCoc3lWspQSW4oZS2zaZUqcJdaE5aIJbJCw5Chu1bxLx9LW/jbVAcNiUiU+mvQjafVJp6KT8t9ZgkY2w6t5Me8Rpkuwbaaqt5U9s69Jf9XGrm6nYg2bsikGW4qypgQMbIAwXvnj7F7NG48GAWSeTCJ11wUCbmhYOHdzrXZw24/w3UjlLv7ZXg6nfnixZK0M3NDgBhbWWsiWs1v4+dDP3NLsFtpUbZPn/l/t/YqL6eoBalrHaXgIDzJPJQPgwT61U/iDV1ZC8K+puq/8OwuityCO/4l3aGNSt5wj/UgCtjQzBh93OtboyPTu03lh4wtOZa22b23e7vU27UPau/z8s1OBfV+a3EjeeIYEu3vNkT4uTRYu/nBQta4pDg53qGdgkZ82i0JGVCIXZu8iYfExMg5f4uJPh5wtmioriUuOIe2B3lVGNHV+ZhUNg5cbwbe3pMqwxmAUYJUkLjvOxR8OYku35HqMLcNK2u4LxH0TScxrm7m08LAq/mr/SA0BHvhdX4fqU9oRNEplaEmThbi5kVgSM8rq1FyKlJK0vXGc/78dJP8V7VTWfDrXoOb/s3fe4XFV19r/naka9d6b5SK5994wzYAxxaaXQEgCKSSQRvpNcvluSC7phdxAEkLvYLABgw3GNu5Vsi1LltV7b9Pb+f7YM2dGvY37vM+jR6M5bY9m5uy111rv+35vHuFLUs+rYG0wSJKEOkKHPiea8AUpRK/JIf6+qSR/bx4JX50ppEPc0PrSSRwtZ8AE2xAD09eLx8UfYtpRpARrAK4OGy3/Pk7ba8W4TEOwLf1h62ZS/QYi/rVUlEC9wVrWMvjiZrj37VEHa26rUwTpCHsjg0dktT+EzhWZN3dXP+XnwZC9TAhMSyoRzL58GzSeGNV4LwZ4HRA0Kg0y8qAEhAZTA88XCn/WaXHTuHbctTibzUomWScVQ1iCcGLpD0sfFfMgwCePY5jmqVy5ZSwnfJIrN4y/gW/N/hY6lY5rsq/h9bWvn/FgDYIBG5jb0B16mhD7OWAqOaxQskWUBIaBrk+r6Nwk9pVCNCQ8OIPwJaKh1V7dTefmitGNwxuwZS4atYL/YHB12Wl7rZjm/yvA4eex5zY5MOf3bYq+WGA52ap8yQ2zEs77bKIkSYQvTSPhoRmoo4RchOVYC01/Pap4I8oOF5bjLbS+dFIo9L9ajPVkmxK4qMK0hC1KIeHBGaT8cAHR1+egz4wkbH4ykauFLYyrU0zEQ0oenGdwNJlFAPHSSVwdIuDUpoWT8PWZxN4yCXX4uSOSBBr6zEhib5kEiCC79bkTuC39B+5jwjzhfGB1zqD9Q49lW6iGyNVZSJ5yqPlIE42/P4Q5v2lwqyKnDXb/lfB/LWFyw9tIdpFVIX0+fOFdIeCctXhMw+3eWYvs+T9EXZU1aNYsdEYCeHrbTENpsvVG3hqhXQjCLvCFddBeMZohXxTIicrhvin3AXCs5ZiirdYbfznyF2we27bvzf8eKkmFvbJb2a5XFYnPnHaAalRoLCz1EGAaj6E3f4oqXPTzmo+19Nj1KzO+wr679/HkyieH1VcXCARLou98lZCSj1gQmgMMEHWfKXzwPTjygngcnwu514qf9Pk9AidZlun6qJLuz8TqUxWmJf5L09ClhqNNCcNW1YWjxojx81r046IwTB1BP1tHtWBNQcDLobLLjXFXHV1bq5QsExoVkZelY9zfgLvLjvHzWkLnJo3Ic+5CgNvuouPdUkAE19FrcoY44vyBPjOSxG/Npv31YqzF7ThbLDT97SiG3BisJR2+99IDKUSDYVocoTMT0OdED5hhirgsA1eXHdOeepyNZlqeLyThS9OQtIFfJAQSbpuTrk+qMX5eCx5tMxFUZBM2P/miZdWGzkrE0Wime1s1zmYLrS+fJP7+aYHNIKbNwR53La21XwQk0EjE3TcVfVYkobOT6NhwGmtRG26Tg7ZXigk50kz0zRPQRPkZ3MsynHgbtv4SOiqVLIQrcRrqK/8LJl4dECFwl8khPgOIQD1kiPusKkSDYWoclvxmLCdacVudqEJGMOXOvgfMrcLZxdgAL9wMD3wE4edGEuhc48EZD/J++fs0mBr44+E/ckXmFUSHRCvbC1sLea/0PUAY089NEllUW5XQ15Mwo9E0it7JwbDwa7DvH2BqRtr+PximvoZpXyO20+24TI4ehCyN6uyGUJd2hq29Upi/AjHmMlSNx87etU2tUPCa7++WYtEY++/V8NuJ8M7XoPA9ZGs3nRvLfMFapI6Eh2YoKvmSRkXcnXlIIWLSa3vjFE4/ptqQ8O9fC6ASvbWkncY/Habzg3Jlgg+ZGkfyd+YSeWUW4YtFI7OjwYyttDNg1z1f0LW1UsnCRF2bjTriwsq+qMO0xN03lcirswSjyukWYqye91LSqQmdnUjc/VNJ/elCYm+ZRMjEmEEnc0mSiF47HsN0wZ6yV3TR+mrx+SvwCliOt9Dwu0MYd9SIYE2CsEUpJH13HuELUy7aYM2LyKuylMDEVtJB5/vDqwYMF65OG61tDyEjiDixS7oVUoomWk/cfVOIvTMXlWeStBa10fj7Qxj31onPTeUe+OeV8OYDQhIDcMXksD/7YUx3vw+TVgfMtaV7R41SWou6OmtYi8wwryab0425YBiabL2x9BFY8i3xuK0MXlwnMm6XIEK1oTw2Xwild9g6+NORPynbZFnmtwd/C4BG0vDtud9WttkrRPVMpypGmr4OIpIGv5A+HJYLpwXayggN8bhxuIVv7LnEpR2wHXkRhcIG6I6/cvaunf+K8C8DkaJNn4+YGRGrqvyXkV+7j47/978Ydwv/MnWUhsSHZvRhGWriDL7yhdVJ68snh9/PVukRzNWG+XztxgBnh5XWFwtp+ddxnE2i70WTYCD+gWnE3zsFTaxIRYctSFHKBcZdtWO+7vkEe51RWYnrMiMUH88LDZJKIvLyTOK/PB1VpA5Jq8IwPZ7YuyeT+rOFxN6eiyEvtoekwXDOGXtbLjoPg9J6olXIipyH6u72WiOtL51UZDF0mREkPjybmJsmBEz25HyH9/3SpgiSiHF3HcZ99QE5t9vqpOU/J3BZRJYiSvNvQlv+r8c+kiQROjORpO/MJXS2yCzJNhcdG0pp/p/XcfzrAag9KHYOjYfrfovpC1upj1ngswwLAFxddkye+7AuOxL9MIkQ+gnRqDyai+ZDo2z/uOq/RbYNoOEYvHKXaKe5BHFl5pUsTRVKBm+deotjzSLJ8ln1ZxxoOADAHXl3kBUp2i/cFifOFtF6oZOKYdFXh3eheV8UWomA7sR/+5VFRxF0BxCXbknU5fQEbD5oT26ANb8B3RlmsMkyHH5OPI6bIMykJQmMTXDqIyj+ELl0O+3mhzC7VwGgkWqJt/4EzRspQvBv0jWQMkvRLjJMiyd8aSrGXXU4aox0flhO9NpheGxWePrXMhaAevSTkOxw072zhu5t1QqRQNKpiLwiSzANe03q6jAtYXMShTBhURuOFgva+NF7rJ0vkN2yYPC6AZVEzLqJF3wWJmR8NCk/mC+ILiMIzgaCpFUR/4UpNP8jH0eDGdO+BtSReiKvOL8YtMadNWI9p4KYdZMInZN4wb+Xo4FKrybuvik0/fUobqODjndLBXN0DJp6sstN68tFSk9rWGol4a1vQxnCgaCXh6c6TEvs7bmE5ulpf7sYly0UuymVRv5KpO4NIpanIS1/RIgQd43NLLw/dG2rUu5rw82ugQh4w2Yn0r29BntlF84WC5qR3uckCa7/E1g6oGiTWGS/+QDc9rzwZh0LZBnqDgs5i7Zy/w099xnqeY1eNPLPuH3EGU1HiwVc7mExxyVJ4kcLf8TN796Mw+3g/+37f7xw7Qv8/tDvAeFD+tCMh5T97WW+IFmXrBp+UkKjF2K6734DyViHIaUOkzEBW2kHLqP9nPWrXroZttNboVusmBw5VwKIJtUTG878tav2Cu9OELYk3g94eCLMuRf51hdpy9zsC9bUNSTofoBGahErrO2/gWdWwR+mwKbvQNU+kGWirh2HNl2USo276rAcb+nv6j50N0Cb6LMai/6a5WQrDX84RNfHlcpNzTArgeTvziNiZfqAk3z4Uo8CuHzxZNlM+xsUCnn48jTFAupCh6RWBSRY80Jl0BD/wDTFC7NrS6XPuus8gKvThrlAfH8M0xOEqfclGKx5oYkOIe7eKYJB7JYV3b7RQJZlOjYIpjhASF4s0bfP983zB//d9yCHBXb+npAPlpPEfYSr30OsinR02e+mqXAN9pYz8/44263KZ1M/MRp9TvSIjlesqhD6maOCWiOM4rM8bSvF78OmR0bvO2pph31Pw/8th2cuFxp1pZ/4/Xzq+ynb5vfzme+nfLvvp+RjeOchePY6aCwc9jDsdUYa/3iYxj8fwV7TPfQBQFZkFl+c9kVA9K09uOVBKroqAHhoxkM9+trsB/cqj3XLrhn2uACYcQfEi8pVaPM/xHNuerBFxwT3yBUSLt2A7bCg/qINw3LNH7Bqono+f0av7cmuqbQws6dqv+xw0fpCIZbCDjG8tHASfrQe9UMbYOUPIHmGb+fueqHM/O+r4S9zkHb9lrg1EUiexta2N0/hbB3kpuplhwJkjzxgc7ZYaPnPCVqfK1QU3rXJoSQ8OIO4O/IUpuFA0CaFKaUF86HGM8NCO4twddvp3CxWqero8y9jdL5BHakn/oFpimdf+zslWArPbY+IF8Y99QrBIGJZ2hB7XxrQZ0US48ccbRklc7T7sxpMB0QApE0LJ/bOPKSkXMheLnY48qII0EBMavmvwl/mwSe/BFsXKslC9KRiEm6LQJMoslWOehNNTx2l44PygEsFdX1SpbCgo67OHvHx2sRQZSFtPtw0+p5NbQjc+bJPeunIi7D158M/XpZFReXtB+F3efDh98Hbty15sk9p83w/6fP9fhb4fjIW+v0sEj+hHlX/qt3wj+Xw8c/AZhxiODIdG0vB6QaXTPfnw1+0f3n6l0kNEwv+Q42ixyw9PJ078+707eR2YysTiy6NuhH1zJ4Bm+yW2fZiER//8ziu/lqI1BrhVw3oHPtQ6UVPsuXYEImQ4cDYDO9/d8SHXZol0e4GOLVZPJ6+HkKiqYpbwaTGjVC9F5qKIPEM+Wla2uGEh5KctwbCfTo+bpuL1udOYCsTTaW6zAjivzgNlUED4bMhdTas+jF01ojxF30gVjqySzSkbvsfNPwPsbH301p3C7LVResrRSR+dWb/2REv4UCth7Th6xLJDjdd26r6ioZelUXYopHpUEUsS8N2qh3Z7sZ0oIGIFYExyT0X6NhUhmz1aa55zaCDGBjaxFDi7p9KyzPHkB2iTHau3RDcdhem/aJPS5cViS4j4pyN5XxD2OxEnI1muj/zMEdfKSL+vqnD/s6bjzbR9VEFIBY18fdN9bkZzP8SVOwEa4cwhY9KExN/Q4HvBIlTRE/XhCvRSxJJM9x0fVpF92eCFGLcUYN0rImI5MBMbY4WC2ZPVixkcuyoPwthc5PoqDHi6rBhK+scvRBxSBTc87Ygp7WVCZHX0HhY+q2BjzE2Q/7LIhnRerrntuhMUeWZdTdEDuF5OhisnbDtCdj/D+HHufvPwpvzmidg8g39lkktBS3Yy33la8uxFlxr7MMiaBk0Bn6w4Ac8su0R5blH5z6KTu07Vi7Zit0m5hNdqq6PZFVdSQeFn4sqW87sRCbM7Yd9O/kGSJmFVH+UUPenGLl27GXRss9E0FxVN+JDL80M25EXFdNfx7h7sX5cS4PhKt/2M5llK3jDZ48y9z7labfVScu/jyvBmj4nivgvTRfBWm9EpcP8LwsByO8WweonemTeDG3/IVy9AUD0s728XfTs9Ya3fy19vqjZDwPW0g4a/3S4f9HQpWkjpvzrJ0Yrq2Tj7jpk1/nXfD4cWE+1Y8kXDamGaXEY8mLP8YguHOgzI4m9K0/cjTxuCI5G05DHnSmYjzThNovvi1K2D0JB5NVZhHis8Gyn2un8YHjMUVtZJ21viFYQKURN/Benoo70m/TyrodwT/nwg+/D8zf6grXwZKFL9tXPYeJVSgAgaVREXZ1N0rdmo/UEU3K7nUknIzG/WT54hWEY6NpaqQhBR44iu+ZF6MwEUU4GJQAcNcIThe9ouIfMtOVncOSlnvu4XaLt57V74fd5QhrEG6yptMI/9d4N8K18WPH9sQVrIALJa38ND273EOiArlrh1PDSLaIv0X94dhedH4hqhCIm7pJH1BaxKmMVqzJE29DcpLlcndXTwsu54xVkxGdCN2Nan+MbK33BYmP5AMxbSYIr/gsAA5+K52SwHB9FJcDlENIzz98ExtF9Bi69gM3t9mmfJU6l80gY9oMtJNZm4MzwlAXzXxEijIGGP9kgOgvGXQYIfZ/mZ45h93yAQnJjiP/i1OH56IUnwuKvw1d3wtd2Cwp4eDJRmv+glYoBMBZqMD9xD2z+MdR7boCmVmg+KR4PoxzqNjtof6uElmeOKb0rgRAN9Yq1glA2t5wIQLr5LEN2uGh/V9wMJb16eGSPIHrAMDmOmHXn3g1BdssKw1cdrccwNfAGzhc6JJVE7O1+zNFddRj3D84cdTSZaXmhUCzy1BJx90zp22Su1opsD/jcCbRhcNmP4VuHxbYBhL21yWEkfm0mUWtyQCemNeepLhp+f4jOzRW4/T1ThwlHg8m3CJsRjy5l9P2oqlCt4vdsOd4yqvH0QEy2CNpCPK08730Tit4X1ZfPfgN/mgkvroeT74mMF4h+rKv/Ryzyb/0PjF+lkNYChpQZ8MDHIrg2eJi0p7fCU4vhs18r7Nbuz6pxeb7fUWtzlM+SaX/9sBftkiTx5Mon+eOqP/LXy//akwjSdBJ7pS8I043vmz1rqvD1zDVWDEJUGX85ZC9HJxWhlkSgZhmpREt7JTx7LXz+e0AGjUFUy0aISy9gq9jhU4yeex+OOnFjMJg02KZ56t+WNsHGCTRqD0Ojx8tszr2gUuHqttP8dIFiDm6YGkfcvVNGJyaaNBWufhy+U4h07+vETT+OhDhvu/F+nLvfEv0FTy0RpsteDCKYK6x4mmn4/SGl70TSqohaM47Er88atUG4P0JnJyp9TMZdI08TjwT2WiOtrxRhHMGNYSh0bavG1SpuRJFXZw3ZuxdE/wibd+7dEGwl7TibxYLkQrKZOtvwMke9cgcdG0qxlnb0u6+r207Ls8cVh4CYdRMHLgnO+5LIskkqmHu/CNQu+8GwmPuSSiJieRrhX82jJcET7Ltkuj+rpuG3BzEdbhxR/1jnlkpBipSEHt1Y4TWJl+3uwPRBJU2Bu94Qk7/sgtfvgz9Oh89+BZ0eiy+NQfRJP/ARfGM/LHkYwvouQmSXjNs+xiDSC5VKBNcPH4LZ94rnXDb47Al4ahHOw1vp3uETIA6bl0z4YpHhc3XasZ4cfvZKr9ZzReYVhOt6+uSy9+/YZdHWJGmlfhmozVVdfo+7cbsG6H30ZNkkScagEjJYtvJOXN324Q3yxDuC3FEjZEdImgYPbYcpNw7veD9cegHbIU+GS63HPWmdIm6qdks4Ei/3rQq8+wUSh/8jfktqmHWPYrLtbDQDEDorgdi7Jo+djadSw4Qr0Nz1R2LvEKlgmTBaHT9ElrXQdMIn2qvSiEbSfuDstNH6fCFtLxUpZsf6idEkfXsuEcvTAzaZqXRqocsG2Cu7sFcPjy00UrjNDlr+cwJLfjMdb5+m8U+HsZxsHZMGmKPJrHgLatPClRtPEKNDxGUZhHlElb1uCLIjQBPJMOBtfJZ0qgtWP+9soTdztO2lk31KkG67i5bnC3G1i/ts5JWZPjHZ/hCZAl/fC98vhbV/EobcI4QqXEvlBBOh901QyqTubjvtr5+i+f/yh3V/sdd0KyKpoXOS0CaEDnHE0AiZFOPT8xprWdSLzIVC3kOlAbcDvB6bKTOFXNT3iuHmvwvbwQHkNizFbdT/ai8N/3sAe93gRIERISwObvyryLgleUqS7eV0vnlQEA2A6LU5SCoJw6wEhSzn1R0dNTyi9Ha3CNh0GZF95iqr0UFXi0/Lzml301ZvHvicGQtg0rUY1DvF3zJDqzDYzfDet+CN+8HmyfbN/wp8+RNIyB3pqwIutYDN1OrLnE25Eaexp5+Yq12GmZ4sW/n2YXt8Dgu2bjj2lng8aTVEptC5uUIpL4bNTybmttyAr+gNszII97DcHPIEOpL/LrTfvBi3AnQ9b0ayW8a4p47G3x8SPpEIK56Y23OJf2CaIn4bSIQvTgGPbMJI2EIjQcemMtx+qyJnk5nW5wppeebYsCnl/pBlmfZ3TosyjwQxN0+4pKUfAoFz6YbgaDRhK+kARLav3/7RIHpAnxVJzHpRynabPcxRq8ikyW6ZtleLcXgCpNC5SUQMhzkdGit+xghNmiiTxtw6CVWECJTsVd00/e0obW+cwtU1cIak82PhmoBaChjbW1KrCJ0lsmy2ss6ROdIMhklXwy3PiiBt3gOij+yhHaLP2Vsy7QeyLNO1rYrW/5zAbXLiNjqEULQ1wGz9zIViTKufwKpahMUtWnBCNTvR1z0PLodYtM8TgbytrHNsPayH/o3bIeGQxfum66cK1FTVtwQ6YB+bF1f8DJ10CjWiHOqV/ekXjSfg6ct8LVAh0XD7S7DmtwP7mA4Dl1bAVvCqz11g7n04GntG1O4Wq6+HAvoI644Jx9/y9WXMEWQDr8eZfnwU0evO3GQfdW02ukyx0jRVJmNe8SF8+VOxArvxqR77OhpNNP+jgI53SxUbltDZQmk8bHbiGfP8VEfpMcwQk7TlWEvA+5csJ1sxHxYiivpJMURdm63YednKOmn661FaXyka0U3UfKgJu+dLHr44FV16kE0YCJwrNwSjhzGGJMqhQQwPYXOSiFgp2HjOJgttrxQhu2U63y/D6pFp0U+IFguas+wZLKkkwuYKUlTEZem+xv9DjTT89iDd26v7uMLYKjoVjbiw+ckBXaD6a7IFLMsGMOUGEaRd/wdInTXk7m6bk7YXT9L1UaUiDg3garXS/sapwH/X1BrkBV+jI+y/AZCwEKX+J3z8U/jHCqjcTfiiFGV3495Rumk47bD/n9jdEwFxf/fOff7w719Te0gPTYP1sQEkTUWacQsGtSDr2cs7+wb9siw07Z5eJewmQWicfm0XTL5+dK/JD5dOwCbLvjJn7HjIWoqjqWcU726xQuJkX4nwyEv9sytHg0P/Eb8jUmHClbjtLkW7TJcVeUZvZJJaJbSOPBmD9rdP4wyZIlZgkeJLIjvddG6pFAKGHvKDOlroZMXenntWlJ0VvSu3jGlP4HrZ3GYH7W97SAEhamLWTyRiZQbJ358vWICem7glv5mG3x2k4/2yIXunXCaHwo5TReqE52YQAYPXDUGbLLK/pn0NmI+eOVsYl9GO6YhHviEvduRq9Jc4IldnEzJZZMWsxe00/z1f6UfVJIUSd08AWj3GAJVeQ9Q140j+9lxlnLLdReeHFTT+4RCWQtEaIcsynR7ZETQqIi/PCOg4dClhaFM9DfaHm86JJZujxULT3/IVAVh1XAiJ35xDiIfZbjnRekZ6iU376nE2iwAnYp4Odbyn/aipEJ69Fs2u76Mf79GrO9Q0ukxf4QYwNmCXfSXHfgM2zxwXERdCco7IwDVWDKPKsupHGDQ+/+0eZVFzG7x2j9BXc9lEH+ZlP4L7NgplhwDg0gnYqvf7Il6Pu4CzV4bN1eLJ6njlNowNUPLR2K9dXwB1RzzXvhfUGpxNZsXl42yo4WtiQoi91SN6aXPR+tJJRWDSVtFJ458P0+0ViJQgfFkaSd+eS8gwPfMCAV16BDqP/pZxX0PAmmD9S6HR1+eg8ZAC1GFaoteOJ/k7c5XsHi4Z485a6p88SPfOmgE9WTs/KFekH6LXjkcVEiyfBRpeNwRv30/nplJcpjNDQjDtawCn+EKGB4VyRwxJJRF7R64SYHv7xFQROsF4P0++H5p4A/H3TRWtHR45IWerldbnC2l59gSmffWKNlj44hTUkYEnEIXOEVk2V5sV+1BZnQDDUtRG01+PiPkHUW1I+sYsdClhxN42SXEe6fygHFtl4MbmMjmUMrM6NoSIG1cIVYPLfwoaTwbzyAuEN/0/QATT5iMj9F6VZdgrKkZ2aaZyrf6SDc0eN5rErEiSssWc01ZnxDEUezc2B928RagRYzMf8MiVVO4WxAJvy1VkGty3SdhbDcBsHg0unYBNcRfQwCzhLtBfSVSWZaFRo/NE5YHQZPNeG0kx8fW/tjZp7A2tw4FhShzhKzz9bPUm2t89TfuG0zT/X4Fi1K5NDiPx67OIvj5neLIiAYZ3spQtTqWEORZYCn2l0JDcmB4lCS80cQbi7ppMwtdnovN8eWWLk873y2n43UHMR3uqk9vKOjAf8mVjDNPixjzOIPqHOlJP9A1CJsVtctK5KYB9pR7ITjfGvSKjoE0JQ58zcN9PEANDpdcQd99UJcCWdCri75+KJjrwPa9jRcikGJIemUPU9Tm+1ohT7XRsEBOwpFMrZd5AI3RWgtKvazoUwLLoIJDdMl2fVNH63AlF3Dvisgzi75+KKlS8X6pQLXF3T/aRSF4+GbAFUtfHFciejFn0mhyhvabRCw24r+8V0hlAiP1T1JJQIzB+XjmyDGT1Pqg7giyDnakA6PvJrpk6bRg9JJjErAgSvfd82RfIDQZp5WMYtMLyyl4v49r8B/jPGugS5DNy1wi9wFG4Bw2FSyNgs3YK5WwQxunhibhtLoUhKoV5Vn92t9CG0YXB9FvEcyUfQ+cYmuDtZiGWCzDhCqEsDb6mSrV0VssvUat9/Wzmg42YvL0CGonIa7JJ/Oasc6rsbpgSp6zyjLtqx9Rs7jY7BCkATyl03cRBS8/6zEgSHppB3L1T0CSI98TVbqPt1WKanjqKrawD2en2nVOrIvqG8We9L+dSg2F6vFLGMh9pwurpLwoUzAXNuLvFxBS+LC34fo4BmpgQ4r80ndC5ScQ/MA1dWvjQB50jSGoVEcvSSP7ePMIWJoPf2x6+LPWMtYGow3W+8uOxlsDJaQwAt9VJ64sn6fLIlEg6FbF35xF1TXafvmldRgTR140DhMRG22tjJ/zY64w9vFhDpvQilMSOE+4N655BCoslXP0BAM5WJ7Z3/yUEZ4cDT3bNpcrE7RBBaH+Eg+ZKX1CWmBVBUrZvgTaoHpsXkSmEzvTqukl076zC6Y5BVunhut/CHS8FhDTTHy6NgO3YG+D00M09Df/OZl+GS5Pre8OUMqm3LCq74WgvFemRoHCDj9I7x+ds4GgQ19EmGJDUZ+9tkNQqYu+arOiegXBVSHp0LpGXZZzVsfQHSS0pDd/OZgvWktFPzh0b/Uuh44eljyZJEoapcSQ9Oofom8Yr2QJHjZHmp4/R+KfDik5X5JWZZ4QxG0RPSJJE9E0TkDwZ3/Z3SgI2ycmyTyhXFa4VivRBjAm6lDBib52EPvvCyFSqw3XE3DyRxG/OxjA1DsOM+DOWXfMizKvJZnMp8iFnAo4mM01/O6qQPzRxISR+Yxah0wf+nIctSVVY2rZT7XRvqx719WVZpuO9Ug+xQTDA+10QSRLMuA0ePkDorGhAJFNM+1sE27Lm0OAX6qiCkxvFmFPvVZ4erH8NICEzgvAYPWFRIjgfknjggfbaB1BLoqfW6FpHg+056nmb5uOL6fy4EsvxFpxt1oD3KF4aAZu3rBmVIdSd6VWSnBytPFaeT53ts3s6/IJwSBgNvESHsETIvVZ52unJsGn6EfQ709BE64m7fyqG6fHE3DKR+K9MR3seNVmHLUhG8vhwGkcp8WEpbFV6IELyYgntzyduEEhqFeGLUkn+/jwiLs9Q7FO8wZo2OTTY63QWoYnSE3VNNiCynl1e2YUxwl7eqYhnhy9OPaeN8UGcW+hSw4m7dwpxd01GpT+zPXchebHKotkUSLaoHyyFrTT97ahyzwrJjSHx4dn9isj6Q5IkYtZPVCo/XVsrsZ7uGN0YClqUPr3wxSloE4do/wmNRX3LHwjNFYtri3sRzoZ6+OcV8MFjYB0goNr/tKJBZw9bKV6HVqU4KPijyVP2jE4KRe8pB3vLosPKsAFSWBwRC/SAjxjhNstKgNv64kka/vcA9Y/vpfmfx+j8sBxzQTPOVsuYgriL/+5UdxTq88Xj2fcqDYAOT9MlKgl1eigOjbvn8+CT+OisgrJtI792U5EwkwfRN6cWHw63xYmrU2R+vE26Zxv6zEji7p5M2Lzk864EpArR+DR5SjpGrMkjSqElgKcUOgY5AZVeQ9TV2SR/fx6h85JE2USjIvrmiec8G3mpIWxhio+Usqs2IALL3V4pD40kymJBBHEWIGn8NNlOd+DsCJyMkeyW6dxSSevzhYo0U8TlGaK/cJjagqoQDbF3TwaNCmRoe7VoUN26/iD8Qj1M+jAtkVcOn0kfftUszyM1Jvf1gCyM5f+2EE72ciGyGeGQJymTvRx7q8iWadPC+9yjZVmmyVMSTfDLviWNE/eV7lYr5mG+zvCb15D6i+UkPDiDqDU5hM5OFEQWv6nGbXZiO91B9/Ya2l4uouHJg9T9cg/NTxfQtX3kmcuLf8bxNvxLKph9t/K0t/SpiQ9BUquwGlw9ngdEilZj6HmeEV3bj7Dgp+/mH4BoE89+hu1CQPiSVOWDP1KKuSiFir6H6LXDK4UOBXWknthbJpHywwUkf28u+qyxW3IFMTJIKomYdRNEU7QM7W+VIA9kJzMMOFstig1O6KzEsyJdE0QQXnitqpAZOSNyALitTlqfLxSMfwR5Iu6eyURd3bdfbSjoUsKIuclD+DE6aH3l5Ijs/IRfqAh+olZnj0iIWpceofRSm7S3I2es8Jy0Dl67G16929dbnv+K0nbknvs1HPXCraG//jVjuw2LJyBLzPIFbN4MGwy/LAoisNXnRBGxPI3Y23NJ/s48Un+xhISvziB6bQ6hcxJFUsYv0pKtLmxlnZgPjfw9v7gDNrsJjr0pHk+4socWijeT5k0PW0JdyvNKyjIkSjBGAYo+AOMIdKAcVsh/WTzOXg5xPkPwHuXYc5RhO9+hiTcojbmmw03DZiv1KYXOGVkpdCioo/TnJevtUoE2KYzIVUIby9FgUjwJRwPjrjpFWiciWN4O4ixDmxaOxqMQYD7cOOZ+J0eTmaa/HsVaJNxpNPEGEh+ehWFaX+/Q4SJsXrLCrLeXd9G1pWJYxznbrHTv8Fn2hc4bxI5soGt7epndZjeW2f8UhvIh0WJj0SaRbdv3D9j7d/FcTDaO0MXgWcP1xxDtSTiI7PfxcMuiA0GlV6PPjiJ8aRqxt+WS9Ohc0n65hISvzyT6pvGEzksSWnyjcDW6uAO2ExvA5vnn+zX8+4vWajw1dW+GTba5lFWBOM6TGXM7RCQ/XBRtAounYX7u/T02ORpEhk3SqlDHBCf/gaD0iDndmPYNrXzdsxSqIWbd2VdWD+LMI+KyDOV72/VJJY4WyxBH9IXb6sR0UPQO6SdEnxUtxCCC8IckSYqvqrPZMqoSv+yWsVV10bm5gqa/HlWsDkMmx5L48Kyhe8aGgegbxyuJhe7ParAMw5y98/0yRdcw+obxo3LxCZ0ejypMtBEZ9zV4DOUPwvRbxQ72bvjwMWjzaKEt/Cq2al/1ajDCgSRBfIaPwaw3aIjxvMaRZNiGC0mrRp8ZSfiiVGJvmUTSt+aQ9I1ZIz7PxR2wHfZr+J+0Wnna6den5tVA82bYem8ncxHEe1STDz8vxFqGA6+zgSEWJq/tsUkpxyaFBr0nB4E+J0ppGjXuqR9QxNaLjvdK/UqhOWdE9DKIcw9JoxL+lRLglEVpdITSA6YDDcgepmmQPBLEuULorERlFjYPU5NNdrqxnmqn/Z0S6p/YT/NT+XR/Vq18niOvzCTu3ikBEytW6dTE3j1ZIYK1vX5qUAs/6+kOxUUhdHbiqNtHJI2KsPmir9Re2YW91gjhCbD+n3DPWxDt1xOni4BZd2P3EArU0fp+7/9ewkFMShi6Xv+fJD/iwdlwoBgNweniDdiaioSQHojeNU/DP/QqSfbKsIntfk3ukuTLsrWWQNWeoa/dWgoVO8XjmXcKgUAPZFlWMmxDsXUudUiSRPhSMZm6u+2Yjw1stms50apYF52JUmgQ5xf0WZGEebwH7eWdmA8On2knu2SfbVKC4ay6eQQRhD/UkTpCJorPnzm/RXGf6Q231Yk5v4nWl09S9/heWv59HNO+BkW2CECbEUHc/VOJvDIr4IkAbUIoMbdMBISoeOvLJ/tdQMsumY6NXvFhFVHXZo/pumGLfPp4Rn+7wglXCsHdZd8WrgJX/QJZH4G9WmTH+suuCcKB2J7Yz3ZvH5vN7KSzeeRZ+7OBizdg82/4n31vj01KBk2FQl12amUkg4dB2ssBgZl3gMoT8B0aBvnA/9pz7+uxyW10KJZGY3U4aKnppsFjPn6xInRWgqKFZvy8tt+Vj8sULIVeiohanY3ao5/U8UH5sFlslsIWRTQ7fGlqMMsdxDmFt0dMtjp7lBtdnTaMe+to/tcx6h7fS9srxVgKWhTmJ2oJ/aQYom+aQMqPF5D0jVkY8s6MYCtA6IwEwhaLRZKjxkjnB+V99jHtrVMqSBGrMsdc5dBEhxAyWTjJWPKbe3o860Lhyl/Adwph/pdxtduUCkt/hIOuFis2k5h7/UkGXniZonBmyqKBwMUZsDltvn6zXg3/4CMcaOIMvrSkBKp40U/WoyQKEBYPk68Xjws3+HrT+oPLAUc9ZIOMRZCQ22NzT8LB6DJssixz+KNKXvt/B3jrN4fY9dZp3GNUoz5fIWlUhHsyKY5aY7/eex0bS3EbPaXQG4Kl0EsFqhAN0TdNAMRk513ZDwWjR8pDMmgUX8cggjhXMEyOQ/KU54x76ujaVk3j345S/8R+OjaUYivpEB7PgKRXY5iZQOydeaT+bBEJD0wjfNGZ8TztD9FrctCmi94v4+46zAU+Ip7L5KBzi2CnquNCAkbkCfcEibLDrfSd9gdvdg2GIZib1Xd7XFo4Ko1YvI2VeHCmcHEGbEWbwCKYMr0b/sEXNPVuyPQGbI5Gc99Mjpe04LT6mKf9ofhDMHnour2ya+LcfpIeo8iwuVxutr1YxJ53fJPT0S1VfPh/x7BbnYMceeEibFGKwqjpLaRrOdGCxVsKnRxL6OxgKfRSgmGyUKYHYfNjOTFw2RyEKbndc+MOX5iMSnf2/XKDCMIfklZF6EzxGbaXd9H1UQUOPwKCKlJH2KIU4h+YRurPFhF3Zx6hMxMC1qM2orFqVMTdPRnJI9HR/lYJDo9rUL9+oQGAfkK0YhVo3Fc/YL+q3csAVUvoUvtaonkZoiqVRHw/lmlqjYoEj5RIMMN2NuEtWxpiIO/6Hpvcdheudg9DtFfApI4XqxTZ5sLdu7wybqWvyfHQcwOTD7xkA30UTLmpz2ZvulgK0aCKHJnuk83sYNNf8jm5SzAmw2P0xHia8isKWnj7yUN0tZ6ftfexQB2uU0QmLYWtSsOrKIV6vUI1YxLIDeLCRfTa8b4J5N1S3IMsXLq9Ab9KImxx6tkYXhBBDAlvc70XmsRQIlZlkPiNWaT8cAExN00gZFLMeeHEoYkJIfZ2UTmSbS7aXjqJrbLL5xc6KUbx/g0EJElSqiyuVuuAdoU2T5CrSwvv9//kzbDFpoWhGWCh5i2VNlcZcQ1BcjsXOPfvfqDRVgbl28XjmXeCtqdshrPZomgv9c5weTNs0E8fm0oFczy9cI3HoO5w32u3V0Lpp+LxjFtFjb0XFMJBcuiIgouuFgtv/e8haorEhzUxK4JbfjiPWx6bS+ZUUeNvrTXx5q8P0lB28fW1KUw+WaTiwcMKDZZCL3moI3RErxGG1e4uO52bK/rdz9lpw+Ihrhimx6MJgKByEEEEArr0COLum0L02hySvjuX5O/MJWp1NrqMiPOyx9KQF0vEZULX1NFgpvmZAp9f6PU5AV84h85NQtKJcMW0p6/Ek+xw46gbWDBXdssKQzRxENaqlynqcrpprTWOedyBxsUXsB150ffYz13AC0cPSY+ePWSqhJB+91Mw6x7hmAD9kw+OvIgSDfZTipVl2VeOHUE5tKGskzd/c5B2j2F8zqwEbvruHMKi9OgMGtZ8fTozLxdiopZuBxt+f4TifQ3DPv+FAF1KGPrxwkzadKAB06FGLPnBUmgQAqFzk3yfj7312Cr6LlpMe+rAU04JCuUGcb7BMDmO8KVpaBMuDDH1yKuy0Xkb9T2aa+FLUgOi/dYbqhCNco+3Frfh7FVJstcZlT6//vrXOprMOKyCrJHYT/+aF0mjdDw4W7i4AjaXE468JB6nL4DEyX128Zqu+zNEvZDCNEppxdk7wwYQmQITPXpux98SHmY9ru0JFlPnQPL0vsPrtCkMn+ESDk4famLDH45g8bBfZl2VyTUPTkPrl9JVqVUsu20iK+/KRaWScDndbH22kH3vlY1Yn+p8hjfLJttctL95ChCN4zE3TwyWQi9xSJJEzM0ThfchHtsqv5KG2+4S4puALitSsb0JIoggRgdJLRF352SFxa8K1xJ5ZeYZu164t4VBFr1s/rBX+hMO+mbQmgZwOOiNqEQD+lARA5yPxIOLK2Cr3AVGT2apn4Z/8JU6ezBEPZAkScl89Zth8z+v3Qgn3vY9f3qr8Dkb7NoNfQV7B4IsyxzaXMFHzxzH5XAjqSQuuzuXpesnDJgin7YijbXfmql84A5+UMFH/zyOw+7qd/8LDSG5sWjiPFlQTxwafcN41CPsBQzi4oQm3kDUVWLCcDZb6NrmM1c2H25EtojetvBlwd61IIIIBNSROuK/OI3QWQnE3TP5jBIhtMlh6MZ5qyyNuP3mNa9LhDpShya6H8FcT0Cn0kjEpg6cLJEkSelja6wYufPEmcbFFbCdfE/81kX4PEB7wSvZoRkgbetN5zoaTf2rHU+4CiJEA2SPsqjXVUEbBtPW939tP4aoZhDRXJfTzbYXiti7oUy8nBA11z88g6nLhy7jpOfFcssP5hHtCQhLDzfzzm8PY2y3DXns+Q5J5RPSBU8pdFbCORxREOcbwpelC58+hPm0o8GE7PYJ5aqj9RimjN5bMYgggugJXVo4sXfkoc+OOuPXUiQ+LE6lJQZ8Gbb+yqHgY4jGp0egHoK44S2LtjeYsFvOL+WFiytgq9wtfk+/BXR9AyLZ4VIYhgPV2b2BnGx19VCRVqDWwKy7xePag9B4Arrq4dRHnmuvB33/Hxpvhk0VrkUdpu13H6vJwca/5HNyt0j5RsSGsO77c8mcEtfv/v0hOimU9Y/NJS1XKGg3V3Xz5q8P9NChuVAROi8J/cRodJkRxKwLlkKD6AlJLRGzzmNb5RK2VdbiNkE2QvTYSKMwXQ4iiCDOPQxT4xR1BePeemRZxtlpU0Sz+yuHul1umqu9hIOhWyEUUV3ZZ2V1vuDiCthkT8/KQCXJQRiiXvg/34cp6sUcP+eEw8/D0RdB9qRn59w/4PC8GmwD9a91Nlt4+8lD1Bb7mKDrfzCXuH40Y4ZCSJiWtd+aydTlovxj6rTzzm8PU3q4acTnOp+g0qlJ+NJ0Er8+C3VEsBQaRF/o0iMI92Sj7dXdtL3m6XfUqQlbkDzYoUEEEcR5DEmtItzzHXbUGnvoKkL/Gbb2BjNOu4gNhhWw+e1zvhEPLq6ADUSzf8qsfjf5EwkGLIkOJ2CLyYacVeJx/qtwyGNFlTQN0ub0e4jslpW+uP6CxfrSnkzQ8bN9TNDRQq1WsfKuXJbdNhFJAqfDzeanj3Pwg4qzYm4bRBDnCpFXZqGOFf2OXjHPsHlJ50RsNIgggggcwhakgKeP27S7TjF8Ry2h6ye54V9ZGoxwoJw/Sk94rJh3zzfiwcUXsM25Txi29wOFSCAxIHVaFaFTbEL6WFT1uI5HMsTaAZ1VQ17b2WpRqM+95URKDjTy7h+OYPVois1Zncnqr/Rkgo4WkiQx8/IM1nxjJtoQcb5975Wx9dlCnI6Lg4wQRBC9odKpibl5gu8JSfiGBhFEEBc21JE6DNNEi5D5WAvWYuFqpE0JQ9L2nTO9DFGNTkVM8vAkR7x9bI3lwYDtzEEdAtNvHXBzD4boALYZPZiiA2XYAPLWQKhfX5kmBGbcNuDuPbJ7ng+NLMsc/KCCj/91ApfTjUolseqePBbfPDATdLTImhbH+sfmEukRBz61XwSJ5mEaZgcRxIWGkIkxwtYMCJ2ThCbOMMQRQQQRxIWA8CWexZdLVvpT9f30r4EvYEvIiEClHl7Ik+QhUJg6bOcVYe/iCtgmXA6G6AE3D8UQ9cJf2mPA0qFGL5wUvJh686DX7mH67rl+wac17HvPwwQ1aLj+mzOZcgYlB+JSw7nlB/NImSA+jA1lXWx74eQZu14QQZxrRN84nqTvzCVm3YShdw4iiCAuCOiyIvv0gvfXv+Zyummp8QRsw+hf8yJpnF8f23lE1ru4ArYpNw64SXa4FXXkoTTQFKaoxYnbI1jbL+Y9ABoDqDSw4CuDntNLOFBH65U+mlMHGgEIi9Kx/vtzyQig/9pAMETouPGR2WR7DLMrj7cGs2xBXLSQJAltYijSMFfWQQQRxPkPSZII80h8eNEfQ7StzoTb04o0nP41L+IzIpTupvOpj+3iuoulzBxwk6PZPCRD1At/yQ9Hk2ngHePGw0Pb4cHPIG3uoOf0Snp4VwWyLNPu8RUdNzNhUDG/QEOtVTHbIzAqy1Dup2cTRBBBBBFEEOc7QmcnInn6slXhWtQxAwvmwvAYol7oQjTKnHw+MUUvroBtEE0ufwLBcEuiMEQfG0BCbr82VP6QnW6cLT2ze6YOm+JtFpNy9r3jksdHEerRszl96MKW+ggiiCCCCOLSgkqnJvKqLADCFqb0q8np7V/ThqiJHqHHqVePrami67yxeLy4ArZBoAReEmgTBm8+VkXqkPQich+UKTpMOFssium0xpNha6/3nTdmmL6igYRKJTF+tnAJqD3VgcUYLIsGEUQQQQRx4SBiaRppjy8lyhO49YY3w5aYGTFiIp+XKWq3uugIQBwQCIw6YJMkSS9J0m8kSaqTJMkiSdI+SZKuGsV5tkiSJEuS9NfRjmU48Ep6aGJD+qX+9hrT8Jiiw712g6+s6j1vm99z5yJgAxg/JxEQGnHlR1vOyRiCCCKIIIIIYrQYSPHBaXfRVivm2ZH0r3mhOB5w/vSxjSXD9h/gO8BLwCOAC/hAkqRlwz2BJEnrgMVjGMOw4ZXVGKoc6oV3P+dgTNFhomd2T5zXK5CrDVETFn1uFPtTJkZjiBAWWRe6A0IQQQQRRBBBeNFSa8TtqWyNhCHqRVxqGBpPMHi+6LGNKmCTJGkBcAfwI1mWvy/L8tPA5UAl8L/DPEcI8DvgN6MZw0ggO/0ZosPLZnn3c5uduI2DMEWHAW+GzV//rb1ePBeTHHbO/DBVKomc2SLLVlPUjtU0ttcZRBBBBBFEEOcDvIbvMLoMm0qtUgK984V4MNoM2y2IjNrT3idkWbYC/wIWS5KUMYxzPOa5/m9HOYZhw99DVDMEQ9SLEREPhrp+Y19LKi9DNHaYystnChPmiD42t1sOskWDCCKIIIK4KOANsvRhGkUwfqTwlkVbaoznhTPQaAO22cApWZZ7h537Pb9nDXawJEmZwA+BH8iybBnlGIYNp580h3aEJVFx/OgDNrfdhavNKs7p6VWzGh1YPPpuMSnnpn/Ni1S/sujpQ8GALYgggggiiAsfTR6P0cSsyFFXsbzEA7dLpqXGGLCxjRajdUJOAer7ed773FBy/b8Djsiy/OpILyxJUiKQ0Ovp8QBGo5Gurr6pS2tVu/LYEuLE2msfk8nU4zeALMmgU4Hdjam6A3dXX1PZ4cBV5wv2nJESXV1dNJX7UrX6KKnfMZ9NpE+JomRfCzVFbTQ3tKEPDRpkX4zo73MeRBAXG4Kf8yAcNpfSdhSVrBv1HBsa78tpVRU1ERoXuPYlo3HkAeBoZ2YD0J/BltVve7+QJGkVsB5YOMprfx34eX8b9u/fT0NDQ5/nc4rDiUGHVe/i0OfbBzzx/v37e/ydq4sk3K6h7XQDp7aVjGqwcU06shHB3sGyfKwNbozVWkCkaIvKjnK68dxqvFjdaiAUt0tmy1t7CEt3ntPxBHFm0ftzHkQQFyOCn/NLF7Y2NbIsqmT17eV0jHL+lmVQacNwO1ScOFBGvb0wYGOsqqoa8TGjDdgsQF9ZYW8UIrb3gSRJGuDPwAuyLB8Y5bWfAt7o9dx44N0FCxYwefLkPgcYTxXhxkZ4ZgyrVs3ps91kMrF//34WLFhAWJivRGkxV+PIbyPSGcKqVfNGNVjrJ3XYS5tBLbHomhVIaomDG6vpoBGVRuKK61aiCrDR+0jhdsm8eSIfm9lJqDOZVasmntPxBHFmMNDnPIggLiYEP+dBFO5ooJkaAFZeu3BMSgyfVpRQW9SJxh7OqlWBE7U4eXLkPt6jDdjqgbR+nveae9UNcNwXgFzgIUmSsntti/A81yTL8oBNY7IsNwE9NCi89enw8HAiI3uyQWSnm652kQw0pEb22e6PsLCwHtultCg689uQLS7CVCGow0f+ptvaRRStTQglKkaYrpvaPP1rSaFER0eN+JxnAuNnJ1C4q576ki702lD0hmBZ9GJF7895EEFcjAh+zi9ddDVWA2CI1JGcETcmJYbUCbHUFnXS1WJDpzYQEqYNyBjDw0feZjVa0sFRYJIkSb2/DQv9tveHTEAL7ALK/X5ABHPlwNWjHFO/EC4D4vFwGaJeBIIp6vRKevixQb0uB+dKMLc/eEV03U6ZioKgiG4QQQQRRBAXJpoVwkHEmGWzksb5whx/qZBzgdEGbG8CauBB7xOSJOmBLwL7ZFmu9jyXKUlSnt9xrwI39/MD8IHn8b5Rjqlf+Ada/TFEZbdMZ6OF/rRx/QO80TBF3WYHri5h+eTVdbNbnXR7WKPnmiHqj7S8GIVsEPQWDSKIIIK4cPDOkRpm/OIjvvzcQQ5UtI1Z7P1Chs3soMMz7ydmjlwwtzeSsvwdDzrHfL6xYFR1L1mW90mS9AbwhIe1eRq4D8gGvuS36/PASkDyHFcEFPU+nycCLpdlecNoxjMYvJZUSP27HOx7r4xDmysJy9AL6V8/qKP0SDo1st01qgybwy/I82brOvzOE3OONdj8oVarGDcrgaLd9VQXtmG3ONEFy6JBBBFEEOc9XtxbRZfVydaTjWw92cjszGgeWjGeq6YkoT7HPdJnG97sGvS0lxotQsK1RCYY6Gq20FhxYWbYQJQw/wjciyASaIHrZVneEYBxBQzORlGSVMeEoNL19RAtyxflP0ujps+qRJIkJcs2qoCtwS9g85q++z0Xex5l2AAmeMqiLqebimPBsmgQQQQRxPkOWZY51dgzkDhS1cFXXzzElb/fzkv7KrGeB6KvZwtNfmXLhABk2MCnx9ZY0XVOs5ejDthkWbZ6bKlSZFkOkWV5gSzLH/Xa5zJZlocM72VZlmRZfni0YxkM3ixXf+VQh91Fh6fHzG1XYenqa82k9fMUHfG1PcGipFOhjhakWq82jCRB9DBFfM8W0v3KoqWHgyK6QQQRRBDnO5q6bXRbhRTT1y8bz8OrJhBlEI3x5S0mfvLOcZb++lP+/EkJ7Sb7uRzqWYE3YAuP0RMW1Z+YxcjhDdgsXXaM7f0pmp0djCXDdt5DdrpxtnhcBvohHLTWGHv0rrXV9g3KvKVMt8mByziyD7s3w6ZJCkPypKW9GbbIeANq7fn171drVIybEQ9A5YlW7NagHlsQQQQRxPkM/+za4vFxfG91Lrt/eDn/df0U0qKFJGqryc7vt5xiya8/5efvHqe6bWx2i+czmiqFSG6gsmvQs7R6Lo3gz6+IIcBwtlrALSKy/jJsLdU908htdX0/xKO1qJJlWSnH+l+7zWv6fp6VQ73wskVdDjeVx1vP8WiCCCKIIIIYDKcafYr5k5JEkBKm1/DAsnFs//5l/OmOWUxN9WSIHC6e21PJyie38fDLhzlWc26b6AMNi9FOd6tI0gSif82LhIxwJelyLo3gL+qArQdDtJ8MW3N1T2uI/gK2HtIeIwjY3EYHbrPIUGk95AKX001ns9AUjk05v8qhXmRMjkUXInr9SoNs0SCCuCRRW3ySquMF53oYFxRkWcbldJ71HqfTTSLxEBGiITGiZwlQo1Zx46w0Nn1zGS9+aSHLJ4oKiluGTQX1rP3r59z59F4+K266KJil/rIbiVmBy7BpdGri0kSSpTEYsJ0Z+AdsmoRhZNj6KYkKpqiqz/mGvHaDn+G8R9Kjs8mC7Mn4nU8abP5Qa1Vkz/SURY+34rBdOs2qQQQRBBTt2s6r//V93nj8x1QUHDnXw7lgkL/lQ/54903sefOVs3pdb4ZtUtLAmmOSJLFsYjwvfGkhH3xrOTfPTlPYo3vKWrn/2QPc9LdddFv79nFfSPAnHCRmBlY0OWmcELlvqurG7T43we1FHbB5S5jqGD0qfU+GqMvlpqVWfNBVavHBNbXbsZp6fmAllaSURZ0jCdj8s3ueDFu7XxB3vgZs4GOLOoNl0SCCuKRQU3SCzU/9Qfl7zxsvXxSZlzMNWZY5uPEtAA5ufBuHzTrEEYG7bomnh21S0vCU86ekRvKH22ex47FVfGnZOMI86gn5NZ18WnRhV1W8/WuR8SGEhAfGkcCLpGyRsXP6GcufbVzUAZs3aOqvf6293ozbKW5EGVOjled7Z938jx9JSdSbYZMMGlQRwtKqZ8B2fpZEATKmxKL1lkUPX9hf4ECjpridioKW4CQWxEWHtrpa3n3y/+Fy+shGdadOUn0iWBodCh0NdXQ2NQLgsFkpO3zwrFy3qdtGl4ccNiFxZCXAtGgDP7t+Crt+eDk6tQgF8qsv7J42b4YtMSvwlmQ9iAfnqCx60QZsssstbKkQLM3e8A/MJiyIVx737msDP6ao0YHLNLyUsTe7p00KVdLUbR5LqrBo/XktSqvRqsmeLv4nFcdacNiDZVGAupIO3v3jEd5/qoDj22vP9XCCCCJgMHd18s6vf4HVKO6LK+55AI1e9EPteevslvguRJQfPdzj76Jd28/KdUt6EA5G7k0JEB2qIy9FBHsFNR2BGNY5ganThqlDSG4kBLB/zYuY5DC0nkpdMGALMISH6MAMUa8aslqjInl8BCqdu8fz/vAP+IZTFpVlWZH00PqVPr0ZtvM5u+aFUha1u6k6ESyLym6Zz98oAU9i7fPXS6gr6TinYwoiiEDAYbex4cnH6WisB2DR+juZv3YdM6+6DoCawuPUnDx+Lod43qMi/1CPv8uPHsRmPvNlM39Jj4kjzLD5Y2Z6NADH6zpxutxjHdY5QU/CQeAzbCqVpBAZzhVT9KIN2PqzhfJHsyfDFpcWhkqtQhspPqSDlUR7n3cguDpsyJ6slPfaslumwxPEnW8OB/0hc2osGn2QLepF8f6GHsG82y2z+eljGNvPTq9KEEGcCchuN5v/9gfqTwnHwMnLV7Hk1rsAmL92HRqtaOfY+/Zr52yM5zucdjvVhccAiE5OAcDlcHD6wN4zfu2SJpFhiwjRkBQ5epHYGemiod7qcPeQCbmQ0FjpC6ICqcHmD29ZtLXWdE4qTxdtwOafCevtISq7ZVpqxIcyPkO8sboo8c/vaDT3eSPU0XokrZcpOvSqqaeciAjOutusOB0iKDxfNdj8odGpyZ4eB0DFsVacl3BZ1GFzsXdDGQChUTqW3ToRAEu3gw//cRyX48JckQYRxM5Xn+fU3s8BSJ8yjasf+pbSwhEWHcP0K1cDUFlwhLpTfWyggwBqiwpx2kQpbslt92CIEJN68e4z79LoJRxMTAwfkCE6HMzMiFYeX6hlUW+GLTopFP0ZajnyOh7IbpmWfqpxZxoXbcDmzYSpo/syRDtbLDisIgBJyBB1f22EmHRlWTgg+KMHU3QYGTZ/SQ+vw0JbfV/CgcvpoOp4PqaO9uG/sLMIb1nUYXNRVdh2jkdz7nBkS5XSG7HoxvHMvCKDqctTAZEa3/5qcZCEEMQFh4Ktmznw7psAxKSmc+N3f4pG25NZN/+G9ag1YvLb+/arZ32MFwLKPeVQSVIxbuZcJi1aBkDlsaOYu85cE78sy0qGzSuYO1qMTwgn1I8tejbRaXbQahyb3ZMsywpDNJD6a72RNO7cEg8u3oCt0df03xv+pS0lwxbp6ne7F97zDKck6s3uqSJ0qMPEDdDf9N0r6fHZ8//ijcd/wjMPP8CWZ/5Ke0PdkOc+m8icFofGo0F3qbJFje02jnxcCUB8Rjh5i5IBWH7bJJJzxJf35K56Tuw8v967IIIYDOVHD7H1X08BYIiMYt0Pf0FIeN+m9YjYeKatulocc+QgDaUlZ3WcFwIqjoqALWViLiHh4eQtWQGA2+Xi9P49Z+y6zd02Oi2CBDchcXSEAy/UKolpaaIsejYzbG0mOyue3MaSX386JrssY7sNS7f4X5yJ/jUvwqL1hEaJNoFz0cd2UQZsPRii/VpSiVWJJEFcuvigq0NlRcqivz4273nc3Q7c5sGZot4Mm9aPXOAlHOjDNBgitLicTk7u3AaIfoeCrZt59tGvsvEPv6ax7PTwX+wZhFanJmuaYIuWF7TgdFx6ZdF975XitIvs67JbJir2JGqtimsenE5opPjy7nztFPWlFzYlPohLA00VZWz8w6+R3W40Wh03P/ZfRCclD7j/ghtvQaUW98ZgL1tPdLU001pTBUD2rDnIskxa3hTCY2IBKDqDZVFvdg3GnmEDmOUpixY1dGM9S/f6Haea6bQ4sDndbCsefVKgyb9/7Qxm2CRJUsqiwQxbgOBstYLLwxDtJ8PmDciik8PQetLAkgSxqcIot19pj2ESD2SXjKO5r/6bV2gvNjkMSZKoLTqhsIji0jPFsbKbU3s/58UfPSpUxvMPn/NS24S5nrKo1UX1JVYWba7qpmhvAwDjZsaTlhvTY3tYtJ5rHpqOSi3hdsls/scxpXQaRBDnI7pbW3jnN7/EYbWAJHHtN79LysTcQY+JTEhkyoorACg9uJemirKzMdQLAhX5PjkPtzuTp7+1nV1vljJp8XIAqguPYWw/M/fNHgzRUUp6eFFd1EZWs5MZNjUTrCp2fV5DY3kXHY1mzF12XM4z06d7sNL3vxmLBpxXf02SICFj+AGb3enGMsL+bC/xoKvFiqXbPqJjx4rzVwxsDHAMRjiQZYUh6u1f8yImNZTGMiOtdUZcLjdqtS+e7eEp2mhGnx3V77WdbRbwCPJ6JT1kWVZKol7CQemh/YDoe7j9F7/G1N7GgY1vU7RrO26Xi6rjBVQdLyAhO4f5N6wnd9EyZZV7NpE1LQ6NVoXT4ab0cDPjZiac9TGcC8iyT8ZDpZJYsm5Cv/uljI9i+e2T2P5yMeYuO5ufPsZN35mDWnNRroWCuIBht5h55ze/xNgmZHpW3v1FJi1cOqxjF950Kye2b0V2u9n39mus/c6PzuRQLxh45TxCwiM5ttOBy+Em/9Nq0idliB1kmVN7P2fOtTcE/NoKQ1SvITkyZFTnkN0yu98+zdGt1QCsRlQMil4rpTfFRKNVoQvVoDdo0Idq0Bm06D1/GyK05C5KJqofC8jBcLDC1789llJssyfDFpPi00obCp0WB6v/sAOz3cnW76wkcZj/w6ReArpezdKzgYtyVnEOIulh6rArte7e1N/YNE/Z0yn3sZ5Qx4QoTNHBtNgcfr1qXsKBucuOzWMEH5MciizLlHkCttTcyRgiIonPzObab3yHL/35GeZcdyNavfjwNFeU8cGfn+Tfjz7IkY82nTXLEy+0ejVZ0wRbtDy/+ZJhRJbntyg6a9MvSye6n0ytF1OXpzJlqaDzN5R1sfO1U2djiGcNHU1mXv/VAV59fD+mzmAG8UKE2+Vi4x9/Q3NlOQAzr17D3OtvHvbx0ckpTF52GQCn9u2ipbryTAzzgoLb5aLqWD4AhsjxuOy+e2N1sRZtiMjInykRXYUhmjQ6hqjT4eLjf51QgrWh93dj7rTT3mCmoayLqhOtlBxo5PiOWg68X8Hr/3OAimMtw75+p8VBsV+W8HSzEaPNOcgR/UMQDrwOB8PPru063UJDl5Uuq5MdJcMft/81znYf20UZsCkM0Sg9Kn3PJKJ/f1p8Ru+AzSe30Vw1MFN0sJKos9Hf9N3rIepHOEgJo622RhGpHD93QY/jI+MTWXXfV/jKU8+y9LZ7MESKTF5nUyOf/vv/eOYbD7DnzVewdJ+9D8p4D1vUbnVRXXTxl0VdTje73xJ9hPowDfPWZA+6vyRJrLgjV2EQndhZx4mdF4cTQkNZJ2/97yGaq7pprTWy49WLKxg9U3DYrOx85Tn+/ehDvPk/P+Pwh+/R0VB/TsYiyzKf/PvvSnN8zpz5XH7/gyOe5BfefBuSJKaMfe+8HvBxXmioLylW2lqMnUkApOfFkJglTNjdTFT262xqCOi1ZVlW9NJGI5hrNTnY+Od8Tns0NmOSQ7nrFws5MiuUf0dY+SxdYs03ZnDlF6ew4o5JLLwhh1lXZTJlaQrj5yQorzMqwaB4dtqtLt5/qoDDH1UOq5XnSFU7/rvJMhyvHXlZtKvFoiRERkI4OFrdoTwubR6+9pw+VKss4Bsrzq60x0VZEvUGTZpBBHMB4tN7lkSjEkJQa1W4HG5PYJfSY7s2MRRHrbFHybU3vNuE4bz497b3kvQo+nyb8ndOr4DNC0N4BIvW38HctTdzYttWDm56m86mRizdXex+4yX2v/cmMy5fzdzrbyIyPnHA8QQCWdPjlP9L6aGms5oCPhc49lkNnc2CtDJ/zThCwoY2EfaSEF5/4gCWLjs7XjtFXFo4yTn9l84vBJQdaebjf5/okVUtO9JM2ZFmcmZfGqXx0aDCw8D0eku219dSWXCEbf95mtjUdHLmLiBn9jxSc6cokhlnEgc3vk3B1s0AJGaPZ80jj42qvSI2NZ3cJcsp2rWdot07WHzLncSmpgd6uBcM/N0NVJosVCqJFXdMIixKz6a/5VNblIvLKiopJ7ZvZ8mttwfs2s1GH0N0pP1rXa0WNv0lX0kkpEyI4rqvzSAkTMuU8bFsrWil1WgmZkIUUYbhGaiXHm5i638Kcdrd7HmnlJYaI5ffm4dGN/Dn7FBlXzmrgpoOFuXEjej1NI3S4eBoVYfyuLRpZGLBSdmRdDSaaaroRJblMWngjQQXXYZNNP2LyXYwS6qIuJA+E7FKLRGXKrJszf0xRb2eot32AZmiCkM0yd+SSnwxNDoVETEhSv9aTErqkDc8rU7PrNVreOCPT7PmkcdIzB4PgNNm4/CH7/Hso1/l+GdbBz3HWKEL0ZA5RbCeygtazlgD6vkAq9HBwQ8qACHAOG1l2rCPDY/Rc81XpqFSSbidHhLCBVpCzP+kmg+fPobL4UZSSSy+eTz6UBFcbH+1GJtl5KWLix2mjnbe//OTvPXEz5VgLT4ji4g4X3DbVlfDwY1v8/p//5i/f+VuNv7xNxTu+PSM6XUV7/mcHS89C0B4XDw3/+C/0IUYRn2+hTffJjq7ZfmSz7J5/UMldSKSKoypK9KISQ5DZ9Cw9luzyJw+CUklgo+Dm7YEtEHd30N04ggYos1V3bz1m0PKnDR+TiI3PDJLmQtnpvsWmCPJdo2fk8j6x+YSEStaeUoONPL2bw8P6gRzoEJUa/KSIxSXhtFowHkDNpVKIi59eKL0DpebgtoO5e/TI8iwgU+PzWpyUvnnf4/o2LHgosuwOdssQzBExRvj7V/raGxgzzuvYwsRq5T4zAiaKrtpqTYiu2VFxgH6MkV7Ew9kpxtnqydY9JP08IrmxiSHYTF2KTYwOXMWDDsyV6nV5C1ZQe7i5VQeO8qB996i6thRnA47H/39jzScPsWq+7+CWjO8FdFIMWFuIuX5LdjMTmqK2pW+ttFAlmXa681YTQ4cNhd2qxOHzYXD6sJhc3qec/V4zv9vq7mLmKRQrnpg3qC9ZaPB/vfLlfT6kvUTehBPhoPUidEsu20iO149hanTzkfPHOfGR2dfMCQEt1tm95unyf9U9LVo9Gqu+co0sqbFYYjQ8unzRZg77ex5p5TL7hqcXXipQHa7Ofbpx+x4+VlsJvFd1xkMLLvjC8y8+jokSUVLVQVlhw9QdvgAdSVFIMvYzCZO7dnJqT07QZJImZjL+DkLGDd7HglZ48a8aq8tPsmHf/udMp51P/wF4bGj/96CCEAnLVjCqX27OPn5Zyxef6dix3QpwdzZQWOZ0KRTabPRGTTMvz5b2a7Vqbn+6zN5qX42zeVbcVgbeONXH7PusasIjxm9hZQXJX69X8M1fa860crmp4/jsAlW5MwrM1i6bkKPOW6Gx1MUIL+mg6UThl9NiU+P4NYfzWPz08epK+mguaqb1584yHVfnd6n0uBwuZWS5NysGJq6bWwpbCTfr0w5XHj7yGLTwtBoh5c5Lm7oxupXOahqNeNwudEO836f6Ec8qNy4i8yv3Ikq9Mx7hF98AVtj36Z/L6wmB91tIuL3MkQ3P/UHaotOoI2MRr55vUIJdthcdDZbegQEQwVsjmYLeD4DPTNsnoAtJZTyIweRZbFT7/614UCSJLJnzCZ7xmyqjuez6U//i6Wrk/wtH9BUUcra7/yIiNjAlyyzp8ej1qhwOd2UHm4aVcAmyzLl+S0ceL9cCZyHfazbistxGre9CLeziu56NS///ErWPfaFgJUd2xtMHN8ues/ScmMUay5/1JcU095QR2xqOnFpGWhD+jKLpq1Mo6myi6I9DdSf7mTXGyWsuPP8D26cdhdbni2k7EgzAKGROq5/eKayuMlbnELxvkZqi9s5saOWSQuSSJ0QfQ5HfO7RUlXBlmf+Rt2pk8pzExcuYdX9D/b4HiZkjSMhaxwLb74Nc1cnFfmHKTu0n4qCwyLIk2XqTxVRf6qIz199nvC4eHJmzyMpZyIgI7tlZLcbWXZ7fsu43b7HvbfJbjcFWzfjcjiQVCrWfvtHJGRmB+Q1L1x3O6f27RKM0Q1vsPqr3wrIeb1oranGabeROG78WSs1jRSVBUeUx2pNNvOuy8YQruuxj1qrYs3D6/nPd0UFpL0un3d+F8uNj84mMn70WU6AUyNkiJ7cXce2F4uR3TJIQlNy5hUZffZLiNCTGhVCXaeVglHIbBgidNzw6Cw+f72E49trsXTZeef3h7nsrlwmL0lV9ius61ICpnnZMdS2W9hS2EhNu4VWo4248OEFtbJbVqpm/kHUUDjSKzB0umUqW83DFiCOTwtHcjuRVRraDZl0bdlK9I2BZwL3xkUXsPXw8exVEu1NOOhobKC26IQ4rquDlooyEjLGK/s0V3f3CNjUsSGgUYHT3S9T1J9w4A0WbRYn5k6RCo9JDlPYofqwMFJzp4z6dQJkTpvJvb/+E+/9/lc0nD5FfUkxL/7wUdY++kPSp0wb07l7Q2fQkDElloqCFsrym1npyh129mmkgZpKI6HVq9FqweUsw9Z9AktXCbLsX4ZzYWn/iNd+WcvaRx8hZ/bYV/m73y5VbmhLb5nQY7Jw2Kxse+4Zjn3yke8ASSIqIZG49EziMrKI9/yOTUtn5V25tNWZaKrs5tj2WhKyInrcsM43WLrtvP9UAY3lPnr89Q/PIDLON7FIksRld+fy6uP7cTncfPZiEbf/ZAFq7YWRPQwkHHYb+95+jQPvvYXbJTIWEXEJXPGlrzJ+7sJBjw2NjGLK8lVMWb4Kl9NJ3amTSvatrVZkNo2tLZ6+s81jHuuVX/4G2TPnjPk8XiRm5zB+3iJKD+6lcMcnLFp3O1GJSQE599GP3ufTZ/+BLLvJmDqDZXd8gdRJeQE5dyBReuig55GOqORxzLis/9aWuPQMEseNp6m8FJe9mM7mRbz95CFueHQ2sWPwlD7tKYlOGIIhKssyB96v4MAmwQ5Wa1Vc9cUpCpGsP8xIj6aus2HUMhtqtYqVd+YSlxbOzldP4XbKfPp8ES01Rpaun4BKrVLKoQDzsmKJC/PNnQW1nazKHV5fdkeTWckYJo7A8N2/f82L003G4TtGmLqIMNbQFZlNbdoKNr3fyvykeibMTTqj98OLL2BTGKI6VCE9X54/8zMhM4KCrW/32F6y73OuvH8GkkoS5q7V3Uyc57sRSSoJbYIBR72pX6aoIumhAq1Hj8afcBCdoGfPa6LvYdyseQFpOI6Ii+f2X/yGbc/+g4JPNmPu7OD1x3/MZfd+idnX3hDQFeqEOQlUFLRgMzmpLW4nc8rgWbaBAjV9qIaZV2SQPC4KbYhaBGchanR6DWod1BWd4OTnn1Gyfzd2S8//c2hUNBMXLObkrl3YzV04rcfZ8ORPuOy+R5mzesaoX1t1URsVBYLaPXlJSg/xxeaqCt7/0/8qiuZ+L5DOpkY6mxopO3xAeVqSVEQlJRGVlA4uDS5XNJ8+30JUwuWkTjz/CBsdTWY2/SVfIVqk5UZz7UPT0Yf2La9HJ4Yyf002ezeU0d5g5tDmChaszTnbQz6nqCg4wtZ//o3ORsH8kyQVc667gSW33T3i/jC1RkPGlOlkTJnOynseoKOxgbLDByg/coDqEwW4nKPrFZRUKnQGA4tuvp0ZV6we1TkGw+L1d1B6cC9ul4sD773JlV/+xpjOJ7vd7Hj5Pxzc6LsnV58o4JWffY/x8xay9PZ7A5YhHCtkt5vSw4JwoNJmsmRd7qCTdN6SFTSVlyK725BdLZg6E3jnd4e54Vuz+khLDev6ssypJp/p+0Bwudxsf6mYk7sFO1kfpmHN12aQMkRWfGZGNJtPNFDXaaWp20pixOg03qatSCM2JZQP/3Ecq9FBwac1tNWZWP2VaQrhIClST3qMgQi/ubqgevgB22gJB0eqxfVnZUQrpdmRMEXtlZWk137GyfB7kFUaOlVxbP3PSXa9dZqpy9OYtiKNsOixl75746IL2LyZr/4sqbxEAkOkjtBInWIN5UXp/j1c9cDXiEkOpa3O1L/jQVKoCNj6ybA5vOzUOIOi2dbuZwRvNVZgt4hJcTTl0IGg0Wq56sGHSRo/kU///XdcTifbnnuG+tOnuPrBb/ZbthsNsmcmoFIX4XbJlB5qGjBgGyxQm3VlBtNXZaA3aHrs31B6ikOfb6d4z05MHT3ZQzqDgYkLlpK3bCWZU2egUqtZtP5O3vx/j9NaU4LsamLbs7+ktfpLXPmla0ccpLrdMrveEDIeGr2ahTfkKOPK3/Ih25//J06HyJKmT57G8rvuo7u1lZbqSlprKmmtrqK9oQ7Z7fYc56ajob6HjIPDBK/89AWik1OZvGwls69diyH8zFmoDBcNZZ28/7cCrCZBopm0MInL7508aM/drKsyKTnYRGuNkUObKxk/N5G41LEprV8IMHd2sO25Z3roaiXlTOSqr3yDpJz+hZVHiuikZOZcu5Y5167FYbNi6e5CUqmQJBUqlQokCUklHkuShCSpxHaVpOx3NsqISTkTGDd7HuVHDnJ82xYW3nw7EXGjW4w47XY+fOoPopcPsSibMG8RJ7ZvxeV0UnpwH6WH9jN56UqW3Hr3Oe+ZKz96EqdN3NdiUiczfs7gjOncxcsV4kdSdgPNNQlYjQ42/OEI1z88k5TxI2vpaDHa6fCQ3gaypLJbnXz0zHGqTohMVmR8CNc/PFPxsR4M/sSDgupOrpwy+vkjdWIMt/5wHh/8/RittUZqitp549cHKVGLeXFeViySJBEdqiMrLpTKVvOQmT2vEH1NUTsndwsPZ7VG1UOWazB0mh2UNYvrr5yUQG2HheZu28gCtooKkhsPENNeTG3qMupSl2PXRWLpFqS1w5774oxV6SSNiwzYd/KiCthkl4yjxWv63vfNa/FzOGg4fYr2evFmN+oSSLI3Y+3uorLgCAkZEbTVmWip7u5D2VWYol123BYnKr/AQzGc9/tStNV7jOBVEo1lQmRRpVaTPWtuwF63FzOuWE1i1jje+/0TdLc2U7RrOy3Vldz43Z8E5Can95RFK4+1Una0hZV3uVH5lUVHGqi11dVw8vPtFO36rI9GlVqjYdzs+UxetpJxc+aj1fVcrYTHxHLvb57kw7/9H8W7N4Nso2DLU7TWlnHbT76GSjN82YKiPfW01orxzl2dSViUHqvRyMf/+DMl+3cDIouyaP0dLFp/OyqVOHfu4mXKOZwOB+31tbRWV9JSXSUCuZoqOhoalJ5FkOloqGXPmy9zcNM7zLr6OuauuYmw6J6WV2cLpYeb2PJsoSLbMe+6bBas7b/Z3W61YDV2o1JrUGs0LL81iw1/yMflVPPZi8Ws+96cHs3LFxNkt5tj27aw86VnsZrE50QbYmDZHfcya/Ua5fMQaGj1IYqA9vmIRevuoPzIQVxOJwfee4vLv/jQiM9h6e5iw5P/j7riQgBiUtNZ98NfEJ2UzMJ1t7HnzVc48dknyLKbk59/RvGenUy//GoWrbtjzASK0WLXm58qj5fdccWQk3FkQiKpkyZTd+oknQ0FLL31Zna9cRq7xcl7fzrCdV+bQcbk2GFf359w0F8Jz9RpY9Nf83sQ7K5/eKbiezwUpvkHbDUdXDllbOXuyHgD6x+byyfPFVJ6uJmuZgvXIfF+mIq5Wb5734z0aCpbzeTX9JXK6G6zUlPUTk1xG7VF7Zg6ezJuE7Mjht2ik+8XEM7KjGZfeasI2EYg7WGrqABA7+gmTzpJ9p6PaZt6NQ1z76Cpshu3W6bkQCMlBxpJzIpgxqr0gJRLL6qAzdll89lC9cqwOWwuOjwBVUJGBIU7PwZARuKjxCu5s/YNtLKTwh2fkj7tTor3gaXbganD3oPVo030BWOOJjN6TxrWbXPh8hAa/Nmp3gxbZEIIZYdF/1pa3lRCws5MRiJ5wiTu+fUfef9Pv6HqeAEtVRW8+ONHue6b3yNn9vwxn3/CnEQqj7Vi6e7mxI4C4tMN2G1WaouaKd5XQ3eLERknyE7UWhdJ2aHEpujpqDvOtmdtOGw2nHYb3a0tiuq6Akkic+p08pZexsSFS4b8H6k1Gq5/5GGSx09i+4t/B9lBbeFmnnmknHv+5+eERQ+dIrdbnex9V3gjhsfomXVlJjVFJ/jgz7+lu1U034fHxrHmm98ftC9Qo9WSkJndp2zjsNtoq61hx8t7qD1VhttRgexqwmG1cOC9tzjy4UamXX4V829Yf8b19PyR/0k1n78prLcklehNm7LU12Nn6e6itqiQmpPHqTl5gqaKUiWD2BsVhyT+eI8GjU6LSiMCOpVajVqjQa3RolKr0eh0pOZOYeL8xaROykNSXRh9b6011Wx55i/UFhUqz02Yv4jLv/jVQTNKsiyT/0k1hbvq0Rs0JGSEE58ZQUJGBLEpYRdF31/qpDyyZsymsuAIxz75iAU33aqYng8HHQ31vP3rX9Be7yH65E3lxu//VMk8R8YnsvqrjzBv7Tp2v/4Sp/Z+jtvlIn/Lh5z47BNmXXM9C268BUPE8EthY0V9aSfNlccB0IclMGHO8DKruUtWUHfqJF3NjSRmmLn8C3lse6EIp93Npr/ls/rL08iZNTxtw8FM39vqTWz6S75CrsuaFsfVX56KLmT4U31kiJachDDKmk2jktnoD1q9mtVfmcbBDyrYv7EcPRI3m3Qk1dqU4GxmehQb8+toMdqorO/G1eAN0tqVubs3DJE6MvJimHtt9rDHcsSvf21WejTjE8LZW9ZGabNp2Jpqdk/Apk1LI/qW9TQ9+Vvij3/AvJ99gc7IuRR8WkPp4SbcLuHCEKhy6UUVsLk8khrQlyHaWmtUVJVjUw0c2iTS7zWh6XRqoykNHUeeqYTSg/uYuuoe5bjm6u4eAZv/eZ2NvoDN3w7Lfx9vD1tYpJGGIqEqHchyaH8IjYxi/Y8fZ+crz3Fw49vYTCbe+c1/s+SWu1i07vZRTZYup4O64pM0lBzC3r0Lt7OBj/9v8GOcFqgqED+DISlnAnlLV5K3ZMWoVs3zrr+ahOxxvPObx3HZ2zC2FPPPb32DW378M9LyJg167OGPKrF0idXawhvGcXDjG+x+42Ufk3feQlZ/9ZFRTwpanZ6kceO5+fvZvPWkcAzAVUl0QiGNZUU4HXaOfvQ+BVs3M3n5KhbceCuxqcPXfhspZBkOvFtF0S7xWdTq1Vzz4DRiU6Bo9w5qTp6g9uTxEVoPybhdDuyW/rUJvagvKebQpneUkteE+YvImDYTjfbMSNGMFa211bz0428rdnDhcfFc/sWHmDh/8aDHWU0OPnnupNITCaL07IVKLRGTEiaCuAwRxMVnhI9oUj1fsGj9HVQWHMHpsHNw49tc9oUvD+u4+pJi3vnf/8bi0Z/LXbKCa772KBpd3yxQXFoGa7/9QxrLTvP5ay9QcfSQcr2CrZuZt/Zm5l53IzrDmZVVkGWZna8dQ3aKyszEhcO/j+cuXsZnzz2DLLsp3r2DVfc/iFavYcu/TgjNxqePc+UXJzNpfvKQ5/KavofrNaRE+TKwdSUdfPD3AkWWaMqyVFbeOalHFWS4mJkeTVmziYKajoAJw0qSxPw14/igqpXI/E50SFRsq2NLt5Pld0wiy6FipUVDplPN+/99sN9z6ELUpE6KIT1P/MSmhI14bEc9/Wvj4sOICdMpWUqjzUlTt42kYbBu7RXi/qjLziZy7Vqafvd7cLvp2LCBlJ//nOQvRWG6ZQIndtRyfGcdli57n3KpPm3kLgkX3h1iEDhbrYAIrnpn2LzUXwBr92msHmunk2FiQi8On0SeqQSnw05HfYFynpbqbsbN8K2kNbEhoJHAKfcgHjj8etW85Vin3UVXq7jZO22lyvaB3A0CCZVazcp7HiB5/CQ++vsfcdis7H7jJRpKT3Htw98dMnslyzKtNVVUFhyl8tgRagqPj87HVJLQ6vRodDo0ej0anR6tTo82JISMqTOYvGxlQNTSs6ZN5IE//IWXfvI45o4inLZ2Xv3FY6y6/2vMuab/puvuNqvioxebIpP/8V+oKTwGiOzdynu/xKzV1wfkZqXRqbn8C5N5/VcHQMomLms+l31BYt87r1ORfxi3y8WJz7ZSuP1TJi1aysKbbyMha9yYr+sPp91F65EQahoakd2daLUNJGaY2PKPFxWrtN6QVCqScyaSNnkqMSlpyG4XLqcTt9OJy+mkrb6L4n31ILuIjNeTOTUKt9OJ2+W3n8uJuaOD+tJTIMuYOzso+GQzBZ9sRmcwMG72fCbMX0TO7HlnfNIdLmS3my1P/1V85iWJOdesZent9ww5vqbKLjY/fZxuz/c+IjaE0CgdrTVGnJ7Ss9sl01pjpLXGCHt8lkVRiQYleBO/I4ZdxgokHDYXBduqcTnczLwio1/yiRfpeVPJmDKd6sJj5G/9kAU33kJoVPSg5z99YC/v//lJnHYhKj3/xltYfscXhlxIJuVMYP2PfklN4XF2vvo8dcWF2C1mdr/+Ekc2b2LhTbcx86prR/x6h4vTB5toOH0CECv/3BEEbGHRMWRMnUbV8QKK937Oyi98iQlzE9HoVGx++jguh5st/y6kvd5MWLQel8ONyyl+nA6372+HG/XJNm406YhxaXnvT0eVbS21RtyeCtPCG3KYe23WqO9dM9OjeOdILe1mB9VtFjLjAve93GU10RZh406bgRC7TMnBJkoOigXkAnp+1tQaFcnjo5QALTEzYlQBqBeyLCskg1kZ0QCMT/DNhaebjEMGbLIsKxk2XXY22sREwpYuxbRzJ10ffEjSj36ESqcjLErPgrU5zL0mm9OHmyj4tLpHubT+o4oRj/8iC9gsgB5VpK5Hbxn4+td0IWoq8ncBoNLpKQ0Vk2K1IR1VaCRucxcl+3YQGb+WrhZrj0APvExRL/HAF6QpJAS1hMYjhdDRZPZ+t+lqEiWV2NR0YpLPnrxD7uJlxGdk8u5v/4f2+lrKDh/gpR9/mxu++5M+5TtTRztVx45SeewolQVHMLb37xsamZCBqSsZlSYJJA26kBAmLUgjd3EGoZGhngBNj0avR63RnDUtpcj4KL7051/z6s//j+byj0B2su3Zv1BfUszqr36tTyZnzzul4mZnL6O1Yis2s7eROJ3rH3mMxOzAsh8TMiLIW5hM0d4Gyo42M/OKOaz/8X/TUFrCvnde5/SBPWIFvmcnxXt2kjN3AQtvum1MsgZul4vu1maaKmrZ8epeuprKcDtrQTZiB0pbe+6v0epInjiJ9MnTSM+bRsqk3CGZj5qQE5za34jFDNmzpjFhbv+lXVNHO6WH9nH6wF6qjh3F5XRit1go3r2D4t07UGs0ZE6fxYT5ixk/d8E56+0DOPbpx4rkz+zV17Pq/gcH3V+WZU7sqGXnGyXKpDluZjxX3DcZfagWt1umo9FMS3U3zdVG8buqW8mGAHQ2Wehssij+jiCs7BaszWH8nIQz/j2SZZnTh5rY/dZpjO0imDq+s45lt05g4rykAa+/aP2dVBcew2mzcfD9Day46/4Br3H4w/fY9twzIMtIkoorvvS1EQdZ6VOmcccvf0P50YN8/srzNFeWY+nq5LPnn+HQ+xuYteamAcv3o4XT4WLPO6W4HRUAqLU60kYonZS7ZCVVxwswtbdRe/IEGVNnkD09nrUPz+T9pwpw2FyKy8pgSAKSUIPDTU1RT4KWSiWx6gt55C0aW8/yDE8wA6LnK1ABW4fZLjxQ1SBdnUxaiYXa4g5luwzUq924EnR8445ppOREDWpvNVJUtppp9xA2ZmdGU32igNB2X4m5tNk4pFiws6kJ2UMe1GVnAxB1042Ydu7E3dmJcdtnRK6+WtlfrVWRuzCZ3IXJNJR3KuXS0eAiC9j69pB54WV8xqRolF4y9bgZOO1iEpclFfbMGWiKPqe68BgTl1xHVwv96oZpEkXA5l8G9QZv2sRQJLW4sbV7CAey20x7g+jXGj9vcI2mM4G49Ezu/tXv+fBvf6D04F46Gup5+aff5aqvPExoZJQSoPXpKfMgPC6e7BmzyZo+i8zps9Dowtjw+yOYOmxMvyytD5ngXEKn13DP/3ydjX/O4vS+50G2UPT5x7RUlbHuhz9V+o4ayjs5tb8Wp2UnLptPBHPqZVdyxRe/GjBmbW8svDGH04eacDrc7HqzhFt+MI/k8RO58Xs/oaW6kv0b3qBo1w5k2U3Zof2UHdpP5rQZLLz5djKmzugzacqyjKmjnc6mRrqaGoTMSHOjIjfS3do86OSlMxhIzZ1Cet5U0idPI2n8xBGXKJfdOpGqE21YTQ52vnaK9LyYfv1Xw6JjmHHFNcy44hpsZjPlRw9yev8eyo8exG6x4HI6KT9ykPIjB9kiSaTlTmbC/MVMmL+Y6KShS0WBgrG9rYed07I77h10f7vVyWcvFVNyQNhRSSqJJevGM/OKDOX9UqkkYlPCiE0JY5InMSPLMt1tVlqqjTRXC3eVlupuJVgCYWv30TPHSc6JZMn6iSNmFA4XbfUmdr52qk8AYOmys+VfhZzcVc/KO3P7dRbJmDqd1Nwp1BUXcvSj95m/dl2fFgLZ7Wb7i//i0PvvAoJQcf2jPyBnzuj6aiVJImf2fMbNnEvxnp3sev1FOhrq6W5tZufzzxA5PheuuGJU5+4PBZ/W0NVqweUJ2DKmTu9DhBoKExcu4ZN/PYXb5aJo9w4ypgoZorTcGG58dDYf/F+BotnpD5VKQq1VodaqkNQSdd1WnEBidAjJMQZUGhUarQqdQcO0FWmkTowe46uFKSmRaFQSTrdMQU0Ha2cGJslwuMr3+Zo3KZ6l18ZxdEsVli4HqZOi+cfJGl7LryNCdvGrSTGoAkxk8jd8z3a38PrjvwRZJifjJso0KcMiHtjLK5TH3oAt4oorUIWH4zYa6dywoUfA5o/kcVFKuXTjizZ4Y2TjPz9m2QDB2W6FmL7lUJfLTWudeCNUlOFyiAi7NWU6+LXqVMdNZhyfi3NZC4GJdLdZsRodhIT7JiBtUigWwNVpx211ogrRKBps/sGi15LK5SzD20B3Nsqh/UEfGsaN3/0x+za8wa7XX8Rps/HhX3/X777aEAMZU6eTNX02WTNmEZua3idQuO3HYycwnCmo1CpuePR6dr6aysGNf0d2NdBSdZrnvvdNbvjuD8mYOoPPXtiLvfs1ZJdY6egMBq78ysNMXrryjI4tPCaEWVdlcvCDCpoquzl9qImJ8wULKz4ji+u++T2W3Ho3+997kxOffYLb5aTqeAFVxwuEddG8RRjbWpSArKupUZEcGQ4kdQgZ06aSM3M26ZOnkZA1blRG4P4wROhYeusEPvnPScxdwrZq1T2DZwX1oaHkLVlB3pIVOB0Oqo/nU3JgD6UH92Hu7ABZpraokNqiQra/8C/Sp0xj7bd/RGjkmQlY/LHtP09jM4vv7pVf+tqgZdC2OhObnz6meDOGRetZ/eWpQ2pdgQg6IuMMRMYZejScW7rttFQbldW41eSgoayLt588xPjZCSy6eTzR/cgWjQZ2q5MD71dQ8Ek1bre4R4WEa1l883jUaoldb53G0u2gpqidVx7fx9zVWcy5JquHBZAkSSxefwdv/eq/cFgtHP7gXZbe7gtyHXYbH/7ldwrjOiw6hpt/8POASKFIKhV5S1cyceFSTmzfyp43X8HY1kpXaTEtleVETp855muYu+wc/LAC2d0Gsqi4jBuFELEhPILsmXMoO3yAU/t2c/kXv6pocSaNi+QLv1qCqd2GWqNSAjS1RtUjaNld2sJ/P7MPgP/cN4PLhqlXNlKEaNXkJkdwoq4rYMQDgIMVImBTSSLDpVarmHtNtrJ9utXMa/l1dNuclLeaepQrA4EjnoBRr1HRtH2jMi/PtZZQFp5CabNpsMMBocHmhTdgU4WEEHntNXS88SbGnTtxtraiiRu4HzssSs/0y/o6TQyFiypg8zJEexMO2utNSpmis1FkU8JiYjmoSgZ8EX+xPYJ56Zm01lTRUnUIWRZq98013WTk+dhPvS2qtPEG3B5jX01yX0sqFRUAhEREnlPVbkmlYtG620nOmcD7f35SkSiQJBXJEyaS5cmipUzMC4io77mEJEmsuHMuUYk/Ydtz/8Rly8dm7uaN//dTMqcvo/bEXkAE7kk5E7n+kcfOmr7T7KszObGzFku3gz3vlDJuVnyPCTA6OYWrH/wmi9ffKRqrP/kIp91GfUkx9SXFQ57fEBlFVGISUQlJhEYnULTHiNMZgSEyjrglbq5cfTmRkYFl1uUuTObUvgaqT7ZT+HkdkxYkkTZpeCVNjVbLuNnzGDd7Hu4vf526U0WcPrCX0wf2KOK0NYXH+eAvv2Xdj35xxmQ0AEoP7ePUXrFom7Ro2aCuBcX7GvjsJcH0A8iYHMNVD0zFEDG2vjNDhI6MKbFkTIllxuUZHN5cQf4nNcIW7kgz5fktTFuZxrw1fe2QhgtZFn00u946rWR1JEmInS64IUfJkGZNj2fvhlJOfF6H2ylU80/tb2TlnblkTPHdE7NmzCZ5wiQaTp/i8IcbmXv9zYSEhWPu6mTDk48r/slx6Zms++EviEwIbKCh1miYuPBymiqjyP/oCcDNvjdfJWcUAVvvJvv9m8pxWF1KORQga5TOEblLVlB2+ADW7i6qjuczzk/eSa1WDWlZddovAzQS0/fRYEZ6NCfqujhe24nLLaMOQLbLG7DlJUcSEdI3Cz/Tz8u0oKYj4AGbN8O2MNJM5aFDyvOJ7SVoQhf3+P8OBG//mqTVok3xZf6jbrqJjjfeBKeTrk2biL3vvoCOHS62gM2DvoQD8Sa4XZ201Z4CIG/pSp6t7kkVruqwkbd8FbteeY7uljp0EU1ImiRaqow9ArbeTFGv2Tz0lvQwI8tOHBZRasyZNfeMTjbDRfasudz7mz9TuHMbcWkZZEydQUj4xSl8OvOKcYTHPMIHT72OvXsLyC6qCnYq22dfcxMr770PtebsMRV1IRoWrM1h+8vFdLdZKdhWw5yrs/rsFxEXz6r7H2Thuts5/MG7HNm8CbvFjM5gICohicjEZBGYeX8SkohMTOrRc/bRP48jS02otbDktvGcbjp6Rl6TJEmsvCuPV/97H06Hm89eKub2n84fthmzFyqVWpRn86ay8p4HaKmq4PPXXqDs0H4qC46w581XWXrb3WfkNdgtZrb+6++AyEgP1LfmdLjY+XoJhTsFWxAJ5l+Xzbw14wJewtEbNCy+eQLTVqaz790yivc14HbLFGyroWhPPXOvzWbG5ekj+j+31hrZ8eop6ko6lOeSc6JYccekPsr7IWFaLrs7j7zFKXz2cjGtNUY6my289+ejTJyfxNJbJhAWpfdk2e7knd/8ErvFzJEPN5K3dAVv//oXisZixpTp3PC9nwRc0shudZL/STVHtlThsLpQ66fjsuVTV3SMPW9tZ9G6FcPq/3NbLFTedz9uo5HsV19BHRlJa52Rwp1CdkSnr8VpEbpqoyVKjZ+7EI1Wh9Nhp3j3jh4B23DgZYiG6dSkRp1Zjb5ZGVG8sh/Mdhenm4zkJo8tQLQ73YoG2rzs/hdzuckR6NQq7C43+dWd3Dx77IQ0L6wOF4X1gmw4tWl/j20qp51x5gpKVBMx2pyE6wcOjRRJj6xMJL/qhGHOHLSZmTiqqujY8G4wYBsu+gRsHsKB7PJlJ7IXLqfxRAkAyZF6Grps2JxuYqYvglefF02xFANJyvFeaGINoJbAJeNoNCO7fD1CXoao2+Wmo9GM21mN7BaZnJwhPAbPJiITElm07vZzPYyzgvFzEln32N1s/FMi5rZ3kd2dIBmYs+bLrLo38LY9w8GUpSkUfFot7J0+rGTykpQBsyWhkVEsu+MLLL7lLuxWCyFhg/sHelFR0MJpD/tq/OwEMqbGcHp0va7DQlSCgQVrc9j99mk6GsXr8rpGjAaSJJGQNY413/o+L/34O7TVVrP3rVdImTgpIJqCvfH5qy9gbBVSHCvu+WK/mmKdzWY2P31c6W0NCddy1QNThrRpGysiYkO48otTmHlFBrveKqG2uAO7VTTCH9tew6IbxzNpftKg4sU2i5MDG8sp+KxGeOYChggtS9ZNIHdh8qDHJudEcduP5lGwrYZ9G8tx2lyUHGik8ngri27MYeqKNneW4QAAh5hJREFUNMbNnqf4Zh76YAOHN29U2PiTl6/i6oe+FVAJF5fTzYmddRz8oBxLt09SJiJhGR01JwAne956kcaqCC67K6/f/jt/GLfvwFogNIiMO3cStWYNu98q9VTNHFiNohSWPXPOqAkg+tBQxs2ZR8m+3ZTs38OVX/5Gv1ImA+GU4iEaccZJKDP8sl35NR1jDtiO13Vic4q50l8w1x86jYrJqZHkV3eM2st0IJyo68Lhkomzt6KpFYSiyctXUX7kIFZjN3nGU5SET6Ss2djjtfeGP0PUH5IkEXXjDbT85a/YTp7EWlxMSG5uQF/Dha/e2AuqCB2qXjR0r2OB7DwJQHxmNl2hvpT8ZRN9N+Z6p57MqdMBcFqLkGV3D9N4AEktKV6hjiaz0r8m6dSoPYJ4XS1W3C4Zt0OIsqrUmoAaMAcxMqRNiuGWH11HVPoX0YZdT9Kkr7HyrqvO2XhUahVL1oseHrvFycH3K4Y8Rq3RYAgf3o3abnWy/RWxQNEZNCy/Y3A9ukBh5hXpSpbm8OZKxUFiLNCFGLjhOz9WVP8//Mvv6GxqHPN5/VFfUsyRjzYBQsB1+qq+TcNlR5t5/VcHlWAtOSeK238y/4wHa/5IyIzgxkdns+YbM4jxmIcb22xsfbaQN359kJri9j7HyLJM8d56Xvr5XvI/rUZ2y0gqiRmXp3P3LxeRtzhlWC4VKrWKWVdmctfPF5IzW/Tc2S1Odrx6ird+I/4v3kWgzWRSgrVF627n2m98J2DBmuyWObW/gZd/sZedr51SgrX4jHCu/+ZMbvmvJYRliHu47Kqn6tghXn18P/s3leN0uAY8r2nXLuWxvaKCqsJWqk4IGnXaJDNup7jOWF1q8pasENewCOLNSOAt2U0arkn5GDAxMZwQj8DzYMGTvaKCxid+jbV48HaNQxW+z+b87IEFlmd5nBZEgBU4tq+3HDqvQ/h5S5KKxbfcqTjWZFqqMbjMg5ZFZacTe7WQgtL3CtgAom68SXnc+c6GgIzbHxddwNabISpM3I3IrkacNvHlm7J8leIlBnDZRN8Nt6zZxOTllwPgchhxOytpbzTjsPX8onvLos5Gs48hmhSq3Pja6oVqsssuAraMqdPRh54fGlOXKuLTw7n9x8tZcdd13PDI4jHp+QQCWdPiSMsVK83j22sHVPMeDfa+W6awDZesG09YVOCNiPuDSq1i1T15SCoJt1tm24tFSjP7WBCXnsHVX/0WAFaTkY1/eAKnffhki8Hgcjr5+Om/gCyj1mi46sGHe2iCuVyC0fvh/x3DbhEyHDOvzOCm784mPObsW0dJkkT29Hju+Ol8Lrs7F4NHq625qpt3/3CE9/+WT1uduCe11HTzzm8Ps/U/JxWB6JQJUdz24/ksv23SoBprAyEiNoRrH5rOmq/PICJWvP6mym7eeOIA9eWxxKWL8r6kUnH1Q99i6e33BiQbJMsylSdaef2JA2z5dyFdLUIVIDI+hKu+NIXbfjSfrKlxSJJE4sLp6EI9epjWz3E6nBzYVM6r/72f6sK+ckWyLPcI2GxlFex6U/gLa/VqQsNFL6VKrSZz6tiIDONmz0PraVso2r1ziL19aDHaaDOJ93BiUt+AzdjWirmzI2CSJhq1immpIngqGIR40PjEr2l77jnqf/qzQc93oEL831OjQkiNHrhXz5vdsjndFDeMXFx2IBypaifG3s5Ek3hf85auICY5lbxllwGgQmaiqXRQT1FHbS04xT2gd4YNQJeeRuh8kf3v3LQJ2enss89YcNGVRHuXQzubLThsLlx2j7WMJJG3bCU7D7Z6/2RORiQhahmrS6Ksxcg9q5fwyb/+jtNuw2UrRK0dR2utkeScqB7XEUxRG27PTVzTy5JKdjUrrKKcOeeGHRpET3jtp84HSJLE0vUTeP2JA7jdMns2lHLtQ9PHfN6Gsk6OfVYDiMnZ33LqbCAhM4KZV2RwdEsVjeVdHN9ew4xVI2dE9Uaex97nyIcbaSw7zbbnnuaqrzw85vMe3Pg2LVUVACy8+Xbi0nxjNbZb+fifJ6gvFROWLkTN5fdNZvzss2cjNhBUahVTl6cxcX4SR7dUcWRLFU67m4pjrVQebyU9L4aaonbF4SU0UseS9ROYtGBgTbWRIHtGPGl5MRx8v4KjW6pwu2WObatDb7iSzOnFLLzpOjKnzRjzdUDI8Ox9p5TaUx3Kc4YILfPXjGPKslTUmp6LL7VOz8xr1nLg7VeRXa2EhpdjMY339d/NS2TprROVhYy9ogJHXZ1yfGmDgTaTCHrnXptF/uaXAUjNnTzmhbdWH8KEeQs5+flnlB3aj91qGVLrEKCksX/CgdVkZPNTf6T04F5ABJWh0TGER8cQFhNHeEwMYTGxhEXHEh4TS1iM+G2IjByyp3pGejQHK9s5Wd+FzelC38ujWXY6MR84IMZx/DjO9nY0MX3LnbIsc6hSZNjmDpJdA5iZ4e9l2sm0tMAww49WdzC38zASgCSx8GaRDU6bNJnIhCS6mhvJNZ6itGlgpqi3HAr9B2wgyAfmAwdwtbRg2rWL8JWBUx646AK23gzR5upuZNmFyy7StZnTZhIRG09pcxUAadEGQrRqEkOgygSlTSZ0hlAmzF9E0a7tuB2lyLKd5qrungGb33Vku8i++Zu+t9eblXIonHk7qiAuTCRk+onpHmmm7nQHqcOQhBgILqebbS8WgQwqjaRku842FqwdR9mRJrparOzdUMa4mQlKNmYgyLKMpdtBZ7OFzmazEJJtttDZJNTfF96Qw8p7HqChtIT6U0UUbN1M6qTJTF05er2t9vpa9rz1CiAYjAtuukUZy+mDTex49RRWk6/ktvor0wImqREoeEksU5ensX9jGSd31yPLUH1STJDe8ueCNePQBVgvUatTs/jm8UxamMT2l4upP92JzRJFU80CNj/TTnTSAWJSQolJCiMmOZTo5FCiE0KH7aXa3mBi77tllB1p9l0zRM3sqzKZeUXGoHZe0y5fTeG2jzG1t+Gy7WHJuis48H41DpuLkoNNVB5vZeGN45m2Mg3Trt3KcU61nlMhouwZHqsne5qOz54VxIPsmWMrh3qRu2QFJz//DKfdRumh/cOSEypp8mWbvB6iTRVlbPz9Ez2cStwuF8bWFk8/ZsmA55NUKsKiogmLiSMsJobUSZOZd/1NPQhY3uDJ4ZI5Wd+tuAN4YT1ZhNvsqQzIMuZ9+4nsx1mmotVMqyc7OG+A/jUvcuLDCddrMNqcFNR0cNfCsS+wm7ttdDU1kmsU/49JC5cSly4WZpJKxeRll7HvnddItjVRXF0N9P8+Dydgi1i9mobHH0e2WunYsCEYsA2G3iXRlupu3M5KkIUy8ZTlqwCUtGeOhzacaJCpMokMG8Dk5ZdRtGs74MRlL6G5uieLT9PPTbu36bvLIeyo4jOyiEpMCsCrC+JixMIbcyg51ITL4WbXm6e55bG5ow6yjnxcpZTD5l2bTYzfIuJsQqtTc9ldebz356M4bC52vFLMdV+fATKYOu0iIGu2eIIyz+NmCw7rAD1Gld1UHmtlzjVZXPeNx3j5Z9/G0tXJ1mf+RmJ2zqhsvGRZZsszf1N0Ga/6ysOoNVpMnTa2v1xMeb7PC3TKslSW3zYxoKrrgUZYtJ5V905mxuUZ7H67lKoTraTlRrP89knEpZ7Znqe41HBu/u4civY0sPut01hNDhw2F81V3X3dYiSIjDcQkxJGTJII4mKSRUDnlRMxtts4sMkXfIJYgExfkc7ca7OGJZ2i0etZvP4Otv7zKbqam5BdJ7jrF1fx+esllB5pxm51sfO1UxTtqWdyVaEyGVZmXoVdKwKixTeNp+bkYeWcgepDzp45m5CwcKwmI8W7dwwvYPNk2LwM0cIdn7Llmb8pFl/j5y0kc9osTB1tmNrbMLZ7fne0K/2E/pDdboye/QDKDu2nrriQ67/9Q0UUuLfMRu+AzXyoZw+ead/efgM2bzkUBmaIeqFSSUxLi2RvWVvANOCOVncwr+MwKo/10MKbb+ux3RuwAYRVHcXhugFtPy0zNk/ApgoPRz2Azpo6PIyIq66ia+NGjJ98iquzE3VUYLKEF1/A1ochasRlE2QDjV7PxIVLcLtlylvEpDY+QUxoiQbxRjZ22TDanGTPmENoVDTmzg7c9kJaqhf1OK8mzscUVa7tYYjKskxrbROySzRGnyux3CAuDITHhDDrygwOfVhJU0VXDzHdkaCj0axY28SmhjFndV+pkLOJjCmx5C5KpnhvAxXHWnn5F/swtlkVT80hIUFETAjhsXoayrpwu2UOflBB6eFQFt3yNT579n9xOuy89/tfcc8Tf0QfOrLg9MT2T6g+IViBM6+6jtTcyRTtqefzN0oUy6iQcC0r7pjExHkXzoIrLi2ctd+cid3qPKuG8pIkMXlJCuNmxFNysJG2ehPtDWY6GkyY/BT8ZRklQK/odQ5DhJboxFCaqrpxeT8nktD5W3D9uCF1ynpj2qqrObjxHToa69n3zmtMW3Ul1zw0nYpjLex87ZRiP9gsryJ9gpoMWyHV6SJjG5+gYuK8JN79nQjYQqOiSQyQv69ao2XiwiUc+/Rjyo8cwmo0Dimt5JX0mJhg4JN//Z38LR8Aonl+6R33suCG9QP6sTodDswd7RjbWzG1e353tGNsa8PU0UZrTTXdrc2UHT7AO7/+JTd9/6foDKFkxYUSZdDSaXGQX90Ji3ue1+KnZQZg3rO33+t7CQfheg15yUNrQM5Mj2ZvWRunGrux2F0YxrhQOlJYRp5RVNmyZi/oYzsYl56BNikDR2M1E7pLqGo1MT6xLyvWnyE6WFtB1E030rVxI7LdTteHm4m5IzCKDBdVwKYK0/RgiMqyTFNFC26HaDKcMG8RuhAD1W1mhV7szbAl+d0HvLTevCUrOPzhe7id1TRX1+NyupVeCUktoYk3CB02QBWqQRXhWx3aTL5U9EDimw6Xm1ON3eQlRwZElDCICxdzVmdR+HndgGK6Q0H2NPi7nG6QYNU9eX36es4Flt4ygcrjrViNjn5JFZJKIjIuhKhEA1EJoUQlGMRPonAA8JbOmqu6+fSFk7RUG2lvMLPnHUjNW03tyQ/paKhn81N/4Ibv/mTYvVnmzg62v/AvQIhoz772djb9tUBhBQJMnJfI8tsnjVkI91zhbAZr/ggJ1zL9sp76WXaLk/ZGEby1NZjpaDDT3mCis8nSg5Ri6XZg6fZlVbKnx7HopvHEpY0uQ6jWaFhy+z188OcnMXd2cPj9d1m0/g6yp8eTlhvDoQ8qOPJxJW63ipr0y6hhJYguJ2ZntuN2O6k6ni/GMnPOkAb1I0HukhUc+/Rj3C4npw/sYdqqwVnrp5uMhDmNLCzcRH6bYCoaIiJZ88hjZE2fNeixGq2WyITEAQWL7RYzG/73caoLj1F9ooA3/+dnrPvhLwkJD2dGehQ7S1r6MEVlWcZ80BOwqVTgdotewIYGtMk9reQOVooM2+zM6B5zXWtNFVue+Stup4u13/mRYh3oJR643DKF9Z3MzRq8720otO75iETEnL/sljv63Sdz/nJKN71MtLOTY0eOMX71kj772CuEtMtA5VAvwhYtQpOUhLOxkc4NG4IBW3/QxPXskTF12DC1FwKizDJlhWB/lrX4mgrHx3sybCG+m0ZZs4kZ6dFMWXE5hz98DwCn5SRt9atIyPBF3dqkUCVg0ySFKpNFe4NJ6V/Th0WSMqF/SYU/bj3F37aVcuXkRJ75wryzZpIexPmH3mK6x7bVMvvq4fdunNxdrwihTl+R1qPf8lzCEK7j6i9PZf975YSEaURQlugLysJjQ1APg62bkBnBrT+cx9Gt1ezfVI7L4aalPg+toQSH5TSnD+zl4Ma3mX/D+mGNa9tzz2A1ejIWi27lrSePK+XY0EgdK+/KJX1aHI++doROi4P/un7qmHWoLmXoDBqSsiNJyu6ZXXG53HS3WGlvENm49kYzzbVGtAYNi68fN6Z+Ti/yFi/nwLtv0lxZzoGNbzPz6uswRESi1alZdNN44os/Zt8RiY7oSXiDtYSmw0R1yNQVn8RhFe00Y5Xz6I2MqdOVKk7R7h2DBmytRhuGljJuatqCzi3YsckTJrH22z8iMj5hwOOGC50hlJt/9As2/v4Jyo8cpL6kmNf/+0fc8pPHlYDtdLOxh6isvawMV7vInEXdcAOdGzYAYNqzl+ibb1LO3WayK5ZP8/wCr6Jd2/n4H3/BYROvZ9Mff8NtP38CtUbDjHTf/Su/emwBW1drK7G1wuHInjyR5AHm4wVXXE7JpldQIVO5fyf0CtjcFgvOetErOFTAJqnVRN1wA63PPIPl6FFs5eXox409O3vul+ABhCauZ7q8udqI28MODQmPUlYhZX60XW+GLT7E+1X1bU8cN56opDQAXLZCmqt69gH4l1+95VCAluoO3A5BasieOW/AVdnHJ0TJdOvJJt4+XDvs1xnExYkpS1OISRafqYMfVmA1OoY4QsDUaWP32yKLHB6jZ9FN48/YGEeDjLxY1j82lzXfmMmy2yYy/bJ0MqfGEZUQOqxgzQuVWsWc1Vnc8bMFpOVGI0kSKt3VSCpxc9/58nNUFx4b8jzlRw56+lMhLGYyRXvDlGAtb1Eyd/58ITmzEvjoRAMfHGtg1+lWbvjr57ywpwJZlgc7dRAjhFqtIjoplHEzE5izOospN2bzP7Y2ftTcQLEzMLItkkrFsju/AIhM0v533+w5hoPbmH30T8zs2kJYlI4QZycTyjZgL6+gPN/TvyZJQ2axRgqVSs2kRUIDrOp4vvDQ7QeyLLPtjde4sWEToZ5gbeZV13H7L34TkGDNC61Oz43f+4kypubKcl79xQ+ZEun2jAOO+fWUKdk1IPa+L6DylHTNe/f0OK+XHQqif83ldPDpf/7B+39+UgnWAOpOnWTnK88BkB5jIC5MZLbHKqD7yeuvoZHF9ztt1Q0D7peamkxjuCAi2E4dwtVLksNeVaU8HipgA4jyC1o73313BCMeGBdXwBbbM2CrOVmJ2ynkDXKXrFBMrr0abGE6NUmRorlSp4YUD8W71JOBkySJaZeJrJzsbqXq+Kme1/MjGWiTfY9FCl282ZMW9ex988LqcPXI9D3+fiEtRtsIXm0QFxtUahVL1vnEdA98UD6s43a+5uu5WnFnbsCZgOcbohNDufHR2ay6N4+Q8HC0YWsBNbLsZsOTT9Dd1jrgsQ6rla3/fEr8IelwusXkFB6jZ803ZnDF/VOUxvd3j/oWUTanm5+9e4KvPH9Q0cIKIvB47UA13VYndpebb7x8mOO1gWk6HzdrHml5UwE4unkT3R5HC2d7O9bjx5GASXMTuP83y7hK9wkGayv2igoqjoqgJHn8REIjA5+19oroym43p/bu6rPdZjbx3u9+ReXm11Eh45TULLjv61z55a8H1DXCC7VGy5pHvs/Uy64EoL2uhuoXfkukQ7wP/sGT+aAgHKiiotDn5hK6QPRqm/bs7bGw8ZZD1SqJCWEuXv/ljzny4UYAQsLCueG7PyYxWywyD216h5L9u5EkScmyjYV4YO7qpPzzrQBUh6SycNG8wffPEBp7aruZymNHemyzl1coj4cTsOlzcgiZIWRtOt97LyD6eBdXwNarJFp+xPcFmH75lcpjf4aofxlyXJwIukr9lI6nrFilPK4+4aN+A+izokCjAgn0OdHK803loucBSU32zNn9jvVUYzcuv96NDrODxzcVDvr6grj4kTXdT0z3s6HFdMvzmyk97LGfmpPIuBnxZ3yM5wMkSWLK0lTu/PlCJi6YiiZULKzs5i6ef+y/aG/oy4oD+PQ//6GrRfy/NCHLkFQRTFmWyh3/tZDs6b7/XbvJzmfFQkpiUU4sKR7fxq0nm7jmjzv4vKSl78mDGBPcbpm3Dtcof5vtLr74nwPUdljGfG5Jklh+p/B2dDrsipSLee9evDTUsKVLAdCPE2Sdrvo6mivFoilQch69kTopj4g4kSUr2r2jx7aWqgpe+vG3OX1AZKw6NZFszLyFpddce0bG4oVKpWb1Q99i9rVrATC1NnFbw7vE2Nt6COh6GaKhc0RvX5gnOeFsasJe7ltsegkHSwztvP3z71J3SpAAE8eN555f/5GJC5aw9ts/VEhDm5/6Ix0N9UofW3mLiU7L8KoNvXFo0zvInkzt8fgFTBjCISJ6ylwckljwFu7Y1mObvbJSeazLHh6hK+qmGwFw1tVj3n9g2OMeCBdXwObHIJJlmbYasTrShyX1YIV4M2w5CT1ZZdmekmpFq0lphI2MTyQ8Thzb3VyAy+FLk6ojdSQ9OoekR+Yo5VHZ7cbYKtgoEfETBhREPFnvm1Cmpoq+jneP1rGt+AyaPQZx3sMrpouEIqY7EOwWJ9tfEVlffaiG5bdPPFvDPG8QFqXnmgens/aRu9CHi9WstbuSF374e458XIXbY23jdstsf+Vzjm97HwBJnUJ06kJueGQWq+7JQ98rK/n+sXqcnnvAI1dM4sNHlnPtNNFI3dRt495/7+OJD09idwbOOudSx77yNqrbRHDm1epq7rbxxWf3j3rC9kda3hRy5ggV+uPbttBWV4vR424gGQwY5ojFtTd70hLiy2CdKVtB6f+3d97hcVRXH37vNvVebEsusiz33o0L2BTTe++EJHyUAEkIgTQCKRAIEEogCQm9914N2LiAe+9FtuUuyep1pd37/XFnRqv1SlqttJIs3/d59Gg1M3dmdnV35swpv2OzMXjqDAD2bd5gef42LfqOV39/B8UHlJhvSUoOb2ZcRErf/tg6oEBN2GzMuvYGS1w2qr6SCw98yK6t6t5Wt28f9ftVPlf0BGXMRk9pKK6r/EEZmTV1HtbuKWFsySpGb3jTCvuOPHE2l//p7ySkq+9UYs9enHrT7YAKW3/8j78x0idqtS4EL1t1RTmrvlTf9/0RPUkfPLzF4r4BGSnkRmcBsH35YtzVDQ/MZoWoPTUVewsVvSYJZ5yBMDyhZo5fW+hWBpvNpypq78YteOpUaCRjyBTLk1ZZW8/BMhU3H5DW+EPPMkKqNXVe9pc2PNVljVZPXtJbyaZFSxuNcaZGNRLMzduwGelVHrpeA8c0ea6bDqiE50injWeumUCckcj5+/fXU1nbvu0sNO1HtdsT9pt0Wt84Bk9WFzJTTDcQiz/YQWWJ2X4qp8PaT3VFssek8aNHf0dUvOrqUFe9nAVvfMY7D64gd1UB7z60lBUfPwdIwMbwmVdz+T2T6TM0cDKzGQ7tlRDJ5P7JJEa7ePrKcfztgpFEOe1ICf/5LpcL//V9o5zY9qK0qo43l+Xx1vI91LdjP8WuzNsrVOWj0y545poJXD9NJWlvPVTBTa+saJfv3fTLrgEhkF4vi9582RLMjZ40EZvRhN1MDi+IU/eDiJiYJgvH2gMzLAqwccFcvn3hP3z2xN+pr60FIZh2yVV83usMau0R5ASQmggXQgimX3Y1M664DoAobw3TtrzNxlVrqPKR84ieoMKMEQMHYk9VXuqqxUreY/WOg5x04HOmFy9GSC92p5PZN97G7P+77Yim9wMnTWX8mecBkL9rB9UL3rXWrQkhj23V5x9ZBSPLE8cxpm/z+m+gZL62xqr/tcftZvuyBpmSBkmP4OWS7ImJxM5SUbqyr77CW9l0F4Vg6FYGmy+rvppjvR5q9AoDLP01ONLDZoZEgUa9RocdfwKg8t/Wz/u22eNu9lHMbq67wUbDwza4RxyZiVHcdfoQAPaVVPPIV1ubHKfpGEzJlY/X7OfhL7fw05eWc/xDcxn2xy+Y8sA3zTYIbg8mn5NtSVosemf7EcnuB3NLWTdfGRUZAxMZOq1XWM/naCAmIYYr/vInnJHqe1xX+RWHdubx+X/WsX/zd0iP8l4Pn3k2p95wfJOyF3uLq1hmhHHOGZ1heTSEEFw2qS8f3zrd8oqv21fKWU8u5K3le9pckFDv8TJ3cz63vLaSifd/zV3vruPX76zlwn993649FbsiFbX1fL5O9es8eWgPkmNc/O7MoZw6XOnffb/jMHe/t7bNn3Fav/6WSO3WxQs5XKIe6mONcCgoD5sECuPUPOo3cqyV/xwO0vsPILGn+v4ufOOlhvyu2DguvPteBp12AYVGt41BAXqIhptJ515Ev7OvBiBCuvnykfvY8Z0KF4qoKCKHDVOvhSBmsvKyVS5dRsGuXL5/9PfkVKnwaExKOpf/6e+MnDW7yWPNuOI6MgYNBWDrd3OY4lVjW1t4UFtVZSk8HHKlsTuqL2ODMNhy0mPJi+pNtU2lQGxc0BAW9dVgaw0J550HgKyqomzOnOY3boFuabB5PR52r1GGk83Rh77DG+QRfBu7Zqf6edh8qkx9t+uVk4bdpZIiD2xdibum6ZyK3evUk4ewp5E5OHD/RCmlFRId2ktd+K+Y1JeJhgL089/vZPWekubfpKZd8Hole4qq+HrjIZ6au53bXl/FaY/NZ9g9XzD7H/O59fVV/HPuduZsPEReURVSqjL1O95eE1bPR1xyJGNOUvPHFNM18W0/ZXcYzda1JAwAiT16csatdxh/uamr/Bivp5D6anU9SOyZwck/vrbZfXy4uqGn5LljMo9Yn5Mey3s3T+WnM5Qnpsrt4dfvrOVnr68KKXS35WA593+2ieP+9i0/emEZn6490MibtGZvKWc9uYB/fruNum7qbft07X6q61Ql38UTlIab3SZ47NKxlrr+eyv38fg3TbdaCpapF19pGWBbeiq1+hgfg82ekkJZSiJ1Rt/MrDHhCYeaCCEYYnY6MAzSHtk5XPXAY2SNGW8J5kJDS6qO5pQLLmBO6ol4EXjr3Hy3ZxuH4qOJGj3aCvkBxByn8tj2CA+v/f4OZKnKAz0Y359rH3qcHtk5zR7H7nBw1s/vIipO3RfH7/2GZL/cuWBY/eUn1BrerGWJ40GII7o0BCIjIQqXy8nWWHWeeevWUFFchKekxJIwiWilwRY7Yzr2ZOXJL/2gbdWi3dJg2712Fe5qNcmjEkY2ChXt8PGc9U9t7GFLi3UR42pcSQrgcNpJ6KnyG7weN9uWNC4+MCk/XEh5oXLrOyIGEJcSOH9tb3E15TUq7GkabDab4IELRuGy25AS7n53bbe9OHcmNXUeXlm8m7vfXcv5Ty9i5L1fMuOhufzkpeX8/cstfLRmP5sPllPn08HCJiA7NYbTR/Rk5mCVILxmTwn/mZ/b1GHahXGn9iPKEGP+4f0dlvL7yi93N7SfOiOLxB5Htkk7lsmZMJlJ510MgPQUUl/5OmbV9uz/u/WIUIwvUkorHDqoRyxDewW+QUY47PzuzGG8dP0kUmPV9eXTtQc44/EFjdrwNEVxpZsXv9/F2U8u5NTH5vPM/FwKylV4O9Jp47wxGbx4/SRuPGEANqF6OT781VbOe2pRo/zX7sLby1WxQXpcBMcPbJCqiHLZ+d+1E+ibrOb4Y19v450VewPuI1gSe/Zi5EmnAVAYH01Jnwxc2Q05zkIIijIahF/Dlb/my9Dps7DZlcd35Imzuey+h6x2htt8vPktJc2Hi4RoJzVZY/ki/RSksOEVsDKrJwf7ZjTaLmLCRDZkprKmXw/q6+qQwOLEidSdeB1RscEZm3EpqZxx250gBDZPHafnf0lhcTn55TUtD0ZVgq/49AMAauLS2RmdRWZiFGlxLaeM2GyC7NRYtsSofGApvWz5fr5fwUFWUOdhIpxO4s86E4CqJUuo27+/hRHNnF/II7swDW5MO70GNa7uMfNNMhOjjmh3IYSwdNnMnqImvYeOAaEMsE0LGlePWPte2ZDflthzeJPJob4X3GEZDUKSOemx3DJLWfabD5bzTJgNgmMNj1dy7XNL+f0H63lj2R5W5ZVQ6W7cu7JnfCQnDErjhuOzeeTi0Xxy63Q2/uk0vv3VTP511Xj+fdV4q53ZY19vDevN0xXlYNJZyotTfriGtXP3UnywkuWf7wJU+6nWiOseS0y75Cr6DFdFCF6P8nqNPHE2fYaNbHbcpgPlbDV6Np47JrNFz+Xxg9L44uczOHGIUpDfV1LNpf/5gX/M2XqEB7bO42XOxkPc+PIKJt3/NX/8aAPrfGQrJmUl89CFo1j2u5N57LKxnDAojbtPH8J7N09joHGj3rC/jLOfXMhjX2/tNgUPOwsrWW5odZ0/LhOHnzZfamwEL/xoIolGF5u7313Lou1tq9KddPb52AyZhS29juwJmW+Ey+PqvMQlh7/yOjkjk8v/9BCX3HP/Efld2wwPW7TLTmZi61pztSejeieyI2YA+6KGY/N6kUKwcMsa1n79BaAcFu8/+yS7U5UchxPBRz3OZFnSBMb3b91nmDVqLMddqDoSJNeVMKtwHmvySoIau2bOZ1QbvVNXJE0AIRjbNzHoY+ekx3IoogcVLvU+Ni2cF1TT9+ZINMKiSEnpRx+1erxJtzPY3NVVVhm0zZlDD7+J0lSFqIl5M96R3zg5ML1fInbXYADy1q+lIoDW047lS9QLEUOP7KbFS82CA4AhfurpN80cYOUpPP7NtrAkNB+rPDV3O0t2Ku9HfKSDSVnJXDWlL38+bwRv/d9xrLlnNot/exIvXj+J354xlAvH92ZEZgKRPi2iIp12HrlkDHaboM4jueOtNWG9cQ6bntFITPebFzfhrZeq/dTVXaP9VFfEZrdz5m13EpukQhHRCYkcf+X1LY7z1V47d0xGM1s2kBobwbPXTuC+c4bjctjwSvXdvfSZxewpqmLj/jL+9PFGptz/DT99aTlfbDhoeXB7J0Vx+0kDmX/nLN668TgumdiHOJ/qRIAxfRL55Lbp3DJrAHaboN4reezrbZzzz4XtplPWmbxjFBsAXDy+d8BtstNi+e81E3DZbdR7JTe+vKJNeX32nXn0L1Cf3eHaKnasaHjYri4vo8it0l7SikvxVjUvrdNe9MwZZD1k+GI2fc9Jj+2QCtGmMHXRUvOLmJR7AIfxQDLnv//km+f+zct3386BrZsBSKiqYeq2/RyIUN+hiS00fA/ElAsvI3O40kUbXLmdtV9/3uKYOnctyz95H4C4npmssqm0kmDCoSYD0mJBCDZEKy/bodzt5G9cr1YKgbNv6x+SI4YOJWKQKmYoff+DkHMxu93VfuuS76l3K90Ve8TQRq2kvF5pec78K0RNTA/bwbKaRtWaqX1isbtUcqWUXjYZSukmdTU15BmNpO3ObJIzmnb/bjygLhR9kqOOuDi7HDYeuGAUQoC73stv3lvXqNeeJjSW7yrisa9VMUdOeixLfnsyb914HH85byRXT+nHpP7JJEQ7W9iLYkyfRG46QRnkGw+U8c9v255X0xT+YrqHdqonx1Eze9Ozf9doP9VViUlM4qLf/4VRJ53G+Xf9scXm2l6v5KM1KlwxMSuJ3knBh5qFEFw7NYuPfjbNeuBasbuYWQ/P44wnFvDcop0cNgR3o112LhrfmzdumML8O2fxi1MG0Tel+WNFOOzceeoQPrh5mvWQt/lgOec+tYhHvtpCbb2n2fFdFY9X8u4KZSSP6ZPYbBXkxKxkHrlE3cDLa+v50fNLOVQWXJjMn8pFi8guKMFhfG4LX38Rr1e93r1uNeYVN7W8ulE4rDPYlm+0UOvACtFAmEbPiMO5JFfWMMMeQ2SMmuurv/yE6jJ1XxsyaBhTtu8npqqKIcW7iYt0MCiEc7fZ7Jzz819T7VTH8P7wAQd3NL7WekpKOPzCC1aYcf23X1FZory1MZNmI4UycYIpODAZkK6cNltiG2SStm9XhqgzM9OqJm4NQgir+MC9ezc1a9a0eh/QDQ02K1wporE5skjr2zBRDpTVUFNnNn0P7GHzXe5bUZraJw5h74GwqX/8pvmNq0V3rVuFp06FXmzObJJ6Bt4/NHjYhvaMD7h+fL8krpmiSoeX7CzireV7Am6nCY7Sqjpuf2M1XqkM4icvH3tEOLy13HbSQOvG+dS8HW1un9Ic/UamkDagYa5ExLuYfG52MyM0Jim9+3LKDT+j54CWNeqW7CziQKkyAAIVGwTDkJ7xfPSz6VxznPr+mlpuQsDUASk8eslolv/+ZB6+eDRTslNa7TEZ2TuBj342ndtOGojDJvB4JU9+u51znlwU1jkYLhZuL7Rklsxig+Y4e3QGd52mKur3l9Zw/QvLQpJBqly0CKfHy2Cbyms6vDePzQvVQ/guox2V3eMlqbK6UTisoymqdFNYoQz9gZ1QIerL8IwEYj21DChRBnbmhElccu/fiE5IBMDhdHHqTT/n1J/fhd3wII0p2Ma4vkkhewaj4xOomHo5XgQ26eHjfzxATUVD1Gn/3b8h/28PcuD3v6e+ro6lHykpkMQevdgZpzxaTruwqrqDwcwTLHUmEtErC4Bd5cVIQguHmiScfRYYxS4lIWqydSuDrbKkuMHL5RpMZIyLOJ/uB77hxSY9bD6Vo76VohFRDhLSo7G7VMlxQd4uSwUbINdyqduxOftaYSx/ymvqyCtSLvZhzUyiO08bYqmr//WzTeSH+CR5rCOl5O731lpq6b8/c6hV6NEWXA4bj14yBqdd3TTveGsNNXXh8XKUVdfzTn0lHiQSyfu2KlZ0g1BYV8MMhzpsgjNHhi6TEum086dzR/DstRM4aUg6d5wyiAW/nsVrP53CBeN6E+1qW+swl8PGL08ZxIc/m2bN5S2Hyjn/6e956IvNYZuH4eBt42E0wmHj7NHBhaBvPCGbKyarsNSG/WX87LWVrarYri8qomaj6iozavIMYoyw+aK3XqW+rs4y2FIqqrFLOtVg29aoQrRzDbYol52TvPnYDf9j9PgJpPXN4sr7H2X65ddy5QP/YMTMk3GkpGDPUQ9Iowu2hxQO9WXI6FF8n6yqT8sK8vn86UeRXi91Bw9S8Z0ysquWLWfDt19RYQgPTzrvYlbtU5/dsF7xjdJaWiIrJQYzdbW23xi1fwHF0ZFtMtgcaWnETFfVyGWffY6ntvWtKLuVwZa7cplVFm13DSO1d+PWU74tp5rysPVPbfhn+VaUAqT1icVmGGzQUNwgvV51bMDm7IfN5iQxPbDB5pt30ZzhEBvh4C/njQCgvKaeez/e0OS2mqZ5Y9kePl/foO909ZTgRQ9bYlhGPLedqC5M2/Ir+Mec9tfPq3LX86MXlrK0tIKX42p5JbaWDdRx7XNL+XTtgXY/XlPU1HkorWq72nxXpbbew2fr1Oc5c3AaSTGtD3v4c9LQHjx73URuPWlgq8KrwTI8I4GPfjaNX5w8yHpweHreDs56ciGr8opb3kEnU1pVx1cbDwFw2oiexEcGl5IghOBP5wxnllGxPXdLAfd8tCHovKDKH36w7hMJx8+wktvLCg7x7fP/prJY5bn2MLQ3a33aLHU0vhWinR0SBTiusiHaEzlmDKC6AU0+72JS+zRcW4sHG7lnxXmMT2vcMrK1jOqTyKr40eyIVgVYuSuWsuzj9yj98CPr/+ipq2Ppe28AEJeaRs7UE6z8ztbkr4F64OpjfF93xg9E2JSZtD8ptk0GGzQUH3jKylj6/DOtHt+9DDbDyyXsyQh7Oql9G09ws9l6tMtOz/jAkyjKZScjQVXi+Cf8p/aJw2ZPQDhUuGTzwnl4vR4O7thmtdywObOJT4uyRE/92ehbIdqCp+ekoT04c5R60v9s3UG+2nCw2e01jdl2qJz7DEO3Z3wkf79oVLvrld00cwCjjWTcZxbksmJ3y5IOweKu93LTKytZaVRHTRrTk19fMQqnXeD2ePnZ6yt5flF4byZSSt5Ymse4P8/h+L/P7ZaSEgBzNxdQZkjthBoO7Qycdhu3nzyQj2+dzohMdT3Znl/Bhf/6nvs/29SlvW0frd1vFexcPD6wZmVTOOw2/nnFOCvU9dqSPP79XXBV9WZ3AxEdTfSYMYyYNZvEHuo6u+6bL63tMtPUMveuzsthMz1sUc7OrRA1yT6gcsh2xvdid33TBvb6nupB1iG9DMrf3qZjDusVj8Nu4+vUWXhjlTd04RsvseOj961t9ifFUmbkrk065yK2FVZTa8ytMa2oEDUxw6Jby6B3X5V+ciAxFnuf1s1Tf2JPPBFbXBw70hPZsm1Tq8d3K4Ot+KBKPLQ7hyGEaFRwAI0rRJu7cZvet1x/D5thAJph0YriIvLWr2XHiiXWNnZnNsm9mstfUze8uAgHvZNa/gLee/ZwEqLUF+MPH66nrObo9nJIKXl9aR7nP72IV5eE70JYU+fh1tdXUVPnRQj4x6Vj2sVr4o/DbuORS0bjcij9vDveWkOVu+2txTxeyR1vr+G7rUp4csbAVB69dDQXjOvNc9dNJMal2iPd9/FGHvh8U1gKU0qq3Nz0ykrufm8dVW4PpdV13PPh+jarzXdFzHBojMvOyUN7dPLZtJ4hPeN5/+Zp3HnqYFx2Van6zPxc7ngrtOTmjuAdIxyakRDJcQOOlNZoiZgIB89dN5EMI3XkwS82W0UjTSGlpNLoHxozaRLC5cLucDD10qsabZfYsxfJRqW/e9euTpvzpoetsytEAbxuN7G5qpfo+pT+rGlG3H2OIwOPkfBfv2xpk9sFQ6TTzuCecbjtEWwYeh52pxPp9bIsQlLrUAHaHekq7BqTlMyIWac0Ep4f26f1IVlTLWJXYRX9U9T1oM5h50B12zqO2CIi2D9lHFsDSMkENb5NR++i2F0qKTW1T+OYv+kx8+9w4M8AHy023xuhaQDanYMskcNN87+1SsJVUUJsswUHG82Cg17xQXl70uIi+N0ZykA8VFbLQ19sbnFMV6W0uo5bXlvJb95bx6q8En73/nru/yw8xsYDn21isxF+vmVmTkg3hGDJSY/jV7NVguuuw1U89MWWNu1PSskfP1rPx8bNZ2zfRP591XgiDOX1GQPTePP/jrMEW//zXS53vN2+8iLf7yjktMcW8IXh1XUYN4tlu4obdQLoDpRW1/HNJtVJ4tQRPdtckNJZOO02bpmVwye3TWdkpvL6frruACu7YHh066Fy1hjq9ReO791iU+6m6BEfyfM/mmT1Yv7VW2tYkdd0fqd7xw7qD6kwrG93gyHHzSCtX3/r76zR463wl7eszFK572hMTcDOLjgAqFm/HlGnCiA2pPRvssilps7DikI3W5KUN6py8eKA27WG0UZYc2lZNDOvvQGAWqeD1f16UDhmBJWR6mF84tkX4HC5WG1EJZKinfRroQI7EKYN4PZ4iamow27kSG7buLZN72Pdt1+xMl8JPztDqOwO2WATQkQIIR4UQuwXQlQLIZYIIU4JYtwFQog3hRC5QogqIcQWIcQjQojEUM/Fl7jUAQh7PHanjSQfBfgqdz37jQqwpvLXTEzruqbOywGfZP/oeBfRCS6ELZLYFGVEbVm8kMK8XYDyrgEk9Qo8QTxeyZaDZkuq4PMRLp7Qm6mGwfHK4jyWB6Gk3tVYmVfMGY8v4LN1jcO6z8zP5fY3V7erLMGcjYd48QflvRvXN5HbT265QrCt/Hh6NhP6qSe5F77fxfc7Qhf2fHTOVl5ZnAeoROPnr5tITETjRPURmQm8f/NUq1vH+6v28eMXl1ERQsWcL+56L3/7fDNX/m+JVb03e1gPvr1jpmUg/vWzTZQf5Z5eX75YfwC3cUE+7ygKhzbFoB5x/Ofq8bgMAdqHv2zbA0Q4eNun8v2iJrTXgmVwzzj+ffV4HDaVKnD7Oxs51ET3QNO7Bo0NNmGzMf3ya6y/B0yY3KjJt7sT8tiKK90UVqjE9M5qSeVL1bLl1uv1KdmWwe3Pmj0l1Hkkq1PVdbd282bqi9p2zzLTTqrcHiJyxpNZrv7Bh2OjWCHUZ+Sq8zB0lOpKscrwsI3pkxhSGoxvR4ma3N30KFXRth0rl1JbFVoD982LvuOrZ54EwOmVjNxb0Op9tMXD9gLwS+BV4HbAA3wmhJjewrhngKHAK8BtwBfAz4AfhBBtDtJHxAwHILV3LDYfxWzf8GZ2ExWigdb757GZYVGbU3nxTCkPtUy50JvysO0srLRkRVpTqSiE4P7zRxJhiKTe9e7akA0cr1eyYncxf/t8M9e/sIz/LcgNa56L1yv517wdXPzvH6xKzZOGpPPxz6ZbhvPHa/Zz3XPL2iXce6C0mjvfUWGguAgHj182Fqc9/I5ku03w8MWjiTKqke58e21IxtOzC3fy5Lcq56N3UhQvXT+ZxOjAodw+ydG8e9NUK6l2wbZCLnvmh6BbuPiTW6Byn/793Q6kVC2S7j9/JP+5ejx9U6L57RlqzheU1/JEO/R07Cp8sEp5DFNjI6wHo6OdjMQorjIKbL7fcbjNnQHakzqPl/dXqRD0pP7J9Etp/gE6GKblpPK3C5XobFlNPf/bbA8o91FhGGyOjF64+mc1Wpc9diJn3nYnp954O1mjxhLRv8Hj1hmVoo0LDjrfw1a1QhlsFck9OByVwMYDZQG9+mbXitVpDX1Dq5YsOWK71jCqd6L1Ou/jzxm+6wCxNcrb5zU6VvQvKKF+42aKK92WJNeYEMKh0FhFQu7JI7NERWs8dXVsXbKoqWFNsn35Ej5/6lGQEmdEJKMHTSCmtvX3u5DuZEKIScBlwG+klHdKKZ8BTgR2Aw+1MPwiKeUoKeU9Usr/SSlvB34KDAGuDOV8TGwOJ9XVWYAqEPAl10dTbUALHjZfD9wReWzGfqurMoj06Y3mik5E2FXVUlOSHk21pAqGrNQYfn6yCrvtKKjk6bk7gh5bU+fh642HuOudtUy6/2vrpvzt5nz+8ukmTnx4Hm8v34OnnUOTBeW1XPv8Uh78YjMer8RpF9xz1jD+d+0ERvZO4N0bpzLe8Er9kHuYS/79AwdLQ5cv8XglP39jNSVGNeP9F4ykT3LH9dnMSo3hN4ZRs6+kmr9+urFV499dsZc/f6LGpMa6ePnHk+mZ0HyFVXKMi9d+OtlqjbR+XxkX/uv7RhqCLSGl5M1leZz5xEKrVdLwjHg+uXUGV0zuaz2hnj820/IiPr9oVyPJgaOVg6U1LN6pupacMzrjiLZIRzM3zxpAtBHe/fuXW7pM7uG8LQWWtlhTnQ1C4aLxvbntJOXVya8R3PfZtkbv2et2U7VUVfPHTpsW0PMyZNoJjJilAkXOzExwKM92RxhsUkqkIfoODYK50PkeNunxUL1yFQD1I5Rh7K73NmpMb2JGgKpyhiIilFe+8oe2hUUHpscSaRTyOed8hsMrmXC4CmeEuj466z30O1xK9Zo1rPYJ1YZScACQFOMiOcaFzeshsuAAKeXVRDpULvnmhfNata/da1fzyT8ewOvx4HC6OO/X97Bm+EkhnVeoV6eLUB41qy5VSlkDPAscJ4RospRCSjkvwGKz3GNogHVB02vgMDx16guW1kT+GhzZ9N2fnvGR1oVuxxGVomq/Ajt9hk+2lscmD0EIQWxSBK7IwDpLpsFmE6F9AX8yo7/lmXt63vaAXxaTwxW1vL18Dze8tJyxf5rDT15azpvL91gXSoAUIwl/f2kNd76zltMfn8+cjYfa5cK+YFsBpz++gAXb1JN9Vko07900jeun97culEkxLl79yWRmD1NJnZsPlnPB04uafV/N8bRP66lLJ/QJWtepPblqcj/LS/P60j3M25If1Lg5Gw/x63dVfkRchIMXr5/U4jw1iXY5eObq8VxiCI/uKarmwn993yjxtilKqtzc/OpK7np3HdWGp/WG47N57+apRzSaFkJw37nDsQklCHvvx8FLKXRVPlqzz1QG4LyxHT9fwklqbATXT1NeotV7Svh6U3BzMdyYraiiXXbOaIPeXSB+ftJApmarh4ovNhXy8uKGwqbqlSuRNeqB0Dcc2hTC6cTVW32ngpX2CDXy4amoJPe009k++1Srs4LZkqorVIjWbtmC1xCsTZk6xVruf40xIzgAowekEz1ehSjbmsfmsNsYkZFAalUJPbatAyDz9DM4+5e/IWPQUMaJSBxeSfXq1Vb+GsAYH89ca8lJi6VHVTE2rwcbMKC/ehjI27CO8sPBeaz3bd7IBw//GU99PTa7nbN/+Rv6jhjFZ/nw+qDWG22hKjiOBbZKKf1r/M1ykDFAa+T5exq/W/wUhBDpQJrf4gEAsWmDqVWpP0Qn2ygrazi9zftL1IHiI6ivqcJXh7aysrLRb4B+yVFsOljB1gOljfYTmdTwVBaTNgrEN0oLxq7CoXFpEY2292XdHmVMZCVH4a6uxN1EnkVz3HNaNle+sJo6j+TOt1bx4jWjsRkG0O6iauZuPczcrYdZs68Mf4eZyy6Y0j+JmQOTmTkwhcRoJx+sOci/F+SRX+Fm66EKfvrScsb2juf2WVmM69P61kd1Hi9Pz9/Ncz/stdq7nDk8jd+flkNMhAj42Tx4zkCSIm28ufIA+0truPBf3/P4RcOY0Df446/aU2q1nspKjuIXM/s0+X8IN/ecls2F/1WN5X/99hre++k44qOaLoFfvruEW95Yj8criXDYeOLiYfSJDfxZNcfvTskiKULwn0V7KKp0c9kzP/DI+UOZkaNK4f3n+dJdJfz24y3klysjPi3WxV/OHsRx/ZOoraokkKxjn1jBxWN78ebKAyzafph3l+Yye6j/1/Ho4T3DeOiXHEW/uNZ/5l2dy8am8eIPuyivqeehzzcyMTPSul50BkWVbqvAY/aQVDy1VZS1Xj+0Wf5wch8uf6GIErfgTx9vZECSk5EZcZR+a3bBEXiHDw/qf23r0wd27aJmR26z20spefK73Tz7/R5+dFxvfj6rf5PbBqJ63neWobb3nj+S8sTjbNynDJ/+KVFUVHSuN7vCJ/cvefxIYnfuo6LWw4qdBZwzrCHsuL2g0pLHGdEjCvvYsfD9D9Tl5VG0ZQuOXqEb6EPSo8j5ajk2487imH0KKdkDOfPOP1Dy94epXL+Z6vXrWbFd5UlnJUch6qspKwvhRgv0SXQhKxryzPqNHs+GbRtBSlZ/+yWjTz272fGFu3fyySN/ob62FiEEs35yC6k5g9myJ5/NB8tx9x7b6nMK1WDrBQRS7TSXtfZR9S6Ux+6dILa9GfhjoBWHCiARQEjWbFmK8JF/Wb/bDggSRDVz584NuOOlSxvKj6PqbICNzfuLG20vJQhHLLJekLfbTa/jT8Fb76F0swpJldcWMnfuPv9dA7A2T51DIpVNnkMwHN/TxrwDNtbsK+dXL84HYF2x4FD1kRfiaIdkeJJkZJJkSKIkwp4PJfmsU5EBUoA7h8H8g4Kv99mo9ghW7S3jupfXMiLJy5l9vWQEGVU8XAMvbbOzq0Kdh8smubi/l4lxB1j6ffMir8e5oLKv4JM8O+U19fz01TVcPdDL2JSWPThV9fDQGjseKbALycW9y1myaH5wJx0mzu4teCPXTn6Fm1+8/D1XDQxcwbmnAp7caMftEdiQXJNTR9mOlbQi4t2IYcAl2YK3c23U1Hm59a31XDrAy5T0hs/x+8VL+XyPjW/2CyTqfzUyyctlA6qo2bWaubuaP8ZoG3zisFNZL/jLp5vw7ltPxFFYWHmwCjYfUpfAYdEVzJs3r3NPKEyckK6+V9sKqnj0ne8Yn9p5XtF5BwT1XjVZ+nj2NXmtbCvXDYInNtip98Ktr6/iVyM9DP36ayKB6t69+W7lyqD2kwokA+68POZ+8w3YAgelvt4n+DhPva/nf9hDUsUu+rYi7Szliy8wsydrlyxh+T//yeaa0YAgpr6sTfeL9qDXV3OIA+pjY1m0Ywe9Iuxsq7WxeNvBRv/DRYcEGILDdfs3s04IzNKNNS+/TNnEiSGfgyiCk/NUHl15ek+27tsHRg/ROLuNXgBuN6VrN0BCX9LtbbvPeooFmT4G2/YaN874BOrKSln99ZcUuZr+B9eWFLHvm0/wGt0M0iYfz+7yanbPncvCgw2fUWsJ1WCLgoAP4DU+64NCCHEF8GPgISllMJnMTwNv+y0bAHwY40gFILFHNCee3DAxpJTcvfx7wMu4nExmzcppNLiyspKlS5cyadIkYmJUGGqzYzcrF+RR4hZMnna8FSIF+GrbFg7tKCfSm8iZV11H+eEaPti4HoDh4wcyaMqRHofiqjpKjTj+8aOymXVc6AJ8k90eLvjvCvaX1vL1/iMvIH2SIpk1MIWZg1IY0zvekmRojlOBX1fX8ewPe3lt2T7cHsn6Yhsbim2cM6oHN8/oa7XKCsSczYX849OtlNeqkMDg9BgeOn8I/VtRUn0icNy6Q/zx023Ue+HFrXbST87mqklNV+5JKbnz/c0Uu5Vz9lcnD+DKiZ1f6TdTSva9tYEFO4pZVmjjyhOGc+Lg1Ebb7Dpcxb0vr6XWo3Lu/nrOEM4ckd7mY88Cpm4p5K4Pt1Bb7+X1HXZSMvtxxZhkPp2/jPf2x7MpX7VHi3TYuPPkbC4a27NV1VQ1aQf40+fbKXELtjn6c+vMrDafd0fzxLxdmIGAW86aTN/kzhcmDQeT3R6+f3oZRVV1zCuM4fYLxndIIY4/UkqeenYVUEmfpEh+cs6EdheyBsODvHQpt87ow+Pz91JUK5i/L5Kxxs09/ZSTyZk1K7h9lZRQsmABNo+HGUOG4sg80hfx3uqDfPxDw61LIphTlMRLZ40O2ptZ+M67jW6omV9+Re2koeCIYNrItt0v2oqUkoMPPogXiJs8mVknnsgasZNtP+zlUHXj++Ocj7YA+cRHOrj0jOkIr5cDL76ELC+nf3kFyUF+7oHIXrAUR6W6zucffzqzTjzRWlc/aBCH3ngTgP6Fu1mX0JdTxg1k1vjQ0xwcO4rY+NEHAHijojn+nHOIs3tZ8eHbuEuKGD1wAMm9+x4xriz/EB8/dJ9lrE294jqGz5ptrX/3rQ1AEUnRjoBer2bPKcT3Ug1EBFge6bO+RYQQM1B5b18CvwtmjJQyH2iUjGF+6cvya0mJgh5ZCcTHNyT1HyitptqozhySmdxonS8xMTHWumG9UwAVXy2stTEitWFMz/6JHNpRTsmhamKiYyna1ZAXltE/8P7X5TdEe8dkpTV5DsEQDzxw4Wiufa7BIzimTyKnDOvB7GE9yEmPDelCGB8P956Xwv/NGsRjc7bx9oo9eCV8uPYQn28s4Jop/bhlVk4jAdqaOg9//mQjry7Js5Zde1w/fnPG0Fb1bzO5clo8fdMTufHlFVS6PTz0dS4lbrj7tCEBhSPfWJrHV5vVZ3vikHRuPHFIWG4CofDwpeOY/Y/5lFbX8Zcvd3D8sN4kG5/dgdJqbnpzI8VGgcQfzx7G5VNbF0ZpjvMmxtM7LZEfv7ic0uo6/jl/N2v3l7M4147ba/Sy7RXPE5ePISeEljfXzojjg3UFrN1byotL9nHl1AFkBZlz1xWQUvLFJjVvxvRJZETW0SeWGyzxwK0nDeS+jzeSV1zDnG1lXDbpyBtNuFm/r5St+Socf8mEviQktD7lojVcPy2LrUX1fL7+IDU+0ZPkE08kOsjrr33oUEqM167CAmKHDmm0/ssNB/nT58pYS4hycvygND5es5+1+8r5Zns5FwZRVCG9Xg5sUqr39rRUPAWFyPx8Ltv6LS8OO50RfVLbdL9oK7U7d+ItUuHZ+ClTiI+PZ2J2Os/9sBevhD0VkolZ6vzW7ld5bhOykkk0/r9lkydR8fU3uFeuIC4uLuTrc8oP31EK1AsbiwdM4Syfz0TGxVGYkoLn8GGGFOfxEXDcoF5t+txG9XNQWqGuEdU9M0lISGDMSaey4kPlL8pbvZysYSMajSkrLODzxx6wOh/NuOI6Jp17kbW+ps7D0t1q3eTsFFpXlhZ60cEBVFjUH3NZi8qaQojRwEfAelTlaJvl4d3Vahf+HQ525PtKegR3U2lUKVoYuFLU65EU7a+k6GDD+qYkPTa1oiVVMJwwKI1XfjyZhy8ezdLfnsQHt0zjllk5DOwR+hfCpFdCFA9eNIqvfnG8VRDgrvfyv4U7Of6huTw1dztV7nq2HSrn3H8usoy1hCgn/7l6PPedOyIkY83EFIZNi1PPBM/Mz+XnAbTatueXWz1W0+MiwtJ6qi30iI/kvnOUzExhhZs/fKC8sEWVbq5+dqklc3LbSQP50bT2M9ZMJmQl8+5Nx1kJy/O3F+H2qs/npzP68/4tU0My1kDJmJjvze3x8qdPWnvp6VxW7C5mb7H6/M8b072KDQJxxeS+VkeAx7/Z1iktq0ztNSEIypBpK0IIHrxoFFkp0YzLV/mtMiqKqNGjg96Hb+9I985djdYtyT3Mra+vwitVYcBz103kgQtGkm5ctx74fHNQeoXuXbuthP60m28mcuRIAC7cNo/MioJOrxCtXrHCeh09YTzQIGQLWB0P8stqyCtSD4MTfBq+x0w5DgBPQSHuHaHlenirqyn//HMAlvYYypLixmF9IYT1fx1atItIp40hPdv2uWUkRtHbCIkWJqr7YGKPnmQMUrWRmxbOQ3obUl0qS4p55y+/p6xA+ZMmn39pI2MNlBqCKe01uX/rJYRCNdhWA4OEEP6Wx2Sf9U0ihBiA0l/LB86QUlY0t31rSfNLHsgtbNj9gBY02Ex8K/SO0GLzMQgL9pRTfNAIL8U4iYoLrJm1cb8y2FJiXJYh0lamD0zlovG9SW+iL2pbyUmP45lrJvDuTVOZ1F8lrpfX1vP3L7dwwt/ncfY/F7LFqOic0C+Jz26fwanDeza3y6AZkZnAezdNtQznj9bs50fPN2i11dR5+NlrjVtPpcS2z+fanpw7JoNTh6sv+6frDvDG0jx+9PxSthsaS9ce149fhFHYNyc9jvdunmpdvOKdkv9cPoLfnTnM6pwQKmP7JnHpBBWq+XZzPt9sOtTm8+0oPjBaUdltgrM6oZq4o4lw2C0B6QOlNbzm4xHvCGrrPXxodO6YnpNKRgdVPcZHOnnqirGML1AG28qUHAqqgzdWHWlp2KJVWoevtMeG/aX85MXluOu9OGyCp68ax/h+ScRGOCxpn8KKWktTsTlq1jWo50eNGUPPe/6AFAKn9HDLug/ITAzP9T1YTMFcW1wcEYOUtFSvhEhLSNsU0DX11wAm9Eu2Xscc11BVGqq8R/mcOXiNYqmv+05ke0HFETqXUUYz+p5VxRyXSJslekRtDWnVJQDkRTekswydocK6FYcL2btJPYRXV5Tzzl//QPEBdV0Ze/rZTPNrdwYwd7My5px2wbh+rdeIC/UdvYPKmrvBXCCEiAB+BCyRUu4xlvUVQjTyIQshegJfAV7gVCll6+V+WyC1d+AeolHOppu++xPtclhPpDv8tNgSe0bjMDRhCvdUUHxArW+qwwE0NH0flhFcS6quxPh+Sbx5wxSev26ideMvKK+1jKVbT8zhjRumtHvpeZ/kaN69cSrjDC2d73c0aLX97fPNVuupm04YwLSc1Gb21HkIIfjr+SOtUOjd762zLnDnjsngj2cPD/t86BEfyfs3T+OpS4bzmzEejusfmphkIH592mDiDRmb+z7e2KWbjZvUebx8ulZlj0zPSbVuPN2dC8f1th5En5q7PaCwbLj4ZlO+pY/Y1s4GrWVAZT7JNer6uzg5h1tfX0W9J7g2bkIIy8vm3qWkPXYfruTa55ZRbnx+D188mlmDG3JPzxuTaelLPrdwp/Vw1hTVa5VMhYiIICInh6iRI1k56gQAxh7aQuXXXwf5TsNDleFhixo3FmFXD3lCCKv7gNmiavkuZbA57YJRvRvC3a7sbBxpKq87VHmPkveV8pcnPoFlPYcgpQqx+2If0RCePL6+7Q+P7ryGh5pN9oZr5uDjpmMzPodNC+fhrq7ivQf+aHU8GjFrNrOu+ekR13UpJd8aBtuk/slEu1qfkRaSwSalXIJK/H9ACPGQEOIG4FsgC/i1z6YvAf4t6b8AslGdDqYLIa7y+WmxtVVLJKRF4Ypq/EGYWmr9U2Na1UB3gKFD5e9hs9kEKb3VuoK8Bg9bUhNN3931XuscWtPhoCshhGDWkHQ+vW0Gj14ymv6pMfRJjuLVH0/mjtmDwyY4mhTj4rWfTmmk1XbmEwt44ftdgMo/+sUpg8Jy7PYiNTaCv57XONdh5uA0Hr54dIc1dI5y2ZmRk0x0qFmrTZASG8EdswcDkFdUxX/n57bvAcLA/K0FVu5gd9Neaw6H3cYvje/K4Uo3zy/quHZLZjg0LtLRbl74YKlc9L31emX6IJbsLOLROVuDHu8yOh7U7tpFfnkNVz+71GoZdc9ZwzhvbOMiJyFUuoAw9Arva0GvsHqdMtgihw1DOJX8z7ODT6PUpRwAhx54AG9VVdDn257UHTxI3V7V+zJ6/IRG68zuA7sPV1FS5WbFbiVbNTIzoVFKjBCC6CnKy1a1dCmyvnUPCnX79lG1WHVKiD79TOpt6iLm38t0R3Jfq+H8kKLdtBXfEPg6WwLVbvUwGhUXT9YYFRreungR7z/4Jw5uV/Np8NTjOeWGWxABqom351dYaRi+Bn5raMtd9hrgMeBq4AnACZwlpWxJT8FMIPg18LLfT1CFB83h3+EAGjxsweavmWQbT6M7CyuP+MKZYdH8XWVW7lxyE/lr2/MrqPOo8a3pIdoVsdsEF4zrzdxfzWT+nbOY2gGerUinnX9dNZ6rjVY7hytVkUdchIMnL++Y1lNt5fSRvbhwnPIsTMxK4l9Xdk6lXji4cnJfy/P61Lzt7C3unJtLsHxgNK+PctqZPaxjjYfO5syRvayHxv/Mz6W0Kvw9YQ+V1fDdVhVIOXt0RpvyW0Oh0mpHlUn8AGV8PT1vB99uDs4LY3rY6vcf4CfPLLLytG6ZNYDrpwfOPR2RmcBlE1Vhx4JthczZGPhY0u2m1ig4iBqlctdKq+rY6Xbw/LAz1XEPHqTwX/8O6lzbm6rlvvlrfgabj07n4twi1htpPxOykvEnxjDYvOXl1GxsXb5r6UcfYapbZ1x+sZUj6N/LdFV+LTvjVRp9Sl7wBnlT+IbA98ekNhLRH2aERWurKq2waPb4SZx+yy+x2QLPb9O7BlidaVpLyHcMKWWN0Zaql5QyUko5SUr5pd82M6WUwm+ZaOZnZqjnY+Kfv1bt9ljJ3cHmr5mYPUWr3B6rEbaJ2fHA66NO21RLqo0+BQdHq4ctEB0Z2rXbBH86dzh3njrYWvaX80d0aOuptvLQRaP46GfTeP2nU4hydexNK5w47Db+dK7yINbUefnLJ/5O9a5DRW09czYqYc1ThvUgJqKdXY5dHJtN8KvZystWXlPPf+aHKPjXCt5buc8S8W7PVlTB4K2tpWqZ0Y5q+jSeumo8McZ37xdvrmFPUcsPF76FB2XblQf58kl9+NXswU2MUNx5akO6wJ8/DZwuULNlK9LoRx05UrV8MltSfdVvIu6BKsH98AsvUJvb8d5rs3+oiIggasTwRutG+3QReHnxLqu14fgAuVmh5rFJKSl5/wMAIoYOJXLIEMuz5+9hW72nhM3Jykj2btpofa6hYgoZF0XEUeWMbGSwZY+fhCuqIQWo74jRnP3zu7E7mr6emAZbVkp0i/3Mm6J7POL74F8h6ttTsdUeNp/tfStNoaEJvC9NhUTNClGX3dZqo1HTgBCCW2bl8Olt03n/5qmcO6bz9dZag90mGNU7sVv1qzSZ1D/Zqrb8YsNB5m9t99TUduGrDQetKq1jKRzqy4lD0hlr5IU+v0iF+cKFlNJqRZWTHssYn+rCjqB6xQqkoYcVM20aA9JiefAiZRiVVtfxs9dWtthOyt6vn/W6d0UBpw3vyV/OG9niA2tyjMtKF9hTVB0wXaDat+DA8LBtNVpSSWEj/u7fqrLaujoO/eUvHd4KrtrwsEWNGoVwNS6oS45x0cfQLly0/bC1PJDB5szIwNlPGVOVi38I/vgrVlBn5JIlnn8eAGMMz96eomqKKhsktVblFbMpKQsAWVNDzda2edlMD9v+WBVF8s1ld7oiGHnSaQBkDhnGeXf+AYcrcMEhqLlmFmXMCtG7Bt3QYPMPifpaxa01lny39600BUjOiEH45B85IuzEJgVOXjYNtoE9YrtNGKwzGZ6RwNi+7Zc4r2kffnPGUMt7ce/HG3DXB5fY3ZGY4dDkGBczBh69LbXaghDC8lRX13l4OtS2GkGwak+JdaO7eHzvDi+4sloq2WzETFEiBmeNyuDa45QRtmZvKfd/2rRHWErJA2sbrv1TXJU8dtkY7EHmnvqnC+wvaSxRWmMUHNgTEnD2URXXpoct0mmj73HjSbzsUgAqv/+B8i8bBbHCSn1xMbXblMZc9MQJAbcZ5derMzs1pskiHlPeo3rlKktUtiXMYgMcDuLPOuuIY5petkNlNewvrbE8bADVq1cHdYymMA224hQVZt3hVzxy/BXXcfWDT3DJPQ/gjGy+mHHBtgLLAxlqOBS6mcEWFeckOr6xlZvrYxUH20zbpGd8JFFGvkWuX6Wow2kn2cejltwzOuDFSEpphUS7UzhUo/GnR3ykJR2RW1DZoUntwVBQXsvCbcrzd+bIXsf0w9PUAalMN/JPX1uSZ6WNtDdvL1cJ63ab4PyxHe8RNwsOokaOxO4j1PvbM4daWmIv/rCbj9cElg596MstvLq+iKIIZXSdnVzfqhw8h93GvYZeYU2dl79+1tg4tAoORjZ47Mym7wPSYrHbBOm33449ST2gHnrgb5a8RbipXrXKeh01fnzAbUb7VINCYO+aiRkWlbW1VK9a3eLxvVVVlH/+BQCxM0/Akaxy43wrUNfsUXlsq4yG7/tjUvHGq/XVq9e0eIym8JSU4ClWHrH6DBXG3+FffGi3k56VbVWMNocZDo122S2JrFDoVlesxACyGqZnrFdCZKvzVWw2YRl5/v8sgLQ+DR64pgRzD5bVWOXs7SGYq9F0Za6b2p8BRirBE99s42Bp6OE2KSUb9pfy8JdbePzrbW0O3X2ydr+VS3WshkN9+ZXhZXN7vDzxdTBdAVtHtdvDJ4YhdMKgtLDpRTaFp/AwtZs3Ayoc6kuEw85TV4wlIUpVZd797tojrvH/W5DLv+Yp72NhkqpSl3mtrz6ckp3CWaOUl+bTtQf4YYcKH3rKy3EbeWlmOBQaPGymYK49MZH0X90BQP2hQxT+61+tPodQsAoO7HaiDY0zf/w9bL6Cuf5ET55svQ4mLFo+Z45VHZt4wQXW8sRoF/2Mloemh221Id5rswlixqi6xuo1oRtsZv4aQISRw5hbWGl5yVqD1yv5bot6UJyek9om/ctuZbAFqtIMtULUxBzn72GDxuHXpjTYNnXTggONJhAuh437zlEFCJVuDw983voChL3FVTw1dzuz/zGfM59YyD/nbucfX2/lhIfm8ehXW4JSjw+EGQ7tkxzFOB1St9rZAbyzcm/Ah9K28OWGg5ZWWUcXGwDULmtoRxUzfdoR63snRfOPS9XNvdLt4aZXVlDlVuf77oq9/MUIlabFRTBskjKofCsHW8NvzxhqRWvu+3gD9R4vNRs2WNWPZneD0uo6DpWpcGFOeoNDIOH88y0l/8MvvEhtiB0DWkPVclVwEDlsGLaYwPfPkZkJ+EaHA1WImjiSkogYomRZq4IoPDCLDezJycTOmNFonWkortlbipSS1XuUN2xwz3hix40FoC4vj/rDhwkF3/9z0mDVe9xd7w2pAn7N3hJL2aAt4VDoZgabv5dLSmlpqGWnhpbsb+ax7SuptnRYTNKzGgywlIzA+990oNx6rT1smmOB6QNTOWOkksv4cPV+luS2fNEsqXLz2pI8Lvn3D0x/cC5//3IL2/xyRqrrPDzx7XZm/n0eLyza2aocuZ2FlVYLnXNHZx514tXh4o7ZgxACPF7JP1qhTRYMbxvFBknRTk4a2vG9WmsM7S5bbCxRI0cG3ObEIT24eeYAQCX7//6D9Xy7+RC/flcVA8RFOnjp+kkkGzdtT2kp9cXFAffVHBmJUdwySx1n88FyXl2SZ4VDAev8th1quF/4tqQSNhs97vkD2GxQX8/BP4e3AMFbVWXJb0Q3EQ4FiIlwWIZlcozLksJqcntD3qN6/Xo8FU0/ILj37qPKENlNOPtsS5/OxAzFFlbUsre4mrWGxMeYPolWxwOA6jVrCYVa02ATgt7DGjrRhPJQM9dHzqMtBQfQ7Qy2xl6uQ2W1VBpG1oA2etigccUpQM/seMbO7svw4zPpOzzwk4XZkiojIZKEaGfAbTSa7sbvzhxGpNEN5I8fbQioLF9T5+HzdQe44aXlTPzr1/z2/XUs3VVkrR/UI5a7ThvCortP5LWfTLZyVw5Xurn3442c9Og8Ply9r5G0TlN8aLSiAh0O9WVIz3jOMVpzfbL2gHW9ait7i6v43gj9nTsmE5ejg281UlK7xBBbnTL5iBu+L788ZRBTstX1+72V+7jhpRV4vJIIh41nr53I0F7xuPpnWdv79xQNlp/MyKavIUP0yFdbKFupQnbOjAwcqSqf0PchZWB6YydA1PDhJF12GQBVixdbvTXDQfWaNWAI3Jr9Q5vCrNY/b0zLD0KWvIfHQ9XSZU1uV/rhB9brhAvOP2K9byj2nRV7qTLu82P7JhI5YqQybAm98MD0sDkzMxmQ2eCN91eLCIZvtyiDbXhGPD3amBbQrQy22KTGH4Zvh4JQdU98K0X9rWshBFMvyGHmFYOxNZHAvMmnJZVGc6yQmRjFz2Ypr8Tmg+W8sljlhHi9ku93FHLXO2uZ+NevuenVlXy18ZAlLN0zPpL/Oz6bz26bwZc/P56bZg4gMzGKqTmpfHjLNJ66YhxZRv7KnqJqbn9jNWf/cyELtjUtIyKl5EMjHDo8Iz7khvfdlV+cPMiqenzkqy3tss/3Vu4zo31cPKHjw6GugwfxFinjP3bakeFQXxx2G09cPtbq8Vzvldhtgn9eMc5KEHdlNQjkhhoWjXTa+cNZwwAoq6mnaOVqtdzH+7fV8LBFOGwBNSbTbr8Nu5F8f+hvD+KpCE8Bgq9gblMFBya3zMph6e9O4g9nDW1xv9ETJoChVdZUHpv0eik1wqGRw4YROfhIvbsRmfFWKPa1pQ0tpMb2ScQeG0PEQOUVC91gU9crV1YWKbERJBnOlpbajPmTX1bD+n3KBmhrOBS6mcHmTyOhuxA9bI2bwLfuy1HlrmfnYTVG569pjjV+MiPbSg5+ZM5W7v9sE9Me/JYr/ruEN5fvobxGPcHHRTi4ZEJvXvvJZBbdfSK/OWNowJ67QgjOHNWLOb88gT+fN8KSD9iwv4yrn13Klf9bzDo/9XNQeS6md/y8o0y7ryPISo3hEsOo+mZzPit2tz7k54vXK3lnhaoOHdYrnuEZCS2MaH9itjYUUfgXHAQiPS6SJy8fi8OwAh64YKSV3wfg6p0JRjVgqAYbwMlD0zl+UBrJ1aXElCoPpG/BgWkQ5KTHBpQOsSckkH6HUYCQn0/h00+HfC7NYeavuXIG4EhqOd8zPS4yqDQDW0wMUaOUDl5TeWzVK1ZY7bASzj/Suwaq17cZMi4oVzl/cREOy8Fi5vtVr1/f6lZYUkrrf2yKJpv7bW1IdO6W9guHQrc32NRFOtJpIyMhtMbkMREOehlN4P212Fpiy8Fy6ylTG2yaY41Ip50/nq08CuU19TwzP5cDRtWo0y44ZVgPnr5yHMt+fzIPXTSaqTmpQelbOe02rp7Sj+/unMkvTxlkab8t2n6Ys/+5kJ+9tpJdPukLH6xS4VAhVGskzZHceuJAK2z59y83tyk/6ofcw1b7po5u9G4SbeiHOfv0wdW3bwtbK6Zkp/DZ7TP45NbpXDKhT6N1wuXC2VsZ++6docvVCCH449nDGFq611oWOeJID5t/ONSXhPPPs/K0il56idrt20M+n0BIt9uqsPTvH9oemHlstdu2UV9YeMT6kvcM7TWnk/izzmxyP6P8JEVG90m0ejObn4+sqrK05IKlPj8fWa1kbtpqsJlyHskxrkadIUKlWxtsucZFu39qbJuabDdXKdoc3bUllUYTLCcO6cFsH0/FxKwk/nr+CJb97mT+e80EzhjZK+TekjERDm47aSDf/XoW103NwmlX3/FP1h7g5Ee/454P13OorIZP1qpw6HHZKfRM6FhpiaOFjMQoq1fv4tyiRsr1LbG/pJoPVu3jt++v4+RHv+PK/6ncMaddHNEYvSOQNTVEGUZVzLSprRo7qEccIzIDewQjjLBoWzxsoG7+F8eqe4MHwVce5cHyrRAd2KPpsL2w2egZxgKEmo0bkTXqwcq/f2h70KhNlVEYYuKtrKTMEAeOmzmzWe+ev6SI2b0D8Cs8aJ28h2+OommwmYUVxVV1HK4ITvS3tt7Dwm3KIJ05KC1oseXm6NaN9KwK0RDDoSbZqbEs2n6Y3IIKpJRBV5iZ+WvRLjv9jqKelxpNe/LE5WOZv7WAob3iw9L7NTU2gnvPGc710/rzyJwtfLh6P/VeyUs/7Ob1pXlWfpwOhzbPTTMH8PrSPKrcHv7+1Ram5aQcca2TUpJbWMmynUUs3VnEkp1FTYrunjcmk+SYptv1hIva1auxGWGwYMKhweLKyoLvvsO9ezfS60XYQvd3jKrYTy2QF9+D++fu5pTx/dme31Ah2pyHDVRuV9Lll1P86qtULVlC2WefkXBm096o1mCGQ6HlgoNQiBo9GhEZiaypoWrJYhJ8vGhlX81BGtprgYoNfPH3WPm2PXNl9cOWkIC3tJTqVautYo1g8DXILQ9buk+byoJKUpro5uDLsp3FVtFje4RDoRsbbDV1Pk3fW9nhwB+zwrTS7eFQWW3QT+mmpMeQnnFt8vBpNEczkU47s4f3DPtx+qZE8/hlY/npjGwe/GIzC7YVWsaay2HjtJHhP4ejmdTYCH48vT9PfrudNXtKmLPxECcN7cGmA2Us26UMtGW7iiiscAccH+m0Ma5vEhOzkpncP5nJ2Skd/A4UZnUodjsxPmKtbcWsFJVuN/UHDuDMDO0BQHq91G3cAMDWxL4UlNfy5DfbGuVLD2rGw2aSdvttlH3+OZ6iIvL/9iCxJ8zEHtu2ex00FBw4MzJw9urV5v35I1wuosePp3LRoiMawZcarajsqanETp/e7H4G94zDZbfhNirQfQ02YbMRNXoUlfMXtLrwwDTYhNOJs5e6ZvgXHwbTrcAMh9ptguMHtU8bvG5rsO0srLTyxwa08LTSEr4VprkFFUEZbF6vZLNuSaXRdDgjMhN4+ceTWbitkAe/2My6faVcNL438ZFaVqclfjIjmxe/30VZTT13vbuWeo+0xG/9iY90MDErmYn9k5nUP5kRGQkdL98RgJolSjDXNXw49vj2u/aa3haA2p27QjbY3Lt34y1T94aaAYMAeG7RTqtVWFMVov7Y4+NJv/NODvzmN9QXFFD41FP0uOvXIZ2TifR6qVq5Emi6f2h7EHPcFCoXLaJu717ce/fi6t0b9969VC1V/7tA2mv+uBw2hmbEs2ZPCX2So47wekWNHk3l/AW4d++mvrg4qOIJaOhy4OzXF2EUmvROisblsOGu9wZdKWoWHIzvl2R11Ggrnf/tChO++WahiuZa431CqjsKg8tjyyuqstyh2mDTaDqe6QOVFMjCu2bx1/NGdPbpHBUkRDm50RCSLa6qa2SspcVFcOaoXtx3znA+v30Gq++ZzbPXTeTGEwYwrm9SlzDW6vLzqTeS8CPa0bsG4OrfdmkPgBofwdwzLzkZIaDOI5lrtC8ye4gGQ8K55xA1bhygChBqtrZN/Lh22zbLmGxJzqMtRBuN4AEqf1DyHqaUB0DCeecFtZ8bj8+md1KDhJAvoeax+VeIgvKSZTfTptKfnYWVVmV6e8h5mHRbD5uvBlv/NuawZSREEem0UVPnZUeQ1rVvSyqtwabRdA42m6B3ks4fbQ0/mtqfpTuLyDtcxdi+SUzur7xoWSnRXb5DROX331uv29tgc6SnI6KikNXVbTLYqtcqg024XIyYPo7Lijfx+tI91vqBPYJ3MJgFCDsvuBA8HvbeeBOZjz7SyFhpDY3z18LnYYscOsTKMav6YTGJF15I6QcfqHXDhxM5eFBQ+zl9ZC9OHxk4bBs1apQqDZeS6jVriJs5s8X9yfp63HvU/yLCx2ADZUhvPlgelMH2rU93g/Y02Dr/kShMmB9qz/hIYlvZ9N0f1QRefYlyg/SwmQabECqHTaPRaI4Golx2XvjRJL791UweuWQ0l0zsQ//UmC5vrAFULlgIgCcyEtewloVcW4MQwvK6tEXao3qdapcUOWwYwunkV7MHEx/ZcI8KJn/Nl8ghQ0i5/kcA1O3fz64rr6Lwv/9FeoNv3Wad2wqVv2ZPTm7kUWxvhN1OzKRJAFQuWULV0mXU7VPyOy0VGwSLPS6OiBzlLQ42j61u3z6rw4PL32AzUqv2FldTU+fxH9oIsx1VZmJUiwUkraHbGmymYdXWClGTBmmP4DxsG42Cg6yUGKJd3daRqdFoNF0Cb20tFfPmAVA1cCDC0f7X3Qij8CBUD5t0u6ndtBmASEMwNyU2gl+e0uBRCuUBP+2OO+jx29+A0wkeDwWPPMqen94QUOesyXOTkqplysMWPX582A30aEPew3P4MPmPPAKoRP/4M85ot2OYnsaateuQnuaNLAhcIWpiFh9K2bzEV0VtPUt2KlmcE4ekt+vn2C0NNtX0vX0NNrPSdF9Jy9Y1+LSk0vlrGo1GE3YqFy7EW6mu++U+3QPaE/MmXrd/P97a4PS4fKnZug3pVlW2USNHWcuvmtKPm2YO4EfTspg1uPUhNCEEyddcQ9brr+Psp4SCKxctIve886lYtCiofdTt2UN9gcqjC4echz8xPnlsZl5f7IknBl0cEAxmxwNvZSW123e0uH3zBlvTbSp9WehTnd6e4VDopgZbQXktFUaybFsLDkzMSlEpj2wC709pVZ0lKTK0lw6HajQaTbgp+0IJroqICCqHDAnLMaybuJTU5eU1u20gaoxwKEDUyIZCGIfdxl2nDeGPZw9vkwRU1Ijh9H/3PeLPPhsAT2Ehe37yU/IfeRRZV9fs2Eb9Q8OYv2bi6p+Fo0ePRssSzj+vXY/RqPAgiLBorWGw2WJjsac0lqXxNdiaqxQ1w6GRThvHDWhfaZtuabBt97F+2yrpYe2nkbRH8wbbpoO6w4FGo9F0FN7aWiq+/RaAyOnTka7wCPb65nXVhpDHZhYc2OLjcfbr127n5Ys9NoaMhx6k1/33I6KiQEoO//e/7L76GitPLBBmwYEtJobIMBm8vgghrDZVAPa0lrXXWosrOxtbnHKaBFMp6lsh6h/KjHLZyUxULS6b8rBJKS05j6kDUkPu4tIU3dJgayzp0T4hUd9K05by2DbpllQajUbTYfiGQ6NOOilsx3H5GFnuXbtbPd4sOIgaOTKsOWJCCBIvOJ/+775DxODB6tirV5N7/gWUfflVwDFVK5TBFjV2rKU/Fm6ifQy2hHPOafe8Q2GzWc3mg/Gwmf9T/3CoiekA2tGE02bD/jLyjWb07dXdwJdubbBFOGyWRdxWYiMc9IhXwnwtlfVu3K8MtsRop9U4XqPRaDThwQqHRkUR0cr+oa3BHh9vhcpaW3jgqajEvSMXaCg4CDcR2dlkvfUmSVdcAYC3rIx9t9/Ogfvuw2v0CwWlX1e3W4V4wynn4U/crJk4evbEnpRE0uWXh+UYZljUnZuLp7S0ye281dXUHzgANG2w5RiRttyCCjzeI/u3hkvOw6RbGmymQdU/NaZdW0JlByntYYZEh/aMPypK4TUajeZoxTccGnvCCdii2uchvSlClfao2bABs/2Ob8FBuLFFRNDznj+Q+cTj2IzODyWvv8GuSy+jdodKxDflPKBjCg5M7ImJDPj8MwbMmYOrd++wHCNqzGjrdfXatU1u5/bJSWzaw6YibbX1XvYH6KFrGmyDe8S1m7PIl25psOUWKoPNN++sPTD/WbkFlUh5pHUNUO/xsvWQOr4Oh2o0Gk148Q2Hxp92WtiP5wpR2qOpgoOOIn72bLLff8/yONVu2cLOiy6m5N33rIID4XQSObJjvH8mtqiodumB2hRmSBSgetXqJrdz79xlvW7SYPMtPPCLtB2uqGXN3hIgPOFQ6IYGW02dh73FyvJtL0kPE9PDVlFbT0F54JLu3MJK3PVKsFBXiGo0Gk14Kfv8C0CFQ2NPOD7sxzMV8D3FxXhKSoIeZxYcOHr1wpHWPs3AW4szM5N+L79Eyg03gBDI6moO/O53FL/1FgCRo0dhi4hoYS9HF/aEBFzZ2UDzhQeNJT0CF4Tk+BQx+nc9mrelwOpfHo5wKHRDg2334SrrQ2t3g81nf/7WtYmZvwa6JZVGo9GEE29NTUM4dGb4w6HQ2PvSGi9btaE1FtXBHix/hNNJ+i9/QZ///Rd7qmo4jyH5ET2+4/LXOhLTq1i9dm2THSDM/6U9NRV7bODoXEqMy2rk7p/L/q1RHZoQ5WRc38S2n3QAup3B5vshtntINAhpD7NC1GETjaxxjUaj0bQvlQsX4q2qAiD+1PCHQ8FP2iNIg60uP99KaI/qoIKDloidNo3sD94nZto0a1nM1PAVbHQmZh6bt7wcd25uwG0aJD2allsRQlgdD3bkN9gAdR4v87cq0eHjB6XhsIfHtOp2PZMaNX1vJ0kPk4zEKCIcNmrrvU0abBsNgy0nPZYIR8eURms0Gs2xiG91aEeEQwGcffqAzQZeb9Aetpr1663XkR1YcNASjtRU+vz3Gco+/hhZX0/0pImdfUphIWr0GOt19erVROTkHLGNe3fzkh4mA9JiWZlX0ijKtmJ3MeU1Sqz/xCHhC3d3Ow+baUilx0UQF+ls133bbcIyApuS9thk9BDVBQcajUYTPjojHApgc7lwZmYCwWuxmeFQhCBy+PBwnVpICJuNhHPPJfHCC7utqkFEzgBsMereHSiPzVNSgqe4WG3bgsFmRs6KKt0UVao2Y2Z3AyHghEHhyV+Dbmiw7Wjnpu/+WE3gC4802PLLayisUMUIuoeoRqPRhI9G4dDTTu/QY7dW2qPGKDhwDcgOa0WkJjDCbre07wIJ6JreNQjOw2ZiRvRMOY+xfRJJjglPlw3oZgablJLc/PBIepiY+91bfGQTeNO7BtrDptFoNOGkUTj0+BkdemxL2mP37iaT2E2klD4FB10nHHqsYcmZbN+Bp7y80brmmr7749vucnt+BXuKqthm2B3hqg416VYGW1GVm3Kz6XuYDDbTwyalqkj1pXFLKi3podFoNOGgs8KhJuZNXdbUUH/oULPb1u3ejbdM3Ru6SsHBsUi02QheyiMEdK3iESFw9u3b7H76JEXhMooKdhRUWL1DIXz6aybdymDbW9SgPBy2kGiqjw6LXx6babClx0WQEtu9tGw0Go2mq9CZ4VBonOfUUljUyl+jaxUcHGtE+gro+oVFTQ+bMzMTm6v5kKbDbiMrNRpQPUXNcGjP+Miwp0J1K4NtT3GDxysnzB42OLIJvKnBpvXXNBqNJnw0Esvt4HAotE7awxTMFS4XkYMGhvO0NM3gSEqyPKP+hQctNX33x0yN2ri/jB92HAZg1pC0sBdtdCuDzfSwuRw2MsLQxwsgLtJJepzynvlKe9TUeaweozp/TaPRaMKDt6aGirlzAdU8vKPDoQCOHj0QkZFAy+K5NYaHLWLoEEQL3htNeIkarfTYqtc0COhKKX002LKC2o9ZKXqwrIZao7PRrMHhDYdCNzPYTA9b/5QY7O3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+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
+    "filtered_artist_no_dup = filtered_artist.drop_duplicates(['uri'])\n",
+    "\n",
+    "filtered_artist_no_dup = filtered_artist_no_dup.loc[:, float_headers].mean()\n",
+    "filtered_artist_dup = filtered_artist.loc[:, float_headers].mean()\n",
+    "\n",
+    "x = np.arange(len(float_headers))\n",
+    "width = 0.35\n",
+    "plt.bar(x - width/2, filtered_artist_no_dup, width, label='All Listened Tracks')\n",
+    "plt.bar(x + width/2, filtered_artist_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
+    "\n",
+    "plt.title(f\"{artist_name} Average Descriptor\")\n",
+    "plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
+    "plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
+    "plt.ylim([0, 1])\n",
+    "plt.grid(axis='y')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 720x480 with 1 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 372.103125 288.512187\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T10:04:26.738451</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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q3JnHw0kdNts2f+BlpFKYiFRijyALCFe1jWmGTBzZjXwgSLGt90dkXGJuz7eaSKXsoO14ybb5vgQ6u7D/KxmfCTAih7E9kW7UKKRieMX2ub4PdMzuM8jrD/mrw2Z4fPJ+HXH59aufsvsjNK20xG4qFAqFQqFQlE5UDJtCoVAoFApFMUcpbAqFQqFQKBTFHKWwKRQKhUKhUBRz8qyw2dLJZwgh1gghrgshNCHEuFzsX14I8ZkQ4ooQIkEIscnWTkWhUCgUCoVCkYX8WNgqI7OjmgGO1auzxVZLaBWyoOInyKyxqsBmIUSjfKxJoVAoFAqFotSRnzpsF4AQTdZv6ogsm+AqdwPdgZGapv0IIIT4AVk7aAZSkVMoFAqFQqFQkA8Lm6ZpKZqm5bZJcgZ3I+sQZbas0WRF7x+AIflssaNQKBQKhUJRqiiqTgftgL2aplkd5GHARKAxslijDluT6ioO4gDbPoewbwOjUCgUCoVCUdzwQhYW/1PTtBhXdigqhS0EMGrFcsH2uzpOFDZkn7tp7liUQqFQKBQKRSEyBNmbN0eKSmHzRbZNcSQ5y3ZnzAWWOciaAj9+99131K9fvwCW5zpJSUkcPHiQVq1a4eub3bIVipKLOs8VZQF1nisKi1OnTnHfffeBbAHoEkWlsCUBRnFqPlm2G6LJBsJ2TYSFEAC0bt2aFi1aFNASXSM2NpaYmBjat29PUFBQoR5boSgs1HmuKAuo81xRWAQEBGT86XIYV1EVzr2AdIs6kiGLKsS1KBQKhUKhUBRrisrCFg7cIoQwOSQedAESkeU98s2NGzeIiYnBanXMbSg40tLSqFixIhcuXODq1atuO44CTCYT5cqVo0KFCkW9FIVCoVAoChW3W9iEECFCiKZCCM8s4h+BasDwLOMqAyOBXzVNM4pvyxU3btzg4sWLpKSkoGlafqdzioeHB1WqVMHDo6h037KBpmmkpKRw8eJFbty4UdTLUSgUCoWiUMmXliGEmAyUR2Z1AtwlhKhp+/tjW6rqm8BYoB4QYdv2I7AD+EII0Ry4isz+NFNAGaAxMTGYTCYaNGjgVmXKYrEQFxdHYGAgZrPZbcdRQHp6OidPniQmJkZZ2RQKhUJRpsivJvM8UCfL/8O5aTX7BjCsLaJpmkUIcTvwLvAUMit0FzBO07Tj+VwTAFarFQ8PD2X5KkVkfJ7udHErFAqFQlEcyZc2o2laXRfGjAPGGchvAI/YftxCRvaoovSgPlOFQqFQlEWKKktUoVAoFAqFQuEiSmErJcyePZv09HQAoqKiGDNmTBGvSKFQKBQKRUGhFLZSQlaFrXr16nz11VdFvCKFQqFQKBQFRZmIyK/74iq3zh/+Yg9D+Z133smFCxdITU1lxowZDB8+nAULFvDRRx9hMpkYOnQoM2bMYPXq1bz44otYrVbuvvtupk+fDkBwcDAXL14EYPr06QQHBzNhwgTGjh3Lvn37MJlMvPTSS9y4cYOoqCi6dOlC06ZNefvttxk9ejQ7duwgLS2NZ599lj///BMhBG+88QatWrVi+PDhNGvWjD179hAaGsq8efMAWLVqFTNnziQ5OZmuXbsyd+5cLl68yMiRI0lISMBqtfLDDz8QFBSkkzVt2tSt77NCoVAoFGWVMqGwFRVfffUVFStWJDY2lm7dutGgQQPmzJnD1q1bCQoK4vr16yQlJfH444/z119/ERwcTJ8+fejXrx89e/Y0nDM8PJxz585x+PBhQJYvKVeuHO+++y47d+7Ex8eHiIiIzPHz588nISGBAwcOABAdHU1MTAxHjhxh6dKl1K9fnw4dOnDixAkqVKjA7Nmz2bx5Mz4+PjzxxBMsX76cM2fO0K9fP2bMmEFaWhrp6enMnTtXJ1MoFAqFQuEelMLmRj744ANWrlwJQEREBL/88gujR4/O7FFXsWJFwsPDad68ObVq1QJg1KhRbN261anCVr9+fc6ePcuTTz7J0KFDufXWW7Ndw8aNG5k6dWpmdmWFChWIiYmhWbNmNGrUCJA9WCMiIjh27BgHDhyga9eugGyEXKdOHbp27cq4ceMwmUyMHDmS5s2b06lTJ51MoVAoFAqFe1AxbG5i06ZNhIWFERYWxv79+6lXr16ui71mLWGRkiKbP1SoUIEDBw7Qs2dP3n777Uz3aW7x9vbO/NtkMmGxWNA0jSFDhhAeHk54eDjHjx9n6tSp9OrViy1btlC1alVGjBjBhg0bDGUKhUKhUCjcg1LY3ERsbCwVK1bE29ubsLAwjh49St++fVmyZAmxsbEAXL9+nSZNmnD06FGioqJIT09n2bJl9OghY+L8/f2JjIwkJSWFtWvXAnD16lU0TWPUqFG8/PLLhIeHAxAYGEhcXJxuHf369WP+/PlomoamaURHRztdc9euXdmwYQORkZEAXLt2jcjISM6cOUNISAiPPfYYo0eP5uDBg4YyhUKhUCgU7qFMuEQj3rrDbXNntKZyZODAgcyZM4cWLVrQunVr2rRpQ0BAAJMnT6Z79+6YzWaGDRvG9OnTmTNnDrfddhsWi4W777470x06Y8YMevfuTc2aNWnSpAkAkZGRjB8/Hk3T8PDw4JNPPgFgwoQJ3HLLLbRp04a33347cx0TJ07kyJEjtGzZEg8PD/73v//RokULw9dStWpV5syZw5AhQ0hLS8PT05MFCxZw8OBB3nnnHby8vKhUqRJLlixh1apVOplCoVAoFAr3INzZGL2wEEK0AA4dOnQoUxk5deoUIGO+3InqJVq4FNbnqrAnNjaWTZs2ERoamhmDqVCUNtR5rigsDh8+TMuWLQFaapp22JV9lEtUoVAoFAqFopijFDaFQqFQKBSKYo5S2BQKhUKhUCiKOUphUygUCoVCoSjmKIVNoVAoFAqFopijFDaFQqFQKBSKYo5S2AqJ0aNHs3nz5iI5dp8+fTh27JhO/uqrr7Jt2zYA6tatS3JyMlFRUYwZMwaQfUvXr19fqGtVKBQKhUKhp0wUzlUY89prr+lk1atX56uvvgKkwnbs2DH69etX2EtTKBQKhUKRhbKhsE0v57apzQDPnDHc9n//93/88MMP1KlTh4wCxRMnTmTv3r0kJSXx+OOP88QTTwAQHBzMqFGjWL9+PQ0bNmT58uWYzWa2bdvGM888Q0pKCtWrV+f333/n0qVLTJw4kfPnz+Pr68vChQtp3Lgxn376KQsXLiQlJYUOHTqwcOFCTCZpRJ0/fz4bN27Ey8uL77//noYNGzJu3DhGjx7NoEGDMtccERHB6NGj2bp1K6+++iopKSmsWbOGadOm8dJLL3H06FGEEOzfv5+pU6fyxx9/uO29VSgUCoVCIVEuUTcRFhbGunXrOHToEF988QU7duwA4K233mL37t2Eh4ezePFirl69CsClS5cYMWIEhw8fxmq1snHjRlJSUhgzZgxffvkl+/fv59tvvwXg2WefZdq0aezevZv333+f5557DoB77rmHXbt2ceDAAXx9ffn1118z15OhZL3yyis888wzOa7fbDbz2muvMX78eMLDwxk2bBht27Zly5YtAHz11VeZrlOFQqFQKBTupWxY2IqAbdu2MXz4cDw9PalRowa33HILAN999x0LFy7EYrFw7tw5Tpw4QeXKlSlfvjy9evUCoF27dkRERFCtWjUaNmxIs2bNAKhYsSIAGzdu5MiRI5nHymiJlaGQxcbGEh0dTa1atRgyZAggY+gAhgwZwuOPP56n1zR+/Hi+/vprevbsya+//srMmTPzNI9CoVAoFIrcoRQ2NyKEsPv71KlTzJ8/n23bthEYGMidd95JSkoKAN7e3pljTSYTFosl23n37t2b6e7MYMKECfz+++80atSIWbNmER8f73QteaF///4899xzrFy5ku7du+Pn55eneRQKhUKhUOQO5RJ1E927d+fnn38mLS2NqKgo/vrrr8wm8QEBAURERPDnn39mO0fTpk05efIkR48eBeD69esA3HLLLXz++ecAWK1WDh48CEBCQgJVqlQhOTmZpUuX2s2V8f9vv/1Gu3btXHoNgYGBxMXFZf5vMpkYPHgwjz/+uHKHKhQKhUJRiJQNC9v0GLdNbbFYIItSk0Hnzp259dZbadmyJXXr1qVr1660adOG3bt307RpUxo0aECPHj2yndvLyyszViw1NZVatWrx22+/8fHHHzNp0iTmzJlDWloaY8aMoVWrVrz88su0b9+eatWq6ZQyi8VCmzZtMpMOXCE0NJS33nqLdu3a8f777xMaGsro0aP59ttv6dOnj8vvkUKhUCgUivwhMrIXSzJCiBbAoUOHDtGiRQsATp06BUD9+vXdemyLxZJpOcuIJSvNfPrpp0RGRvL6668XyfEL63NV2BMbG8umTZsIDQ0lKCioqJejULgFdZ4rCovDhw/TsmVLgJaaph12ZZ+yYWFTFAgTJkxg27ZtbNq0qaiXolAoFApFmUIpbAqXWbBgQVEvQaFQKBSKMolKOlAoFAqFQqEo5iiFTaFQKBQKhaKYoxQ2hUKhUCgUimKOUtgUCoVCoVAoijlKYSshZNf5QKFQKBQKRemmTGSJtvqylVvn/2vIX4byRYsWMW/ePFJTUxk+fDi9e/fmzTffxMvLi2PHjjFu3Dhefvllw7HTpk1j8+bNvP7663h4eJCSksJvv/3G/fffz4kTJ+jRowcrV67k4sWLjB49mokTJ9K3b18AOnbsyIoVK6hRo4ZbX7dCoVAoFIrCoUwobEXBkSNHWLNmDTt27EAIwdChQ/H392ffvn0cPXoUX19fmjRpwjPPPMOZM2d0Y3fv3g3Anj17OHr0KMHBwbzzzjs0bNiQX375hd9++y2zzMa4ceP4+uuv6du3L4cOHaJixYpKWVMoFAqFohShXKJuYsOGDWzfvp0OHTrQvn17jhw5Qo0aNejRoweVKlXCz8+PevXqERUVZTj2xIkTgOwbGhwcDMC2bdsYNWoUAHfeeWdm8/X+/fuzY8cOkpKS+PLLL3nwwQeL5kUrFAqFQqFwC0phcxOapvHYY48RHh5OeHg4//77LyEhIXh7e2eOMZlMWCwWw7H33nsvQKZSljGnEWazmaFDh/LTTz+xYsUKhg8f7t4Xp1AoFAqFolBRCpub6Nu3L0uWLCE6OhqAyMhIrl27lq+x3bt3Z9myZQCsXr2axMTEzG3jxo1j6tSpdO3aFX9//4J9MQqFQqFQKIqUMhHDdnDsQbfNndH83ZGWLVvy/PPP07t3bzRNIyAggEmTJhnOYTR2yZIlunFPPPEE9913Hy1atKBnz57UqlUrc1uTJk2oVq2acocqFAqFQlEKKRMKW1ExZswYxowZo5NlsHnz5mzH1q5dmz59+mT+7+Pjw7Jly/D29uavv/7i+PHjmduuXbtGSkoKt956a8G+CIVCoVAoFEWOUthKEPHx8dx6662kp6fj7e2dmSW6evVqJk2axFtvvYXJpLzcCoVCoVCUNpTCVoIoX748e/bs0clvv/12zp49WwQrUigUCoVCURgoc4xCoVAoFApFMUcpbAqFQqFQKBTFHKWwKRQKhUKhUBRzlMKmUCgUCoVCUcxRCpsbiYqK0pXqyImIiAh+/PFHN60o98yaNSvHMZs3b2b06NGFsBqFQqFQKMomSmFzI9WrV+err77K1T7ZKWwWi6UglpUrXFHYFAqFQqFQuJcyUdbjaNNmbp0/ZMd2Q3lERASjR49m0qRJrFmzhitXrhAREcGrr77K2LFjOXjwIOPGjcNisSCEYNOmTbz88sscOXKEtm3b8p///IcTJ05w5swZjh07Rvfu3QkMDCQ4ODiza0JwcDAXL15k8eLFrF69mitXrnD69Gk+/PBD1q9fz/r16+nWrRuLFi0CYNWqVcycOZPk5GS6du3K3LlzOXv2LMOHD6dZs2bs2bOH0NBQ5s2bx8svv8y1a9do27YtoaGhzJgxg6FDhxIdHY2maXz88cf07NnT7jVPnz6d8+fPc/ToUS5cuMC8efMYMGAA6enpTJkyhW3btpGWlsbMmTO56667WLJkCa+99hqenp40btyYZcuWGcoUCoVCoSjLlAmFrThw+PBhdu7cSWxsLF27dmXs2LF89tlnTJ48mfHjx5OYmIiXlxdvvPEGn376aWZrqunTp3Py5Em2bNmCp6cn06dPd3qMY8eOERYWxvHjx+nWrRvr16/no48+omPHjhw/fpxKlSoxe/ZsNm/ejI+PD0888QTLly+nY8eOHDlyhKVLl1K/fn06dOjAiRMneOONN1i4cCHh4eEApKWlsWLFCgIDA4mMjGTEiBHs3LlTt44zZ87w559/Eh4ezlNPPcWAAQP4/PPPqVevHh9++CGxsbF069aNQYMG8cYbb7Bq1Srq1atHTEwMgKFMoVAoFIqyjFLYCol+/frh5+eHn58fVquVtLQ0unXrxuuvv86VK1cYNWoUderUMdx36NCheHp6unQMHx8fWrVqhY+PD927dwegRYsWnD17ln/++YcDBw7QtWtXAJKSkqhTpw4dO3akWbNmNGrUCIDWrVsTERGR+X8GmqYxdepU/v77b8xmM//++6/hOu644w7MZjPt2rUjIiICgHXr1nHkyBEWL14MQFxcHFFRUfTo0YMJEyZw3333cffddwMYyhQKhUKhKMsoha2Q8Pb2zvzbZDJhsVi477776NSpE7/++iuhoaGsWrXKcF8/P7/Mv81mM1arFYCUlBS7cV5eXpnzZ/yd9XiapjFkyBA+++wzu/0iIiIM1+fIt99+S2pqKuHh4ZjNZgICArJ9rVnn0TSNhQsXZiqRGcybN4/t27ezcuVKunTpwsGDBw1lHh7qVFUoFApF2UUlHRQhp0+fpmHDhjz33HP07t2b48ePExgYSFxcnNN96tSpk+miXLlyZa6O17VrVzZs2EBkZCQgG8Zn/O0Mk8mUqSDGxsZStWpVzGYzP/74IwkJCS4fu1+/fsybNy9zrozXcPr0abp3787//vc/0tLSiIuLM5QpFAqFQlGWKRNmi2bHjrptbovFkmeFYsmSJXzzzTd4enrSsGFDBg0ahNlsJikpKTPpwJHhw4ezaNEiWrduzbBhw3J1vKpVqzJnzhyGDBlCWloanp6eLFiwgIoVKzrd54EHHqBVq1YMGDCA//73v9x55520bt2aPn36UK1aNZeP/eijj3Lq1CnatGmD1WqlSZMmLF++nClTpvDvv/+iaRpjx46lQoUKPPTQQzqZQqFQKBRlGaFpWlGvId8IIVoAhw4dOkSLFi0AOHXqFAD169d367EzFLbAwEDMZrNbj6UovM9VYU9sbCybNm0iNDSUoKCgol6OQuEW1HmuKCwOHz5My5YtAVpqmnbYlX2US1ShUCgUCoWimKMUNoVCoVAoFIpiTpmIYVMoFApF6UbTNDae3ci+y/toWqkpt9e7HZNQNglF6UEpbAqFQqEo8Xx15Ctm7b7ZSu+fG//wXIfninBFCkXBkufHDyGEtxDibSFElBAiSQixUwjR38V9+wkhNgkhrgohooUQYUKIB/O6FoVCoVCUXdKt6cw/MN9O9s2Rb0hIc730kEJR3MmPvXgx8BzwLfA0YAFWCyF6ZreTEGIwsBbwAqYDLwNJwFdCiGfzsR6FQqFQlEH2X9lPXKp9eaU0axq7Lu4qohUpFAVPnhQ2IURnYDTwkqZp/9E07TOgL3AGeCeH3ScDF4C+mqZ9omnaHOBW4CQwLi/rKa5ERETQtWtXVq5cyUcffVTUy1EoFIpSyd/n/zaUb4/aXsgrUSjcR15j2O5GWtQyexxpmpYshFgI/E8IUUvTtHNO9g0CbmialpJl33QhxNU8rqXYM3jw4KJegkKhUJRatp7faijffkEpbIrSQ14VtnbAP5qmxTrIw2y/2wLOFLbNwAtCiJnAl4AG3Ad0BO7J43qyZc6kje6YNpP732qf7fbFixdz7Ngxpk6dSvfu3Tl27BgAR44cYfLkyWzcuJGwsDCmTJlCQkICDRo04Msvv8TPz4/g4GBGjRrF+vXradiwIcuXL8dsNhuOt1qt3H333URFRaFpGh9//DEdO3bUyfr06ePW90OhUCgKi6tJVzl63bibzemY01xMuEiwf3Ahr0qhKHjyqrCFIN2ajmTIqmez70ygHjJ27RWbLBEYoWnaipwOLISoClRxEDcAiI+PJzZW6pBpaWl4eHgYNjF3B0bHyWi4brVasVqtlCtXjtq1a7Nnzx7atm3L0qVLGT58OElJSTz//PP8/PPPVKhQgVmzZvHJJ58wZcoULl26xNChQ3n//fcZMmQI69ato3fv3obj69WrR9WqVVm1ahVWq5WEhAR+//13nayw3hN3oGka6enpmZ+zonDI6Bubm/6xCkVhsP7M+my3bzy5kTvr3unSXOo8VxQW8fHxud4nrwqbL5BiIE/Ost0ZKcA/wI/AcsAMTAS+EUL01zRtRw7HfhyYZrQhLCyMixcvAlCxYkWqVKlSaI3DExMTdbKEhASsVivJycmkpqYSFxfHnXfeyffff0+DBg1Yvnw5P/74I3v37uXAgQOEhoYCUtns1asXcXFxlCtXjnbt2hEXF0fz5s0zG8Qbje/bty+bNm3iueeeY/DgwXTo0IF69erpZCW5mXpaWhpXrlzJtFIqCpewsLCcBykUhcjKhJXZbv/t0G/4n/bP1ZzqPFe4m7Nnz+Z6n7wqbEmAt4HcJ8t2Z3wCdAXaa5pmBRBC/AAcBj4EuuRw7LnAMgdZA2BF586dadasGQAXLlzAw8ODwMDAHKYrGPz8/HS9RP39/TGZTPj4+ODl5UVgYCCjRo2iX79+PPTQQ1SoUIGGDRuSmJhIp06dWLNmjW5eHx+fzNfg4+ODp6cnfn5+Tsfv3r2bVatW8eKLLzJp0iTGjRtnKCupXLt2japVq9KmTZuiXkqZIiEhgbCwMDp37oy/f+5ufgqFu0i3pvP26rezHXNOnKN3n94uFdFV57misDh61NiNnx15VdguADUM5CG231FGOwkhvICHgXcylDUATdPShBC/A5OFEF6apqU6O7CmaZeByw7zAhAQEJDZsPfqVZnDUFgN2c1ms+5YZrMZIQQmkwmTyYTZbKZatWoEBwczc+ZM7r77bsxmMy1atCAiIoIjR47QqlUrEhISuHDhAg0bNrR7DRnzOBvv5+dHxYoVeeihhzCbzezbt49Lly7pZCW5Sb0QAk9PT9WYuYjw9/dX772i2BB+OZy4tOw9BtGp0USlR9G8UnOX51XnucLdBAQE5HqfvCps4UCoECLIIfGgS5btRlSyHdNIY/BElhkpcG3iiU/7FvSUmVgslly7GEeOHMmkSZOYNUtW5fby8uK7775j0qRJxMfHo2ka77zzTqbC5oiz8UIInn/+ecxmM/7+/nz55ZccPHhQJ1MoFIrSgLNyHo5si9qWK4VNoSiOCE3Tcr+TEF2AHcB/NE2bZZN5A4eAa5qmdbXJagN+mqYds/1vBq4iLWStMixpQogA4CgQr2laszyspwVw6NChQ7Ro0QKAU6dOAVC/fv1cv77ckKGwBQYGlmjLVUmhsD5XhT2xsbFs2rSJ0NBQZXlQFBtG/zaaw9cO28nql6vPqZhTdrIuwV34fODnOc6nznNFYXH48GFatmwJ0FLTtMM5jYc8Fs7VNG0nMo7sTSHEO0KIicBGoC4wNcvQr5CKWMZ+FmAW0BjYIYR4RggxBVkOpCbwel7Wo1AoFIqyxbWkazplDTDsH7r38l6S0rMLrVYoij/5aU01BpgNPAh8hHRp3qlp2pbsdtI07Q3gfiANme05E4gF7tY07dt8rEehUCgUZYRtUdt0snrl6tGrZi+q+NpXfkqzprHn0p7CWppC4RbyrLBpmpZsa0sVommaj6ZpnTVN+8NhTB9N04TBvt9pmtZF07QKmqb5aZrWVdO0n/K6FoVCoVCULYzi13rW6IkQgq4hXXXbVJsqRUknPxY2hUKhUCgKHYvVYmhh61mjJwDdqnfTbVNtqhQlHaWwKRQKhaJEceTaEaJTou1kvh6+dKjWATBW2E7cOMGVxCuFsTyFwi0ohU2hUCgUJQojd2inqu3wXjcDFtxK5fWv06icPpN8x4WcGukoFMUXpbCVEoKDjZsb33777aSmOq1DrFAoFCWOv6MM4tdirsGOOXB+N+z5gu4J+l6NKo5NUZJRClspZ/Xq1Xh5eRX1MhQKhaJAiE6O5uCVgzp5zxNb7f7vFnlIN2b7he3kpfaoQlEcyGungxLFe6PudOv8D8//RieLiopi5MiRmQ3gf/jhB+69917q16/PkSNHuOWWW/j0008xmUysWrWKmTNnkpycTNeuXZk7dy4mk4lFixYxb948UlNTGT58ONOmyZ73M2bMYNmyZZhMJp544gkeffRRAJ5++mnWr19Pw4YNWb58OWazmbp163Ls2DEuXrzI8OHDadasGXv27CE0NJR58+YBGB7/4sWLuvUHBQXpZE2bNnXre6so+ZyOOc2ui7toUakFLSq3KOrlKEo42y9sR8Ne6arjW41aKfbNtNsnp+ApzKRplkzZ1aSrnIg+QeMKjQtlrQpFQaIsbG7i+++/p1+/foSHh7Nnzx40TePAgQP83//9H0eOHOHq1assX76cq1evMnv2bDZv3kx4eDhms5nly5dz5MgR1qxZw44dO9i3bx979uxh9+7d/Pbbb2zdupW9e/dy4MABRo4cCcClS5cYMWIEhw8fxmq1snHjRt2ajhw5wvTp0zl8+DDbt2/nxIkTTo/vuP46deoYyhSK7Fh/Zj2DfxnMzB0zGb1qNEuOLSnqJSlKOEbxaz28KutkvppGe69KOrlyiypKKmXCwlYUdOrUiXHjxmEymRg5ciR+fn40adKEtm3bAjB69Gj+/vtvvL29OXDgAF27yrpBSUlJ1KlThwsXLrB9+3Y6dJBZT/Hx8Zw4cYJdu3bx0EMPZbo5K1asCED58uXp1asXAO3atSMiIkK3pmbNmtGoUSMAWrduTUREBMeOHTM8fteuXe3W37x5c91rat5c9eZTOCfNksbMHTPtZG+HvU3XkK7ULVe3aBalKNFYNatx/bWEBMPx3ZJS2elgltgetZ2xLca6Y3kKhVtRFjY30atXL7Zs2ULVqlUZMWIEGzZsQIibNYSFEAgh0DSNIUOGEB4eTnh4OMePH2fq1KlomsZjjz2WKf/333+59957nR7P29s782+TyYTFYnFpjLPjG63fSKZQOGPL+S1cT75uJ0vX0nlv93tFtCJFSefY9WO6c8rb7E2nqKOG47tdPq2T7bm0hxRLilvWp1C4E6WwuYkzZ84QEhLCY489xujRo4mLi8u0Zmmaxg8//EDPnj3p2rUrGzZsIDIyEoBr164RGRlJ3759WbJkCdHR0QBERkZy7do1+vXrx6JFizIzP69fv+5sCS7h7PiO6z948KChTKFwxi///mIo3xy52bDoqUKRE0bWtY4Vm+OTYFxfrWlSHBU8A+1kyZZkwi+Hu2N5CoVLpFnT8rRfmXCJTln6m9vmtlgsxMXF6eSbN2/mnXfewcvLi0qVKvHWW2/RunVrZsyYweHDh+nVqxfDhg3DZDIxZ84chgwZQlpaGp6enixYsID27dvz/PPP07t3bzRNIyAggCVLlnD77beze/du2rVrh4eHB5MnT2bChAl5Xn/VqlUNj3/w4EG79S9ZsoRVq1bpZAqFEVeTrvJX5F9Ot7+7612W3bUMD1OZuAQpCghDd6hB/FoGJqCrTzC/p9lfo7dFbaNLSJeCXp5CkSOapnHn8jvxueqT631FaUhxFkK0AA4dOnSIFi1kFtqpU6cAqF9fXzyxIMlQ2AIDAzGbzU7HRUREMHr0aHbsUIUb80Nhfa4Ke2JjY9m0aROhoaEEBQXlOP7Lw18ya/esbMe80uUVRjUdVVBLVJRyYlJi6LW0F1bNaif/tVw36oYvdbrfz0168WpqhJ2sWcVm/HDXD7qxuT3PFYrccir6FENWDCH5fDL/vvwvQEtN0w67sq9yiSoUigJF0zSn7tCsfBL+CTEpMe5fkKJUsOPCDp2yViOgBnWisg/N6HYpQic7ev2oLhZOoSgM8tPTVilshUTdunWVdU1RJjhy7Qj/Rv+b47jolGg+3f9pIaxIURowdIdW64y4bJxwkEFw9FnqBdTSyXde2Flga1MoXCU/551S2BQKRYHy878/62Rtq7Tlrvp36eRLji3hdIw+k0+hyIqmaWw9v1Unv8WrEpBzWE93vxo6marHpihs0q3p7Lq4K8/7K4VNoVAUGCmWFH4//btOPrThUJ5u/zS+Hr528nQtPcdYN4Xinxv/cCXJPhPU0+RJp9hol/bvlmrVybZFbVNtqhSFypFrR4hP0/e4dRWlsCkUigJj07lNxKbG2sl8zD4MrDuQav7VeKjlQ7p9tkRuMbSeKBQZ/HVen3HcoVoH/M7v0Q+ue4tO1PHKaTyEfUbypcRLnI5V1l1F4bHjQv7CopTCplAoCgyjZIP+dfoT4BUAwLgW4wj2D9aNeXfXu6Rb0929PEUJxUih7xnSHSJ36wd3f0on8o86QJsqrXRy5RZVFCb5jZtUClsxYPHixbz44otFvQyFIl9cSrhkeAMc0nBI5t8+Hj481+E53ZiTMSdZ9s8yt65PUTKJT403LHTb06capDm0pPIpBw37QWCIvdyaRjf/2ro5lMKmKCyS0pPYd3lfvuZQCptCoSgQfj31q2HZhU7Bnexkg+oOom2Vtrr954TPUWU+FDp2XNhBumZvfQ3xD6H+tXP6wTU7g8kENTvpNnUzKC6/6+KuPFedVyhyw77L+/J9rpWJMuORLzqvuF4QBLyoN7U/99xztGvXjgcffBCAe+65hyeeeIKXX36ZxMREvL29WbRoEc2aNbPb79KlS0ycOJHz58/j6+vLwoULady4MX369KFLly6sX78eq9XKypUrqVWrFlFRUUyYMIHIyEg8PDz45ZdfCAkJYcqUKWzbto20tDRmzpzJXXfpM/QUioJC0zRW/LtCJx/cYDAmYf9cKITghc4vcO8q+964MSkxzNs/jxc7K2uz4iaG5Txq9EREhukH1+py8/fRlXabWlw+RaBXIHGpN7seJKYncuDKATpU61Cga1YoHCmIMjLKwuYmRo4cyU8//QRAUlISe/fupVOnTmzYsIG9e/fy4Ycf8t///le337PPPsu0adPYvXs377//Ps89d9N9FBAQwJ49e3jggQf49FNZv+qpp55i5MiR7N+/n7///pvKlSvz+eefU69ePXbt2sWWLVt48cUXSUtTT5EK97H/yn4iYiN08sENBhuOb1m5peG2JceWcCr6VEEvT1FC0TTNUGHrUaMHnDO4AdbOorA5YI7cRddgvVz1tVUUBvlNOIAyYmErCrp27cqRI0eIj4/njz/+YMCAAaSkpPDEE09w4MABzGYzycnJuv02btzIkSNHMv/P2u5q8GB5g2vXrh0LFy4EYPv27SxbJmN/fH1lyYR169Zx5MgRFi9eDEBcXBxRUVHUqVMHkBfB2NRYEtIS8PHwoZxXOcwm5221FIqcMEo26BTciZqBNZ3u83T7p1l3Zh1J6UmZMotm4d3d7zKv3zx3LFNRwjgZfZJLiZfsZB7Cg65+tSHGwSUqzFDDZikLaQ1mL7Ck3tyecJmu5Ruz7ux6u912RO3gyXZPumP5CgUgvQdHr2Vf4NkVlMLmJoQQ3H777axatYpffvmFCRMmMHv2bJo0acK3337LtWvX6Nixo+F+e/fuxWTSGz+9vb0BMJlMWCwWp8fWNI2FCxfSvXt3w+2XEy9zNenqzf9Nl6noU5GKPhVVM25FrklKT2JNxBqdfGjDodnuV9WvKo+0eoSP931sJ//7/N/8FfkXt9TUl2dQlC2MrGvtqrXD/6JBO6rgVuDlL//28Ibq7XRWuO7p+uvqoWuHiEmJoZx3uQJZs0LhSNjFMDSHAs/V/avzLzl3hMmKcom6kZEjR/LNN9+wc+dOevfuTWxsLMHBwQghMq1fjtxyyy18/vnnAFitVg4ezL5PXo8ePfjyyy8BSE5OJikpiX79+jFv3jysVhkAHh4enjk+LjXOTlkDsFgtXEm8wokbJ7iYcJE0i3KfKlxn/Zn1JDhk6/l5+NGvdr8c9x3TfAzV/avr5O/uflcFgyucxq9xLpv4tcz/O+uG1Lz8D7UC7dtUWTUrYRcN5lMoCgij+LXWVVrnep4yYU6p+Zb7ntQtFgtxcXGG27p3786+ffu4/fbbMZvNTJo0ibvvvpt58+YxZMgQw30+/vhjJk2axJw5c0hLS2PMmDG0aqVPasjgww8/5OGHH+b999/Hy8uLX375hUcffZRTp07Rpk0brFYrTZo0Yfny5aRb04mKj3I6l1Wzci3pGteTr1PeuzyVfSvjZfbK3RuiKHOsOKlPNhhYdyB+nn457uvj4cOzHZ/lP3/+x05+OuY0Pxz/gfub3V9g61SULBLTEtlzWV8Yt2eNnrDtK/0OtR0Utpp6hY1zYXRvO5Clx5faibdHbad/nf75Wa5C4RSj+LUyr7AduHKAFrQo6mVkIoQgMjIy8/8mTZrYWcxmzJgBwLhx4zJl1apV4+ef9b0YN2/enPl3nz596NOnDwAhISGsXr1aN37WrFnMmnWz5Y+maZyPP+9ScVJN07iRfIMbyTcyFTdvD+8c91OUPaLiowi7oLdO5OQOzcrAOgP5vur37L28104+N3wud9S7g/I+5fO5yrxxPv48S48t5VLiJUzCZPcjEHZ/m01me5kQmDDhafakTZU29KjeAyFEkbyOksrOCzt116uqflVp5FcdLhzQ7+CChY1Lh+hW5QVDhU2hcAcX4i9wJvaMnUwgaFXZuSHGGaVKYXtjxxvUb1KfLiH6TKCyzvXk68Sn5r6HWXRKNNEp0QR5BVHZr7KuF6TCNZLSk/A0eZa6GMEVJ1foYjPqBNWhXdV2Ls8hhGBq56nc+9u9dnPFpsYyd/9c/ttFn03tbsIuhPH0pqfz1fcvK7fVu40Z3WeU6u9PdHI0G85uYO2ZtZyJPUPzSs15uv3T1Amqk6f5nJbzuBAOmkMMb1BNKOeQ4BIYDOXrQHSWm6VmpZPFjEmY7GoGRsZHci72HOVQcWwlhYS0BF7f8Trhl8NpUbkFT7d/WufuLg4YWdeaVWpGoFdgrucqVXePFGsKkzdM5pNbP6EKVVRjXxvJ6cm6TCsAs8lM7cDaxKTEcCPlRrbvV2xqLLGpsQR4BVDZtzJ+Hn5FYjHQNK1EWiruWH4HV5KuYBZmvMxeeJu98TJ74WW6+be32fum3PaTVeZt9qaiT0W6hHShUflGRf4+WDWrYe21IQ2G5HptLSq1YHCDwTr36g/Hf2BUk1E0KN8gX2vNDWtOr+G/f/+3QGPofj/9OxExEcwOnU31AH3MXkklJiWGjWc38seZP9gZtdOuwO35+PNsi9rG6z1ep1+dnOMZs6JpGlujDNpR1egJZwzKIxhZ00Ba3aLtrRtBFw7RqnIr9l/ZbyfffmE7g0IG5WqdBcW289uYf2A+6Vo6Y5qPYWDdgUWyjpKCVbMyecNkdl+Srcki4yPZfXE38/vPp0nFJkW8Ont2XtTHr3UN6ZqnuUqVwgaQbElm8obJzG0/lyBzEOnp6Xh4lLqX6TJWzUpkfKShMlYjoAZ+nn74efpRxa9KZvyaY7X6rMSnxhOfGo+fpx+VfSsT4BlQaIpDeno66enpmdmyJYkUSwogy1YkpSfZlbLICzUDahJaO5TQWqG0q9quSCx3ey7t4Xz8eTuZQHBXg7wVaX66/dOsPbNWX+ZjlyzzURjn2TdHvuHtXW+7Ze6j148y+rfRvNfnPV33h5JEfGo8m85t4o+IP9gatTXbMIuEtASe3fwsY5qP4ZkOz+Bp8nTpGKdjT+vOLbMwS+/J3wv0O9R2cgOs1RkO/mAviwyjW4s+OoVtW9S2IlHYNp/bzFMbn8q0Lk/dMpXy3uWVpygbvj/2faaylsG15GuMXzOeOf3m5MrC7040TTNMOOgS0gVu5H6+UqnJJFuS+ezEZzxW/zFOnjyJh4eH2y72mqaRlpbGtWvXitziYURSehKpWWsR2fAye3El9gpXuGIv17xItaSSYk3J1uKWSirRRGMWZrzN3niY3Pceg3yf09PTsVqtBAUFkZyejI+Hj9uOV9AYfQb5ITI+kq+PfM3XR76mvHd5etXsRd/afekW0s2lYP+CwKj2Wrfq3Qybu7tCFb8qTGg1gY/2fWQn3xq1lb/O/0Wvmr3yNK8rWDUrs/fM5ovDX7jtGAA3Um4wYe0Epnaayr1N7y2W1wwjEtMS2XxuM2si1rD1/FZSrbk7n7868hWHrh7i3d7vUtWvao7j/47Uu0PbVGlDkEeAccFcpxY248SDbre+wKf7P7UTh10IcynGtyA5fv04L2x5wS4UwKpZeXfXu/xw1w+6LiEKOBt7ltl7Zhtui0uLY+LaiXwQ+oG0xhYxJ6NP6qoyeJm8aF+1PSdvnMz1fKVSYQPYEb0DTsHERhOp5FnJbcdJT0/nypUrVK1aFU9P154eC4sriVd0gdwAAZ4BTk2yQgi8PbwxW82cjz/P6ZjTmdah7OhevXuefPKuIoTA29uboKAg5v4zl3+j/2Vev3klIiZI0zSX3sO8Ep0SzcqTK1l5ciXeZm+6hXSjb+2+9KrZi0q+7jn3E9ISWHdmnU6em2QDI8a0GMNPJ37SWVfe3fUu3ap3c9lCkxvSLGn837b/Y9WpVYbb21Vtx92N78aqWdE0DatmxcrNvy2aJfNvDdt2zUpcahzfHP1G99lbNAtvhr3JsevHeKXrK8U2EzsxLZG/zv/FHxF/sCVyS77P4b2X9zLy15G82+tdOoc4UbBsGLlDb6l5C1w7AcnR9hs8/aCakwDuqi3A09++SXxyNK2EL/6e/nblaOLS4jgWfczVl5NvriZd5cmNT5KYnqjbdvzGcVadWpVna3VpxapZeXXbqyRb9EXnM0i2JPPkxid5s+ebDKpXNC7uDIzi19pWbZtnY0OpVdhAKm3he8OZc+ucHC8QeSU2NpZjx47Rpk0bgoKC3HKMvHA16SrjV47nevJ1O7mXyYvv7viORhUb5ThHYxrTw9KD3079xsKDCzkbd9ZwXO+avXms6WMFsu7sSLem8+rWV/n11K8APLv5WT4K/ajY3vAySLem4+PhQ4olJVt3c0GQYklhc+RmNkduRiBoW7UtfWv1JbR2aJ6Dv41YG7FW59YN9AwktFZovub1NnvzXIfnmPLnFDt5RGwES48t5YHmD+RrfkcS0hJ4dtOzbL9gnCXYt1Zf3u71dp4vsP3r9ufpjU8bxpD+/O/PnIw+yQehH7hkdSoszsWe4+Pwj9l8bnOuXffB/sEMrDOQs3Fn2XRuk2779eTrTFg3gSfbPclDLR8ytCAlpSex++JunbxH9R4QYRC/VqMDmJ3cysweUKM9RNj3k/Y8v5dOwZ3YfG6znTzschj1qOf09RUUKZYUnt70NBcSLjgd8/G+jxlQdwDe5pIXAuIulhxbwp5L+lIvjqRb05m6ZSpxaXGMbDyyEFZmjJE7NK/xa1DKFLYG5RpwHvsn82RLMk9seMKtSltxw6pZeWXrKzplDeDZDs/mKijTy+zF8EbDGdxgMOvOrGPBwQWcuHHCbswjrR7J95pzItWSygtbXmB9lrYyW89v5cW/XuSdXu8U6+xLT7MnYfeHSbeulk6aJY0USwoplhTpfs7625qa+bfj9oS0BMIuhrHv8j6XFD8NjX2X97Hv8j7e2/Me9cvVZ0jDIdzf7P583wSM3KG31butQNzU/ev0p33V9jrr8Ef7PiIxPZF7m95bINbcq0lXeXz94xy9btwy5p7G9/DfLv/NV9u2FpVasOTOJUzZPMXQ2n3g6gFG/TaKD/p8QNuqbfN8nIJi3+V9PLru0VwpalV9qzKg7gAG1h1I6yqtMQkTmqbx5eEvmb13NhaHjE6rZuXDvR+y//J+Xu/5uq7DwK6Lu3Qu18q+lWlasSn89Yl+Ac7i1zKo1UWnsHFuJ90ad9cpbLsu73K7wqZpGv+39f84cMWgNEkWLiRcYMmxJYxtMdat6ykpnIs7x+y9s3XyGgE1CPIK0n2PNTRe2/4asSmxPNzq4UJa5U3SrensurRLJ89PbGKpcpBP7z6d5pWa6+QZSptRvajSyHdHv2Preb1LoUeNHnkuROph8uC2erfx010/8UnfTzKL/nUK7lQoN5qj14+yOXKzTr7uzDqmbZvmdstVQSCEwNPkiZ+nHxV8KhDsH0ztoNo0qtCIFpVb0L5ae7qGdKVXzV70r9OfO+vfyfBGw7m36b2MbTGWx9s+zuJBi9l8z2Zm9phJ31p98TG7riCdijnFB3s+YPya8bq4itxwNvasofKRX3doBkIIXuj8AgL7+K6k9CQ+3vcxA38ayLzwecSmxub5GGdiz/DA6gecKmuT207mla6vFEiP3cq+lfl8wOeMajLKcPvVpKs89MdDLD+xPN/Hyg8HrxzksfWPuaSsVfKpxOgmo1k8aDHrRq7jhc4v0LZq20yLmRCCcS3H8fmAz6nsW9lwjs2Rmxn12yhdj0XDZu8ZdezOGWWI5nADNNp+Lozu1fWt+w5fP0yy5tzdVhB8euBTfj/9u0tjFxxckK/zvLRg1axM2zbN8Nyc0X0GiwYuokO1Dob7zt47m/f3vF/oVSMOXT2k6wAT6BloqKO4SqlS2AK9Avms/2fZKm27Luo13qLicuLlAp/z+PXjvL/nfZ28ok9FXu/xer6DnIUQ9K7Vm29u+4ZFAxfxXIfn8jWfq7Sp0oZ3er1j6EJZeXIl/9v5vzJTxqWCTwWGNhzKh30/ZMvoLXwU+hHDGg6jok9Fl/Y/ePUg96+6n39v5K6PXQZG1rUG5RrQsnLLPM1nRPNKzZ0qgHGpcczdP5eBPw7kk32fEJMSk6u5D145yIOrH9TFyYHMRJzRfQaPtnm0QBMCPM2evNL1FaZ1m2ZoDU6zpjFt2zRe3/F6kbTkOnb9GI+uf1R3g8lKBe8KjGw8koUDFrJh5AZe7voyHap1yDYwvmNwR5bdtczpzfR8/HkeWP0AP/3zU+b312k7qoRrcM3gnK2p78mc4/arx6njGUSIf4id2KJZOJ1+Ovv58sGaiDXMDZ+rk3uaPHm126u69zImJYZFBxe5bT0lhR+O/2B47x7VZBRdQroQ4BXAp/0+pXfN3ob7f3HoC2Zsn4HF6rwHd0FjFL/WMbhjvrxBpUphAyjnXS5bpe3x9Y8XC6UtJiWGwb8M5pE/HiHsQliBKBvJ6cm8sOUFwwv+zB4znT7p5gUhBJ2COxXoTTon+tfpz2vdXzPctvT4UmbvnV1mlLYMfD18Ca0dyms9XmPjyI18OehLxrUYl2O8WlRCFA/+/iDborbl6ngWzcLKkyt18iENc197LSeebv80dYPqOt0enxbP/APzGfDjAD7c+yE3knPOk98SuYWH1z7MjRT9WB+zDx/1/YjhjYbnZ9nZcnfju/li4BdOv4tLjy9lwtoJXEu65rY1OHLixgkmrJ1AXKq+xV6QVxDDGw1nfv/5bLxnI692e5XOIZ1zZXnMsDCObznecHuqNZXp26fzf1v/j+PXj3Mu7pzddpMw0a16N+Ps0CrNwLdC9gvwqwiVG+vE4vweQyvbybTcZ++5wsErB3nl71cMt83oPoORjUcyuMFg3bZvjn7DxYSLbllTSSAyLtLQCFHdvzrPdng2838fDx8+CP2AO+rfYTjPTyd+YuqWqYXWK7ug49egFCpscFNpa1axmW5bcVHavj/2PQlpCey8uJOH1z7Mg78/yJbILflSOGbtnsXJGP3F5r6m97m1JEJhMqThEKeV7xcdWsTnBz8v5BUVH8wmM+2rtWdKxyn8OvRXVgxZwdPtn6Z1ZeOedfFp8Ty+/nGW/bPM5WPsubJHF0BvFma3ZLNV8q3E4kGLGdpwKGbhXEFITE/k84OfM/Cngby/+32nys7PJ37mqY1PGbpVynuXZ+HAhYXyPWlbtS1L7ljitDXNnkt7GL1qNIevHXb7Wk7HnGbC2glEp0TrtjUs35Bfh/3KjO4z6F69e74sAx4mD57r8Bwfhn5IoKdx/OGKkysYu0Yfr9W6cmsZ55abch6ujDu3k67V9TfQf9PzZnnOjosJF3lq01OGmbaPtHok8/vzRNsndPGlKZYUQ6tcWSBbV2iPGfh7+tvJPE2e/K/n/7i36b2G8609s5bJGyeTmKbPzC1IEtMSCb8SrpMrhc0J5bzLsWDAgmKptCWmJfLN0W/sZPuv7OeJDU9wz2/38EfEH7k23W46u0nXHw/kRfe5joXjtiws7m16L0+3f9pw20f7PuLbo98W8oqKH0II6pevzyOtHuHbO77lq9u+ooK33hJh0Sy8tv013tv9nktxgKvP6PvW9qzRs0Ctt1mp5FuJmT1m8tuw3xjRaAQewrnSkJSexBeHv2DQT4N4d9e7XEmUNQY1TWP+/vm8uu1VXQA8yKDlr2/7Ok/NmPNKNf9qfDHoC4Y0GGK4/WLCRcb+PpbfTv3mtjWciz3HI388wrVkvYJbN6guCwYscNnN7ip9a/dl6Z1LaVLBOPHJyCXbo0YP24INFLacEg4yMGwEv5OuwV11sZJXrVe5mFhwFq3EtESe3PikYdxov9r9eLLdk5n/B/sHG8YZrzi5Is8hDCWZZceXEXZRH3s+svFIp8qPSZh4qfNLTGozyXD7tqhtTFw3MdehFLlh3+V9+j64vlWpVy5/CS2lVmGD4qu0LftnmdOT5dj1Yzz/5/MMXTGUFf+ucCme5UriFaZtm6aTe5m8eKfXO6UyLfyRVo8wodUEw21vhb3Fzyd+LuQVFW/aVW3Ht7d/69TFuPjwYp7b/Fy2AedJ1iT+jPpTJy+oZIPsqBlYk+ndp7Nq+CpGNRmVbT22ZEsyXx35ituW38ZbYW/x2o7X+CTcILsQaFqxKV/f9jV1y9V108qd4232ZmaPmbzY+UVDC2KKJYWX/nqJ/+38X576AGdHVHwUD699mMtJ+jjamgE1s00WyC+1gmrxze3fMKzhMJfG31LjFkhPhfP6RJccEw6yG3d+L+U9AwzDZ3ZdLpj7glWz8tJfL3Hsur6+W7OKzXij5xu6uLWHWj5EkJd9iaiMzNqyxPn487y35z2dPMQ/JMfYaSEET7R9gqmdphpu339lP+P/yF/yVXYYxa91CemS77CRUq2wQc5KW1EkItQIqJGjph0RG8ErW1/hrp/v4ofjPzgtWmnVrLz898uGMTlTOk6hUYWc662VVJ5s96TTrNfp26ezJmJNIa+oeJNxo+wcbOxG2nB2A+PXjM+0TDlyMO2grtxCee/yTgN93UH1gOq80vUVVg9fzb1N78XL5LwGX4olhW+PfsuP//xouL1LSBe+GPgFVfyquGu5OSKE4P5m9/NZ/88o713ecMz3x75n8C+DWX1qdYHEaF5KuMQjax8xrAEW4h/CwoELqeZfLd/HyQ4fDx9e6/Ear3V/LdsHyoo+FWlWqRlc2A+O10C/ylCxvmsHrNwYfBwau6fGw+UjMj7OgYJS2D7c+yEbz23Uyav6VuXjvh8bdiUp512Oia0n6uSbIze7VIOsNKBpGtO2GrtCp3efToBXgEvzPNj8QWb2mGmYGHPixgnG/D6GyLjIfK/XEcP4NQP3e24p9QobZK+0JaUnFbrS1q9OP34e/DOzes9y6hrI4Hz8eWbumMltP93Gl4e/1Pnevz7ytWHRz141ezn145cWhBBM7TTV0MJj1ay8tOUl/jyntwiVZcp5l+PTfp86tYodvnaY+1bfxz83/tFt25uqt3DcUf8OPM2F3+Ej2D+Y/3b5L7+P+J0Hmj2Qayvy7fVuZ96t81y+8LubziGdWXLnEllrzIArSVd44a8XeOiPh/LlGruadJVH1j6iC+wHqUR8PuDzQm1OP6zRML65/RtqBtQ03N69end5szWMX+sCrlosTCanbtFuIXqFbfeV3fkuFfTLv7+w6JA+w9PH7MNHt36UrVI8uuloXQYr4LbyFDEpMQVuxc0Py/5ZZtg0fUSjEYaJItkxtOFQ3u/zvqFV/lzcOcb+PrZA3c03km8YlgvqEpz/3rBlQmGD4qe0mU1mBtYdyLK7ljHn1jm0qdIm2/FXkq4wa/csBv40kPn75xObGsvRa0cNCwlW8qnEa91fKzF9CvODSZiY3m06A+oM0G1L19J5bvNzZab+nqt4mj15rftrTuMALyZcZMzvY+zKK0TERhBp0T+JFoY7NDuq+lXlhc4vsGbEGsa1GOdSq7Kxzcfy5i1vFomimR01Amrw1W1fcVvd25yO2X1pNyN/HcmsXbOyLcFhxI1k2cc0IjZCt62STyUWDFxA7aDauV12vmlasSlL71pKn1p9dNsyzy+j+mu1c3kDNEo8iNxF26ptdedNTGoM49eM59uj3+YpQ3P3xd3M2D7DcNsbPd+gRaUW2e7vbfZmcrvJOvmBKwfYcHZDrtfjjDRrGm+HvU2fpX3o9n03Xtv+WqFlUTojKj6K93brXaHB/sE83/H5PM15a+1bmdtvruH14XLSZR5e+3CBZeIaxdzVK1evQKzWZUZhg+KntIG0EvWq2Yuvb/uahQMW5lgFOTolmk/CP2HgjwOZvHGyYbPiN3q+4bYeksURs8nMW7e8ZZjhl2pNZfLGyey/sr8IVlZ8EULwSKtHeLf3u4ZuxYS0BJ7Y8ARLj8lEltVn9ckGTSo0cWoRKmwq+1ZmSscprBmxhodbPoyfh97VBPCfjv/h+U7PF9um2r4evrzd622e7/i8U6thupbOl0e+ZPDPg/n99O8uWVxiUmJ4dN2j/ButtySU9y7PggELqF/ORfeiGwjyCuKj0I94qfNL1AioQbB/MC92flFeDzUNzhk8dLkav5Y53tjC5mX2MqwTt/fyXt4Ke4v+P/bn3t/u5fODnxMRE5HjYc7FnuPZzc8aXpufbPckA+rqHy6NuKPeHTSuoC9H8uHeDwukVl+qJZUpm6fwzdFvSNfkWpf9s4z/hRVdTUtN05i2bZphf9Xp3Vx3hRrRNaQrCwcs1HXWANkyzcj4kRcM49cKwLoGZUxhg5yVtnd3vVskVfOFEHQO6cznAz7nm9u/oU/NPtmOj0+LNyy8+0CzB25mVZUhPM2evNf7PcP4rKT0JB5b/5hh4G9ZZ1DdQSwatMgwG9CqWXl95+u8HfY2a87p4wGL2rpmREWfijzT4Rn+GPEHE1tPJMBTXuCr+Fbh3d7vMqbFmCJeYc4IIRjbYiwrhq6gb62+TsddTrrM1C1TeWTtI9m6dOJT43ls/WOGbpqMYuPFIdZVCMF9ze5jzYg1rLt73c341BsREO/Qi9XsBSFtc3eAGh3AUVG/EQHxl2Vh3mw4dO0QH+79kLt+uYthK4YxJ3wOx68f1yk2calxTN442bBMyp3173SaKGWE2WS2qzOWQURsRL6TqpLSk3hq41OG/V5//OdHlhxfkq/588pPJ34yVHhGNBpRIPe1VlVasXjgYqr66nv3rjq1ikNXD+X7GO6ov5aBKA2FRoUQLYBDhw4dokWL7E3NGcSkxDBh7QS7i1idoDosGrgoV42YY2Nj2bRpE6GhoQXe/P349eMsOLiAtRFr0cj5c2pSoQnf3fFdsW+G7k4S0hKYuHYiB67q+/RV9KnIF4O+KFJLQnElMi6SJzY8wamYUy6N9zB5sHHkRir45FC0tIhJt6ZzPv48If4hJfZ7sSVyC2+FvWUYd5aBh/DggeYPMKnNJLvaVIlpiUxaP4l9l/fp9vH39GdB/wW0qmJcD67YsH8p/OwQhF+zMzyyLvdzzesJlw7ay0Z9S2LDvgxZMSTXbrGaATXpV6cft9a+lRaVWjB542TDYtRtq7Tl84Gf5zrWUtM0Hln7iM7NVsmnEquHrzZMWsiJxLREJm+cnK03ySzMzO8/P199L3PLhfgLDFs5TOfqr+ZXjZ+H/Fwg/YMziIyL5L5V9+mS9dpXbc/iQYvzHE50Pv48g34aZCczCRNbRm3RWfYOHz5My5YtAVpqmuZS0cUyZ2HLwNHSlhdlzd00qdiEWb1nsWLoCoY0GJJtDSpvszdv93q7xN6UCgp/T3/m9ptrmMxxPfk6E9ZOMGxJVNapGViTr2//2uULdJ+afYq9sgZSsawTVKdEfy961ezFz0N+NiyqmkG6ls7iw4vt3KTJ6ck8ufFJQ2XN18OXef3mFX9lDZzUX8ujIuHELern6cePd/3IA40eoILJ9fM6Mj6SxYcX8+DvD3LL0lsMlbXq/tWZHTo7T+WVhBCGJSyuJV/jqyNf5Xq+2NRYJq6bmGPoj0WzMOXPKZyLdf6QUJBomsb07dMN4zKnd59eoMoayOvd420f18n3Xt7LxrP6rF5XMbKuNa/Y3NANmxfKrMIGN5W2gXUHFjtlLSv1ytXj9Z6v89vw3xjVZJRhzNF/Ov6HBuUbFMHqih/lvMsxv/98w5pjlxMv88gfj7ilj2tJJ8griHn95jGi0Ygcxw5paFzwVeEevM3eTGoziV+G/EJorVCn47K6SZ/c+KRhALS32ZtP+n5Cu6rt3LnkgsNZhmhecNIIHuR147GWj/Fc4HN82fdLJrWZRMPyDV2e2kjZ8Pf055NbP8lXTHGLyi0YVHeQTv7FoS9y1cIsOjmaR/54xOV43piUGJ7c+GShZI8uP7HcUNkd1nBYju7qvHJ347sNy2u9v+f9PCde7IjSu3MLopxHBmVaYQP5JZ3Ve1axVdayUiOgBq90fYU1I9YwtvlYgv2DqeRTiSkdpnBPk3uKennFikq+lVgwYAHV/fUlCiLjI5m4dqJLvSfLGp4mT6Z1m5ZtYcpKPpXcdhFVZE/NwJp81Pcj5tw6x2kpDJCZakaxQJ4mTz4M/ZDOIS62dCpqkmPhkoG3KM8KWye9LGqfLMxrQwhBw3INeaLtE/w85Gd+Hforz7R/xmkrMWeYhIl3er1TIPGBT7Z7UudhSUxPZP6B+S7tfzXpKuP/GG8Yx+ghPHin1zt0Cta/NydjTvLSXy+5Na77QvwF3t39rk5e1a8qz3fKW1aoK3iYPJjSYYpOfjbuLD/880Ou57NqVsNSJAXpVi7zCltJpIpfFZ7v9Dzr7l7Hpns2Ma7luDJRwiO3BPsH8/mAz6niqy+MejLmJI+ue9Sw4XVZRwjB+Jbjeb/P+4ZunLsa3JWvvpKK/NOrZi9+GfpLtm5SRzyEB+/3eb9kJSVF7gLH+N0K9SAgjw/YFeqBv8P1wJICF/UxrxnULVeXh1s9zHd3fMe6u9fxYucX6RTcKcdM4+c7Pl9gvWlrB9VmZJOROvmy48tydFteTLjI+DXjDTOEvUxefNj3Q26rdxvv9X6PGgE1dGM2R27mk33GnULyi6ZpzNg+w9A6Oa3bNF3Hh4KmV81ehhmc8/bPy3XrqhM3TnA9+bqdzNvsXaCWbKWwlXCUopY9tYJqsWDAAsMq8kevH+XJjU8WSVZwSaB/nf58MfALKvncdOdU8K7AuBbjim5RikyyukmNaphlxSzMvNP7nRzHFTsKopxHVoRw4hY1cLsakNHrc9HARWwcuZHp3abTs0ZP3QPMA80e4IFmD+R9nQY82vpRXbmadC2dj/Z95HSfyLhIxq0ZZ1h7z8fswye3fpKpVFbwqcBHfT8yrFW24OACVp/Sl/bJL7/8+wtbo7bq5EMaDCkwZTc7hBBM6ThF1082JiWGzw9+nqu5jOLX2lZtW6CtIZXCpij1NCjfgPn952eWeMjAQ3gwusnoYluTqzjQqkorVg5byTOtn2GQzyC+vvXrMlXjryRQM7AmH/f92KmbVCB4o+cb9K/TvwhWl09yWTBXS7OSHp2MNdXifM6aBm5RFxW2rFTyrcSIxiOY128eW0Zt4e1b3mZKhyl82u9TXuj8QoE/TFfyrcS4luN08jURawzLUUTERDBuzTjDJCt/T38+7f+pri1X4wqNefOWNw2P/+q2Vzl81aVkxhyxala+PvI1b+x8Q7etqm9V/tPpPwVyHFdoVqkZdzW4Syf/9ui3uWpbZRSCUFDlPDJQdypFmaB5peZ2la69TF7MDp3NoHr6YF6FPUFeQYxsMJKePj2p4F38M0PLKhlu0sfbPp75VO/r4csbPd/gjvp3FPHq8oDVApG79XInFrbU8/Fc/GAPF9/axcV3d5NyyolLy1niQT5KXAV6BXJ7/dsZ13KcW13OY5uPtbN4Z/DBng/sasKduHGCcWvGcSnxkm5soFcgC/ovMCwWDLIrwOS2+i4LKZYUntr0lNNew65yJvYM49eM551d7xj2yJ7WfVqBZVW6ylPtnsLH7GMnS7OmuVxMN82axu5L+nNVKWwKRR5pV7Uds0NnU867HHP7zaV3rcJrWq5QFAbeZm8ea/MYm+/ZzBcDv+D34b8bWg9KBJcOywbtWfEOgir6oucAMatPYbmeDIA1LpXolSeNK/ZXbwuOfSXjLkBMwTcBL2j8PP0My1GEXQzLdC0euXaEh/54iGvJ+gzSCt4VWDRwUY7lXCa2nmjY7u9y4mWe2fSMoaKVExlWtbtX3s3ey/q+xACDGwwuFFeoI9X8qzG2xVid/I+IPwi/HJ7j/gevHNQ1qg/0CjQs0J8flMKmKFN0r96dP0b8UagFIRWKwibAK4COwR1LtvvayE1Zs5Ns5O6AZrHqLGppFxOwxhuUZ/D0hRCD3s15cIsWBcMaDTMsWfTBng8IvxzOI388YthpoYpvFb4Y9IVL7eSEEMzsMdNQ4Thw9QCvbX8tV+2rslrVki3JhmOaVGjCC51fcHnOgmZ8y/GG1stZu2fl+FqN4tc6B3fGbDIX2PpAKWyKMkjWSvAKhaKYYlgw19jFZIlJ1SWTAqTfMFYOnDWCLwl4mjx5qv1TOvk/N/5h3JpxxKXpM99D/ENYPGhxrmp1+nn68WHoh4Zt61aeXOlS4V5XrGoA9za9l69u+8rtWaHZ4e/pz+R2elfw/iv7WXtmbbb7Fkb8GiiFTaFQKBTFEcOCucb145wpZpYbTlx3TjoelBT61e5H6yqtdXKLpk+2qBlQk8WDFlM7qHaujxMSEMLs0NmGZXze3/M+f5//2+m+rljVagTUYNHARfy3y3/z1GaroBnWcJhhseQP9nxAqiXVYA/Z6uvAFX1ZGHd4cZTCplAoFIriRewFiD5rLxMmqNHRcLgzxcypha2mgcJ24QCkJeZmlUWGEIJn2+sbwztSr1w9Fg9aTPUAfQFxV2lXtR2vdn1VJ7dqVqb+OZXTMad1cletassHLzcs2FtUmE1mnu+oL9Z7Pv483x/73nCf3Zd2k66l28mq+VUzdFvnF6WwKRQKhaJ4YWTtqtYSvAP0csAS7czC5kRhK1cDghxKoGgWzBdda9tUHOgY3JHeNZ0nTjWu0JgvBn5BNf9q+T7WsEbDDOvKxaXF8dTGpzKLzJZEq5ojPWr0oHv17jr5/APziU6O1smN4te6hHRxS43UPCtsQghvIcTbQogoIUSSEGKnEMLlQj9CiFFCiO1CiAQhRLQQYpsQom9e16NQKBSKUkIu4tcA0p1a2LLJZjRwi5ovOLcIFUeeaf+MYR3JFpVasGjgogJNOpnScQrdQrrp5BGxEUzdMrXEWtWMmNJxiu59jUuNM2wFVljxa5A/C9ti4DngW+BpwAKsFkLk2GRQCDEd+B44Z5vjFeAAoO+LoVAoFIqyRS4bvjuzpDm1sDmZzxxlUPetGNOwQkNd55F2VduxYMCCAq9l5mHy4N3e71I7UB8Lty1qW4m2qjnSuEJjhjUcppMvObaEM7FnMv+/lnSNf278oxvnrioEeWoIKIToDIwG/qNp2iyb7CvgEPAOoLcn3ty3K/AqMEXTtA/ycnyFQqFQlFJSE+GCgWsyG4UtPdq5hU3TNGP3lEEjePOFvRD0oMtLLQ480/4ZagTUYP+V/bSu3JphjYbhZfZyy7HKeZfj474fc//q+4lPi895B2B0k9E82+HZEqGoZeWJtk+w+vRqu/pq6Vo6s/fM5oNQqbqEXdS3TmtQrgFV/fLY6zYH8mphuxtpUfssQ6BpWjKwEOgmhKiVzb7PABeBD4XEOChBoVAoFGWPqH1gtQ/iJrA6lNO33QLQrBqWGCeuz3SrcS02gODW4NA305R0Hf8UfXcAt2NJg4itcGozpGVjFTRACME9Te7hjZ5vMKrpKLcpaxnUL1+ft3u9reu/6UiNgBosHLCQl7u+XOKUNYAqflUY33K8Tr7+7Hr2XNoDOI9fcxd5srAB7YB/NE2LdZBnqJttke5OI24FtgFPIV2hlYQQF4E3NE37JKcDCyGqAlUcxA0A4uPjiY11XJJ7SUhIsPutUJRG1HmuKCy8/t2Cj4MsLaQ9SXH6+mIA1rg0sDgvbBoTeQ2PGsa1F/2qtcbjvP1Nt2LCiUI9z82nN+GzaRrmaJltaQluS8KIb2VXh2JK26C2PNbiMeYenmu4fXj94TzW4jH8PPwK/Z5ckAyvNZwfjv3A1eSrdvK3d77NZ70/Y9v5bbp9Wpdv7dJrjo93zUKZlbwqbCHABQN5hswwh1gIUQGoDPQA+gIzgLPAeOBjIUSapmn6qD57HgemGW0ICwvj4sWLOa/eDYSF6U2j2aFpkJgON1LhRop8UmlVMe+97BSKwiC353mZRrPiaUkk3eSDZlDHSmFMl5NrCHaQHUsox6lNmwzH+8d60BTnys2hbeHcqGxcQ6t5WmUaOcgqJvxbKOe5X8oVWp7/lpAY+yB988Vwri19kgO1xrl9DfkhRAuhnWc79qXty5RVMFVgmO8w6l+vz86/Sk5du+zoJXqxnOV2sqM3jjJ9zXQuJNurQQJB/NF4Nh0zPlezcvbs2RzHOJLXq4gvYGSDTs6y3YgM92clYLSmaUsBhBA/AgeRFrecFLa5wDIHWQNgRefOnWnWrGB7d+VEQkICYWFhdO7cGX9/1yron7qayOhF+0hOt2bK6lT05akRxjWGFIqiJi/neVnGdO0EvisnYL5xEmu5OiQNeBdLLX2GncIBTSPgqL6Kf73eo6kT3NZwl7TDN0g67Pzm16xGQ7y7G5e28DiZBitW2ckqJPzr3vM8LQmv3Z/ifWAOwklPzrpXN1Fl4BSs1fTFcYsTfbQ+rIhYwf6r+2lavimD6w3Gz6PkuT+zo5fWi4ObDnIi5oSdfEPyBt3YZhWacVuf21ya9+jRo7leS14VtiTA20Duk2W7s/0A0oAfM4SaplmFEEuBGUKI2pqmOf32aZp2GbicVZYRUBoQEEBQUNGYkf39/V0+dh2zj52yBnApLoXAwEC31G5RKAqK3JznZZbkGPhlLMTIqBBTzBn8fx4LD/4MdZTSli1X/gHHWlcevgQ06AZmT8NdYpNjnN5wADwScX7ONu6jEwUlRyI8LAV/nmsaHP8d1rwI0WeyHSrQCNg8DR5eZ9g7tTgxto2+aXppY2qXqUxYOyHHcT1q9nD5vAkIyH34fl7PhAtIt6gjGbIoJ/tdR1rhrmmarodGhhJWIY9rKjGU9/PEx9P+rU9Os3Ij0UlwrDs4twu2fgintxTeMRWKssDqqZnKWibpSfDdPRAVXiRLKjEYlfOo0cGpsgbOi+Zm4LTbAYB/Zaho319ToGG+sM/JDnnk2kn5+S+5N0dlLZPzuyH8m4JdhyJPdA3pSq+avVwa507yqrCFA42FEI6qZJcs23Vomma1basihHBMZcmIe7uSxzWVGIQQVC+n9xpHRWf3nFiA7PkSFvaDda/Cl3fB5rcK57gKRV6wpEG6cQxSsePwz3BgifG2lFj4ZgRcPWG8XQHn9EVIqZ191l22xXHJpp9oBgYFdD2i9mS/j6ukJsKGmTC3K5zIpoF4YAiUr6OXr58OidcLZi2KfDGlwxTMwux0u4/ZhzZV27h1DXlV2H4EzMDEDIEQwhuZPLBT07RzNlltIURTh32X2vYdm2VfH+B+4Iimac6sc6WKkPKOeVBwISZ36dx5Ivos/P6CvWzzm/BPNhcThaKo2PohvNMA3q4Lyx+F2GJ8eYiNgl+fyX5M4lX4aihEO0uiL+OcMwj2z6b+GuRQHBdpYdOs2SR0GXY8yKfCpmlwZAXM6Qx/zQInjcMxeUD3p2DyLhgyR7898RpsfD1/a1EUCPXL1+fuxnc73d6uaju8zUaRYgVHnhQ2TdN2IgP/3xRCvCOEmAhsBOoCU7MM/QpwjKybDxwG5ggh3hVCPAlsAeoA+q6rpRQjC9uFmEKwsP3xsnTPOPLLYxBXNBm2CoUhJ9ZJK3BKDKQlSMvVJ52kElfcLG5WK/zyuD7+yojYSPhqCMRfznlsWSLxOlzVV42npvM2RpqmYXFSNDcTi4Y1PpvzxajjwYV9YHWM2nGRqyfg62Hwwxi9azwr9fvAY9thwEzwDoR6t0CrkfpxuxfJ2nTuIjURwr+TnhdlzcuWx9o8hr+ncTJK1+rudYdC3pMOAMYAM4EHkXFnB4A7NU3LNihK07QkW8/Qd4CHAH+km/QOTdP+yMd6ShQh5Y1com62sJ3cCEdXGm9LvArLJ8KDvxT7IFdFGUDTjF31qfFSidv3Ddz2DjQILfy1GRH2GZwySOVv2E8qIdEOeVTXT8LXw2Hcr+DrhrDd9BR53PK1wadgWxS5BU2DbR/p5ZWbgF9Fp7tZE9LQ0qxOt2eQfiMFc5AT60eVpuAVCKk367yJ1Dj4Xw353ul+gozl3uXg2K+wfS5Ys4lHDqoJA9+A5kPAMcms/0yZmJCatUaXBqued08CQtwlGRZz9bj8f93/ye9V61H6tSmo5FuJR1o9wod7P9Rtc2fB3AzyrLDZOhv8x/bjbEwfJ/LLwLi8Hrs0UL2ckUvUjRa29FQZDJ0dp/+ErbPhlufctw6FwhVO/ymDrp1x9R/4eqi86Q14A8pn11zFzVw+BusNSkMGVINhn0mr2xe3QbxDBf1LB+Hbe2DML+BVQCUkrBZpkdn4ujyuyQMa9ofW90CT28DTWcWlIkTTYONM+NugU2EO8Ws5xqdljkuGOk6y90xmqNlRr3CnJ0F8EsQXkOfB7AXdn4Rbpjj/vINCoM9LsPZle3lGAkL7MQWzFoDUBPh+1E1lDWSG88+PSnfunR9AoGNFPMUDzR7gh+M/cCHhZg22mgE1aVrBMfqr4FGmlCLCyMJ2wZ0Wtp3z4JoLwc4bX5cZpApFUbJllmvjMuKEtsySVqXCJj0Vlj8C6Qbf3SFzwb8SVGogS3r4lNePiQyDpQ8UzNov7IfP+8Hq52+6Zq3p8M/v8ON4mNUYVjwBp/+SLtzigKZJZfev94y3t7kv293TXbxmZpspCjnGyeWbhv3g8R1w66s5K+ddHoUqBvVECzIBwWqBnyY4d7UeXw1zusCBH+RnpMjEx8OHj/p+RAVvaRmv4F2B6d2nYzY5T0goKJTCVkQYWdii3GVhi42CP9/RyyvW18s0C/z0kHzSUiiKgnNhEPGX6+PTEqWFZm5XGfdWmGz+H1w8qJd3mgCN+t38v1oLuP9HMIp/ObkRfnoELOn6ba6QEgdrXoLP+kDU3mzGxUpX8pd3wuyWsG4aXM598c4CQ9Ng7SsyJtGILo/lWLfO0MJmcFezXM9BIW51Nwg33A7L14bR38nPvlKDnMeDLGFyh8EDS0EmIKx9BY6vyn5McjQsnyAfKFS8pR1NKzZl3ch1/HjXj/xx9x+F4g4FpbAVGRkWtiBu9qy7FJuMJbtspryy7lWHmAjkxemer6DH0/rx0Wdltpt6slIUBUbWlsqNYeLm7C0h10/Bt3fD9/fBjQh3re4mZ7bB37P18sqNof9renmtTnDvd9I15sjRlfDrU7mzfGkaHP1VWkJ2zAUtF/vGnpfhD3O7wqc9YdsnhZt0pGmygOx2J+2juzwGg97McRqjhAOvGoE6WY4WtsqNYPR3pAe3I9Xsj5Zf5c3sDb1fhCfCoOkduY8Hq9vTfQkIOz+T54urHPtNWrEP/qjuCVnwNnvTpGITfD0KL8xANbgrIgK8PejmE8En2pu8mX4fP1p6k2bRuBqfQrUgvfUtz0T8DQcdO3kBnR6B4FYy4DbibzjvkMZ+eLkM6C7ImAmFIicuHoR/1ujlPZ+D6u3goT9g/xL5EJLg5Kn/+Co4uQF6PisfSNwRt5UcK8uM4HADM3nA8M/Ay0l7nvp94O4vZAahY+3w8G9l8PrA/+V8g48+C6v/Y/xe5ZaLB+XPuv+Der2hzWhoeid4574Su0tomlz7rgXG27tNhgGvu6TkGCliXvXLkXrOvlF8TqU/AGhyG4khPdi0aROhffoQ5GOSnga7n9gsf0fbb0uJlUpzrS7Q9XGoWC/nY2aHOxIQjq+BNS8Yb+v+lMwWTbyq35Z0A356GI78And8AAFVcn9sRb5RCltRcXITi3gNX5HMWx4LiNH8WWftSFR0UsEpbJZ0eWF0xK8ShP5X/m32hBEL4dNb7LKkAFmvrVYXqNKkYNajUOSEkXWtfG3psgJ5E297LzS9XWaR7pyvV3xAxpRtflPegAa9JQPuCzLrbc2LEGPQQa/Pi1KxzI5md8LQuTK425Edc2WsWx8nN1VLmhyz+S3pCnZGlWZwx3syW3H/UmnBc7SyO6JZZeD9qU3g6SctQ10myYD8gsJqhdVTpKXIiB7PQL/pLn9WRi5R7/rliP8z0k6WHp2CZtUQJhfPASFkqQ3vQChX07V9CpqCTkCI2idjGY0ssf1mQM9n5APO6udlAWgjjv4KEVvludVyeO6OX1xIT5UGitN/2jprCGh7H7QcUewzY5VLtCg4sgK+uwdf5FOfh7DyiefHdDUdKdjiubs+h8tH9PJ+0+1LCVSsB3fN1o9LS4QfH4K0Qijoq1Bc/RcO/6KX93ha35rIp5x0mU36C+r0dD5n9BnZDui7ewquw8CRldIa5kitLtDjWdfmaDMabnvXeNvm/8GOeXr5uTCY31taF50pax6+cOs0eHQL1O0hLXrD5sHzJ+SDWaMBkE219kzSEqVl/vNbZSZrQbTUslrht6edK2u3PJ8rZQ2Mkw68QvwRPg62CIuGNa6Y1e5zhYJKQIg+B9+NMj5vOoy7GRrjXxlGLoaRX8oHeyOSrkvF74cxkGBgjStuWK3y/N36kew08nZd+GKQfKA7uVFa4396GBbfAZcOF/Vqs0UpbEXB0V91la+9RRoLPN8j5WwBtUSJvwyb3tDLq7eHtg/o5a3uNpZfOiRdJQqFu/n7A3QuxoBg4/Myg2otYNxvUhkJNGpvbOPEWhmvtea/0r2TV+Iuwq8GcZ9eATBsPphz4bToMhFCXzHetuZF2GdTCpNuyGMu7A+Xs7mhNOwPT+yQZXk8HOLkvPzkd/z+ZTDluKy1Vb29a+s88Qd81huW3J/3G5rVAisnw96vjLf3fhH6vpIrZc2anI6W7GBdNQtMAV54VNDXXMsxjq04UhAJCMkx8oHFsawMQINb4fb39O97i6Hw+E5ZNscZR1bI+Emjh6yiRNPkw1nYAlj6ILxbX56/6/4P/l0vi3AbcWar9DSteanYJt0pha0oGDJXflEcCBRJDNj3RMFYAtbPkDEVdgj55XcW+3Db21CpkV4e9hkcW53/NSkUzog+a9yDs/tk8MwhREAIqYxM3iUtBSYnSpM1HXbMgY/ay4t5brMyNU2WxUgysGwMeitvMUu9npcxW0asnCytaZ90gj2Lnc8RGCItIvcvgwp1cz5mQBVpuZm4CSbvhl7/kW7nnDj2G8zrDsvGwZXjOQ7PxGqRXSCMrJIAoS9D6Eu5dkcZ9RA1l/dGmATmCvpzJqeeo8WW/CQgWNLgh7HGnpaqLaQ1zdlDRkAVmZh29xfg66R4ceJVWDZWnhMx5/PeHSK/xJyX4Q/LH4X3m8MnHaVr9+jK3D2gaRYZcvBJJxlKUMySLFQMW1Hg4QWjvubavNuodGO/3Sb/9GjZa/DhP/IeO3EuTMY4ONJ+DNTo4Hw/7wC4e5F0gzj2vlvxOIRshXI18rYmhSI7tn4kFaqs+FaADuNdn8M7UGZntn0Afv8PnNpsPC7puryY714kA/xd7Zaw63P5hO5I0zuhXTZWwOwQQgbYJ8fAvq/tt2lW5yUvQGZ6d5ogLVM+TorC5kTlRnL/0JdlPM+BpXBoefYttg7/LK0rrUZC7xeyL1dhSYdfJhknPgH0/T+ptOYBo0QCj/LSsmZkYbNcL4EWtgz6z5QJA3ZxxjkkIGgarHrOuANHYAjc/4Nr503L4VJpXPWc9A4Zcfjnm3Fv3o6dIMrru0L4OshMntLylZYkW2WlZf0xkKXa5GkJEBMpM8QLkvhL8PNE+aB0xyxpyS8GKIWtqPDy52T/RVxZMpSmJod+c7GRshfd+DWy8GZusFrkzcgRn/IytiUnQlrLi4NjJlHSDdm6auxKWRlcoSgo4i4Zu8q6PJa3TMUqjWWLtaMrZe9cZ/0cLx+R3RIa3yZbBWWneFz5R9aucsS/Ktz1Yf6ClYWQc6TEySw8VwhpA3fOhhouujVdWUPtrvJn0FuyYOqf7xgnVoBUJg8slaUe2t4LvaZChTr2Yyzpso7X4eXGc2QEuucRI4Utw7JmrmhkYSvBCltQiExoyU0Cwt8fGH+vPP3hvqW5MwgEVIV7voZDP8n7S3ZWq5RY+ZNdH9WixrcC1L1Ffn/2fi1bxRlxdpt0k3Z5VL7/RdzmTblEi5CqVUMYk/oi56wGKdJX/4FvR8iLeG7Y+6WseO5I31dcV/66PAqNB+nlZ/52XpFcocgrO+aAxcFd5RUoY7zyihAy/mbyLmk98nRSZgNkJ4A5XaRylxSt356eKhUPw24Gn8hA7fxiMsPwBbIifnZ4BcKgt2HCpoJT1hzx8Ib2D8KTe+CO9yGwuvOxmkUW4/24vazdGGPLzrSkyQLczpS1AW/kS1kDmfmpW3qmhU2vsOXYJL64k5sEhEM/wYYZ+rHCBCO/kAp/bskIPXh8p7QqlyQ8/eR3q/9MmZDzn1Mw6mtZ+ufx7dLS66yeWoab9OOORe4mVQpbERJczofLVOCBtJe4ohlo7lH7YMl9rretSbwOGwwKdga3go4Pub4wIWScnVEQ9+Y34cx21+dSKLIj8TrsWqiXd3q4YJqie/pC76lS+Wg92vk4a5os4vpxe7merPFtf74NF8L1+3R8CBoPzP8aM/DwklaM2k6q+zcbDJPDoOukwrFye3jJz+GpfTJJIaCa87HWdNjzBXzUTvYsXjZOuk2NGPS2jE3MJ0YKWKaFzSiGrSS7RMH1BISzO+Dnx4znuO2d/J+zgdVg1Dcw/HPjdmvFAZMn1Okhy6KMXwMvnIEHfoIeT0llNasL2cNbuuUnh0Gzu5zPmXBZukm/uB0uHnL/azBAKWxFiI+nmUr+XpzRghmT+iKxmoEV4PQWmXLsSoD0xpnGpurbZ+X+Au9fSRYAxcHVo1llG538ZNrlh7Skguunpyh6wj7T1wfz8IFuTxTscYKqw/D58MhGqNnZ+bjEazJWZ34vGQN3dif8/b5+XMUGMvasoPHyk+6q2t1vysrVhvt+kBaBoGysXe7C00dad54Kl6/ZWbkHkLGvYfNlgoIRt8+SCmcBYOTiNGcXw2arxVaiySkB4dpJ+P5evcUaZHJL5wkFsw4hoPVI2cmh86My2cVL32Gi8BAQ0lYW/33gJ3jxDIxfLd2Ydbrps6aNKF9bKqIP/CS/3844u01eH35/sdCzSVUMWxETUt6HawmpHNXq8FDq83zj9SY+Is1+0NFf4bdnYPDHzmNlosJh9xd6eevRMi4lL9TrBbdMgb8cnupiI2Hlk9IaUNiFBsMWyNiaro/Jm7pv+cI9vqLgSIkzrjfWfoyMmXEHNTvAw2tl7NX6abJFkxGXD8NXQ2S8j2OhUWFzX+bUxDuv+JSTpUrObJWuxbq3uHbDcTdeftD9SZkIEjZfJopkl5zgyJ0f5M7SnwNGRXMzXKEmHw+ErwdaUpYHXauGJTY1021aYnGWgPDbs7ITg1EWc9M75X4FTWA1uP0dwNar2pIu49eMOkFk/CQ5yqNl7LWXn/y+efra/s7y4+Un5Rnbs8q8AqBSQ/BzksmaWxr2k27S7Z/An+9CukGPb80CO+dJ1/OA16HNqII5dg4oha2ICSnny6HzsvzGbq0pj6U9w0LvDzBpDha1fV/LE9KoR6HVaks0cHh69Ao0Hp8b+rwkG3Gf22kvP/qrfKrr9HD+5s8NKXGy/2FqHGx5R940uj8pq7F7F+XTnSJP7P5Cf8M3ecinZHeSYR1oegds+0j2AzW6KINxzabeL0jFz52YzPKBqTjiHSAf5Do9IhXu7XMMSghlxZZU0WFsgS3BmmrBmuDwYCvAXO6mYutR0Ye08/bWW8uN5JKvsAWFyDIof/zXXu6sxEeNDvIBIy+trHKL2UPepwpKeSoqPLzlOd7qHvk+H11pPC7DTRp9RoZeuBnlEi1iapS3D3TcZG3HxqbTjQdv/dC42fT+7yFyl14e+pJ8AsoPZg8Y8Tl4G8TY/fFfuGRQ38dd7PxUuqwySI6RsRsftoFtH0t3qaJkkJZs3Pi79WgoX6tw1uDlJ10mT+6WF2ZXqNlJXsgV0hLY50V45oDsUuBllNErZGJGASpr4CR+LcgbYb55SzNSzEp0pmhWOk80TkBwpHxtuHeJ8962iuwpX0uGIjywXFrxnLHpfxC52+3LUQrb3q9hy6zcF9EsIELK6YNjt/iEyuBQI9ZPgz1f3vw/KVrKHKnSVH6pC4LytWHwR3p5erJsXZWaTU/DgiIpWiplRiRekyUXPmwLOz9zPUlDUXTs+1pfeV2YZNZWYVOuJoxYAA+vz75Ooad/7rsZlAV8K8Ct/wdPH5DW0YxsO68AadnJa426bDAu6eHt8L9BpmhJTzzIwFkCQla8y8F9y9wXXlCWaHgrPLYNbn3VSca5BiufkhnlbqRsK2w3ImSD840zYdEAWWupkAlxsLABREUnyyDf3i8a7/TbM7KfIcgm0AlX9GNue0fffzE/tBgqe845cuWo3jTvDjSrtL6Ys4nlib8oC6Z+1F4qtZY052MVRYclTcY/OdJ8KFTO5inW3dTqJJW2YZ8Zl7IY9L/sa7WVdfwrwYCZ8J8TspjrMwel69kNGJb0cFDQjNtTlaKHOWcJCCCzJEd9DVWbFu6aSjMZbtInwqDJHfrtlw/DtmwKXRcAZVdhs1rhlyduxqic3wPzb4FtnxRqnZXqBha2CzE2116fF42tZJpVZo7u+FRm2TnSYhjU713AKwUGviktd47s+QJOGFSAL0j8Ksrg1if3Qvux2Tewjo2EX5+S7Un2Lym6dinFBU2TwbGrnpdJG0WdZXtwmXFB1uLgajSZZADxk7vlA1P52hBUQ3ZEaF+wbr1Si3cg1Ors1jgmo4QDc3kXLGylxSWaQf+ZxtmZgz9yzz1AId2k93wFwa312/58t2BaSzqh7CpsYfNlIdispCdLi1EhZj4aWdguxNguKkLImkVGT1GWVNmNQHNQRjz9ZFFKd+DlJ1tXeThcCLtNLrwA6fK15MXoyd3Q5l7pRnPGjQj4+VGY202227FanY8tzayfLl3XuxbI5JT3msj/T/1Z+O+J1QJ/GZTJaDwIglsW7lqyw8tfxoA+fQCeOyIzkgs7I1rhlPTonF2iHkbdDkp68VxHgkJg8IdZroMC+k2HtvcV5apKP2YPW9UGB8OBJQV+fdpt19WyqbBdPSFvYo6UqyWtSIVItUBvTA73gesJqSSl2hQxkwmGzoOG/V2bsNd/3Nvvs1oL2cYHwK8y3P+j/L+wyw5UrA/DPoXHd0iLYnZcPQ4/jpcW1GOri7ah74UDhWvxO/qrzKzNiiVVWty+GiwLxf71vmwPVSjrWQnXDJ5Ab8lbP0m3o5S0YolhSY/y9gqaowIHtlpslhJei82RliNk94HBH8OjfxZNHGhZpHpb43qRZ7bKjkNuoOwpbJZ0+OUx521m8tpEOY94mE1UDczGLQoyFu2er6BWDvXUKjYo+IKjRnR8WLbyeGwbNHJRkXQXVZrAyMUw6W/juIKsXDoES+6FBX1lE+/CVtwO/gif3wq/Ty2cY9+IkG7/bMecli1sPmgOS+6HE+vcp1BqGmwxaG1Wr5eMH1MoXMSVpAOTtwcmP4cEEauGJbaUWdlA9s9tPyZvLacUeafPS7JosCPrpkHshQI/XNlT2LZ9ZFwCo9MEqN+n0JcDsniuI5lu0QwyKqBXy8ZtdNs7MjDS3QghW3nkt2RIQRLcCu79DiZszLkfY9Re+GYEfHEbRPyd/diCYtsnto4VqbDrc+Pq+QVJeopsD5TiYiVua7qsTv/t3bJMyua3bvaFLChOrINLB/Xy4hC7pigxaOlWLHH6bDxHCxuUkTg2RdHh5Qd3ztbLU2JkAlwBU7YUtkuHZS9MRyrUg/4GjXILieqGmaIGNcV8y8t6MBXq6bc1uQMa5aColAVqdJCtRcavgTo9sx97drss6+Ju/ngZ1r5sL9vwGoR/575jrnvVuJBmdskaGcSck9+T2a3g25Fw9Lf8Z9xqmr5jBkCNjlBPBUcrXMcSk6KrEW4K8ER46m9npT5TVFH0NAiFtvfr5Ud/lT8FSNlR2NJT4edJ0sJhh5CxUO5qM+MCxpmiTp4CA6vBgz9DUM0sshC47W03ra6EUqebbO8zZoUsdmqEMEOfF9y/Fmf9H1c+6Z7s2iMrZJFhR8rVhinHpAu5fmjO82hWOLEWlt5PwOddaRb1A+bzYXmrcxfxt75bBkhLrYoTU+QCo8QBI0sagNkg8UBZ2BQFzoDXZUy3I6uelzVEC4iyo7D9NQsuHtDLu0/Oe6/NAiKknFGmaDZV+yvWg8e2ygSJ/q9JN2BhVYcvSQgh3dwPr5MFJB3TsNs9IJMX3E23J2QmrSPWdPhhjPOWMnnh+mlYYXAsk6dU1AKqyiSNMb/A0/tlsH9AcI7TmhIu0/jSb/gvHQFv1oIv7pBdJk5uhJT4HPc3tK5VaymzQxWKXGCkcBlZ0qTcIFNUWdgUBY1fRWOjSfxF4wTHPFI2SnZH7ZPdDByp3ARCXyn89ThQ3SD2Isogbd0O3/LQ7XH3LKi0IQQ0HiATJI79BhvfgOsnZUZtYdF/JsRdkNmZWUlLkG7Hh9dJRTw/ZMatGfR1HDBT3/+yQl1Zob7PS9KStvdL+dux2bkjlhRZEiejLI4wy4ypOt2hdnf5AJS1BlfkHji1WT9Pz2eVdU2Ra4wULrPBNRSMLW/ppaXbgaJ40XIEHPgBTvxhL9/zBbS+R14f80npV9jSkqUr1LFemTBLV6in8Re9MMm1hU2RN4SAZndBk9ultbUwrZIZ5VniL0PEX/bbEq7IJIiH14K/gVndVda+AhfC9fKmd0KXSc73M3tA09vlT8x5CP9WxvYZFbc1QrPIwtPn99xsH1a1hbxA1eluHKtXsUHO5VgUCgOM+og6t7AZlPZQLlGFOxAC7ngP5m6FVAevw8qnZCWDfOobpd8luukNuHJML79lCtRoX/jrMcAwSzQnC5si75jMUL1d4R/XwxtGfyuVGUeun4Tv7oHUhLzNffgX464X5WvDkDmuW7LK1YDeU+HpcJm80WwwmPLwXHf5sCzU++N4+HedfnvPZ+XnoFDkEsOSHgaN3qXcIIYtthTWYlMUD8rXkv1GHbl2wjgsJJeUboXt7E7jhuHBrQrXHZYDlf298TTb31DjUtKJTVa9MEsdPuXggR/tk0YyOL9HdiCwpOduzuunZAKDIxlxa77lc79Ok1mWRxn1NTx3lKTQmZwv3wmrUWBtbgmqCa1H5X8eRZnElT6iGZi8zZj8HXoqW22ZpgqFO+j0iMx+d+TvD2SlinxQehW21AT4ZRL6/G9PGDa/8CvzZ4PJJAg2yhRVVrbSSVB1ab3yKaff9s8aWPWc64V105Lhh7HGcWsD35BlTvJLQFXS2o1jd70niX90L0zeDXd9KJWucrVzP1+Pp4rV909RctCsmqFL1KirQXbb0pVbVOEuTGbZdcLRM2FNl67RfBQmL70K2/rp0vLgSOhLsr1SMcMoji1KxbGVXqo2hXuXgNngRrP3S/jzHdfmWfuycfZzs8HQeWL+1miEEFC5EXQYB8M/g2cPwjMHYdhnsjl6pUbZ7+9fVVZkVyjygCUuFaz2DzPC1wOTt3O3vZH1TcWxKdxKtebQ8zm9/PxuWTg9j5TOpINTfxrH89ToCN2fLvz1uEANoybwysJWuqnTHUYskBYyR0vw5v/Jxs7ZKTeHlht/+SvUlW3WCisDs3xt+dPG5uaMvyyLEp/ZJvvqXTwEaOBTHkZ8Dp76c12hcAXDkh5O4tcyMMwUVaU9FO7mlilw+Gd97+T1M2TiWx4ofQpbciysMOif6OEjs0LNxfMlhxgWz1UWtlJP8yGypZhRG5Nfn4GAatB4oH7btZPSvO6I2UvGrRm5WwuLgKrydTUfIv9Pioa4i1CuJngHFN26FCUeo6bvzormZqAyRRVFgqcPDP5ItkDMSlqCDHtpMy3XU5Y+l+jal2VrHUdunSZdOcWUEMP2VOqiUiboMhF6PKOXaxZZVy1yj708LRmWjYXUOP0+A/9XNBmw2eFbXrqAlbKmyCfpBtdEZyU9MjDqdqBi2BSFQp3u0PEhvfzEWtlbOZeULoUtYivs/Uovr9Mz+zpUxQDj9lTKwlZm6DcdWo/Wy9MS4buR0qKWwR8vwUWDJurNh8oMJYWilGJoYXNSNDcD4xg25RJVFBL9psv2kY789X6upypdCtum/+llnv4wdI4sXFqMMS6eq54CywxCyMwiox6fidfgm+EyNuzgj7B7kX5MhXrS/K46ByhKMcYlPXKwsBnEuFliUtAsOXT0UCgKAp9ycLtBDbbkG7meqnhrMbkl8apeNvB1GYRdzDFuT5WE5mp5B0XJx8NL1j1z7HkKcCMCvh4GvxokzRSHuDWFohDITdHcDExeZkwBDrXYNOOOCQqFW2h2p+yyk09Kl8LmSIO+0GF8Ua/CJcr5euLraV/5PSXdyvWE1CJakaJI8A6E+3+UWZeOXDqkb3kCMOhN2ctToSjFaJqzGmw5t/tRmaKKIue2d8E7fw/VpVdh8y4HgwuxtEE+EUIYt6hSbtGyR2A1eGA5+FbIeWyL4dDxYfevSaEoYqwJaWhp9m5M4WXC5Jdz5r/KFFUUOUEhMOC1fE1RehW2296WfRFLENWNiudGq8SDMknlRnDfD7IcjTMq1pcdB0rIQ4lCkR+cJRwIF85/o8QDlSmqKHTajYE6PfK8e+lU2JrcAW0MMu6KOUZxbMrCVoap1RnuXgTC4Gtq9oaRX4JPUOGvS6EoAowUrJwSDjIwcomqTFFFoWMyyYdsow43ruxewMspenwrwl2zS6TVQbWnUuhoegfc8Z5efttbEGKQnKBQlFLyGr8GxoqdsrApioTKjaD31DztWvoUtjvfl5XWSyCGFjZVPFfR8SFpaavUCCo2gCFzSkwyjUJRUBgpWDlliGaOU/1EFcWJHk9Dt8m53q149mnKK436Q4thRb2KPGNci01Z2BRAyxHyR6EooxhZ2Fx1iRomHcSmoqVbER6lz26hKOaYPaH9g8DbudqtdJ2ptxj0YyxBGNdiU0+BCoVCYVyDzTWXqPA0Ywo0qMUWo+LYFCWH0qWw+ZbcwqGaphla2C7FJmOxquK5CoWibGNUN80o+9MZhpmi19UDsaLkULoUthJG2uVEYjec5dLsPSQfvY6/twdBPvZe6nSrxpU49RSoUCjKLtakdLQUi73QLPQdDLJBZYoqSjqlK4athJB0+Coxa8+QfinxpuzgVXybV6J6eV9iL8bZjY+KSSLYoDm8QqFQlAUMS3qU90aYXK8GoDJFFSUdpbAVBULYKWsASUeuoaVbqV7el2MOCtuF6GQw6FSkUCgUZQFXSnokx8fz95IvOX/sCFXq1KPPmEfwK1fe6XhQmaKKkoVS2IoAn0YVEN5mOxO/lmIh+cQNQgwsaSpTVKFQlGVcKenx5zcLObRpHQBXz50hNTmJof/5v8ztxt0OlEtUUXJQMWxFgPA04dOsok6edPAq1csbtadST4EKhaLsYhRrllUBS0tN4ciWTXbbT+7eSXJ8fOb/ZuUSVZRwlMJWRPi1qqyTJR25TvUA/UVFWdgUCkVZxmLw0JrVwnbp3xNYLem6Mdciz2b+7WFQAsRqq8WmUJQElMJWRPg0roDwMtvJtOR06sZbdGOj3NRP1JqY5pZ5FQqFoiBJz6Fo7vnjRwz3u3b+psImPE2YgrxcmluhKI6oGLYiQnia8WlWkaT9V+zklc4n6MZeiC5YC1v69WSufXWYtIuJmCv5UHlMczyr+RfoMRQKhaKgMCyam8Ulev7YYcP9rp07a/e/RwUfUmNTdXN7VtaHoigUxQ1lYStCjNyi5n9jdFr0lfgUUgvQbH996XHSLsosVcu1ZK5+eUS5BRQKRbHEmmrBmuDg7jSBOUha2DSrlah/jhnuezXSXmFTcWyKkoxS2IoQnyYVEF72H4GWbCHUxz7WQtNkx4OCIPV8PKlnYu1kluvJJIZfcbKHQqFQFB2GJT2CvBFmWYPtauRZUhL1ngmwj2ED40xRy3XlElWUDJTCVoQITzM+TfXZov1M+jiLqAJyiybsvmgoj/vzHJpqgaVQKIoZxj1Es8SvHTOOXwNIuHFdZYoqSg15VtiEEN5CiLeFEFFCiCQhxE4hRP88zLNOCKEJIT7J61pKMr6tquhk7VLA7CC7UACJB1qa1aklLf1KEkmHr+X7GAqFAqwWK8d3XmTDl0c4sClSPQzlg5x6iDqLX8vALlNUFc9VlGDyY2FbDDwHfAs8DViA1UKInq5OIIQYDnTLxxpKPD5NKiA87T8GPwt0cFDZogqgtEfS0WtoSfrU9wziNp9D09SNRaHIL/vWnWX9F0c4tv0ify39h83fHy/qJZVYDEt6ZLGURf1zNNv9c1LYVPFcRUkhTwqbEKIzMBp4SdO0/2ia9hnQFzgDvOPiHD7Ae8DbeVlDacHkZewW7YN9U+MLBVA8N2H3pWy3p52PJ+VEdL6Po1CUZSzpVvasOWMnO/JXFFH/RhfNgko4hhY2W0212KtXiL1yOdv9r0be/CzM5b3Bof2oNS4VLU0lXSmKP3m1sN2NtKh9liHQNC0ZWAh0E0LUcmGOqbbjz8rjGkoNvgbZor3wsLOx5bd4bnp0CiknbuQ4LnbTuXwdR6Eo61w6HUNasr6e4raf/lUW7Dxg3EdUWtiinNRfy0rW0h7Cw4Q50KgWm3KLKoo/eVXY2gH/aJoW6yAPs/1um93OQojawIvAC5qmlfky/j5NK+rcouUx0S6Lypbf9lSJey+B473CQ//xp56OIeWM48eqKMlomkbyiRvErIkg6dBVpTS4mXNHjR+MLp2O5d892VuDFHoM+4jaXJvnj2fvDgW4dt7+IdS4CbxyiyqKP3ktnBsCXDCQZ8iq57D/e8A+TdOW5PbAQoiqgGOkfgOA+Ph4YmMLV9lISEiw+51XzA0CST8WYyfriye7kU/qUdGJeX5tmqYRH6b/uLy7VSHtaDTWq/YXqxvrTuN3T708HUtR/Ejde5XkNecz//fqWQ2fXsG5mqOgzvOywOmDzkvkbFv+L5Xre2M2eFhS6NEsVqwOhW4BEk0piNg0zh05mOMcCTeuc+VCFN7+AXLOQMeULoiPiiY12KzOc0WhEZ8le9lV8qqw+QJGjyTJWbYbIoQIBUYAXfJ47MeBaUYbwsLCuHjRuGyFuwkLC8t5UDZUsHhRnwA72S148B7S9xydlM4f6zfhpb/W5EhAjAdNooPsZBoauxKOE1jeg3pX7Y+b/m8sO37bQpK/3q2jKFkIC7TZUx5zFmN6yt8X2Rd3nGS/3Mft5Pc8L+1Y0+DauQB0gVI24q+nsOqrbQTWU23hXMEr2UQrytvJ0jytbP7rT6xpqbo6awBmbx8sKfZWuQ2//YpvVfmQUv2GLyEOt6jTB04QFXMg8391nivczdmz+nM3J/KqsCUB+oI24JNluw4hhAfwEfC1pmm78njsucAyB1kDYEXnzp1p1qxZHqfNGwkJCYSFhdG5c2f8/fPe3klLtRA3+zCk33RXVcBEW8zssVnZGrfrQr1KfrmeO+nXs6Rh76bxqBdIz0Ft0awa8fOOocXYP8W2Tq+DX2idPLwSRXEi7dANkiz2FwaBoE1qHfzuqOvyPAV1nueWGxcSObz5IlaLRtMeValaL7DQjp0Xzhy8QRQnsx2TdMafgaNb4e2nOgPmRHpEHIn7TtnJfKoEEBrajsjDBzjl4N4PrFKVyrXqcnqvvcJVL7gqzXqHApAafo3k85F222uVD6FJaJ0iO88VZY+jR3N25zuS1yvGBaCGgTzE9jvKyX5jgCbAo0KIug7bAm2yy5qmJTo7sKZplwG7QBAh5NNsQEAAQUFBRru5HX9//3wfO71JRV0ttFA8MxW2uHSPXB/DmpxOnIOrFaBc1xr42eYyh9Yi+hf7m0z60Wj8bm+Ih+qxV6K5cuSMoTz9aAw+/U14VQ8w3O6MgjjPXSUxNpU1c/aSniotgZFHYxj5Ukcq5XLNhcnVCGeXvpukJln4Z+t1eoxoWAgrKtkkpCTieDPwquxHUFAQN85F6MbXataSoCrVdApbwrXLmedtcnULydgrbKY4i915XZjnuaJsEhCQ++tYXgMpwoHGQgjHM7pLlu1G1AY8ga3A6Sw/IJW508CAPK6pxOPbWp8t2jtLtmhearElHbiqS1kXPh74Nr95LP8OwZgC7MuIoEHcFvuLmqJkkR6dTMrJaKfbY9cZK3PFhWM7LmQqawCWNCt7/yjea448el0nC6qsD3I/sOkcsVfLfL5VjqQbZojaEg4MOhzUaNqcyrVq6+RZM0WNa7GpLFFF8SevCtuPyGL8EzMEQghvYDywU9O0czZZbSFE0yz7LQGGGfwArLb9vTOPayrx+DStCB72sS8VMNHGprLlpRabUSsqv7ZV7LJShaeJwFv0BtOEPZewxKrsqZJK4p7L+szgLCQfvU7qubjCW1AuuRyhT7I5uecKyQnFM/4r5koisVftv6NCwB2Pt8HDIQvcmq6xY4W9q0+hx6gLgUd5byzp6Vw4oS9GXKNJcyrV0FeVyhrrZi5nUIstPg0tTcXsKoo3eVLYNE3biYwje1MI8Y4QYiKwEaiLrK+WwVfA0Sz7HdM07RfHH9vm07b/jbJPywQmbw98GuuL6IbaiujmthZb2uVEUs/qb8j+HavpZV1CED4OHnKLRtxf53VjFcUfTdNI2Jt9oWSAmLUR7l9MHrl8Rn/uWtJly6fiyLkjeutatXpBVKzuT5t+eiXixK5LXFYldLLFuAabD1ciTpGear/NJyCQitVrUqF6DUxm++yshOgbJMXL80l4mDAHGfUUVQ+niuJNfnLLxwCzgQeRiQSewJ2apm0pgHWVWfwM3KK98MAEROWyn2jCHv0N2zPYH88aet+5yceDgO4hOnnCzgtYiqFFQ9USy57UiFgs13I+X1JORJPy/+xdd3gc1fU9M9urei9Wb5bcLfeGjcH0ZmoCBAglEBJCICSBkPyAkISSQEihhN6LjW2Me+9FtmTZ6pLVu1bb+878/lhL2t33Vlp1Yft8Hx/W29nd2d2Z9+6799xzakiO43jDYrTD4Of8S/Y3T8jfn6a/Fp/t3oDNWDkJMpWIePzA1xfFdPsDrSQqDJagiSKYG5uZDYZlIRCKEBxNKkt5ZdkoJvAXPUUvYqJjyAEbz/PWc7ZUMTzPS3mez+d5fovPMUt5nqf3t3sfx/A8/8hQz+V8Aq0sGnauLNqiDTzDxrs4mCkBm3xWVG+Thi+U82MJAV/ezsF0aGAi9VjC3mxEx5unLgr89gNasC5JCYIwjOTv6LbWTrigoYOSXeuBptmEtrMT67fnXBway8mALeFcwCaWCTH7SlLbsLlSi9riLmL8IgCe4/26HFD5a5k5vf8Oj7/IY7uI8w8X1RsnGFipENL0EGJ8GURo1loCXlit5d3gjD6ZMQED+fRIv88RKMVQ5JOCqoYDzeBs/k3jxwqc2YHudVVo/+dJ2Gv10K6vBs9NrEBjIoCzu2A51UmMK/KjoV5BSrXYa/WwTTCfS1o51BMl+yfWJqK9zgC7xfseEUkFiEru68vKWRSL4ChSlufQmipwrotelr5w6e2Az/3NyoVgxAJqhs0zYAulBWwDZNjGuySqbTdD3xX4HH8RFx4u6ICtw2DDl8cboDWTStrjCdkUXyMHd1nUYndBbw0scKIZvcuyQyFQkGUZTygXxQMC7wwcb3HCNM68IUe7Ga2vHIfpUEsvkd7RZITp2MTkM40nLMWd4O3eBGpGIoA0JwyyqREQRpJBg25r3YRaKAbidlUebyMCpPFEA6U7NC4jBAJB3xQrELCYd30qcVx3qxklBy5Y6q5fuChNVoJgCbRtLTDrtN7jIhGiUtN7/6Z2inqYwAtDafZU45Nh43keOz4sxSd/OIyPfn8Im986DdfFAP4iKLigA7bNp1vw5NenMPP57fjRO0fw8eE6dBjGn3gqyw4lgqZwsMiDIKDGA5fRDmsZuYDIZw1sRyQMllCzcIZ9TeCd4zeJCMNlVKKwfkvthOTYjSeopfCpEWDFAjAsA/WlZJbN0WCAlRJ0jBc6KM0ynnDaOVQcG7ipYqxAC9h6yqGeSJ4ajpi0IGL86IYa2APcjF0ooPl7CoKl1HJodGo6hKK+zWgYNcPW5ylK8xMdrwxbQ6kGZQf7Avaakx04uXXwKvgXcf7jgg7YNp12Z2dcHI/9VZ14+tvTeO/A2QGeNfpgpUJIM+hl0UCkPcwn28lSglpMLbXSoFoST7a9G+xUXtRYgWEZBF9LZic4sxP6CdzpONZwaqzUJgL5zL7OYNnkMIhiSRV3/ba6CVFiNuvtMAaweE6Usqjd4kRrDZkRTMwhAzaGYbDgxnRi3GJwXFykfUDjlAn98NdiPcqhABASE9tvpyiNwzZeGTYah7Fwe/3FAP4iCFywAZvGZMeRs+SueFUu2Sk5HpDlkt2iSyFEs9avCQSAc3IOlMyDYkYkGMGA/R8AAFGEnPr+hr2N4F3jt6BLkoKo2T/T0VbYGyeunthYwkyR8hBGyCBO7LN0YlgG6pVJxHGOFhMsp0nu21iDVg6VKEhTlo56w4CZuLFAU0U3EegqQyUIiqS7hEQlq5E2i7yOC7fXw0Qh2Y81eCcHS5kGljOd4Ozjp03mT9KjeQD+GgD/naIN7rKoIEhM12Ibh89L0xu0mZwo3n1RuPwivHHBBmzbSlrh8plk40NkyI2bGHYkspwwuHwmlHCwcA5AxnY0GuFsJ4M6zwxLIFAtJXWjXF1WWIo7BvU6I42gVclgJN47Z/C42IAAd1ed6UQ7MS6fSXYGSzNDvIK4Hui31Y1rUA7Qy6Ep0yIQOYk834mQZaPJeSRkh/rtxgaAudemgvXZQDntHI5sGF8xXc7mRMfbxeh6/wy6PipFx7+Lxo1yQMuwuSQuaJrJQCY2k/SQpnaKnms8YASsW0DXB5xubD+ry8Whs9FIfaxwW8PFLNtFeOGCDdh6yqGeuHxydL+T7FiClQmhjSTT9iGNpn6fR3M2ECepIYoYnGm8OE4JCaUsa9jdMK7kdIFaTO90rDdQs0sXEmxndXBpfBY5BlBQspIMw0C9kvwenR0WmAvJoG8sQesQjUxUIWchmTGpONoKh218FeoD5a95IihChrxl8cR42cEWdDXRF/DRBs/z6F5TBbtHhtPRaoJuQ/9m9qMFWoatq5sU8g6LT4RMSQbzYdTGg/55bJxubBvQNE0muBx0brDV5MDpPReFyy+iDxdkwKazOHCgiiz9rMobmJQ/lnCkk+TkVI3DbyaJs7tgLiQzYDRng0CgXkZm2RytZmpDw1hCOT+G3um4qRbcBOocHGvQmg0k6SHUTAIASFKDIUkhrzH9jnrw49ilRiuJRkxSI312FIQ+2VW71YWqgvELMA0aK7RtPhltBkjI6j9gA4BZq5IgkXuXenkeOLimaiRPMWCYjrXCUkTOH+bCDljG+J7neZ7aBNDcTLejoiEsntyQeHWKUqQ9+DEO2Abqhj657SKX7SL6cEEGbDvL2uDwKftEqSWYnhAYKX+soJgcDoePGWSQC7DX029y65ku8D7ZBkbMQpZHyoQEAklyEMSTyBKxYdf4ZtkYAUtvQDA5Jryh+WiBs7mo/DNFP6Vwf1k2l8ZKlYUZC5i0Nph9Fk1WwCA8TgmxVIgMCverZP/4ZSFo2bWIBBWkyv7lcwBAqhBh5qokYrz+jIb6uqMJe4sJ2vX+y7HatZXgxjBw4IwOwKcrnREL0FB1mjg2LstfwEZuODsbPLXYxj/DRuOvecJqdOD03otZtotw44IM2DYVk2XDyyZHg2UnRjm0B7FRKhwHOUmaKaKoAL0cKsuLAOvL+RoEVJQsm73eAPvZ8bUzkqYGQ0ax8TIeaoa9pf+y8fkIS3EHeLvPAicVQJYT1u/zJElB9NL3znrwfko1owlaxiEsTgnBOQeOnIVxxOOtNXp0NY9PGZHmH5pA6Q71hylL46GiuE8cXFM1ZpxMzuaC5tNSIkDyhEtnh25z7ZicD0Avh7LBYrTVkNlHfwEbrVPUrNPCYnBfY7ROUU47tgFb2wCcZAAo3FY/7mX/i5gYuOACNpPNiT0VZNr/8tyJVQ4FALVMiAMCchI1FXcSk7lTY4WtmgyiFLOHVg7tgTQzBKIYigTEBOhgCroyhbDSAg9o1114/ow0yRX51Ajy+6EgiJZl09lhPDr2Yq40/lqER7NBZJIKYRQv3PFoPuA5Ho1l/u2oAoFAxGLudSnEeGeDEeVHR18Umud5aL+tgrNjYH1H0+EW2MZoo0ZtOBA5wLm8N7DKkFCoI+hznEAoQkgMGeD3NB7Q3A7GMsPmsLugaaZsLn3yBhbDxSzbRbhxwQVsu8s7YPPZSYYqxMhPCnySHSswDIOaYCGcPmVRGOywN3gvbLQFWxguo5Y0B3sOtI5RW0X3uEtpCIMkUC0nicX2Wj2Vi3O+wtllgZ3irakIQCgZAMTxKkgpmTjDroYxl3WgdYhGekqSMAy1+aD8SCucjjE+1wYDrD4dlEIxixgKL7A/pM+MonbAHllXA+cof//m421u3UYfCCNk1GC/+5vKMcm80kRzjQ4yWIzNzOltFOM5Ho3l3Ti9t6k3U0sX0HUHbDS3A34MM2xdjUZSDiZEggzKJvvk1jo4xlFi5SImBi64gG3TaTJrsDInCkLBxPwqgkJlKAB5o1qK+8qiPMfT1e0pcg5DgSwvnGoabtgz/lk21cI4CMNJvSvtxrMTwv90LEAN1iNlEMWTmSh/CFo5iapLZTo0dpkrnuepJdFIn01HRn5Ub4m0BzaTEzUnxzZIp/HMYtNDiHMbCAzLYMFNacS4sduGop0NlGeMDBytJmjXkx2gjIhF2I9zoL4siXjM2WmBfsfoC/w6KQLhGj15LcZl5UDXYcGR9TX48PcHse7vJ7Hn03J89eJxFO9upAZsPTw2gVpCrIC8xQV2jOKiNgp/LTJJjVlXJFGzbGcuZtkueEzMKGWUYHW4sKuM3E1OxHJoD2KDZNgJUhvI4lEWtVVrSc4H4xbLHQkwLAPVEjLLZjndCQdF820swQhZBF9DaUAw2MdkYRlv8BwPM0V7TTFzcBI1omgF1cPWsKdxzMjmxm4bLAbva10gZBHq48ogVYiQRrm2x7osSpfzGFrjUmx6CJIonMyCzXWwGEY+68PZXOj6pJSaLQu+Lg2iSDmU82OpWn2GvQ2wj7L0CC3D1tZGBpeVx1l8/MwhHP++lnDHOLS2GsHRpHRKnxYbQ+2gFtsGz/nlLBa0/fVvqL3lVrT+33NwdpOlcl/QNycqhEQrkE7p7D+xtf5ilu0CxwUVsO2r7ITJ54JXSYWYn0pOlBMFMcFS7IOTKIu6dLbekiQtwyLN8C/nMBTIZ0SCVYu9B/mJkWWTZoRQS3rG/c3jHlCONmw19GCd5ggxENQrEsksm9kJ4xh1YXZQ+Gth8UoIhOQ0RSuLNlVoSYmNUYLD5kILhTM6mIYDX8y/IRWMT+OTw+rCsY21Q35Nf9Cuo/PW5DOjejuLGZZByI3phK8xOKD7m4pRFVimGb/rTL4ZVBE6GsnMfw8cNhfsNpIS0hOwAfTGA4lt8Mti21//Cs1778FSVITuTz9F6x+eHfA57bWU8n+S+3ypWTa9HSX7xl8o+iLGDxdUwEYrh16aHQUxZUGYKIgNkkEP3m9ZlDM7qHIOgRi9DwaMkIVqEblbNZ9sp5YvxhrBV6UAvr8jx7sdEM7jBgQzRYNMmhECgW9wHQBEEXLIZ5A7e8O+JvBjoG9HzThQMjwAEJMWhJBoUouv5MDYLGjNlVpwTu/rShEkRiilQSdQhEQrqIHomb1N0I7gxsN0vI2alRVGygm5HFGUgq7H2GyCYd/obNb8abCZnN4BMiuMAcP0P3d3NgrBCry17sw6Lcx692vRpD3E1sGtB7zTCd2367zGDNu2wV7nX2LIZnF6bS7EDJAiZqFsMsCpsyE0RoG0meSm68SWulHnNV7ExMXEjVRGGA4Xh+0lZCZqIpdDAXeGDQB2+ymLmos6AJ+Fg5ULIRtEp1qgUORHg/UR+gTHwzgBuBXCUCnUS8mA0lalnRD+mKMBzur0E6wPvTNYvTyRyKjwNhdsh0efH9ZOaTiIoJDxAXfzQfYCMrgpO9QCVz/yFCMFWjk0fgA7qkCQf1UyRD4yPBzHo+zgyHTsOtpM0K4jpTEYEYuwO7LAislyoGppAoRRZHCs314PR8fIZzR5i5PQk3TxLlhd3h2VrJDsAPVF3eluhMSQ14nmnOMBTTxXPMgMm/3sWfBWctOq//57v8/p8NiciBlgkVKIPLkApm316PhXIZwaKzXLZtbbcWYC2LGdD3AZ7dBtqYVuSy21K3ki4oIJ2A5Vd0Hvw8WRiwVYnDE0UdmxQkyQm1C/l1YW1dqg307ytOTTI8GMQtaQlQignE9OfqZjrXAZx1a/iAbVkngIKJ1fuu/OjquJ9WjBcqqT4CAxMiFk2f1rr/UHYagUitnkJsZ+vBNC++jpFAbacOCJrLnRhB+nxeBArR+dwpHEUOyoAoFcLcb0lSRRvoEiHzJYcHYXuj4po/PWrk2DKIqeHWSELEJvyiCCBzg5dK+pHFG9OIvRjuNfVRLjZicZzDMeAVtwlBxzr0uB0Kfhw2p0QB5MXs+dvdIetJLo4Dhs1rIy6rhu40a/2X1P+ZosKQulx3Xs0tuhXVflzrJRuJont9SNeUf0+QZHmwltrxbAsKsBhl0NaP/nyR+EfucFE7DRvEOXZUVCKhq6qOxYIPZchk0HHicpZVGOYsw8WKP3wUA5PxaM5y5cwLj5UuPnZNQLRiRwl0Z94NLZYNg1et12gYLn+BEl8FO116ZFDDtYVy9LAIQ+q7ODQ3Qz2Y07UjB0WWEzeX83AhGL0Bj/HrgylRgp08gN12g3H5i0Nqp+1kgEbACQOYcMMDrq9ISEyGChXVcNJ6W0Kp8ROaB9nThBBeUCMqNlP6uHaYT04uxWJ7584RgajpHXtcmp9RlhIJHHIWdBDG54YiZu/+MczLw8CfGU34DnyEaQHosqGodtsBk2a0kpddxeVQ1bBRl8An3lfxULTBKT72ct74a1pMudZfOBSWdHyf6x10g8X+Ay2NH53hlw5r75hjM7ofmcvpmZSLggAjYXx2NbCTmprJrg5VAAkIuFCJK5bW52UcqivhDFKSGODVzOYbBg5SIo5kaDEbNQLoxDzJOzEXJD+pA4U6MBaXYopJkU5f69jXB2DiwOOpow7Kx37+RGQJXf0WH2MunuQX9WVIFCECSBci6ZSY1olYDTj04mlSqYm6AEO4DcTs4i8jzrSzXQj+Jv3UDx1QyLU0I+QveAOlwGdYR3cMzzQHOFdsivaSpoo0r/CCNlCL6OlBShntfKSfQM9qazcOpIztlgUXqgBcZuG+QUxxlf/lpQZCLuefkSLPtxNmJSg3pL0SnTyAYyfTeZOewxgReEkiXRwTYdWMvoARsA6DdupI73NBzkyARg/ZTRtetrEBIhQ+oMclNyYkudX9P4i/APzu5C5wdnqE4azjYzdFtrx/6kBoHzKmBz+OkQO1arQadPyU4iZLEsc2RkL0YbMUHuSXIvnHD5iuj6YKhG74OBemkCon+Tj+CrUka0E3UkwDAMgq9OJTvbXDy0G8avAcFa2Q39jno4u6xo/3cRTMdah3UuVNJ4lBwiigvAUKBaGk8Ip7I8A9v+tlH5Djso/rgRAYg+x2eEQB3uE0TwQOkIcb5ooJZDh9EdSkNCFrnpaByiAbuj3Qztt354a7dnU3lrNLBiAUJuIIM73uaCdu3w3UXqzvExZZRVyewTsKXOnEpw/QAgKS8cvvGP1UTyIHvdDtQSwCdAFDpZgkPnDzzPw+Ynwwa4eWy+34vFYIdBY0WEkEF0P5p9Lp0Nhp31mH1lMvGYSWsbswab8wU8x0PzRTkcjf43zMb9TbBWa8fupAaJ8ypg0++sp/IpNlPKoYszIqCQCInxiYi4YPduW+unLNoLIQP51NHn5LFyEQSKgc2txwvCcBlUi8kGBGt5N6xjbKoNuCdezefl6I21nRy6v6lE91cVQ+LWubXXyGyJYoSEkgFAoBRTS2COQg1aXz4O3eZa2JuNIxa80TJsNPV/XzAs3fmg9EAzONfIZyB4nkdDKc2Oamj6a/4Qn0UGgEPhsbl5a3701q5JhSh6cF2t0rQQalOLtUwDy6mhN6Y4bC40VWoBwE+GzTugj82k+4fKVGJEp3o7TTBsMBiW9BQ163VgWAaC4KFbVDlbW+HS+bfrcjQ2wlpU5DXWI5g7WTZwoGzY1wS1iEXK9ItZtuFCt+ksrGe6+j+IB7q/rAA3Bl3xQ8F5FbA5WkwwHfMOzjiOpwZsP4RyaA96OkWB/suissnhYOUTN5AaS6iWJVCzf9rvasacp9C9ppLKNTSfaEf7vwoH3Wlnq9LC5bugsEPTXusPqsVxYChZDFeXFYbdDWh//STaXimAbmstHK2mIQdv7oYDmiVVYLZqWfNiCP0yk86OujMjH5x3NZlg8SkLC4QsYtOCR/R94jNDCJK/ts0Mg2Zw3Wza9dVwUioP8umRQ+4mDr4iGayKnGe066vhGiLPrqm8u1cmRR5Ahi0uM9vvayX7CEAzjABCMRkA91pUDcNT1FrqP7vWA91G727R9joDEsUMgnyrADS43F6vs64g/X6N3TaUHryYZQsExsPNMO4LTM3ApbNRO6knAs6rgA0AdJtqvToWCxu1aNV7T3IiAYPl2aNfOhwp9HSKAv2XRceiHPpDASsWIOgqspTg0lhh2DO2DQhBV6VARNEMA9y8ifZ/FrrlWQIEVSg5MxQC1cjyCFm5CKpF/UsnODstMOxsQNs/TqDt7wXQbasbtFixrsMCu8+OViQRQClmYa3ohvFIC0zH28CZ6cGAIkiCpDyyM3Y0mg9o5dCYtCAIAywrBgqpUoSIBDLDSDOb9wfTyXaYj1N4axFu3tpQs7GsXISQa8nSKGdyQreBdCMIBPUemQ8ZLcPm4SMaFBUNZaj/TujkqSSPzeWiNR6c47FRGg8C9RQNJGDTb94E3tWXSe88q0O2lLxeRAkqqC6h+DbX6KDoslIbbAo2/7CzbDzHw1rRDUuZBvwoyfFYyjTQrqNfl6G3ZUKcRG4MzYUdg5qTxwrnXcDGW53QbTzb+zctuzY/NRxBMhEshYXofPttWIqLwTsnZgoU6OsUBYBu8CiilEUFQRJIUoPH8KwmPmS54ZBQMh/63Y1wDjJTMRyIIuSI+Nk0v927vN0FzWdl6F5XNeCkxVmcsFDS+iPRbECDcnE8RAGKwTrbLTDsqEfbqwVo/XsB9Dv61+ni7C44Wk3oOtSCVAmLKTIW8xQCLFcJcbmMRfvLx9H57mlo11ah++sKtPz1GPS76qllZFpZtK64k7ArGi5GS86DBlqZNVAem6PdDO1aSoeikEXYHdlgKZnTwUCWGw5ZLhk0mQs7YBkk147nedSdu6YFACQ+ARvHc7C4+nhHcX7KoT0IjpIjxOeaZQXkufbXKTqSGTZXRyfMx44BcH9WRYMBUkpQGnxlMtTLEqiNHdqNZzHzUjKYM3bbUHroh9kxypkd6HjzFDrfPY2u98+g9eXjsNVoR/Q97M1GaD4tAy3Hob48CfKpkQi9OZNaSej+tgquEWimGUmcdwEb4Fbft1ZrwfM81d2gpxyq37QJHa+8itrVN6Ni7jw0PPQzmA4eHOvTHRCeGTYA2E4pi8pnRRFloQsdDMO4fUZ9vxcnB+3GmjE9F1YsQOjqDITclE46MpyD6VAL2v9b1G8waT7VAfgEdaxcCCmF8zQSYMUCRP5sGqSXx8GgDrzc5WwzQ7+tDm2vFKDttRPQ76iHfmc9NF9VoP2/RWj+8xE0/+Eg2v5xApJDzciVCZAsESBS5Nakon1DvM0F/ZY6tL50DMbDzeA9OGqJk8Og9Clt8TxQNoLm9U6HC83neFae8BewObssMJ1og6N1aPpO8Zl0HttApWfe4YLm01LwdhpvLWXQvDV/CL42DYyU5AFr11aBswW+Ada1W6DvdF/ztHKoxWkA77HiDhSwAWSWjaEFbD0m8JQAidMGdq3bSkkNNmFsDDHW0y2qrzdgEkP+ftLJYZAkBbmlia4mpYk4gx3iki5q9rBgc+2YiEWPJDibEx3vnfHqdHdpbeh4uxja70eGtuLU2dD1/hnwlA2eYnY0VEvcPGdhqJTqR81bnNB8XTGiOoPDxXkZsAFur7wzDVo0aLzb+1kGuDTHnY0wHTnaO84ZjTDu2gVn19iT0gdCrE/AthEOlAj6LmhRjKL34rsIb4gi5VBSsi/WM12wVgxfjHSwUMyKRuTD0yAMp2uaORqNaPvnSVhK6eRYmjSDfNroCCX3gBGxEM8IR8VkA5SP5iD4mlR3GSHA/YGjxQT9tjrot9bBXNAGe61+WPIgnMEB7bfVaHu1AOaiDvAcD5ZlkD2fXChLDrSM2ITbUqUjyk8ylQjh8d6dubyDg/a7GrS+fBzdX1b0BqyDRUxaEOGjatHbqRpwve/t4qH5sgKOVjKzKZsWQRVFHioEKjGCabQDnQ26zbUBv07d6QHKob78tayRCdg6h8lhc+l0cDT58KIYBhEPP0Icq9+6DbzdDu3msxD6lKI5uHmBPZBlh9G9kQ82YyZFo8+osaHsB5Rl4x0udH1QAkcDyVsFDxj3NqHtjeHJH3E2J7rePwMXZZ6RpAcj+LpUL0qAfEYkNWNsq9TCNIKbvuHivA3YnO0W1G0+S4zPSQ5DmFICZ3c3bBSFavmc/LE4vUEhyoc87wLwkMuIoDuzEXb3ZEQ8NDXg1vwLEerliWAp/C7t+upR4030B3GMApGPTIMsj9wtA+6dXdcHJdBtPutlsO1oN8NOsW8aTaFkX7BKEZTzYxH54FTEPJWPoKtSIA5AfmM04OyyQvNZGdr/VQhrZbfbqspnvTd0Wam6aUMB1Y4qK9Qrs21vMqLtjZMw7m/qK8PwgH5bHXTb/HtL0iAUC4iOR8A/j43neGi+LIelmHR6EIbLEHL90Hlr/iCfGUWlHZgOtcB21n/3pCfqS/oCNlqHqNmjQ1SqVCE0duDNadQkNeRBffc8wwbDd7mz6HUw63VUDlsgAZu1rJwYEycnQ73qcjByb84qp9NB9/0BsGdJ+Rp9uAzCMO8NXPDVKYSsDniAOdJC5WsWbK77QWTZeCeHro9LYavp/9pwtpnR/q9C6Hc3DHrDxbt4aD4tg4PiXCCMkiPsjmwwPvqODMMg+Pp0ejPNplo42iaGC8J5G7ABQFaNETE+M/iqPPcOxeyRXeuBODUVosiJp80mEQoQriSDtu4oOWRZoReDtQHASoQIpmgZOTstMOwfHx9UVipE6O1ZCLo6hdSMOwfD7kZ0vFPcu0ukZddEMQqIR0h7bbAQBEmgWhiHyIemIvqpfARdmQIxhSg/VLAKIcQJKrcQcj8zlaPJiM7/nYZ1TSWyKMHDSDUf0Plrbp4Zz/HQ72pA+78LqV2ZAGDYUT/ooC1QHhvP8ej+qgIWGlFayCD09iywoyBjxDAMQm5IJ4MLAN3fVIIfwELJaXehyUMQmFYS9cywxWZkgWEHXrYYlkHylL4NEcMIwLC0xoN6d7OO7z1odQ3oSmItLSHGpFlZYOVyqJYtIx4zHuwmktJ2joeQkvUUhkihuoS0KLPX6TEjjQziDV1WlB8eGceJ0QLvcuugWcsDrGy4eOg316LjzVNwdgUmhM3zbr1N2nuwKhHCfzIZLKWMDwAChchtweYLJwfNlxXjsrn3xfkVsPl8GgkY/BLeu6fLJrtvDtORw8TTFXPmjNqpDReejQc9aNaNr3L/DwmyqRHUbqDxJJUyDAPVgjhEPDDFrwCx/awOba+fgLWyG6aTpFjuWGbX+oMwWALVojhEPjwN0U/ORtAVyRDFDxBIMgAnE6LDwaHWxqHE4sIxkxMlIVLE/nEeYp+Zh8iHpyH8J7mI+tUsyKbQM5I9sFVpkdlhwiy5AAqPueBsUSfMw3RoMOvt6GwgSzQJ2aFwdlnQ8eYp6LfUAq7+swGDDdpoemxNFVq4PPh7PMej+5tKmCnXBwCEXJ8+qu4nwlAp1JclEePOTgtaXjyK7jWVsFZ1e2WLe9BUofUqM9NLon1ZqbisyQGfV7KPJqU/Hps/LbaBGpNo/DVpjltuRH3llV7jgqg8gCW7PMttHCLT6Rp+qkVxEEaQ1An+aAtSKULNxzfVel0XEwnua7SCmv2FgIFiTrTfjau9To+2107AeLRlQP6mcX8zTIfJ8jAjYhF+12QIKeuoJ6SZoVDMJakVjibjkGgNI43zKmCTTyOzYwsgwmK4I+qZk0IQpXb/YLQMm3wiB2xB5I3bcjFgCxgMwyD42rTeK14Up0TEQ1Op8gRjDUmiGpGPTqdaagEAZ3Sg83+nSd4Xy0BOafUfbwhDpVAtjkfUI9MR/cQsBK1KgnxmFJTzYxF0VQrC7spB1K9mIu7/FqA+OxwHTS4UWVyotHFodvBQpIUQu2BRuAxht2cj8pFpkKQH9/v+cWIWl6iEmCpjIWUAzsWjjDKJDwaN5WRWKyRKBlR2o+21E1SbMH8YTNAWkaiCRO79XThsLrSfK63xnFuni5Z9BYDg61JHrYPYE8r5sdTsKmd2wnS0FZ3vnEbLi0fQ/W2VuyHsXJmr3qfjeSANtkAaDnoQnxni5YZA6xTt47GRC7lrgA5jWoeoJMsdsCkXLgAbdC4TxrCQTL6RONbo4tEIBsF+JH8YIYvga0kyPGdyYkowSfEYapbN0eG2ZNJtPgt70/Bt83zRk/WiubOAAUJvzUTI9elubm8U/bvg7Ry0a6rQ9UEJXAb65styuhO67ynNZAwQemsWxPGBZf+DrkimBsqG3Q2w1QZW5h8tnFcBm3J+DNXT8heQQoa+7lBHWzvsNeQPK8+fPdqnOGTE0DJs2rGTpjgfII5RQLUsEcHXpyHy4WmQjBP3igaBQoSwuyZDfdmkgMn80qxQCJQTw8PVH4RhMqiWJCB0dQaCr0mFamEcZNlhEEXKwYhYtFMsqfpzOBDHqxBxbx7C78vtN4PHMgySJAIsVwuRI2VRsa9pWK4Mvu4GEgaYJWGhXVNF7cYEAFG0AvIZdIpFoEEbyzKIowTyPd2i2vXVfs3Xg69OoXrCjgYYlkHIjel+sySAe+NhOtyCzreL3cHbuipofTIu/WXYBCIRolLTAz4ngYhF4uS+II2WYdP0E7CZjrX6dSLhbDbYKGuINDvL/V5iMdQrLwUAiCYtgkBN/g4lVhfCE1Vg++nul6aFUDPLXGkXsjKCifGCQWTZeI6HYU8j2v5xAoadDTDsbkT7GyfRvbZyxJT+ed5d1jT5aYoIuSkD8jz3plMcq0TUI9OhXBzndw60lmnQ9o8CWE57Xzf2BgM0X5RT5TuCrkyBbLJ/3T5fsGIBQm/JJNUFeEDzZcWgOqBHGudVwMaKhW5OkA+iwOInkPSWQ81HjxDHSLKzIQwZWXuZkcTFDJs3qtqHthMMunQSlHNIZfyJAIZloF6WiPD78sAqB3asGIvMCQC4OB6nmw2o1gPcCPqIchyPDkoTRSCWVNK0EEQ+PA2ht2f57bgFACHDIF0qwDy7E03/KoTxUPOgNfh4nkdDSV+GLVrEYJlKCLm/MisDqJbEI/KRaQhZnQHFPLLEAgQetMVTArbG0i7oNtRQyz+Ae5GiWYuNJkTRCgRRSqM0cAYHTIdaMN3pwkq1ELkyFmEChhqw9TQdRKWkQyganJOLZ7coIyADn54MG80E3lqmQcdbp6idhrbKKsBHu1MYGQlhWF9goL7ySkAogzj7avJ9nRxaHHxA13rwVSmkThgPZHFkYKbvtKJoe8OAmxNnlwUdb52CbtNZ7zI+D5iOtKL1leMwF7YP23rOsKsBhj2N1MeCryWzv4yIRfAVKYj4aR61TA24M4xdH5dC82U5OKsTTo0VnR+coUqBKOfHQrVw8PeBOF4F9XKSQ+jSWKHdMLaSUJ74YZhpDgKy3HC0R0gQ2eGdzr4FEkTZ3Bef6QgZsE1k/hpAz7C1XIAZNqvDhWfXncE3Jxrx5YPzMCNx4gbZQ4U0NRhRj85A12elsFO6ygCAVYggpRiEjzSsDhce/uQEdpS1AxBir+4UvnhwPiTC4Te6dLea4PTJTknkQqj7CcA8wTAM5FMiIJscBtPxNui314PzUy4RMAzQaIS20QigGsIIGaRZoZBmhkKSpO5XFqW71QyT1gYhgFyZAJMk/o8VhEgQenMmJMl9xPAejSdalsGwox4MA6hXkNZDPaDpvIU1m2D0Q8QOWpU8oEPFaEG5KA6iaAVMx1phLdMEpKclYxmkSgRIpazPFqcB3Dmh8EDkPHwxKTcMDMuA53gwbBDcOYq+c+rpFJWmhUC/hQyeHY1GtP/rJMLumuzFA7SVkeVQaba3XZZ89mxIp90AVkJm8s9Y3OcQSeHV+kKglkC9YhJ0PtqRfKcFMyYpcaLOe/N6aG01ago7sHB1OqJTvBsUeJ6H6WgrdBtr/GaGAXc2VPN5OSQFbQi+Ng2iAO9JTxj2N0G/lb4hUV+eBOU8/9lfSUowon45A9oNNX7L/eYT7bDV6MCIWHBGUjdPmhWKoKvIBE6gUC1NgLVcQ3Tmm4+3QZYdCtnk/jm1o4HzKsMGuCfxN4R22HxyowIA2m+r3MbZh8mAbSLKeXjCVzwXAJp1F1bAVt1hxHX/OoAvjjfAyfF45JMT0JqHRyafqBCoxYi4bwpUS+kSBvJpEURr+mjg1W0V54I1Nwob9Xh3f+2IvHYHxT80IlE1aOkJRsBCOScG0U/MgvryJDAU2x9fODssMO5rQuc7xWh+7jC6PiqB6VgrXHqSt9RQqkGYgMFSlbDfYE0+KwpRv5jhFawBfQLO/jJt+u310G/3n2kLipR5iQLnSFmk+jkP9WWTxlWTkWEYSDNCEHZHNmKenovQ2zIhnRwGCIeW0fZqOBgEf60HUoUIcedKh347RRvqIE5QIchDC80TLp0dHf8t8tJGtJZQ+GvnyqF9z3NAFL+IOK7BzkF7LqsVGSAtQzk/lmpvl2BxQkz5atvO6vHN3wqw9X9noD8X2Lv0dnS9fwbatf7L+L6wVWrR9o8C6LfXDapL0nSsFbrv6Jko1bIEqJeSrg2+YKVChK7OQNiPc8Aq6JlVl9YGZwe5cRHFKhB6W9awKimMgHG7IIgpHdBrKv1y6UYT513A1qy1YGeLDh+CnHjtdXrot5fB0eiTohUIIJ89cflrAL1L9EIqiZ5q1OLqf+5HWWvfIt+ss+LxL4vATSAl6pEEI2AQdHkywu7KASPrS4azciFUAUx4w8WxWg3e3kdOup8fqx+R77x9iOVQf2DFAqiXJiDmydlQLIwbqGGzF7zNBcuZLnR/U4mWPx9F2+snoNtSC1udHpzdBeehZixQCqDww89iFSKE/TgHoTdl+JUMGE7QxjAM4s9l2bKlLNL9BKTqFYlQLyPLOOMFViKAfGokwn+cg9in5yL0lkxIs0P75bn5wlODLbYfw/f+MFBZtMdTVLU4HrLrJoGjOBHwdg5dH5bAsN/NhbRSNDyl2d4BpW5LLXyXWBfPo9TizhhKFSKow/vvWuw7bwbB11EapOwuzI2jE/UBoPJYGz599ggK/3carX8v8C+pwYAqzQIAcPLQb69H2z9OwFqtHfBczUUd6F5DsUWDO/BUr/SfTaZBNjkMUY/NcF87AUAQJEb43ZOHbb8GuPULaVk6zuR0y9aMIEUkEJx3AVuPd+insKOO4rlp2NMORuxNVpbmToZAOT5aVoEiUiWFwGe3oDU7YLZPXA/UkURWtBrpUeRivqOsnRpUnE+QZYch+vGZCFqVBPVlkxD1yxkjbvTuC5PNice/LAJtPqrrMuNwDd2JYTDooHRWRiQOvxGElYsQclUKnNekoMbmgm2QwaWj2QTDrgZ0/KcIzX88hCiD3W/WT5odiqjHZgREah5O0JaQFYJMKYsMP8Ga6pKEfsuq4w1WKoR8eiTC75qM2KfnglsQi1YHNyAn0uBwcwfD4hMhUw4tmE/yIO331ykKAKKcYJRP1oORUwJvHtB9VwPt2irYyiuIh6UeGTZ7g4GqiVdt42A595EjJw0umyxJCqLK+IQYHZicGUx9jogBpokZhFd2g/fTSCAIliDip3mI+vWsfq9jZ6cFnW8XQ/NFOVxGP52aJV1+yf/ymVEIuiplSOLNAqUYYXfmIOTGdDD96I4yEgHC7s6FQE3nvw0FitnRVOs/a5nGb8PPaOG8DdgcAF4BpWToYiGefIPXkCJ/YvPXAEDAMohSkRfhhdIpKhayeOO26VBTMhh/21KOgrqJZyk2khAoxVAtSYB6WeKITkb+8JdNZajX+Ddu//xYw7Ben3Nx6KDomg0nw+aL1AVxiL9rMna7GOwxOFFmdaF7sOKXfoI9RixAyI3pCLszZ1CdukMN2sI6LcjyF6wtjYf60okbrPmClQlRb+FwxOTCZr0TJ81OtDk4Yo3neA5njcUAhlYO7YE6TIbwBPeGnBGQC2+PCXwPzCoXFHen+5WYMB1thWTKvYCwj6bCKpUQxbtL0TzPQ0spB1o5HpXWvusvEP6aL4JWJVH9W7PA4+pHpiA0ts8nNkLobo6Jp5T0eiCfFYWoX86AJCUYwiAJwn6cg7C7cvwS/gG3V3frKwVuXTSP+8Na1Y2uT0up94xsSrg72BpOiZJhoJgdjahfzqBqaoIFwu7IhjhmZLxyPd835MZ0allW910NHJ1jV+k6rwK2LpMNxzwW7hNwYQvInYB40kIIQvvSy/K5Ez9gA4CY4Au7UzQhVI5Xbp5GjLs4Ho98ehIa0/nJZxtr7KvswEeH++9e3Hy6Fd3D+L41LWbCl1OqEEEVFliJKFCkTIvArc/kQ5kejHIrh71GFzbrHDhhcqLJzsExhJKGSSJA1C+mQzE7ekjZgsEGbfrdDbDspXfaOdKDob4sacQtp0YbPXZUDh6ot/M4bHLBvCoZwTekoZ1pRJ2xBNubP+x1ORhKw4EnekR0qSXRBlIQlQ0WI/KhqZBk0Bt7hFGTIV/8GzByd0ZKkpXZ68BgOd1F1eUrt3LwzHGFKgd//wiUYgRdTgbnzjYzQrqtuOX3s7H0lnTMUIswXymkdt0C7uCxJkwGLIgjyviy7DBE/WomlEviSWmLc+AtTmjXVKHjzVNwtJpgq9Oj68MSwEkxts8KdXPBRqgzXxgqRcT9UxC0KhnoaRYSsghZnQmpn99ruBCoxG7ZGh/wDg7dX5TDpbONSXn0vArYDlZ1ESWc9aECKglZMvUOgBEAIhHkM2aM0RkOD7G0gO0CybD14NKcKPx0EUkObtFZ8fiXhectn22soLc68OTXpwY8zu7isObk0G292ikL2mBLRIFCESzBNY9Ow/wb08AKGNh4oMHB47jZhU06J/YbnKi0umAY4NLheB4lFhecyxMJ78fBItCgzbC3EXo/RurVNhdqhIIfXLCm77Sgm2JOnzA9EpJpodhT9wUOd2xAt72vOzB2GBk2oI/H5vYU9V4PLAY9zDot8RxWKkT4XZP9/kYCdSzkS34LNjSll7/GOznoKB7WeheHOh+iv7T04OA/CABFfgxVg1C/rR7WEg1Cj7cioZ+VvdnOYZfBieJqPT5/7ij2flYOi0+JkxULELwqGVGPTu/XK9hep0fb6yfQ+b9iaiODJCUIYXdk9duFPRQwLAPVknjE/i4f4ffmIuaJWVBMH11bSVlOGBQUGzF7gwEtLx5Fy/OH0fFOMbTf18B8sh2ONhPV3WM4OK8Ctv2VpO3F/CnRVG0gQVAcRKnLIZ86FaxseJPvWCE26KI9FQA8eXkWpicGE+O7yjvw5t7zm8822nhuQwlaKN3Hk0LJe+SLY/VD3lVSO0RHsBzqC4ZlMP3SRNz01CyEeHTb8QC6XDxKrBx26hzYonOgI0EFSVYI4EHC1rl47DE6UWnjkJATuAhnv+cUQNCm+55c/AGgxubCaQuHxnMCuj8k+LobAO5gXa4Wo626EpzLm2ulCAlFUOTwNAfD45VQhUrBMCwYAd1TlAZGwCDk2jS3NAslLmYlasgXPA5BxFQAgPFQC1xd5P1zxuJd8hXbtHBs/25In4VhGYRcl0acD293QfNJKfX9AcDB8ygwOXHM7IL93MnwHI/iPU34+JnDOLmtnsh6i6IViHhgitsvVuZHBYwDNVgTJ6oQdtdkMKLR87pm5SJI00P8WvuNNIKuSoYglF4F4ExO2Kq0MO5tguaLcrT9/QSanj2Atn+ehObrChgPNsNWqxvQo7Y/nFcBW1GjlhhblRsNxRz6jkSSdTVkMxeOwZmNDGIoAduFlmEDAJGAxRu3z0CQjOQUvLy1HMdqz28+22hhe0kbviogS29zU0Lx2k1khqOizYgT9dohvRc9wzb6zhMRCSqs/t1s5C6m65RZeeBgsQbb601oyY/BXoMTew1O7DY4oXcBQRGygHXiAkFv0EbxL/SHszYXis/peBm7bdC1/7A2bXVnyPuzx5GgqZyUy4jLzBl2FpFhGCT1Ztn6bzygQTk/1h18UDoPGYEItho1dJvOQr+TfB1HmBTtPqVCtaEOttJSqltCIBDHq6DIJ7M9/sDEKVEcLEWjgx7c2y1OHPymCmteLoDD5t2sx7AMFPnRiH58JuQBZrFEMYoR69ScSGAlQrcLQqCXo5OHo8kI8/E2aNdXo+O/p9D8x0NoeekYtBuqB//+g37GBIbLpxwWFyxDXlwQGJZB8LWp4HnvXQAjlIBnc8fyFIcFGoftQsywAe7f9tWbpxLjLo7Hzz89iS7j+Jm6/xDRbbLjqTXFxLhCLMBLN01FSrgcqSpysv/86OANkV1ODp0Uz8KIxNHLsHlCJBZgye2ZuOJnUyD14yihaTbh6MZadLt4dHuUNWgitsOF2+c2sKCtXSLAKYv3PNZY9sPZoLgcHBop0hI9AVtzeQnxWNwQ5Tx8kXIuYKN1itJ4bL6QZYUi9JYEcGZ6h7RhTyPZickATZRmMbXezVHUf7dxwPf1h6DLkvzqk/W+vcjtRxr78DRc/dRsrLx3MpQUV4cetNcZULybzpcUKMUIvSUT4T/N699dJEKG8HtzwcoH50rxQ4FkkhrqlUnDeg1XlxXWSu2gn3deBWy+uDy3jxTMm1vgqNlFHONo4WApGb5EwViAbk914WXYerA8OwoPLCY1clr1Vjx2HuuzjQaeWXcanZQg95mrcpAQ6i4hzosiyx7fnWqBwUqqjPcHTbMJnE/GQaYSeYnDjgWSp4Tj1mfykZATeBA2mGMHg0CCNvmMSDhnkVmVhjI/2loTEM3VWjh9MjgSuRBRyWrwHIcmWsCWNXlE3jsmPRgSuZDqKeqvJOoLV1ctzHtehEtDL1X7Qj4zCvVt5KZaZTgXsG3cOOSSNisXuYn3fiBOUCHy0elQzosFwzJgGAbps6Nwxx/nYu51KRD5yX6d2dfk1f3pC2mq24VAfekkQhBZECJB+H15E97jeLhQL0uA8uYMcKnBEMQohiwMPVic1wFbj9k7AJiPHIGtdD04q444Tru+2q/J70QC3Z7K8oPjsIwkfn1ZJmZOIjkpeys68J89g085X4jYUNSM706RtklLMyNwy+w+gd6poTxUPpO8xeHC+qLmQb2fv3LoeJDnFUESXP3IVCxcnQ52gEmX8WPEPlLoL2iTT4tAyE0Z1AxfU3n3D2ZzUn+a3Bwn5ISCZRl0NTXAZjJ5PSaSSBExyX9QMhgIBKzbqmoYAZu1pBS8TQ/z/pfhaDzW77GMiIVscTy6W03EY2qD+/3sdXWwniGD1EAhnxEJcbIPlYBloF45CREPToUogpQmEYoFmHl5En703DzkLCLtofSdVjRW9L8JYIQs1MsTEfXLmZBNi4AgRAJZbhgiHpwK4RjxycYTDaUafPF+KTYUdGBtuQ4NM6IQ/uh0hN6SCeXiOEjSgsEqRt7587wN2CJVEi+fSdPhI4DTAlvxl8SxLq0NBgr3YKIhTCGG2KfbxmR3Qe9HEPFCgEjA4p+3TUcIJf3+ytZyHBkBgdfzGe0GK55Zd5oYD5KJ8Ncbp3gFUWIBcGUuyWH5YpCabDSHg9FsOBgIDMtg6vIErH5qtpeOlS+iklSQ+CNej9S5nAva1JcnuZXnBQxUSxMQstotixCZrCYyIzazEx2U73Qior6ELN9OOlcOrS0sIB6LycgCKxg5HlTy1IhBdYr6wtrjIco5YD3+Dmzl/hsHVEviodHaCBFZmaUDImdfl6x+49DLogzLIPzOyZDlhoFViiDNCkXkw9OgviQRzACOEnK1GMvuyKJmjUv2BbYJE4XLEHZrFmJ+k4+wH+VcEMGa1eTA1nfO9Pog8xyPE1sbsOGDUjjilW7z+vvyEPP0XMT8Nh9hd0+G+rJJkOWF91tKDgTnbcB22eRosOd0X3inE+ajRwEAzqZjcLaTOxrD3iY42sid0EQCwzDUxoMLlcfWg9hgGV69ZRoxzvHAo5+fpJb6LsIt8Pm7NcXQmsmS5v9dOxlRavJau3EaWZI71ajDmWYyc+0PtA5Rfw0HPMfBdPAgjHv3gneO7sYkPF6J1U/NQp4f/9bEANwMRgIMw0C9NAGx/zcf8S8sRNDlSb2Lr0DAIvacN6Ynfgg8NoPGCk0zOccm5ISC53mc2rGZeGw4grk0JE4OhUAkoHaKdgbAY7N5eYjysJeuh2KWiLDbYtViKBfHo72WvNZ7yqE90G/aBJ4bpKCz53vJhAj7kdv+K/zuyRDHDc61Jy2OnB9rCjtgGQevzB8CDq+rgdVEzpntdQZ88fwxlB92VysYhoEgSAJZVijUyxIRdkc2on89C7F/moeIh6ZCfcng7QXP24DNsxxqLS0FZ+wjOVuLPgXP+Uz+HI/ub6smfHmRzmO7sAM2AFiWGYmHlqYS4216Gx774qI+Gw3fnGjC9tJ2YnxVbjSumUqWSgAgM0qJKfFBxPjnRwPLsjkdLnRRGg4iKQ0HvMuF+rt/gvp77kXD/Q/g7OqbwdlGN/gWigVYfGsGrnx4CmSqvqytIkjsN5AbLfgrESdQbHIaJxCPraxVj0+O1KG0xbv0TZPzCE9QQhEkQf3pInS3kFmdrAVLRvTcxFIh4jNDqZ2ivo4HvnAZTbDXk0Gd+rLJiLgvr9ecXRAkQcQ9uWDFAmr5X23yJvU7W1thOXFiMB9jxGCvrQXz559DZPc+T87Fo+zQ2Nou/RDQXqfHmX3+9ScdNhe2v1+Kbe+egd1P5YuVCCGZpIZ82uB1487LgC1ELkJ+ct+kZj5yxOtx3tQO2Mgsm/2sHuYT5AI2kUDjsV0o9lQD4fFLMzA7idw576vsxL92VY3DGU1cNGst+NP6M8R4mEKM56/L7ZdPduts0mD828ImWALggXY1mcD5iEkqgsRQUKxwDNu29WbGAcBWWoruTz4d8D1GAkl54bjjT3Ox5PZMLL41A7f+YQ6kA3TkjRXis8hrvKVKB+cE4OFuKGrGla/vx+/Xnsaq1/bh0yN9AU49Rc6jpxxatO174rHE3KkIjaXLrwwHyVPD6Z2ijf1vOmwV5fBVZhclJECgUkGSHITIX8xAzNNzEP3UbIii3aV1Kl+TYqukG0ZZdDjofOttwGRATOth4rGSA80TPoExluA5Hns+q6D6pPqi4mgbvnjhKNrOkr//cHBeBmwrc6IhFPR9NNPhI8QxsilKCCk2OJbTpPjuRMLFDJt/CAUsXr9tOkIVZIfS37dX4FD1RT4b4C6FPvn1KRhs5A7wzzfkIUzZPw/l6qkxkPmIYRqsTnxfTDYu+IJq+O6nHOoZrPW+z7ZtA77HSEEiFyF3cRzylsZPmGANAEJjFZCpva9xl5NDS3XgZenRQIfBhqe+OeUlr/T8xhKYbE64nBwaKGXbxNwwGDVdqDpGBgxTV14xKueZPCWc2njQVtN/56e1lNSIk2b3SY4wDAOBUty72bEaHdB3em+mGQZIuCyfeB3D5i3gHYPrth4uHO3t0G3YAACIbSFdF7RtZjQPQXrifEXpwRa015Lzl8iPx6++04o1LxWgYHNtv123g8F5GbBd7lEO5e12mAtIMqtyfj6Cr+3zE2WkQgRfn4awH48sZ2KkQe8UvZhh60FMEF2frYfP1mG4yGf7+Eg99leRG5MbpsfhsskDi3GqpCJcPZXsZPz82MAcoHYqf43ecGAtIRdIS2EhnJqJz9caTTAMgwRKlm28eWyv7aiAySfLZ7a7sL20Da3VOjis3o+JZUJEJ6tRvGsrweFShIQideboeDwrgiWImET6cXY19u/cYSsrI8ak2Vl+j6dl10JiFAhZuRyMxHtT5OruhukwGbSOJro//gQ4FyTKLR0I7i4njjkTYPPB+Q6ryYFDa0nVgdBYBe58YT4y8ulOHBzH4/C3NVj/eiFM2uGvPeddwKaSCDE/rW/3ZDl9GrzFOwMlCAqCJNNtFCubEg75jEhE/3omlHNiRsygdrRAy7Bd6E0HvliaGYmHl5F8tg6Dm8/mK7B8IaGuy4Q/byQDoSi1BM9eHbje1a35ZFn0WG03qtpJfponaAEbTTCXd7lgraggX4DnYdyzN+DzPF8RT+GxNZSOH4+tqt2Az/zwGDcUNaOOwl9LyA4BwOPUji3EY3mXXAaBcPQ6ctNmp8O3U9RhM8Fi8F/Com0gJNn+RX39+eUKlAooly4lHuv+7jtw3NiUtTmTCd1ffOE1FtdygDiu5mQHrMaxzfyNFc52mvDSljL8acMZlLf232Xtr9FgyW0ZkCpEuPSeyVhxd7ZfbbvGsm58/txRnD01vAreeRewLc+OhETY96XRdi3y/HwwrPujh96ShdCbM38wQn/UDNsFLJ7rD4+tyPDiMfZgf1Un3th5YfLZXByPX39VBIuDXBT+euMUBA1CmXx6QjAyoshutC/6ybI57S5oWsguQVqHqL2uHryZNAgHAOMuUgD7QgONx9bRYBi3xfUvm8r8boT2VHTgbDG5UCVODkPNiWMwdnk/xjAs8i5ZOSrn2YPUadHUTtG2anrjAe9wwFZZSYxL+wnY2igdoj3XuvpK73JvTUQw1lQX4427b8H+zz8cde6Yds1acDrvEnpERxFEDu8Nl8vJofzI+dd80GGw4fa3D+Nfu6rx3oFarP7vQbT6WUf9NRpk5EchNr3vGsqcG4Obfz/bf8XA5MD3/z6FvV9UwEmZgwPBeRewXZ7rXaoxU/hr8rl9qfaBtGomGmL8uB1c7IL0hvCcPlsYhc/2jx0VOEgpCZ7veHf/WRyrJbMwt+UnYmnm4DqWGIahNh98c6IJdiddoqCz0UhwOZQhEsjV5G9kLXU3BTlZBq1qBZqDlXCcy36b9u8Hb7+wJQdUoVIER/mIovKg2j6NNg5Wd1K7jXsgcfDQtpDBd2JOGLXZIGVmPtThESN6jr4IiZFDLCev+bpC+mbOVnOWuOYEoaEQRvq/b/rzy1UuWQJW6d7waBRSlMWGwSlg4bBZcWTtlzi9e/S4mrzTCc0HHxDjLO9EdCu5Xp7Zf/41H7yzr8Yr0aG3OvHWXtLX1V+jgUgqwPwb04jjgyPluOGJmZi+kpwbe1C8qxFf/6UAunb6hrQ/nFcBm1QkwJKMvhuds1phOXmSOE4xd+5YntaIQi0VQiH2TrvanRy6TBf2AkZDlFqKf9w6Db4NjzwPPPp5IdoNP5zMpL7TgiPra3BobTV0HYMvgVe1G/DSVpKjEh8iw++vHJpX4/XT4yAWeE8hGpMd20raqMfT+Wv0hgNbWRlcDIOjKbE4kRyNwklROJgeDwfLgDObYTrWv8r8hQBalm2sAzaO4/ECpcTuiWQHWSYKi1PCae9GbREpZzHt0lUjdn7+wDAMIiYlEeNt1bXU421llIaDrCy/3dTGbhvMOu85mRUwCI93B2msRALVihUAgIZQMiNz8KtP4RylTYlh+3Y4Gul+obGUsmh3iwmt49zQMpKwOV348jhZvt9R1kYEpv4aDfKvSobCj0iwQMhi/g1puObRadTNKAB0NRmx5W1SsHwgnFcB268uzYDMI5ixFBYSnTeCiHCIU0j/yR8KGIahmsBf7BSlY1F6BH6+jNwJdRpt+MVnE5/PxnM8inY24LM/HcHx72txYksdPv+/I6illJj8QWd24PEvi6iZr5dXT4VSMjSuUIhC7NXg0wN/zQf0DlH/DQe1EUHQKvooACapGNWR7iDFuGv3EM74/AJVj610bBsPvi1swpnm/qULkp1kwDYpNxSntm8ixoOiojFpyvQRO7/+kDQlnRgzalrgK9EJ0Plr0pzB8dfC4pQQiPqWXPWVV4AD0K4m3TWMXZ3U72e44HkeXe++5/dxhbkNQVoyy3hm//nTfLCpuBXdFLHwui4zqjv6KBv9NRrkLRtYkzEhJxS3PpOPSbl0wW2Xc/Brz+j6rIwxlmV5p6dp/DVF/pxx8SwcScQGywhy94MfFUAhEUJwzuRXwAIsw5z7D33jDAP23GNiAYuZSSG4Z0EypKKRs3+ZaPjFigwcrdXgcI33Ynaopguv76jEY5dmjNOZ9Q9dhwU7PywlWuudDg7f/6cYS+/IRM4CUuCW43iUtOixu7wdu8s7cKK+G7S49J4FyZibMjz1/ltnJxBeovsqO9GgMfeaxveAZklF43vwPA9TaSlqo0mB3sZQFTJaNTDu3g3+97+bsPeyy+nEyc0b0FBSjOiUdORfdxMEwpGVBonNCAbDeEuD6Tos0HdaoB6mBU4gsDpceGkLmbXNiwuCzuJAvcYMlgeSHGReIC5Tje9eJct+U5Zf3ssvHm2kzcrGfh9ZP87ZBWsnORdaKR2ikqy+gI3neeyp6MCRsxpMjQ9CcC1Z7vLVX1PMnQtddAQcQvrce+Tbr5B3yWUQSUne8lBhOXEC1lOniHFhVBScbe7MeFzLfuiCvTe5VQXtWLg6fULJ2wwVnxzxL5C8o7QNaZHuLKi/RoPFt2ZAIAjsGpWpxLjy4Sk4tbMRB9dWgRtCkOaJ8ypg88VA/LUfKmKp9lRDK+/tKGvHrrJ2/O/u2VBLf/g3Iw0ClsHrt07HFa/vQ6fRu8zQrLWA5/kJtfDzHI/Te5twcG01nDY6OZXneOz6qAxmnQ0zVyVBb3FiX1UHdpV1YE9Fx4B2XCkRCjx5eeawz3VuShgmhclR1+W9QH15vAGPr+x7fbvViW5aw0EiWRJ1tnegkXfAJiKnJ7tIiHa1AtGNjbBXVUGSTmZJJgL2f/4hjm9YAwCoKTiK1ppKXPfEMyN6nUkVIkRMUhMlm8bybuSMQcD2v/1nqQ1Pv78yG/sqO/CvXdWIcbGQwPszi6QCGDpOEx2ZAqEQucsuHdVz9kRIdAwYVgDeszOTt8Lc7L1I8zxP12DzyLB9eKgOz3oIUT8mDiYWV9/NCSMSoTMrDeim8//MOi1ObFqPOdffHOAnGhi07JokJxtBV1yB9pdfAQBEdBRCmGaCU9SX+XM5OFQcbcOUADJLExllrXoqj7cHO8ra8cCSVL+NBumzoxCXQVIR+gPDuL2KYzOCse1/Z9DdOnjuWg/Oq5KoJ1xGEyzFxcT4D5m/1gNa48FwcKy2G3e8fQSa85gHF6mW4rVbp/fy2aQiFi/dNAUvrZ46oYI1facF614rxN7PK/wGa544sv4sfv/0Xsz4v6145NOT+OZE44DBGssAr6yeOiJZVZZlcMts0hPvy+MNcLr6SrCdjUZfkXiow6WQKslNgqXkDGoigv2+Z0OYO8gzTNCyqEnbjRPfr/Maqyk4OiolLiqPbQzKop1GG/6zmywXXZoThbkpYbj6nLVZCiW7lpAViuKdpG9oxtyFkKvJrOpogRUIoA4nM9SWVq2XG4ezuRmc3ju4ZGQyiM9puWnNdvxlk0cGjgccHWQgG+WTYeM5Ds2O/qksxzZ8A6upf6mcQGE7exbGnTuJ8bCf/ASymTN7/xZwDkS3kaLVJfubfvDNB57OGzQU1HWj22jD3s/pjQYLKI0GgSIiQYXVv52NnIV0279AMOSAjWEYCcMwf2UYpplhGAvDMEcYhhlwe8QwzA0Mw3zBMEwNwzBmhmHKGYZ5hWGY4KGeCw2WEwWAy3vBE8bGQBT/w94hAMCCtDDEGDvxSOHX+MXJL5GkGz6/oLhJh1vfOoR2/Q+HiD9YLEgLx6OXpCM1QoF1Dy/E6lmDN98dLfA8jzP7mvD5c0fRNEjieFyXC1eZxBAGOJc+cVkWpicObpfYH26aEQ+Bj35hm96GPRUdvX/TDN8jKNk1AKg5sBdGmX+ZnQ6VDBaREMbdu4d2wqOM07u2gXORwfaej96FtnVgN4jBgCqgW949Ysrq/vCP7RUw+jhlCFgGT61yC8lmRauREaWk8tdCoixoKiOtAadeOjrOBv0hKjWZGHPZNOio8/CepmXXMjLACNyf7ePDdV5SOcEcAxnvfT8IxSxCor0pAq3VlTAZ+9f/splMOL5h7cAfJABoPviAsNYSRkdDffnlkE2e7CXmS2s+6GoyoY1CwP+hwGRzYs0J/z6ggFv6aNOGKqqlVP5VyVQLvcFAJBFg2Y+ycNlPc/06JPSH4WTY3gfwKwCfAPgFABeA7xmGWTjA894CkA3gYwCPAtgM4BEAhxiGGbHUEc2OSjFn7oTKpgwV09QM3tz/Oq6sPYzL647i9T2vIdI8/F11RZsRq988hMbuoadsJzJ4nsf1MWFY97MFyIymk93HAwaNFRteL8TuT8rh8JNVc0hZrFHaUSKiGwpnOARYbRRDQlfUQGKoHHfOm4SvHpyHh5aSosLDQaRaiuVZpLyBp5Bqez1dRJSG4vIBuqcYBg2hKrfrQffEMT0HAI5zochPJs1hs2LTv14dUXHU6NQgLyI7AFgMDnQ1k+XnkYI/kdw75iQiNaJPm+/qjChEucglpruZnJvDEyYhNnNo3crDQUQi6XjAu7rQcEbb+7e1lMJfO+dwYHW48P5Bb05UNOUzRySqwPrwniqPHQroHE98vw5mnXbA4/qDU6OBbu23xHjonXeCEYnAiMWQTZnSO640tUCtI2UuSiZQ84Hd6sSJLXXY8M9CHFlfA7O+/wrR+qJmYpPhCykHdBwgS9SBNhoEirSZkVj1YN6gnzckDhvDMPkAbgXwBM/zL58b+xDAaQB/AzC/n6ffxPP8bp/XKwDwAYA7ALwzlHPyhZnWcHAe8NcAQLduHUTWvqBKxLnwYWg9mAevg4vjwfE8eB5w8e5/cxwPjofXv5t1Fvxh3WlYHd4rfF2XGTf/9xA+vm8OUiJIYdQfMportdj4RhEUwRJkz49B9vyYMSFn+wPP8yg92IIDX1XCbvW/iBdJnNglccDBANUCF4xWHvk2spQY7xLgNqME3yjtsIkZzEkOxdLMSCzNjEBKuGJUNyu35idgq4+cx67ydrTprYhSS+kZNkrA1lZThXb7wB3PjaFqpLV1w7hnD4Kvu27I5z3SOHuyAIbODr+PN1eU4thXn2HOLT8akfcTigSITQsiXA4ayzS9EhIjDZpIrlIixC+We/MJp4mk8KW3dzBWOI+SThVTL71iXDbTYfFklp3jutBYou3lttI9RN0WhmtPNhEUhGgX+Tl8uZo8z6PqKOnfmdamQU1ECDiPjLXDZsXRdV9h6Z0/DexDUdD92Wfgbd7nySqVCL55de/fspkzYPaQy4lrOQB9kLeiQuWxNiy8KR1i2fjS37uajNj81mlo29zrYP0ZDU7tbED+1SnIWxpHBMc8z+Pjw2SzQVqk0quBb6FVBCGlMWAwjQaBwp8sSH8Y6hncBHdG7a2eAZ7nrQD+B2AewzB+a02+wdo59OR8R2SL5dLpqDeZfM75EbBZioqIMWn5GWRGq5ATq0ZuXBDy4oMwLSEYMxJDMCspFPnJoZibEob5aeFYmB6Om2cl4MN75lAlHZp1Vtz85mGUtvxw0980lBxw7w5NWhuOf1+Lj545RG3bHgsYu2347o1T2PVRmd9gzcDy+FJhw1aZO1gDADDAHpkTu6R0RfsIjsUjnBK7fjofH907B/cuTEZqhHLUF8MlGZGI8WmGcXE8vi5ohN3iRHcbmbWNSCADtmPffkWMyewOonPQKhaiQyWHcfeeYZ75yCIQntrBbz5D447tI/aeY2lT5U8k92fLUhGm9F6AzHUk90rnLIXT6h2QiyRSZC9aNrInGiDC4ukZNn2nFe3nnAqsNA227CxwHI+395FZqGgnuaxGJnlf612N9ehu8clW8TwmdeqR2EVqnhVu/R6GrqGJfXNWK7o/+ZQYD169GgJlX1Av9+CxAUBk+wkIOe8gz2nnUHGMrrM4FuB5HiUHmvHVX473Bms9sFtd2P9VJb788zE0V3pf/0WNOqr8zEs3TenVNY1yMphmJ8uUQ2k0GC0MNUyeDqCC53nfb6CHqTgNAN1Yjo4eMacBr0iGYSIB+MpgpwKA0WiEXq+HZc9eolYvSEiARS6HRT+yQYjJZPL6/1jATAnYLKdPQ9fRQZgK94esMCHevj0XD35+GjqLd6q402jDLW8ewn9uzUVe7MQpHw4VNrMT1QU+Cw0PyMME0I/wNdEfeJ5HzYkuHFvXQJhhe6JI7MRumQN2P3HWcakTViGPy0xisD4bQqfRie//UYild6chKnlkfrtArvNr8iLx5n5vUu+nR+qwIlhKEHhVYRLYXRbY9X2Lt7GrExWUrEOGg4E2fzrqCgu8xhvC1Ijetxe6ri4wovHvcDZ0dqDm5PEBj+MYBpte+xtWNTRCfcMNw37fkASS79dU0Y1ujRYC4chlBTiex3MbzhDj0WoJbsoL87qPOBeP+hJv/1Ce56GykJISqXMWwOZ0wjaG92EPWLkCAqEILqfHBoi3ArwZG94oxLKbY+Bs9uEdsizs0dHYeqIWNR3e9wPDg1oGrrIaEe3x+U7vI+3VQnkWEqcLqe1aNISq4fLI6LgcDuz9/CMs+vG9g/6MprVr4dL4UGYEAohuuN77N0tNBVgW4NxVFwFnR1TLYTTFLfF6avGeBiROG/s1wWFz4cjaOpw90T/9p6vJhLWvnETy9FDMuDIecrUY7+0jteXyYlVIDRZgXnIwtpd1YYVFDMa3o1nCYsrKqFFZI4zGwTeTDDVgiwFAY8/2jA22DeI3cGfsvg7g2J8BeJb2wNGjR9Ha2oqIdevhGw93xcaidBQ9CI8eJbtqRgMCoxGpLZSv3uHA4U8/gzWJ3DEOhAczgP+UCKB3eF+seqsT93x4EvdnuZA2ds1bowJjnQgup3cGiBXxONtZhNoxsqZ0WRl0n5HC2u7/tjMwPLbI7TgropPRFEIe08N45ITwSFM7wXc70XVCBt6nDGO3uLD1zTKETbVCFt0/b2Mw6O86j7YBDATgPSa9Jq0VGzcXQwLvjYRTbMQun/ux88RhogtN7HBCKVejPSiceL92tRyWxg4cfe89mCeAvEdX4TFioyizOxClM6HWp+tVLxOj4P23ELV9B9qvuxb8MAJOngdYkRKcx/3rcnDYtm4/JKEjx5c71sGgtJXMQKyINOPQfu8yp62bhd3iLQhrd7UgyEGawJsUQcS1MJYQKFVwab2DAM7VBZtJgS3v12JqcAZCtRW9j9nCw7H70CH847QA8Fng86SAWOc9ZmV4/GlnGZ7sOoOe+Ll+L/l5RZk54EprIXE6kdSpQ3WU9ypWtm8nLEHhEKnozTpUcByS3n4HviG9fkoeKkpKgBLv5o/E6ChIPQLU2OYDRMCmaTJjy7d7IA7yQ5gdBTgMLLpOSuE0BU7UP3tSg9pTXZCm2rC5nQPxW8m02LVrFyKdDPLsYsRSAm15shlHTpANGCOB+vr+O1ZpGGrAJgNA0w6wejweEBiGuR3AvQD+xvM86a5L4t8AfOsmqQDW5efnIzs7G21vvgXfJSr5mmswednIp91NJhOOHj2K/Px8KBSkYvVIw3rwIMgpz41ckRCqIX7GhfMsuP/TYrTovX9WG8fgrQox/n5jNhamkqWXHwJ4nsfGf5QA8C7FZMyJwuwVs8fk/WsLNTj6bT3sFv8LaLHYXeq0UZIiKqkQd+XH4Y7ZsVD4lLE1883Y8b8KWI0+Vz3HQFMow+zrEpE5b3Beob4I9Drfpj2NgzXe5QiLUQ4JvD93zoxk5Czpc0mwmU347JuPiNdL6tQhYfWVyLr9x/i8+DhMGo+rn2HQEKrGNKMRwaNwbw8GLqcTn234ghhP6NIj1SVAp90Jo9j7d6uODEHkmWLkGA0I/ctfIIwderv/nqZq1Bd7f+/RylRMWxY35Nf0hNXhwotvFsB32s+JVuLXq6eB9Sm5F25pQofPnt5oL4LvlROZkobLb7hpRM5xqNhZdQbVPpld3tUFiBLB8wIUTfkZJpd+gMgOt81h8IwZMKTPxNlDZKXjR9mJ6Gjz5jC2Cji0WRk0yNNwz7wE6DvaUfXp28Rzl91zPxCXBP1rryOlQ4u6cDWcAo8Ahech6mjCsmuuDfizWfbtg6aTLFyl/upXyM4kdRi1xwtg+qpveVWZmhAs0kPr8A4Sg1xJmLts8MmBwYLneVQf78LR7fVwOegBojxIBLPeQWTxAYB3MbBUSHEby2GHzIGGcxthlVSIX94wH1KRAFmdZqw/QWaO5eESXHXXDIIPN1IopdC2BsJQAzYLAFrtTerx+IBgGGYR3Ly3LQB+H8hzeJ5vB+BV2+rh5yiVSsjtdjhrSF5B+NIlEKoHsTMZJBQKBdSj+Po9sFX751xxJSVDPoc8tRpf/0yNH71zBGc7vdP8NieHX3xdgtdvnY5VeTFDev3xRNtZPbpbyEty+iXJUFNsYUYauz4u67e7ynguq1ZDyaopxALcuzAZ9y5KQZCMnoVRq9VY/VQQ1r9eCF279+fkeeDo2npwNhb5VycPm8s20HX+o3nJRMCGbgd86bIJmRFer3N011Y4bN6SMizHIbFLj6Bp06EMDsaUSy7Doa+9uTiNYSpkHzgI1bPPjjhPb3d5O/69qxp2F4d7Fyb3aovRUHZwLyEEy3A8EjQGhN99N65YMA9f/f1FeKo98AyDosRILCyvQOdddyP25ZehXDRQkz0dyXmRRMDWcdY0YnPSR7uq0Kon9+jPXJ2L4CAy/d5a6e2AwHMWyGwVxHEzLr96TObN/hCdnEoP2Hr+zYpwOuceZFZ8gbiW/VDl5eHjglbidbKiVYjixPBtOWkVuO/rN/c3YPWcFLSWkvqgkUmpiEtJBX///XAcOAAcL0BKuxYVMd5OJFVHDmDBTbchPCGwYKn7s8+JMfncuQif7WejOm+uV8AGAAmaAmhV3hui2kINlt6WDbF09JoPHDYX9nxajvIj5Hfdg6z5MVh8SwY0LSbs/ayc6lcMuLm9t5okKBW5qSarZyYgMsydwTz5XQvkPDl3OKaFIDgkeEQ+Cw1K5eCbgoYaOrbAXRb1Rc/YgL2/DMNMBbAe7s7Sm3ieH5G6jZlSspGkp0MYNjwLnokC62lyJ9ADy8nCYQkbxgXL8MUDc5EZRfITHC4eD396At8U0E2DJzJ6mg08EZ0ShNDY0Q/WACAh239m8ozIifdUViJYk4kEeGBJCvb95hL8amWm32CtB+pwGW58YiZhf9OD49/XYtdHZeBco1vGWJEdhTBFXwFGwgHBnM80w3g3HLicDpzctJ54rQSNAWIXB+k5CYXcZZcSQZlFLEKLthP2fjYyQ8G+yg7c8/4xHK3VoLBBi59/dhI7y/yTrYu2fU+MReuMkDhdUK1YgYR5C6iK9SapGOUxoXDpdGi4/350/Pvf4LnB/0YJ2SQpuq3WALtl+NOqP5HcFdlRmJdKzqtmvR0dPjZkLnsJWJ8sq1CuQMa8oQWoI4mwhERijON86hgMi/LM23B20uXQxCQRHdEAcP/iFKqHaE/AZnG48NyGElRR5DzS8+e530YgQOyLL4KRy5HUqYPY4ZOR53kc/PKTgD6XpbgY5uMkpzLsnp/4fY7Mp/EAAEKKvoNI4n0PO2wuVPlygkcQXU1GfPXiMb/BmlDMYvld2Vh+ZzZEEgGiktS46TezsPSOzH7ts7IdQtyrl2K+UwSXi0N7nR6nKY4GJSIndmkmXtPdUAO2QgAZDMP4rg5zPB73C4ZhUuHWX2sHcAXP8yMj5Qy6/pr8PHA3ANzpYctpcnfWA1dXFxxDqIt7IlIlxRcPzMXUeHLXzPHA418V4SNKe/REhd3qRCWlqyln4dhlCuOnhEEwyTs4NDE81spt+F7hgNXjLhQLWdyzIBl7n1yG367KRqiCJJT7g0wlxnWPTfdrNlx6sAWb/ltM9ccbKYiFLG6a2adXRCNgh0TJvWQByg7shbHbh0jM80jq0EIYEQFhuJu/pg6PQNI0ckGpD1WPqIhum96KX35eSPiv/n7taaqOU1djPRpLSO24xC49hBERkJ7Tt5q7+nZEpZBK6bURwehSSAGeR+fr/0TjQz+DS0d2CvYHdbgMqjBvjibP8Wjy8aEdCl7bXtmvSK4vGijNBg472WxgSpwOkXh4QqQjgfB4MmBj+C7q5vds8tX49pgAvE9MHRMkxRWTo9HZRC5lLcK+g/ecqkFTOVkKSzsXsAGAOCEBUb/5DYQcj9R2stu38uhBtNWQJHpfaN4jbajEaalQLFrk9zmiqChCXF7otCKZ/IpwZt/oaLKVHmzG13857tfCKSRGgdVPzUbWPO85nGEZTF4Uhzv+NBeTF8f5UtZ6IQaD8i0N+OK5o9j5YSlRSrWBx26ZA8dqNdBZRm+uHAqGGrB9DUAA4P6eAYZhJAB+AuAIz/MN58YSGYbxuqsZhokGsBUAB+Aynuf9ixYNAeYjFMHc80R/zdnWBldH/4205pMnh/0+wXIxPr5vDvKT6ZmhP6w9jX//5cgPQvW6qqCdEKMVSQVImxk1Zufw9Len8Vp3J0yMe2YoPZdVqxL3TeQiAYMfz52EvU8swx+uzkGEamgLmUgiwKqH8pA1L5r6eG1xFz5+5hBObK2D03f3PkK42cOqyp+IaA94nsfx70gl92idCQq7E5Icb6WfKcsvJ45tD1Kgg2K5MxQ4XRwe/ewkuig2bS06K16mmJ0XbSOlPJRWO0JNVihXLO+VJBEIhVj18K8goDQYnEqMhOOc9pZxzx6cvWk11XDcHxiGobseDNOmqqrdiE+PkpvA2/MTe02yfVF3xofA76wH4yIDj61cipd92XghKCqa+E04lxUxcfTFWt7iwpVmkVd39j0LkqFvNRPm3maWh9EjcEgx1RKNKSExcQjzCRqDb14NxeJFSOzSQ2onNwn7vyD5np6wNzZBv3kLMR72k58MSB2Qz5xBjCU6SXp5e60enY39OzUMBg6bCzveL8HOD8vg9MNXy5oXjdVPzeq3OiJVirD09kws//kUtAj8X1/drWZ0NZFd7welTphYwMnx2FsxouHJsDGkgI3n+SNwE/9fZBjmbwzD3A9gJ4AkAE96HPohAN/txGYAKXA7HSxkGOZHHv8Ny/nX0dEBe51P9odlIfdXr/+BgeaNShxzsnBE3kslFeGDn+RjSYavggqwwCoEX2vCV389jsLt9RPaX47GHcuYHQWRZPg+moHi7vlJsLDAZrkd6+Q2fKdwwHLuzhOwDG6ZlYBdv16K567LRbSPltlQIBCwuOTObMxcRee52MxOHFpTjU/+cBhlh1rAjbCNUWqEEvnJoQh3Mch0kN9z5KS+xHzdqZPorK8ljknu0AIApFneAVvKjNmQ+3TJ8QyDqqbaEXE9eG1HJY6c9R/kfHCoFifq+97HYbWiZC8ZLCZ26cEAUC1f4TUeFp+IhbfeSRxvEYtQGtvXCetoaEDtLbdC++23AZ97PKX03lA2vO/Er0juCnpXLsfxaCjx/v5cNpKcXy+NR61DgUM1/lqoxg4sK0BoLKlinxFcjqhWeld0jkOI601iiHhAJRHi1vwEtFM2sKHxSq9MT6qZ5Fen5c8jgiiGYRDz3PMQqd0C0b6oLSxAY6k7q9uut+Kpb07hkld24653j+Kzo/Vo+d97vfIcPRCEh0N99dXUz+MJ2Qwyiy0pPYjwBDJALxmhLFtXs7sEWnbYTwlU5J7Tlt+V4zV3dzU24MyeHehqIlXEdrRp8bHShk0yO8xMYHNcB8vhhKQvQN5ROn6aczQMp/3hTgD/APBjAK8DEAG4iud5UsbaG1PP/f9JAB/5/BdQ44E/WE6RaXdpdjYE40xq7Q9dzUYq74EGa/EAlj0ALCdODPeUeiETC/DWnTNx+eS+bE2Sg8Vcm7ucxfDAga+rRr3MNlR0NRmpnnDDMd8dCnLjgnD55GjUiDhUnMuqsQxww/Q47PjVEvz1pimID5EP8CqDA8MwmHttKhbfmuG3NGDstmHHB6X48oWjqC3uHJHAm+fdC/bKDgY/MUjpGTYPhwNadi3EZEGI2U1wl2Z7B2ysQIC8FWSWrSFEBePegaae/rG3ogNv7Oq/1MTzwG+/KYbd6f4dyw7uhc3svUsXuDjEaQxgVSoo8snN4swrrkV8di4x3himRpu67zrgbTa0PPVbtL34l4B+m/hMMsPW3WKCSUtr6B8Yh6q7sJ2yYP1sWSrClfQMcHud3msu4DkjOAfJfzutngwAWF84MayOfDNcANBeWYqcsg+R0LCD+pwUpwA3GyW4fUY8VFIRlfCeNyUCc1PcgbTYZUO8heRLpXuUQz0hiopE9B+eQbxGD7mNnF/3f/4RDlZ14orX9+PzYw2o6TBhT0UHXvj8CLq+JAWoQ3/0I7DigSkWtAybtagIOfPJrH350TY47EPP1PM8j5N7GvH1i/2XQG/67Sxkz/cugZYf2o8Pn3wEm//9d7z/q4dQvGtr72MujncbvTPAaYkL76isOCF20hpJvbBd7gDnMV/uruiYEFngHgy5xeOcs8ET5/7zd8xSytioSa5bi8iATT5By6E8x+PU7kYcWlMNRbAYtzydP2DHjbUf/loPbFVVcOn1IxakSoQCvHH7dDz59SlsKWjCFWZSXLCmqBNTmoyInyBq0D2gZdeUxgaYf/cu2vNnQ5GfD9m0aWBlo29P9dilGdhS0gqeB66cEoPHVqQjLXL0xSfzlrqFI7d/UAqnH5/SriYTNv7rFOIygjHvhjRE+Wlc6A8uJ4fK420o3NaALgqPpwccA+xp0yJPxiDY0o66U2QJP6Vd2/tvqU9JFADyLlmJI2u/9BozS0So3vI9Zl4buOSBJ9r0Vjz2RaFvtYqK8jYD3tpbjUcuSac2G8RojRBxHJRLl4KhLJAMy+Lyn/0SHzzxczh8VP+L4yMQUt4AscciofngA4hTUxByM9m04AmZSoyweCW6Gr2//39+fAoZs6MwbVIIJkUoArLY4TgeL3x/TqOLByQ8IOMZJCokWK5WoeRAM6xGByxGB6wGOywmBywGBwwa705fl60YviQho0COs3J39nfzmVY8f30uJMKxy3jTQOu6rGhvQhTDI616DUQOA2pSriOOiXWxUBXoYVxspW68o5KC8NzsCKx6bR+SjHUQwHvxV4aGIzrFv4Zg0JVXwrB9O9IP70dRojeNo6nsDP7zz6/QKfMONlfVHobM5V3StwvF2JG+ACuMNsKRwhfi1FQIgoPh0mp7x3iLBYkqDYRiFk5732ewW9yC5J58MhfHo9tsR6fRhi6j+/8dBhu6THZ09vzfaINTY0dWpwupFHeBHmTNjcbi2zKJioi+swNb/vMPcK6+OW33B28ja95iiKRS7KloR5O2796yscAuhQO/emAGyjbWorWG/K1SZ0VCU98IeHx1WrMDJ+q1fulBY43xNQQbYdAI+YoJ2HBg0tqw48PS3tKBvtOK/V9W4pI7/TtzuRsOyA5RRiYDb7F4HghL0akhywPQIBSw+NuNUxBfaICEp+z0pA6k2a0YOWvc4cPpcFE7jGKbD8DSXABLQQG6/vNfRD7xBMLuvWfUzyczWoWnr8zB/NQwZMeMbcY3dUYkopKDcOy7GpQebPEblDRVaPH1X44jbWYk5l6XgqCIgbN+NrMDZ/Y149TOBph0/ZsvA0CxyImt59TyL+vcgQyfx+U2OyL17p02q1AQBGgACIqMRnxiChrrvctLFbXVmGG3U4Ok/uB0cfi5H97ao8vTsausHcVN3k0Ar++swjy1mUr+TuxyLwaqFSuIxzw/w9I778W2t97wGreLhDgdH4HpdW1e26L2l1+BatkyCCNIigLgDrB2lbfjpM0C31yR6rQBLacNvapoPACwDARCBiIRC4GQBStgIBC4/88KWehtDszqsmERL4WMBwQ9Z2MAtr/lv1PdEzzPwWkj5+QSVTY4xr0AG6xO7CnvwMrJdM7lWCFlZj72f/6h15gZPBpD1ZjUpUdS/TaIHSaUZN4O1mfDami34Ju/FVAzmZFJKsiUYty7KBn1X5JcR3HqFMJ2zRfRf/gDTNdcg2qrHUap97W9sPMg6uITgHMlVSHnxLU1+4nX2JwwG//ZVgfBjnrMSwnDFXkxuGxyFDV4YxgGshkzYPThhTqLC5E2cw7KDnnr6238thLPnanrDc40JjvRsOOJUBeDBVYhshxCuKnwJIQiFotvyySyaj3Y/cHbhAyQ3WJB9YmjyJq/GB8fJnmXyzIjMXlyOHKyw1B2uBWH1lbBYnCvZ8FRciy+OQMLv7USHcA7ytomTMA2Oopw4wRnuw9BUCiEfAaZ3h1v7Pq4jOB5lB5sQfVJ/23Sjro6cD72GIxcDtWl5KJgOTlyZdEeFGyqhaSbDNZqhS5MvTQBl43zhOuLmpMdsJm9ybqsy47otmNeY2PpL3vvwuQxD9Z6oAyRYNmPs3HrM3OQNIV0DfBEVUE7Pn32CPZ+XgGznh6E6Tst2PdlBd7/7UEcWls9YLBmYXjskzqwTea+hpROI1INZLCT0q7rXQ67Y5JwsEYDrZl87WnXkpZOrQoJuvbv6/c8aPj79gocpfDWFqaF4xfL0/HiDXkQsN6LtN3J4auPvySeE2S2IthiAyORDLhpyrvkMiRTul5bg5VoDvbmC3F6Pdpe/AtxrNPFYe3JRqx6bR/u/eA4jpjpZSVPMHBrxHF2DjaTE2adHUaNDboOi5uI3WiEo8OGCI6Fkmf6grVBgnPUAD4CADzD4rQqx2tswymaac7YIiIxCamzyLmgOjIErnPBkKrzJNbL7aAV1ozdNmIjpAqTQqZ0B1gPLUhEkpXkWX2rCYWZ0lTgCWFICGKfew7preQ1GursRqqpb+OytPEkwqze64QLDL5Nc3eGujge+6s68bu1xcj/8w786J0j+PRIPbrOGdjzPI9Oow3dKWTyYOvnW/CnM6RCgFTnRFm5BmWtBnQa/QdrIS4GV5pEuMcgORes+YFaSC2B9qC64CgqKRZ2gLvjvLHbjF3l5Fr6o7nuLCrDMsieH4Mf/d88rLxvMlb8JAc3PjkTcrUYy7NJgfEdFO/c8cJ5FbD5QpaXB3YM3AcGi4Wr0yGkkN53f1wOk47ON7FQ+GvSnGzIZ84ixkeiU9QTDWUaHP++lhg3MjxkiyLx1BXZo24uPljQyqGRHScgdPXtylilslfj60JBaKwCV/5sCq5/fAaikv0HjxzHo3h3Iz5+5hCObTzby1PprDdiy9un8fEzh3BqZ6PfMmsPLBIG22R2vKm24rDU2SscO1V/iigPiZ0uxHX38YB2cSG4450jmPZ/23DJy7vx8eG6Xi5X2twFkLDe9xDHMijeQHLi+sOeig78axfJsYpQSfD3W6ZBwDLIjQvCfQuTvR6XuGwIbiUzTT3ZNcWCBWDl/WcoGYbBygcehVRBIXMnx8DqUybUf/99L0/P6nDhw0O1WPrybjz2RRHK29zfW5OQg2tAps7YgNZsEJw5FSah9+fdXtI2YNAyFph30+3EmFUsREOom7pQExSLSjGHrxV22AL4jj2bazrKT0HIeX9GCyvFKVcY/rlzYIkO5ZIlEE5ZALXZSjx2afseMDyH/KQQ3NdymHj8YGweWhTkJs03eFv28m7k/GELZj2/HU9WkPN5Uksl6uFEB0tyuqbY/AdgwS4Gq84FajkOIUGp8cRpkRP/YAzY2UxvlnHYrNj53n/9Pr+28Dg+21dOBM9xwTIs9mmgE8uESJ8Vhcw50b3abcuyyICtqt2Iuq6x8wrvD+d1wDZR+WvBUXIsWk3yFqwmB3Z+UEolGFtPkwGbLDcPsunTyGOLToF3jswEaNLZsO3dEqrth36qGn9cPWXCBWvaNjOaKrTEeGyL965MPmsWGMH4cmfGC7HpwbjxyZm4/IFcBEf5DywcNheObjiLdX89jfZDcmx6owxVBe0Dcr1iUoOw6oE83PxMPph0FTxtasWcDbn6J+31JQAAaH1JREFUEuI5kzp1EHi8cE1QX3NITacJT397Gj/98Di0ZjsEQhEyMycTr1HRcBZcgMKzLToLHvuikBhnGeD1W6d7Sav8ckUGEkL7uI5ZxnKIfLS+hS4XYrvdGaX+yqGeUIaGYfm9DxHjDo5DcUoscds1P/sn/GfzaSz4y078Yd0ZNHZ7c+AcDFAmGh25lsFBB85JZmOWXHstguXeEhoWhwvbKEK0Y42o5FQkTSebRKqj3Fm2nuuxQcThc6UNQnn/jKJIj+aaqiNkRuisPAk8w+LtvTWoavcvj2G2O/GrL4vwoHoxIjVklUPE2PCY6izeznEhqIX8zr9JW0KM+cLF8TjbaYLlnNRPVXA8bKz35wu2mxBn7kSRhFxbJjsEEPhcrGoXg5VmEe41SJDrEBKlZE8YGB4b5XZsUjjgYICn1hRjNyVLdvibz6Hv8J/xcjmdOLp7DzF++5xEIktOQ6RKStUgnShZtvM6YFPMmXj8tR5kL4hB8lRy11NfokHxbrKTyEIJ2KR5uZCkpYFVeZPXObMZtgrSBmaw4Dge298rgYVSFpu5PBrPPzALbAA3wVij9CCl2YDXI0jnnUmR5+eP1SlNSDAMg9Tpkbj1D/lYcnsmZGr/3C+LwQG7tv/glmGA1BkRuPHJmbjhiZlImR6BxHAF1jw0H/ueXIb//mgGfn5JGq6RNkDsw4VkOB6Jnd48seog0gdze2k7rnx9P07Ud2ParT8mHjcKGNTtonf1eaJHb01D4a09tiKDUPCXiQX48/V57j94HrkGMrsWrzG4A06WhXLZ0gHPoQdZC5YgYx4pZtohE6Mh1DsL6mppRucbb1D5dj3YJnegNpiFQC2CQC4AJ2LgZEEt5QUKgYiFKlSKiEQVEieHInNONKYuT8Dc61Kw9I5MrHowDzf8egZu/+Mc3PvKIuQuIDMkwVExSJs2A6tySfrEhqLxL4sCwIxrbiTGbCIh6sPUXtdj1CQ1bvnNTKjD/cvw9LiOuJxOVJ8g5UGqFe6srZPj8cy3Z6gb9ap2I6771wGsPdkEs0iKdzKvR4iRtNkTn9oKzf/+R4zLZszA3565HQ8sTkFccODNVU5WiPIQsnN2cmcNSkQuOHyuJRnPIOOchI+KY3CFTYyfGqSYau8/UJOpxTBPVuFttRUl4r6Nhovj8bNPTqCoQds71tlQR+0q90Vsl7d+oUjA4OZZCX6OJrE8m9To3Fk2MQK286rpwBOMWEzNPk0UMAyDZT/KQuvZo0RAdHBNFeIzQ3rFAXmnE9YSMiMhy8sDw7KQTZsG0z5v7o755ElIc3KI5wwGBZtq0UjRcQo110L9x1+g/vtZUK1YAdWKFRBFjZ0QbX9wuTiUHiKbDWIa9hLTxoUesPVAIGCRuzgOGflRKNrRgJNb6wmx4f4gFLPIXhCLqZckICiCXBQYhkFCqBwJoXJcmhWBd749Cd8+0gSNHhKPzkgHI0C9mn5NNWktuPm/h/Cby7MQAQE6fCyPCjesQfLy/iUdX9lWgWO15LW9KD0cDy8j3Qjcj0XghulxOHLwKEIdWuLxnnKofNYsCEMG1zG94t6H0FR6Giat9zmVJkQgzGiGwqNkeH31PuyKn4GaYDKgzU8KxUPLUrE0I4LIfDtcHEqb9ThZ341TdVqcatCiscsMAQCWZyAAzv3b/X8OgJkFrpuTgOduzAv4szjtdpzes50Yn7LicjAsi6unxuKzo958rj0V7dCZHQiS+7cVGguExSdCkZAMU8NZr/GayGDUqvvKZfcvTkFwlAI3PDETG14vJARYGQaIPCcQ3VBSDJvJ+3E7I0KDtK+h5lBNF9YXNePaaX2/6YaiZjz1zSmYPGQziiPTMb8jHmJ469eZGKCisoRoOAm75ydISgjG1IRgPLUqC6cadfi+uAUbi1uI7KwvzoQlY0qXd2PPZM1ZHMpagDaGRbzOO2i7LTgYEZPUqD3WRggI+0KmEmHGZZOQuzgOrJBF/ReF2FDkvdE221245/1jWPOz+UgMkWH7O//y6goF4P6ifQLdeGsTZC4zLAJ35eCyydGDEiK/JCsSr27zTngcOdsFg9UBlXR8r8/zNsMmmz4drGT8bU/6g0wlxnJKZ6jLwWHbe2fgOqf1ZKuu8e4EBSAICoIowb1rkM+YTrzGcAV0myq6cey7s8S4VMYiu/BNMC4nzIcOo+2551G1fAVchpFTvB4Oak91EgEwywJRDd4B7YXIXxsIYqkQs69Mxo+em4e8JXEDZk/lajHmXJuCu15cgMW3ZFCDNV+UH9oHYxfp1pHU4Z1ds8VPwlUzEpHuR03fyfF44ftS6BVkFqC2pQEWo//rcVd5O9UbM0rt5q3197mfvioHM82ktVCo0QLlOa2sQMuhnpCp1Fj5wKPEuAtAYWKUVz5DwHP4ReFXYD38kZZnReLrB+fhywfnYVlmJJWmIBKwmJIQjLsWJOOV26dj22+W4eCzl+Kf987G3SvTkJcdDrtCgHYhjxYhjzYhj4goOR5flTmoz1J55ACsBm/iu0AoxOSl7u9lTnIYIn0WUIeLx5Yz/k2+xxIRyRlEEGATCRF0LkiKD5H1ZgkVQRJc//gMxKR5l9Ey50T32q9VHSW9Q9uDk+HyKTk+v7EUeqsDdieHP64/g59/dtIrWOvBe1nXI9hKjldFhfY2SACAeNIkKJf1mbYzDIOpCcH47RXZ2PfkMqx/ZAEeWJyC+BDv+1YmEiAjSgnhNHJdWcW3o/iPl+HnPyUfMzSbUXOotd9gTaoQYd71qfjx8/MxbUUihGIBWJbBy6unYF4KaanXZbLjzneP4vDWLWgqI5MW8268FeoI740dCx5pHo0Yd8yhC4j7w+RYNaLV3plTh4vHvsr+XYbGAudthu2HYkc1KTcMuUvicHqPdxm0s8GIoxtqMO/6NKr+mjQ3t3dSlk2nBGzDENA16+3Y+r8zJE+JAfIjqiG0e0/G8pkzIfApy44XSvaTpZW4ICPEDu+czoXMXxsIcrUYi2/LxJRLEnB4XQ2qT3iXA0JjFZi2IgEZs6MhEAW+5+N5Hsc3rCHGE8KjobR7B1Bxs6fhH7e6r+stZ1rxxFdF0FtJ7szXkjzcoKuCw4OgzwE4s/V7zLrhFuL4Zq0Fv+qHt+ZPELYHEocJk4xksDfJo5yrWrG839fwh5QZs5F7yUqc3rnVa1ynkOJseBBSPN4jQ9uIa84eBG64GQ8uTUVW9NC6j0MUYizLjMSyTHf2iON4nO0y4XSTDkKWxfLsSEhFg7tPCilWXRlzF0Kudgc1ApbBlVNi8N6BWq9j1hc1e9majReCjGbEaI1oCfGe06brinBKnYv7FuZA6KFlJ5GLcM0vpqF4dxOaK7WISFBixmXuIIHnOFQdJxsBFi5fhrUF3mMdBhv+uO4MajpNKPQoBXpCKmLxwupZmNkpxjfv/tvrMavYXbpNPnedhN59l985jmEYTIkPxpR4d+atXmOG3uJETLAUYQoxGIaByzgTFV+/6uWY4Gqoh7OjAzGp4QiJlvsVu/WFRC7EtEsTMWVZPFVvVCIU4M07Z+Lm/x5CWav3ZqutvQt7PvoCvrmtkJhY5F+7Gi6HA0fXfe31WIaxEsXqXKRGKHqFiwMFwzC4JDvSLbzrge2lbbgib+w8qGk4bzNs8gnMX/PF/BvTqMTvE1vr0VzZTbWkkub2KaXL8vIAnxvT0dwMR9vgibw8x2P7+yUwU2QaZl4+CYpD64jxoWQURgMGjRX1PsbTABCnOU6MjaWcxw8VwVFyXH5/Lm76zSxkzo+EItGOS+5Nx63P5CN7fuyggjUAqC8uQkcdmbXN4MkJ3NPh4LLJ0dj46CJMTQgmjqtVxyLYQBKxT23ZSHCCHOf01rrN5PGPr8zEHMoO3xfFO7cSlj9ihxNRenfJi0vPgih2aE4a3SY71opnQickNz/lMWEwSryXrAeqtuKlJdFDDtZoYFkGqRFKXDstDldOiRl0sNZRX4vmcjITMvXSK7z+vmYq+R0drO5Eh2ForgwjCUlzM9Lbuoksm5yzIN9aSg0qhSIBpl+aiCt/NgX5V6dAKHZ/by1V5TB1e8txCIRCXHXlcqzMIUv+a042+Q3WUsIV+PbhBbhxZjySLrsCCaFkR2N1ZAicLANBcDCCrrsuoM/LMAwmhSmQFx+EcKWkNxEgUCohySSzq+aCE2AYJiDHGLFUgNlXJePHL8zHrFVJ/YrDq6UifHBPPsG1m685DJGTLN8uv+dnEIrFyJy/mHgs1tYKpdOAO+ZMGlJT3AqKvMfu8g7Cpm2scV4GbIxcDlkeaf0yUSESC3DpPTlkKYYHtr1XAsNpsoHA8/OxCgWklBtrKGXRE1vrCI04AIhJC8K0KQLYKkkT4KFmFEYapQdbiG5WVZgEiuPkjl9OsQw6n2E1GdFSWU7YKAWCqGQ18q9LRMhkG+Iyg4bcFXz8OzK7FpORBWU1pfTuU65OCJXjqwfm4V4feQ0wDJrEpLhut1aDlkpvo/aXt5ajoI7krS3JiMBDS1IHPH+Oc+HUjs3EeILG0GsEvik4E44hWNkcrO7Eqtf2YXO5FtvDLyHaA3iWQVFCpLcQitmM1ueenzBevk6HgxCfBYDwxCTEZnpTP6YlBHt13QIAxwPfF49/84GkuQVKmwOxWtKxY6auEEIucBu+Sko5dNKU6ZDI5fjD1TmQBrjpuTIvBuseWeAVnC/79W+J+c4uEmBfRgLK50xD9enCId3vnqDpmJpPuFODWXNjwArpc4FIIsCsK5Lw4xfmI/+qZEhkgRXzotRSfHDPbATJ3JuTWGszJhvLiOOyFizBpCnTAAARk5IhDCMbWXIs1bhxxtDk3OenhhO/jcZkR2HD8P2Kh4PzMmCTz5wJRjS+5MDBInKSGvnXJBPjRo0Np7ipxLg0z5sETC2LDlJAt7lKiyPrKYunUoSV9+bCtJPsvpPm5kIUM75pYsBdyik9QHaHpqcKwJu8J15WpYI068Lhr9WfLsL/fnE/Pn36cbz50N04sWnDmC/yHXVnUVtEXo8zV1wBRx2pSi6h/D5iIYtnrsrBmz+eCbXHTv1I5FRq59wpD9uonWVteHMPabwdrZbi1ZunBtTtfPZkAQydPuLcPN/bbAAA61XpeGsv+T7+4HBx+OvmMtzxzhG06t0aW82yWBSpSZK/TiHF2YhgrzHjzp0wbNsW8PuNFiwGPb5+/mnUFJDdkFMvvYJqbn71FDJDs76IvIfHGpJm9zmkUbJssJpQuGVjQK/D8zxV4DVttts7ND5EjkeX+7elAgAhy+DZq3Pwxu3TCcJ7RGo6MqaSAZVFIkJFawPWv/wC/nXvbfj82Sdx6JvP0FJZDo4bnOQLzVfUUuC+j6VKEWas9OaHCcUsZlw2CXe+MB9zrknp1TcbDNIiVfjfXbMgE/BY2kn6A/NiKZbeeV/v3wzDoEpJfo8znLVDbmKRigRYmEaqOIy3vMd5GbD9UPhrvpi+chJBXgWAtsjZaIvsU0QXRkQQXZm0gM08iAybxWjH1nfOgKekfFf8JAfKEAkM28jOr4lSDm0o0cDY7V1OYRgg3koSxMeTv2bQjC1xtauxHutefr6XBO6wWrDr/Tex+V+vEtYuo4mCjd8SY8FRMYiTk+U/0aRECJT0ZgPAo0R6Ti/pdHgKorRkwFayfy+sJqObt/YlKeIqYBn88/bpA3or9oDmGxqpN0PmcHPrGhXhqFdF4bUdlajp8O+n2oPaThNu+s9B/Gd3NREXHAqZg24hORdUxoTC4FMabXv+hXFt+tE0N+HTpx9HUxkpdSKSypC9cCn1eVdTyqIFdd1o7A6MFzUa4IxGiLvctAqlzYG4bvJ3PLb+G9gtA59jZ30tdG3ejRQMw3o5Kty3MAWpEXRx95ggKb54YB5+siDZb1Z74b0P9pvx5jkOTWUlOPjlJ/j06cfxn/vuwIa//wWndmyBvnPg4EM2k3TisJaWwmV0Z+5mX5WMJbdnIm1WJOZcm4IfPz8f865PhVQ5vITJrKRQ/H5SB8IcZEZrt2o21pT1bZJON+mw10Vm0kTaFmiaG4d8DpdkkSXriwHbCMKkcE8A8vwfZsDGsgxW3J0DkZQMJsrTb4VVEgyAzK4B9E5Ra0kJOKv3oszzPBpLTmP9q3/G24/ciw2vvgiTVosd75dSvfBmXJaISZPD4Ghvh6WIXPRo1ljjgRJKdm1SXjj4QrIkMV5yHjUnj+HdR+/Hqe1kWW00YDUa8e1Lz8FuoQQz+3bhs2eegLZt9DvzDJpOlO4nxSxnXnkd7GXlxLg0y7+nbg8SQuX46sH5uGdBMpysEI2SeAid3tkDnnPimVc/wiOfnoCWwlv79cpMzE4KjJCsa2/F2cICYtwzu3YoNhdgGNidHH63tthvFpPneXx1vAFXvL4PRY066jEKhRzT73iw1yOyBxzDoCjRuzTqbG9Hx9//EdDnGGk0nDmFz55+HNpWeilz2V0/hcSP40NWtIraBfzdOFpVOXwoH7Qsm9VowMnN3w34WrTsWlx2Tm/zBeDOGj93XS58E7yL0sOx8dFFmDmpf3mYkOhYzLzq+gHPpQdWkxEVh/dj21v/xNsP34P3HnsQO99/EzUnjsFuJecJUVQU6efLcbCecq8FLMsgd3EcLrsvF7NWJUHej5bjYKBrb0PXPvI7bpVE4owqB8+uO93bVfzJkTroRMFoE5M+u2UHyAxdoLiE4npQ3mZAg2b8NhTnVcB2JvtuVGfdDGGar6X0DwfqcBmW3Eqev1MkR0nWneDBUPl5wpgYCH210JxOWM81LPAch8pjh/DZM7/GF396CpVHDkLf0YaKIwfwydO/R21xB/Ga0SlByL8mBQBg3LmLmLjEycmQpA7M/RltmPV21BaRmavsuVGwHCcX2fHgr1UdO4x1L70Ap8OObe/8C2f2DCzuOhxwLhe+e+2vfhdSwF2m/OS3v6QGIp7QbdyIttvvwKSXX4Fp7eCsnwDg5KYN4FzeHZ5SlRqTly6HtYzMgHo2HPQHsZDFH652l0hPJeQhjsI5YiuO4ES9lhhflhmBBxanBPYBAHeQ7XP9y+wORBj6Ju+DMX0bqcM1Gnx5nPSO1FkceOSzk3ji61MwUyQbAGBuSig2/WIRbrxiEWZRFmO9XIqayGCvse7PPoOlsDDgzzMSOL17O75+4Q+wmijfu0CAlQ8+irxLVvp9PsMw1OYDXz2usYTdR3BcYXdAaCOzRcc3rBmQH0aT80jPn0+MzU8Nx7/vmIHJsWqkRCjwzFU5eP8n+QhVBBb8LLrtLiy/5yHEpGeCYQa3pGuaG3Fy0was/euf8J/77sCBLz8hNhq0sqiZMq+OFHiex873/gun3TuBwIHBrrDF4BkWHA88+tlJ7Cprx7cn3ddLpZLUTyw7uHfI9I/oICly48iGnvEU0T2vAjYwLOqil+CLFwvQXKkd77MZMjLmRCN1Bhnda0My0RB/CaS5ZIaNYRhqWdRQcAKnd23D+4//DOtffoEgYgOAoaMOLru3k4JEIcTK+yZDcK593bCdVg6dGM0GZYdawPmUchVBYkSxreB8zLDHg79WfmgfNvz9xb6gheex5T+vofQAmXUaKez95F3UnRrYU9ZqMmLNX/6Iw2u+AE+xdLKWlqL5qd/CWVUFSUcHtH/5K0yHjwR8HjazGUUUmYdpK6+ASCKFtZQSsOUEFrD14LLJ0fjNH+5BfBdZFoy0dyLC5r0ZiQmS4pWb+9db84TL6UDxLpInltCl7xVj1sqCUB7i3T34wsZSr67Ho2c1uOK1fdjoJ4MkZBk8cVkmPrlvLmLPdcrNv/kOhMaS5Z7K6FDopR4LOs+j5Q/PgncETogfKniOw/7PP8SW//yDCMQBQKJQ4MbfPYe8Zf6DtR7QyqJnmvWoDqCkPBpoLiAdZVoF8W4xRw9YTUac2LTe7+t0tzajo76WGE+bTVcvuDw3BhsfXYSdjy/FvQuTA7JR6gErEGDaZVfi9udfwUPvfIKrH3sKecsvgyqczDj1B6fDjsPffIaSvTu9xmUzyLKoeRiyUQOh6ugh1Jw4RowXqfPQKen7TDYnh3s+ONZrp1WhIAO27uZGtNcGzin1xXJaWfRiwDay0LVbsPaVE9j7eQXsFO0m8vhWHNuwBl2NJPl5PMAwDJbekQmFmtzZVadcDVMYPTPgWRZ1sgxqIoLwze7vseW/rw1Yy3da9oPn+lLiK+7KgSrULR7oMhhgOkIu0hOBv8bzPLUcmjU/Btbj5E0/Hvy16uNHCIVunuew6Y1XUEnxGBwuzuzZgYKNpPyKWCaDUETZtfM8DnzxEda98mcia6D5+GPAMwjgeWg++CCg8+hqbMDmf/+d4PsIRCJMW3kleLsdtkrS+JrWcDAQElPjEJWVjWATycvLNfTJTAhYBv+8bXrA2QsAqDxyEBa9d+mS4XgkaPoCRMnSZeB9sht6qxN/2nAGTheHV7eW49a3DqGJwrUDgElhcnz90Hw8vCzNa7EWiSW4/GePEZkTnmFwKjESnMe6bquoQNf77wf8uYYCh92G715/CUfWfkl9PCgqGrc99zISc6cE9HpJ4QpMoXg3jleWzXCG7Ejk03KRu4Sc6wq++5aaXQTo2bWolHSow8mN+EhCplQhY+5CrLz/5/jpG+/iJ39/E8vufgApM2ZDJPFvo+WJfZ994FUepTYeFBWNyubAbjFj5/tvEuOK0DCI81cR457JM5NQiSYJ2QBXNoyN8XKKvMfh6i4YbSPj1T1YnJcBWw+Kdzfi8+eOoqGUlKnobmnCkbVf4qOnfoF3fn4f9n78Lkr37x77k/QDqUKEhfPJVmieFWHn1w1wOshyimz6dNiEApRHh2Jn9iSUxYbDwgfYFcRb4bS6g4dpKxKQNKWvQ8a4e4/3og1AGBlJ5dKNNZortNC1k4tg9vxYmI6SHWvjwV+77KFf9naGeYLnOHz32t9QTemsGyqaK8qw7a1/EuMMw+KqXz6FW597iVAG70H18cP45He/6t24cFYrDFu2EscZ9+2Ds4vUu+tBS2U51r38PN5//CFUHSMXrpzFl0ARHAJbTQ1xXQnCwyGKHNqiprrkEiRo9MR4hrESonNSDE9elolZAfLWekDLEEbrjJB4cOYybroK108nraK+O9WCy1/bh9d3VsGfhNONM+Kx8dFFmEbRmQOAmPRMzL7mBmJcL5OgKtKb49T5xr9grx+djadJ242v/vQ7VBzaR308NjMHtz//CsLiBid+669bdKw7mU/XdiK8k/RxvuTqxZh7wy1gfTZ6NrMJJ74nN0YAUEm57tPzyTlgNMEwDEJj4zBj1dW4/jfP4uF3P8PNz76IOdffjKiUNIIf2QNTtwbH1n/T+7c4NRWC4GCvY3iLBdYyMrgdLg5+9QmMGnJuueTu+/HPO+dRg3tPVFDKouWH9lGrB4EgNzaIcOWwuzjsHyfXg/M6YAMAQ5cV618rxK6PStFSdRaHvvkMHz7xCN795QPY//mHaD/bp1pecfjAhNE0AoAQTRkSGkiuk6bZhMPfeqd5tW2tOHB4D3ZlT0J1VAicwv6zSAIRudty2U4hJMqMudd789L8lUMZdvwvH1p2LT4rBOoQ0YThrwmEQlz1yyeRMoN8b87lxIZX/0yVvBgsDJpOrH/lBbic5O5v0R13I3naTEQlp+JHL/4dk6aQ5XPAvZH55PePo+LIARh37wZnpGQQnE7oN3pLG/A8j9rCAnz5p9/i06cfR9UxUt29Bz28LGvJ0PlrNCiXLkGM1gihjw6amHcg3VSJlTlR+OmiwHlrgNtwurGULJN5NhuwKhUUs2fj6SuzEUKREahqp2dhVBIhXr9tOl65eSqUkv51quatvgNh8aQNV3VUCHSyvmwhb7Oh9Y9/GvF5rLOhDp8+/ThaqkhKBeDWxVr99PNehPpAcdVUMitS02HCmWYy+B5NrPl2P0Q+G1ydTI3lC7IRFBmF3KWkP23BxnWw+twjRk0XWirIYCZtjAM2XwiEIiTk5GHhrXfiRy/+Aw+99TGufPQJxKSTGp7HN6yF/pyEDcMwkNH02EaYx9Z2thonvt9AjCdPn4X0/PlQSIR49+7ZmBRGb2IBAHXWTGJdMnR2oJnyewQClmWozQc7SgcvSu8Jm9mM5vLBn9P4r7gjiLB47/ZonufBOTvgsBzAye9fxKe//zkOfvkJlVsAuBerroa6MTjTwGA9XYyUs+uhMJK7vqIdDWgo1aC9tgYbX38J7/7ifhRt3wxuAO5DUFQ6YrLvhEh5F0CYffDgnXu8uD2c1QrjPnJHPRHKoVaTA9UnyGaJnIWx7g7ZCcBf64FAKMLVj/2WGii5nE6se+l5NJw5NeTXd9htWP/yC4R5OABkL1rmRV6XqdS44bd/RP51q+mvZbVgw6svYu9nH8DfvlT3rTuzwLlcKDuwBx899Qt88+KzaCghXTk8MXnJil5OFpW/NozfR5KeDllMLGK6SS7bpWwt/n3HjIB5az2gdfQqrXaEepRelUuXghGLEaaU4JmrcgJ63VmTQvD9LxZRSfc0CEUirHr4V8RixDNuQV2Xx8cyHTwI/XcDdzEGitqiE/jsmSeg76Bzd+bddDuu+PmvIRQPrUMwJkiGfErWc8OpsSmLtuqseOKrIjQcLSQfTMvoLVHPueFmsALvwNpuMaNgo3cjTtVxkj4SGpcw6MzjaEOuDkLWgiW44udPQCD0/lxOuw37P+ujPlDLoidGLmDjOBe2v/Mv8Lz3jCMUibH8nj7pknClBB/ek48wP5SGWxZnY1LeNGK87OBwyqJkRWJXeTvBmx4Mjm/4Blvfen3QzzuvArYVP5mM+TemgkE7HJZ9sOvfg93wEVzWI+A5sixKQ8WRA6N8loHDUnwaAs6JyaXvg/FR1+ZcWqz96x/x0W8eRdmBPcSF7gtWlA6x6nbY7FejuzUcgAJCGUmAba0qRfnBvlZo08FD4H0Dn6AgyGePv1NA+ZFWuJzen1uqECFlagTMtHLoOPuHCsViXPvr3yM+h+zydTrsWPvX/6MaHA8Enuex7a030FpNulBEp2Vg5f0/J7SaWFaARbfdhWt+9TuIpHTT9nKrAcdSYmAXkNOEqbQUxz9+H+8+9gA2vv4SOgYg9kqVKiy45ce49P6He8dsI9Bw4AmGYaBctgyJlLIo116H+qICmLTdAYuHOqxWajdvYpcOnt+m5+bl+ulxWJROCm72gGWAX65Ix+f3z0VCqP9MAQ1RKWmYc/3NxLhRJkFVlHfA0/biX+DSagf1+jQUbduENX/5I1V3TCAU4opHHsf81bcP2f2iB1dPIwPX74rIZqKRhNHmxMtbyrH05V34qqARKVoyQEzM7xMtV4dHUrteC75fD4uH2T1NzmOsy6GDQXBUNKavuoYYL92/u7dJjZphKzgxYpnc4h1b0FpFOvrMvfFWBEV6uxhMClPgvZ/MhlzsPZdHqCS4PDcaWQuWEK9TcfgAwSMOFAvSwiAWes+BnUY7ihq1Q3o9o6YLx7/7dkjPPa8CtoKNa3F83f/B0v0xXNZj4DltwM+NSErBgpt/5Ffkcazh0mrhaHDLAihNzUit6UsVcy4t7IbP4LAM1P0igECcC7H6boiVV4MVel/4AskMMCyp87Pn43fhOKffRi2HLl0y7k4SPM+jZD85wWbOcxuS++OvVR0/go2vvxSQ8OVoQCSR4vrfPIvYDDIwcdisWPOXZ/2Wnfzh+HdrUbpvFzGuCAnFtY//vt/MR/qc+bjjz69SOxEBoEslx/6M+N6ym4NlUR0ZjF3Zidiz4WtCGNQXqrAILLvrp7j/X+9h7g23QCB0Xzc8x1E5MMMpiQLubFeQxQ61mdQUXPvXP+G/D/wY/7jjevz3wTvx0W9+gTUvPost/30N+z//ECc2bUD5of1oLDuD7tZmnN6znWyYcHGI0/SVwBiJBMpFC/v+Zhi8cF0e1XIoLliGLx+Yh1+uyPAyDx8M5t5wCyImkY4o1ZHB0Mr6uDYujQZtL700pPcA3BmP3R++4856UPg/UpUaNz3zArIXLRvye3jiitxoCFgGMocVK+qO4YqzB6Fr78KKV/fgvQNnobeOHMHd4eLw0eE6LH1pF97YVQWrw/35UnVkJUOZO9nr7znX30xkoxxWC45/586yWYwGNFKyzDQ5j4mEuTfcAhmlnL3rw7fB8zxkkyeDkXhzuVwaDey1tcN+b5O2G/s+JRuZQuMSMOtqusbclPhgvHPnLISfE71WSYV4ZfVUSIQCpM2eB4HP+mTWaVE/xAqGXCzEglTSZ3io8h4Hv/6UkCwJFIEZfP1AcGb3dkQHkcrp/sAIohCRNB0r7rkaMWmTBn7CGMJy2ls1PKFxJzTxs9AlSYDTvAPg6d1mboghkEyBUDoDDOtfMZ5hBBDKl8Jh9E7pGzVdOPLtl1hw0+0w7txJPE85AcqhbbV6aJpJHaScBbHgnU4qf82RnoLN/34VNpMJbWercc1jTyE8MWkMztYbYqkMN/z2j/jquafRVuOdFbNbLPjmz3/A6mf+jKjkgTXuzhYWYN8n7xPjApEI1z7+eyhDBzY0D4tLwO0vvIrN//47tUnAKhbhUFocYrRGtAUp4AwgSxkWn4jZ19yIrAWLe4M0TzgaGwl+HCuXQ5RI8rQGA3n+bLByORI0epyR02UNeI6DqVtDmHIHghitESKPAEaxYAFYH2HYxDA5/nx9Hn79VVFvo8E1U2Px/PW5UEuHt9ERCEW4/GeP4ZPfPeadMTjXNbqgohGCc1kP3TdrEHTttVAMstHGbrXg+3++jGpKaQ8AQmLjccNvnkVw9MhZ0oUpJVgRK8G1H76EZL17E3BzxU48suxX+NMGE17eUo4bZsTjznmTkB4V+BzvCZ7nsa2kDX/ZXIaaDpPvg0jRkRtA345lVVg48pZfjsIt3iXnk5s2YOaV1+HsyeNEJkcVHoHIAO7l8YRErsCCm+/A9nf+7TXeUlGG8oN7kbVgCWRTpsB8zLvz3nLiBCTJ5AZiMNjz0f+omnaX3vcwde7owfy0cOx+YilqO01IClf08kAlcjlSps8mMp1lB/YgyQ93dyBckh2FXeXe9Jvtpe14fCXJ/+sPXY31OL1z6FZy51WGLRAwghgIZUsgVt8LifoO6DU52PifOpQfaZ1QDQfW0967NAY8ZkfWgmUqwTn98OwYOYSyhZAE3QeRfHG/wRoAiGVC5Cych6Sps4jHjm9Yg5bt24myCiOVQrlwIXH8WKOUkl2LSQ1CaIwC1jNnCP4aH6TGtg3fwGZyTwzdzY345PePE5pDYwWJXIEbf/9/iEgiSfA2kwlfv/AMOv1wLXugaW7Extf+Ri2HX/rTR6hkYv/nI8c1j/8OC2+7i1re4lgWTaHqAYO1mPRMXPvEM7jrpTcweclyvxOutZTMrkmysobdyMKKxVAsXIjYbgMEQzBhHwiTurzlPfxxOW+YEY/vfr4Iz1+Xi+9+vhCv3Tpt2MFaDyKTUjD3xluJcaNUjMpo74x567N/BGcLbDdvt1pQsHEd3vvVQ36DtYTJU3D7cy+PaLAGuIOpew9/1husAUCURYvVle7MscnuwkeH63Dp3/fijncOY8uZVrgGUS4tbNDilrcO4/6PCshgDUC0WfP/7Z13eJRV2ofvM5Nk0gshkITQS2hK79KkCgIWwIIFe6+fvay4YkPdte+yrrpiV9aGoquiYEMEBBEFkd4CCZDey/n+mAQmc960ySQzJM99XXNFz1vOmXAy87xP+T2ElVSWhFGhoQS1Nx/kh5w2y/DgFBcWsGbJe5bN3rsOGlbvkHFjcMLJkywLW7554z8UFxUS0gACurt+XW+pztBr9HjL1BF3wh0B9G4TZRTtJA8fZZy79aeVlHgoRTLOovBgU0oW+6uQ6amKb998pcb0pepo+gabUrTp0Yueo88iIv4qHJHnEBA8AJv9mPu3MLeEL1/+nU+e30BOeuP1V6yO/F/NyrSwHu0pK7RotaFCCQgdjyPqUgKCB6Ns1no7kS2D6TakNaPPTebsewdz6RMjGX9RT8ZdfIXxAVRaUsI3i18313DSCGwh1jlPjUVRQQlb1pju6B4jnHkwVuHQLckdSd25rdJYSVGhs+TbR4Z6SHgEM+9+wPJDsiA7i3fn38PhfaZaPjglBT54bL7lk+mAqafRa3TdRY2VUgw5bRbjeg0ksKRu+R4d+w7grPse4ZwHHqfLwCE1Gl4Fm8xcvfqGQysIHzOGwDJN14N196BVR1ReAVH5RccGbDbCx46p8vyeiZGcN7Q9vdtEef0Le/CMWZZem+1x0aSHHgtdFe3YweGFpq6VK/k52fzw7hu8cM3FLF/0AjmHrSULeo+dwJl33U9wNX1ePSXzvfeIWGPmD4/bsxabW87h91sPc8Wraxm14Gv+sXwb6blFxnUV7DmSx3VvruO0577npx1V74fuWeYDYHBysuU+Dm8RS5/xpibYuv99zC6Lam9/D4dWYLPbKzVVryD7UBo/f/IhoRZ9RfPqUXhQXFDAshf/YYwHh0cw6ryLPL4vQKcBg4zc3MK8XHbW0NWlKhKjQ+iRYHY9qIuI7t5NG6t8EKotTdJgU8pGu959GHfJ1Vz5z0WcPe9RTrn6fObcP76Svpg7u349zGf/2ugXnraKllKurD+4m8I8M6E6MHQiAY4TUerYU4bSpURk7yJp79f0/u3fjM97m/PnD2fCRb3oPaoNsW3CUeXVT9HxCQw81dR52pedTmpE5XCPP1SH/rn6ICWFlT/Eg4LtdBngfArK+6my235fdDjbCk1phci4Vky+5mafPv2GRkYx694HiUkwNbzyMjNY/MDdRnupsrJSPnlqAekWYsjtT+zHqDmef9hprQn79gdGbNlrmQfmdjKJWXnMmfcoZ9x5P0k9e9f6d2lZIdrDOxW84aNHgVJ0TMuk/84DJB7JpkVOPjFxrXGEWTfarg0d0ip710IHDiQgpvpejw2FPSCAU66+yahapLzXaKnLv8Ohf71Awe+mgZx95BDLF/2bF66+iJWL36Agp+oG8iPPncvEK66vNkTlKUW7d3PgwYcsj8UWZDEg1Tqnc19GPo9+tpmhDy/j1nd/YeO+Y/8+GXlFzP/4d8Y9saJGEd4ZfRO5O9zsPlHdfhx82iwCgirndJUUFlJSXNl4DImMIrEWvXH9hQ59+lvKD6364F3KOnU0Oj4U79pNSZpZqV8TFa3z0lPMvMFRcy7ySB7GlcAgh2VXCVcR3dwff2T3ZZez66KLyF6+vMZ7jrcQ0f2qlvIeWmu+ee3lWp1bHU0qh61Ncg9Onn46XQYNtfwHD4t2MOWqE9i6JpVv3tpCQa6be1TBSbO6+tx9XXwwlZLUypZ7ekQov68zlfttgV2wB3Ui0GEnvlMkCV2iiQ3NI/faOQSUHvvC1dnB6OLiKosFhpw2i9++WWY8Xf/eJpbYP/Kwa8BuJ2LMmHq/v/ry+/fmh2u3wfEEOuzo4mLy1x57isp2BLIxycxlsgcEMO3GOwgJ9ywfxpuERccw6y8P8va8O4wk/pz0I7zzwF2cPe9RIuOcHxjfvbnIsv9nTEIip95wuyHwWRcKfvmF4t27CQWGbd3HxqSW7GtR+cnSVlZG0pFsOqVlEFpUQvCmLdCjl/UNq6DQKiTqJQ9bQGwsIX36kL9+PfGZucRnOr2QrWaeT+xFcykuKiQvI4PcjHRyM46QW+m/08nLSCen/GdZaSkoRediSHTrVerrh5eW7TowfNa5fPfWokrjeY4g/khoQc/95QKkJSXsv/0OOvx3MbagII7s38fqj/7L7998ZdlaypWAwCBOufZmug1tmDQIXVLC/ltvMyrRXTll7xpWx1ctl1JYUsa7a/fy7tq9DGgfw5COLXh91W4y86sPfw3p2IK7p/agZ5hm64Nm0U7osKorO8OiY+gz4RTWfvJBtXN0GTgEm813lemeMOq8i9n5y8+VcvGKC/JZueQ9uiYnG9XdeT+vI3JSzW3IKqjoFWrVfioxuSe9x3jn76r78FFGMda2n3+iKD+f7DfeIPXxJ462Ssj7aTUd3nqTkGrE4E/u3opnvqrcmeX7bYfJKyohNKh6U+rPVd/XuZjMiiZlsE24/Dp69ar+i0MpRddBrWmTHMO372xhq0torc+4tsR3qp9l7w3c89fKgN86JgKVPX8BQcGMvvBy2nRrS2ybMGzllWdaa/4MD6Y008VgKyigYPMflo3jAQKDgxl93sV88tSCSuN5jiB2toymc1oGoYMHGYrXjc2hvTmk7jS9jD1PcoZDXfXXSmyKdR3iKbWoyBtzwWXEd+nWsIutAxEtWjL73od4a97tZB+q/MSafSiNdx64i7Pue4S9v/9aSYW8gqCQEGbccm+9w1WZHx2rRrZrzYl70khs3YbtCbHkZGfTkQDafLeqksp/5ocfEn2GdTWXFSWHDxsPJAQE4OjatV5rdyV8zBijGfqRRYsITu5G2PDhRLVqTVQr644PFeiyMgpyc9Bph9g1Zapx3B966Q6afiZb1/xoSCLsbBlFfGbuUb24wj//5I9HHmZrhMMpXVSLKEKXQcMYcdZ5tGzbcAVZhxYuJP+XX6o9Z9iB35k/pg0vbcxg+6HqG66v3ZXO2l2mFqErnePCuPOUHozr0QqlFIdf/o/RZsnWIoaI0aY8hCuDpp/JL19+Skk1OYLHSzjUldg2bekzYQrrPqssYrtx+Re07dEb5W6wrV1TJ4Ptpw8XW3YPCQgMYsKlV3tNkL39iX0JDo+o5DkuKSxk7R23EP0/t9zl0lIOLVxI22efrfJ+fZKiaRkexKGcY17UopIyvt96mAk9q/4sKS0p4ds3zSrYmITaaTC60iRDorUhNDKISZf25pQrTiA0MojIuBCGTK+bCnpDke8WDt0RF02WMj9gR557AX3H9ySuXcRRYw2qbgSfv656Nf3kYSMtEz23to6hIMDuc48CWHc2iGsXQVw7p6esIn9NAxuT4sgJNiUtkoePos/EKQ26Tk+IjGvF7HsfIjzGFBHNPHiAt++/g88Xmm2nUIqp199GbFL9hDl1URFZS5dWvjVw4umzOOPeh2h7yhkMueCSSsYaQN6qVRTvM0MbVWHV4cDRuTM2D4VXrQgfa8pNlKSksPviS9h3y621CuMom42QiEjyl5uim8G9ehGYWPcPXG9js9uZfNVNRg4qSrGhbStKbIrDYcH81CmBpb+tZsuP31VrrNnsdnqNHsfcJ/7BjFvublBjLf+XXzj0vJnDZFBSwpTUX/ny5tEsungw47q3qqqrUrW0DA9i/mm9+d+NoxjfszVKKbTWZCxebJwbOvVUVA37MSw6hr4TTUO+gqCQENr27lPlcX9m2MxzCA5ze/jTmvW5h3HfPflra9+lZdN3yysJ8h5FKaZcd4tXq/btAYF0GzLCGN/6h7XWZc5XX1f7OWazKcYm173rwYZlnxlpLUAlMfPa0mwNtgo69YvjnPuGMOXKEwgM8g/XdYFLwUFeYIBR+QVOEc2+k6r+sLAUOly3rtp5lVKcPPcKIyRcarexOTGWiHG+9SiUFJWyZZWp+9VzxLGKtYr8td2xkeyPMcOdLRKTmHj5tT4Pe1dFdHwCs/7yEKFR0caxzIMHjBwZgJPOvsAy76Su5Hz3vVkV7HAQ4fL0HNirF0EdOphrW2K2lKmKgs3ebUllhaNbVwLbW0uEZH38MdumTCX9zTfRtRDTtNQinOD7h5cKYpPaMuKs843xPEcgK7q3Y1WXNhxyy0V1JyDIQb9TpnHJ0y8w+eqb6m3810RZbi77brsN3H//Nhthw81QZMb772OzKUZ1i+PFuYNYcctYLhvZkcjgmoNEwYE2rj+5C8tvHct5Q9tX0sDLX7eOom3bjGtCp5tCslYMmn5mlU3VO/UfTICP9So9JSQikqFnnmOMpxzYz8HIynupYNMmSnOq93wC7N64gc+ef9Ly2NgLLqXrEO97I62qRdMiQi3FwCkrI/2tt6u9n1XXg682V931oCg/j5WL3zTG2/XuQ2Jy7bqiuNLsDTZwquPHtvF+5ZMnaK0p2Og02DTwW1JLytxcxErZmHDZtdXmRoT262uM5a9bX+P8ce07kpzUwRjfHxNBaoZ3q+7qyrZ1aRTmVc65CQiy0XWwUxC4In8tMySITYlmcUmAw8G0m+8kKKRuCvONTYvEJGbdM5/gCLMqyZ3uI0YzeMZMr8ybueQjYyxi3MnYXcKsSimiTpthXvvBh7Uu1vF2hwMrlFK0vvPOKnM2y7KzOXD/X9l5zrmWCfkVlBw6RL7Fg44/eJtdGTB1BgndzCT5wsDqDRpHWBhDzzyby557iZPnXkFkS9OD0BAcfORRineZTepjr7ic1nfdZYwXbtpUqVClXWwod0/tyaq7xvPIGSfQPd58OFMKZg9MYvktY7l5YrJlv9aMd941xvI6dazS2HcnNDKKfpNPtTzWZZD/djeoDX0nTbEM2/3RrjVlrs+7ZWUUbKg+rH1o904+euJBy5zJAVNn0H+K+ZniDZJ69iLULU9Z2xQHo6yLjzLefZeygqqVIkZ2bUmQm7GXml3Ixv2ZluevXvI++VnmsVFzLvLIaSAGm59RvHcvpZnOf+ADUWGkRZobq9/kU2ndqUu19wnu3Rvc+8MdOEDx/pr783Xdk2op67Ds5X/Wuq1PQ2DV2aDLgFY4Qpzvs+D33yksLODn9vGWPVUnXHpNg4Z4vEnLdh2YefcD1VY1turYmYlXmG2nPKE0O5ucZaYmXaSFpyHKYqxo504KNtROSdwyJNoAPV4jxoyhw38XW3qbj65lwwZ2zJzlbOVk4SXIXvaVEUIMat+eoM7+JYRqszlDo+6Vi1URGhbOqPMu5vLnXmbE7PPqXZVXF7KXLSPjXdNQCu7dm7irr8bRpQvBJ55oHM94731jLCTIztmD2/HpDSN554phnNY3kW6twzmtbyKf3jCSBTP7EB9l7QErzcoi6zOzV2xmHYWGB047w5CQCAhy0LGfKYNxPGEPCGTUeZcY47l2GztjK++XvGrCojlHDvPeI/dbShB1GzKC0RZzeIvsTz6l9S4zzLk/OhzsduM7sjQjg6ylZn5dBWGOAIZadD1YtsmU98hJP8Kaj98zxruPGF3j93dViMHmZ1TIeRTbbPzexvQShbeIZcRZ59V4H1tICME9TZdrTWHR4oOplP6ygeSUw8axtJ3b+XXZ/2qcuyEozCsm46BZSdZzxLEnwJxVq/ilbSvyHaZX5cRxk+k56uQGXaO3ad2xMzPveoAgC9270KhoZtxyT5XhmLqS/fnn6KLK4VZ7TAzhI8wckMDEREKHDDHGMz/8sMZ5ynJzKdplCj97OyR69L7dutH+tVdJeHA+9qgqjJKyMo688grbp04l6/PPK3kKs5dZh0P9MaTeIrENI8+5oNpzQguL6L0nlZN3ptF/7MRG9zaXpKWRcs+9xrgKCSHxsQVHPaJWRSxZS5YYe/To9UoxuGMLnjy7H5/fNJonz+5H9/jqPdRZn3yCdvOmqMhIcnrXLNjqSkhEJOMvvbrS2MhzLiCoih69xxOdBwymXW/TeN4aH1MprJi31lrfrDAvj/cemUf2YTNnNDG5J6dc+39eKzJwRWtN2rPPsf/WW0k4bBapHQ4PIfaJx4maaqYVpb/2WrXRAisR3Q/X7yPbrX3aysVvGAUp9oAATjrbTF+oLWKw+RkVgrlbElpYhjNOvuiKWn/IehIWzfnK2ey67ZFsSx2u7956lfxq9JoaCkdoIBc8PJxTrjiBdr1iQUFMfCjxnY99Ca/77mtSLVzdrTp0ZuzcyxtzuV4jvks3zrjj/kqGWUCQg+k330VkS+vWS57gWh1aQeSUKVWGFKNmmCGMrE+WUlbFF2oFBX9sMTxWgUlJ2CMaTl5F2WxEn3kmnT77lKjTq070LTl4kH3X38DeK6+iaO9eSnNyyFv5o3Gev4VDXek3eZpl4VBkfiF9dx1g9OY9tDuSTdn+/aQ++mijrk1rzf6776Y03azibH377ZVaHEVOmWL2rszIIPvr5V5bT7qFly908mS0B3lnPUeO5dz5TzD6/Es454HHLZupH48opRhzwWUoVdlUKLHb+TP+WHFU/i+/GJW2pSUlLPn7w6Tt2mHcNyYxidNuvafaPseeUlZUxP7bbudQecVnVH4hoYXuEl6KvbqYmPPmGNcX/P47BdVULo+z0GPbeTiPK15dS2F5ZOrwvj38+tXnxnl9J001mtnXBTHY/IyCX38lI8TBrljz6bDTgMF1youwrBT9ufqKnuwvnB4FBfTaZz4VFeRk8/3br9V6Dd7EbrfRqV8c067rwwUPDufkC3oc9XTs+XU9GwvMJ6kgRzDTbrqjQT4YGos23Xsy94nn6X/KdPpOOpXzH32aNt3rnrBaFcUpKeRZdIeImlH1l07ExImo4MrevdLMTHJWmBWVrjRkh4OaCIiJIfHhh2i36JVqQ5o5K1aw/dRp7L/jDuNLKCAuzjJc5y8om40Zt9xD9xGjiYiNo2O/gZx++31MiIwnMSMXV79gxruLa/z38ibpb75J7jffGuPhY8YQfdbsSmP2yEhLwzjzPTPE5An5G3+j0CI0H2aRn1lbEromM/DU00ns1t0vPbCeEte+I71PnmCM746NJLs8mqHz8ynYfExbUWvNF/96ll0bzIhOaFQ0Z945j5Ba5OjWlZL0dHZfdDFZLkVQCmcPYHc2/7CCkBNOsPx7PvL6G1XOkRQTyoD2ZiHgD9sOc/M7v1BWpvnuzVfQLj2HwdmOcMjpZ9Xh3ZiIweZH6NJScn//nY1t43CvWw9wOBh30ZV1+iAI6Wfm7hT88QdludYVPaWZmZXaOsXkFdLmiOlN2/DFp6Tu3F7rdTQEES2Cj2rm5Wak8/GTj6ItfjeTr77J630P64PWmtIs07Csici4VoydeznjLr6SFolmV4T6kPnxx5Z5WsHViEjaw8OImGB+iGd+UH1YtHCzKZjr7YKDmggbPJhO779H3M03G0ZnBbqggJwvlxnj4ePHNUgIx5sEh4Uz9fpbufz5lznjjnl06j+IxIcfQoWanvmUe+41KoMbgsJt20h9dIExbo+NJeHB+Zafa1EWYdGcb7+l2F3DzwMsc+j6nEhgF89yi5o6I2afZ6RmaKXY7FLc5RoWXbn4DX5bYaYTBDgcnH77ffXyMlVF4fbt7Jx9ViXh9ArcRa/B2dg+M/UgLeacaxzL+uwzSg5Zt2gDuH96L0ICzaK/Tzak8OBLS9m62vTMDz5tVr2NVP/+5GlmFG3fzs7QQLJCzMThEbPmHFW6ry2BrVuZWlGlpZZ9SsHpWaCkchVPr1K7kVCrdRlfvbzQL1p4lZWVsvSZx8izCNMmB0fSdaiZg+UrivbsYc8ll7DnqquNpy9fobUm6yOzOjRy+rQaHw6swqI5K1ZQYhHyqqCxCg5qQgUF0fLyy+j08RLCRo2s9XX+HA6tjqC2bWl9223GeElaGgfmP9igc+uiImc3AwuB2YT5DxAQayZxA4QNHUpAgtvDVlmZ5X6tC2V5eWR9/LExHj3TO9XWTZGw6BgGnzbbGE+LDCUtwvn9UGEo/fr155ZSFkrZOPWG24nv7D2B7Apyf/yRnWefQ/Ee697LHeZeZNmz+Y+V3xIxeTL2Fm7al8XFpL/zTpXz9W4TxfPn9cfuXtymNZnfmF7g8NiW9DtlWs1vpAbEYPMj0lb9yJZ4UzQ1rn1Hj8ue6yKgm23hUYgbezLDzjzbGN+3+Tc2/2DRiL6RWfnuG+zeaFYnxuTkM3SM6QHyBbqkhMMvvcz2adPJ/WEl+WvXkvF29Xo/jUXh5s0U/rnVGLeqBHUnbNhQAlq5PUSUlJD1yVLL83VxMYVbthjjVsUxjUVQUhJtFy6kzVNPme/FDVtEBGF1rCD0J6LPmk2YRRFJ1scfk/VZwxUTpT37nKV0SvTZZxFhIXBcgbLbLSVkMt57v14Pi1mffmZEGWyhoURN8T8xbX9iwJQZRMaZOmSbEltShrNSdMf6tXzxL+tuAeMuuYrOA7z/95OxeDG7L72MMqvIRWAgCQ8/TKsbb6T7CLNzxebvV2BzOIieNcu871tvGykRroxNbsWCMyuHUzvn7SCh0BTSHTFrDoG1rOCuDjHY/Ijvl39u2UZpwmXXetwfMqS/abBZVYqWFRSQ862ZXxIxYTz9p0wnJjHJOPbNay9RVJDv0bq8wY51a/jxPdPwCSoupd+ug4QPNZv/+oL9t91G6oIFlSrSUh9/guIDpghwY2NVbBDSrx9BbWsWTlV2O1HTzafGqqpFC7fvMD4A7S1a1GgoNTRKKSInTaTT0qW0uPACo8F1BeFjxlRZhHE8oJQi4cH52CwKPA7cf3+1ISBPyVuzhsMvvGCMB3XoYOnxcyfaokikaPv2apPCa8IqHBo5dSq2aiR0BAgICmLUnLnGeE5wEHtiIzmSn8OSJx6yjB4MOX02fSac4tX16LIyUp94wll1XGLqu9miomj34r+JPv00wNlb1J20XTs4vHcPMWef5ZT5cKEkNZXsZaYTw5UzByRxxynOCIFNlzIs3QyFtmzbnp6jvaNQIAabn/Dn6pXszTZDST17nEBC12SP7xtq5WFb/4vxR5X7ww/o/MrGlz0qitCBA7EHBDL2wsuM++QcOcyq96t2GzckWYdSWfrsE+YBrem7+yChYeE4kj3/vXmT6NlmomlZbi4H7v+rT8PKurTUMjRkZYRVhZVOW8Gvv1JooR5vWXDQ3X8StO3hYbS+8046Ln7XzN+z22lxfs1yOv5OYHw88ffcbYyXpqeTMm+eV/djaXY2+2+73WyFFRBA4mOPYbPIqXMnqF07QgcONMatNNlqQ+Gffxo9ZgGiZ5seFsGk29CTLBX6t8S3YE3HBIqLzLB3j5FjLTtx1JfURx/l8Av/tjwW2L4dHd56s5JHPDo+wbJ/9OYfVhCYkGDZySf9tddrXMcVozpxyUkd6Zm9iZhiUyQ3YfzMakXu64IYbH5AUX4eX730T2PcUVzCyAsurde9Hd26GR+MZVlZRjuWiupQV8LHjkWVCwt27DuAzgNN7a21H79P+oGaxXi9SWlJMR///dFKTX0r6HownZY5+YQOHOg3yeFhQ4cQNfNMYzzn66/J/rRqkcaGJvfHH82emoGBREyeXOt7BHfrZhnSzPzQzDNqjA4H3iC4Z086vPUm8fffT+jgwQSfcAKJCx4lxI+rQ+tC5PTphFs0rs/5clm988NcOTh/vqVQd9y11xByQu21zqLOOMMYy1q6lLL8unv3rfqGOpKTnULjQo0opRhr8Z1UHGC3lKFq1/tEJl15vdcfyjI//JAjryyyPBY6cCAd3nqrkkxMBVZetj9++AatNTFzTImPvDVrKPjjj2rXopTi1rHtGZVjphrtCU7k1h+L+POgd6Sw/OMbrZnzw7uvk3PEFKrtlVVIWMf6NaRXAQEE9zG/aFzDorqkhJyvvzbOce+XOOaCy4wm06UlJSx/xQx5NCQrXnuJlK3mH1HLrDy6HHR6KcMG17+3pjdpfeut2ONMIeQD8x+sNkm/IcmyCIeGjxpFQIxZsl4dlq2qPvrI6NNZsMmsEHU0kqRHXVF2OzFnzab9olfo+O47lgKbxytKKRLmzcNu8e98YP6DXgnVZy1damm0h/TvT+xlpre+OiInTTQfOnNyLHu8VkdZYaFlFXP0rFl+4+U9Hojv0o2eI6vOPaygZdv2TP+/u7EHeDeNIP+330j5y32Wx6JmzKDtSy9W+RmWPGykocCQnrKf1B3bCB08CEdXs0q4Nl62n5d+gL3QVF/4ocUwMgtKuOCln0jJrH/6kBhsPubgjm38vNT84ozLyqNzp25e+SCxDIu6COjmrVlrNv0OCTESlKNbxzNomvm0u/3n1ez93bry1Nv8sfI71n1q/r6Ci0rou/vgUZ2pUD9LDrdHRRFvofBeeuSIpdxBQ1OWl0f2F18Y41HT6l7JFDl1qpn/ceBAJW03rXUlnaYKGkuDTahMQMuWxN9nfumVZWeTcvc99QqNFh84QMq8+41xW1gYiQseRdUxH9cWFkbEKabXN6OOmmzZX3x5tO1fBcrhIGqadS9QoWpOOufCarUtw2NacPod83CEejcvsCQ9nb3XXWdZcdzy6qtIeORhbNWtq0UsbXuY3tRN369AKWXpZctcssTYN67kZqSzZokZot8S1oVUhzM/NyWzgAtf+onMvKqLGGqDGGw+pKyslC/+9SxaV84ns5WV0WtfmtdCMFZ6bK4CulZPquEnnYTNQqNq8IxZRMQeU9gPi47hlGtupk2PXl5Za3Uc2b+Pzxc+ZYwrrem36wBBpc7foy0qym/y11yJnDTR8FoCZH7wATnff9+oa8le9hVleZVbfdkiIggfO6bO9wqIjSV8pCmN4erNKN63z6jiUiEhBLU/Pnq7NkUiJ08i8lTTWMn9/nsy3q57bqouK6No1y72336HZcVe63vuISjJLF6qDdEWYdG8lT9StNfsE1kVVuHQyMmTqm5ZJlRJRGxLBk030zwAAkrLGBEQTkQLa7kWT9ElJey7+WZK9qcYxyKnTaPldbXrq5xsFRZd+S05Rw4TNW0atvDwyvMWFFSbM7ly8ZsUF1ZucVambKyMqew02HIwh0teWU1Bsef9uMVg8yG/fL6Ug9v/NMa7HEwntKikTnke1RHS50TDDVy0axclR46gtbashImwyHEBCAwOZvT5F2OzBzBw2hlc/ORCeo46ucFDCsWFBSz5+8MUWeStdN9/mBiXNlr+lL/mTut77rWu0vvLfYYB1ZBkLrHQXps8CZvDs9LzqNNOM8ayvvjiqHxCgVX+WnJynb0tgneJv+duAuLMFmcHFyygqApNK3B6aPPXryf9rbdJmTePnWefw5aBg9g2aTJ5q1YZ50dMmmQZOq8tIf37Wxr3mR98UKvri3bvJu9Hs4JPtNc8Z9C0MwmLrGzsKq3pt/MA9i+/Ju1vf/PqfKl/+7tlqzhHjx4k/PX+Wn8HdRs6wlBdyDl8iIVXXcjrf72LncMGkB7qwNXHnP7GG5bVr0f272XDss/MOUZPIijGrH5fsyuda99YR0mpZzqc/vmt1gzIPnKI794ykybD84volJYBUK3SfF2wR0bisFDwzl+/noKNv1GS4vbEEhBA+JgxVd6v29CTuPjJhYw+7+JGax6dnrKfnPQjxnibgGA6HKrsrva3/DVXAlu3otWttxjjxfv2kfb0M42yhpJDh8j9/gdjPNKDcGgF4WPHYIusrOKt8/KOem+tCg4cPRpfMFeojD06moT5DxjjOi+PlDvvQpeWUpySQvbXX3Pon/9k7403sW3SZP4YMJCdZ5/DgXnzyHjrbfLXr6/ygSOgVSvi591Xr4c6pZRlH9jM99+vlQh1xrumdy2oY0dCLCpQhdoRGBzMtP+7m8DyEKS9tIy+uw4Sl+N8qD787xdJf+str8yV+cknHHnpJWPcHhVF0jNPY3PrwlAdIRGRtD/RTBMCSN25jY2pe1nZNYllvTrwS9tW7I8OI2/fPnItZK++e3ORsf+CQkKYMOc8/nPRIMIdZiHGl5sOcs8HGz1KOxCDzUcs/88Llt6i3nvTsGkITEwkwF19uR6E9LcOi1qFQ8MGD6o2TKCUIqqVKaDYkLTq0InzH3mqksRJdOsEev2xE/evAX/LX3MnetYsyzUeWbSI/F9/bfD5s5YuBbeCgIDEBEv5hNpicziIPMXUWarQZLPqcCD5a/5B+OjRRM8yPU15a9awZdBgto49mb1XXU3ak0+R/dlnFO3aZUp1VEPCww/VuZDFiqjTZhgaecX79pH30+pqr9PFxWS8b4a0omfOlGKDetKme0+ufOF1Tp0wnTGbdpGQWTnx/sBfHyDboqCtLhT88YdTa80dm43Evz3hUZi956iaddGKAuzsaxHB+vbxfNm7A/9d+BQ/fbiYQ3t2obVm3x+b+PMn88F38IxZhEZG0btNFP86fwBBFtqqb63ew6IfdtZ53WKw+YDtP69myyozZ6nt4Sxa5Dlj4d7yrlUQ0q+vMZa3br11/pqftt+JbBnHWfMeof+UGQQEOZg49QwCctwUy/00f80VpZTThe8efiwrcyZ8FxU16PxWYrlRp06rdxjZqlVV7sofKU5JqaLgwHcdDoTKtLr9drONHdQ7TB971ZWEW3RX8ITA+HjChg83xjPfr774IGfFCkrdRYEDA+sVohWOERQcQvKll5N07bXmwbIy9t38f+Rv/M2je5dmZLD32usMjVCAVjff5PHeSh42km7Dat+STivFodIivn3jP7xyyzX8+7pL+fTZx43zwmNa0H/KMW3K4V1a8rez+rhnJAHw2qrddV63GGw+YMuPprEWVFxKcsoxaQ9v5a9VYC2gu97QYwMsBQT9hQoR34v+/g9Cdu01jvtz/porQR060PLaa4zxwi1bOGzh+vcWhdu3U7DRrOiti1huVYT060tgO7d+fVpzZNGrlLhLRdjtOLp5v6eg4Bn28HASHnqo3vexhYcTMmAAMeeeS9sX/kXc9dd7YXXHiLZoCJ/1v88pzTGbe1eQbtHZIOLkk6vsYSp4RuyVV1rqTer8fPZcdSXF+2pfIAJOYe99t9xq2R80YvJkWlxyicdrVUox7cbbOeeBxxg0YyYt29at+Ckr7SCZqWYLquGzzyPQUblY79QTE7nvVO88nJoBVqHBmXTVDbTrfSLLF/2b/GxnNVWP/YeOVjkCXhdyDGzXDntsLKWHXfTeSs1qleA+JxLYunHDnZ4Q2bIVu11kIyrw5/w1d2LnziVr6adGfteh554nYuJEHJ3qp8FnRaaFMGpwz56WOY51RSlF1IzpHHqmci/B9NdeM851dOrkcYGD0DCEDR1CzPnnk/7qq7U6PzApCUf3ZIKTuxPcozuO7t0JbNOmQcOM4ePGYYuMrFSFqgsKyPr0U2Is+kEWp6SQ++13xrhV70ihfiilSLjvPkpSDpDrVvVemnaI3VdcQYc33sDulutaFWlPP0Pud+a/naNrVxIfnO+VfZbYrQeJ3Xow6ty5ZKWlsn3dGnasW83uX3+hpLhukY7YpHb0Gm3t7Jg7oiNpOYU897XpIKkL/u+KaIIopeg56mQuenIhvUeOJTY7j8SMyk+Iwb28K5OhlLIMi7oT4afhUHd0cTF5P5vK0v6ev+aKCgx0Jny7VSzp4mJS7v1LrZKp64IuKyNridmKKtIL3rUKrMKiVg2U/bHDgeAMM4W5SbQoh4Pg3r2JnjWT1vfcQ/vXXqXb6p/o8uUXtH32WeKuu5aI8eMJSkpq8Jwwm8NB1KmmiHFmFbILGe+9B25/R4GJiYQNH9Yg62vuqMBA2jz1pGVaStHWbey97vpapXxk/e9zDi9caIzbIiNJevaZBun7GhnXir4Tp3D67fdx9UtvMuPaW2ifnkNIUe2000aee2G1Pb9vmZjM7IGeydpUIAabDwkJj+Ck/sMYtCOlUuJ8UMeO2C2kH+pLqIUemzvHi8GWv3Ej2l1H7DjIX3MnpFcvWsy90BjPX7uWjLfNxvb1IX/dOjMsYbMROWWK1+YISkqqVfGCo7sYbP6ILSSEtv/8B+1fe5WkZ5+h0ycfk7x2DR0Xv0vCAw/Q4rw5zv7CDfD5VFuiTjc12fLXraNw+45KY7q0lIz//te8fuaZx0XaxPGKPTyctgv/SYBFpCZv1Sr231O9MHPh1q2k3HmneUAp2jy2oFG0GwODHHQZOYYRQ0YyZtNuRm7eTfL+w8Tk5KMslt6hT3869a/eWaCU4qHTT2Bcd1Puo7bIrvUx+b9uxOa2AYK9nL9WQYhFHpsrQV06W/Zf80esKsNCBx0f+WvuxF17rZn7BaQ+/oRX2gRVYNUqKGz4cAJbef4BYkVtkrmlQtR/UXY7oQMHEjF+PI7OnY/2E/YXgnv3wtHVzH/MdKsEzf3hB1Nk1WazFOEVvEtgfDxtF/7T0hOW9dES0p5+2vK60uxs9l5zrWWxS9z11xE+erTX11odMXPmoICIwmI6p2UwbNt+xv+2g/FTz6DnyLEkdOtO30lTOfXG22vlXQ6w23j23P70bxft0XqOv2+3JkbBRlPGIaS3dytEKwju1RMVWHVft+PFuwZUantUQdhxFA51xRYSQsJfzVY+Zbm5HLj/r/VqE3T0XkVFZH1mCjx6o9jAnYhJk8wKWDeCRYNN8BCllGVD+MwPP6zUvzbjHbPYIHzUKALj4xt0fYKT4O7dafPUU0bKB8Dhf/zT8H7qsjL233qbUzbGjfDx44i94ooGW2tVBHfvTsjAAZXGAkvLiF3zC6dc+3+c+8DjjLv4qjq14AoJsvPS3EG0i627hqkYbD4m/1ezYq+hPGy28lyUqogYP6FB5vU2TSF/zZ2woUMtK6xyvv6a7E8/rff9c1assGwN1RAVwfaIiGrvG5iYKO2AhHoRNX0auHn+SlJTjya7lxw6ZKn/FT1big0ak/CTRlg+jAKk/OU+cr47Vpxw6LnnyVm+3DgvqFMnEh95xGfRkxYW/UWzly2j2F1wvg5Ehwax4My6t54Ug82HlKSlmXIHAQENGi6qKiwakJhAcK/jQxcrf+NGQ5fHFhWFo1s3H63IO7S+9VbscS2N8QPzH6QkPb1e986yqA6NmDC+QZJ3ofqwqEMKDoR6EhAbaxkeq+j5mPnBB1BSUvmauDjCR5l9JIWGJfrMM4m96krzQGkp+264gYLNm8n+6isOPfeccYotLIykZ5/F7tbfszGJGD/ebN9WWkp6PXOMY8PrXiUvBpsPybfQw3J07WrZdN1bVFUpGjFu/HGj+t2U8tdcsUdFEW+h6F165Aipjy7w+L6lGRnkLF9hjEdNm25xtncIGz7c0vgEyV8TvIOVJlvOsmWUpKdbtqKKOuMMv8vHay7EXX+9ZTV6WW4uey6/gv233W55XeKCR3F08m1etQoMJPrss4zxjHfepayBRc7dOb6/4Y5zCizCoSG9vSvn4Y6VgC5I/pq/EDlpIhETzH+LzA8+IOd7U3C5OkoOHSLr009JufdeQ1rD3rIlYcOG1mut1aECAog61To/Tgw2wRuEjxqF3U38VhcXc2De/ZZ5UNEWKQdC46CUInH+fMu0lZLUVMoshI9bXn2V34i4x8yeDW7536VHjpBtkRfckIjB5kPyLQoOghuo4KCCgJYtjTy2gPh4QgfULPnhDzTF/DV3Wt9zLzYL2YQDf7mv2lZBxQdTyfz4E1Lum8e2U6bw50kj2XfTzWR/YbYfi5o6tcG9DVWFRcVgE7yBCgwkapr5UJD9v/8ZY6HDhhLUtm1jLEuoAhUURNIzTxPUuXON54aNHkVLq1ZXPiIgLo7IiRON8SOvvd6o6/DYYFNKOZRSjyql9iul8pVSq5RStcpaV0q1UUq9o5TKUEplKaU+VEp5X9bdj9FaW3vYGqjgwJXWd9119MnUFhlJwgN/PW5CBU01f82VwNataHXrLcZ48b59pD39zLH/T0kh86OPSLn3XrZNmszW0aPZf8stZLz9NkU7dhjXu+JNsdyqCE5OJqRv30pjjh49CJAqPcFLRFmERa2w6oIgND72qCjaLlyIvaV1ugRAYPt2tHnsMb9LcYk5zyw+KNiwgfwNGxptDfX5lv4PMBN4EvgTmAssVUqN1Vqb/STKUUqFA18DUcBDQDFwE7BCKdVXa324qmubEsX79lPqlkiuHA5LfSFvE9q/H50/+5TiPXsITEqqdasQf6Cp5q+5Ez1zJllLPiZvdeX3e2TRIkoOHyZ//XrLHnu1IaR/f4J7Nk6BScJDD7Hvhusp/HMrgYmJzqb3x0mupOD/BHfrRnDv3pb9cSuwR0cTfhylfDR1gpLa0PYf/2DXBRcYD98qNJS2zz7rl99JIX37EtyzJwW//15pPP31Nwg5se4Vn57gkcGmlBoMnA3cqrV+vHxsEbARWAAMr+byq4GuwGCt9eryaz8tv/b/gLs8WdPxhpX+WnD37tXqpHkTe0QE9kb60vYmTTl/zRVls5HwwF/ZPuM0dGHhsQNlZWQtWeLxfcNGjCD+/nmNZjQ5OnWk44cfUpqZiT0yElVN6xZB8ISoM06v1mCLOu00bEFBjbgioSZCTuhNm789wd5rrq3UOizxoQcbxWnhCUopYubMIeXuuyuNZy1d6ixosSnKiorQhUXooiJ0cRG6sLDyWGEhuriIssJC0vburfMaPPWwzQRKgX9VDGitC5RSLwIPKaXaaq2revyfCayuMNbKr92slFoGzKaZGGz5v1oYbCc0bP7a8U5zyF9zJahDB1peew1pT/zN43s4kpMJHTyY0EEDCR00iICYGC+usHYom80n8wrNg6ipU0l95NEqe1RGz5rZyCsSakPE2LG0f/01Dj33PJSVEnvppYQNr87X43sip04hdcECSjMzj47p4mJ2X2i2F6yJLNcH8VriqcHWD9iitc5yG69wf/QFDINNKWUDTgResrjnT8BEpVSE1jrbw3UdN/gqf+14pjnkr7kTO3cuWUs/pXDTpppPVgpHj+6EDRpE6KBBhAwYIIaS0OSxR0URMX4cWUtNgemQ/v1x1CLJXfANof360e7fL/h6GbXGFhxM9KyZHP73iz6Z31ODLQGwkvmtGEus4roWgKMW1/5R1cRKqVaAm4od3QE2bNhAjkV5cEOSn5/P7t27+fnnnwkJCanVNbqsjLQ1qyuHuoAjpaUErFrVEMtsEuR+8AE5br8zR7t2ZKw289qaEsVnzebIX+4DN2kObIrA9h0I7NmTwJ49CEpOxhYeTlrF8S1bvLYGT/a5IDQWhd27k/H+B8Z4ZN++HKzDZ6rsc6EmSpOTOVRcBGX1axm4+5hHuPbxeq11nV/ANmCpxXgnQAM3VnFd2/Ljt1kcu7j8WN8a5p5Xfp685CUveclLXvKS1/H8ml5b28tTD1s+Tk+ZO8Eux6u6Dg+vreB5wL2rbzjwI9Af8FR6eCPgSUyyM/AhMAOnIduYc9f3Wplb5q4tss9l7uYwt+xzmbuxrg8CfgbMNjRVoMq9VnVCKfUF0EZr3dNtfBzwJU6L0ShlK89hywNe0lpf7XbsAeAeINKTHDallNZae1z65un1SqlelP+Daa1/a8y563utzC1z1+E62ecyd5OfW/a5zO3Pc3sqXrUe6KaUchdLGeJy3EBrXQb8Cgy0ODwE2F6PgoP7PbzOW9f7am5fvm+Zu3nNXV+O1/ctczevuevL8fq+ZW4/n9tTD9sQnCFIVx02B84nk8Na66HlY+2AUK31ZpdrbwceAQZprdeUjyUDvwGPa63vqPOCfIg3nsgEwd+RfS40B2SfC/6MRzlsWutVSql3gYfLqza3AhcCHYBLXE5dBIwGXF1+zwOXAZ8opR7H2engZuAg8IQn6xEEQRAEQWjK1Kc11QXAA8D5QAywAThVa/1NdRdprbOVUmOAv+PMWbMBy4GbtNZpVV/pt6ThdGsej2sXhNoi+1xoDsg+F/wWj0KigiAIgiAIQuPRtDpmC4IgCIIgNEHEYBOaFEoprZSa5+t1CEJDIvtcaA7IPq+MGGyC36GUmlv+h2ol/yIITQLZ50JzQPa59xCDTRAEQRAEwc8Rg00QBEEQBMHPEYPNAnHh+hdKqeVKqeUW4/9RSu1s/BU1DWSf+xeyzxsG2ef+hexzzxGDTRAEQRAEwc8Rg00QBEEQBMHPEYOtFiilTix3125XShUopQ4opV5SSsW6nTev3PXepfz8DKVUplLqZaVUqK/WLwi1Qfa50ByQfS4cr9SnNVVzYgLQCXgZOAD0Ai4HeimlhmqzXcQ7wA7gTqA/cCmQCtzeaCsWhLoj+1xoDsg+F45LxGCrHc9rrSs1pldK/Qi8CZwEfOt2/jqt9SUu58YClyB/4J6iAWUxbm/shTRxZJ/7FtnnjYPsc98i+9xDJCRaC7TW+RX/rZQKVkq1BH4sH+pvcck/3f7/WyBWKRXZQEts6qQD0Rbj7Rt5HU0a2ec+R/Z5IyD73OfIPvcQMdhqgVKqhVLqKaXUQSAfSMPpIgeIsrhkt9v/p5f/jGmgJTZ1tgHdlVJxFQNKqT7ACN8tqekh+9znyD5vBGSf+xzZ5x4iIdHa8Q4wHHgMWA/k4DR2P8Pa6C2t4j5WbmChZl4Cbgb+p5R6EWgFXAn8BshTrveQfe5bZJ83DrLPfYvscw8RD1sNKKVigHHAI1rr+7TW72utvwC2+3hpTZmKD8JSAK31JuACnE+/fwOmA+cDP/tkdU0Q2ec+QfZ5IyP73CfIPvcS4mGrmYqnK/enqRsbeR3NiYjyn1kVA1rr14HX3c773P1CrbU89XqG7PPGR/Z54yP7vPGRfe4lxGCrAa11llLqG+A2pVQgsA+YCHT07cqaNIOAXGCXrxfSXJB97hNknzcyss99guxzLyEGmzWVXLjAucAzwDXlxz4HTgH2N/7Smi5KqTOBMcAc4N9a6xLfrqjJI/vcB8g+b3Rkn/sA2efeR5kagYJS6nrgKaCL1nqbr9fTXFBK7cDpPn8fuFFrnevjJTVpZJ/7BtnnjYvsc98g+9z7iIfNGnHh+gCttYQlGhfZ5z5A9nmjI/vcB8g+9z5isLkgLlyhOSD7XGgOyD4XmhoSEnVBXLhCc0D2udAckH0uNDXEYBMEQRAEQfBzRDhXEARBEATBzxGDTRAEQRAEwc8Rg00QBEEQBMHPaZYGm1JqkFLqWaXUb0qpXKXUbqXUO0qpbhbn9lBKfaaUylFKHVFKvaqUirM4726l1EdKqYNKKa2UmlfN/OOVUl8rpQ4ppTKUUj8ppc738tsUmjl+sM/PVkr9rJQqUEqlKaVeVEq19PLbFJo53t7nSqnuSqkFSqn1SqlspVSKUuoTpdTAKuZvUz5fhlIqSyn1oVKqU0O9X6H50iyLDpRSi4ERwLvABiAeuBYIB4ZqrTeWn5cErAMygafLj98C7AYGa62LXO6pgQPAL8Ak4H6t9TyLuacDHwArgTcBDcwGRgE3a63/7vU3LDRLfLzPrwKeB5YB7wFJwA3AVmCI1rrA++9YaI54e58rpR4HLgH+C/yEs0n5FUAHYLLW+kuXucNxNi2PAp4AioGbcHZQ6Ku1PtyAb11obmitm90LGA4EuY11BQqA11zGngfygHYuY+NxGlmXu13fofxny/Lj86qY+3Oc/escLmMBOL/IfvH170ZeTeflq30OBAHpwArKHwrLx08tv+Y6X/9u5NV0Xt7e58AAINztfrFAKvCd2/ht5dcPchnrDpQAD/n6dyOvpvVqliFRrfUP2sVrUD72J/Ab0MNl+EzgY631bpfzvgS24PSKuV6/s5bTRwLpWutCl2tLgENAfh3ehiBUiw/3eW8gGnhba33Uha+1/hjIAc6u0xsRhGrw9j7XWq/VWue43e8w8K3b/QBmAqu11qtdzt2M07M8G0HwIs3SYLNCKaWA1jgNJ5RSbYBWwBqL038C+nk41XKgl1LqAaVUF6VUZ6XUvcBAYIGH9xSEWtFI+9xR/tPqASQf6KeUks8eocFooH0eX3G/8nvagBOruWdnpVRE3VYuCFUjH5rHmAO0Ad4u//+E8p8pFuemAC2UUg6LYzXxAPAOcDfwJ85Q6B3AmVrr9zy4nyDUhcbY53/iDBONcB1USiUDcUAIEFPHewpCXfDqPldKjQSGudwPoAXOh5Oq7gmQWIc1C0K1iMGGsyoIeA5nIcAr5cMh5T8LLS4pcDunLhTidMEvBs4BzsP5hPaaUmqoB/cThFrRWPtca30I50PJhUqp/1NKdSr/wnsbZ1J2ne8pCLXF2/tcKdUKeAPYQeUoSEN9RwiCJc2++btSKh74BGfl0EytdWn5oYpwjtVTV7DbOXXhWWAo0F9rXVa+hndw5ls8BQzx4J6CUC0+2OdX4Pyyerz8BfAasA04A2cumyB4FW/vc6VUGPAxzp6kJ7nltjXU344gWNKsPWxKqSjgU5wJ0pO11vtdDle4tBPcrysfO+JaOFDL+YJwlot/UmGsAWiti8vXMbD8HEHwGo29zwG01pla6xlAe2A0zurS88vvmaa1zqjrPQWhOry9z8s/i9/Dmac2Q5fLg7hwBKd3rap7Auy3OCYIHtFsPWxKqWBgCdANGK+1/t31uNZ6n1IqDWcxgDuDgfUeTBuL83dutzgWiNOAtjomCB7ho33uev/dOHWuUEpF45RM+G997ikI7nh7n5cXFCwCxgGztdYr3C/SWpcppX6t4p5DgO1a62wP3o4gWNIsPWxKKTvOfJphwCyt9coqTv0vcKpSqq3LteNwfii868HUqUAGcLqrJ61cfHEasFlrLS50wSv4cJ9XxcM4H1hEHFrwGg20z58BzgKurqEYbDEwyLULQnlxzckW9xSEetFcOx08iVN1fQnO5OhKaK1fKz+vLU5l7Ayc+WXhwK3AXpxCiUdd6MrZWqo9EArcCXwNfFV++FWt9a7y8+4G5pffdxFOj9olOPV9ztNav+7VNys0W3y8z+/Aqce2CqeI6GnAROAerfWDXn2jQrPG2/tcKXUjzoeKlTjFdt15X2udW35uRPk9I3DmahYDN+P8XO+rtU7zzrsUBJptp4PlOGUHLF9u5/YC/gfk4lRvfw1oXcd7jnE791ycX2TpOJW3f8Qp6+Hz3428ms7Ll/scmFq+x7PK77kSp/fD578XeTWtl7f3OfCf6u5HebcPl/OTcHrTMoFsnIZjF1//XuTV9F7N0sMmCIIgCIJwPNEsc9gEQRAEQRCOJ8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwSh2aGU2qmU+o+v1yEIglBbxGATBKHJopQarpSap5SK9vVaBEEQ6oM0fxcEocmilLoFeAzoqLXe6TLuAMq01sW+WpsgCEJdCPD1AgRBEBobrXWhr9cgCIJQFyQkKghCk0QpNQ+ndw1gh1JKl786uOewKaXmlh87SSn1tFIqTSmVoZRaqJQKUkpFK6UWKaXSy18LlFLKbT6bUupGpdRvSqkCpdTB8utjGu9dC4LQVBEPmyAITZX3gG7AOcBNwKHy8bRqrnkGOADcBwwFLgcygOHAbuAuYApwK7ARWORy7UJgLvAy8DTQEbgW6KeUGiHhV0EQ6oMYbIIgNEm01huUUj/jNNg+cMthq+qyg8AU7UzufV4p1QWncbZQa31V+bX/AnYCF1NusCmlTgIuBeZord9wmedr4DNgFvAGgiAIHiIhUUEQhGO8qCtXYq0CFPBixYDWuhRYA3RyOW8WkAl8oZRqWfEC1gI5wNgGX7kgCE0a8bAJgiAcY7fb/2eW/9xjMe6am9YViAJSq7hvq/ovTRCE5owYbIIgCMcorcO4a1zVhtNYm1PF9dXlzQmCINSIGGyCIDRlGktochswHvhea53fSHMKgtCMkBw2QRCaMrnlP6MbeJ53ADtwr/sBpVSAdFoQBKG+iIdNEISmzNrynw8qpd4CioEl3p5Ea71CKbUQuFMp1Rf4vHyurjgLEm4AFnt7XkEQmg9isAmC0GTRWq9WSt0LXAlMxhlV6NhAc12plFoLXAE8BJTglP94Dfi+IeYUBKH5IL1EBUEQBEEQ/BzJYRMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc8RgEwRBEARB8HPEYBMEQRAEQfBzxGATBEEQBEHwc/4fk4M7gTy772sAAAAASUVORK5CYII=\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -147,7 +195,7 @@
     "filtered_artist = filtered_artist.resample(\"1M\").mean()\n",
     "\n",
     "# filtered_playlist[\"energy\"].plot()\n",
-    "filtered_artist.plot()\n",
+    "filtered_artist.plot(lw=3)\n",
     "\n",
     "plt.title(f\"{artist_name} Characteristics Over Time\")\n",
     "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
@@ -255,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -289,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/playlist-classifier.ipynb b/playlist-classifier.ipynb
new file mode 100644
index 0000000..f14f92f
--- /dev/null
+++ b/playlist-classifier.ipynb
@@ -0,0 +1,311 @@
+{
+ "metadata": {
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.6-final"
+  },
+  "orig_nbformat": 2,
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3",
+   "language": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2,
+ "cells": [
+  {
+   "source": [
+    "# Playlist Classifier\n",
+    "\n",
+    "Given a list of playlists, can unknown tracks be correctly classified?"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
+    "# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
+    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
+    "# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
+    "# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
+    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
+    "# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
+    "# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists\n",
+    "\n",
+    "# headers = float_headers + [\"duration_ms\", \"mode\", \"loudness\", \"tempo\"]\n",
+    "headers = float_headers"
+   ]
+  },
+  {
+   "source": [
+    "Pull and process playlist information.\n",
+    "\n",
+    "1. Get live playlist track information from spotify\n",
+    "2. Filter listening history for these tracks\n",
+    "\n",
+    "Filter out tracks without features and drop duplicates before taking only the descriptor parameters"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
+    "\n",
+    "# filter playlists by join with playlist track/artist names\n",
+    "filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
+    "\n",
+    "filtered_playlists = [i[pd.notnull(i[\"uri\"])] for i in filtered_playlists]\n",
+    "# distinct on uri\n",
+    "filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
+    "# select only descriptor float columns\n",
+    "filtered_playlists = [i.loc[:, headers] for i in filtered_playlists]"
+   ]
+  },
+  {
+   "source": [
+    "Construct the dataset with associated labels before splitting into a train and test set."
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset = pd.concat(filtered_playlists)\n",
+    "labels = [np.full(len(plst), idx) for idx, plst in enumerate(filtered_playlists)]\n",
+    "labels = np.concatenate(labels)\n",
+    "\n",
+    "data_train, data_test, labels_train, labels_test = train_test_split(dataset, labels, test_size=0.33, random_state=70)"
+   ]
+  },
+  {
+   "source": [
+    "# SVM\n",
+    "Support Vector Machine"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "73.47% Accurate\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 720x480 with 1 Axes>",
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\n"
+     },
+     "metadata": {}
+    }
+   ],
+   "source": [
+    "### TRAIN ###\n",
+    "clf = svm.SVC()\n",
+    "clf.fit(data_train, labels_train)\n",
+    "\n",
+    "### TEST ###\n",
+    "pred_test_labels = clf.predict(data_test)\n",
+    "\n",
+    "### EVALUATE ###\n",
+    "correct = [i == pred_test_labels[idx] for idx, i in enumerate(labels_test)]\n",
+    "correct = sum(correct) / len(correct)\n",
+    "print(f'{correct*100:.2f}% Accurate')\n",
+    "\n",
+    "plt.pie([correct, 1 - correct], labels=[\"Correct\", \"Incorrect\"], colors=['g', 'r'], startangle=90)\n",
+    "plt.title(\"Classifier Accuracy\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 720x480 with 2 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 335.725437 277.314375\" width=\"335.725437pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T13:23:59.434830</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "plot_confusion_matrix(clf, data_test, labels_test, display_labels=playlist_names, normalize='true')\n",
+    "plt.title('SVM Confusion Matrix')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "source": [
+    "From the above it is clear that the Pop playlists was not effective for classifying similar tracks. This is likely because of the overlap with other genres such as Rap and EDM where much of the confusion occured. Also not helping is that one of the sub-playlists is shared across EDM and Pop, electropop. as EDM is already such a larger playlist it is unsurpising that this performance was poor. Additionally the overlap with Rock is understandable as Pop contains an Indie Pop sub-playlist which could have cause some confusion. Quite surprising was the confusion for Jazz as I wouldn't have thought there would be much overlap here.\n",
+    "\n",
+    "The other major confusion was with Rock and Metal, specifically classing Metal tracks as Rock. This could be expected due to the similarity in tone."
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "source": [
+    "## Other Tests\n",
+    "\n",
+    "Take a handful of other tracks which I don't listen to and aren't in any playlists to see if they can also be classified"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Top Of The World (Five Finger Death Punch) could be ROCK ✓\nAston Martin Music (Rick Ross) could be RAP ✓\nOn The Sunny Side Of The Street (Dizzy Gillespie) could be JAZZ ✓\nVibez (ZAYN) could be EDM ✗\nShot In The Dark (AC/DC) could be ROCK ✓\nTo Hell and Back (Sabaton) could be ROCK ✗\nWithstand The Fall Of Time (Immortal) could be METAL ✓\nAlone Together - Rudy Van Gelder Remaster (Kenny Dorham) could be JAZZ ✓\nFeel No Ways (Drake) could be RAP ✓\nBO$$ (Fifth Harmony) could be EDM ✗\n\n70.00% Accurate\n"
+     ]
+    }
+   ],
+   "source": [
+    "### PREPARE ###\n",
+    "test_uris = [\"spotify:track:53yqxU2EKKzbuQZEUEVtxc\",\n",
+    "             \"spotify:track:5W7xC99N2Zzfh69r7I7zWK\",\n",
+    "             \"spotify:track:38R2EViAkYOFG8ZkG3GLtW\",\n",
+    "             \"spotify:track:6T6D9CIrHkALcHPafDFA6L\",\n",
+    "             \"spotify:track:0sfdiwck2xr4PteGOdyOfz\",\n",
+    "             \"spotify:track:1BrgjqSg9du0lj3TUMLluL\",\n",
+    "             \"spotify:track:5nCnSnLtotQ8eB4E189U91\",\n",
+    "             \"spotify:track:3GOZbK2epuHzCt5YvvVFHO\",\n",
+    "             \"spotify:track:3cjF2OFRmip8spwZYQRKxP\",\n",
+    "             \"spotify:track:1COvXs6jaykXC73h9OSBVM\"]\n",
+    "# inferring what playlists these would go in\n",
+    "test_labels = [\"ROCK\", \"RAP\", \"JAZZ\", \"POP\", \"ROCK\", \"METAL\", \"METAL\", \"JAZZ\", \"RAP\", \"POP\"] \n",
+    "\n",
+    "test_tracks = spotnet.tracks(uris=test_uris)\n",
+    "spotnet.populate_track_audio_features(tracks=test_tracks)\n",
+    "\n",
+    "test_features = [   {j: k for j, k in i.audio_features.to_dict().items() \n",
+    "                    if j in headers} \n",
+    "                for i in test_tracks] # filter down to descriptor columns\n",
+    "\n",
+    "### PREDICT ###\n",
+    "predictable_frame = pd.DataFrame(test_features)\n",
+    "\n",
+    "predicted_labels = clf.predict(predictable_frame)\n",
+    "labels_correct = [i == playlist_names[predicted_labels[idx]] for idx, i in enumerate(test_labels)]\n",
+    "\n",
+    "### EVALUATE ###\n",
+    "for track, label, correct in zip(test_tracks, predicted_labels, labels_correct):\n",
+    "    print(f'{track.name} ({track.artists[0].name}) could be {playlist_names[label]} {\"✓\" if correct else \"✗\"}')\n",
+    "\n",
+    "correct = sum(labels_correct) / len(labels_correct)\n",
+    "print(f'\\n{correct*100:.2f}% Accurate')"
+   ]
+  },
+  {
+   "source": [
+    "# Imports & Setup"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from datetime import datetime\n",
+    "\n",
+    "from google.cloud import bigquery\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "mpl.rcParams['figure.dpi'] = 120\n",
+    "\n",
+    "from analysis.net import get_spotnet, get_playlist, track_frame\n",
+    "from analysis.query import *\n",
+    "from analysis import spotify_descriptor_headers, float_headers, days_since\n",
+    "\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "from sklearn import svm\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import plot_confusion_matrix\n",
+    "\n",
+    "client = bigquery.Client()\n",
+    "spotnet = get_spotnet()\n",
+    "cache = 'query.csv'\n",
+    "first_day = datetime(year=2017, month=11, day=3)"
+   ]
+  },
+  {
+   "source": [
+    "## Read Scrobble Frame"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scrobbles = get_query(cache=cache)"
+   ]
+  },
+  {
+   "source": [
+    "## Write Scrobble Frame"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "source": [
+    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
+   ],
+   "cell_type": "code",
+   "metadata": {},
+   "execution_count": 6,
+   "outputs": []
+  }
+ ]
+}
\ No newline at end of file
diff --git a/playlist.ipynb b/playlist.ipynb
index 8d2e987..45537da 100644
--- a/playlist.ipynb
+++ b/playlist.ipynb
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -81,7 +81,7 @@
       "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>duration_ms</th>\n      <th>mode</th>\n      <th>loudness</th>\n      <th>key</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>acousticness</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>speechiness</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>223128.125193</td>\n      <td>0.631694</td>\n      <td>-6.733293</td>\n      <td>5.352487</td>\n      <td>118.354445</td>\n      <td>4.007455</td>\n      <td>0.179857</td>\n      <td>0.66556</td>\n      <td>0.709464</td>\n      <td>0.008645</td>\n      <td>0.244309</td>\n      <td>0.274996</td>\n      <td>0.480991</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>63610.972469</td>\n      <td>0.482367</td>\n      <td>2.482966</td>\n      <td>3.733147</td>\n      <td>31.002195</td>\n      <td>0.255755</td>\n      <td>0.186482</td>\n      <td>0.15002</td>\n      <td>0.145923</td>\n      <td>0.056757</td>\n      <td>0.172633</td>\n      <td>0.129368</td>\n      <td>0.223523</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>60867.000000</td>\n      <td>0.000000</td>\n      <td>-17.819000</td>\n      <td>0.000000</td>\n      <td>61.113000</td>\n      <td>1.000000</td>\n      <td>0.000017</td>\n      <td>0.26100</td>\n      <td>0.252000</td>\n      <td>0.000000</td>\n      <td>0.033300</td>\n      <td>0.032300</td>\n      <td>0.027200</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>182741.000000</td>\n      <td>0.000000</td>\n      <td>-8.320000</td>\n      <td>1.000000</td>\n      <td>91.923000</td>\n      <td>4.000000</td>\n      <td>0.035000</td>\n      <td>0.55200</td>\n      <td>0.598000</td>\n      <td>0.000000</td>\n      <td>0.113000</td>\n      <td>0.181000</td>\n      <td>0.314000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>211200.000000</td>\n      <td>1.000000</td>\n      <td>-6.518000</td>\n      <td>6.000000</td>\n      <td>116.696000</td>\n      <td>4.000000</td>\n      <td>0.120000</td>\n      <td>0.67400</td>\n      <td>0.720000</td>\n      <td>0.000000</td>\n      <td>0.181000</td>\n      <td>0.282000</td>\n      <td>0.483000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>258827.000000</td>\n      <td>1.000000</td>\n      <td>-5.062000</td>\n      <td>8.000000</td>\n      <td>140.032000</td>\n      <td>4.000000</td>\n      <td>0.254000</td>\n      <td>0.77500</td>\n      <td>0.821000</td>\n      <td>0.000051</td>\n      <td>0.333000</td>\n      <td>0.361000</td>\n      <td>0.642000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>774920.000000</td>\n      <td>1.000000</td>\n      <td>-0.140000</td>\n      <td>11.000000</td>\n      <td>207.982000</td>\n      <td>5.000000</td>\n      <td>0.864000</td>\n      <td>0.97500</td>\n      <td>0.993000</td>\n      <td>0.847000</td>\n      <td>0.979000</td>\n      <td>0.827000</td>\n      <td>0.962000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 3
+     "execution_count": 4
     }
    ],
    "source": [
@@ -109,14 +109,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
@@ -148,15 +148,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 720x480 with 1 Axes>",
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m2N5I94XFTh7TQ8jPeSRwxLrPY8jzrRcy5U0yMr2RbRBMEfORv583SrzXYyLyPHsFGGP9HM8hI4KvQ36/I5GpfK5GrvXjV1wo2mWQN0a9ro0X8ilVAyY50XeVte8d1vdjOZ/vytHrZ2vfnk703e3EGtaik6fPps8Oa58h1r87nZh3lLXvLyXaNHTy9F3AZ+2D1JqsARKQSaTTkWb1N7DJK4dOjrES24o++7E27c2RwRYJQLZ17vHINCoaNjkVOZ9jLLKMdQ9GCm6ZSM3bKmQkr+4arGPqAZ8hb3QFSAFjK/CcTT9vZGLiGKT5UG+NkcgEyceQSa4zkAEK3yJLjDl9POjn6etkXcMeZOBLLjIP4jdAS505BiCFv6wS526kddsMR+cn0i/vf8iAjgKkYLAOeKhEnxHIxM3HrPNnIPMhvg6EVOKc649MCh2DFGCLzrcZ2OThczD+mPV4kgG3Mvq5IYWfTdZ95CPrD/+NTABdo6zvoJK/p6J51pbRZy2O8/TZ7R8Hv5MS23X3V5HjVy/1sn0JTbsa/FsVCoVCoVAoFGWhfPoUCoVCoVAorgGU0KdQKBQKhUJxDaCEPoVCoVAoFIprgEoLfUIIH2st0j+EECnWBLRjKzA+QAjxhRAiUQiRLYRYI4RoX9n1KBQKhUKhUCgccyGavmDgJWSY+J6KDLTmJ1uBjGL8BHgaCAXWCiEaX8CaFAqFQqFQKBQ6XEievjigtqZp8UKIDsg6nM4yDLgRGK5p2lIAa16uo8DLSGFQoVAoFAqFQlFFVFrTp2lavqZplS1iPQyZN+rHEvMlIrOy33aB5aEUCoVCoVAoFDZUV0WOdsgkthab9m3I7O5NkCWu7BBChAIhNs0+1jH7kYlIFQqFQqFQKC5X3JAVctZpDirsXAyqS+irDfyr0x5n/VsHB0If8Cgw/WIsSqFQKBQKheISchuystElobqEPk9k6Rhb8kpsd8RnyFI/JWkGLJ07dy7NmzevguU5R25uLvv27aNVq1Z4epa1ZIXi8kKdu4orFXXuKq5USp67p06dYty4cQBnLuUaqkvoywX0/PY8SmzXRdO0BGStz2KEEAA0b96cTp06VdESyycjI4P09HTat2+Pn5/fJduvQnGhqHNXcaWizl3FlUrJc7fEA8sldUmrruTMcUgTry1FbbGXcC0KhUKhUCgUVz3VJfTtBtpb8/WVpBOQg0zdolAoFAqFQqGoIi66eVcIURvwB05ommayNi9Fpm250/o/QohgYDiwXNM0PX+/SpGRkUFqaipms7mqpizGZDIRFBREXFwcSUlJVT6/4tLj4uJCYGCgMhspFAqF4qrjgoQ+IcREIAAZbQswRAgRbv3/Y2sY8hvAfUB9IMq6bSmwBfhGCNEcSEJG5bpQhZG5BQUFxMbGomkabm5uxb5/VYWrqyshISG4ulaXa6SiKtE0jZycHPLy8vDw8MDNza26l6RQKBQKRZVxodLKVCCixPs7rS+ABYBu7hlN08xCiFuAd4BJyGjd7cBYTdOOXOCaiklMTETTNOrVq4e3t3dVTVuM2WwmMzMTX19fXFxcqnx+xaUnOzub6OhoEhMTCQsLq+7lKBQKhUJRZVyQ0KdpWqQTfcYCY3XaU4Hx1tdFoaCgAFdX14si8CmuTry9vXF1daWgQOX4VigUCsXVRXUFclwSNE1TGjhFhTEYDGiaVt3LUCgUCoWiSrmqhT6FojJUte+nQqFQKBSXA0roU5Ri/fr1tGnTprqXoVAoFAqFoopRQt81TmRkJBs2bCh+3717d/bs2VONK1IoFAqFQnExUEKfQqFQKBQKxTWAEvqqkZkzZxIREYGfnx9dunRh7969gEw1M2rUKEJDQwkODuaZZ54BwGKxMH36dOrWrUvt2rWZNGkS+fkyj/W8efPo27dv8dxRUVHF+QMtFguTJk0iODiYgIAAbrjhBpKSkhg/fjzR0dH0798fHx8fFi5cyNq1a2nUqFHxPKdOnWLQoEHUqFGD2rVrM2vWLADGjh3LpEmT6NOnD76+vvTv35+UlJTicevWreP6668nICCAnj17cuLECUAWnB45ciRBQUEEBQXRvXv3MtsVCoVCoVBUDddMVuHIZ1Zc8n1GvTmozO3NmjVjx44dBAQE8Oqrr3Lvvfeye/du7rnnHurVq8eJEydwdXVl9+7dAHz99dcsXbqUzZs34+npya233sobb7zBjBkzytzPqlWr2LRpEydPnsTb25s9e/bg4eHBV199xerVq1mwYAHdunUDYO3atcXjCgsLGTRoECNGjGDZsmUUFBRw7Nix4u1Llixh1apVNGnShEGDBvHRRx/x8ssvc+bMGYYNG8aPP/7IjTfeyGeffcbdd9/N9u3bmT9/PtnZ2Zw9exaj0cjmzZsBHLYrFAqFQqGoGpSmrxq58847CQkJwWg08txzz7F3715Onz7N2rVr+eijj/D19cXT05MuXboAsHjxYqZOnUp4eDg1atTgpZdeYtGiReXux2g0kpmZyeHDhzEYDLRv3x4fH59yx23dupXMzExeeuklPDw88PPz4/rrry/ePnz4cFq3bo2HhwdDhw4t9gVcuHAhd9xxB927d8fFxYXHH3+cqKgooqKiMBqNJCcnc/LkSVxdXYs1eo7aFQqFQqFQVA1K6KtGvvzyS1q0aIG/vz+1atVC0zSioqIIDQ3VTSgdGxtLvXr1it9HREQQGxtb7n769OnDI488wkMPPUTt2rWZOnUqJpOp3HExMTFERERgMOifJjVr1iz+38vLi6ysLACio6P59ttvCQgIKH4VafHGjBlDnz59uOOOO4iIiOCNN94AcNiuUCgUCoWialBCXzURFRXF5MmTmT9/PqmpqcTFxSGEwGg0kpiYSE5Ojt2YOnXqEB0dXfw+OjqaOnVk2WNvb29yc3OLt507d67U2CeeeILdu3ezfft2/vzzTxYuXAiUnZOubt26nD59usKJisPCwnjwwQdJS0srfuXk5NC1a1fc3Nx45ZVXOHr0KH/++ScfffQRa9euddiuUCgUCoWialBCXzWRlZWFwWAgJCSEwsJCpk+fDkjBrkePHjzxxBNkZWWRm5vLli1bALjrrrt47733OHv2LCkpKbz66qvcfffdALRu3Zpdu3Zx5MgRMjMzefPNN4v3tWPHDrZv305hYSG+vr4YjcbiSiWhoaFERUXprrFjx474+vry6quvkpeXR0ZGBv/991+5xzZq1Ch++OEH1q9fj8ViITMzk6VLlwKwZs0aDhw4gMViwc/PD1dXV1xcXBy2KxQKhUKhqBqumUCO8oIqKoPZbCYzMxNfX98KCygtW7bk4YcfpnXr1nh7e/Piiy/i5uYGSJ+4iRMnEhkZiRCCBx98kM6dO/PAAw9w5swZOnbsiNlsZtiwYTz77LMANG3alGnTptGlSxcCAgJ4+umnWb58OQDp6elMnjyZU6dO4e3tzYgRIxg1ahQA06ZNY9KkSUycOJHPPvusWHMI4Orqym+//cajjz5K7dq18fDw4Pnnny/l16dH/fr1Wbx4MU899RSHDx/G29ub3r17M2zYMOLi4njooYeIi4vD39+fRx55hO7du/Pdd9/ptisUCoVCoagaxNVQY1QI0QLYv2XLFjp16lTcfvLkSQAaNGhwUfZ7IUKf4vLlYp83lwMZGRmsWbOGXr164efnV93LUSicRp27iiuVkufuoUOH6Ny5M0BLTdMOXKo1KPOuQqFQKBQKxTWAEvoUCoVCoVAorgGU0KdQKBQKhUJxDaCEPoVCoVAoFIprACX0KRQKhUKhUFwDKKFPoVAoFAqF4hpACX0KhUKhUCgU1wBK6FMoFAqFQqG4BlBC32VCz549WbBgQXUvoxQzZsxg/PjxDrf7+PgQGxsLwNixY3nttdcAWL9+PW3atLkka1QoFAqFQuEcSuhTVJqsrKxSZduK6N69O3v27Cl+HxkZyYYNGy7l0hQKhUKhUNighD6FQqFQKBSKawAl9FUT27dvp3Xr1vj5+fHII49gsVgA2Lp1KzfccAN+fn5ERETw8ccfF4+ZMWMG99xzD8OHD8fX15dOnTpx6tSp4u27d++mR48eBAQEUK9ePX744QcAcnNzmThxInXq1CE8PJw333yzeExZ+wPIzs7m9ttvx9fXl5tuuomoqKjibUIIYmJi7I5t7dq1NGrUCIDx48cTHR1N//798fHxYeHChTRt2pS1a9cW9z916hQBAQHk5eVV/gNVKBQKhUJRJq7VvYBLxgz/Kp/SBQgoc5/pus0FBQXceeedPPfcc4wfP57Zs2fz1Vdf8dBDD2E0GpkzZw5t27Zl586d9OnTh27dutGuXTsAfvrpJ1asWMGiRYsYN24cM2bMYP78+aSnp9O/f39mzpzJ6tWrSUtL49y5cwBMnTqV1NRUjh49SkZGBv369aNly5YMHjy43P0tW7aMH3/8kSVLlvDCCy9w77338u+//zr9GX311VesXr2aBQsW0K1bNwBOnDjBokWL6NmzJwCLFi3i9ttvx8PDw+l5FQqFQqFQVAyl6asGNm/ejKurKxMmTMBoNDJx4kRq164NQPv27Wnfvj0Gg4EOHTpwyy23sHHjxuKxffr0oVevXri6unL33XcX+8799ttvNG7cmPHjx2M0GgkJCaFly5ZomsY333zDu+++i4+PD3Xq1GHChAksXbrUqf3deOONDB48GDc3N2bMmMGWLVuKgzcqy+jRo1m2bBkmkwmQQt+oUaMuaE6FQqFQKBRlc+1o+i4j4uLiCA8PL34vhCh+f+DAASZPnszu3bspKCggLy+PZs2aFfetWbNm8f9eXl5kZWUBEBMTQ/369e32lZiYSG5uLs2bNy9us1gsdO3a1an91a1bt9T+atSoQVxcnG4Ah7M0aNCAJk2asGrVKiIiIkhMTKRPnz6Vnk+hUCgUCkX5KKGvGqhdu7adL1zR+4kTJ9K9e3d+/fVXPD09GTlyJJqmlTtn3bp1Wb58uV17cHAw7u7unDx5kqCgILvt5e3vzJkzxf/n5uaSnJxcrJV0FiGEXdvo0aNZtGgRERER3HXXXbi4uFRoToVCoVAoFBVDmXergS5dumAymfjiiy8wmUx8+umnxMXFAZCZmUlAQAAeHh6sX7+eFStWODXnoEGDOHr0KN988w0mk4nExET279+PwWDgvvvuY8qUKaSlpWGxWDh06BDbtm1zan+bNm3i999/p6CggJdffpmOHTtWWMsXGhpaKgAE4K677uL3339n4cKFyrSrUCgUCsUl4NrR9DkIqrgQzGYzmZmZ+Pr6VkhT5ebmxrJlyxg/fjxTp05l5MiR3HjjjQC89dZbPPTQQ0yfPp3+/ftz6623OjWnv78/f/zxB5MmTWLy5MkEBATw/vvv07JlSz744AOee+45WrVqRWZmJo0bNy5OpFze/oYOHcoXX3zBiBEjaNu2Ld9++63Tx1nEtGnTmDRpEhMnTuSzzz5j1KhR1KhRg27dunHw4EE6depU4TkVCoVCoVBUDOGM6fByRwjRAti/ZcuWUgLEyZMnAelDdjGorNCnkEycOJHAwEBeffXV6l5KKS72eXM5kJGRwZo1a+jVqxd+fn7VvRyFwmnUuau4Uil57h46dIjOnTsDtNQ07cClWsO1o+lTXFbEx8ezZMkStmzZUt1LUSgUCoXimkD59CkuOZ988gmNGjViwoQJV7U2TaFQKBSKywml6VNcciZOnMjEiROrexkKhUKhUFxTKE2fQqFQKBQKxTWAEvoUCoVCoVAorgGU0KdQKBQKhUJxDaCEPoVCoVAoFIprACX0KRQKhUKhUFwDKKFPoVAoFAqF4hpACX0KhUKhUCgU1wBK6LtKKSwsrO4lKBQKhUKhuIy4ZpIzt5rf6pLvc999+xxui46OZsKECWzZsoXQ0FA++OADBgwYQGRkJI8//jhfffUVcXFxjB49mk8++aR43KeffsqHH35IamoqgwYN4rPPPsPb25t58+Yxf/58mjRpwuLFi3n33Xfp2bMn9957L/v376d///64urrSqlUrpk6dSq1atdi1axf169cHYM2aNTz88MMcPXr0on8uCoVCoVAoLj1K01cNWCwWhgwZws0338y5c+eYO3cuY8aM4dy5cwD8/PPPrF+/nv3797NkyRLWrFkDwA8//MDs2bNZvXo1Z86cwWQyMX369OJ5169fT5cuXUhNTWX06NGMHDmS/v37k5KSwtixY/npp58A8PDw4M4772Tx4sXFYxctWsSoUaMu4aegUCgUCoXiUqKEvmpg27Zt5ObmMmnSJFxdXenSpQs9evRg5cqVAEyePJng4GDCw8Pp2bMne/bsAeDrr7/m2WefJSIiAk9PT5577jmWLl1aPG/Dhg0ZO3YsBoOBc+fOceDAAZ577jmMRiNDhgyhU6dOxX1Hjx7NokWLADCZTCxbtkwJfQqFQqFQXMVcM+bdy4no6GhOnTpFQEBAcVthYSHXX389ADVr1ixu9/LyIisrq3jcww8/zKOPPlq83WQyFf8fHh5e/H98fDwhISG4u7vrbu/ZsyepqakcOHCAU6dOUb9+fZo0aVJ1B6lQKBQKheKyQmn6qoGwsDCuu+460tLSil9ZWVk8++yz5Y6bP39+qXHZ2dnF24UQxf/XqlWLxMRECgoKittiYmKK/zcYDIwcOZJFixaxaNEi7rnnnio8QoVCoVAoFJcb14ymr6ygispiNpvJzMzE19cXFxcXp8d16tQJi8XC559/zgMPPADA1q1biYiIKHPcuHHjmDlzJm3atKFhw4bExcWxZ88eBgwYYNc3MjKS6667jjfffJNnn32WVatWsXXrVm6++ebiPqNHj+bWW28lNTWVd9991+n1KxQKhUKhuPJQmr5qwNXVlRUrVvDnn38SFhZGnTp1eP3117FYLGWOGzlyJA888ACDBg3Cz8+PHj16cPDgQYf9Fy1axIoVKwgKCmLu3LkMHjy4lLm3devW+Pn50aFDB2rXrl1lx6dQKBQKheLy45rR9F1uRERE8PPPP9u1R0VFlXo/b968Uu8nTJjAhAkT7MaNHTuWsWPHlmpr2rQpW7duLX7fpUsXwsLCSvWpV68ed9xxR4XWrlAoFAqF4spDafquYrZu3Up0dDRms5mFCxeyd+9e+vXrV7z94MGDbNq0iREjRlTjKhUKhUKhUFwKlKbvKiYmJoY777yTtLQ06tevzw8//EBISAgATz/9NLNnz+bdd9/F19e3mleqUCgUCoXiYqOEvquYoUOHMnToUN1tb7/9Nm+//fYlXpFCoVAoFIrqQpl3FQqFQqFQKK4BlNCnUCgUCoVCcQ2ghD6FQqFQKBSKawAl9CkUCoVCoVBcA1Ra6BNCuAsh3hJCxAohcoUQW4UQ/cofCUKIvkKINUKIJCFEmhBimxBiTGXXolAoFAqFQqEomwvR9M0DngQWAv8HmIHfhRDdyhokhLgVWAW4ATOA54Fc4H9CiCcuYD1XFC1atGDz5s3VvYzLjp49e7JgwYLqXoZCoVAoFFcdlUrZIoToCNwNPKVp2rvWtv8B+4G3gRvLGD4RiAN6a5qWbx07BzgMjAU+qMyarjQOHDhQ6bFRUVE0atSIwsLCKlzRxWHGjBnExMTw1VdfVfdSFAqFQqG4pqmspm8YUrP3RVGDpml5wNdAFyFE3TLG+gGpRQKfdWwhkITU+FWazILMCxl+1aBpWrl1fBUKhUKhUFxbVFboawcc1TQtw6Z9m/Vv2zLGrgVaCCFeFUI0EkI0FEK8CHRAagkrzSf7P3G47VCz66r8dbRFS+I6d+Foi5a628siMjKSDRs2MHbsWCZNmkSfPn3w9fWlf//+pKSkAJCYmMjAgQMJCAggODiYkSNHAtC/f3/MZjM+Pj74+PgQHR3N2LFjmThxIr1798bLy4sTJ04U76OIsWPH8tprrwFSAzdq1CiGDh2Kj48PXbt2JT4+nkceeQR/f3/at2/PyZMni8fu27ePm266icDAQK6//np27NhRvE0Iweeff079+vUJDg7mjTfeAGDt2rXMnDmT+fPn4+Pjw8CBAwGYOXMmERER+Pn50aVLF/bu3av7Gc2YMYN77rmH4cOH4+vrS6dOnTh16lS5a7JYLEyaNIng4GACAgK44YYbSEpKctiuUCgUCsW1QGUrctRGmmhtKWqrU8bYV4H6SF++F6xtOcBQTdN+KW/HQohQIMSmuSHAgdQDHIw9SLhPOAAmkwlXV1fMZnN5014Uytuv2WxG0zSWLFnCypUradKkCUOGDOGDDz5gxowZvPPOO0RGRvLzzz9jNpv577//MJvNrFy5kqZNm5Kenl48l6ZpLF68mN9//502bdqgaVrxPorWUaQBNJvNWCwWfvnlF1asWMGCBQu49dZb6dKlC2+88QYfffQREyZMYMaMGXzzzTdkZWUxYMAAPvzwQ2677TZ+++037rzzTg4dOoSHhwcAf//9N7t37yYqKopOnToxdOhQunfvzjPPPMPZs2f54osvitfTpEkTtm7dSkBAAK+99hr33nsv//33n+4af/rpJ3799VcWLFjA+PHjmT59erlrWrt2LZs2beLYsWN4e3uzZ88ejEYjK1eu1G23/Z40TaOwsJCMDNtnmquH7OzsUn8ViisFde4qrlRKnru5uRdk2Kw0lRX6PIF8nfa8EtsdkQ8cBZYCPwIuwEPAAiFEP03TtpSz70eB6Y42fvrvp/T37A9AUFAQISEhZGZWj9m3rP1aLBZycnIwmUzceuut1K9fH5PJxC233MKaNWvIzMxE0zTOnDnD4cOHiYiIoFWrVmRmZhafOCXnN5lMDB48mCZNmhSfTEX7KOpnMpkoKCggMzOTgoICbrrpJtq2bUt+fj4DBgxg7ty5DBgwgNzcXAYOHMgrr7xCZmYmy5Yto2nTpvTr14+cnBx69+5NjRo1WLNmDd26ybidiRMnomkaERERtGjRgu3btxMaGkpBQQEmk6nUWvv27QtAXl4eEydOZObMmcTFxeHj44PZbCY3N7fUGjt06EBubi5Dhgzh1VdfLXdNZrOZ9PR0du7cSfv27WncuHGxIKfXbvs9mUwmEhMTOXz4cBWcBZc327ZtK7+TQnEZos5dxZXKtm3biI6OrpZ9V1boywXcddo9Smx3xCdAZ6C9pmkWACHEEuAA8BHQqZx9fwb8YNPWEPgFYD/7ebXHq7gaXImLi8PV1RVfX19dteTFxtfX1+E2g8GAl5cXRqOR8PDw4r5BQUHk5eXh6+vLc889x/Tp0xkyZAheXl5MmTKFcePG4e3tbTe/0Wikfv36pdqK9lHUZjQacXNzw9fXFzc3N+rUqVO8LTAwkFq1apVaR25uLr6+viQmJrJx40YiIyOL5zaZTKSlpRX3L7nvIuGtaD9Go7HUur766itmzZpFTEwMQgg0TaOgoABfX19cXFzw9PQsHhsWFlY8tkaNGk6taeTIkRw/fpwpU6YQHx/PqFGjmDlzJoMHD9ZtNxqNpb6b5ORkQkNDadOmjRPf8pVJdnY227Zto2PHjsXnk0JxJaDOXcWVSslz19/fv1rWUFmhLw4I02mvbf0bqzdICOEGPAC8XSTwAWiaZhJCrAQmCiHcNE0rcLRjTdMSgASbeYv/T8lPYWf6TvpG9C3213JxcXHqoKqa8vbr4uKCEAKDwVDc12AwIITAxcWFwMBAZs2axaxZs9iyZQu9e/emT58+uLq62s1fNKZkm7e3NwUFBcVtCQkJNG7cGBcXl1L7sd1vybldXFyoW7cuN998M7/++muZx1I0puQxFR1j0baoqCiefPJJ1q1bR/v27cnPz8fb27u4f8mxF7KmKVOmMGXKFM6cOcMtt9xC69atGTt2rMP2kgghMBqN+Pn5lfn9XQ14e3tfE8epuPpQ567iSsXb2xtPz7IMohePygp9u4FeQgg/m2COTiW261HDuk89aciIDCy5YAlt6dGl9I3oW6rtusOHLnRaO8xmM5mZmcUaqqpmxYoVXHfdddSvXx9/f/9iASg4OBiLxUJMTAzh4eEOx7dp04YlS5bQu3dv1qxZw9q1a+natWuF1zF48GCeeeYZfv75ZwYPHozJZGLdunV06dKl3KeV0NBQNmzYgKZpCCHIysrCYDAQEhJCYWEh06c7tNRXek3Hjh1D0zTatWuHr68vRqMRFxcXduzYoduuUCgUCsW1QGWjd5dy3hcPkBU6gPuBrZqmnbG21RNCNCsxLgFIA+6wav2KxvoAQ4DDmqZdsHfjpthNnM06e6HTVDtHjx6lV69e+Pr6MmjQID788EMiIiLw9vbmmWeeoW3btgQEBDj0DXj55ZfZtWsXAQEBfP3119x2222VWoe/vz8rVqzg448/JjQ0lMjIyOLAjPIYNmwYWVlZBAYGMnjwYFq2bMnDDz9M69atiYyMpH79+ri5uZU/UQXWlJ6ezrhx4wgICKBp06Z07dqVUaNGOWxXKBQKheJaQBRFeVZ4oPTDuwOZTPk4cB/QEeijadq/1j5rgR6apokS454HXgN2Af9DCo8PANcBozVNW1iJtbQA9jd6vREeYdKt8KHWDzHIfxAADRo0qNQxlsfF1vQpqoeiVDUX67y5HMjIyGDNmjX06tVLmcgUVxTq3FVcqZQ8dw8dOkTnzp0BWmqaVvlqDRXkQsqw3Qt8CIwBZiHNs4OLBD5HaJr2OnAPYEJG4b4KZADDKiPwOeLnYz9j0VSCYoVCoVAoFAqovE9fUQWOp6wvR316Omj/Dviusvt2hoTcBJJykwj1Cr2Yu1EoFAqFQqG4IrgQTd9lT0xmTHUvQaFQKBQKheKy4KoW+pJyk5SJV6FQKBQKhYKrTOir4V6j1HsNjQKzw5R/CoVCoVAoFNcMV5XQ1yOsh12byWKishHKCoVCoVAoFFcLV5XQ17N2Twyi9CFZNAtZpqxqWpFCoVAoFBeOpmn8euJXJqyewEsbXyIuqzqKiyqudCodvXs5EuQRRPew7qyLWVeqPTUvFV83x3VwFQqF4krnl+O/8GfUn4T7hjOu5Thqedeq7iUpqpCVp1by/Ibni9/vTdzLD7f+gNFgLGOUQlGaq0rTBzC08VC7tsyCTExmUzWsxjGRkZFs2LCBmTNnMnHixOpejkKhuIL55fgvvLDxBdafXc+iw4uY+PdE8s351b0sRRUy78C8Uu9PpJ9gc+zm6lmM4orlqhP6uod3J9TTPjdfWn7apV+MEzz33HN88skn1b0MhUJxhWIym5i1c1aptiOpR/gz6s9qWpGiqonPjudQin39+I1nN1bDahRXMled0OdqcOX2xrfbtafkpagnX4VCcdXx+6nfSchNsGtffHhxNaxGcTFYd2adbvum2E2XeCWKK52ryqeviDsb38mXe78s1bb6ubPA2Uu6jsdm9y63z4wZM4iJieGrr76ib9++jBkzhvvuuw+AnJwcatasycGDB6lbty5Lly5l+vTpxMXF0a1bN7766itCQ0NZu3Yt48eP59577+XDDz/Ez8+POXPmcPPNNwOQkpLCxIkTWb16NT4+PkyfPr14H3PnzuXll18mJSWFOnXqMGfOHHr27OmwXaFQXD5ommZn9itiX9I+9iftp2Vwy0u7KEWVsyZmjW57VEYUMZkxhPuGX+IVKa5UrjpNH0CYTxg3ht1Y3cuoMHfddRdLliwpfv/bb7/RunVr6taty7Zt25g8eTKLFy/m3LlzNGvWjEcffbS4b1RUFO7u7iQkJPDcc8/x0EMPFW8bM2YMderU4cyZM/z+++88++yz7N27l+zsbCZPnszq1avJzMxk1apVREREOGxXKBSXFxtjN3I87bjD7YsOL7qEq1FcDHJMOWyL2+Zwu9L2VYwcUw5nMs9cdn7+l4qrUugDePqGp3ERLtW9jApx5513sm7dOlJTUwFYsmQJd911FyA1co8++iitWrXCaDTy4osv8ssvv1BYWAiAt7c3Tz31FK6urowePZro6GjS0tKIj49n7dq1vPHGG7i7u9OsWTNGjRrFjz/+CIAQggMHDpCfn09ERAT169cvs90ZLJqFHFMOeYV5VfnxKBTVSlZBFvuT9l9WCd8dafmK+OPUH6TmpV6axSguCptiN2GyOBZQlF+f82yO3czAHwdyy4+3cOvPt3I81fED09XKVSv0NfBvQMdaHe3y9l3O1KhRg5tuuomffvqJrKws/vjjD4YPHw5AdHQ0r7/+OgEBAfgH+BMWHoarqyvRZ6MBCAkJwWCQx+rl5QVAVlYW0dHR5OXlERISQkBAAAEBAcyZM4f4+Hi8vb1ZtGgRs2bNombNmgwfPpzY2FiH7eWhaRqpeakcSz3GqfRTnEg7wdnMS2tSVyguBv9E/8NN39/EyBUj6be0H0dTj17QfAXmAt7b8R6jfx/NjE0zSM5NrvAcB5MPsjVua9n7sRTw47EfK7tMxWXAmjP6pt0itsZvLVMoVEhMFhMvbnyRlLwUAGKyYnh1y6vVvKpLz5UjEVUCP3c/fIw+V1SOviIT7/Lly+nQoQO1a9cGICwsjJdmvMT2U9vZdHwTm09sZseZHeR555GUm+RwvrCwMHx8fEhNTSUtLY20tDQyMzOZPXs2ALfccgv//PMPMTExuLu789xzz5XZ7oisgixOpJ8gNiuWQkthcXtafhpZBSo5tuLKJT47nmfWP1N8Y03JS2HK2imVvtFqmsaUdVOYd2AeexL3sOzYMu5deW+Zv2M95h+Y71S/JUeWYLaYK7NURTVjtphZH7O+zD7Zpmz2JOy5RCu6ctkev51zOedKte1M2MnpjNPVtKLq4aoM5CiJEIK6vnW56wMvzmWfc9gvxCuEEM8QhBC62y2ahZS8FNLy0zBgIMQrBC8XLzIzM/H19cXFpWpMybfffjuPPfYYOTk5jBw5srh92KhhjL9/PI1uaESzls1IT03nvy3/0XtgbzILMimwFBCfHU+wZzCuhvNfa1hYGF26dOGFF17g+eefx83Njb179+Lh4UGNGjXYvn07ffr0wd3dHS8vL8xmM+fOnWP79u1079mddFM6ZlczhZZCEnMS8XD1wMPFA1eDK0II8gvzOZdzjsyCTIfHlFmQiY+bT5V8PgrFpWbWzlnkFuaWaovKiGLx4cWMaT6mwvMtObKEtWfWlmqLzozmwVUPMm/APPzd/cudIy4rTjclywMtH2Du/rlonC89GZsdy/qz6+lZt2eF16qoXvYm7SU1v3zz/MbYjXSo1eESrOjKZfXp1brtf5z6g4fbPHyJV1N9XNWaviKEEAR7BhPpH1lKICpJYk4isdmxunV68wvziUqP4lz2OfIL88ktzOVM5hm7G0FV4O/vT9++fdm0aRNDhw7Folk4m3WW8FbhTJkxhecmPken+p0Y3mc4u7btOj9Qg+TcZI6lHit+mrFoFgAWLlxITEwMDRo0IDQ0lMmTJ5Obm4vFYuHtt9+mZs2ahIaGcvbsWV577TXyTHm89sZrhNUOo1X9Vpw9e5ZHnn6EhJwEojOiOZp6lCOpR4pNuGUJfMBVUQZP0zRis2LZeW4n8dnx1b0cxSViX+I+lp9crrvt8z2fV9hf7kTaCd7Z8Y7utuNpx3l09aNkm7LLnefbQ99i1kpr74I8gpjQdgLdw7vb9VcBHVcmeqZddxd3uzbl11c2ZouZv6P/1t228tRK3fv+1cpVr+kribfRmwb+DYjJiiHHlGO3PS0vDbPFTLhvOAZhQNM0UvJSOJdzzu6k0DSNhNwEArXASq0lKioKgG7dutlt+/nnnwHIN+dzMv0k+YUyv2C/wf3oN7ifXf+OXTuycvtKQAp6STlJ7E/cTyaZHE09irvRnTc/e5P3De/j7uKO0cWI0WDEIAz8+++/xfMUmAtIzE0kKy+Lr3/5usz1my1mciz2n6EeBeYCCswFuLm4OdW/utE0jfT8dJYcWcLR1KMcSz3G0dSjxcKrq8GVZzs+y4imI6p5pYry0DTNofbembFvbX/L4fbMgkw+2/0Zz3d+3mGfkhSYC5j277Qy84XuTdrL//3zf3za91PdmztARkEGy44us2sf1WwU7i7u3N30bv6N+bfUtk2xm4hKjyLSP7JU+9a4rXy+53PS8tK4pcEt3N/ifowuqqzX5YKtRhjg/pb3M3vP7FJth1IOkZSbRLBn8KVZ2BXG7sTdxb58tpxIP8GxtGM0CWxyydZzIv0EH+758JLtryTXlNAHYHQxEuEXQVx2HGl5aXbbMwsyicqIorZ3bc5lnyvzqTu3MBdPgyd++Dnsk1+Yz9mss+Sb8/Fx86GmV02nhJ/0/HRis2KLtXW2uLm4UWgpdLi9CJPZ5DA03Wgw4ubihpuLGxbNQkZ+RimzUFWSbcq+7IU+TdOKTdVb47fy2ZnPdPsVWgp5c9ub9KrbixCvkPIntgrtuOrfxBVVS2peKt8f+Z5fT/xKcm4yA+sP5PlOz1dYmFl5aiV7Esv2lfrh6A/c1fQuGgU2Kne+WTtncST1SLn9tsZvZeq6qbzf833duqo/HPmBnMLSD1yerp7c1VRG+ncN60pd37qcyTxTqs/3R75nWsdpgHxom713NnP2zCn+zX+862PWRK/h7R5vU9e3brnrVFxcTmec5lT6Kbv2u5rexV9Rf3Ei/USp9s2xmxnScMhFX1deYR7zDszjZNpJuoV3Y1D9QbgYLu9MGY5Mu0X8ceqPSyL0RWdGsyR7Cfv+2UduUtVbCp3hmjDv2mIQBup413H4VJRryuVk2kmnzCwZWoZD1bDJYuJUxilyC3OLhaoTaSdIz093OJ/ZYiYmM4aYzBiHAp2/uz8N/BvQOLAxwZ7BlY5QNllMZJuySc1LJT0//YIFPqPBSJhvmO7neiWYeJPzkknOTXbqczBZTPx0/KfyJ906B95uAK+Fwi8TQTnUXzSiM6J5bctr9F/an093f8qZzDPkFOaw7NiyMjV2euQW5vLBzg/K7WfWzLyz451yzUObYzcz/6B94EUd7zq4GewfhtaeWcuLG1+0uwaYzCYWHlpo1//2RrcT4BEAyOtbkQBYkl+O/0KOKYfk3GQeWf0Is/fMtjvX9yfvZ/jy4fx+8vcyj+dSYdEsLDmyhOfWP8d3h767pgJS9LR8rYNbE+wZrJuH9lLk67NoFiavmcynuz9lZdRKnt/wPA/+9SAJOfYVYS4XNE1jdXTZQt/FNvHGZMbwwoYXuGf1Pew17b1oyhVnuOY0fUUIIajpXRNXg+sF+WgVaoWkFaQR7Fpa0CnyAbO9SFk0CzGZMWSbsqnlXauUwJZVkMXZrLOlol9t11zLuxaB7oHFJqua3jUJ8gwiKTeJ1LzUKj9xXQwu1PCoURy0kWfOI9+cX2o/BmEg2DOYGp41MAgD2YZsu0jEbFP2BZnaLjb55vwKX7iWHl3KAy0fcPyUG7sbVk6Doh/4rm8hvANcP/ZClqqwYXfCbuYfmM/f0X87vJh+f+R7bo68mRtq3eDUnPMPzNe9LvQI78G6mNIlsTbFbmL92fXcFH6T7lxpeWk8v8HeBOxqcOWDXh+QmJPI5DWTKdRK/+5XnFxBWn4aLWu0JNQrlJpeNTmWdozE3MRS/QzCwJjrSgeU3N7odj7Z9Ql55vO5MjNNmbz/3/usiV6jW7atiGxTNtPWT2NL3Bae6fgMXkYvh30vJpqm8fyG5/nt5G8ALD+5nCOpR5jSckq1rOdSoyf0FQXjdKvTjW8Pfltq26bYTVg0i50SIDk3mTl755CSl8JtDW/T9fl0lt9P/c7G2NL+g9vjtzPs12HM7D6TbmH27krVzYHkA+Xe42OyYtiftJ9WIa2qdN/x2fF8ufdLfjz2o93vu7q4ZoW+Imp41sDV4MrZrLPlCkxBHkHkmfPs/AGT8pII9AgsdfNPzksuM1VJal4qOYU5hPuE4+bixrnscw59DkCac8N9w/F09bTbZjQYqe1dmxoeNYrnLTAXOBQenaFI2AvyCLITaiyahQJzQbHw5+PmUypAxtPVE4MwlNJSmC1m8grz8DTar7+6KRLQKyowx2XHseHsBnrU7aHf4b95YCuE7FmshL4qYlfCLj747wN2JewqvzPw0saXWHbrsnKFmHPZ55i7f65de4/wHrzX8z1u+/k2zmaVzj/5zvZ36FKni505VtM0ZmyeYSeoAUxqN4nmNZpDDXi92+s8s/4ZO6F149mN5Trp96nXh7p+pc2x/u7+DGowiGXHSvv+fX/k+zLnKslPx39id+Ju3rnpHZoGNXV6XFUxe+/sYoGviB+P/UiX4C7yTW4qHPsRUk5ByzuhdptLvsaLRVpemu55XXStaV+zPe4u7qX8Q1PyUjicclieU1aScpO4+7e7i4P7/oz6kwdbPcjj7R6v8AN4jimHD/7T136n5qcyYfUExrUcx8R2E3XdEqqLv07/5VS/lVErq1ToW3Z0GW9se6NMH97q4Jo079ri7+5PhF+EQzOpq8GVCL8IavvUppZXLbvtZouZpLzzmq1cU65TWqP8QhmocTzteJkCn5+7Hw38G+gKfCVxc3GjpndN6vvXp2lQU5oFNaNBQAPCfcMJ8QrB390fT6OnwwhmkMJeqFcojQMaE+IVoqvFMggDHq4e+Lv7E+ARYDefQRh0b6yXq4k3JS9FN7CnbUhbJrSZwAc9P2DFHSvoEW4v3C05usSuDQBTHhzQSYp7ZivkOP6urxROpZ/ik12f8MF/H/Ddoe/4J/ofDiYfJCUv5aJHwp3OOM0Ta57g3pX3Oi3wgXya/3jXx+X2m7XLPkWLq3BlSocpuLu48+T1T9qNicqI4vvDpQUqTdP44egPulGDnWp14r4W9xW/v6XBLbzQ+QVnD6UUY1uM1W2/u9ndTo0XCIeuLqfSTzFqxSgWHFxQrv9wVbLy1Eo+263vU/vu7ncJTf4Hn3k9Yfn/wcYP4YuecPa/S7a+srBoFo6lHmPhoYU8seYJRiwfwfMbnq9QHsb1Z9fbRWeH+YTROKAxAB6uHropWko+IFg0C8+uf9YuN92X+77kre1vVfj7nHdgXrn3tbn753L/H/cTm1V+Mv9LgaZpuv58rYNb27X9eerPKnMfmLt/LjM2zyhT4PM3lp+a6WJwzWv6ivA2elPfvz6nM06X0pD5u/tTy7tWsWDjafTE393fzi8vOTeZIPcgDMJATFaM0zc+TdMcBloYhIFa3rUIcA+olFnUxeCCp8FTV1g0W8yYLCYKzAWYLCYKLYW4u7jj6+ZbJU65PkYfO01ntimbEJwIfLiEFJgLdC9knq6ezOk3p5TwOqLpCDvT3vqY9cRmxVLHp07pCY7+AXk6vpuaBY6tgjbO3ZAvNyyahfkH5jNr1yyHmmR3F3dCvUJxNbhSaCnEbJF5Hgu1wuLz7Kbwm5jaYWqF8jem5qUye89slhxZUq6pxNvoTaB7IDFZMaXaFx5ayM2RN9M2tK3uuP1J+/n1xK927Xc3u5v6/rIUYb+IfrQPbc/OhJ2l+ny25zP6RvTleNpx1sesZ/3Z9XbBFAB+bn681u01u4fMEU1HkGXKcqhN0aN9aHtah9jfwACaBTWjXWi7MgXjQPdA3uz+Jq1CWvHK5lf4I+oPuz4FlgLe2v4Wq06v4pUbX7GLAK5qdifs5oUNjgXgc7nn+DfrGF1y0843ahZY/TLcZ//dXQpOpp1ka/xWtsdvZ0f8DrvceodSDhGTGcO8AfOcupbbXmdAmnZLju1ap6udFnhj7EYebP0gAF/v+5otcVt05194aCHZpmxmdJnh1PU+Pjueb/Z/U24/gD2Jexi2fBgvdHqBAfUHVGtVrGNpx4jOjC7VJhC82vVVhi4fWuoalpCbwM6EnU67gOihaRqf7v6UOXvnOOzjJbwY23wsLRq3oAcOrEQXESX0lcDD1YOGAQ1Jzk2mUCvE381f96YU6hVKRkHpAI6iFC5o6NbmrOFZAzeDG/E58U4JhN5Gb+r41LloEa8uBhdcDC54uHpclPm9jd52bTmFOZgt5iqL9CpKmJ2en46rwZVQr9BytaElKTLr6j3xtgxuaaet7FqnK3W86xCbff4pVkNj6dGlTGo/qfQEe8rIi3ZkZZUIfUWpZWKzY4nNkq/4nHh8jD50qt2JdqHtqvSCG58dz/MbnmdbvOPi7yD9I/WEnZIsO7aMg8kH+azvZ+Wmmcg357Pg4AK+2vdVudriUK9Qxlw3hqFNhpKcm8yw5cNKPW1raLy48UWW3rrULiWKpmm8tc0+4CPAPYBH2jxS/F4IwbSO07j7t7tLmWMzCzLpt9Q+pZItM26cQS1ve4sBwLiW47BoFmbtnOWUs/fDrctOKnt307sdCn1tQ9ryTo93itfy9k1v06VOF97Y+kYpX8AidiXsYtjyYTzW9jHGNB9TpsWgspzNOsv/rfk/Cixl1zf+zs+XQVk5tCwo0e/0JsjPBPdLV4HpVPopXtn8CjvO7Si3786EnWyO3awbhFESk9nEhrMb7Nptk2t3rdPVrs+ehD1kFWRxJPUIn+z+pMz9/Hz8Z3JMObzZ/c1yI9s/3Pmh3TnhanClXWg7tsdvt+ufWZDJtPXTmHdgHhPbTaR7WPdKKS5yC3NZfmI5cdlx9K7bu8LmVz0tX7vQdjQIaEDXOl3thOs/Tv1RaaFP0zTe2fGOna9lET5GH+5udDe1YmsxsMlADh06VKn9XChK6LPB1eBKTe+aZfZxc3EjyCPIrl6mXgoYkMJkqFdosdnzTOYZh0XbhRDU9KpJkEfQRQ96EEJw5swZwsPD7bbNnDmT2NhYPvmk7AuHI9xd3Is1PUVomkZOYY7jsniF+fJl9IRyLkImi4mYzNL5FrNN2YT7hOPn7jiFTklS81J1I7TdXNx0hUcXgwvDmgxj1q5Zpdp/PPYjE9pOOO/HkpUIx8rwIzn+NxQWgGvFBHpN09hxbgc/H/+Zg8kHOZt11mGC8M/3fE4t71oMiBzAgPoDaB7UXPd8yjfnczz1OGn5aYT5hFHLu5Zuvz+i/uCVza+Um4i7IhxKOcS9K+9lTr85DlOEbIvbxkubXrLzobOlUUAjxrUcx4DIAcU3MF83Xya2nch7/71Xqm9URhSf7f6MJ65/orjtTOYZPvzvQ3Yn7rab+7G2j9lVyWheozm3N7rduQjuEtzZ+E76RZQtGI5vNZ7BDQZzIPkACTkJxa9zOedIyEkgMScRb6M341qOK1eA6BfRj/f/e9/OxHdv83uZfP3kUr5XQgjubHwnbULa8NS/T3Es9ZjdfPnmfN7/731WRa3i1a6vOpWqxlmyCrKY+PfEMl1dirAIwYzgIBbFxlN8BBYTnFwH1w2usjU5wmwxs+DQAj7e9XGFfLbm7p9b7ne2/dx2u+uSr9GX62teX6qtvn99anvXJi47rritUCtk1elVfLr7U6fMt6tOryK3MJf3e77vUAGwJ3EPK06usGu/p9k9PNnhSebun8snuz6xM0eD/I0/9vdjtAlpw+PtHqdT7U7lrqkIs8XM5DWTi6OS5x2Yx6e9Py338yuJXtRu0e9vQP0BdkLfqtOreKbTMxX2STRbzLy65VU7H9oiitJGiXzBmriyaylfbMTVkIlaCNEC2L9lyxY6dTp/Up08eRKABg0aVPk+Cy2FHEs9Vu4PyyAMNPBvgHuJHG1mi5n4nHg7IdHD1YNwn/BSfS8mZQl9VcHZzLOk5aeVagvyDKK2d237zlkJkFHixu7uC55B4BEAhtLaqhxTDmcyzzg0L9byrkUNzxplrq3AXMCJtBN235/RYMQl1QUhhO55k5SbRL8f+tmZF9/r8R79I/vLN1s+hz+eKXP/jPkZGvYqu4+VbFM2y08s5/sj33M87bhTY2yJ9ItkQP0BBLoHcjrjNMdTjnM06SjpltKpeoI9g2kd3JpWIa1oHdyaSP9IPtr5ka7Js6oI9gxmdt/ZpYIFsk3ZvL/jfcc+k1ZCPUOZ2G4itza8VVeDbLaYGbNyDPuS9pVqNwgDC29ZSLhPOHP2zmHxkcW651ND/4YsvXWprlYrMSeRwT8NtsuZ54jGgY1ZMHDBJY+GPZB0gIdXP0x6fjq1vGsx7YZp9I3oW+aYvMI83tvxHouPLHbYx9XgyiOtH+GBVg+c/3wy4uDvVyD5GDTqB90mO5WfstBSyOP/PK6r4WqRn0+PnFw+Cwyw2zY5JZUH0ks8iFw/FoZ8VO7+LoRT6ad4ceOL5eZwdMTiQYtpEdzC4faZW2faVVAZEDmAd3rYV3KZsWmGnaDhKlx13R9ah7Rmb+Je3X12qNmBT/p8Ymeh0TSN0b+PZm9S6XGB7oH8dudv+LnJB+xdCbt4+t+ny42S7VirI4+3e9yhe0VJfjz2I9M3TS/VFuYTxq+3/+qUBex0xmkG/2T/ALBq6Cpq+9Qm25RNj+972Antn/f9vEJRyCaLiec3PM/KUyt1t49oMoLnOz+PQRjIyMhgzZo19OrVi0OHDtG5c2eAlpqmHXB6hxeI0vRVEleDK8EewWWmPgApgNgKcS4GF8J8wvA1+pKSl4JFs+Dn7keQR1C1+j9UNT5uPnZCX3ZBNthafk15pQU+kGaa/EwQMeAZAJ5BaG7epOanEp9dtok8Pjsek8VETa+aulqrssy6dXzqkJDm+DsN9gymd73erDq9qlT7kqNLzgt9ZZl2izj6R7lC3/HU4yw+spjlJ5Y7LVg4Iiojyi6Lvx5JuUn8c+Yf/jnzj1PzDm4wuDjtUXx2POdyzlW4PGFSbhJj/xjLrN6zuKHWDWyO3cz0TdNLaTBs8XL1YlzLcYxpPqZMIcrF4MIrN77C8N+GlxLqLJqFKWunkFmQSabJsfby6RuedmjGDPEK4cHWD/LRTsdChkEYaB3cmp51ezK86fBqSX/SIrgF60as40zmGer51XPqGuPh6sHznZ+nf2R/Xtr4kp1vJEhB7ZPdn3Ai7QRv3fQWwlII3w2HeKuAHbMdYnfCiG/L1Wq/s/0dXYGvZmEhH59LJNBs4R8vLw67l57n8wB/+mfnUrfQ+t0eWw2aBhfBSmK2mPn24Ld8svuTcrV7Hi4etA1ty+mM03bn8dz9c3mv53u64zRNY90ZfX8+PbqFdbMT+vQEvnah7Zh781y+P/I9b2570277jnM7GPrrUB5u/TBDGg4pPud/P/W7ncAHMLHdxGKBr2j+pUOW8uLGF3VLxxWxLX4bY1aO4aHWD/F4u8cd9ssx5fDJLnsr09mssyw+vJh7W9zrcGwReqbdljVaUttHKh28jd7cFH6TXXTvylMrnRb6CswFTF031eExj20xlievf/KySlV29UgY1UCAewAuwrF/mr+7PwHuAXbtFouFSZMm0SCsAW0j2nJXv7sgW96gPv74Y+rVq0etWrV4553zT3Zms5np06cTERFBzZo1mTJlCoWF53/cn376KY0bNyY4OJj77ruP7Ozz5oHvv/+eli1b4uvrS6tWrThy5HxVgOXLl1O/fn2Cg4N54403ittnzJjB+PHjAVi7di2NGjXilVdeISgoiMjISP7883yx95SUFEaNGkVoaCgNGjRg/nyZhNbb6M2PC3+kX7t+dIzsyODOg1n/73pMZhNz584lIiICX19fmjZvwdpNDnxiNDPkJGNJPkZs0kHisuKc8olMzk0mJqt0gmtN08gx5RCXHadr1g30CHQqsECv/NrWuK1EpUfBuYMQd14DYAY2e7jzj5cnOSV/+EdWypuTDql5qUz6ZxJ3/HoH3x/5/oIFvotBqGcoc/rN4Y3ub/Bq11f5sv+XLL9jOVtHbWXD3Rv4+baf+fm2n/ntjt9YeedK/hr2F2tGrGHuzXPtTKUgI7sf+esRnljzBA/99ZBDgc9FuDCiyQhW3LmCh9s87JQQ1SiwEY+0fsSuPTY7tkyB7+6md5drShrTfAxtQkqnCgnyCGJIgyG8fdPb/HvXv3x7y7c80OqBUjfJS42LwYVI/8gKP1TeUOsGlt26jDHNxyDQv3GtjFrJ/w7+T+ahjC+tUeXoH7BsHJgdB958e/Bbvjv8nV27p8XCJ+cSCTFbcAVmJKVgsPnN5BsMvBwcdF5XnREDiYcrcIT2WDQLSblJHEg6wN+n/2bhoYW8v+N97vn9Ht777z2HAl+4TzgT205k/oD5bBq5iS/7f8mENhPs+q2OXk10RrTODHAw5WApn2GQ57wjIaRT7U5l3oNA3ofevultXA2u3HPdPbxy4yu658HZrLO8tOklbv/ldlacXOEwRUujgEbc2fhO3f181Osj5vSbQ6vgsn3vvtj7hUPNGMg8mXppjgDm7J1TZoGDIvSEPlsN9y31b7Hr80/0P06b7F/d8qpDge/Rto9edgIfXEOavvfuuvh+HrZMXvSL7he+atUqNm3axMmTJ/H29mbPnj14eEh/it9++439+/cTGxtLr169aN++PX369OH9999n/fr17NixA6PRyB133MHs2bOZOHEiP/zwA7Nnz2b16tWEhobywAMPMH36dN599102btzIY489xi+//EKXLl04evQofn7nbz7//PMP+/btIyoqig4dOjBixAgaNmxot+aoqCjc3d1JSEhg7ty5PPTQQ5w+fRqAMWPGcN1113HmzBlOnTpF7969adeuHQ0bNuStF99iyV9LiGgYQeyZWCwWC+fSzjF58mT+++8/Gtevy+mdf2OxaJiBfCEwI312LFD8f6ZBkFfB305GfgaFlkICPQLJKsgiy5TlMCTf1eBKTa+yfTmL6FirI5F+kURlRJVqX3p0KVNTz1+MjhmNPBtSgyNW7UQ9k4k58QmEF5oh7bS8OYVeV2qOvMI8HvnrYQ6mOOfk6+7iTm3v2oT5hFHbpzahXqHsTdzL5tjNuj42VUHfen2Z3mV6cQWIkggh8Hf31xXsQGpK5w+Yz8N/PWznZ1ZgKSgzc3770Pa81OUlGgbYn5/lMa7VOFZHr+ZwSvkCQQ2PGjza9lGGNxlebl93F3e+7P8lq0+vJrMgk9YhrWleo/lVpbH3Mnrx9A1P0z+iPy9tekm3NNgH/31Aq5Rc2utNcGg5/PQQ3Pkl2JjgV5xcwdvb37YbIjSNtxOSaVZwPrNBi4IC7nEJ5ltLaV/qrZ4e/OrjzW1Z1ge5Y3/Z/a7KI7Mgk5WnVvLbyd/Yn7Qfk0U/o4IeAsE9193DpPaT7HyBBzUYxMe7Pi4lwBRFwL/Y5cVSfU1mE69uftVu/utrXu/w9+Tr5kvrkNZlRmi/1vW1UoFDdzS+Ay+jF8+sf0bXpeF0xmmeWf+MbpYKKFv7LYTgxjo30qV2F9bFrOOTXZ84LD342pbXuL7m9YR6hZZqT8xJ5JsDjiOFMwoy+Hrf1zzZwT51UhFxWXHsT95v124r9HUL64a30buUEiDLlMWGmA30iehzvuO+pTLvamYcGFxBuLDCaOZnN/0H8qkdppZKyXQ5cfVcmS5DXAwu0mE/+TjE74e0aLBYMBqNZGZmcvjwYQwGA+3bt8fHR2qYnn32Wfz8/GjWrBkPPPAA338vc399/fXXvPbaa4SEhBAQEMCUKVNYunRp8bZnn32WiIgIPD09ee6554q3zZs3j4cffpiuXbtiMBho1qwZtWuf96l75pln8PHxoWXLlrRu3Zp9+2ye1K14e3vz1FNP4erqyujRo4mOjiYtLY34+HjWrl3LG2+8gbu7O82aNWPUqFH8+KPMUWcQBo4fOU5BfgF16tYhPCKcHFMOQggOHDhAflI0EeF1CIisyxE3N04ZjUQbjcS4uhLr6so5V1cSXVzIc3AT9XT1pHFgYwI9AnW355hyOJt5lvT89DJzMNXxqeN0VLEQgmFNhtm1/3z8Z/L3LsECzPfz5a6wWsUCH0C00cijNUNJN1il1yOln3Q1TeOVza+UK/BdX/N63rnpHdaMWMP2e7az/I7lzO43m+ldpjOhzQQ+7/s5a0as4cXOL9KhZgeHGpoianrVpGlg03KjMb1cvXjlxld4v+f7ugKfszQMaMiCWxYUp0ApD09XT57t+CzfDPimUgIfSF/NV7u+iqtwfIyerp5MaDOBFXeuYETTEU4/oXu6ejKk4RBGXTeKlsEtrw6Bz2KBTZ/Ae9fBrHZw6DfahrblhyE/MK7lOLvuZs3MVF8DSQYHx75/mbUM4XnN+6azm3hho35qlikpafTMtXET6DCOiXet0M2V+k5QAClF+z7uXDJei2ZhS9wWpv07jV5LevHqllfZlbCrQgJfPd96fDPgG6Z1nKYb/OXm4sbo5qPt2n8+/rNd3r5Pdn/CgWR7164+9frYtZVEL4q3iHub36trGr458mZm9ZplF8FeEj2Br2fdnnSp06XM9YC8Rvas25MlQ5bwbo93dX/rGQUZvLTpJTvLzae7Py3XRWThoYVl5gLUy43ZOLAxEX4Rpdo8XD3oXbe3Xd+VUSWuzYd/h2UPQNR6eS9PPMyZlCO86mqfSUAAL3Z+8bIV+EAJfRcXi1k6NOdnysiynGTIiKFPnz488sgjPPTQQ9SuXZupU6diMskLTd2656MY69atS1ycNHNFR0czcOBAAgICCAgI4J577iEhIaF428MPP1y8rVu3biQmyifLmJgY6td3fHOtWfO8dsvLy4usLP2UGCEhIRisF1UvL2lSy8rKIjo6mry8vGJhNCAggDlz5hAfH4+3tzff/O8bFn65kB7Ne/DkuCdJiE/A4mbhu+++Y9ZHH1Kz6fXc/vDT7E5KqXA1wkB3fyL9I3FzcaO2d227J0ZnCfAIcBxR7IDbGt5mVzM1vSCdb11yGF8rlHdrBGLSERpOuRl5MjQEE0jTVwkWHlrI8pPLdffnaXDjrqZ3sezWZcwbMI8B9QcQ7BnsUDAJ9AhkRNMRfDPgG/4a9hdTO0xlUINBDG4wmIltJ/LKDa/wmO9jrB6ymtXDV7P01qVsGbqaBY3HMk2EMDArh3DT+Ztfx9w8lkYM447Gd1yYuSIjFmJ2UMvNn/8N+J9uktSSFJkXR1036oKFqWZBzRjXyl5gMQgDQxsPZcUdK3i07aO66YauOf55FVY9D5mxkHISvr8HDq/A3cWdJ65/gjHNx9gNSXR1ZVpoMA4NuXu+g98mg8XCgaQDTF47WVfTNCIjk3szbMzuzW+DW97Fy82bqW2m2o1Jd3Hhs0CrNuz0ZnnNdUBCTgKf7v6UgcsG8uCqB/n91O8VrpogEIy+bjRLb11qF1Vry/Amw/ExlnYbKbAUlArW2BK3RTcPXrhPOLc3ur3M+buG6Qt9rYJbMbn9ZIfjuod3Z/GgxQ7LB9rianBlagf7z74sDMLAzZE389OtP+lGrW88u5Efjv5Q/P5Y6jGnIuILLAVlJlrXq8LRt55+8NLA+gPt2tadWSczQ1jM8NdLpbaZgKdDa5Ct84DzfFIKI8J6lr34akYJfReTrHNgm5olJwXMJp544gl2797N9u3b+fPPP1m4UBZRP3PmfH6zM2fOFGvlwsLCWLNmDWlpaaSlpZGens7BgweLt82fP794W1paWrFPX926dYmKirpohxgWFoaPjw+pqanF+87MzGT2bBk0cMetd/DNz9/w956/Mbob+ei1jzBbzPS+uTf//PQ/jvz3J2YPdz56zfmIOwHULiykjsmEwarFEkIQ4hVCmE9YuZqtkvi6+ehqDsojwCOAmyNvtmv/KCiA7Z5l5z7c5unBjOAgtDPbIFs+7W+L28a7O9616+tm0XgmOYV/Mo280PFZmgQ2qfBaa3rX5L4W9/Fm9zd5o/sbPNzmYfqE96G2S22pnYjaAMvG4/5BS9qseoXRJ//j7cQkVsbEseF0DGuiY/g6PoG6a9+DpMpFD8uD/BI+agNf9YFPbiAg4Qhf9v9S96bl5erFC51e4Kv+XzlM51IZHmnzCEMaDAHkjbtneE9+vPVHZtw4gxCvyytxuC6aBpnxkHr64u1j9yLY8L59+0+PQPIJAJ64/gnahrS167LN04NPA/3BkYC+cz6nf3uMR/+eoKvN6Zudw3PJqaV/wfVvKmUa7lKrC62N9g8LP/r6kODiIh+wT/2ru/t9ifsY8tMQZu+Zbec75yyRZpjX8yOH2j1bfN18Gd7U3lVg8eHF5JhySM1L5fn1z9vlZXQVrrx909vl+q02r9GcMJ+w0vs0+vL2TW+Xm3+vUWAjPu3zKd8O/JbOtTuX2XdUs1F2mjJncTG48GLnF3Vzcr67491iH8f3/3vfLsDO1+jLiCb2ftS/nfyNg8kH7dqTcpN0zd2OItY71+lsZz7PM+fxzo53MO39QSpuSvBxYAD73e01pAOyshmRmQVx+hHSlwtK6LuYZOlFgWrsWP8327dvp7CwEF9fX4xGIy4u8oL21ltvkZGRwZEjR5g7dy4jRsiTfdy4cbzwwgvExclAhqioKNatW1e8bebMmZw4IS/IcXFx/PGH1CLdd999zJkzh82bN6NpGkeOHCnWHlYFYWFhdOnShRdeeIGcnBwKCwvZuXMnBw8e5Ny5c/y+4ndcCl0wuhvx9PTE4GIgKSGJn35eSlpKLAnennhY253BqGlEmkwEWSyQlwbZpT/jADcf6gkjBgd6QwMavhYLtQsLaVxQQL2cTFwcVEQpD72ADmf51deHOQG+cGwVsVmxTF03VdcH78XkFO7JyMIn4RDs+0FnpgvDbftsmDdIzq1Tis7fYiHYbL0IF+bCz4+U6ZTvkP3L4Pep5x+C0s/AgqF4nTvEx70/5u6mdxcL693CuvHjbT9yV7O7HGv3CvPhzHbY/Bn8/Soc+s1hYExJjAYjM7vPZO2Itay/ez0f9/nYOZNxQTb88xosGgVbvyhlprxkmAvh14nwXlP4qDUsG1/164jeAssn6W/Lz4Al90JBDkaDkXd7vEuQm72v2VcB/qxrNRgG2vvqJbkYeDhhLSl5qXbbrs/N483EJEo5WdRuC3d/Z5f25RbPW/B2La2RNQnBPH+rxl4nT6bZYualTS85FRjlY7HQqKCArjm5DM3M4tHUNF5JTObb2Hh+iY6m/QHHQQh6jL5utF3ut4yCDJYeXcpLm17SzQLxWLvHnEpGbBAGXur8Er5GeewB7gF80OsDwn2dT8XVNrQtX/b/km9u/ob2ofaemUEeQTzcpuxE4OUR6BHIyze+bNeeW5jLCxtfYOPZjboR3A+1fojJ108m0N3ehef9He+XMg8XmAv4Yu8XdgJ0hF9EcQk7W4wGo64WcunRpYzdOZM4l/Nn5CZPD74JsA/ICjMV8lJSiryCxV/eQt/VG8hhNslC3N4hkBbNlG+XgFvVpkswm81kZmbi6+tbLLQB8uaTfBwK9E2l6YlnmPz4U5w6dQpvb29GjBjBqFGjuPfee7nlllto2bIl+fn5PPHEE/TtK59OnnrqKQoLC+natStJSUlEREQwbdo0AEaOHElaWhqDBg0iNjaWWrVq8cgjjzBgwAC6du3KRx99xLhx44pNvT/88EMpv74LZeHChTz55JM0aNCAgoICWrZsyQcffIDFYuHtt99m1+5dGAwG2tzQhlc+eAXNovHhex/x0P7DuLi4FLcX4e7qjrvBHYMwnH9pFtyzEvGxmEs/qWTEgtEb3H3kjTk1Ch9zAfWFIM7VhVxhwKhp+Fgs+FoseGla6fEWE6RGQUgTx9oJB7QJaUPjwMa6SWxLMjByIKtOr7IT6j4NDCDkwAK+P/OzXdkmgFHpmdyeVSLKeM3r0OIOp/KeOYNnQRLum+xzf5VJzHbYNAu6O3aituPsf/Dzo/btBZnw7R0Y7/uV5zs/z2NtH8NkMelr3DJiZd3iM9vlGuJ222vRO4yDQe87la6jvDyOpdA0KewctwaZHFkBCQcuej44OzZ+ALsWnH+/7wepBWtffvoKp0g9DYvvsf9cS3JuP/z2BNwxm5reNXnLNZyH89Ow2Hzmz+YdZ0nzNwgz5ZH193TSXAykGVx4JTiIs0b7207jggJmJSTiXvJeXaMRjF6mW2HDx+DDsIbDmH9kfqn2H3x9GJ+WQdBx+9Qtv574tcw8l/6aYHBGBrdnZZUKINFl3w/Q/zWnE6yHeoUypOEQfjxWuh73Rzs/0q0+0rFWR+5vcb9TcwPcGHYjfwz7g+iMaOr61nUY+FEeHWp1YN6AeWyO28xX+75id8JuIvwieL3b6xcefZ6fyU3pyQytcxPLYktrYncl7OKJtU/YDQnzCWPkdSNxd3HnkTaP8Ma2N0pt3xq/lQ1nN9A9vDsbzm7gzW1vcjrDXgvep16fMt1Sbmt4G0uPLrVr3+uiMSKsFm8mJtM0v4Dngu2vGy6axluJSfgWCZ+2EeyXGVdncuaojfD7VE7WHQYNetIg0Hoz9wwC39oVroTgCIdCX06KjM4si4AI8AqyPY6Lmiy5usgrzONE2gmn+nq6ehLhF6EfVJGbKgU0WwyuUrjPjIcKewZa8Q4Ff2kiqUhS78WHF/P61td1t9U0uPNa30/oXLszS48u5eXN9k+5juiQm8cX8QnYGWcGvAWd7dOPFJNyEgxG8A8vU/jJyMggef691E8uIzu8f12wFMqItZIYjPDQWqjVsrzDgPSz8GVvyCojaatnINz3m/58MTtg9QzpRO0MPZ+DntOc6+ss+5ZKR25bBn8IHZy/MV8Q5w7CnJvkQ0pJareBh/VNmRUiLwPm3gwJ9uYyXQa9D3U7wexufOHvy8dBAXZdPFw8imsul0UdUyHfxp0j1Fzioci3Noz7EwLtzYlFCW7b3diOYauG2ZmJH0xLZ1JqOjy6FUKbATKga8hPQ+w0agZhoGudrtyer9Fz+3dU6M4wcjE0tfcHc8TJ9JPc/vPt5ZbX83f3Z+mQpQ5L9V1KCi2FVVNuL/MczO4G2QlkC8HQ+o05q9mX+rPl7ZveLva5M5lN3P7L7Xa1dBv6NyTSP1I3eKOIRYMW0TK47OvV29vfdlhCTWgadQsLiTbam8v/LyWN8ekZ5xtqNILH/9Od53JIznxVmXdFbgr8+DDMu0X/4pWbItszYqWD5sXAUmifaFiP7CTH24r8ds4dgMQjUoi8goXzopJs5eHmYqSeXz3HUbSegVK4s6VYMHHwGbm4QXl+ftkJ8sZXQQY3GIyvjZkJYFBWNj92e7/YT2ZYk2GMazHWqTlrFRbybkKSvcAH8O87+k7qeenw/WgZaflhS/jpYRk57gCRHk1Eso6w4BEA198P96+E/9sLw+dh99lZTNK/q4z5Aal5XTyybIEPpDD/v1shoUTUcsop+GGs9P9zVuADWDuztDbMlsICWPMGvNMI3m9Rdl+Qx7DqRf1tvz8FZ8quQ1wlmE3w8wR7gQ9kTsjY3Rc2v8UsTcV618yaLUGvPNfKaXJNaIxPz6B7jr1/Xp45r1yBL8BsZva5hNICn4c/jP5RV+ArNdY9QNfX6zs/XxkhXyKK938H/6drQv26/9d81vwh+v+3pGICH8Aex9VK9Gjg34BedcuvwvNyl5cvC4EPqLr6yqunF7vieGsar589Xa7vdavgVgyIHFD83uhiZPL1k+36nUg/UabA16V2F1rUcFwBpYinOjzFUx2e0o3w14TQFfg61+zAuHSb+0byCcgvu0Z4dXJVCX1eP98Pe8v7IWoywCLhIGQnVr0wlREnhZDyMGVDgQPfkqxzUogxF0g/q7TTUoNT3k22KtE0uf+CbClkVMaPy4oQotyISBchiPCLLP8i41cH3JyMrhQuEFgfaraQGpHQ5hDUEPzC0BUC06IrfJw+bj68VaMznlbfqpDCQt5JSOJNSyB+kd1L9f2/65+gv4t+apki3C0WPjyXSA2LBnfMsV9nThJs/rR0W0YcfHOLzIdWxN7vYZ195v3i/WyZhQGbBx93f/i/3TDkQ4i4UZa/q9cZbtTJnH9uH6x7y/GBWCxSMCyRqLpMcpJh/q1SiPrjOfjkBjhQsbq2xfw66bwptiSpp+GbAfJzyU6UiXx/eQz2luErueEDGcGqh8UE34+xapgvIhs/kuZsR+yc73ibM/z1Ehz7077dL1wKX4PtE/RiMRX7LhmANxKTqWOq2G/H02Lhs5Qc6rvXgMBICLkOmt8O4/+Gms2dmuO+FvfZRdFnGwws8vMt9utLyk3SjYztW68vHYJbyfPU9potDNJ0ftPT0sQ89Gv7nR9ZCblpZS/QXCgf3k1SKL6/Zdma4eFNhpfOD3c1UJBT+toEXJ+fz33GsvOiTukwRZpkU07Jmsr5WfSt19cuGbojXIQLo68bzUe9P3Iq44AQgntb3Ms3/b8m1FJ+/yCPIGbe9DaGwEibLZrzGvNq4KoS+oQDHzpdLIWQbs3eXlixcH2HFGTLm7ItHv6gF+WVXTrjuKZphIcG6d9E8jMg8RBkVbGgqmlSqMs4K39ciUflRSpuj/ybdFT6JyYcvKCnF9uUBSUxIPNdOVNPEWGQglx5wqGrJ4Q0lSXcQJo6Xd3Bww98QqX5yBaLCdKjK/b5mgvpfnQd66NjWBoTx19nYhmQnQNtRtqZVw3CwOstH6F1nuPzbXpyCi0KTND2HmhzN7TWCRbZ9LE8DwCSjsHX/aWvlS0bPpD+dLYkn8B40N5/hRsnSm2qLb2elzdku/nfl+ZXPdbOhEM69Xp9asH4fyBIx3SenQBf94Mtn+prtWzxDoUwnXQZmhmW3FdaA3Z4Bczprv95LP8/qVG3JfU0bJxV9hqy4qW/38V6IDt3ENY6Ft4BKbRW5LepafK3vvN/Upu62b7cFUZvGLUYfGtC21FS+1sG/hYL7+W6Ol2o3tXgyvv959BqahRMPQr/twce2wIj5kOwvsO9HiFeIdzR+A679gV+vuSc2QL5WXy++3O74A1X4Sq1RmvfkNdVW7pPgfuWQ+/noVFfmTLGyyby1Jyvf44XkXAYPmgOn98IbzeA43/TNrStbqAESE3gUzc8VfYBnzsoA4q2fekgUPAy5NgqXf/2iSf20MhPP51Y77q9ZSqcdW/DrLbSEvBZZ0RqFFM6TCl3l+1D27NkyBKnI6xL0jYpih/OnKGLbZ5IG17r+pr0P66lE2zj7MNuNXBVCX26CBf5ckRhnlTHXqi5V9NkRKLd/g3yidnbPlSd3FRpuinCYrH6AjoQOjSL1E4kHSt+cqw0FgtkJ8ubXfJxeQHJS5MaSHOB/Ro0szy+Sgqc3mVo58JdffByovxZMS5GKfg5wisYgpuUHfDgEwp6+8xLL9uR3Zad8yDlJO4aNDWZzkcetr5Lt7tH04HMSkghTEcrMjo9gyFZOWD0gt7WpLW9npM+dCUpyIL178mghq/7S0FVD80CP02QtY1L8u87CNtIYc9A6OTAV9DoAXfMthe0Nas2L/OcdJlIPiGdmLd9Kc3Qtrh6wMjvIPx6eUMNqGD6h6AG0PFhuPMrKSRMPQoPrIZWOpUzCrLguxFyTX88C4tHye9WD1O2NSrVpjTfqhfkjb08zmyFP56p2LE4g7kQfnm0fAG4ILN8rWh2Euz+Tp4PH7aSN9JfH3cwTsDQr0rfzAa8CXXalbmLlje9wLs93rXT6nu4eBQnAO9UuxN3Nr6Tbwd+W6Gi9mUxruU4O5NcuosLS7zcOHlwqV1tWoDhTYcTkZEotai21GwpNXwlcTFCy6H2ffd8r78oc6E8p7KsVWdMOfJBJCtBN7m10WDk7ZveLltAidkhBch/35GR8B+0kN/nZZ4ihP32nz+AuzmfmTU62313rsKVJ65/Qj60rSnhL51+Bn56hHYhbR0mrA72DOaN7m8wb8C8SqW3wmKBdW8TZLHweXwiE1LTETr3vHub30v3cKslp5aO5vEyDua4eqN3PQJkuL+7L9SMkDem7ER0BSpzvtT6leNDUiY5SfqCWFHgiCFQ3hhL3Ww1adbytfpvZMZJIbQ8TNlSWPOtCT41KxZ1ai6QN4CcZOfM0CUpzJM3RvcKCGhWjMIVT2Eg1yYHU22zGd/AMAejysDdR5ppS/pPCoMMPrAJkNFFCCl0JB62+U6Q36MzaVxyUuRTty31e0CAg9xynoHUCO/EZ7FbeLxmSLGfyMCsbKakpMk+N04CP6smMjBSRqVum1N6nu1fybJA5WSuJ+mI1Lr1s0ZHJx6Vpl9bbpwktaCOqNNW3gjXzizdnnwM3nPy4nr75+c1c/7hUvD75hb5IFMW3qHQ61lody+42FyyhIDbPpXacVvfv6xz8GlH587zxMPWqNQ5cs5T/+prcdreI82GNqmC2PG1FIra2yctrjSbPoJYnfJaHgHyAa0kO+c73vfhFbB0nHPXFoB+L0Mzm5qkRg8Y8T8ZTJJrH2lOzVbQaji9DQbW37Wes1ln8XD1IMA9AA89n8AqpI5PHQY3HMzPx38u1T7P348th+bZRc37GH14pPlYmHerfHApicFVnqd6wX5t7rL/HZ7eIN1CAuqVbt+9UP72SlKQCX+/QvdbZ3FjnRvZFLupeNMzHZ+haVDTsg/0n9codf8yF8iE13u+g8ju0HkCNBlgV+quWsnLkJo+B1x3+C+m3TStVDDcpPaTiPSPhL/shWPObIF9S5nSYQq7EnaRkpcCSFPuPdfdw4Q2E5yqn+6QQ78Ua35dgEfT0mmbn88z4Q1ILZTayu5h3fm/9v93foyepk8JfZeYdqOh78twzupgaXCVkZnewdL/SSdHFLkpUpDwqkAqhyLMJjmvLa4e5zV8Bhc5t+3NIjtJCm4F2fbbysQa7JGfJQWDcpJwYsqTpqjcNCod4QrnP6eKkpVArYJ8ThtdsVj91GqaCwnyDLa/kTuLT6g87txU+R37hOo7nTvC1U0KZ3YRwZpMC9LkurI/17Vv6t8A+7xk31aSpgNocHoDy87Gs83DHV+LhXb5Vu2iTy3oapMn7aapMuCgRH1ILCbnTKAgzcHNBkPdjtIPz/ZG51UDOj5U/jzdn4Qjv5ftX+aIns9CS5si7YERMNYq+NlGCIPUeN74uHzppO0oxtUd7loA3wy096WpyIPN3u+hXhdoN0YGKtjiUxMGviWvL/OH2M+94knpNxpedoUGp0g4pG/WDW4io4bn2QhlMdul6c/WFy4tWga3OSvwtR0tHwD0CKgnNYALhmF3Dek7Q/qAIh3uI/0jndtfFfFAywf49fgvWEqsK9nVhY2mZPu+rR4gaNOndkl3AegxDWo7qBJTpz3UaGw/bt8P0hxcREGONBvrsWsBhhse4L0e77H06FKiM6PpWbdn+VUx8rPg9EbH26PWy1dgJLQcJiPhQ1tI7Xhlr69VwZGVZZ97sTu5O7A1zQZ+y66EXbQMbskNtW6Q12RH2uu/XqTuxB18O/BbfjnxCy7ChQH1B9DAv/xsC2Vi1fLZcmNIO/4Yvox/Y9fjZ/SjU+1OpYMN9YS+hINS21udn70DrirzrjmoIYxbJZ/89cypru4QFCl/uHrasfQYe1OYE4jMOHttEUitU8n96K3JYpKClG6KFyHXWpYgWpAl/e4cBYUURQInHrYKKBUQ+PQ+o9zUipvCc1MhMxYvTaNxgYl6JhONCkwEm5FanAvBM1Be2ALqVUzgKzneU0czmJcGa2batxeRcEhq22xpMxLCO5S9zyYyBYGHpnFTbt55gQ+kWdfWFO4TKv3tyiMgQgo/tuZgzSIjLc/u1De1dJ3snCDvYpSasDLqderS4k55M9UjqIHU+PmUiFYUBpl77vGd0rxdlsBXhGcA3PMD+NYpv2+TgTI6Wc+UtnIarHxa3xG77wy5logbpbnTFnMBfN0XvuhlDY5YXTk/WHOhzGto62YgDHDbZ3L/NXXST9gGdGiaNOEWOC5JVoyLG3R4QAZtlOX03qiv/UNN89uhUfUGH0T6R3JzOTVqQdaZHu3dyD4YCqRlqJt9rrhihNB329jzfWm3l62f6z/EAKDBymfwMXoztuVYXuryknNl0KLWO+d2khoF69+Vvpqf3gAz60jt7E8TpH/q4RXy4cDR/aKqcWDaLcXuhbQNbcv9Le+XAh/IpOu2D6dFZMbB+veo51ePx9s9zqNtH71wgQ+kZl/vd9/zGbzcvBkQOYAbw260zy7hV8f+Hl2Yp/9QcRlw+YmhF0DuoM+hXqfyO7r7SPNSmo0vlGaRP5rgJsVPreXhWpiDoSDNfoNXkP2N1NVdRkjaFrJOO4OuMOZbW87h7iMFk7RofR8jc4E8wQLqlXbEN+VKYdIZ/z+jt1yzq7sUGoo0XOf2l/7xadZKGM5qRPOzSpWMcoXzSSz9w8rXUF4K/MOl8Gx7Ud3wvvxMbXOxaZr0E7MV9I3e0Gd6+fsLbiRzOSXbJIqt2VI6zevRZaIUMnPsNRcA1GoN9yyVJv9ez8Lfr5Tennwc/ncbtueZxSsEww3jy19zEaHN5E1/1fPO9Q+7Hm7/rGxBIrgxTNgk/SPNJpmAOqQcU5ce/uEweinMHSADn2wxuEoLQJfH5HoGfyArjJTEnC9NtXrH0fru8+9vGC9Nr7sXlu6nWSB2p3xt/Ejus057KSx1fNA514NNs+R4W7pMhLrWm2L7+2CljdP/nsXy+IzWh5//voGTa/X3UbSu+t2labBuJ+eT13d/Un4/x/+G0OukZvRC6jFXEQ+2fZSV0TpR2yV4PLAdHr8+jt311sVN+q2Wdz1qPRzW2Lh0JB2R2u867aSf9IYPy57jzBYpDLUaVna/kuhUGHEKc74MKtALLPCpBUH1pX90nbYyaEwvkKuy5KTACcepVIrZ+718oCr67LOTZZBRWWz+RGrcazhRTccZHGj5qNtZuuuUhRBS22f7W4vfJ38flxlXlaavQr4MXjX0NTyFuc7l2QOwmPEy6UTrChfwdeCnpqft0xP4jN5Sw1OEuw+RnW5hwz4HSZ+LBNaMWPl/Zrz0+ytT4BPyRx7cRFak8A6Wmgyjh/wsDS76F4GclDLmLEFhnkw1o3d83iH6OfeqA4OLNIvo8dtk2G4jBBz5HU7qJDW+acp5X7zy0NMY9H/V8Tns4QfdHRQ7b9AT7v9dCnwAN/6fvKHboiMIFXR8rOKVaro8Br1flFo1g1E+yPjUkp9haHMpIEV2h25Pwr2/gtGJ6DnvGtJE1vOZygl8RdRsoa/t9K8L9/8hNaZFAkrbkc5Xsxj4dukHQSFkguJyghuwFELMNukL+XU/fXeAksTu1tcw12gstZ5FtB5hr9nOSzvvh5h6Wj+/oF8Y3LMMpp2G8X9JAb5hr4qfA80GweD3pSBrrISG/SLQOLAxvb3qOdzeNL+AwRu+sH/YBxmh7swNOjBSugDYsneJ/Lv+Pf0HDlv+mu68tk3TSuUcLKbtaAi+gN9KVjxEb5Y+gSuflg9LjoKdKsOh5fYuEN6h1rypJchOLO33t/2r8n2VzQXwp5MPns4QtV5W2bGl5zPOPdBcQRG8V5fQV1H8w/VNVTlJ5V+cAZEVh0HXrBvm2Jbv7lu+GVIYILCe/snmHSy1RI4ikrPOQfz+spMVG1zlTbpmC3kRKyvvnZ5GryCrfB8hs0lGTup9Ph7+1lx5lxFu3vppXED6am37Uv5fmA9/PmffJzASOj/m/P66/p8U1gAQsqRTw95lj7nhAanRK0nLYTDqh9ImUBerM3o5ZthcYyAFrRxoFstCCOlnOOUQvJQEz0bD1CMyovbRzfDgPzD2N+g7vXL+nxdKgx7S1BvcVAqk7e+VVSuKtGQlGfi2/gW7JG1G6ZvsjR5SwHTWRSH5uDUnnAOzVX6mDLiw89UUUltaUnj2DJAaUVv+my/n/3WifhnIW2dB477V871cAh5q7dg39cmUNHSvmuEd9XNROkLvgW3fUnm92/6l/Ta9tEIZMVKj6wzJx+0FVeECN78Oj22VuRQb9XVurrJIPGxvIbgQ9Ey7rYbLBwZbdlk15gU59sEyUNr9o4ijKyuvAbXliE4t5bqdSlyjy+EKiuC9toW+Yg2PXqLeM2Xn78vPwpCro/Fy99XXIBYhhANtXwn86pQtGLr7Sm2Ioz56glYRPqHSwdevtnOmVaOX/n7K0vZZLDIPmJ4PitFL+p5dBuYgO3xqSoFUj9+nwtYvYMtn+qXg+r9eMY2Hqzvc+4sUlJ6Nce6mUzSm0wTpl3bnV3Dnl/qRhqHNZI6xMjhWc4hzWrgrkYa9YOI2KZDe+rFjs6rRE4bPB3cHkctuPlJ4dYR/uNSYdRjnXAqao39ItwE9fn8KUnTKFXZ5TAbh2NL+Pvu20xtkqplTOtVW2o2pGuHgMqZFk1vpWmAvVN+Yk8uNeToPqq4e8gGpIlaiFrfraKsS4Lu77K95Ri+4e5GMqrVlw4dW155y0Es0XrejFPyFkP6Uo5dJH9ghH8m0RpHdK2eq3f41xOiXEKsQmef0K+m0HCo1lLYc/UOmDdvznb0Li8FV+v366ZQn/eOZC8+RqWlSgLSlwwPO36ccRfBehpW0rm2hD6RZw19H66SZ5c1dL/rPYtE3ERSlDCnnRHnt/c+5/4kZpdp6DXuIBctW8Pj0D6jTuA0BAQH079+f6Gj9HGxm4cr0T74jotNgarbpy5SX36ewUK51xnuzuWfi8wx/6Gl8m3Sj0+B7OXU2SZpx/cLYvXcvPXr0ICAggHr16vHDD7IiQW5uLhMnTqROnTqEh4fz5ptvymPRu2E6Kg2naVY/wmz7bS5u0nH/ckopUBIhrJHQDpJEr3xK3/RWv4f+06szBEZWTOviFQQD35SJc1sPL9v3tMtECNfRbgEWn9qcrlGOr8q1Qo2GMvhLj5ueOp9SyRGBkdI/cPJemLxPBlu0Gal/kwKZe+yEjXvAnu9hzyL7vrVaOY4Gr9dZ37y3RedY/MKkZuhqRwgeD7oeN8v5a5OnxcLUonRIJfGqAcO+kT62FcEzEJrcbN+u57jfZaJ0u+j/ur3LQWGuLE9WHnraLL3AmRoN4fqxcMvbUtP+9Cl48rAUCPu9IjXekd3lPcphCTQNfvu/sisT5aRIn+aFw2HrHP2+B3+xD8QIiICw9vKBzDbgSjPLPJKbPrafq+Uw6X7UX0cLmXwcts52vFZnSDpm/yAvDNC4n/Nz1GhkrxzJTXHeVewSclUFcpRFzDMVqN9ZTBZQ0azn52txhr/ZXbfHXXePpFPH9zGZTBiNRuITkti2ez+/zp+Fa1Akr737MW5ubjz22GNMmjSJn3/+2W6O999/n/UbNrLjv10Y81O5467RzP52KRPvl87mP61cw4r/fcSiz2YybtpbzPj4W+b/rx/p6en079+fmTNnsnr1atLS0jh3TiYQnTp1KqmpqRw9epSMjAz69etHy5YtGTzwZukrWBKLSZqjbHO7Zcbb5xADaY4Ianh5BG6UhTDIp3NH5me7iEoXGcl5OWouDS5SizG7m505Pr/zJCzJl/l3cSlpfqu8QZesTlGzpcx9VhEC6kG7e+RL06SP3RIbv0HNAssegIfXywfO5BPShcAWo7cUShwlGRdC3sidCaq5dZZjLfZVRotO/8enCwbynZ8vbprG6IxMGptMgJABCw16ScGjbqeyE7iXReu77UqL2eEVfF6DH9wIOj1sX/1k/zK44UGI0PETBOmTrZeqpZETAokQ0qLjV9tew1uYLxUXuxfKyj0lid8nBSm9jAFZCTI1UlEQ2rFVcn1D55Z2adIz7bYcKtckXGS1IVuN99o39X35ilJYtbhTaiJtP491b0kf1/Iezhxx9A/7trqdnAu6KsLFVbpL2Vb8id8nrQGXEUrTVw00btyYyMj6rPpXCohLV6zm5p5d8A1ryt33jMbf3x9PT0+mTZvGhg0bdOf4+uuvee211wgJDSWgblOmTJnC0hXnI6X6dLuBXj2641qrOXePGceevTJr+2+//Ubjxo0ZP348RqORkJAQWrZsiaZpfPPNN7z77rv4+PhQp04dJkyYwNKlS6Wgpmf+slXD56ZJ52A7hNTwXSYO3+UihPThaulEdN0NDzhdJ7RaCG4s/QVLUrstphY65d2udfq/JgX4+jfJsmNjfqq8UADyPGp+m34akJxk+OE+Gd2+dJy+/90t75RfkqzNSMea6SLa33fVm3VLEX49nW/5lFmiNu+KWrRtMRKGz4OnT8JDa6W5vv5NF/bdNu5fvvm0x9OlH4p7PG1fyg3gj2mO/TyjNtj7T3uH2Pv2VhRXd3lu9XpBJta2Zc1Me9NzTgr873b7rAMHf5FR8EWpvNLOyAhlW0pWNGl7j/12PYGvUV8pTIH8PQ18yz6VWEEWzL1ZZif4frRMd7RyGvxj1aiXl2LsqE7daT1NbnlcIUmarxlN3+XG3SNH8v0fmxh0ywC+X/43Ex+dAF5BvP7663zzzTckJCQghCAjQz8SLDo6moEDBxYXktY0jbA6dcAjEAxu1KxTV/r9CQNeXl5kZcmbSkxMDPXr25cwS0xMJDc3l+bNzwswFouFrl27yjdeNeyj0vLSzyegLEoPo0dAvSvPcVwYrNUZDLBviX4fz0CZdPhyp+OD0o/04C/SxNJlIlicqHN8rSGE1OxVVLtXHr1ekCW0bH2cYrbD5130XUVaDXecvqck3jVk4u0DP+pv969rL/RfC7QeLl8XC1c3GUizY67+9sBI+3rFHv7SVL/cJvl13B6pcdOrqKLnz9eor9MpxcrFxRWGfAhf9aVU4J8pWwpOI7+T7/MyYMFQ/QhXkAmqXdyl/6xeUuXgpueFN5Caz7qd9YXDknT9v9Lva7WS/rO2OVJTo/R9rUFqUge9q78tN1VGMNui54NZHldIBK/S9FUTI0aM4NcVv3My3cDuA0cYPPRu1q1bx2effcbvv/9Oeno627Ztczg+LCyMNWvWkJaWRlpaGunp6Rw8dEgmn/auIR3UdZIr161bl6ioKLv24OBg3N3dOXnyZPGcGRkZrFxpdXD18LOvvYpmrR9cKFOz6CXT9KlVMTX55YSLq8zd1Wak/vZez185x9biDqnt6Pcy+FwmqXKuFVxcpZlWLzpcT+ALrC/TwTjrMnD9WMfbbp1Vdnk9ReUpmbfRlt4v6gdYtRutr6VbM1M/vZauP18Va23DO0hBypYjK2Qy54IcWHS3fu7IkuxeIN0U9i+131Zk2i1JO52AjpLUaSd9EG3p9XzFglS2f2lvdi3i+N/2gY8B9SCkmfPzF3GFRPAqoa+aiIyM5LrrruPBBx/klltuwdvbm8zMTIxGI8HBwWRnZ/Paa46f0MeNG8cLL7xAXFwcmqYRFRXFunXryt3voEGDOHr0KN988w0mk4nExET279+PwWDgvvvuY8qUKaSlpWGxWDh06NB5wVMY9KOSc5Ih1UGkrod/5f0sLhcMLtLJ39YcUa+L/ZO8QuEInxAZJWz34GSDwRWGfV0xQS2yuxQUbbl+bPlpgBSVp25H/fyetdtK/zM9DC7SRGlLZqy99irlpE40t7g432mfl2T2Alt+f1qaTMsqAVeS/77R127ZlmAEGQVtLCM/5I2T9B98vIJk5aKKsPUL/XZd0+6Ayvlo12yOXYBM2mlr6dPLh2vGvOsoqMIhmiajb9LPOkyBogFZ7nXwCgjGxaXiEal33XUXTzzxhPSbAwYMGEDXrl2JiIggODiYp59+mgULFuiOfeqppygsLKRr164kJSURERHBtGkOSl2VwN/fnz/++INJkyYxefJkAgICeP/992nZsiUffPABzz33HK1atSIzM5PGjRuXFjy9guzrAztKounqcfmmZqkoBhe49RP5hH3wFxkl133qZVlXUXEZU68T3DxTJsJ1RJ/p+nndysJgkNqPH0tUVglqCP1erdw6Fc4hhBSsV88o3d7v5bLNrxE3SpP84d9Kt69/X/pfFgn8x3WqWYRdf3GsC54B8txc9kDp9owY+bLF1UO6Hzgyb5ekVmt931R3X1nCb8939tsCI+G6Wx3P2eEBmRZs2xfOlac78KN0cyhp5TAX6ie9row/H8hcrzUa2Udxn9sPkd0qN+dFQGiXYR6ZiiKEaAHs37JlC506nS/DdvLkSQAaNLiAunxmE6Sf0c1UbvEKIQMffH19KyX0XZEkHgFTOZnkhYsMsa9MLdzLgCo5by5zMjIyWLNmDb169cLPT5n/LhmaJm+setGNDfvIUnqV9dfa+4Oc1z9cVhIoLx/oFcplde6aC2Hp/TKS18VoLfP3aPnjEg5Lf05bl5ge085XXlk4Ao7ZaKJ6Piu/24uBpsGCO+HEP2X3Mxhh5CKZ0mTDB/ZCry19X4Zuk/W3RW2AeTrprm55V/oil0d+JqTHyL/5Gda/mbLiiW0e3V4vQI8SpQtPb4ZvbHz3jN4y4KeyQYdLx9n/tge8WewnXPLcPXToEJ07dwZoqWmaA2fJqkepKsrDxShNJ3lp8uQqytvn5oPmUxOydPLRXc14BUF6OUJfYOQVK/ApFBcVIWDILDh3QFZAKMI7VPqPXoiD/sUOXlDY4+IKd30rU5l4+DsfERzaTPoE2mq5Nn8KHR+SScH1khtfzChsIWDQe/BZF8cVl4RBuh8U5bDr9oRMjrxWJ39pEXqVY4qI6CrzxyYdPd/mFawf3auHu69++bzkE7Dxw9JtO76WwmdR2jC9VC0Ne11YlolareyFvri9lZ/vIqB8+pxBWGvUhjaXAmBQQ2ni0wmUuOrxDMRxYk9kNRHlOK5QOMbdR6aDadhH+jTVbiOT6Zasta24svAJrXgKmJ7P2CdsLsiS9XujN9lbVDyDyq/1fKEENZAlFh1x26cyDVFJejwt62brEd4RAsuoVCMEDP0KPALke6OXFKIrWgvalhsesL8/Z8aVzq1YValaSnIFpG1Rmr6KYHCRvg/FlJP/52rE4Co/A73axB6BztchVSiuZfzqwBgHaVYU1waBEVI4sa0osf0r/UoODXtfmmpGN/6fdBVIOlK6/ZZ39dMICSGjlQvz7ZNPt7/Xvr8ttdvA1GMyHUzIdVWTzzWgHjS9xd5vctsXMqgkNQoSD9mPa9z/wvarF5mdeFhqQ/WiuauBq15VdTX4LF52eNWwb3P1hIDyS9BdCahzRqFQXBK6T5V+ZCUxF8iAMVsqUhbsQnB1g7sWnK8l7eZTvo+dEDJQos906dojDDINjLNmWlc3qcWsygT+nR62b4veLM2tR1fZb6vT7sKzTfiEyjRlJbGY9AXMauKq1vQZDAby8/MpLCzE1fWqPtRLi7uv9LvISZLvXT0v75q6FaCwsJDCwkLc3S8gW79CoVA4g0+IDPz4953y+17K9DshTeDRLTLliFewc7k9hYDuT8rSc5ZCmSu2OonsLl2yEg6Wbt82BzLi7PtXJiGzHrVawXGbylTx+6RG8zKg0pKQEMIdeAUYAwQCe4EXNE3TiYHWHX8XMBloDZiAg9bx5YQOOY+/vz/x8fGcOHECV1fX4uoVVYWmaZhMJpKTk6t87isCiw+gyWjdLJ2w/isMTdMoLCzEYrHg739t1ClVKBTVzI2PS5OunstMEbXbXnqfTzcv/SCJ8nAxXh411oWQ2snfbMog7luqX0jgQv35iqjVyj4VzGXk13ch5t15wJPAQuD/kA5uvwshyk1II4SYASwCzljneAEpNDqocl85AgMDqVWrFu7u7hdFKCssLCQxMZHCwsIqn/uKwOAiffyuEoFXCIG7uzu1atUiMLACGd8VCoWisnj469dnLsm1VDu5Kml9l/x8S1KYZ5/bz6eWfkWNylBbx6/vMorgrZSmTwjREbgbeErTtHetbf8D9gNvAzeWMbYz8BIwRdO0Dyqz/4oQGBh40W7gGRkZHD58mDZt2lR/viiFQqFQXJl0fAi2fC4jTPW4VP58Vxtu3tBujH2AiS1N+lddPWO9YI74fWDR0S5WA5U9ymFIzV5xbRNN0/KAr4EuQoi6ZYydDMQDHwmJTyXXoFAoFArFlY/RUyZm1sPDH8I6XNr1XE3cMJ4y04xB1fnzgUzr5mYj1hRkSv/Iy4DK+vS1A45qmpZh024t1EpbpOlWjz7AJmAS0qxbQwgRD7yuaVo54jgIIUIBW6/ShgC5ublkZNgu6eKRnZ1d6q9CcaWgzl3FlcpVe+42vBXvgA9xSYsq1Wyq153c7HIS4isc41oDzwZ9MJ5crbtZc3EnM7g9VKHs4BV8Ha6x20u15ZzcSnZYD0Ceu7m5DkqYXmQqK/TVBvT00EVtdfQGCSECgWCgK9AbeBmIBu4HPhZCmDRNm1POvh8Fputt2LdvH+np9uXSLjbbtm0rv5NCcRmizl3FlcrVeO7WCRjEDWmflmr7r7Ax59asqaYVXR2EiHbciL7Ql+DVlC0bq/ZcalXgj20RzzPbV3D4rIxo3rZtG9HR0VW6T2eprNDnCeTrtOeV2K5Hkc6zBnC3pmnfAwghlgL7kJq/8oS+z4AfbNoaAr+0atWK9u3blzO86sjOzmbbtm107NgRb2/v8gcoFJcJ6txVXKlc3eduL/K2eOK+7RPQNAra3U/zm56keXUv60pH64F53o+4pJ6w2+R3w3B6te1Vpbsz7ouHv0oLmY1ENH43dGDb9h107Nix2jJEVFboywX0Epl5lNjuaBzIFC1Lixo1TbMIIb4HXhZC1NM0zaEIrGlaApBQsq0oMtfT07NaAiq8vb1VIIfiikSdu4orlav23O3/IvR9Dky5uLv76N5oFZWg8yOw8im7Zs9Wt+FZ1edR/U52TS7xuwk48RNQF29vbzw9qyePYWUDOeKQJl5bitpiHYxLQWoDkzVNs61hViTIqVwZCoVCobh2MbjIGs2KqqPtSPv0LWEdyq4NXFlqtYaghnbNHv/OxLMgqer3VwEqK/TtBpoIIWzF404lttuhaZrFui1ECGFbiK7IDzCxkmtSKBQKhUKhsMfdF4bNBYM1cbRnEAz58OLsy2CAQe/aNQtTNm2j50I1lvqsrNC3FHABHipqsFbouB/YqmnaGWtbPSFEM5ux31vH3ldirAdwD3BQ0zRHWkKFQqFQKBSKytGoL0yLggf+gilHZPWMi0XD3tD+Xrvm0Mz9GPcvvnj7LYdK+fRpmrZVCPED8IY1hcpxpBAXCTxQouv/gB6UTpIzBxgPfCqEaIKM3h0DRABDKrMehUKhUCgUinJx94G6HS/Nvvq/Bsf/hoyzpZo91r2K6Dz70qzBhgtJQX0v8CFSYJsFGIHBmqb9W9YgTdNykelavgPGAe8AFmCQpmkrL2A9CoVCoVAoFJcHHv4w5CO7ZlGQidvm96thQZWP3i2qwPGU9eWoT08H7QnA2MruW6FQKBQKheKyp3E/aDMK9nxXqtl4tnryTFZRsTmFQqFQKBSKqw9TfDZpy0+Q/mcU5mxTxScYMBN8alX9wiqBEvoUCoVCoVAodDDFZ3Pu411kbYwlc80ZEj7djWa2VGwSz0AY/MHFWWAFUUKfQqFQKBQKhQ7ZO86B+XyKFXNKHnmHUio+UbNbMDW7veoWVkmU0KdQKBQKhUKhQ2Fijl2bKT67UnPl9XqFPNfqrSKjhL6LjGbRyN4WT9pvJ8k7llrdy1EoFAqFQuEk5swCu7bCJEeVZstG8wxkb937yu94EVFC30VE0zRSFh8m9cdjZG04S9LX+8nelVD+QCuFSblY8gov4goVCoVCoVA4Qk/oM1VS6AOIC7gBU5PBF7KkC6LSKVsU5ZO9LZ7cvaXr7KWvPIVXmxCEQTgYBZrJTOLX+ymIygAD+N9cH98e4Rd7uQqFQqFQKKxoFg1Lln20bmFSHpqmIYTj+3hZpBQ8QapLBPDGBa6w4ihN30WiMDmX9BUn7dotGQXkn0grc2z6qtNS4AOwSEEx/3TGRVilQqFQKBQKPSxZJtApk6vlFWLJqZwVzqVQYDqaR36ObYXaS4MS+i4CmkUjZclRtAL9sO6cnY5NvJrJTPb2c3btmetiqmx9CoVCoVAoysacke9wW2X9+vxTjWDRkSQvEUrouwhkrT9LQRmaudz9SVjy9Z8ScvYno+n48eUdSsakE0WkUCgUCoWi6tHz5yuiskJfYLJbZZdTJVzVQl/BmUzSfj1BxtozaCbzJdmnKT6b9FVRZfbRTBZy9yfrbsveGudgkBQmLyV5x1JJ/Gofsa9sJnnRYSw5lchErlAoFArFFUiZQl9yxYU+Lc+MX5rxQpZ0wVy1gRz5p9JJnLO3+H3uviRCHm6Nwc3lou1TK7SQ8v2RUokcHZGzKwHv62uWajMl5Jz35dMhe+c5/PpF4OJ7cZ8UCpNySVtxslQCytw9iSCgxt3V44egUCgUCsWlxJJRtZo+07F0DFrlgj+qiqtW05ex5kyp96azWbqBFVW6z3+iMcXZJ210bxRg15Z/Io3CtNL+Atnb48veQaFG1ubYC1limVjyCklbeYr4D/7TzTieuycRc5bjH4FCoVAoFFcLZWv68io8X+Gh9AtZTpVwVQp9mtlCwSn7Dzd76/+zd97RcZRXG39mZnuTVr33ZlnFveOOARfA9A4hgSQkJKR+6Y30hJCQQCiBkNDBYHA3tsG9F/Xee2/b28z3x3ol7c67RbJkycr8zskhnp2dHUmzM/e997nP7YCplFxWvVIsTUPQeQSaACCKkCPs4WyIQmUeJwkYC0YaOjg7C+MFfgOHJ4bT7WCtE1uq5lgOhnMd6PjzeeiPtHjPVHKAqWxyfn8CAgICAgLTCYfOu6TJ3mMCxwXekMGa7LDX6SbitK6IGVnetbbowdnInbP9H1ZBEj8PjEY6YZ/H2Vj0v1/Db+2mKYTclQlKzEAxNwJDB5vcXjZe7IR6VRwoioKptJffAi6inMccFYSxRjuM5zqgWh47vnN1cLD3GGFtM8DWqoetTQ9ruwGcKbD2c1NJL1SLosf12QICAgICAtcKvjJ9nMUBVm8LWG5lKuud0q5dFzMy6LPUeU+hskY7+t6vQtijOT4NkgOGA8z7W4j1fc3aeEji1ABADPrsXSbYWvWQxKmJpV15ThgohuZlAHXHW6FcEgOKCfz8TZV90H3eDGuLHrCTA+JAsNQMgDXaQCumTozqMNhg7zHB3mWErdsEx6AFomAp1KvipvS8BAQEBARmDr40fYCzmSPgoK+4x/9OV4GZGfQRSrtur9cMQH+8FeqVVz7lIrJdBlsjf6auOE4F9Zr44X+LQuWQJGl4jRrGi12g5SJYagZ4x1AtigKtFPOCPke/BaaSHijywwM6R3NNP3pfLyWaTHpFREO9MhbGC51wDI668FkOpvI+XhPKZGLrMsJwph3WVj3s3UawBnJW0lzZh4hvzJuYYF5AQEDgGsGhs2Jwj9PEX5qkQfAtaaClk9e0+L8Ax3F+Nez2HhOkSUF+j8Wa7DBX8+OEqWDGBX2cg/PZAeticH8DpKnBkMSqxv1ZtupBxDbK+S+ILpd1GXfJpGJeBD/oK+wCCBk7UZgckuQgUBQFWaYW5kr3C0Z3tAXyvDC/Y2AcBhv63qsaU8AnzwtD0E3JEGll4CwO6E+4N4+YSnquStDHGm0YOtgE/ek2IIDkpK3DCEvdIGSExhkBAQGBmUr/h9UwVzib74x9ZrBGO8IemT3FZ3Vtwxrtfp04Au3gNZX18o5FKaYmKJ9xjRy2Nj04z0YHESEwcnDoe6di3E0R1nYDTJ80gQL/2Nqb0yCOUPC2K3LDeefCGuzQn+D77ykXRQ0HdCpCRtLWqvdZxgacK5X+bVVgfegSXFBiGtIMLcIfz0PofbMg0jobT+Q5Ybx9zVX9YAkG0hMF53B2KXf8+Tz0JwML+FxYm4VxddMdbhroWgQEZgq2buNwwOfCXNEHs59xn1cba7sBA3vqMHS42etwgumEw09pFxhD0Eco7YpS1GM+p4lgxmX6LHUDvG2ydC1EYXKeubG9x4TBnXUIvi1tTIOTHXorev9TChDGrKmWx0C5KIr4Plougjw7FKYijwvA8zAMBcW8iOF/SlOCII5Twdaid9tNf7QFstRgr+dpON1OtF6hZCJI4lQQx6ggiVFCHKOCKExOLItKEjWg1WKwo7uYHBzMFX1QzIng7X+lmGv6MbCzDvbO8U0fsTbr/e8kMCVY2/Toe7cS9l4TZFkhCLkrA7R0xt2CBKYxHMfBXNoLU1kvaJkIkuQgSFOCwCivXS2wN63Y0MFGSFOCxvRsCxTWYgdrsIMJkgakLbe26ND1QsHws85U3IOIr82Z1lKcQJIl9h7/ti3eSruiZCHomxBI2S9pchBUy2JgqRng+egZznXAWNQNcbTS+b+okf+SjJw5O4veN8rhGODP5JNlahG0McXn+SnmRfKDPg/ks0PBqEbEoRRFQb0yDn1vV7jtZ67sh63DAHGUkncMW4cBA7vredtphQgR35wHUVBg3csUTUE+OwyG0+6TQkzFPRMa9DkMNvR/VA1zIJY6DAVRqByMWgxLrfvf29Y69S3xAnxYow09rxYP6zHNpb0Y3FMP7db0KT4zgf8lTAXdTgN9FyfbAAoQRyshTQuGNDUY0qSga0oP5+15Yq0fgqV24uUuptJe9G2rAmeyQxSpQNhD2RCFEmROo9AdaXFLbtha9TBX9UOeFTKh5zaRBJTp63XatvgKrImlXZUIdNTULDRmVNDHsRwsBD2fNCUIlIhGyL1Z6Pr7JZ6dC2dxwNow5K63o5zNF+LLmTBJtPO/g3vriXN1RREKhNyb5XfVI0sPBq0UgzV49/9RLuRnCuWzw8CEyODoc19Z9H1QBe3t6ZDEjGgTOZsDve9UELt0tbenBxzwDX92Tigv6DNX9YO1OiZkwgnHceh5vRS2Zu8BGyWhoV4TD3lOGEQhclAMBc7mQOvPT7m1wTsGrXDorJM+tURgbAx91sxrwDFe7ELQxpRr6gErcG2jO8L3UgUH2NoMsLUZoD/aCtAUFHlhCL45ddq7Adi6jLB18AcCuBg60Ahp6sRl+zibA/3bq4ctvuydRgzuqUfog9ne38NxxAqcpXqaB30BZPo4Gwt2yArGxzOVlIkVZwWDoqZGijSjNH1srwWcxV2jR0kZiC8HROIIBYI2+87EDcM5y7+moh4M7WtAz79L0f6bMzBe7OLtSskZhD2cDVrmP4amGBqKOd67bpkQGaSEki3FUFCv4Hvz2Vr16Pr7JfR/UgP28hdxYE89sTyqXBwF+Wy+Rs8f0uRg0Ar3n42zsTBX8kvHgHOyh7GgC6bSnoD0W7Y2g8+ATzEvAlHfXQDNmgSIwxXDgTUlZiCO5GsnrT6OJXD1sfeYiJNkOBsLc8X/rtm3fcAMY2GXz4e2wMThGLTA1hGAbITlYCzoxsDOK5/gZOswQHe8Feaayenc9GcDYm0cIjpDjBdrsw6s3j1hYars8znb3t5FdlwwT+B5TQaBlHcBwOZD1+e1tJvlv+N3sphRmT5HuxGAezeuNEnjphtQLoqCpWZgwjxzWIqD6vYkv+nt0SjmRfI6YofPb2GUV52DYkEkhg428k2cOcBwqh2moh4o5kbAcKqd915RhBxBmwIMeD2gGAqy7FAYz7tbx5hKep3NKaOwdRvR82rJcPlbmhbs1xPR4kVwLIlXI/jmVEjivWsfJPFqXsne2qKDPDvU148kcBUZ3N/gtQvOWNgDRf7Ea0OnMxzHQX+iDYN7652/FwoIviUNqiX+Tc/tgxYYzrQDFAVZejAkiZpJ0WzNRMzVA2Pa31jQBc2NSWOujAy/v7gHfW+VD/9bc30iNOsSxnUsr59R1O13n6EDjZCmBU/IdWJpIiyo7c4KmyxdS36Pl4ZDe6cxoKoMa7SBNdnBaGVXVQNIzPTRFM9g2d5rArxo60mlXauYhTpeCVQQ3zLpzKxMXzt/FSdNCXb7N0VRCLk7E5obEiFJUIOSXNmvoCnFAFHC2GxfxDFKiAgZKtDwaYVCSxhob88AoWEYAMAabNAf53cCg6EQck/WFZViFbmELt7yPrdSOWu0off1Uje9o6VmgNhMMhrSTUG1IhbhX833GfABTj9ET6wtQjPHdMHSMOhzgWWu7JvUTvDpBudgMfBxDQZ31Y08DDhgcE+9XycB1mhD1z8uQfdZM3SHmtD9YhE6n70I3fFWsEbvchFfmGv60fmPS2j//VkMftowprFS1xqkjAvlS1rAAYazfuahe3sry/FmvesON4O1TNwITVunIaCGN2uTDpaqick0kqRNgPeFO+B7WIKv9wGA/kw72n93Fh1/Oo/2353F0OfN477WxwpJ0ychPG98NXOQ7n0DodYpXajNqEyfvcMEaNy3SVP4aVRKREOzJgGaNQngWA6OPjNsHQZY2w2wtRtg6zDwtHMkJIvD0Uv7DmhIUBTlnNCxr8Ftu2xWKBiN71WPfHYowr6Yg4FPamHvDqxdPGhjspvmbzxIU4NByRhw5pGbFmd1wFzdD3l2KDgHi963K4hDqE3lvZDPJmfeOAdHNNNWzAkPaFUnieUHhbYWnV9xrcDkw3EcBgnNRG44OJhKe6+q2fdUwZrt6H2rHBZCxomzOmCp6idaJLnQn2xz76KHs3Q2uKsOg/saoMgLg3JRVMDZP/ugBb1vlA9LYnSfNYOWMlCvivfzzmsPjuVgIQR9oQ9mQxwuh7lmAMZLXbxSqPFcBzRrE8Y0/Qhwym48m/04Gwtbuz4gM99AIGrF4lSAg+NVPwYPNEKaob2ieyLHcV6DPnPNAEg/FceR7++j3+etIdA+YMbAzlrA7lyIsDorhvY3QPdZExQLIqFeETumCttYIWX6pMlBsHpkO73Ztngr7faHBlY2nixmVKYPFvfGBUoyoufzBkVTEIXJIc8JQ9D1iQh7KBvR31+ImF8sRfjjeQjakgLF/EiIo5VuJsrKpdGQrhn/DFrV4mgwIbKR8xDT0KxPDOi9sjQtIr85D0E3JfnNVMoytVAtixn3eQ6fn4iGfBY/cDOVOG88A7vqvGpHLNX9XjMI1lYdX4cp8/93cyGOUgAi998Ba7TD0c/vrha4upiKegLSV5oCKFFd69j7zOh6oZAY8Lkw+elcd33XyB/AwnixC90vFqHrb5cC+r0bTrXzvntDh5oDErBfa9ja9DxZDCWmIU3SgAmSQjk/EiF3ZvCeiI4hK88DLxCMXv5W1taJq0IYCUGfIj+c+Byxteh5Bv9jxd5j4kuLXMdv1Q9ryt3e023iaQBH4ysLaCrsGQ74RsPZWBhOtaPjz+fR+2YZLF4C0SuB4ziipk9CSCLZe8lBn7euXb16aisbMyrT54kkSTPmFZoLWiaCNCXILVPI2VnY+82gZSIwagmGhsZ/sdFyEcIfzYH+bAc4sx2K+ZGQRPOtV7xBiWioV8VDPicCg7vriG37tEoM7Z0ZE5bxkueGwXjJvZHFVNYL3fFWoo7QhWPQCnuXEeJI/s/nzWInUO0GxdCQxCh5qy9riw6iUUG1wNWFs7MY3EewDCJ0rpurB+Aw2K5przRfWBqH0PvfMp8d+wBgKu8D52B5k3wAp1Y2oCYEOJsHel4vRdR3F4CWk2/xnJ0lzvvmrA4MHWiE9raZZaVjJpQ3Xa4OLpggKWRZoTCXuQffhrPtXisVJDiO8xqg2yYo6PNW2pXnhoEJkkIcq+J91tCBRsgyx5/tszb6WEhwTo9cz0ZBfwMEHH1m2PvMxHu1t8B59GeaSnphKumFalkMgjanTJjmj7M4eC4fENHECV72XhM4luN9treuXVD8ZtCryczK9HlAKu1eCZSIhjhcMWF2IKIwOYI3JkN7WzqkiRr/byAdI0iK0PtmIeyxXIhGTQGhJAxC7s1y8/u7UmTpWlAeukDO7HDqk/xAuukCZE2Hpw7TH5I4folX0PVNLfqTbcRsa8jdmWCCPK5JloOpdHoMI59ojAVd6H6lyG/ABwCc2e61FGYqGVuXM2uwOafZeDuv4h6v52Q41zHjOopJZTYpofFAtZhvl2Wu6oc9ALmPC1uHEQ6CzAVwZhwnAiNhkS9JUEMULANFUdCs5zeM2Fr1MJeNPWvpwtrkO8nh6ZkKkIcl8PYhVIjs/Wafjg6e6E+2ESdbjReSno/RSEArxaBkHjpQOwfHoPu9bjp27bqY2UFf8tT/gq8WstRgRH5zLkIfmY3gW1IR+Y25Pqd1jAdKTEM2a3y+SqSgj7OzxDnJ0tSx/d1IzRy2FsG2ZapwGGwY+qyJt12aoYUsQwt5Ht+yyFQ480q85pp+pxEwoURFSRiiqbq3Ei8pc6RcGg3VilienZIL/YlWr40DBoKFzjCc0/ZppsCa7cQslSyDH/RJ07VgtB7duhyIWVFv+CrD27qMPu1NAoHjOJiK+d+X0d8rWVYI8b44dLBx3GMQ/ZVRPS1Y/On5ht9HWPiTsmS0QuRTzjT0aaPXUutYIQZ9agkoyikH88RT10cq7dJqCZj4wKt5k8WMDfooMU3stJnJUAwNeVYIVEtjiBfmRCDP8V/mIAVtlvoh3s3O2qLjpdBphYj4MPQFMdPXqhdmvE4RukNNbg0/AJy2JBuTAQAKQtBnqRucUVoyzsFhYEctQLgEmSApwr+aD/Vq/kxtc2kvT/9q7zMTy4LqFbEI3pyC6B8uhpagR2ONdhjO8mUX1lY9Tw7hiaWq32t2/lrDUjvIs9lggqUQhfPvkRRNQbmIr9U2nOsA5whsCLhP7SWLgMr0rNEGh578fbB3GmHv4gc38lEOCxRFQXM9QdvXbhhXVp012WHv8n3e9i6jW7Bk7zHxGo9IWGoHeNc8KehTLY9F9A8XI+imJGLDI2dj0f9xzYR0oJP0fIzaKT8hNY94BpsknbIiN2xaNBfOWE2fU883Y2PaKUOWGQJKTPP1DpeRJAch7As5aP/9WXcBr52FpW4QssyRTCGpHDAWPZ8LUZgclJRxE6VzFgfsPSaIIwjWOAIBwVocMF7oHNasgOXAOZz/Bee0H+FsLDiLA6zV4dTBWB3EVbJyYdRwMC+OU/Gny3DOG/1ENB1NBwznOogPZnG8GmEPZYNRSyDSSp3NYaMyAo4hK2wtejerIlIQIY5WDj98KDEN5fxIWGoHeObxuqOtUC2NcdOukYyySQzsrkNk2rxpPR81EEhlNlm6d22bckEkhg40ugWKrN4GUxnfl9QTW7fRr42KtVXn1YqK4zgM7qpz+rhSzuyd9hb3ySAkbz5JoobnJyjL0EISr+Y19QzuqYc8KwSUOHALL2uzjriA8cRSOwDFXGc3LknPJ3b5qo6aFsXqbbB3GofvD/YBM7ERSZ4bBlougnpVPFTLYzHwSS0vA2updn4HrtQNgLQApS/LusiZvpF7GWu0ET0h5XlhmA7thTM2KvpfKu1eTWgJQyyLAM5pIqEPzAIloolGnZ6ZA6KebxwlaYqmiAJb61Uq8bIWBwb21KH7tRLojrZccflmOmBt06PzbxcxsKMW+hNtMJxqh+FMB4znO2G82AXjpS6YinpgLu+DpW4QthY97N0mOAatvIcDJaHdsg4URRGzfYEYzV4LsGY7hg428rZLEtQIfyx3WBPsahbzxOTRSEAK+kjWLurV8TwPT1ZnheHCiKk6a7TBWMD/PcsI47DsnUYYzo/Pp246QdTzZQR73Z9RS4iNG4Yz/n8XgWgvba3e9ZKW6oER437OKXvofL4A1ssWLM7SLuF6IPioesv2OfotGDrc4vc83c4rwA7Z0SVeUmlXlh4MaRJfvz76faZi/u9QFKlwW8BTIhpBm5OJ488Gd9d5zZIGijdNH+At6BtZ4JlKe/mZZY0EkoTx6fYnmpkb9E1wE4fACMQbjNQ5is7VgUkKDEcHfZyNhYUgDB6rns+FmFDitV2FZg6O5dD7n1Loj7bCUtWPwT316Pz7pasWcE4Ghgud6HqhMCCvykBQr4rnNT/J8/jXkLVhCPaB6bAWvjJ0R1qINhXBW1J5Bumk4GJ0+c0+aCGWYknfQXGEghgM6o60ODO0AAznO3kzuSmZCCH3ZUGSwP8ODX3aCNYyuRYTnMNZlmv92Qm0//EcjAS92nix95r4TRUU/OqdlYSGDkvNgFdPNheBlE6tPpo5SAG+o9eM7hcKYLzUBVuHkejPSjLPBwBpejCk6cG87bojzWPSv5GaOGSEqUeuUq1z3i6hkpMSRFzYW9yCPnJp1BNaKkLw1jTedtZov+IReqRMn+seJgrldxqP/l2SFq/yvMB8Z68GMzLoc+r5fE9yEBg/8twwp2+hCxGFkHuz3CxZSDcae7cJ9gHnDdjSNMQTuNMqsVsH8lgg6TevRuBlPN/Ju7nZu0zoeqEQQ4eahh+21wKc3fnw7f+gihcYjBcmWArVdfyZ0eJoJVFTRbrhX0vYBy3QHeN3Ecrzw4klPdK4QHuXCbZuZ4mQFASIIhReZQvq1XxjZUefc8Yvx3LQn+Zr/JQLIkFLGOKYRlZvg26MWaGxoj/ZDsPpdnBWFo4+M/reqoCONFloHJCyfJJ4tVu5lIQ0JZiY0dH7mNBh7zcHtNC0dRjAefl+eZtHy9lY9L1X6TbWzYXkstcgCYqiELwl1c1j1nmyHAYCcF0AnAtb0sJDvSrOOZZsFI4BCxy9Zjh6zWA9s2UMBUmCBrK0YN6xLPWD4Bwc7AOBL3IAQJ4VAnk+uTHMVD7+ud5kTZ8z6BOTMn19ZnAODg69lVjBIi1yp4oZGfRJEtRuGhaBiYViaIQ/lgvNjUlQr45D5NfnQu5RHmJUEogJJVdXts/bKnC8QldiM0ebIWDx9XhgTXYM7vfS5chyGDrQiO4XC4cf4JONY9CCocPNGPq8acwZM/uABd0vFcFACArGBeX8HoY9mkMc/0dRFLGL10jo4uU4DvZ+M6wtOljqBmCq7IOxuAeGC53Qn26H/kw7bJ3Tw2JkaH8DP2BmKATdkETcn9FIicGgq4uXWNr18gAEAEmsCrJMfpZdd7gZ5so+YvbWNfNXmqghPpx0x1onNQNL6owd3FU3IWPhzFUDvG0kqxZPnA0d/Gyf8UKH14CNVNoVRylAqzwCTAcHG0H3Z+8z+82ukzKN3rJ8w+cQoYBqBX/hZS7vgykA42lbp5FvoC9lIIlXE69dc+0A8f4uiVODljAQx6p4tiecxQFri87LIkdO9Hh1EbwlhdjBPvBxzbiz1ERNn8YZWNMKMf/zHBwcA+bLpV33l5hg8nd8qpiRjRyCnm/yoRViaAhZhdHIMrS8rkNLZT9Ui6InxJ9vNIxWClohcneMt7OwdRiJer+JYOhAI1iD75uKtVmHrucuIWhjMpRLoiete8s+YEH3PwucmjoAhtPtiHhijtcMwGjMNf3oe6fC688iilRAuSjKaXROU84yxeX/UiIalJQBJWVASy7/V8qAkjB+F16K/HDoDrlbu9ha9LD3miAKlYM122G8HNj5HTlIAdo7MqZ0nJu1Vc8zLwecXYe+jMJls0N5wnVzmXM0HcnSyNeoNgBQr03gTV+wd5nQ/1E1b19phtYtoxV0Y7LzwTU6Q21nMbi3HiF3Z054icreY/LaFar7rBmsyY7gLanj+lzOwRLvM940yZ4o5kdicH+D2++CNdhhKukhjg4jlXblOWGwNut4fw9bm553XwrE044H5XsR4EKzNh7GS1287NvgzlrI0oJ9fldJo9ckiRpQNAVpahDvdUvtALGJ0iW5omgK0pRgngm2pWaA2DEu99M8w6gkCNqcgv73q9y2OwatGNzXAO0t/BKwP8iWLSPBuyhMzh/H1msmdu3K88KnRdeuixmZDruS4EFg4iDq+moHnL5ZhO6s8er5AGfmiKTrs7aSS7wcx3ldsQeCrcMA/enAuiA5G4uBT2rR9XwBDBc6J7zRg+M4DGyvHg74gMs3vP0Nft9rK+1Hz6slXgM+xZxwRHxtDtTLY6FaEgPVomgoF0RBOS8SijkRkOeEQZauhTRBA3GUEiKtDLRCHFCmXRyhINrz6I62oP+jarT/5gwGdtYFNmOac67s7YNTownkOA6De+p4TSy0QgTNGt+LI5Kuz9qkc3bZehxPFCZ3jh70gTRRAwlh4Uuyz1AtdbcnEYXIoFrO76A2FXaj59XiMZkUB4Jn04onhlPt6P+galwZe2sTecRjoNIfRikmBlR6QkOHQ2clBkfynDBixYM0jo3kZkCrfZehJUkaMBr/CztaKkLwpmTednuvGbqjvsv3pJ9Leln/SdTn1Q4QA9jROnsZ4V5vLOwmfpa/TCYAKOZGECVFhtPtGDrc7HzuGP3bxwAYdiJwg6bcJAEk2xZLwyAxw6mYRqVdYCYGfSJqWqVS/5eRJKhBSfkTPPTHW4nGlVfqLUjS9ZE0NqaSHrT/9gxaf34Sve9UeDWw9QbHXfZg83gOURLa+cD0sqiztejR/0EV2n93FgO76mDzIwoPFGNBN3GuplP47b3sKbZQMO1pIVsxMBSCb0mF9u5MYnl2opDn82+IhjMdMJzt8GoL5A3OxmJoX8MEndnYMFf2Ex/a6nUJXkehuRCHKyCK4F/7uiP8h7E8JzSgrIFmre9AE3Bmx0dbKA2/d00CsVxmqR1E518vQH+qbcI8MP0FfYDzOu59s3zMiyWiVUtq8JhGc6oW8z37rPWDPL2wqbSHGKCLIhWQEOaIe1ZAOI4j6vlC7spE0OYUnnbOBakL3hvyvHBig6Pu8+ZhrTUJUhOH5PIEKWmiBpTYY/a5we62AAUA0NTwewBAStD1kTK+onDn79AfFEVBuzWddy7ggKF9Deh5pRhtvzqN9t+fRc9/yzB4wLuRM0+LCGeWb3S2maj3PNXOuwaYEBkx6J9KZlzQJ4nnX4QCUwPF0MSVoO4oX6QtSx2/ns8FUdfnkVG0turR+3aFM+vh4GAq7Ebf+5Vj0g6ZinuIKzr12gQEb0lF+FfywRA6vFywRjv0x1vR+efz6P5XMUwlPePWLjn0VgzurCW/yAGDPoKguEYFQAisaI0E4Y/nOf3dJrksMZaHViAYL3URs8iTCefgMEiYYCEKlRGDBhLybEI2gNAE5K+060KaFkycyDAa1ZJoYtmUlouIVh8AwFmdWevuV4qvePqBw2AjZnZImMv70P1a6Zg0WsR5uwGWdl1IkjTEgLz7lWKYK0f0cCQ9nytAJ2b62g1uTV72bhO/eYBxBkrqFbEIfyyXpw2kpExApd3h/SkKwTen8p76nI31OkrTobfCTuh+diVWKBENCcGCxRNJnMpt8SiKUAz73vlCPgZDY1GIDJoNST73cQxYYC7rhe5QEzqeuUBs9vDl0Tf8WWH8+ztn4l+birzpYcg8mhkXHQlWLdMLkqics/JX7OPx5/OEFPTZOg3DGQLOzqLv/Uqeh5K5tJeYVSHBWh0Y3E1+wKsvi6WliRpEfmMe0fbBE0vNAHrfLEff2xXjCvwGdta56xg9MFf0Ef2y7A16hPTyy0KS5CBEPjl33LOgx4ooVO43OBneN1IBSZLGOc5tdigUc8LJAu5ddRPiyh8ohvMdxCxF0E3JATeUkUq8njBaacBZA4qioFnDn786jIiCYoH361O5JJoo/ndhrR9E518vQne8ddxZP3N5Hz8zEiqD5sYkr585uLchoGM7DDbiFBOSf6gvKIqCkhC4cxYHel4vhf5EKxwGG7Gc6QrQmWAp/zq1s7CPavAiaQ8lCZrhQEmaHOQcrZkdClBOp4OQuzLHPFtdHKWEahn/72oq6SVmRknj68SRStCykZ8nkHu353OZoihiidcTf3o+T1TLYwK+n4DliItiX3YtLkjlXRKkZrWpRgj6BCaVQG+yE/F3YzQS/nge1tnFCwBDB5u8uuUP7W8IaOyU7nAzb7g2AARtSXV7wNNSBtqt6Qj7wmx3exsvmIp7YA6gk87tPWW9Ac2sHdxb7xYEcQ4W5k/5QS6tFCPswVm8G9xk4yvbR0kZqJbFIPLb8xH1rfmI+Eo+wh/NQdiD2Qi5J4uYkbI2DhENbCcD1uJwTm/wQJKogSyAQM6FOFZFHC01GnnO2LIGslkhXktjirzwYU9NEhRFIXhzCsIezfHaDOTKEA3uHp8nGqm0K58VCs3qeKf/GuFHNZxp54/4I2CpGSCXW3001HhDuSCK6M0Gzrno6nmthNix6QrQKYqCmFDiHa3rsxBKu55BEaORIuyhbMQ+vRzRP14c0EKBhGZ9Ar+jGMDAjlqepILkpSpJdF9ckyxYPCE1V5JKvKMJRL/qCUVTCL03C0ywf50j4DQg9wzyfBkzjz43f4jC5AHd+682Myvok9LDAlOB6YEoREb0YxsNEywFM46bMQmySbMOlqYh6I40e38jB/S9W+FTqG7vNRFFz7KsEJ5lzfBrmSGI+MZchD+RD8W8CEDk/aE97MQfAKzZjoGPa/gvEMp11iadW6ec/kQb2B5C4HpTkl//sslAuTia9/cXRykRvDUN0T9ajOCbU7360ikXRRO9HQf31o9ZEzgeDGfaiUbMQZuSxxSgUTTlN0gMtLQ7+pjemkhUSwMbdyfL0CLyW76z1vpTbWOegMDZHLAQMksu30LV4miE3JPFv545wN7i356HtIALtGvXE1rKIOwLOV7vY6SMony2u/aS5CDgeh/HcjCTLKy8BEWUiL6ikiEtEyFoI6Gpo9uEgT3uATyxc9djsoQ4RgVK5kO3SoNYAvYX9I2ltDsaUagcUd9dgLBHc6C5MQny/HDn387LoTw1i748+lzQMhExcB6NfBqWdoEZFvQpH0wb0zxBgauDv2zflfjzeSKJ599cLQ1DTsNhP1Uo1mhH75tlXgXjA7vqeIbSYJwZEV9QFAVpggYhd2U6B4ZvSiauFC01Az4bL0YzuLeeuCLV3pZOXB0P7mtwmocOWTB0sIn3uiRBDcW8qbE7oaUMIr6aD82GRGjWJyD8K3mI+OZcqBZHg5b6/j5TDEXsSnT0W6A7MTEGv97g7CzRRFieFwbpOEYukYyaXTAaybga1OS54bygWJoSNKZj0TKRM2v9pRwwWkIGhQXRWsYX5uoBXlBOK0RuYn9FfvjwHNfROJp8GyBzHEcMKEndnYEiCpMj4qv5fgMVF55aO6Ku7/JkDlu7gacHoySTO2BAMTeCGIgZTrUPT5Tg7CyshEY4T+mHy7rFG+JYNWgpPygUBcvIGdTLjEWv6AkloiHL0EKzOh6h92Yh6jsLEPPLZcTrydN6JRBNH+C/xDvReuWJYkYFfdNlzImAO/7E0xOh53NBulGainuIth80obxlazOgf3vNcDmU4ziYq/vR898ypwbJA/V1cWPqOmaUYqivi0Pkt+eTO8ACyPZZ6gaIc0ClGVoo5kdAcyN5FW+82ImBPfV8TSUFBN+SNqXfH0YtgWZtAjTrEyFNGtsiQJYZQrzGdJ83E2/gE4XxIt/3DBS8NkH4Q5oS5DVjIs8JG9ffh2IohD0y26lzogFJssaZQRsHsjQtIp+aT/xdBzqb1QWptCvLCuF11pJkH44m3wsje5eRvyBiqCu28qIVYoR9YTaUS3w359AqMS8bRuzgbdODYzmyni8paFIHDFAUheBb0viTOgD0f1gNe48JtnYDz2icVoqJTWq+Sry+pDvegmhRqGzCS6O0hCF+nmcJOxBNH+C7xCuKCKzreCqYUUGfwPREmhLks6x5Jf58ngRqxCyOVSHyqXlE7YfxYhf0R1ugO9GKzr9cQM+rJTwjUcCZfVH78WDzBkVTRD80w6UuOAze/aQ4mwP9H/HLupSEhnZrmlMgnamFJJm/ih/YXQ9TAV8DqFwcPWkG1leL4E3J/K5EL3q7iYBjOWKpX54TBnH4+G72FENDPossExhraXc0ohAZIr8+F7G/Wo6IL+f71Q76gpYyUJKyJWMI+jiWI+pXSZlOkhbM0W4E7UPWR+zaTdT4zRoHAsXQCL4lFcFbUryWC+WzQ3kBOhMi49tXWVnYe01kA+kAM4pXgiRaiWDC6D3O4kDv2+UwE5tL1MQFma+Fu69hCd7eJ8+dHENj0nxpW4vezQcyEE0fQO7gdaGYZobMoxGCPoFJh5YwkCaRv/hMiAyi4InR8wHO1bgvuxTnh1IIuSsDjFqC0AdmEQPSwb0NGPRjDBy0KfmKHiSKeZG8cUSwszCc9T4KbehgE3EUU9ANSRBpnT83RVEIuomf7ePM/C5fSs4gaMP4MlPTCXGkEspF/AyM4VwHrO0TP6LNVNJD/DuoV8Vd0XFJQ+xplTggWwx/TFTmSELo7La26gP20bM26/g6SBFNzCCKQmT8hRkHKHXeNWSkgHKsVi2+oCgKquWxCHtkNi+QAwBFPj8opmgvzRxNOmJ3/URWP3yhXBoNeQ7/mrO1Gbw2KJEQhctBkxYTFCD1ce16D/omx9BYFCbndVJzNufkJhdETR8p6PNR3p2OXbsuhKBP4KrgTUQtm4Sbmz8tTNCGxOFZjpI4NbS3po/5M2SZ2iv+YtNShjjfU3+qnTiBwFI3SMwuSRLUUHoI86UJgXWPStdET0nzxmSguT6RH0Rzzq5EW7dxwgyFOY6D7jC/KUiaHnzFOixZppbXLatcFDWtpCuMVsp/CDo4WJt9a+1cEEu7acFeTcBJmSL1EPmaZc12WOr5WcfxNnH4QpYZgogn8t18/JSLo7yWM0nZdMOZdnBW9+86JRddta5PiqKgvSOD3EhH8In0ZuXktGAJ5m0Xx6rc7F08YZRiXkAujlVBHDM5Pz9FkYc3uJo5ODvLt8CiAFoZeHlXHKXw2ng2HZiRs3cFph+yDC3RwHYiS7suJHEqr1YmkgQ1VNe5Z2OUCyJhbdHBcNp7hs0FEySBckkM1CsmxrhYtTQG+mOtbk0m7JAVpmL3+Z6s0Ya+9yr4zSgMBe3t6cSgIOiGJGdZ2kusY1DZoc4nlxOvRRilGJq1CbzrzFo/iM5nLoCSiSCJVw0PimfUErAGGxwGG1i9bfj/cxYHRBEKqK+LJT6wLNUDsLXxs4dqP7OoA4GWMAh9cBYGdtTC3m+GfHaYb7+9KYCiKEiSNDAVudviWBqHArJeIkklfDWxSFOCeDON1UPkR5e5eoDnw8kESSYtiBJHKhH51HxYm4ZAy0TEsYIuSEGfZxMBcFnbeRWDfFomQuh9Wej6ZyEx0BvZkSJOPXIhy9Dy/k6BlKm1t6Si7/0qWJuGII5RIeSujEktjUoSNLwJRtYmHbAUxC50WikmTnHxFvSN1VvwaiMEfQJXBVGkAkyQxH08DzU5vopesy0iGto7M4g31ODNKbC16Yk3YcAZnKqWxkA2K3RMY5z8IdLKIJ8dynP0151oGw76OI5D34fV/NFGADRrE4azlp6IIxRQLoiC4Ry/6QMAmpINiJ6mupPxoloWA/2Zdjg8pwjAWd62VA/AUj0Q0LFMRd0I/1IuL/NGyvKJ49UTdi1L4tSIeGLOhBxrspAk8oM+a8MgAN+Br63byJdMUE5PQW+QMn0KvYhoyUMq7cqyQiY1iKBoyqt8ZTSBGmtfDT2fJ5I4NYI3pTjHS3pBHKP06Y4hzwuD+GiLswEEAK0UQbXcu8G3C1GoszPa1Tw32Vo4T59BYKSZg6jn8+JbSksYMFopHP3u9lfyaTZr1xOhvCtwVaAoCuq17hkLxfzIgIaFjxVxjIoosg66McmryJ4S0Qh9YJbb6o2SMlAujUbkt+cj/LE8ZwflBAZ8Lkg3RluzbvhGZDjTDnMpPzsiSdL4zS5p1icABC2XeG4ojKqxzTK9FqBENIIJesbxYO82oeulIrdxY5amIeIIPs3quGkr3J4MSEGOpVHnt4ROyvK5sq7eYEJlPL0YzVFwtLpnWzmWcxuN5oI0X3gqEIXJAxoRerX0fJ540/e58Delh2JoRDwxB9rb0xF8cyoiv71gTEbvFEVdle+QJE7Nez44es1w6K3kubs+Gp88p7XI88PH3ch1tRAyfQJXDeWiKDAaCSw1AxBdzkJNBrSUgWJeJIwXOoe3SVOCoFrm25CW0UgR8fU5MFf2g2IoSNODif5SE40kSQNxrIpn8qo/3gp6LeP0B/SAkokQck+m3yCUCZJCszrOzZuPVokhXRUFnKmemB9gmiGbHQrFvAgYL3b539kPjj4zul4qQviXciGOUEB3mK+pFEXIIZs1vukI1yriKCUoCe2mR+PMdti7jD5LnKYyQlDmo7QLXPa5TA7iSTbsTQYgb+TftlY9oUGECthbb7JxNXP46nSm1RK/ZvaThUvfZ227BAfBpN5bE4fbMcQ0lAsn574+UdAyEcSRCrfmDcBZ4g3Uo8+FelUcaIUIlrpBiCMVxBF30w0h6BO4alAUBfmsUMivwgMyeFMyaBkDS+MQJHFqBG1MDkgnQ8tEUORfXU2GsxswBv3vV7ltN5X0OLVjnobQALS3pwfc9axemwCO5WAq7gGjlSF4cwpMssAH119rUBQF7Z0ZUMyNgLl6ANZmHWytOp5gPlDYISu6XypE8OZUYqZKvSp+WjVaXA0ohoIkQcMbH2ZpHPIa9Dl0Vt70A8C3ns+FNIUf9HmaNJtIXbsp3htEpgJxjNJn0CdLnTij+vHgVd9H+c/0XUtIEjTEoI9U+/SVraQoCqpF0VARnAOmK0LQJzAjoRViBG9JnerTCBhFXjgG99S7ZypYEG1BlIujoBiDpQFFUwjakISgDUnD20xDYzPTvdagKAqydO3wNBjOwcHWZYStWQdrsw7WNj04OwtGJXYazqokTsG2lIHu8yawBvegmDXY0fdeJe9zmCApFHOmt3B7spAk8oM+a8MQsJj8ADRX9BHn4QbS6Uj062s1grOxwyVTUmnXm+/hVCGJVcMA7w1jU1XaHY3T0SAN/R9VD/+9lIuivM5gvhaRJKhhOOuudbY2DRG7mK/E13I6IgR9AgLTAEpEQ7UkmjgibTSiSIXfsW8CfCiGgiRaCUm0kmiTMxpZhhbd/yom6ns8Ua2MBcX8b0qjpUkaeLY9+ZrMQbRqCSDLB1z2gVOJ3RdFDg7WZh2kKUFw6KywEUaGTRc9nwt/zRzTIegDAOXCKIgiFbDUDkAUIp8037ypwnNiCgBYW3SQEPTPY9ElXgv8b96tBASmIcol0cSxSMOIaITemyXMl55kxBEKRHw5j+xdNgpaKZr2+qXJRJJAEMT3mYkdkKzV4bRT8UAegJckMKLr88RlbEzq2hVFKCDy8ze82ogj5F6nEzEhsml1vtIEDTRrEqDID59x8gVRmByU3MOk2crCSjDK9qXpuxYRgj4BgWkCo5K4efN5Erw52adIXmDiEIXKEfHlPJ+ietWy2GmlF7va0FKyibClkf/gNJf38ue4qsREo1xvkCxxfAV9sqzpleUDnB2u3r7Dk2FUL0CGoskmzSQboJlW3hWCPgGBaQRpHi/g7Ej1tAcQmFyYICnCv5xHDGwoCQPVUuHvQRzJ1uBe4uU4Drpjrbz9ZFkhY8ogkTJ91sYhZxbRQ1sIAPKsiZ/CMRF4m3M9GUb1At6REubwkhDKu5ehKEpKUdQfKIpqoyjKRFHUGYqirh/HcQ5QFMVRFPWP8Z6LgMBMQRKjgizT/WHFBEkQcnv6/5QP3HSBUUkQ/ngeb1C7Zn3CjBlfdyWQ5qp66vosdYNEvZ1ynvesNglRhII4N1V/rBWcxd1zkpKJArIYmQpIM3iB6aPn+18hkOuDVogmbGb1dOFKfprXAXwbwFsAvgnAAWAPRVErAj0ARVG3AVh6BecgIDDj0N6Z4ZxHKaIhSVAj7LE8IcCYQmi5COGP5yFoUwoUCyIRck8mVNdNfz+uq4GEYNJsa9ODHRWE6QnzosVxKkgImTtfUDRFfA9pHrUsI3jaNtiQJgaJIhUzLqM03ZHE8zWpnsw0PR8wzu5diqIWAbgHwPc4jvvz5W3/BVAC4I8AlgVwDBmAZwD8AcCvxnMeAgIzEUYlQfijOeA4TsjuTRMoEQ21EOjxEAVJwQRL4RgYNYqKBazNOsjSgmHrNPDmnAKAeuX4JphIk4N402k8s3zA9NTzuRDHKCFJULuNfFSvEK6tqw0tE0EUoYC90+h1n5kYiI93KXQHnJm9l10bOI4zA3gVwFKKogKZPP79y5//53Geg4DAjEYI+ASuBSSEEq/LgFh3lK/lY0JkkM8enwVIQPONKaftznSFoiiEPTIbquUxkGWHOo3E50dO9Wn9TyIlWLeMZiYGfeP16ZsLoIrjOE9TprOX/zsHAH8q+WUoikoA8AMAj3IcZxIebgICAgLXJtJEDUwF7tMyLA2DcAxZYCzgj8JTr4gd9wxrcZQSkDGA2fvcaEm8Goxqej+srzXz+JmKJEENw7kOr697znyeCYw36IsGiLbirm2+h5w6y7qXOI57d6wfTFFUBABPC/xUADCZTBi6ipMGDAaD238FBK4VhGtXYKJwhPFtayyNQ+j9rN59lBcASs7AkSG/svt0tBSo916So5KVV/U5IHDt4gjxXey0idkJvZZG33dNJv60pavBeIM+OQALYbt51OtEKIpaA+B2AIvH+dlPAPg56YXi4mIMDvI9oiabs2fP+t9JQGAaIly7AlcMB8xhgsE4Rj1ArSwsZ7pAeSjl20L0aDtx9Io+LoKVIR7eR7dd6q+E6fOyK/oMgf8ROCCfCYbIQQ7+yhur0G8omfCPPXv2LJqafE9fmizGG/SZAJAG8clGvc6DoigRgOcAvMFx3LlxfvYLAD7w2JYK4JPc3FzMmzdvnIcdOwaDAWfPnsWiRYugVAqmuQLXDsK1KzCRGLrq4KhzH8pGcR4lXIZC+u3zkam6sk50fV0v2EZ+xy4AUGoxFm+6TtDDCgSMobMWjnq+pRAA5CzOhyjB9+i8MX3WqPtuUNDU+DKON+hrB0BqN3K5lbZ5ed9DADIBfJmiqCSP19SXt3VxHOc1d89xXBcAN6GI6wsul8uh0Vx9byalUjklnysgcKUI167AhJAagqE6z0m87ijnRyI4JrCxa77gkjgMMM1gHPzATjErdMoepgLXJlxKCHRegj51lBZijfepPONFqVRCLp/44wbCeLt3CwBkUBTl+bRYPOp1EgkAxABOAKgf9T/AGRDWA9gwznMSEBAQEJgCSB28blCYMG9DiqagV9uIr8kyp69Vi8D0xNdkjpnYvTveoG8bAAbA464NFEVJAXwBwBmO45ovb0ugKCpr1PveBbCV8D8A2HP5/58Z5zkJCAgICEwBkni1z6eJbFYoxOHedXhjRaex8zeKKEjTgifsMwT+N/A2/5mSMqClM2+29rjKuxzHnaEo6gMAv7vcTVsD4GEASQC+OGrX/wJYhcu+1xzHVQCo8Dze5fJsPcdxH4/nfAQEBAQEpg5awkAcoyKOWwMA9cqJNR/WBfEzfbLU4Bn5kBaYXGiFGKIIOexd7q0IMzHLB1zZGLaHAPwVwINwNmeIAWzmOO7KWrMEBAQEBK45pF5mmUoS1BM+B9eockCUMeqYNAXN9YkT+hkC/ztI4vnX50wcwQaMv5HDNYHje5f/522f1QEeS2i1EhAQELiGkSRpgBP8Hr7xjlzzh/y2JIjqzHAMWaHICYMobGqE8QLXPpJENYwXOt22iYJJBiXXPuMO+gQEBAQEBFxIk4IAmgLYEUNmUagMsuwr79glQdEUlPOE8WUCV44iJwyDexvAmUa0ovLc8Y0KnO5cSXlXQEBAQEAAgFMD5abdo4HgrWmgaKGQIzC9oRVihD2cDUmSBuIYJYJvTYNs1szsBBcyfQICAgICE0LQjcmQpgXD3mOCLF0LUahQchW4NpAmBSHiK/lTfRqTjhD0CQgICAhMGLI0LZCmnerTEBAQICCUdwUEBAQEBAQE/gcQgj4BAQEBAQEBgf8BhKBPQEBAQEBAQOB/ACHoExAQEBAQEBC4irRXDU3J5wpBn4CAgICAgIDAVYDjgIt7W3B+Z/OUfL7QvSsgICAgICAgMMlYDHb0nJOjtbdjys5BCPoEBAQEBAQEBCaR7iYddv+zDJb+qQ27hKBPQEBAQEBAQGCSqDzTgc/frIDDxk71qQhBn4CAgICAgIDARONwsDixrQbFn7dM9akMIwR9AgICAgICAjOe3lY9Pn+zAr2tekSnBWPdw7OgDJJOymcZh6zY93Ix2msGia+LZVPTRyt07woICAgICAjMaDiOw6H/lKOzfgh2K4vmsj6c/Khm0j5rzz+LvAZ82mg5lt+bPCmf7Q8h6BMQEBAQEBCY0fS1G9DdpHPbVl/QA47jJv6z2gzorCf78MmjbVj/WApKPn1/wj83EISgT0BAQEBAQGBG01o5wNtmszhgMdon/LM6G/gBH0VTWLAlHkFZA/j0+T+gtbxkwj83EISgT0BAQEBAQGBG01bVT9yu7zdP+Gd1EYK+udfHI362CG2HdqKzpmrCPzNQhEYOAQEBAQEBgYDpbWlGX2sz4mfnQaZSTck5NJUU4uLeHeA4Dgs2b0V8dq7XfTmWQ2vVAPE1XZ8FYXHqCT23rkYdb5tcpceO3/0F1kHyeVwthKBPQEBAQEBAICAu7vkEn//nFQCASCLFPb/8AyJT0q7qObSUl+DD3/4crMNZmm0qKcT9v/kLwuITifv3thlgNtiIr+l6JzbT57Cx6G3Vu21jbS049vZLsBoNE/pZ40Eo7wpc87AOFhw78WJcAQEBAYEROutr8fl//zX8b7vVgk9f/vtVPQeb1YJPX3puOOADALvFgpPvv+X1Pa2V5NIuAOj7Jjbo62nRg3WMPI8c1mpY9R9Oi4APEDJ9AtcwrIPF529UoOZSNxRqMVbcmY7k/PCpPi0BATc4joPdZoVFr4fZoIfFYLj8Xz1YhwORqekIT0ia6tMUEPAJx3H47N8vAR7drl31tehqqENEUspVOY/T295Bf3sbb3v12ZPobmogfpdavej5AEA3wZq+rsYRPZ/dUgi78RBxP6lqYkvKgSIEfQJXDYfdhhPvvYnG4gKEJyThuvsegTJYO+7jndlRh4rTzsHVQxYHDv2nHPf9IggKjWSiTllAYNxwHIeTH7yFwgN7YRoi+3W5WPvoVzD3hs1X6cwEBMZOxYkjaKssI75WdvTQVQn6OutrcW7nR15fP/3Re9jy1P+5beNYDm3VA17fM9GZPlfQZzdfgN10hLiPJiIKczbejt98uHtCPzsQhPKuwFWB4zjs+cdfcG7Hh+iqr0XpkUP4+E9Pg2Ud4zqeSWdF0Wfuo20sRjvqCron4nQFBK6Ys59sw+kP3/Ub8AHA56+/jM66yTGKFZj5cByHihNHcPStf6Pq9PEJP77VbMLRN1/z+nrZscNw2Cfe+mQ0rMOBT196DhzrfX5t1enj6G1pctvW06L3acui67P4/ezmij7sf6UEn/23HAOdRp/7djXqwDr6YDcdJb4uDY3ALT/4BVQhIX4/dzIQgj6Bq0LxZ/tRdeqY27aOmipUnT4xruMVHmqGnTC8urGkd1zHExCYSPraWnBq29sB78+xLPa/9NykPzgFZh4cx2Hf83/B7uf+hHM7PsTOZ3+PY+/8Z0I/48z296Hv7/P6umloEA2FFyb0Mz25sPtjdNXX+t6J43D6o/fcNvkq7QKAYdACh8N7INlRP4gdfy1AzYUulJ9sx8fPXoLVRP6eWs129LcbYDedAMDXmcfnzkHsuo2QqTW+f45JRAj6BCad3pYmfP76K8TXTn/47pizfRajDcWHyQOsWyr74SAEgwICVwuOZfHpS8/BYSN3C3qju6EO532UrgQESJza9jbKjn3utu3sxx+gofDihBy/v6MNF3Zt97tf6WGydm2izoHUqCES86U8lSePoa9t5PngzaplGA4w9HvP9pWfaHf7t2HAgsozHcR9e5r1cNjawdqqea9lr1yLDU98G7RI7Pt8Jhkh6BOYVOxWK3b97Y+wW8lfqt6WpjFn+4oPt8JqHgkUOc4xPErHbnGgrWZg3OcrIHClFB7Yi9YKvvZJplJDGxOH6LRMJM2ZD3UYv+no1IfvuD2wxgLHsuhpaoBxin3ABALDajZhsKvjisaAVZw4glPb3iG+tv/Fv8Gs1xNfGwuH//uvgDLQtRfOwqQjjx67EjiOw4GX/wG7zer+AkVh6w9+AUVQsMf+LM5sd444Y/3o+VzofOj6+tv5XbfeKkqdDYOwmY7xtpvESqTc+jBo0dS3UUz9GcwQ2qrK0VB4CdqYWGQuXQGaZqb6lKYFR958DT1NDT73ObXtHWQsWR7Q78xmcaDwUDMAgGN1sBmPgLXVgqJVECnWgBGnoLGkF/GzpkYvIfC/zVBPF46+/Tpve3BkNB76098hlsqGt3XUVOHtn3wXHDeSmXbYbPj0pedw989/D4oOfE3eXlOJvc8/i/62FtCMCAtvvg3L7rpfuA9NU4oO7cPh/74Km9mEsIQkbPjyk4hOyxzTMdqrK7Hvn3/1+rq+rxeHXvsnNn3je8TXOY5D8WefomD/LohlcqQtXILctRsgU46YLddfOo+6C2d575236XaUHzsE09DA8DbWYUfFiSOYe+OWMf0c/ij+7FM0lxbxz+HGLUjIycPCLbfhiIfesPz4YSy5/R7YLCqvpdjR+GrmGOjia/haKvthszoglrh/v+ounAdn5y/aTgYtQPexJjy9MdXvuUw2QqbvCrEbDTj44l/xzk+/h1Pb3sae5/6ED3/zM1iMIxdKb5seNRe6YNaPrdwz1VjNJhx/97/Y/odf4uwn22AfY7mq5vwZFOzf5Xe/vtZmVJ0KTHxceqwVZoMNDmsVLEP/BWurAuAAxw7Cpt8NzjEk6PoEpgSO43DwXy/AZjbxXrv+8SfdAj4AiErLwLxNt/D2ba0oQ+GBvQF/5vld2/Huz76P/ssZQtZhx5nt72P77385IZkegYnl3I4PceDlfwxfJz1NDXj3Z9/H+Z0f+WxSGM1QTxc+/tPTfiUEFSeOoOIkv6HA1RRx4OW/o7uxHm2VZTj65mt4+Ykv4PPXX8ZAZwccdtuwCfNo5Gotqs/HwWrhBzClRya2xDvQ0U5sINGER2D5PQ8CAPKv3wi5h0aOY1mc/fgDtPjw5xuNt2YOq8kOk47/O3bYWLRWuB+bY1m0lPK7cXUiLcpVWThVOz2eS0Kmb5ywDgeKD+xB464PwNndL4qmkkK898sf4PYf/hI1F/Q4/oGzvi8S07jl23MRlRzk9/glR1tRfqINiiApFt+cPOFjYvxhMRrwwdM/Hu4orLt4Do1FF3Hr934GsUzm592Arq8H+wmrUEYkgjY6Fj3NjW7bT334LjL8ZEgdNhaX9lfDZvgUDmspYQ8b7JZLGOhchcFuI4LCFX7Pc6Kwmozo72hHaGw8RBLBMuZ/kYoTR1B/6Txve+66G5CQk0d8z/K77kfNuVMY7HTXCB19+3WkzF8ITViE188z6XXY98KzxEwMADQUXsRbP/oWbvneT7xOKhC4upz+6D2ceO8N3nbW4cCRN19DU0khbvzat6HQeH9GWM0mfPzHpwMu4x/61wuIy5oNVUgoAMBmNmPX3/6AuovnePvazCZc3LsDl/btQlhCIvrbW/kHFK2AzcqAkc6Gw+LevNFZV4OepgaEjcN3Ut/fh866GnTW1aCroRaddTXQ95EDpesf+zokMjkAQCyTYcGW23DMI8NedvQzJOr53zuVVgq9h4bPm1cfKcvnoqG4B0l5YcP/LvrsEOzWLt5+J7WLwFE0unQW6MxT36glZPrGQVtVOd784VM4/f6bvIDPRXdDHd784bdx9L2RG7LdxuLYe3yBpyd1Bd048nYluhp1aCjqwY6/FcAw6L+tfKKwWczY/odf8SwkmkqKsO23P4PFj7M4yzqw5+9/hlnPnz+48oFHsfYLX+ZtDyTbd2r7CfS3vOYl4HPisBSD4yxoLPHeaTbRVJ87hX8+9gDe/ME38eo3voTuxvqr9tkC0wPj0CA+f/1l3nalNgQr7/+C1/eJpTJsePwbvO02swkHX3neq96rtbIcb3z/G14DPhcDne14+8ffQfWZk35+AoHJhOM4nHj/LWLAN5r6ggv47/efRFMJv5wJjNxbSfeYyJQ0XP/413nbzQY99r/4N3AcB+PQIN5/+kfEgM/9fFniZ2hj0sFyzpFrNBMGionk7VN69DOfxx75DA4dNVU49vbreO2pL+OlrzyEj//4K5za9jZqz5/xGvBlr1yLpPx5btvmbNgImYfZMetwoKX0wPBnsY4+2C1FoByfwqr7EHbTGXCcMwjzVt4d7DJdPlYvbKbjsJsvgGOdz7WG4t4RLbnNhlMf8BtNHKIoVCmTh/9d1+vb7uVqIGT6fGC3WmHSD8Gs08Gk08GkG0Jj0UUUf/ZpQO/X93UD1LuQqLaCFkUBALoahqDvN0Ol9Z4tKzjo7jNk0tlwaX8TVtyV7vPzWspK8Nm/X4S+vw+hcQlIW7gU6YuWQhPuPVvgicNuw86//A6tFeTAqq2yDB88/RPc/uNfQe7FUfzMR++jpayEtz1l3kLMvXELKIpCfHYumsuK3V73lu1jHQ6c/ug9nPnwHZDa4N2xwmEpRVNpDPLWxPnZ98oxDg1i79+fGRYZ6/v78Mkzv8HDf/xHQBlRgZnB56+/TBSxr/viV900UiQScvKQu+4GFB/a77a9vuACSj4/gKQ58+Cw2eGw2eCw21BfcAEn3nsj4FKgzWLGjr/8FktuvwfL7rjPr1aQY1k0l5Wg9MhBNBRehEgiQebS65B//UYERfAf8gK+4TgOx9/9L85+/EFA+xv6+/DBr3+MRTffjrDEZFiNBliMRliMBvQ0NRADNlVIKG793k+h1IagsaiA59XXUHgRJ957E1WnjxGnWQQCRdGQadbBZKKGtzGSbNhNnW77lR39DNfd+zBohl+1YVkH2irLUX32FKrPnoSuZ2y+qnJNEFY/9CXedolcgfmbbuUF1TZjCRw2I1h7K8A5A7juy0Um1t4IjjNDrFjltbw72G0E6+iFdegdAM57vN10AoxsAfTcQvS06BEer0bRgT0wDPTw3t+hWgZQI7+v+h4j/Nf5Jhch6POgtbIcR958FT2NDbBZJsCpmzPBqnsfYtUWMGJnxN9Y0ovZ18USdzfrbeioHQTHWcHaO0BRUtCiSJQca8XcGxKgDJIS39dYVIDtf/jFcJdVS3kJWspLcPi/ryAiORXpC5ciffEyhMTGgxp1EY6GZR3Y+4+/oL7At99SZ101PvjlD3HHT37t1jnVXFqEUx++SxTdKrUhuOGrTw1/9tI770PzL3/otk9fazMqTx3HrOWrhre1lJfg89dfQVeDH3+mUdgtF9FcMQ92qwMiyeQK2c/v2s67TgY7O3Ds3f9g7SP8jKbAzKPu4jlUnOA772csWYH0hUsDOsbK+7+AuovnYPDwQvv0pefGdC6zVqxG3cVzxGz86Q/fRXNpMVLmLURkShoiU9LcAtLBrg6UHjmE0iOfYajb/UF+bseHOLfzI6TMW4g5GzYhKW/umBpN/lfhOA5H3nzNq+VJZEo6OusI1R+Ow9lPtgX0GSKpFLd+76fD5dv1X3oCrRWlMAy4a87ObH+P9HaAopC+aCkaCi76fOZlLl+PhlJ3yQwjybo8dWJkAWIcHEBD4UWkzFs4vM1us+Hcjm0o/HQP77wChaJobHj8SZ5+z8XcGzfj/K6PYDGMvvZZsDbvpucOSwFEskXQ9THgOI73bBzoMl323BvdOWyHw3waDksJzn4yhPWPbuR5AwIALUpGvSIGwIjTRH2vCXPIj9+rhhD0jaKlvAQf/uZn/NZwf1AU8tffiLQFS7D7H8/AzFvx22HTfwIoNoCRZqOh2HvQ11jaC4d9ADb9dnCs88tBi1MgVtyIggNNWH4HP9vXVlWOT/78a69t9V31teiqr8WJ99+ENiYOGYuXI3PZdQiLTxy+yF0i9MpT/HZzEt1NDXjvFz/AnT/9DXpbm3H6w3fRUs7P7rl+Pxu//h03nUp8di7iZ+fxAsTT295B5tIV0PX0+HWXp2gJlt5+J056ptXZIdiMVWitykdiTqjPn8M1F9VutcJuscButcButUIdFu43Q2McGkTBPnKjyqW9O5GxaDnisnN8HkPg2sZqMuLAv57nbZcpVUQZgzdkShXWf/EJfPLnX4/rPKRKJW746lNIX7gUfW2t+OTPv0ZfazNvv9aKUrcsvjY6BpEp6TD09/Ey7zw4DnUXzqLuwlkER0Uj//qNmLViNRRBwV4Xkv/LcByHz19/GZf27SS+nn/9Rqx79CuoL7iAvS88S3huBMbGr30HkSlpw/+WqzXY8JVvYPvvf+n3vYxYjE1Pfg/pi5fBrNej6NA+XNq3k1dalak1UIWuAuC+naLloMUpvMDq7Cd7hoO+zroa7HvhWZ6OOxBohkFoXAIiU9Iwe/V6xGXN9rqvVKHEvJtuGZMpOuCAw1oGip4Pi9EOmdLdQ6+3pQOszUvCgdOj4th/0FT0CTHLL5KvQCfjXpmq6zViThhv16uKEPRdpquhDtv/8KsxB3xSbShu/Oo3kXZZY3Dvr/6IN3/4Q9jMnqsZFjbjPnBwoKUiH3abAyIxPwtVd6kNNsOO4YAPAFhbHay6d1B0aCvmbkh0my3b3ViPj37/i4Czkv1tLTiz/T2c2f4eQmLikLH0OmQuXYHSI4d45SXAubpacPNtuLR3J89rr6+tBa8+9TjsFt96w0W33IGEnHze9qV33MsL+vraWrDjmd+hofCCz840ionCpm9+D5mLM9FRV83TNtnNF9BYspYY9LVWlOHwG/9CT1OjV/9AAJi/6VaseuBRrxmNi3s+8fl73//i33g2HQJjh2NZDPV0wWo2Q6ZUQaZUQSSVTotA4+QHb0Hfyy/rrHroS2OeK522cAkyll7Hm1zjj+i0TGx+6v+GZRwhMbG479fPYO/zz6D2/Bmf7+1vbxtXuW+gox1H3ngVR954FVKlEtqoGARHxUAbHQNtdKzz39ExfhdOk4lhoB+GgX4wIjEYkQi0SARGJHL+Wyya9O/lxT07vAZ88266GasffgwURSFl3kI89MfnsOfvfybKYnyx4p6HkL54GW97ytyFyFt3I4oO7fP6XqlSiVu/91PEzXIuTGUqFRbdcgfmb7oVVaeP49Leneioq0ZwVAxu+MpT2P8q/zoXyxg4rLN5QV9rxUUUH67CYMcZnP3kg8CkCBSFiMQURKamITI5FZHJaQhLSBpTY9y8m27Ghd3bYTXxO+i94bAUgZHOg67PzAv6uhvPwJ+kiNRQQ0tmgROFoYtxfz7U9xgBIeibOI6+WYtFixaN+WHQ39GGD3/7M1hNgYssJXI55t9yJ7ogRkTyyCrLOKQALb0TlG07OAdfr2A3HoSFVqO1KheJs90DErvNgarT74Jz8L9cHNsPY/9bOPymBBuf2Dx83tt+81OPdHbg9LW14PSH7+D0h2RzTwC4/stfR+6aDUieMx/bf/9LXpDjL+CjxWloq8tEfVEPknJD3f423rJ9tedP+zgiBUa2CIm5NyJzsdPXasGmW3lBH+doR825Alx3d7rbZ3bUVGHbr38SUHB/YffH0ISFY95Gvq2GSa/zekN3MdDZjuPvvoE1Dz/m97MCpaO2Gmc/+QAD7W1IzJ+HRbfc4bXc4cI4NIjTH76LuotnoQ4Lx6oHvghF+ORps3qaGtBUUgipUoWwhKRxdzRbTUaUfH4AF/fuwGCXe7mRZkSQKpXOIFCtRmJOPhZvvfuqdk53NdTh4l7+NZCYNxezV60b1zHXPvI4mksKAza5nb95K6679yEwHi7/UoUCt3znxzj14TtezXsnCovBgI7aanTU8suUck2QMwiMjoE2KgbamFiExiYgJDZu0oJ2lnVg3/PPovz4YZ/7hcYlYMOXv4GYjKwJPwe7zYbTH71LfG3Bltuw8v4vuP386pAw3PnT3+DMR+/j1LZ33LwbvTH3pi1YdOudXl9f9dAX0VhSwOsMBwBVaBhu/+EviV3djEiEWStWY9aK1XDY7WBEItQX9cA05L44oBkKd/1oIQ68JkNTwQGAG/38dODTF38IcH6eDwyD+Nl5SF+0DGkLl4x5oeSJTKXC4q138zp5nYgQm5XJ06tzbD9YezP0fXkIjx/RqRuHTLDoCsZxFgxEsmXoZjjYPS7xlgEz7FM8MGpGBX2DnWb0thoQFhf46lLf14ttv/4pMVqnaBpytQYylRpytRoylQZytRqhcQnOLwTN4PPPR8bfOGwsjrxTBYpWQaK+Czb9DrB2zxILB5t+F8qPJyNx9hq3V46+/SHsJr6T/8hbLSg/8hJCoq2YvXIltv36J8TzDk9KQfrCpag+dwrdDXUB/y48ue6+R2EYSsWufxQiJiMYt/3oaXz8h1/47d4FAIoOgUi2CLRkFnqajdjzQhEiEtVYuDkZiTkjwd+yO+7DewQNIPGYTATEirWgRTFYMMrkMi47F2EJKehpcv9ZBztPYaBzE7RRSgDAUE83Pv7T02PK5h59+3Uk5OTzLAgu7tkR0Gry4t4dSF+8zGdZIlBKPj+Ag/96friM393UgNLDB7Hy/i9g9qp1vIwkx7IoOXwQR9/693An9WBXJ9775Q+w4WvfveLz8YR1OHDyg7eG3fBdUDQNbXQswhOSEJ6YjLCERITGJSIoPIKYRdX19uDSvp0oOrjP67XGOuwwDQ3CNDQItAPtVRVor6nCbT/4BVFAPtFwLOvsrvXIYIjEEqz/0tfGHdAog7W46+e/w6HX/onuhnpQNO3MTonFlzNUzqxVSGw8ctduQHx2rtdjUTSNZXfej4ikVBz694vEjKTX91I0EvPnInvlWgx1d6HwwJ4xi+4BDP+N2ird72vamDjMXrUOs1euHdaiTRQVJ476DfgA5zSgD3/7Mzz85+ehIUxHuRLqL54juhcs3no3lt/9APH6oGkGS++4F4l5c3Fp306YdEOQyhWQKpWQKJSQKhSQKlSQKhSISEpBeGIy7xijkcjkuOmJb+O9X/zALYgMi0/EbT/8JdSh/lNOzOUJEhUn23mvJeeFIThCgVuemo//fD8fQ52n3HfwEvDRDIOkOfORsXg5UuYv8toQOF4WbrkNrZUDqC84c1kTHwdaHIvkubOx+Wvz8MHTP0ZTSaHbexyWIuj61rttKzt6AuA87z8UaFESWLt3hwZGmg+aCUIHw5dbsRzQNQGtAlfCjAr6AKCptNdv0OdwsKg534Wm0jbUnXsR+r5O3j4hsfG4+xe/9+mXNDTkvhq/dKAJA53O1Q5FSSFWbYXNsJcwh8+K8iMvY9ntOcM3m9bKchTsfTOAn5DDiXdfw/kd7xEfiNroWNzxo19BERSMpXfci4HODtScO4Xqs6fQVlUOBDjyZ/Ft96C1Jglt1U4dRmNJL3JXx+HOn/4G2377M6/6E4oOhUi+BLQ4HRTl/kDvatRh9/NFiEzWYPGWFMRnhyAuOwcJOXleLQqcB1VAJF8BRpINiqIRkahG3KyRFSFFUVh481bs/cczbm9jbTWoPFWFJVvnXva2+tWYRcQOmw17/v5n3PfbZyESO7MpZoMel/bu4O2bMm8hmooL3YNKjsOnL/4ND/7hObdyktmgR8WJo2gqKYBMpUbO6uu9ZhwcdjuOvPkqLhGySibdEPa/+DeUHD6A9V98Yjg47W5qwMF/vcB72ALO7Oz+v/8RkSvW814bL/r+Pux57k9EXRjHsuhrbb7cqDNSuhSJJdDGxiE0Nh4hsXEIjopB/aXzqDx5FKxjbPOYAaCx6BIOv/Gvq9JAU3RoP9prKnnbl9x+D4Ijo67o2GHxibj757+/omOMJm3hEiTPnY+Ommp01jkzch11NcNmzqNxBWPZK9dAHTISFCy8+TbUXTyPgv270Fh06YrPqb+tBcff+Q9OvPsGkvLnYvbq65G6YPHwd+xKqAgg4HNhNRlx8JV/YOsPfjGhmcfSo3yT4vTFy7DisqGwL2IysiYs+xiblY0t3/khDrz8D5j1OsxasRprHnl8TGV345AVDUX8BUPWsmgAgEQmwuYn78HbPznF28eT8KQU3PjVpxCRlBL4DzFGKJoGLZkPqcb9M+JnOZ+1+dffxAv6WFsN+tq6AYw4PpQe5bt0iGXpYOSb4bA1wm48DI71tJWRQCRbDADoYMgpvU7T1MpSZlTQx7IDKDt6DDbjGfS3t6KvtQVDPV2QKJSISEpBRFIKIpPT0FzJoOBgG6y6beAc/BWMOiwcd/z4aZ8BnyeD3Sac39vgto2iRIjPuQd288doLXd/GLIOHbb95ue4/zd/ht1qwc5nf0dM6dOMEqyDH9yRAj51aDju+MnTbh21wZFRWLB5KxZs3gp9Xy+qzpxE1eljxNmgLubddDNYLERbtbsxZ/HhFmQsmo+7f/ZbfOCRZQxLSIKdXQCT3nt3sIvO+iHseK4AS29LxbwNiVh6+33EoI9mRKBEcyGSLwJFjXQtL9iYxPuMzKUrcOi1f8FqHBy1lUPpkT1YdEsedv/tjz788xiIJBJIlXJwLMvLnnY3NeDEe29g1QOPAnA2aXj+/mlGhHVffAKVp47xHOT729tw4r03serBL6KlvATFn32K6tMn3ILD4kP7kZg3F0tuu3tYYwM4g7pdf/2976AYTp3if//vG5i/6VYATr2hr8DJYbOh7ch+NOXkIGfFKuI+bVXlKDq4Hyb9EOJm5SBr+Uq3QMBFc2kRdv3tj2Oe+Wq3WdHdUHdF2WhPLu3dibD4JOStu2HCjumJcXAAx955nbc9JDYeC7ZsnbTPvRIYkRixWdmIzcoe3mYxGtBZV4uuhlrQDIOo1HREp2d5zUKlLViMtAWL0dfWiqKDe9FYdAn9HW1+p0L4guNY1BdcQH3BBciUKmSvXIsld9w77uyPxWjkPdD9UV9wAaVHDiFntfdFUNWZEzj21uuwGA3IW3+T12wd4JRTkEy689ZO3jXpi/SFS5G+cCkcdhtPBhAIVWc7wLLuyQJFkAQJ2SOjLqPTUxGemOz1HkszDJbcdg8W3XrncPZwsnDYWHTUDvK2x2Y4EwWpC5ZAqgiCxe1ZwaKl7ASAuQCA/vZW9DTyn5FJ81ajs0EEKxJBax6Ew1IEu/nUZTsYEcSqzaBop2m016Bviq36ZlTQZ9N/gs4aNTo9OrQNA/3ob2tBpds4Ggnc27CdSJVq3PHjp3mpb4eDRWf9EDpqB2E12UHRFGw2K4YaJChBOzqq9HDY3P/IFE1h9QOzodLOxstfexI2k3t5pL+tCbv++ns4bDaeVQPgTBPf9ZMn8d6vfgXW1sR7fTRyTRDu+MnTXh38LSY7msotkAfNx20/vAkWwwCqz5xAxaljaK+qGN5v7k1bEDNrMw7+u4J4nKPvVuGOHyzAI8+8gIt7d8JmMSNuVg5YNgEHXivHWBbLp7bXIjolCHHZOTzRcdrCpRjsnwddr7tFTUSi2s0F3QUjEmP26ptwaY+7jmag4zwOvPwC2YyUUkKquQ8UrQYo4Iav5CJulgZv/uApXufj+V3bkTxnPiJT0nFhz8e8Q+WsWQ9NWDjmb7oF1WdOoL3aPQt0Yc8nqDl/mqivcdFYdAmNRZcQn52LJbffA7lag0/+/Guens0bHMvi/M6PAtoXAMCyOPDCXyCVStysRdqrK3Hyg7fQUHhxeFvdhbM4+ta/kTA7F1krViNj8XJIZHKc/WQbTrz3ZkAapCtFGx0Dq8kEs0HvM9A49Oo/ERIT6xY8B4JZr0dTSQG6mxoRHBmFzKXXETWCR954laijXf+lJ8b1UJ0qpAolEnLyvE4L8UZITOywVxrHstD19aC/rQ39HW3ob29Ff3srBjraMNDZEbCXIODMfl/cuwNNJYV44Pd/HdfvsqHwAs/FgBGLodKGwGG3w2G3w2IwgHW473P4P68gMW8OcVFTeuQQ9r3w7PC/z2x/D6qQUMzZsJF4DhUnjvAWXCptCBLy5oz555lIxvP75DgO5YTSbtaSaNCMeyUnZ/V64tg2ignHhq98E7NXzhnz54+HzoYh2D2exTKlGKExTpkPIxIhZf5KlB9zr5z0NJ0Gxz4BiqZReJDfAEPRQUjMnQOpYgg1F7pAUTREsjlgpHng2D5QdDAoyhlS2cGhhyFX1YRM35RB0nWJAdEtKD1uxMJNNuj7LWip6ENLRT9aqwdgt5AyJ1Jc8siIuchbGzdcal6w5Umc+uAPPI3A6AfraCgmGvE5NyMmIwpzNz6Jgn1vwWEpIO4rkStw+49+hZAYshlxQ3EPPvtv+fAMwTOf1OHGL+di3sZbMG/jLRjq6UJfawuUwVpQTDg+/AN/leqiu0mHsuNtyFkZi+V33Q8AYFkO7/6K3yUYkx6MuRsScHZnPbqb+PoWcMDnb1bgrh8vxLovfhXJcxegr60FCTn5GOxR4+C/+SutxbekeF1hL7ntZlza+yHAjQoIOBtKPud3JQMiSFS3OgO+y+fy6auluO2787Hxye/i7R9/x/3BwHHY+/xfkLV8Fe+BT9EMgmOuQ+FnzYhJC8YNX3kKb/zgG+6BCcf5DPhG01xWjOayYlA07fWhGZ6QhO6mhoCO50KpDeEtLliHA7ue/T02Pvk9BIVH4OQHb3n3aeQ4NJUUoamkCIde/SeCI6PR20JejFAUjbhZs9Hf0ebVWT8QGLEY2SvXYv7GWxEaFz+83Wa1wKLXo/TIIRx/978eP5MdO575Le7/7bM+zYRZhwPtNVVoLLqIhsKL6KipdgteT217G6se/CLSFi4dvuaaSopQduxz3rGyV671qa+bqVA0DU1YBDRhEUj0CGocdjuGujuHO4T721udc16ryn0es6e5ETXnTiNz6XVjPp+ac/wmsNmr1uH6x0YmVdReOIOP//i02z4WowEHXn4eqYu+gM56HSgakEhF0PWUoPLk67xjnv7oXeSsXk9cFJDmz866bo3PEZPTle4mHfra+AucWZdLu6PJXXcDSg4fHJXtoyGSLQYjW4TqCxxmr5zkk71MaxVfwhObEQyKHnlu5K67gRf0OawDaCi6hLjsHJQePsg7BiPNhzZSCZlCjJoLI+PWKIoGxbgvFroYDqyX2E4I+qYNDMSqW0DRESj6rAXFn7cEKn8jogyWYtHmEaFt5tIMXNh7K6y69wD4mb9HySFRbUbyHKc2aMFNySg/uQ5WQxjsxs8w2ghTJJFi6w9+jshk/vBrm9WBkx/WoOSIe1BqGLRi+zMXseLOdOSsih2+aVuMNrz/u/O8VZInpz+uReq8cMhVzhte9blO9Hfwc9aLtiQjNkOLxJxQNBT14OyuevQ0uw+A7+8w4vzuBiy5NRVpC5cAcGZVD7xODiLjZ4XwtrtQqDUIS1iInkb/I6fEyptAi9wDAruVxe7nC3HHDxZg+d0P8DrA9H29xEwaLZqFszt7AfSCpimseSgLy+6830sHWeCQAj6KorHqwS9i3sab0VRciEOv/ZM8H3MU2uhYrPviVxGVmo6PfvcL3kOXdTiw629/CFjvCTjLw94CPkVQMDZ943vDNj0mvQ49TQ3obmxAT1M9elqa0Nfa7LPrXK7WYM4NmzBnwyY3uYILsUQKcYgUi269E/3tbSg94n6TNumG8PGfnsa9v/ojJPIRQ1lX6a32whk0lRT6PIfBrk7seOa3SMjJx5qHH4M2JhaHXn2Bt59MqRou/Y+G4zic/qQOZcfbIJWLsPiWFKQv+N+ZaOGas62NdvckHejsQNnRQyg9cghD3fxZpQBQduzzMQd9DruNWFZN8zDITp2/GLNWrOY1e9RfOoeWylAwUmcJ3GFrgE3/MUiWHYb+PhQd2o95N21x297T1ICuer6vW/bKtWP6WaYLpCxfVEoQgiP5c83FUhnu+Mmvceyd3ag41QRanA6acZZUWyv70Vbdj5j0K+vODYSGYv4iMzbT/XOj0+JBi5J5DRkFn+6BcXCA0ITDgJHMRlCEAuGJzsqQLycXb6VdwNnIwV5JcHGFCEEfAICCWLkJjDhheMuV/k2uuysdEtnIrzckWomgyEQMsJtgM+yA9yvGeS4UrUby5TKmSitD9rIYlBzlQNMhsBkPOtPJjBqbv/V9Ymdod5MOB14rJQZjAMA6OBx9twqd9UNYdX8mRCIaB/5dhqFu/x2pFqMdpz+uw5oHssA6WJzf08DbJzYzeFhDQVEUkvPDkZgbhg//eAFdDe5NIBc/bULq/IjhdvmKk+3E81h8s/csn4s5G7bg4Cu+gz6R/DqIZRkIi1ehq9H9y20YtGLX80W49dtbUF9wPgDfLKeFjAuW5XD4zUps/e56VJ89iY6aKq/vlKnUSF+8DC1lxQF5pcmUKmx+6gfDGZXEvDl46E//wIn33sX5ndsw2vndCYNZ192MDV9+aFggf/uPfontf/gV30h7gm5Ccdk52PSN70OlHQnO5Sq1055nVCaM4zgYBvrR19qMmvMVqDhZBouhB6CkECuSkLtuPfLWp0LhZQKNC4qisP6xr6G/vZUXzPY0NWDPP/6CVQ8+itrzZ1B7/gxaK8rGXIpuKinEf//vG4hKy0AfofnhuvsfIQampcfacHGfsxHKrLfh03+VQtdrxrwb+DYZY4E0OeBaIjgyCsvuvB9Lb78XzWUlKDq4l2cK31BwAcahwTHpqpvLSnhaW4lcjvjZ/PL1mkceR2NxAU+HajN9DlqcAI4dhE2/A6MX2J6c2vYe8tbd4JbtI82djUxJI1qjTHfsNgeqz/GlJbOW87N8LhSaIFz/2L3oaTsz3NTo4uyuBtz6rckN+npadLznCzCi53MhEjNQaOdB3+0e9NVfPIsBwiKalmSAESugDpGCZmhEJQeho46vG3TRIfJ+3dhYCu2Dvq1sJpOZFfRRctCieFC0FvNumoP47FQER0ZB39+Hrvo61BeUoamkAhzbh5GgSwRN5EZYrWm+jjwmMpdEIWWuuwUARVFIyglFcW8qOHYN7CbyUGqRfAUYcQKCwuVuq6l5Nyai7EQbgDhINA87PZEoGY6+a0D1+WJEpwYjKjUIYbEqFH7WjDM76sA6/D/IK890oKdVj5i0YDQSVkghMUqERCvd0tkAUHaiDdkrYjDQYeB9uQFg0WZ+dxZNU1j7YBbe/+05t3PjWA6f/bccd/xgATiWIwaRCdkhiEkP9vvzZC2fhc9fT4XDi4s6I5kNRroA192TgYxFkfjoTxfR2+qefext0WPfS2VQhm4GqGqfXlOMJBs0435eDjuLg/+uwLpHn8R7v/guzwA6IXcOctdcj+Q5i9FUPgiF9gY0FJ1Cd/1nYG3kUmhIbDxu/f5PoY2KcdvOcTQ6m7Ig0TwMu+kwWFs9AA60OBki+Wo0loeguWwAyfnO61EiV+C2H/wC2373c7R5ma88muDIaKQuWITa82cx0Mlf9Y9m8da7sOzO+wOyTKEoChStRPlpBjXnwwF6FSSjtPtFn3eg5GgnMhZHYe71CQiJVno9lkgsxs3f+RHe+tG3oet1183Wnj/tx/cxMDiWddO+uojOyELumg287SzL4dKn/AkEp7bXwqS3YdltqeMK3AoPNePcnnqAA+ZuSMC8GxKv2QCQomkk5OQhLns2WivL3GQArMOBqlPHMeeGTQEfj1TaTZqzgNgRLFdrsP5LT2DHM791f4GzwGrYDc7eDX8VGbN+AJ/85S1s/f4joGkKrMOBcmLpn+zZyLIcrA4WMoJJ/9WiobgH5SfbQTMU4meFIDk/bLiCU1/QA4vR/XcgktBIm+97ljtNU1i4KQkHXnOX51yNbF/pUf7iOTROBW00PzOpjc2Gvmc/wI3c/zmOIy7sRNJ8aMLkwzrGxNxQ30Gfj0wf4JzMMVUezTMq6JOq74JEnQQAUIakIHmO8/9ro2MRn50Lw1AWOptbwXE2cI4ecJwJyXOzcNOXl6LgYDMu7G2A3er9jyVViBCbqUVYnAocB5hNZjTUNyAhIREikRgUgIgkDVLnRRBvxIm5YSg+0gqRbA44dhAOi7t2ihangZEuAAAk5Yd5mHfKkLU0GmXH25zbKedD0DhkRe3FbtRedD7sKJoCx44ta9Pbokdvi563XSJjcNOXcyGRi9BU2gureVQmiQOOvlPJuykAQFyW1muAFhqrwvwbE3Fud4Pb9p5mPQoONEEkYaDv5wdZi24OrMVfKhchMm0V2sr5QR8lioNIsR65q+OQs9JZctr0tTxs+8N5GAfdNZ6tlU5diFixDjbDHi+f5p7lG81ApxElx0y44ye/xqltb8NmNiMhNx85q9cjKCIKXY1DePc3F6AfHvQdD7HyIbC2atjNp90MumlxKtSRd0OhcV9IcByHz9+oQHeTDjQTDInqVnCsM0Pq6iBjHRz2vVyCm76cO9wAI5bJcMOT38O7T/8Ypg5yaTgoIhJLbrsHs65bA0YkwqoHv4SOmiqUHz+M8uNHYNaPrKYpRo4bv/ItZK/kTwYgwbIcSo+24vTHte7XlOd+Dg4VJ9tRcbIdyflhmHdDIqJSyJkfZbAWt3zvJ3j359/3axjui+DIaMg1Gl4jDgmKprH+i08QvQYbS3ox1EM25Co40ASzwYY192fyxPC+aCrtxfEPRuyfTn9cB5vZgSW38qUd1xI0zWDWitU4t+NDt+1lxz4LOOjjOI4Y3LskIyTSFy1D5tLreFlGzu5NLkHDM/PXULAfO/6Wgxsfn4P2qkKeJRTNiJC1nC9mO1bdjR9+VIy2ARNWZoTjuXvnQiO7ek1AVrMdx96rQsWpEZ1xzfkuHH6LQmxGMFLnRRCzfGnzItwqWN5IWxCJc7sbrmq2z2q2o/IsXzedc10M8XmsCVVAJM11dt/6gGLCQDHRCIqQD29Lyg3DmU/IrgNWcOijfT+D63uMCPPtqT9pzKigbzSNJb2Yf2PS8L85jkP9Za8hihKDEjlT1JmL0yASM1hwUxKylkTj5Ec1qD7fCXAAI6YRkxaEuKwQxGVpERavBj1KDDo0NIT+z6swb00cNBr/f8HYzGCIJDTsVhYiufNG4LBchDMzkwqx8obhizM5l78OmH9jIipOtvPa50fjLeBjxDSWbk3FQIcRJUd9a8BcrH909nC2cdGWFLcHDgBeadTFoi2+A7T5NyWh9lI3TyB8blcDxDL+qjc5PwyRSYF/QzKWzkN79X63mzdFB0Oi3IK4rDCsuGtkfrE6RIZNT+Rh+zMXiQE/I8mCw1YH1srP8tCSLNCMFlKlCDRDwzTkHjhWnu5AXNYs3PFjd9F4Y0kv9r1SwmsMoigKjCQDtDgdrL0JnKMTFBMFWhSPznoztj9zEVuenANlsLPkWXCgmXdjdgV7o2EdHPa+XOwM/C5fVyKJBNGrNsBeXoCmUb5rmvAILN56N2avWudmrUBRFKLTMxGRlI7Olnx0N5SCtbeCghiMNAeXDtFIzLdA6acc292kw+G3K4klGF/UF/agvrAHS7emei2PRian4qYnvoWdzwbucSeWyZGQk4+kvLlIyp+H4KjoywHEGRx+418+m2/m3XSzV7+x4s/5c29HU3GyHRaDDRu+NJs4jtETjuNwbjffDuPCvkYog6XIXU1u4rpWmHXdGl7Q115dif6ONl52m0RnXQ2vYYhmREiZu8Dn+9Y++hXUnL8Ih8234bwiKA7y4HXobfyP+wucHo2Fx/DB72xQqg7z3pcybwGvRD1osuEb71xCv9HZ6HW4shtPvVuAVx9ecFWyth31gzjwGlnKw7EcWir60VJB9jPNIjRwkJiKbF/N+S7YPBaRIimDjEVk30xViAyMNAd282n4Eugx0nxQFIXg8JFsYWisEiqtlJig6GBYcKP+jMEKMQaM7m4Ddb0mLBSCvomlo24IFqMNUoVz9dTTrOf9gWiachuFptJKseGLs7H89jSY9FYERyoCuiEHikjMIC4rBA1FPaAoCmLFKohk8wGOBWj18BdeqhAhKo2f0dCEyZG3Lh4FB3zbt3gSGqfC9Y9mIzTG2UkcmazB4bcreRYzo1mwMWlYUwgAuatjUX6yDb2tvm+O8dkhiE71rcNhRDTWPjgLH/7xvJuUzGFn4dB7nBPl1PKNhaScMJxSboLNeACsvQ00Ew2x8noERYbgxsdzwHhkVyISNbj+0dnY+1Ix8bsvlq+Fxd4KsKODXAqr7r8fqfMzoAmTY6DTiPd/e44XOB55pwqRSZrhqSBlJ9pw+K1Kn9lYiqLAiBMBsXtw09tqwId/uoCbvzEHQz0mnNpew3svI6IRGqvkBeSsncPel4qx8St5w/OIaUaE67/2HTRfOouu+lpEp2Uic9l1Pq0dTu+oQ1+rEYw4GYx4pFFpoNOIT/5agK3fngu5mt/R6LCxOLu7Hpf2N/qUD1KUb3nhqe21CItXISGbPMUhY8kKLL3jPp9D14MiIpG6YAnSFixGTGY2zzeMoiikLVyCpDnzcWH3xzjz0Xu88YOq0DAsu/M+4vH7OwxoLvdvAl5f2INdfy/Exq/mQSL3fStuqx5ARx05UD76XhXkaonfstt0JjwhidiRXn7ssNff82hIpd342bmQKrzLAgBgqAegJWvgsO3yuo/LqF8sVeH171zAULe7HtZuPovBrgx0VZ/lvTebMI5vV1HbcMDn4rOKLuwsasfN+TFgWQ4tFX0A52xAYET+s8F9Bit+u6ccxS2DmJ+kxf/dkIUghfv3mGU5XNzXiLO76sdcDQIATbg8IImNC+/ZvvpJyfaVHuMnMzIWRnr9bqm1MlC0GrQ4BawXORAgBiOZBQBumT6KopCUG0ZMoHR66PnWZEZg+yX3/ep7jEDy1RsZOZrAawvXGBzLud146wr5I4RiMoKHg8LRKIOlCItTT2jA58L1wHVB0SpQjMZthZcwO5QXmLhYemsKrrs7A1EpGtCM/1XhnOsTcOf/LRgO+AAga2k0bv/efGjCyAPHE2aHYOGozmMAoBkaK+/J8Pt5izze543IZA3y18X73S99QSRCY8c2tD0kRonQuEhIVFshC/4aJOrbIFUEY9MTebyB2i5S5oRj+e1kXadErkTK/IcgkY+IzlY9+Cjm3TgHQeEKUBQFbZQSK+/J5L3XbnFg/yulsFsdOLurHp+/UeHzhkvTFEJjlUidF078++p6zfjozxfw6aulxOBozQOZuPXb84g3Z9bOYe+Lxag80wHu8ptpmkbumg1Y9+hXkb1yrc+Ar6WiDwUHvS84+tsN+OSvBTDr3R9oPS16fPD787i4z3vAJ1OJse7hWXjkDyuwYGMSpArvQdCx96rh8DHAcunt92DODZvdtkWmpGP5XQ/goT/9A1987l9Y8/BjiJ+d59MoViQWY/Gtd+LRv76E7OtGRiZK5Aps/ub/uXUFj6b4c74mSCwl30taqwbw8bOXYNL5Hg3oagghwgEH/12GtuqxTZuZbswa9Tt2UX788+Fr1Rc15/glOs+uXRLnZRlpIgAAdddJREFUdtUPZ9dJBEVEOg3vNUEQSxnc8t3H+Ttxelj1O+CpAZSpNcRM47YL/OsDAH65oxTNTUN4/zfnsPO5Quz8eyE+/OMFv9cGAPzwoyJsu9CCyk4d3j7ThJ/vcA9MdX1mfPyXizizo25cAR8AzFoaNaZMpCvb50lr5QDRVuVK6G7SEStPs6/zniVWhziff4w03+s+jDQbFOUMzoIj3L/vibnkhWe7hz/f2iz+Yqy+d+ocmmdspg9wamBcq9/6Qv4YGZe4/WqSlBuKI/72yfM+i5JmaOStiUPemjjYbQ50NerQUTuI9tpBdNQOwmxwPnDVITKseSgL8Vlki5PwBDXu/OFCHHitDE2lI2URTbgc1z86262M7SImXYuMRZGoOks2C06YHepVc0Vi0c0pqCvs8doxTNFUwEGk2/soCmseyMK+l4phGLRCESTBDV+a7bMZAADy18VDrhLj4qdNoCggOi0YyXlhiM3QghHTMOmWo6O2GtroWOKoraylUWip7EPVGfffT2+rHu88fdbrzxkaq8LcDQkIjVVBG6UYXtk3l/dh74vFsHmUgV1+i6Tzz1ziLL9s+loedv2jEO017mJjZ5NJGSKSVEBM4Gs+s8GGg6+X+7QpAJw/647nCnDLU3MglolQcKAJZ3bWgbV7f+Os5dFYtjUNMpUz4Fx8cwrmbkhA+Yl2FBxs4mXoBzqNKPqsBXM3JJAOB4qmse7RryB37QYYhwYRGhsf0JxRb6hCQnHT17+DFfc9jN6mRkSmZXidGGEx2VFxml8SdvlLHnuP383d3aTD3heLcet35hG/d12NQ2gq45u3j8ZhZ7H7hWLc9t15Y14kTReylq/C0bdfd0v1DnS0o6OmCtHp/AWVi/6ONqJ9UOoCst7WRUfd4PDvVaxYC8tQM8CNZHSV2hDc8ZPfuBk2RySlIG3hUl6QyTn4DQTpi1bwFlG13Xpcahogno9iwI7tf7wAZtR3pbtJh70vFeOWp+Z6zfj1G6zYX+p+z/mksA0/3DgLEWopqs934sjbVbCayI0pIgmN9AWRaK7oG6UxdoeiMHxvGQtpCyJxfk8Dz0Xi7M563Potd++8K6GEkOULT1AjItF7DVUd6gz6aFEiKDoIHMtvzGCkI53fozN9ABCXqYVITPMszjybOFakhUHC0LA6RrYPmOwYNI1/ks2VMKODvsbSXnAcB12vmdiokJx/9ftnVFoZQuNUxPMBnIGOt9KVJyIxg5i0YMSkBQNw6n4Gu0ywmu0Ii1P5FYnLlGJs/loeyk+1o66gG5oQGRZtSfGaDQOAZbenob6oh6edAALP8rkQSxiseSALnzxLnuWZtSSK6AcVCFEpQXjg6aXQ91ug1EohlgTWUZq5JNrrzU2u1iB5znyf7191byY664cw2OUe4HkL+OKytMPNMp7EzwrBrd+ei13/KPQa6I0+zrLbRgT9EpkIm7+ej11/L0Q7YSRRV4MeaFDglL0BK+/MIpZkXXAch8NvVcIwwH8gkBqHupt02PFcIRiGIn62C220EqvvyyRmJSUyEfLXxSNndSw+efYSL3g9t7seGYsjfWoIventrGY7OuuHQFFOK4dAHzw0o4ZEmQKKImfIAadWzzNIF0sZzFoaDYlcBJlShEOvl/N0ue21gyg42IR5G/h6xYv7fWT5RmE12bHz74W4/fvzh7MY1wo1F7pQeaYDqpBU6HvdZQtlxz73GfTVEkq76vgU/PxAC6TiNjy4JAnZMfyH/2iNJEUrIVHdAbt5F1jbAOJm5eD6x79OXNwtveNeYmbRk7aaKPR3GIalHQDw0UVylm+OhcE6kxg0YVXVXjOIo+9UYvUD5BF55xv5WTOOAz453YyEBvNwkx+JiEQ1rr+s3eY4Dl2NOtRe7ELtxS63RqSFm5PHdU3RNIUFm5Jw4FV3bV9b9QCOvleFlfdkXLGO0Wq2o5qQiPCV5QMAVYjz3kFRFBhpLuym426vU0wMaMaZGKJFFFQeP79IwiBrWbSbD24L48DgqCaOYIUYWqUESWEKVHW6P/NbBsiNXpPNjAr6KI/nunHQip4WPdqqB3j7hsWrpuzGmJQT6jXoi0kL8hl0+YKiqDEHSRRNIXt5DLKX+xdLA4AyyGk6fWKb+405MTcUkcljV6bGZWqRfV0Myo65r5RphsKCjUljPt5oRBJm3EHjeJHIRLjhsRxs+8N5n9ktAMhYHIm1D87yqdmJSNTgtu/Ox46/FUDXR75JaMJkuOGxHF6Q7xyEno+dzxV6sRegUHO2B03Fp7FoczJyVscSZQWVZzpQe5FvohuTHozFt6Rg598LeU0pvho1XA+CeTck+tUrMQyN6+7OwAe/PedWGrZZHDi1vRbrH8n2/mYPBruNKD7civKT7cNZj9BYFTb4yQI7HCzO7azHpQNNYB0cZCoxNnxxNs8onGM5FB/mP9SzlkQNB/UZi6IgVYix76ViXobg7I56JOWEISRm5Fz6OwyovcR/aK+4Mx3V5zvRWe/+ezYMWLDzuQLc9r35476PXG2qz3fi03857YPslhQA7veWypNHsfqhL3ktxdcQunY/N0Xg1GUd1d6SDmx/YjmSw0Z+rx31g2gqdc+e0qIIiFZ/B2UiC4JSIyALIzcAOLN9S4g6QhcUHQr9YBC2/f48rn90NpLywuBgOXx00T0jRXPAOpMYc6y+H8VlJ9oREqtC/lq+JOZ8Az8LnGqjof+kGbXemuMpYN6GRCzakjz8HaQoCpFJGkQmabB0ayp6WvTobzcgKEIxpkY6T9LmR+L8bn62r+RIK0RiGstuT7uiwK/qbCd/oSVjkL7QtxG6TCkeztQxklzYLUUA6/o+URDJR9wIgsLkxCz8kltTwXHOqgylEeOl7i6ncfNlEkOcz5+0CBUv6GudoqBvRmn6QuP4D/im0t5pU9p1QZodG8hr04XcNXFIGNUAI9dIcN1d/vV+3lh2W9rwqstF3tp4aML4najXAuHxaiy/nawRcjHvhkSsfyQ7IJF2cKQCt39/vlsw4EIkZbDxq961ihKZCFuezOf5Ro7GarLj+AfVePOnp3Ds/Sq0VPbDcbkUMdRjwtF3+SVJiVyE9V/IRkxaMLZ8PQ8icWC3kpAYJe74wQIs3JQc0M8OOH+fs6+L5W2vPN3hM5MIOLOUTWW92P18Id782WkUHmp2K3P1turxwe/OoeIU2YNwqMeEj5+5iAv7Goe9Jc16G/a8UMRbTDaV9WGQkNHNXePeWZuYE4pNX8tzezgAzhLtof+UgR1VBrr0aROvpK4MkiBnZSw2fS2PuKjp7zBizz+LfOoepwtWsx3H3x9xBWAk6QDcV+8m3RAai8jVAOPgAFor+WPdKqQjGdMBow1/2u/efX9uVwPvPRYphWer27C3ohe/3l2Odc8cwY7CNqKmcMnt9/r6sS5rwShYzQ7s/mcRTmyrxt49tWB6rdA6KEg4QM4Cd+olfgM+Fyc+qEZTGd/H89yooE/KAjcZxLjNIIXUS8Cn0kpx61NzsXRrqtfvIEVRCI9XI2NR1BUFfIBzkbd0K9lWqOBgM87u5HelBwrHceQGjkVRfq1lKGoke0fRckhUt4GR5EEbmwux8ma3YQ1BEeTkgVQuwur7MvHg00vBrIrAkIdVS0Ko856dFs6XXExVpm9GBX0RSXydTfW5LmKmbypKuy4ikjTD+iVPkghWLdMNhqGx8au52PhEHtY8mIV7frIIQeHjD9CkchG2fmcekvLCoI1SYN4NCVh669g6dqcbuatjkTKHH2hRFLDyngws3To2c15lsBRbvzMP0aO6uhkxjeu/kO1XwyWRi3DTl3Ox+cl8aKO8Zz71fRYUfdaCT569hH9/7zg+fbUU+18pIZbyV9+XOZwpj0nXYuPX8sD4CvwoYO71CbjzhwsQnkDWw/li8c0pkCr5N/Fj71URLYzsNgeKD7fgnV+ewc7nCp2jmbwkXu1WFof+U46Dr5fBah4JCGsvduG935wjds3abSx2PV+IrsaR14oIDRzxs7Ru5T0XcVkhxEamrkbdcDlX329G5Rm+PjB/fQIYMQ25SoItT+ZDoeGX5ttrBnHCw2JpLDgcLDrqB1F2vA3V5zphHPLfTDAeLuxtdDs2RUlBi/kBAmneMQDUXjzLa/ceEgehX+zeHbqnuAPFLc4FQmf9kJuO2cVntMVtXmr7oBnfeOcS7nzxFEpa3RcXkcmpSF2w2MtPRYGRZI38k3MGN427mnCvXoov6WT45qAcXxuSIcFBlp300fyAneOA/a+Uor9jxEHBbHOguHUQ4IBkG41HdFLk2LwHO2nzI3D3TxbxxpJNNsn54Vh8C/mefn5PAy7sa/D6Xo7lYLeSI9iuRh1vtCfgv7TrQj0q2UAzIRAr10MRshWMxP0a9NTzkWgkNGe4Mn2pEdMn6JtR5d2IZBX6i90vDs9pC4CzySEsburEzi6rGM8bujZKcdXLkeOFEdFuli5XiiZUjk1P8MclXatQFIU1D2ZhoMs47EcoEtO4/ouzicFgIMiUYmz99jzUXuqGYcCC+OwQv80po0mcHYq4LC2KP2/B2V31xGDOhcVoJ5qzAs6ytGfpJD4rBDd9JRd7/lnEK2trwmRY93D2mOwePJGpxFhycwqOvOOedexu0qH8RNtwJpBlOVSe7sDZnXVEDy1fVJ7uQFfDENY9nI3yk20oPcYX54/GZnZgx3MF2PrteWBENDGQyF3jvUN9yc0paCzu5VlanNvdgKS8MFSc7OBN1ZEqRG4PNE2YHJufzMf2Zy7y/p7FR1oRkaRB1lL/Anyr2Y7OuiG01Q6gvWYAnXVDbuVninLqRtMWRCJ1bjjR9WCsDHabUHCI34DBSLLB2tz/zrXnTsNiNEKqcL8/kkqsNYok5wmPhgP+srcC/7hrDs7u4pvq6kVAmYT8fTjf2I8t/ziOuxfE47s3ZCJM5QwUlt5+L2rP82eESxTJoGj/CxvKM9V7mQKJHYfkNtxGKZA84P73t5rs2PPPYtz+/fkQyxgcO9aMVToR0mwM1Jz3RaRUKcKqezMDnv3sYDmca+hDVacOKWEqLE8LvWLt3YKbkuCwkcd2nv64DiIxg/x18c6pGO0GtJT3o7miD21VA7BZHYjNCMb8m5IQl6kdPhdSli8iSTM80tMfnjo9AETplWfnLommPr6dWULo5aCPkOmbqvLujAr6VCFSqENZ6Hp9/zI9p11MBclzwnhBX/I4g4GpgOM4tPSb0KO3ID8umKh3+F9HphTjjv9bgIpT7bCa7chcHA2V1rd5sT8omroiPzaGoTFnfQKis5XY+9o5GFolfjtyR6MOkRGtaQBnUHnT47k48O9SWE3OB2j28mgsvzM9IBd/f2RfF4vS4228lf3pj+uQOi8CHbWDOPVxLc/0eyz0dxix7Q/nA97fYrDjk78VEL0pNWEynkXTaEQSBusemYWP/njBLVnFOjineW4PuVTs+bsMj1fjpq/kYudzhbymmsNvVSIkRum1i7G1sh9nd9WjvXbQp5WHU7fUj+byfhx5pxKJs0ORvjASSXlhATVJkTj5UQ1R90qLEwFK5tZJa7dZUX32JHJWrx/eZjObiWXfOnky8i0MZlsZBLE0JBwgAQVcMOD1CyeI53JMbHXL8nnCccC755qxu6gdP9iYhfsWJSAyJQ0p8xeh7oK7P9+qB25BY1kITzPoDxYcDsltKJA4AAr4iDPiOxHBQBe/e91l5WIx2jHXz2M8KFWDrY/n+jVOd7Aczjf0YXdxO/YUd6BHP/K5qzLC8de750CrvDJvuUVbkmGzOlB4kG9efvyDarRU9KGrScebkARctnqpLEBUShAWbk5CZHIQcWEaaJYPQMC6/kAqWT4zfeEqngdpVwBWPJPBjAr6KMqZQfM3cWIqS7suUvLDET9LO+wlqA6VYe71ZAuK6QbHcfjtnnK8csypxciKUmPbV5dBJZ1Rl9OEIJYy03JaglwlhjbXglW35aPkYCeay/t8miIDzuTJ+i9kQ+rDSLhFDryhtUFE26CXAj/O1UxIwAc4M+TX3Z2B7X++6LbdbLDh7V+c9tvhDDhv8rmr45C2IAJnPqkjlk+9oQpxdoF7CtJNQ1bUEZotclfH+V0MRSUHYe6GRF6HLilwFUkZ5K+JR123M+hNGZU9iM8KwfI70tz0cYBTJ7j3xWLc9aOFbh3aDjuLM5/U4dJBvmbQH6ydG56QogiSYP0Xsr1aQ3mjtbKf+DsDBVBgwEgy4bAUur1UeuQzt6CvpawIDpv739xCy3GDNQHhXODX3BDDec3yeaKz2PHj7SUIVUpxY04U1jz8ODprq4fHryXk5CNnzWrkrKFx5pO6gDuvpUoRjoZxKBgcCXRZCnjRPoRvh2hg7OMHfv6wgMNnchtyUyR4wEvAx3EcLjT2Y1dRO/YUt6NLR86OH6nqxua/H8cL989DfnxwQD8TCYqisPz2NDisLPE53UCY/+5JR90gdj5XCGWwlGeGL5ExAWczgTEEfX7KuxzHoYkU9F3W9MklDGKD5WjpJ7s4XE1m3FM6Icd30CdViK6ozDRRUDSFLU/OQVNZH2wWB5JyQyEa54r5anOovGs44AOAig4d/ry/Er+4efYUnpXAeAiNU2LLN+bArLehscT5IG8s6+N14wLO5hNf351PClrx3Q8KYXNwgBgAC/z04xKsnxUJ5QQtCGLSgpG+MJK3wvcX8MVmBiNvTTyS8sKGA7H1X8hGbKYWR9+t9DlzGwBS5oZjzQNZcNhZbP/zRWLDxmhEEhqzAhxZtWhzMhqKe/xmKLOXR+P7O0uwo9BZdr5xdhSev38emMs/T96aOHQ1DvF8IvX9Fuz/Vylu/kY+aIZGf4cBn75aStRCjRXjoBW7ny/Cbd+d59MTbTQsy+HY+3y9oSJIghsfy8HuF4rA2mfxgr6WsmKc33UcErUDQ3VVKO3jd5QrRKkIGkPABwAnJTa3LB9NAb+8eTZeP9mA2m7y3+Slo7W4MScKwZFRuP+3z6L+0nlIlUqkzF8Emnbex5duTcWsZdG4cKwF7x5tgJKloOQoKFlAyVEQXS7vRqUEYf0XZmGJ1YYTz5+AY1TGVcey6JqrRsgpu8851Z40ihzYp7BhiObQXNKBX9wyG1KR+/PFaLXj/z4sxs5C3zIGF60DJtz54in8bEs27l+cMO5qGUVRWHlPBux2FhUnyQ1UgUCykMpcHOXVCJ0EqbzrCSOiodb63q/PYIXO4u6DKBXRiFCPBNup4Soh6JsM4jK1oEWUV7sMX9MurjYUTfks/0xHWJbDnz/lD6P/8EIL/u/GLMivkcBVwB2ZSjzsUWi3OdBaOYD6oh40l/XCZnFg1rJoLPIxDu9fx+rw6938Lsohsx3Ha3pww2yy/cV4WHab0yuSFJh6kpwfhkVbUrxqeGcti0Zkkgb7/1VCDLoYEY0Vd6Vj9qih7Tc/NQfb/3zRp2Ywc3FUwLo3Rkxj3cOzsO0PF7yWWGmGQkeUGDv2jDyg95V24ONLrbh9vjOTTFEUVt+fhb42Ay+ga63sx8nttQiOUODEB9U8uxgSUqUIUclB6GszeLULApwj9va+WIw7f7iQ2FTiSdnxNqLWeunWVESnBWPz1/Px8V9Z2Ayehrkcjrzhe64yLSZP1fFGJ8Oi1CPLd9/iBDy4NAn3LErAf0814q8Hq6Azuz/QLzUNoKR1EDmxQVCHhiFv/Y3E4wdHKlAcDBxQuC9KUsMU2P3V5QBHQaoUgaIoBAH40opkvHTUXXO4q7EHb3wxD3teKPKZjXeAQ4uEQ4WURRFtG+4OHzTZcLiym/cd/OnHpQEHfC6sDhY/+bgEFxr78ZutOVBIxhdCULTTQN9hdaD6PD94Hy+zV/K7/H2hDvEvt9GEy/16eTb28bN8CSEKt0x/WoQKR6q8eyZeLWZc0CeWMohND/Y6+3I6lHZdtA2Y8O8T9bDaWdy5IB45sYFPs5gqdhe3o6KDP+5GZ7FjV1Eb7lzgf7TaRGO2OSAV0VOu05wpiMQMEnNCA1qQsCyH3++rwMtH+eJ4F5+Vd01o0KfSSrFwYxJObfc2L9OZPVl2mzOI8IfLRub4e1UoOzGSedBGKXDDYzm87mhNqBy3PDUXHz1zESYvXa1jLelHJGow/6ZEnN/dQHw9c0kUXizjl6J3F7cPB32A0/D8pi/n4v3fnYPF4B6okHRUo1FppYjJCEZ0qtPwXRulcJpvcxw664dQda4TNRe6iD+zvt+CfS/7nhwBABajDWd28K+ViEQ1Mhc5r5GolCBs/lo+Pvp9NmxG/ybII4hBi73ff2zgYKUAG8UhXCtHI2XHx1aTW5ZPLRPhW+ud9lNihsYXVyTj1jkxuPeV0zyftTdONeIPd/huPmNZDh8SDJlvXxAPGUEf99jKFLxyrA6jY//mPhP0IWIsvyMdxz06sq3gUCd2oFrMok7swOKMMKQoJSgqcA/mPr7U6vYd/OhiC/G8RiNhaEhENPQW/iSP7ZdaUdY2hH8+MM9NZjAWaJrCui9kw2HnUFfgHgzRIgrRqUGIywpBfFYI9P1mnNvdQFwsuIhI0ox5Go0q2H+mLziAzl1yade9+SON0ME7FYw76KMoSgrgVwAeBKAFUATgJxzHHfDzvtsA3A1gIYAoAM0AdgF4muO4gfGez2gSZocSgz6acWr+/NE5ZIbObEdymHK4dDLRGK123PniKbQOONO9755rxutfWISlqdM382d3sHj2AN+zzcU7Z5uuatBntbP4zgeF2F/SgVCVBL+4efaEBhczBbuDxa93l2N3cTtiguX49S05SNRc+XVttbP4/rZCfFzgO1vwWWUXWJab0Gaf/LXxKDvRxpt8oo1SYOnWVCTlja1ZSyxhsObBWUhfFIXG4h4EhcuRuTTaa5NCcKQCt3xzDrb/5SIvuIrNDB7XKLQFNyWhoaiHX3algIiF4Tj7Oj9YOlHTA5PV4ZZh14TJccOXcrDzuQK/Ok3A+fBdfEsK5lyfQPwbURSFqJQgRKUEYcUdaWitGsCJbdXobXXPjLbXDOLYe1VYfX8W7xguzu1p4M1mBoAVd2W4ZVPiMrVY88gt+PSFwIM+WpwCihrJrg4paTz81Xw8uacUF1sHMbq5VS1yOMtxHvHpN9elI1Tlnv0JVUnx6PJk/OCjYrftnxS24kcbZyHIR0b3XEMfmvvcr1GaAm6bS14UhKmkWJISipO17tq2PcXt+P6NWdBGK1B9thNiKYO9vQN4v7kHjlE/18KkEOTFBfG+k4cqujBosiFILkZdtx4/+dh9Nq8LMUNhVUY4NuVFY92sSAwabXjirYtOWxgPKjt1uPkfJ/D+l5cSJ54EAsPQuOHxHJSfaENH7SDkagniZmkRnRbs9t2LTNYgZU446ot6cG53PVGa8MHQAAwn6nHv4gReKdvr54tpKDQSn5ZE423iSAhxd1aYLkHfldQ5XwfwbQBvAfgmAAeAPRRFrfDzvpcBzALwJoBvANgH4OsATlEUNSFuvN4yFHGZWuK4Kxccx+G5Q9VY/vvPsP4vR3DniyfRPjg5NfgPL7YOB3wAYLGz+NZ7Beg3TE1HTyB8dLEVdT3edUcXmwZQ0eF9EsNE88ynldhZ2Aarg0X7oBlPvVuAlv6pG2Q9Xfnj/kq8frIB3ToLCpsHcO8rp9HYd2XXtd5ixxf/c85vwAcA3ToLStp8myiPFUZMY/PX8ocNq4PC5U7PyJ8uQnJ++LizvnGZWiy/Ix05q+L8dqWGxqqw5ck5EMtG9qMoYNGW8XlMMiJnmZdm3M89fX4EPm0iC9wtdhYna/nm8/GzQrDkVrIh7miCIxW4/f/mY94NiQEF5TRDI35WiNMQnOA1WnqszaumeqDTiOLP+Nml9IWRxO7n3FU5iEgKUCdMySFWrAQADFEsdimsSL83FTFpWnxnYxY83Uw89VcAkBSqwENLk4iHv3lODNQeDUlmG4sPLvjOnpKyacvTwhAV5D3DdFMuXwu6p7gdHMchITsU6x7Jxsp7M3FEp3cL+ABgQZIWK9LCEKZyzyJa7Sz2lbTDbHPg629fgpHge/fdDRk4/5Pr8a+HF2Lr3DhoZGLEhyjwwVeW4r7F5CZDvcWO73xQSPTKDBSapjD7uliseyQby25PQ0J2KPG7R9EUUuaE464fLUR7ngrto2bcFknsOOuw4Bc7y7D6T4fx1plGWAM0J3fN4PWGN2Pm0TQS7Fo8M30k25apYFxBH0VRiwDcA+CHHMd9j+O4lwGsBdAI4I9+3n4Hx3F5HMf9jOO4f3Ec900AjwHIAnD/eM7Hk+BIBTRh/D+kv9LuK8fq8JcDVbBfvoAvNg3gS/85D5MXY8gr4XAFX8fQMWTG9z8sIjrATzUWuwN/O+Tf7PWdM3zfrclgwGjFf0+5d8aZbA68efrqfP5o+gxWfH9bIW59/gSePVAFo5U82HwqaOo14t8n3B3v9RY7vre9HAHIuogYrXbc/8ppHKvmBxsAiF3ch8onTrfjIjhSgXt/thhfenYlHnh6KbKXx/idNz3RRCZpcNePFiJrWTRS54Zj85P5w7Owx0NYnBo3PJYzHEhGpwXhunsy8OFF781phwj3EgCYuyEBqfO82/tkr4jBXT9aGHADxmg0YXLc+HgOMVA89m6VmyG+xWRH5ZkOfPpqKS84EIlpr9MaAOCW730X8bPzQTNiMCI5GHEoaFEcaHEmGOlciOQrIFZugjToS7DTKpyU2vCaxoImFbAxzxk8LUsLw4o0/7KeH2/KhsRLaVohEeHO+fwqxltnmrwGPEarHXuK+SX5O+b7Lv3fMDuSZzPY0GtEefuIrKZ1wIS2QXedpYimMCc+GCKGxuY8vm3Jx5fa8Ls95Shr5y/Mb50Tg6+tSUOQnB/Iy8QMfrs1F8/cmQ8ZwYC9vH0I+0oD74K/UqwOFp909uNNlQUvaEx4UWPGfsWIhrF90Iwfby/B2mcO44PzzX6fpyo/TRrjLe8meAR9IUoJtD6STleL8Z7BHXBm9l52beA4zkxR1KsAfktRVDzHccQlEMdxhwmbtwP4D5wZwCuGoihkLI5y08eIZQxS5nq/Ae4r6cDv9lbwtpe2DeG72wrxj3vnTphmzGxz8NL3Lg6UdeLNM014cAl/8PpU8s6ZJrfMpDc+utSKH9w0a9IbOt483QiTjR+Mv3euCU+tT4dMfHUaSobMNtzx4knUXe7yK2gewGcVXXj1kQWIUPu+mRgsziYHrUKChUnaSdEkPnOg0tlN60FFpwEfg8aGcRzzT/srUdhCztx9d0MG1DIxfr6j1G37oYpOfOv68Y/q84UvC5mrQXCEAusempBbFwAgZU44vvSXlTDrbVBoJDhR0+Pzu/dZeRe4Wzne9UNRFNY+lIX+DoNbk4pUKcKaB7KQ6uN+GAixGVqsuCudN6aPZTnse7nY2ZVc0ovm8j6vjXVzNyQM22ZwHAeWg5ukRhMWjrt+9htwnPPn4zgObY09OLL7LLTiOHQ3GtA/YEYpbcdxuQW6y2Owbs2Ndmsy+O4NmTheQ16kAMDytFCsn+X79/HAkgS85rGAqu8x4HhND1Zm8D1W95d28PRwaqkIG7J9S1Ai1LL/b+++w6K60geOf88MQ+8gIKCgotgVezRFTdRojKYnpvfdtE3bJLubZFN30zdtU3+b3ovpzfRu7703UBHpHWbm/P4YIMzcOzB0gffzPPOM3rlthjN33nvKexiXGs3ine55/r5ct7+uGdVsvt0hSRF17/mkjCRe/n2X2+sLd+SycIfxdyc1Jph7Tx7W6PXn1NHJDE4M5/LXlhmarB/9ZgszhiS0WXeo+n7deshVU6ugVIG3nEOZ+eXc9P4aVu0t4F8nD/O6v8YGc/hW0+c9R199fWKDyd/bfq1hZpp7tcwAtmitPc++NkvlSFx99XxV+y3w/q2soZSKAzy/Yf0AysvLKSpynVLaEVHk7C1k95p8AkP9GH9yCnYqKCoyjkJbt6+Y6972PjLq8zX7SY30509Huldxl5aWuj37atHOfNOApda9n21gSA9/0nr4PttCWyqrcvDk98ZavnEpEazZV0xFvSqj4go77y/Zwdzh3nMlVTucWC0KSzODnEq701B7VSu/rJr3Fjd8/NbicGqufX9DXcBXa21WIXOf/JWnzhxi+jfUWvPZuoM8+O0OCmvmgZ01pAf3z/XeF6o5Nhwo4eMGml9/zbbw8cpM5nrpX2Rmc3YJr3j8mABYFdw+sz+njIw3zTS/LquIrVk5xIe1LDl1d1NUVMFbixqem/RAUQVLt+1nYLx589Gxl6Wx9OO95GWWEtcnjBHTEwmO8K+7VrZE74ww0nbEsm2J+6W7vLjaMHuKp+AIG2lHRJGdm8+/F2zn83UHiQ62cfO0vkwf5D1RvSXATkiynZHj4ihx+jHjv0vwrGybOTDK7f31jbBw7IAYvttiDHosCq6fnEJxsXGAWn2xAXBEn0gW7ixwW/7Sr9sZmeBersuqHDxlcs2cNiiW6opSqhuZjGFq/yhD0PfpqiwuHZ+AUorfthiTEo/oGVL3nvuEK1KigxrtxmGzKu6fm46zsowiHyawSQqB22f04/K33PsEbj1YwnuLtzNrSMtuJHzx4fKmtea8uXgP542JJ9FLk7pfAzGd1U/htFRS1ECfv7IqBzke+Q0tCiL87IbvWK8If1Y0JTJqA6o5TYlKqXVAttb6WI/lg4H1wJ+11s81YX//Ay4EBmmtG2xDVErdCdxh9toTTzxB797ugZl24kr46SW+yKuER9daKapuPAC5eICDETEtb3r9cJeFH/c33AzVM1hz4zAHPs5j36a+zVJ8usdYc3bzcDs/7bewOMf9JPuEaa4bagxqcyvgjW1Wthcr4gI1J6c6GRzV9M9zYbbi7R3ea/J6hbg+u7YezPvZHgvfZHn/AwVaNRcPcJIe+cd7zKuEd3dY2Fhg3O4vQ+z0a9nc5m6e3mBhc2HDBSjAqrlpmANfpk52anhivZWdxe4frE1pLkx3MrTe3/L+VVb2l7uvd2ZfBxPjD7+uC4ezcjvcvtxKdUPTRQCzejmYkdwxn612Qs6SIKrym1aHED2ynKAEO69utbAi949y6m/R3DrSQaQP9wdm16aYAM1tGQ48K532l8EDq61oj+nPJsU7OaOvb30d1uQpXtjsfjyF5p+jHNRWGGkNr2y1sDK3+d/xwiq4Y7nxXG8ZYScxGO5fbWV/mftrnr9PX+1VfJnZcIvHKakOjunZtHKjNTy53nUdry8uUPO3kQ6sbXjdtTvh1mVWKjw6M87u7WB3sWJtvvn17oL+DkbFmr/P8mw/cleYXwD9Qh0kHNVwP/F9pfDAGveyHx2guWOU8Tfwh32Kj3a7/iZVObvZ/+JVAEO11usNK7eR5tb0BQFm9wUV9V73iVLqbOAS4MHGAr4aTwPveSzrB3w8bNgwRo0a5euhKam0c8Grqymq9q3z/5s7bcw8agTpNXfUpaWlLFmyhHHjxhES4nut3OPPLQMavgPbX6ZYbu/F32c0Le9UayuqsHP700sB92aK4wf34NzZAxmeVcTiV9yTqO4sViQPGUf/uD8+k7zSKs57dTV7i11F5GCF4vlNVm44tg/nj0vyuWnTqTWPPrechj6/vaWK2PTRDE9qxQjKw9cbc/hmobE7QH0VDsXzm/3458w05gyP593l+3ls+S7TTtQApRF9mDI5tVXOb+HOfDYvNB+hV1+lQ/H+/gheu2AkAQ2k2gD4eE02O4uNtTdXTe7DxUe493dao3bxwu/ut7TZ1h5MmSIJvJti/qoDVDsbvyzucUQyZcrItj8hL8rHVfPFExsoK2x8VpSAED+GH9eTgZPieWf5PlbkuqfeqXIqiqP6c/J48xro2uvu2LFjeWzLJjyvBaePTeHYo827x2xmCx+u/qOWLDzQj3+dNZpoH6cXO8qp+fzppRyoVy2mUWQF9uHUmu/uiwv3sjJ3l2HbAXEhXDLH925CH2avZmWme01RQVhfThybyIGFxjmHz5s5kZh676NfXjlfPut9SsHJ/aO547TBzepWEt6vgIvfcB/NfLBCUdZjMHOGmbey/Lg1l0/WZOPvZyEjOZxxqZGkRgc16fg/bs2lYvEGt2Uh/lbuOGsSAX4WNuwv5t6vtrFuv/voXktMClOm9DHdZ25mKV+sMOYYBeiZEsPkKeMbPKfvNx+CNe7bpyVEMmWKMZ2PY/0+PtrtPdVUe2hu0FcOmN2HBdZ7vVFKqaOAF4AFwK2+bKO1Pgi49VyuLTRBQUGEh/v2Q293OLnm/WVszTEGfIN7hjOxXwz/+9W9WaWi2sl18zfx8dWT6ibdBggJCfH5uJn5ZezINX48KTHBhmHfby3fz3FDkzh2kG9NldUOJ1+tO8D+wnKOGxTf7PxJ9f1v0WaKPBKTWi2Km2cOJjw8lElhYQxM2GHI3ffphjzuTHN1pC6vcnDda2vZm+/epqGBR77byZ6Cau49eahPw+y/3ZDNLh9Gns5fc4gjB7XN9Gcb9hVx+2e+3J+A3an55+dbeXnJPkMzsKdle4p8LkcNcTo1T/y02rA8NSaY9IQwFqx3bxralF3Kk79kcvfcoV73WVhWzWM/7DIs79cjhCuPHWToAD9rRLIh6Fu8qxD/oJB26295OCuttPPfH7axaEcuAxPCuGnGQNPA4/P1xsB9cnoPftzsntds3b5iKlUAPdqh+by00s5DCzbz05YcUmKC+dfJw0hKCueEK0fwwcMrcJiMEAoO96dvRg/6jYojMS0Ci9XCmswCHvrWvOn65x2FXD1tcIPnsbNIs9PkWnr2Ef0IDzdvs7vvtAwcrOGbDdmkxATzwKnDSe0Z2fibrufcCSk8/LX7zc+Hq7O5adYQFm7P5fEfdxm2CbRZ+M+ZGURE+J6L9cSRyazMdA9wvt+Sx4S0eEMvtr6xIfTp6T5YZWh4OBm9I1m5p8Cw754RgTx61mgimjmX7tRh4UxK28dv29yby5//LZMzJ/TD5jGg6tFvtrgNBPxivav8xocHMLFfLEf0i2FivxiSoxruP/fDNmPaoulDEugRHQnAhPBwLirR3Pie+/VvW26F12urrbf3vtexieGNXpNzyo290vrFm283OLkC6Nigr7mNh/sBszmGapc1msdBKTUC+ARYh2tEb7sNedRac9enG0yzY8eHB/DChWP4x6xBTBtsDLayCsq58vUVPg8H92R2zKFJ4Txzzmj8TUYe3vT+Gg6a9EP0tCe3jFOe/p1r3lrJv7/YxPRHf+adpc0fyepwarZkF/PCr8aL8qmjkuoCSqWU6XD+D1ZkUl7lwOHU/OXtlazaW+D1WO8tz+Tc/y0mt6TxTiVmSYDDTEaLfr5mv9uE4a0lr7SKy19bZton88KJqfT10g+zsYAPXH0BC8sarylpzKdr9rF+n7G/1k0zBvLQ6SPobdLB+NWFu/l8jfcpkR7+ejO5JumE7pk71HTE48heUUR55C8rr3aw0MsApsNJYXk1dkczhzb7oLiimnNfWMwzP25n5Z4C3lqyl9Oe/d2QrmlHTgnLdhvzjd44LZ1+JuXsh82tP0LaU5XdySWvLOXl33ex81ApP27O4dSnXecelxLO7KuGExrlCjxDowIYMbUXJ/91FBfeP4lj5qW7ZkyyWuryv1V5+ZyX7cojr5H0VR+vMfZrG98n2jBqsr5Am5Un5mWw/q4ZfHXd0c2aR/bMsb2xebRh5pZW8eyPO/jLWytN+4Y/cOrwJiffnznMOOBj68ES3lxivK6PSY0y3cdJI40zVFgUPDEvg6hmBny1bjAZmLUnr4wP6qWp0Vrzn683e838kF1UyYcrs7j5/TUc+cAPzH3qN3Z6SQtWUe3g2w3Gv/ksjxQ3Q0xaeNbvK/I6ijcwxIafv3ko1Nicu2CersUzR1+thPAA/C0d28WluUHfKmCAUsrz0x1f73WvlFL9cOXnOwjM0lq3fBLIJnh76V5eW2ScCDvY38oLF4ylZ0QQFovi0TNHkh4fZlhvya48Lnt1Gasyi3xKflqf5x06wOQBcQxODOfvs4wd+fNKqzj/xSUNBk1frz/ACU/+4pZA0+7U3DJ/LU/9sK3RIet5pVW8vzyT+7/cxOWvLuO4//zEoNu/YvqjP1Pq0RRpsyr+cmx/t2UnZSQZhvIXVdj5fO1+7vp0Pd+YfFE9Ld2Vz9ynfmOzyWwftVbuyWeJyai1h04fYQgwqhxO3lnauj1m7Q4nV7+5wnT+xOOHJPDP2YP54IqJjOvTtMnnazk1pqPrmqLS7uChBcZp8kYkRzBrWALhgTb+e3YGfiaj7G6Zv4YVe4xBxtrMQl5fbPy+nDgikYleUmFYLYop6cZO3d9tarwsdJS80ipOf/Z3Rtz1NRPv/75NgqjiimrOf3GJofZlR04pF7+y1C09lFmOt/T4MIYmhZvW/n/fBmlx6tNac9tHa1m0w/07eKCogpved6WaSh4YzXn/msgVT03m/H9P5Mgz+pOYFumWeNnp1Nz43qoG5yF1avjBSyoagGonfLnBeC09tZF0KLVakii8R1gAM4ca6zwe/XaLoVUE4PKj+zLXJPhqTM+IIEb1jjQsN7uejkk1v+acNDKJ+HD32t8bpg1grJf1m2J0SjTHmIxafuK7bVTZnWjtmrLzie+3+bzP1XsLuOSVpVTajTfVv9SO2q0nLMCPo/q7X4P69Qg13IjmlVZxwEvliVKqbgS5p0hfRu76MBtHLYtS+BBHtqnmBn3vA1bg8toFNTN0XAQsrk3XopTqrZRyi2SUUgnA14ATmKG1btfJ6OwOJw+b/ChaFDxxVobb3VhogB//u2CMIaAAV43d+a+u5uG1Vj5cfYCKBkbj1qqyO/ndJG3A5HTXF+fCialMSTd+iTYdKOakp37jpvdWu40SqnY4+fcXG7n8teWGuSFrPbRgM3d9usE0l1RFtYMnv9vKxPu/46/vrebZn7bz9YZsth0s8XoHfs74FEMVfHigjRNN8kLd/el6Qy49wOuw/sz8ck55+jfTuzkwr+VLjw9jxpB4zhxrrG18fdHuVq2x+fcXm0xT7aTHh/HIGSOwWBSRwf68dsk4Thpp/DzqmzeuN3NN1jFLtNsUbyzaY/pj+reZg+q6QQxPjuSvxxr7t5RU2jnl6d+58d3VdbXLTqfmto/XGW5uQvyt3Dqr4TQlU01SYHy/8eBhmYdSa83Vb65g6S5X0HuwuJLr3l7VKjWvtYorqrnAJOCrtXJPAVe/uQK7w4nDqfnAJDffaaOTXalYBho/21+25pj+WDqdmneW7uHWD9fyztI9Pl2rzDz70w7eXWY+dde3G7PrbqQtFoXF6n1axOd/2cG3PgSoDd0srs1ThmtekM1qqPVpK+cd4VtKraP6x3LzjPRmH8fX9+MtiIsItvHCBWOZkt6DjN6R3DVnCFdNab1+4mZpmLIKynln2V4e+GozT/3Q9KbMHTmlpi1Mn68xNiAeNzje0F3EZrUwMMFYWbMuy/to9VAvQZ8vNX17vMy76018UCes6dNaL8Y1mOI+pdSDSqnLge+BVODmequ+Cnj2kPwK6ItrRo4jlVLn1ntMa875NMWSXXmmzVS3nTCY40yac3tFB/P0OaNNa0YAMksVd3y+lQn3fcd9X25kr0kBqLVsd56h5iw80I+RNU0MSikeOn2EW3/B+t5bnsnUh3/khV93sjevjHnPL2pwztNaL/++i2veXln3g6C1ZsH6A0x79Cce+WaLW8qVhgTaLFw5xTyR6jyTJl6zu16Ax88ayX2nDDP9TEurHFz66jL+Nn+NW3PX7txS0wSglx3dF6UU54zvbRytV1jBtxtbp2bpo5VZhhxdABFBNp4/fzQh9ZqYA/ysPHrmSP4y1XhxTYkJ5q3LJnDfKcNMp4xrKJdYY4oqqk1T60xO72GY3m/emESGR5v/3eevyGTKwz/yzI/beW3Rblab1DJfP21Ag7MKABw9oIfhb7yvsMJ07uaO9uHKLENAX1hezWdrmzYhvTe1Ad8KLwFfre82HeQfH67lt22H2O+RfNdqUZyU4aoxGp0SRbjHDBGlVQ6WeKT50Fpzy/w13DJ/LW8s3sMt89dy5AM/8OxP203nVPXmy7X7eeCrhgcu3fv5RjaYdCuob/GOXNOaaLNrwc9bc7wGqIsPGtefOTTBNDF4WxiTEmUaWNTXKzqIJ+dl4NeChOHHD218WsnYUH9SG2jSHpoUwUsXjePDKydxwcTUVs0HOrJXpGl+w3s+3cCzP5kHfMcNimd8n2jT7ky1nvxuG/vq5aasqHaY3iic4CUoHpJobEpf38CsQGFRxt9cP5uFkIiG+8jaHU6yTG6yvdX0QScN+mqcDzyGa+7dJwAbMFtr/XMj242oeb4ZeM3j4dNgjpYwu3ucOjCOiyalet3miH4x3DW34VGHBWXVPPfTDqY+8qPXvnQ/mTTtHtW/h9tFITY0gMfPGun1C1FcaeeezzZw9EM/mPb38ebzNfu56KWlrNyTz/kvLuFPry03JNhszE0zBnpNOJzRK7LRiyDArbMGMXt4IvPG9ea1S8YT6WXeyreX7uXY//zE+8sz0Vrzv192Gmqb4sMDmDPCVVvWKzrYtMnLrKaxqXbnlprOVWlR8NTZo0iJMfbfUEpxw/R0njp7FOnxYSRFBnHN1DS+uvbougDsiL4xhrQyO3JKmzz1n9Op2XmolPu/3ES+R82UUnDL8cZuA0op5vVzkuRlwvHSKgcPfLXJkGQZYEB8KBdMTG30vMIDbaZN3d+1UiDeWvJKq7j3c/PRe+8vb3hSel+UVNq58KWljQZ8td5dlskN764yLJ+S3qNuoIbNauEYs+Zzjx/Gt5fu5T2P93CopJL7v9zEpPu/57FvtzRam7l6bwHXm5yPpyq7k2veWuF1Rpqc4kqueWslDpNWhyfmZRhmgyircpjWfO8rrGBzoTFwac95v5VSDdb2BdmsPH/eGCKDW9ZvLjkquNF+h2NSotsksbuvrjvOWNvnraXo4kl9+L/zR/POn45g9R3Tef2S8fz5mH6G1p/yagf/qved/HlLjmmi66MGmHcvGWIyF7BZP+daZjV9EXFBbt0SzOwrqKibwatWdIg/YYHe52OO76TNu2itK2qmYOuptQ7UWo/TWi/wWGey1u6zHmqtVQOPyc09Hx/P2TTomz28Z6NfmnPGp/DI6SMMcxp6qnZobvtoHTtyjN0UzQZxHGPSnDspLZa3Lp/QYBDlrYXs2IFxXOjlB/n37bmc/PTvXqfP8hQZbGNU70hOG53MCxeM4eIGAmOlFPPGmc/PWOvCialcetQfzYpH9Ivh46smeZ2IOq+0ir++t5ozn19kOsflRZP6uPXduMBk3szft+eyNbv5NUvVDifXvr3KtFbkH7MGcWR/84tOrROG92TB9Ufz29+mcuP0dLeZSqJC/E0vTp4j4jztPFTKawt38fcP1nLSU78x5I4FTHn4R940mQLv5IwkBvU0H30W7AfPzxvqU7Be3z1zhxpG53lj1gzpbdqwjnLfFxu9DhpYuaeA7SbfZV+VVNq54MUlLDe5QfP3s/CnY/qa5pM8VGI8H8/pu8xqWL7blF3XfL5xfxF3mgTttQrLq3ns261MeuB77v9yE+uyCg0D1LIKyrn01WWmrQFmTVjbc0q5+9MNhuVLduZx4UtLOFhsHFx1+dF9mTWsp2lZMbtef7Im25C/LiUmmAl9W95PrSlOGplkOogM4OHTR3j93jXVrEZq+7wN4mgvQ5MiON6k1cLTZUf14fbZf3QzCfK3cmT/WP42c6DpDFSfr93PrzW/VV+sNQ4ymzY43mvGB7PrakO10OEm8+82d87dhpp2oeNr+jp+Irh2tDm72NDfyWox7x9j5tTRycwe0ZMv1u7nld93ex1cUe3Q3PnpBl65aGxdAd9fWG7arGXWERZczTefXXMkbyzewyNfG9OmeLJaFDfNSOfyo1w/Ij0jAk2nlfPGz6I4fUwvRvWOpG+PUPrGhjR5dNdJGUn8+4uNVJqMbJ4xJJ7bZxtzQqXEhPDBlRP5y1srTQe5AIYmK3D1t/QcNTwpLYa+PUIMI2VfXbibe07yno6kIY9/u9X07zxnRCKXHGme96kpJvWLNfQ1+X3bIa/zcz71wzYe/nqzTwOI/P0s3Di94f5EvaKC6srZf77ZQmF5w7U+J2ckMb5vTIPr1HfsoHhDLdqqvQUcKqn02o3BF06nZtHOXD5amcXWgyUE+1tJjgwmOSqI5OggkqNc/44LC2xwaqiF23MNNWGe5i/P5GaT2tLG7M4t5dq3V5mWH38/C8+fN5rJ6XEkRwZx+8cN52aNCrYxdaB7TfYxA3pgUbjNRrE3r5ztOSX0jAjiqjdXmH4XPZVU2nn2p+08+9N2/K0WBvUMY2hSBMOSInj5912G2QbA1UT3xLyRnPL074br2ttL9zIpLZYTRySyLquQh7/e7PW7PTY1iptq+rxNGxzPhyvd+zF+u/Eg/3LquoEXTqfmI5NRu6fX9HVsTyEBfpw2JpmXftvltvyKyf04YXjr9S2cNaxng9fy1hiU0VLXTevPgg0HvF6X/nRMX/52/ECvf6Prpw3gszX7DDc7//xkHR9fNck0+G/oMx6YEG74bmQVlJNfWmX6u5YyNBarzeKWbqj/mMZTpTVlEEetuEB47fwRVOZEMu3FRg/R6rpV0PfNemPBGZsa1aQq+AA/KydnJHNyRjK/b8ri0c9XsCrPapjf9OctOSxYn13XJ8OsaXdQz3Diw733i/KzWrhgYiqzh/fk4a838/bSvaZfqriwAJ6cl+H2Y/ynY/oRGxrAzfPXmDan1HdU/1juOHEwaXFNq/HxFBFkY/bwRMOow1G9I3n8rAyvP77hga7Oxq8v2s3DCzYbRmiZOWtsL8I9qtCVUpw/IYU7PWoaPliRyc3HpzdY5W5m0Y5cnvrROPKsV3QQ/zp5aKv8yExKi+U5j36Zv247VDfXaH3bDhb7HPCBq2Y1KbLxtoTacjZnRCKPfruF1xftNkxrBa7mFLMR5g3pExtiCMS1do1irx/YFpZVs3DHIfLLqkmJCSY9PowYk6Bwb14Z7y/PZP6KTJMBK8Ya0hB/K3NGJprmwau0O7j1o7WGbTx9uDKLG6en+zyvqN3h5H+/7uSxb837y/pb/wj4AM47IpXsokr++4P3UY5zRyYZRiRGBvszJiXaMKL9240H2Xyg2Kc0QZ6qHE5WZxZ6nVsZXLUoj581kmB/P56cl8GJ//3V8D7/8cFavli7ny/XGfvh1ooJ8efJeaPqao2PHtADf6vFrWkwp7iSVZkFjOrtqs1auCOXfYXGKa98HbXb2m6YNoDft+WyuaY14Ywxyfy1kRutpuoVHcywpAi37Ay1gmzWuvl4O9LAhHBOGNaTz0zSPl05uR83zUhv8HoZEWTj7zMHGfLr7cgp5fJXlxv6wocF+DXYyhLkbyUtLpQt2e619Ov3FZluFxhqY+afh/Hbe1upLLcz7Jgk+mZ4nwqwltkgDrM5d+uzWmBEcjgbizsm/OpeQZ9JX6LjfEx8bGZoYhjnpjl5cNwRnPvKGsOk6Pd8toFjBvQgyN9q2rQ72aRp10xMaAD3nTKceeN6c8cn691G/01Ki+HxszJMa01OHZ1MdIg/V76xwjSvXHJUELfPHsz0wfGtdpd8w/QBfLsxu67GKD0+jP9dMLbRhLxWi+KCianMHJrAPZ9v5NPV3jvQ+1kUF3upZTt1dDIPLdjsdpEorXJw20fruGJyPwYm+HaBLCyr5vp3VhkCLKtF8diZGU0OIL0Zmxpt+KE7WFzJ9pwSQxD+0m+7fA740uPDuNpkIElDokL8uXvuUM4e35u7PtlgSB9zy0zvfTobcuzAOHbkuA+C+X5TNqeNTmb13gJeX7SbT9fsMwQOsaEBpCeEMiA+jMSIIL7fdLDJKW1Kqxy8tWQv32w4yP2nDHMbrPXMj9t9Coz2F1awcHtuo035AGsyC/jb/LVs2G/elORvtfDc+X8EfLVunD6Ag8UVXkfHeqv5nToozhD0Pf3DNtOWgfT4MB47ayQv/7aL+SsyDX2RfBEfHsALF4ytG7jUPz6MO04cwt8/cA+eiyvtDQZ8fhbF42dluA0GCg3wY2JajKFW8NsN2XVB37vLjN08jh7Qg54RHdNRKizQxhfXHsXy3fmEB/n5fH1pqpnDEkyDvozekT53tWhr108bwHcbD7r91lwzNY0bpg3w6ffllFFJvLVkj6Gvutl3ftoQ7027tYYkRpgEfYVev8cpQ2JIGeJ7Kwa4avM99Tbp4304OTxKSzs4UFjBGpO71+mDG++L0JiYEH9un23MHp9VUM5TP2yj2uGs65tQn7emXW+GJ0cy/88TefmisfxlahovXTSWVy8e32Az2ZSBcbx52Xi3tDOBNgs3ThvAtzccw4whCa3aLJIUGcQ3NxzNbScM4v5ThvHx1ZN8nuIIIC48kCfnZfDqxeO8VpOfOCKRRC81WGGBNk4ZZfyB/HjVPo5/7BdOfPJXXvl9lyERbn1aa/7+4RrD6EmAa4/tz+iU1utDE+RvZVRKpGG5Z7++grIq0xQetcIC/BiXGs35R6Tw6Jkj+PjqSYaaUF8NTAjnzcvG8+y5oziqfyyDe4Zz54mDOdek340vPJslwVXTd+KTvzL3qd94b3mmaY3YoZJKftuWy0u/7eJfX2xsUQ7DQyWVXPrqMm56bzVFFdVsO1jC0ybpJEb1jjRNm/S+SZ/S+sqqXAOsTnrqt0YDPrP8hUop/n3yMI416WoyMCHMa2Jfs/XNAr4gm5WnzslgUM9wHjhtOD/dPIULjkgxTaztTZDNlcfUc9T2WWN7eR1FaWZAfCivXzre9MfXLCF+bdNeYVm1aSB5RjsO4DBjtSjG9Ylus4APYJZJXkDwnp+vI/TrEcoLF45hQt9oRvSK5JHTR/gc8IHrO3D33KGGLAxmZvvQfN7UwRxNZXc4Tb/rjTXvdrRuU9NnlrojPT6sweztTTFjSDxHD+jBzx41es//vIPe0cGmSSWbEzxYLIrJ6XGGmoKGZPSO4tsbjmH+ikwUihNHJDaabqMl4sICufSovi3ax9EDerDguqN55sftPPPj9rqasOgQf9NM8PWdd0SKafJtcM16sTarkHs/38CxA+OZnN6DEb0iGRAfVtd8996yTL5Ya/xxGZca3ao5rmpN6hdrSHj767ZDbiNk316611BbGxrgxyNnjGBwz3CSo5o2h2VjlFIcP7Qnx3v5sWmKMalRhAX6ueVVK6tymNZctLX3lmfy27ZDRIf6G0YY+lkU950ynB05JfzgUdv01foDFFdUm9bwLtuVx7VvrzLU9NeXFBnEw6ePMKTOcTu+1cJ/zx7F+S8urssXCK4BQ96kxYXSKzqo0ZH495401K3mOCkyiLvmDuWqqWm8tyyTZbvyWJNZaJrOClyjwB8/a6Rp8KmU4t+nDGPV3oIGP4PkqCBumDaAuSOTvDaVHzconls/dB8pv/VgCbsOlfLL1hzDQJPoEP8WtdZ0FqmxIQzuGW4IMsZ28CAOTxP7xTKxX+M14t4MTgzn/CNSefn3XV7XCQv048i0xitMzJq91zWQtqWpXv59l+n3LvUwr+nrNkGfWUfQ4wb7Hjg1RinFXXOGMOPRn91+TKocTtN+Q5PSYtu1Wj4mNIDLjzbPsXe4CrRZuX7aAE7OSOKzmua/k0cl0auRPhMD4sOYPjierxtI7lrt0Hy1/kBd7r9gfyvDkiIYnhzB64uMo2DDAv149KyRPvfraoqJabE88o37XJ6LduRidzjxs1qwO5y8anIRPGNML9Ncf4cbm9XCMQN6mPb3aQmLcqU8OmVUEsH+fmTml5GZX173vD2nxLQGcV9hBftManEvP7ov6QlhpMYGExFkcxvUUlHt5Iu1+w1JwNfvK+TcFxZ7zXVpUXDhxD7cOH2AWy5Hb4L8rbx52QTeXbaXvXnlHD80oS6PpxmlFMcOjG/wR/L00cle+7zFhQXW3chordlfWOG6McosZE1WIdsPlhAZbOOvM9JNayhrRQTZeGLeSM54bpGhD3GPsAD+MjWNM8f2brRmMT48kBHJEYY+hd9syOYTky4fJ5n0deyqrpjcj2veWln3//5xoS0KsA5X3gZ11Jo+OMGnv7lZrr6dh0oprbT79F1syP7Cch71uGaDq2KgPea/bokuFfR5KyQllXbTOT+ntULTbn19YkO47Og+hizknoM8wDxVizCXGhvC1VP7N75iPQ+eNpzwzzfyyap9XnNG1VdW5WDxzjwWm4wUBrjvlGE+DYpojhHJEYQG+LmlhSmusLM2q5CM3lEsWJ9tCFKUwmtqnsPRcYPiGw36wgP9mNA3hj15ZWzPKTH93oBrcvnTxiRzSkZygzXW2UUV3DJ/jdeRo/X1jg6um14wwM/KnBGJhtri+cuz3IK+ogrX/LHeAr6BCWE8cOrwJs/varNaOGe8703pUwfGeQ36+seFNppjtJZSisTIIBIjg5p1MzE6JZoHTh3O3+avwe7UhAf68efJ/bhwYirB/r7/1EwbHG8I+l76badpoH7m2I5t2m1Ps4f3xOHUfLJ6H/HhgVx3XP82uQntaBFBNm45fiA3vb/G9PUThvtWNiOCbIZacK1h04EiRqe0rFn87k83GAaXKAW3zW54lqLDQZcK+p74cRczpxxpmFfxp805hh/+uLAAhjdxAmxfXDUljQ9XZJleoOrzdRCHaJ7IYH8ePn0Et84axKdr9vH+8kzTPp2+OG10MrNNpplrLX5WCxP6Rhsyzv++PZeM3lGmM4EcNyi+1bomtIfJ6T0I8bcaLpTgCnrPmZDCicMT6/IYVjuc7DxUyuYDxWzJLiYrv5zYsABmDIlnVO8on5qy48MDeenCsbyzdC/3fGa8SNd370lD3QYbnTY62RD0LdmVx+7cUlJiQtBa89d3V5umbAjws3DdcQO49Kg+7VKbP75vtOlnG2Sz8vQ5o5oUcLXUaaOTOXZgHHvyyhjYM6zRzvZmpg1O4OGv3WtRzK6nQ3uGkt7EHJOdmVKuGVlqZ2Xpyk4dlczbS/ca8lv62rRba0jPCEMT7Pp9LQv6fth80LRv6bnjUxieHNns/baXLlUvvnZfsemcfWb9+Y4bHN+iSbe9Cfb3Mx3UUV96fFiHjTbrbqJC/Dn/iFQ+ufpIFlx3NJcd1adJ+eFSY4K5c45vNSUtMSnN2Ezz69ZDrN5bYJrYt6EZZA5HkcH+3DlnCAE1zTKBNgtnjunFp1cfycdXH8kZY3q5Ja62WS0MiA/jxBGJ3Dg9nf+cOZJ/zBrE6CbOPqCU4qxxvfnquqO9Ju+dOzKRoz0GVQ1PjjBNGj6/ZjDN//2yw7T7wID4UBZcdzRXTO7Xbt03AvysplNI3j13CP3j2z8oigrxZ0SvyGYFfOD6DBtLcAtw8ojDv2uDaB6LRXH33CGGQR0nZzStOd9sMMe6FvQlrqh2cIdJTs3Y0AD+2oI5lttTlwr6AB5asNkt83a1w8n3JjMATGvDzr/HD03gqAbSO0gtX8dITwjj1hMGs/DvU3nl4nFcMzWNo/rHEhZoXhPi72fh8bMy2mU+T7Ogb/nufJ750TjCdGBCGEc0IUHy4eL0Mb349ZapfHbNkSy7bRoPnDacYcmtX9tupld0MG9eOoF/zh5cF3iCq0uG2U2aUopTTUaBf7Aik0U7cnngK+P8saEBfjx77mhSY9u/I/fNxw8kPvyPm5lrpqa167RkrUkpZTqKtz6b0hw/WK6jXdmQxAgeOyujLsgblxpdl8jbV2YDj7yN4N1fWM5DCzZx20dr+W7jHzPb1Pf0D9tMc/PddsIgwzSCh6su1bwLroET172zkk+uPpJAm5Wlu/IMswwE+1sbHEXXUnWDOh772bw/XxNTtYjWVTuwoPbv4HRqdhwqZfXeAlbtLWBLdjHhQTauPba/11QZra1/XCg9wgLcZj+ocjjrBprUd/GkPh0612ZL9AgL6LCOzpaa/I4zhibwyap9BNoszBmRaJoEGly1Cg8t2OSWqDozv5yLX15qmvD84dOH07eH+ZSCbS0pMoifbprCsl35JEQEtDjRekc7blC8aatNrREx2uvNmug65oxIZObQBHJLqpqVccKspm9LdjFVdqdbjWFxRTXn/G9xXd7O1xftYURyBDdOT+eo/rEopdiRU8KzP+0w7O+IvjHMHdl23X9aW5f81mzJLnFNFn/iENNRu8cM6NFosuCW6tsjlEuP6muoqQnxtx5WuZWEKxhIiwslLS60wzL7K6WY1C+Gj1Z5T0oNrhQVczrRBeZwlBQZxBWTGx/JnhARyJH9jWmYykz6Bl56ZJ9WSW/TEoE2q08JpDsD10xJNgrKzKcFnBDXsfOXivZjs1qanWIsLjyQ2NAADpX8cTNd7dBsPVjsNrr31YW7DYnaV2cWcv6LSxjXx1XD+Ni3WwxjA2xWxT0ntc7sTO2lyzXv1nrpt138vCXHNOhrrOmgtVwzNY3kKPe+e6eP6dVtUgyIpjFr4vV0zvjebX7DIv7gbSaM+samRnHLzKbPzSu887NamOolRUxyZCD9wiXoE74xTdJcb77z8ioHLzZQq7xkZx6nP7vQkDAfXGmezPr+Hs66dPRx1ZsrDPNzWi2qwXxTrSnY34+3L5/ApLQYeoQFMG9cr07T2VO0v8aCPptVNXtWDNE80wfHN9iMGBvqz3/PHnXYTIXVlXi7OT9pRLxPszYIATA0yWxmjj8Gc7yzdI/XpOQNSY4K4uopTUsldjjoks27tYpNpiMakxJFVBOmBWup5Khg3rh0QrsdT3ReiZFB9I0NYcch8/lgTxjWk/jwtptJRRgF2qzMHt6Tt5YYp2GzKHhiXob8TdrI0QN64O9ncZuFQymYMyyejcuNA5yEMGOWpLl2MEe1w8n//eK9lq8hd88d4pZxoLPoUrenI5Ia77zcXk27QjTHxDTvA4wuPrJPO56JqOWtiffG6eldckaEw0VIgB9/Psa97+VFE/uQEH54z3ggDi9mzbsb9hfhdGo+XrXPdOrA204Y1GCz7Ywh8aZzincGXSrou2ZyKpHBDQ+blqBPHM4meQkiRqdEdYrEn13RqN5RjPMYfHXcoDiuOKZzTWvYGV0zNY1/nzyM2cN7cseJg/nHLOk7KZqmV1QwYR5pt8qqHOw4VMIzP24zrH/coHguPaovC647mkdOH0GvaPd++VHBNv55Ytvnbm0rXap5NybEn3+fnMaVb6wwfX1AfCgph/lkyKJ7O6JfDEq5pguq7+JJUsvXUZRSPDEvgwcXbGLT/mIm9ovhrzPS2yS5u3Bns1o4e3xvzh7fu/GVhTBhsSgGJ4Ybpth89JutbM8xdqW5corrZs5qUZw6OpkTRyQyf0Um327IJizQjysmp7XZlJztoUsFfQCzhvXktNHJvL880/Ca1PKJw11ksD/HDYp3G3XeJzaEGUOk7HakhIhA/nPGyI4+DSFEMwxJjDAEfZ+vNc4FfkTfGEb1jnJb5u9nYd643swb1zVuPLpU826tO+cMMZ3G5/ghHZtHSwhf3DVnCOP7RKOUa8q+Fy4Yg5+MDhVCiGYx69dn5qopaW18Jh2vy9X0gWs6pKfOHsWFLy2pG4p9xpjkdpvySYiWSIwM4p0/HUFFtUNy8gkhRAsNMUnb4ml4cgSTGhhI11V0yaAPYFhyBF9cexSLduQSGxrAxDacdk2ItiABnxBCtFxaj1AC/CxU2p1e17lyclqnmlmjubps0AcQHx7I3JFJHX0aQgghhOggflYLAxPCWJ1ZaPp6Wlwo07tJn3/pKCSEEEKILm2wSZLmWn8+pl+3GY0vQZ8QQgghujRvgzmSIoOYOzKxnc+m40jQJ4QQQogubWiSeU3f5Uf37VZzZ3efdyqEEEKIbmlgQhihHjNzxIb6c+bYXh10Rh1Dgj4hhBBCdGmBNit/OdY9D9+9Jw3rdlkSuvToXSGEEEIIgMuP7sfolCg27i9mQt8Y0uJCO/qU2p0EfUIIIYToFkanRDM6JbqjT6PDSPOuEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ3IEGfEEIIIUQ34NfRJyCEEEJ0NVpr8t96i7KFiwgYMICoeWfhFxvb0aclujkJ+oQQQohWlvPII+T+7wUAir/5htyXXiLmoouIvugirKEhrXYc+6FDlC5aTNnixdgPHSJo5EiiLzgfS2Bgqx1DdB0S9AkhhBCtqHztWnJfeNFtmS4r49BTT5H/9tvEXnUlUaefjrLZmrxvR2EhZUuX1gR6i6jcus3t9ZIffqDkxx/p9ewzWCMiWvQ+RNcjQZ8QQtTQWlO9dy9+MTFYQlqvNkZ0H9rh4MAdd4LWpq87cnPJvvse8l95lR7XX0/YjOkopRrcZ1VmFsXffkPxN99SvmKF133XKl+5kt3nX0Dv//0ffj16NPetiC5Igj4hhADKV69m/223Ubl1G5bgYBLuvIOIOXM6+rREJ5P/5ltUbNjQ6HpVu3eTdd11WKOiCBiYTuCAdAIGDCAgPZ2AtH5UZ2VR/M03FH/9jU/781S5eTO7zjmX3i++gH9ycnPeiuiCJOgTQnRrWmvyX3ud7IcegupqAJxlZey75W9YgoMJO+64Dj5D0Zrs+fmUr1wFFoV/cjK2xEQswcGtsu/q7IPkPPZYk7Zx5OdTtnARZQsX/bFQqUZr83w6nz172D3vbHq98D8CBwxo8f5ayllWhvL3R/lJ6NFR5JMXog05y8spW7YMZ2kpocccgyUoqKNPSdTjKClh/223U/zVV8YXtSbrxr+S8srLBI0c6XUfFZs2kfviizhLSomYM8en5jrRNFprHPn5VO3aRemmTcT88gu5CxZwKGsfOJ2EzTye2Msua7SPXOmixWRddx2OggK35daYGGzJSfgnJWFLSsIvPgG/+Dhs8fH4xcXhFxvrU6CSff99OEtLDcsTH3mYku9/oOjzz319w76tVyMgPZ2gjJEUfvIpuqzM7TV7Tg67zzufXs8+Q3BGRpP268lZWUn5qtWULV1K9b59WAIDsYSFYQ0LxRIahiUsFGtYGLqqiuqsLKqysqjO2kd1VhbVWVk4i4uxhIcTfd55xFxycasF28J3EvQJ0QYqd+wg/+23KfzoY5xFRQBYY2NJ+s8jhIwb18Fn1z3o6mqcFRVYQkNNg7CKzZvJ+su1VO3e7X0flZXsveJKUt95G//evd1f05qCd98j+9570TU1hCXff0/o1Kn0vOtO6UvVCuw5OeQ89RRFX36Fs7CwbnkMUFFvvcqtW6lYv4GkR/+Dxd/fdF9ly5ax94or0OXlhtccubk4cnOpWL3G/ESUwhobg39KChEnziHy1FMMQWDJL79Q/KXx5iHyjDOIOOEEIk44geiLLuLgIw+71+o1g613b0KOOIKQCeMJHj8ev+ho17FOOYW9l//JENQ6CwvZc/ElJD/xBKFHHenzcZxVVVSsWUPp4sWULVlK+cqV6KqqFp27s6iIQ089RcH77xN3w/WEn3giytKxKYN1dTX5b71NwQcf4MjLI3zWLGKvuhJrWFiHnldbULoVqpA7mlJqCLBu0aJFjB8/vtH1tdZUrFtH5bbtBA4Z3Oxq76KiIn744QemTJlCeHh4s/YhDn+15aXgvfep2LwJpSyufjfpAwhMd/XDqb27Lf7uO/LfepuyJUvMd2a1En/LzUSdd16jtUHa6QSl2qTWqCuXXWdVFXkvvkjuiy/hLCrCEhaGf58++KemENCnD/59+mDPy+PgAw+iKyt92qd/Sgopb7+FX1SU6xgVFRy45x4K539gur41IoL4f95O+KxZUuvnQWvt02dSsXEje6+4EvuBAz7vO2TSJJL/+6ShRr1s5Ur2XnIpTo9asOYKSE8n4bZbCR47FnCVhx0nzqF671639azR0fT74nOskZF1y7TWlP76G7n/93+uIKrmhqHRYw4aRNi04wifNg3/tDSvn2Hltm3sueRS7NnZxheVIuKkk+hx3bXY4uO9Hqt8/XryXniB4u9/QFdUeF2vNQQOG0b83/9O8KiW1UI2V8mvv5F9331Ubd/uttwvPp6Eu+4kbPLkVjtW/evuxo0bmTBhAsBQrfX6VjtII7pV0FednU3hx59Q+OGHVO3cWbc8dPJkelz7FwIHDWrScbvyD6dwNf0VffYZ+e+8S+XGjQ2u65fYE11ZhSM316d9h594Ij3vvsvw46Srqij68ku3zuDWqKh6j0j8oqKwxsYSMm4cQaNGNesuuauW3ZKff+bAv/5F9e49zd6HNTYWx6FDhuVBGRn0fulF7IdyyfrLX3zqXB82fToJd/wTv5gYt+Vaa+w5OdhzcvCLjsYvPr7Daztam7OqisotW6nYsJ6KjRup2LCBys1bXIHH7NnEXnM1trg4022Lv/uOrJtuNjRV+iJozGh6Pfss1tBQwJU+Zc9FF+MsKWnR+zETfsIJxN18E/lvv03uM88aXk984H4i5s71ur2urqZq1y4qtmyhcvMWKjdvpmLLFuz794NSBGVkEDZtGmHTjmvSYIzqrCz2XHyJ11psFRREzCWXEHPxRXVNrFprypYsJff55yn97Tefj9VawmfNpMe11+KfktIux6vavZvsBx6k5PvvGz6v2bOJ/8ff62pT66s+eJDSX36hcus2AtL6ET57doP5ETt10KeUCgDuBs4DooA1wG1a62982DYJeBSYjmsquB+A67XWO5p5Ll6DPmdlJSXff0/BBx+6CrLT6XU/YTOPp8c11xDQt69Px23pD2fF5s2U/PQzzqJC/Pv0IXDoMALS+qGs1ibvS7Sc1hpHQQFVO3dR8MF8ij7/wrQpqLUEDBpE8pNP4p+chD0vj/y33yb/rbdw5BgDDm/84uMJnzmT8FkzCRw2zOdapeaUXWdpKVWZWVRnZVKdmUn1/gNYgoIIHDKYoOHDG2zO1E4nVbt2U7FhA9WZe7Hn5eHIy8eRl4c93/XsyMsDiwX/lBT8+/YloG8f/Pv0xb9vHwJSUxtMoVKVmUX2/fdR8u13Pr0XM5bgYHreew/BY8ey68yzqN63z7BO8PjxVG7ahKNeU2NjrFFRxFx6KY6iIqp276Zq926qd+92q3VSgYGu952a+sdzaiqBA9Nb1O9JO52UfP89uS+/TOXGTdgSEwkcOpTAIUNcrRwDB7ZaP1NnaSmlixZR8ssvlK9aTeW2bWC3e11fBQcTe9mlRF94Yd05aK3Je+EFDj7ynxYNZAgcNoze//c81fv2sfvCi+q6WNTnFxcHflbsB7Ib/F1ojAoOdtXWedTYBY8bR+9XXm5WTa+zrAxlszUrj18te24uey69rMEbVr+4OHpcfz3WiHByn3ue8tWrm3281mJLTCQoI6PmMZLA9HS3pnRdXY09Lx9HvuuaoYKCCBw0yOdk1I6SEnKffZbcV141/M28sUZFEX/brYTPnEnFunWU/PgTJT/9RMV691jNr0cPYq74M1GnnYYy6WbQ2YO+t4DTgMeArcCFwFhgitb61wa2CwVWABHAI0A1cD2ggJFaa9+qStz3WRf0jRs3jqqduyhbupSyJUso+fVXt74gjbJYiJgzh9irr2r0zqo5P5yu2qPPKZg/n4q1a43vJSiIwMGDCRo6hMChw7BGReEsKcFZUoyjuKTu386KSvxiorEl98K/VzK25GSvtQW6uhpHURGOwiKcZWXoqkp0VRW6shJnZSW6sgpdVYkKCMQaHubqmBseXvesAgLAbsdZXo6zvAJdXlbz73LXfuwOcNjRDgfabgeHA213YI2MJHDwIEMtR2O01jgLC6nam0l15t6a50y004EtPgFbYk9sPXvi19P1bAkMdN0x791L1c6dVO3cSeXOnVTt2Ik9Oxvl748lOBhLcDAqJLju3wCOQ7nYDx3CnpuLPTfX54tAa7FGRBByzNEUf7WgxX1lbMnJhM+aRcgRE9B2O87SMpxl9R+lruZiqx9Vdjvbd++i34ABBIWEglI4K8pd5aOsDGeZ69/O8nLshw5RnZnpCsoa4NezJ0HDhhE0fBgBAwdhzz5AxQZXDU/F5s3NqrVx239cHLZevVwjLnv9Ue7Llizh0LPP+dxUayagf3+SHn+cgL59AFcT2a6zzzENFrxRQUGtf5NgtRKQPoDgkSMJGjGCoBEjsKWkNN41wG6n6MsvyX3+eUPyXsP++/UjcOhQgkePInjsWGy9evkUqGitqdq2jZKff6Hkl18oW768Wd8fv4QE4m64nrAZMzhw190UfmDeZK5sNvxTU1FJSexD03fSkQQ4HWQ/+BA4HIb1A/qnYc85ZOjfBhAwYAC9X3kZv6godHU11dnZrhuZmoEH9pyDVGdnYz+Ygz07G0d+ftPelM1G348/8rkCoa04iovJvOpq791NmsEaE0PI+HEEjcyoOUYRzuISHCXFOItLcBYXg8WCLTERW83AGFuS69/O0lIOPvJIk27OVHAwAX374iwpwZ6fb/57brMROHgQwRmjCBo9iuBRo/CLiam52dxFxbp1lK9bR8U6V61zc7+nltBQn2qMbYmJxF51FRFz57gFrJ026FNKjQMWAzdprR+uWRYIrAMOaq0nNrDtzcADwDit9dKaZQNrtn1Qa/2PZpzPEGDdgnnzSN27t0k1JV7ZbASmp2NLTsY/OQlbcjK2pGRsyUmukVz+/hSXlfHjzz83GvRprSlfsYKC996naMGCNqs9UjYbtqQkrLExri9hURHOwsKW92OxWFp0J+zXs6criB1SU8MweBC6spLqAweo3r8f+4EDVO8/QPWB/VTv20f13kzXhcNH1shIHMXFphf+juTfty9RZ51F+OwTOPTMs+S/9lpHn5IwEXHyyST883ZDjVfpkiXsueTSRgMZZbMR/8/bCTv2WA7cdTfFCxa05em6bqaGDSOgb1/8+6TW1Q76xcej7XYKP/qI3P+9QPWe5jVx+8XHEzx2LMHjxhI8dix+0dF/jMTMzKobiVmxaZOrGbKVWMLDvQbZAf37k/zMM/gnJxlutou++YasG270OeD079ePlFdfadLNqLOqioq1a8m+734q1q1rdP2YK/5M3LXX+rz/tqTtdvLfeptD//1vk2qoa1kjIggeP57g8eMIGT8e/379WtxPtXTRYrLvv5/KTZtatJ+G2JKScBQUmI6m9iYoIwNLcHCrNW/79+lDj2uuJmTiRCzBwRRXVHTaoO9B4AYgWmtdVG/534F/A7211nu9bLsEQGs9zmP5AqCf1jqtGeczBFj3cWof+gcE+LydNSKiWV+C+rTFgsVm+yP3kNOJdjrRDoerxqvmuTVyLomOFTRiBJFnnI41MpLKLVuoqOmDU7V79x9BsZ8fYdOOI+qseQSPG+t2cSz8+GP2//OOFtVICd8FjxlD/O23YQ0NpXLnLlct8K6a5717sYSFEnPRRUSceKLXfRR++hn7brrJ6+t+iT1JfvxxgoYNq1tW9OWXHLjrbtMaprakAgOxBAS0+Jp2uAk95hgSH3m4ro+eWQtLyS+/kHn1NY1+t/xTU+n96ite+xI2RjudFMyfT85/HvVa+2fr1Yu+n35y2M196ygs5NAzz5L3xhs+Bci2lN7EXHIJESed5HVEdEtoh4OCDz4g57HHfe4L3Vb84uOJu+kmwk+YBUDhRx+Tff/9TWsl9OlAfjhsfviHhbPN6eAEV3DZKYK+b4AkrfVgj+XHAt8Cc7TWn5psZwHKgBe11ld6vHYPcBsQrrX2vZqHpgV9tsREIk4+mYiTT8IvLo6C997j0LPPtk7toOhyLKGhRMyZQ+QZpxM4cKDpOs7yciq3bUNX2/Hvk1o3wtNM+fr1ZF5zDfZ9DdSQWK2Ez5hO1HnnEThgAPb8AhwFBTjy83EU5GPPzaVs4SJKfvutwT5T3ZVfjx7E3Xwz4bNPaJWRs4eee56cRx81LA+ZOJHERx42/XvbDx1i/513NtiMpYKCsCUkYM/JaZNBBocDv7g4AgcPJnDwIAIHD8Y/JYX8d98j/623fCq70RdcQNzNN7n1c/bWraZ0yRIy/3yF15YNW+/epLz2aoOjVn3lKCwk58n/kv/mm4ZWkF7/9zyhRx3V4mO0larduzn48CMUf2Pe/T5g4EBiL7+MsBkz2qV/uaOkhPzXXqP42++o2LSpXVtsVEAAMZdcTMyllxr6ztpzcjhw778arbkP6J+GX8+elP78S5OOvbWykrm7dkInCfrWAdla62M9lg8G1gN/1lo/Z7JdLJAD/FNrfY/Ha1cCTwEDtdabGzh2HODZY3wg8P6TiUn0NrkjUf7+BIwfR9DkydgGDTL0e3NWVlL+9deUffxJu198bX1SsQ0egn3vHqp37ECX+F4VLVqfCgzEEhGBNT6ewIlHEDBhQqvfsTuKiyl6/AmqPJqJVEgIQVOnEjxjOtbYWJ/2U7VkKRULF1K1YT0427g22WLBGhODpUcP/OLisPSIxZmXj337dldTYiNdAFRwMH6pKdh698YSE4Olpt+o6zkcFRGOrqjAsW8/jv37sGftw74vy/X/nJzGa8stFoJnzSTklFNaNemr1pqSV1+j7Msv65YFn3QSoaef1uCPotaayqXLqPjV9WNgjU/ALyEBa88ErAkJWKKiUErV9WF17N+PY/8B7Pv349i3D/uePa733QpsAwcSMudEsFix79hB9c6d2HfuNB2l3BKWqCgCRo7Ef+QIbOnpbqlK6rPv20/JG29QuXy5lx1ZCL/kYoKOPdbwUnl5OWvXrmXYsGEEeTTJV2/dSv79D6A9mvSsPXoQdcc/ffpeNYV9926KX3/D9V222QibdxbBM2e26jHaStWGjZS8/jrVO1zjJ20DBxJy0lz8R4zosDRDzooK1/Vk8xaqtm6hestWw98SpbCEhGCJCEeFheM4mI0zr2l9LlVICIFjRhNy6qlYG6n1rViyhOIXX8JZW3Nvs+E/ZDABGRkEZGTUbV+9cycl775H1cqVPp3DnqoqrtmXBTBKa+3bRq2guUHfdmCz1nqWx/K+wHZcI3EfM9muF7AHuEVr/aDHaxcDLwAZWutVDRz7TuCOJp+0EEIIIcTh5Xytdbt1+G7ujBzlgFk7amC9171tRzO3rfU08J7HsmFA7WjipvQMXQcMbcL6nvoBHwNzcQW7TdGcYzf3fFv6PtvzuC0915bsozt9Tp2l7HbUcbtTWWjJPjpT2e2ostDcfXS243am8+2oc61fdm3A+8CWFp5Hk3SpPn00sW1cKaW11s2ux27ucZt77Oaebyu8z3Y7bkvPtSX76E6fU2cpux113O5UFlqyj85UdjuqLDR3H53tuJ3pfDvwXOvKbs2iZl2DW6K5KeBXAQOUUp55SsbXe91Aa+0E1gJjTF4eD+xoasDXQne147Fa49jNPd+Wvs/2PG5r/E3kc2pbnenvKmWhbffRmcpuR5WF5u6jsx23M51vR35nOlRza/rGA4twz9MXgCtqzdVaT6hZ1hsI1lpvqrftLcD9wFit9bKaZem4BoA8rLX+WzPOp9m1Fi3RUccVoqWk7IrOSsqu6KwOh5q+ZvXp01ovVkq9B9xXM5p2G3ABkApcUm/VV4FjcM22Uetp4DLgc6XUw7hm5LgByMY1Q4cQQgghhGhlzR3IAXA+cA/uc+/O1lr/3NBGWutipdRkXHPv3oariflHXCN+m5ufIAdXVWvr5Dc4/I8rREtJ2RWdlZRd0Vl5lt12L8fNnntXCCGEEEJ0Hs0dyCGEEEIIIToRCfpEp6CU0jWJuYXo1KQsi85Iym3XIEGfaDdKqQtrLhxmKXuE6DSkLIvOSMqtkKBPCCGEEKIbkKBPCCGEEKIbkKDPhFSBtw+l1I9KqR9Nlr+slNrV/mfUuUm57ThSlltGym7HkHLbcp2t7ErQJ4QQQgjRDUjQJ4QQQgjRDUjQ5wOl1PCa6u4dSqkKpdQBpdSLSqkYj/XurKnmTatZv0ApVaiUekkpFdxR5y+6Jym3orOSsis6q8O97LZkGrbuZBrQF3gJOAAMAS4HhiilJmjjtCbvAjuBvwOjgEuBg8At7XbGQki5FZ2XlF3RWR3WZVeCPt88rbV+pP4CpdQi4C3gSOAXj/VXaq0vqbduDHAJcgHypAFlstza3ifSRUm5bT9SlluXlN32IeW29R3WZVead32gtS6v/bdSKlApFQssqlk0ymSTZz3+/wsQo5QKb6NT7KzygUiT5SntfB5dkpTbdiVluRVJ2W03Um5b2eFediXo84FSKlop9bhSKhsoB3JwVccCRJhsssfj//k1z1FtdIqd1XZgoFKqR+0CpdQIYFLHnVLXIeW2XUlZbkVSdtuNlNtWdriXXWne9c27wETgIWAVUIIrYP4K88DZ4WU/ZtXo3dmLwA3AAqXUC0Ac8GdgPSB36C0n5bb9SFluXVJ224eU29Z3WJddCfoaoZSKAo4F7tBa311vef+OO6tOq7YQOwC01huVUucDdwP/ATYA5wFnA5M74gS7Cim3bU7KchuRstumpNy2oc5QdiXoa1xtFO4ZdV/XzufRFYTVPBfVLtBavwG84bHe154baq3ljr1ppNy2LSnLbUfKbtuRctu2DvuyK0FfI7TWRUqpn4GblVI2IAuYDvTp2DPrlMYCpcDujj6Rrk7KbZuTstxGpOy2KSm3bagzlF0J+sy5VYHjqup+Eriq5rWvgZnAvvY/tc5HKXUqrqaCc4D/aa3tHXtGXZaU2zYmZbnNSNltQ1Ju21SnKrvKmCdQKKX+AjwOpGmtt3f0+XR2SqmduJoVPgSu01qXdvApdUlSbtuelOW2IWW3bUm5bTudrexKTZ85qQJvRVrrw6Zqu4uTctvGpCy3GSm7bUjKbZvqVGVXgr56pApcdEZSbkVnJWVXdFadtexK8249UgUuOiMpt6KzkrIrOqvOWnYl6BNCCCGE6AZkGjYhhBBCiG5Agj4hhBBCiG5Agj4hhBBCiG6g2wV9SqmxSqn/KqXWK6VKlVJ7lFLvKqUGmKw7SCn1lVKqRCmVp5R6TSnVw2S9W5VSnyilspVSWil1ZwPHP04p9YNS6pBSqkAptUQpdV4rv03RBR0GZfcspdQKpVSFUipHKfWCUiq2ld+m6IJau+wqpQYqpR5USq1SShUrpfYrpT5XSo3xcvykmuMVKKWKlFIfK6X6ttX7FV1HR5ZdpVS6UupRpdTvNdddrZRKbdH76W4DOZRS7wOTgPeANUACcDUQCkzQWq+rWS8ZWAkUAk/UvP5XYA8wTmtdVW+fGjgArAZmAHdpre80OfYc4CNgIfAWoIEzgKOBG7TWj7b6GxZdRgeX3SuAp4HvgA+AZOBaYBswXmtd0frvWHQVrV12lVIPA5cA84ElQATwJyAVOF5r/W29Y4cCK2rWeQSoBq7HNVvCSK11bhu+ddHJdXDZvRB4AdgA2IGRQB+t9a5mvyGtdbd6ABMBf49l/YEK4PV6y54GyoDe9ZYdhytQu9xj+9Sa59i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      },
      "metadata": {
       "needs_background": "light"
@@ -174,7 +174,7 @@
     "filtered_playlist = filtered_playlist.resample(\"2W\").mean()\n",
     "\n",
     "# filtered_playlist[\"energy\"].plot()\n",
-    "filtered_playlist.plot()\n",
+    "filtered_playlist.plot(lw=3)\n",
     "\n",
     "plt.title(f\"{playlist_name} Characteristics Over Time\")\n",
     "plt.legend(loc = \"upper left\", fontsize = \"x-small\")\n",
@@ -194,7 +194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -258,15 +258,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 720x480 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -274,9 +274,9 @@
     }
    ],
    "source": [
-    "x_pos = [i for i, _ in enumerate(float_headers)]\n",
-    "for mean in playlist_mean:\n",
-    "    plt.plot(x_pos, mean)\n",
+    "x_pos = np.arange(len(float_headers))\n",
+    "for idx, mean in enumerate(playlist_mean):\n",
+    "    plt.plot(x_pos, mean, lw=2)\n",
     "    \n",
     "plt.legend(playlist_names)\n",
     "plt.xticks(x_pos, [i[:6] for i in float_headers])\n",
@@ -295,14 +295,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 720x480 with 1 Axes>",
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      },
      "metadata": {
@@ -334,14 +334,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 720x480 with 1 Axes>",
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\n"
      },
      "metadata": {
@@ -367,7 +367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -400,7 +400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [