diff --git a/MultiplicativeAlgorithm/ExtremeEvents.ipynb b/MultiplicativeAlgorithm/ExtremeEvents.ipynb
index 497ad0d92fc1e25ba218f08e62817fd72d8ca265..a66f7e0effffb912ac7f4fa9c58cf35dba56b1d8 100644
--- a/MultiplicativeAlgorithm/ExtremeEvents.ipynb
+++ b/MultiplicativeAlgorithm/ExtremeEvents.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,11 +23,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Calculate meedian weekly traffic trends for each signature\n",
+    "# Calculate median weekly traffic trends for each signature\n",
     "W_day_week = [[] for dayofweek in range(7)]\n",
     "W_day_hour_week = [[] for dayofweek in range(7)]\n",
     "W_day_hour_median = [[] for dayofweek in range(7)]\n",
@@ -57,18 +57,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'W_day_hour_median' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-9-4a26caad04aa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mdayofweek\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdayofyear\u001b[0m\u001b[0;34m%\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0mhourofday\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhourofyear\u001b[0m\u001b[0;34m%\u001b[0m\u001b[0;36m24\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m     \u001b[0mdev\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhourofyear\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mW\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhourofyear\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mW_day_hour_median\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdayofweek\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhourofday\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0mdev\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdev\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'W_day_hour_median' is not defined"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(365, 50)\n"
      ]
     }
    ],
@@ -94,12 +90,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
       "text/plain": [
        "<Figure size 2160x11520 with 2 Axes>"
       ]
@@ -120,7 +116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -129,7 +125,7 @@
        "(7, 24, 50)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -910,63 +906,103 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def make_plot(sig, date, dname, fname=lambda sig, date: f'./Images/Extreme_Events/Day_{date}/sig{sig}'):\n",
+    "    # Setting up the figure\n",
+    "    sns.set_style(\"white\")\n",
+    "    sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
+    "    plt.figure(figsize = (10,8), dpi=200)\n",
+    "\n",
+    "    # Setting up the data\n",
+    "    days_of_week = ['Saturday', 'Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thurday', 'Friday']\n",
+    "    dow = days_of_week[date%7]\n",
+    "    w = W[:,sig]\n",
+    "    w2 = w.reshape(len(w)//24, 24)[date%7::7]\n",
+    "\n",
+    "    # Drawing all trends\n",
+    "    plt.plot(w[date%7*24 : 24 + date%7*24], linewidth = 2, label = f'other {dow}s', color='silver')\n",
+    "    [plt.plot(w[day*24 : 24 + day*24], linewidth = 2, color='silver') for day in range(date%7, 365, 7)]\n",
+    "    \n",
+    "    # Drawing average trends\n",
+    "    plt.plot(np.mean(w2, axis=0), linewidth=4, color='r', label = f'average {dow}')\n",
+    "    \n",
+    "    # Drawing selected trends\n",
+    "    plt.plot(w[date*24 : 24 + date*24], label = f'{dow}, {dname}', linewidth=4, color='k')\n",
+    "    \n",
+    "    # Finishing touches.\n",
+    "    plt.xlabel('Time of day')\n",
+    "    plt.ylabel('Relative taxi count')\n",
+    "    plt.title(f'Signature {sig} on {dow}s')\n",
+    "    plt.legend()\n",
+    "    plt.tight_layout()\n",
+    "    sns.despine()\n",
+    "    plt.savefig(fname(sig, date))\n",
+    "    plt.close()  # plt.show()\n",
+    "    print(f'sig = {sig}, date = {date}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "sig = 0\n",
-      "sig = 1\n",
-      "sig = 2\n",
-      "sig = 3\n",
-      "sig = 4\n",
-      "sig = 5\n",
-      "sig = 6\n",
-      "sig = 7\n",
-      "sig = 8\n",
-      "sig = 9\n",
-      "sig = 10\n",
-      "sig = 11\n",
-      "sig = 12\n",
-      "sig = 13\n",
-      "sig = 14\n",
-      "sig = 15\n",
-      "sig = 16\n",
-      "sig = 17\n",
-      "sig = 18\n",
-      "sig = 19\n",
-      "sig = 20\n",
-      "sig = 21\n",
-      "sig = 22\n",
-      "sig = 23\n",
-      "sig = 24\n",
-      "sig = 25\n",
-      "sig = 26\n",
-      "sig = 27\n",
-      "sig = 28\n",
-      "sig = 29\n",
-      "sig = 30\n",
-      "sig = 31\n",
-      "sig = 32\n",
-      "sig = 33\n",
-      "sig = 34\n",
-      "sig = 35\n",
-      "sig = 36\n",
-      "sig = 37\n",
-      "sig = 38\n",
-      "sig = 39\n",
-      "sig = 40\n",
-      "sig = 41\n",
-      "sig = 42\n",
-      "sig = 43\n",
-      "sig = 44\n",
-      "sig = 45\n",
-      "sig = 46\n",
-      "sig = 47\n",
-      "sig = 48\n",
-      "sig = 49\n"
+      "sig = 0, date = 358\n",
+      "sig = 1, date = 358\n",
+      "sig = 2, date = 358\n",
+      "sig = 3, date = 358\n",
+      "sig = 4, date = 358\n",
+      "sig = 5, date = 358\n",
+      "sig = 6, date = 358\n",
+      "sig = 7, date = 358\n",
+      "sig = 8, date = 358\n",
+      "sig = 9, date = 358\n",
+      "sig = 10, date = 358\n",
+      "sig = 11, date = 358\n",
+      "sig = 12, date = 358\n",
+      "sig = 13, date = 358\n",
+      "sig = 14, date = 358\n",
+      "sig = 15, date = 358\n",
+      "sig = 16, date = 358\n",
+      "sig = 17, date = 358\n",
+      "sig = 18, date = 358\n",
+      "sig = 19, date = 358\n",
+      "sig = 20, date = 358\n",
+      "sig = 21, date = 358\n",
+      "sig = 22, date = 358\n",
+      "sig = 23, date = 358\n",
+      "sig = 24, date = 358\n",
+      "sig = 25, date = 358\n",
+      "sig = 26, date = 358\n",
+      "sig = 27, date = 358\n",
+      "sig = 28, date = 358\n",
+      "sig = 29, date = 358\n",
+      "sig = 30, date = 358\n",
+      "sig = 31, date = 358\n",
+      "sig = 32, date = 358\n",
+      "sig = 33, date = 358\n",
+      "sig = 34, date = 358\n",
+      "sig = 35, date = 358\n",
+      "sig = 36, date = 358\n",
+      "sig = 37, date = 358\n",
+      "sig = 38, date = 358\n",
+      "sig = 39, date = 358\n",
+      "sig = 40, date = 358\n",
+      "sig = 41, date = 358\n",
+      "sig = 42, date = 358\n",
+      "sig = 43, date = 358\n",
+      "sig = 44, date = 358\n",
+      "sig = 45, date = 358\n",
+      "sig = 46, date = 358\n",
+      "sig = 47, date = 358\n",
+      "sig = 48, date = 358\n",
+      "sig = 49, date = 358\n"
      ]
     }
    ],
@@ -975,38 +1011,213 @@
     "sns.set_style(\"white\")\n",
     "sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
     "days_of_week = ['Saturday', 'Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thurday', 'Friday']\n",
+    "\n",
+    "extreme_date = {\n",
+    "    238: 'Aug27', # August 27, Hurrnicane Irene day 3\n",
+    "    239: 'Aug28', # August 28, Hurrnicane Irene day 4\n",
+    "    240: 'Aug29', # August 29, Hurrnicane Irene day 5\n",
+    "     30: 'Jan31', # January 31, North American Blizzard day 0\n",
+    "     31: 'Feb01', # February 1, North American Blizzard day 1\n",
+    "     32: 'Feb02', # February 2, North American Blizzard day 2\n",
+    "    287: 'Oct15', # October 15, Occupy WallStreet\n",
+    "    259: 'Sep17', # September 17, Occupy WallStreet + UFO sighting\n",
+    "     56: 'Feb26', # February 26, Wisconsin Labor Rally\n",
+    "    357: 'Dec24', # December 24, Boxing Day\n",
+    "    358: 'Dec25', # December 25, Christmas\n",
+    "}\n",
+    "\n",
     "for sig in range(50):\n",
-    "    date = 238; dname = 'Aug27' # August 27, Hurrnicane Irene day 3\n",
-    "    date = 239; dname = 'Aug28' # August 28, Hurrnicane Irene day 4\n",
-    "    date = 240; dname = 'Aug29' # August 29, Hurrnicane Irene day 5\n",
-    "    date =  30; dname = 'Jan31' # January 31, North American Blizzard day 0\n",
-    "    date =  31; dname = 'Feb01' # February 1, North American Blizzard day 1\n",
-    "    date =  32; dname = 'Feb02' # February 2, North American Blizzard day 2\n",
-    "    date = 287; dname = 'Oct15' # October 15, Occupy WallStreet\n",
-    "    date = 259; dname = 'Sep17' # September 17, Occupy WallStreet + UFO sighting\n",
-    "    date =  56; dname = 'Feb26' # February 26, Wisconsin Labor Rally\n",
-    "    date = 357; dname = 'Dec24' # December 24, Boxing Day\n",
-    "    date = 358; dname = 'Dec25' # December 25, Christmas\n",
+    "    make_plot(sig, 358, extreme_date[358])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot particular Signature on a particular day accross all dates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sig = 0, date = 0\n",
+      "sig = 0, date = 7\n",
+      "sig = 0, date = 14\n",
+      "sig = 0, date = 21\n",
+      "sig = 0, date = 28\n",
+      "sig = 0, date = 35\n",
+      "sig = 0, date = 42\n",
+      "sig = 0, date = 49\n",
+      "sig = 0, date = 56\n",
+      "sig = 0, date = 63\n",
+      "sig = 0, date = 70\n",
+      "sig = 0, date = 77\n",
+      "sig = 0, date = 84\n",
+      "sig = 0, date = 91\n",
+      "sig = 0, date = 98\n",
+      "sig = 0, date = 105\n",
+      "sig = 0, date = 112\n",
+      "sig = 0, date = 119\n",
+      "sig = 0, date = 126\n",
+      "sig = 0, date = 133\n",
+      "sig = 0, date = 140\n",
+      "sig = 0, date = 147\n",
+      "sig = 0, date = 154\n",
+      "sig = 0, date = 161\n",
+      "sig = 0, date = 168\n",
+      "sig = 0, date = 175\n",
+      "sig = 0, date = 182\n",
+      "sig = 0, date = 189\n",
+      "sig = 0, date = 196\n",
+      "sig = 0, date = 203\n",
+      "sig = 0, date = 210\n",
+      "sig = 0, date = 217\n",
+      "sig = 0, date = 224\n",
+      "sig = 0, date = 231\n",
+      "sig = 0, date = 238\n",
+      "sig = 0, date = 245\n",
+      "sig = 0, date = 252\n",
+      "sig = 0, date = 259\n",
+      "sig = 0, date = 266\n",
+      "sig = 0, date = 273\n",
+      "sig = 0, date = 280\n",
+      "sig = 0, date = 287\n",
+      "sig = 0, date = 294\n",
+      "sig = 0, date = 301\n",
+      "sig = 0, date = 308\n",
+      "sig = 0, date = 315\n",
+      "sig = 0, date = 322\n",
+      "sig = 0, date = 329\n",
+      "sig = 0, date = 336\n",
+      "sig = 0, date = 343\n",
+      "sig = 0, date = 350\n",
+      "sig = 0, date = 357\n",
+      "sig = 0, date = 364\n"
+     ]
+    }
+   ],
+   "source": [
+    "for date in range(0, 365, 7):\n",
+    "    make_plot(0, date, 'Day' + str(date), fname=lambda sig, date : f'./Images/Extreme_Events/Sig_{sig}/{date}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Extreme events included in the manuscript"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "1. Signature 0 during Christmas day.\n",
+    "   The other \"low\" day is Hurricane Irene day 4 (not shown) i.e. Day 239\n",
+    "   \n",
+    "2. Signature 4 during Christmas day.\n",
+    "   The other \"low\" day is Hurricane Irene day 4 (not shown) i.e. Day 239\n",
+    "\n",
+    "3. Signature 21 during Wisconsin Labor Rally.\n",
+    "   The other \"low\" days are\n",
+    "   - Day 91 : April 2nd : International pillowfight day @ Union Square.  Involving police blockades.\n",
+    "   - Day 119 : April 30th : Cause unknown\n",
+    "\n",
+    "4. Signature 0 during Hurricane Irene day 3.\n",
+    "   The other \"low\" day is Day 189 : July 9th : Baseball game, Yankees vs. tampa Bay Rays in Bronx.\n",
+    "   More than 48k attended."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The following images were made specifically for  the manuscript\n",
+    "By modifying `make_plots`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def make_multiple_plots(sig, list_of_dates, list_of_dnames):\n",
+    "    # Setting up the figure\n",
+    "    sns.set_style(\"white\")\n",
+    "    sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
+    "    plt.figure(figsize = (10, 8), dpi=200)\n",
+    "    fname = f'./Images/Extreme_Events/sig{sig}_{str(list_of_dnames)}'\n",
+    "    patterns = ['dotted', 'dashed', 'solid']\n",
     "    \n",
-    "    dow = days_of_week[date%7]\n",
+    "    # Setting up the data\n",
+    "    date0 = list_of_dates[0]\n",
+    "    days_of_week = ['Saturday', 'Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thurday', 'Friday']\n",
+    "    dow = days_of_week[date0%7]\n",
     "    w = W[:,sig]\n",
-    "    w2 = w.reshape(len(w)//24, 24)[date%7::7]\n",
+    "    w2 = w.reshape(len(w)//24, 24)[date0%7::7]\n",
     "\n",
-    "    plt.figure(figsize = (10,8), dpi=200)\n",
-    "    plt.plot(w[date%7*24 : 24 + date%7*24], linewidth = 2, label = 'other {}s'.format(dow), color='silver')\n",
-    "    [plt.plot(w[day*24 : 24 + day*24], linewidth = 2, color='silver') for day in range(date%7, 365, 7)]\n",
-    "    plt.plot(np.mean(w2, axis=0), linewidth=4, color='r', label = 'average {}'.format(dow))\n",
-    "    plt.plot(w[date*24 : 24 + date*24], label = '{}, {}'.format(dow, dname), linewidth=4, color='k')\n",
+    "    # Drawing all trends\n",
+    "    plt.plot(w[date0%7*24 : 24 + date0%7*24], linewidth = 2, label = f'other {dow}s', color='silver')\n",
+    "    [plt.plot(w[day*24 : 24 + day*24], linewidth = 2, color='silver') for day in range(date0%7, 365, 7)]\n",
+    "\n",
+    "    # Drawing average trends\n",
+    "    plt.plot(np.mean(w2, axis=0), linewidth=4, color='r', label = f'average {dow}')\n",
+    "\n",
+    "    for index, date_dname in enumerate(zip(list_of_dates, list_of_dnames)):\n",
+    "        date, dname = date_dname\n",
+    "        # Drawing selected trends\n",
+    "        plt.plot(w[date*24 : 24 + date*24], label = f'{dow}, {dname}', linewidth=4, color='k',\n",
+    "                 linestyle=patterns[index])\n",
+    "\n",
+    "\n",
+    "    # Finishing touches.\n",
     "    plt.xlabel('Time of day')\n",
     "    plt.ylabel('Relative taxi count')\n",
-    "    plt.title('Signature {} on {}s'.format(sig, dow))\n",
+    "    plt.title(f'Signature {sig} on {dow}s')\n",
     "    plt.legend()\n",
     "    plt.tight_layout()\n",
     "    sns.despine()\n",
-    "    plt.savefig('./Images/Extreme_Events/Day_{}/sig{}'.format(date, sig))\n",
-    "    plt.close()#plt.show()\n",
-    "    print('sig =', sig)"
+    "    plt.savefig(fname)\n",
+    "    plt.close()  # plt.show()\n",
+    "    print(f'sig = {sig}, date = {date}')"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sig = 0, date = 358\n",
+      "sig = 4, date = 358\n",
+      "sig = 21, date = 119\n",
+      "sig = 0, date = 238\n"
+     ]
+    }
+   ],
+   "source": [
+    "make_multiple_plots(0,  [239, 358], ['Aug28', 'Dec25'])\n",
+    "make_multiple_plots(4,  [239, 358], ['Aug28', 'Dec25'])\n",
+    "make_multiple_plots(21, [56, 91, 119], ['Feb26', 'Apr02', 'Apr30'])\n",
+    "make_multiple_plots(0,  [189, 238], ['Jul09', 'Aug27'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1025,7 +1236,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.8.3"
   }
  },
  "nbformat": 4,
diff --git a/MultiplicativeAlgorithm/OtherDMatrices.ipynb b/MultiplicativeAlgorithm/OtherDMatrices.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..95779dbec1e08a2ab64d9b983e4d8859e9103017
--- /dev/null
+++ b/MultiplicativeAlgorithm/OtherDMatrices.ipynb
@@ -0,0 +1,616 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# In this notebook, we analyze $D$ matrices other than `D_trips.txt`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "import numpy as np\n",
+    "from scipy.signal import periodogram, welch, savgol_filter\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 0. `D_trips`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "D_trips = np.loadtxt('D_trips.txt')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "D_trips2 = np.nan_to_num(D_trips)\n",
+    "D2 = np.nanmean(D_trips, axis=1)\n",
+    "f, Pxx = periodogram(D2, 24, scaling='spectrum')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Which frequencies are we interested in?\n",
+    "- 1 day = 24 hrs = 1/24 Hz = 0.0416 Hz = Index 366\n",
+    "- 35 days = 24x35 hrs = 1/(24x35) Hz = 0.00119 Hz = Index 16"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_periodogram(matrix, name, ymax):\n",
+    "    # Setting up the figure\n",
+    "    sns.set_style(\"white\")\n",
+    "    sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
+    "    plt.figure(figsize = (10,4), dpi=200)\n",
+    "\n",
+    "    matrix = np.nan_to_num(matrix)\n",
+    "    vector = np.nanmean(matrix, axis=1)\n",
+    "    f, Pxx = periodogram(vector, 24, scaling='spectrum')  # Need to sample only in 24 hr windows.\n",
+    "    x = 1/f[16:366]\n",
+    "    y = Pxx[16:366]\n",
+    "    plt.plot(x, y, '-')\n",
+    "    plt.xlim(1.5, 15)\n",
+    "    plt.xticks(range(2, 15, 1))\n",
+    "    plt.ylim(0, ymax)\n",
+    "    plt.xlabel('Period (in days)')\n",
+    "    plt.ylabel('Power spectrum (in V$^2$)')\n",
+    "    plt.title(f'Power spectrum periodogram of {name}\\n averaged over all links')\n",
+    "    #plt.legend()\n",
+    "    plt.tight_layout()\n",
+    "    sns.despine()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_periodogram(D_trips, 'D_trips', ymax=3e2)\n",
+    "plt.savefig('D_trips_periodogram')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. `D_traveltimes`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8760, 2302)\n"
+     ]
+    }
+   ],
+   "source": [
+    "D_traveltimes = np.loadtxt('D_traveltimes.txt')\n",
+    "print(D_traveltimes.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_periodogram(D_traveltimes, 'D_traveltimes', ymax=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2. `D_pace`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We start by creating a dictionary that pairs `link_id` with `street_length` for every link in the database."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "260855\n"
+     ]
+    }
+   ],
+   "source": [
+    "with open('../DataFiles/links.csv', 'r') as csvfile:\n",
+    "    reader = csv.reader(csvfile)\n",
+    "    header, *data = list(reader)\n",
+    "    \n",
+    "    street_length_index = header.index('street_length')\n",
+    "    street_lenghts = {row[0] : float(row[street_length_index]) for row in data}\n",
+    "    print(len(street_lenghts))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next, we create an array of street lenghts corresponding only to full links."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('../DataFiles/full_link_ids.txt') as readfile:\n",
+    "    full_link_ids = readfile.readlines()\n",
+    "    full_link_ids = [i.strip() for i in full_link_ids]\n",
+    "\n",
+    "full_link_street_lengths = np.array([street_lenghts[link_id] for link_id in full_link_ids])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We now perform a column-wise division of `D_traveltimes` with `full_link_street_lengths`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8760, 2302)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "D_pace = D_traveltimes / full_link_street_lengths\n",
+    "D_pace.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_periodogram(D_pace, 'D_pace', ymax=2e-4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. `D_speed`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next, we invert each entry in `D_pace` to obtain `D_speed`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8760, 2302)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "D_speed = 1./D_pace\n",
+    "D_speed.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_periodogram(D_speed, 'D_speed', ymax=0.08)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 4. D_density"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We compute `D_density` as the column-ratio of `D_trips` with `full_link_street_lengths`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8760, 2302)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "D_density = D_trips / full_link_street_lengths\n",
+    "D_density.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_periodogram(D_density, 'D_density', ymax=0.03)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Combining all the graphs into one."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First we add an \"axis\" argument to the plotting function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_periodogram(matrix, name, ymax, axis):\n",
+    "    matrix = np.nan_to_num(matrix)\n",
+    "    vector = np.nanmean(matrix, axis=1)\n",
+    "    f, Pxx = periodogram(vector, 24, scaling='spectrum')  # Need to sample only in 24 hr windows.\n",
+    "    x = 1/f[16:366]\n",
+    "    y = Pxx[16:366]\n",
+    "    axis.plot(x, y, '-')\n",
+    "    axis.set(ylim=(0, ymax))\n",
+    "    #axis.set(xlabel = 'Period (in days)')\n",
+    "    #axis.set(ylabel = 'Power spectrum (in V$^2$)')\n",
+    "    #axis.set(title = f'D = {name}')\n",
+    "    sns.despine()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2000x800 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Setting up the figure\n",
+    "sns.set_style(\"white\")\n",
+    "sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
+    "fig, axs = plt.subplots(5, sharex=True)\n",
+    "fig = plt.figure(figsize = (10,4), dpi=200)\n",
+    "fig.suptitle('Power spectrum periodogram of D\\n averaged over all links')\n",
+    "plot_periodogram(D_trips, 'D_trips', ymax=3e2, axis=axs[0])\n",
+    "plot_periodogram(D_traveltimes, 'D_traveltimes', ymax=30, axis=axs[1])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "A = axs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A.set()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Wp6enLly4oH379unQoUPGnPDwcA0fPlwfffQR50xQLoWHh2vIkCFKT083xry8vNSlSxcFBwfLbrcrIiJC33//vTHnm2++0ZNPPqm3335brq5czkHZ2LNnz2UXcCgJa9as0fz5801jzZo10y233CJPT09FRETou+++Mxpmd+/erXHjxmnFihWy2Wylmg3Xr6I2Vl2tp59+Wnv37jU1sgBlobQ+28ePH1e/fv2UkpJSpPnp6elat26dNm3apLFjx2r06NEllgU3rrI4LrmkXr16atiwoWrXrq3KlSsrOztbsbGxCgsLU0REhDHv5MmTGjFihFauXKmWLVuWSTZcf0r7uORKli9fnq8hFrjecBYFACwSFxeXb6x+/fpq1aqVAgIC5O7urjNnzmjXrl06c+aMMefTTz/V2bNn9c4778jDw6MsIwNF5uLiovbt26tXr17q0qWLGjRoUOjcqKgovfTSS/r222+NsdmzZ+vWW29V3bp1yyAtUHIyMzM1ZcoUS36BBUpScR497OTkVIpJgJIRFxenkSNHmhpi77zzTk2ePFm1a9cucJvffvtNoaGhNFahXHJ2dr6qx8TnfhSgk5OTevbsWZKxgGuWnp6uKVOmmBpi27dvr3nz5ikwMDDf/F27dulf//qX8fM9IiJCixYt0uTJk8ssM1AUSUlJevLJJ00Nsd26ddPMmTPl7+9vmnv69Gk988wz2r17tyRpx44dev311zVx4sQyzQzk5uXlpZCQEB04cKDIzVGFOXTokGbMmGHUbm5umjVrlu677z7TvJMnT2rMmDFGI8yePXv06quv6plnnrmm/ePGVdqNVVu3blViYmKpvT9QmNL6bKelpeX7me/i4qLmzZurSZMmCggIUHZ2tiIjI/X9998rKSlJUs458gULFujixYv8zEapKKnjEk9PT/Xs2VM9e/ZU586dFRAQUOjcvXv36oUXXtDx48cl5RzfT548WevWreOGHVyVsmz4zuvkyZN64403LNk3UJZoigUAiwUFBWnAgAHq27evatasme/17OxsffTRR5o9e7Zx4nzPnj167bXX9Oyzz5Z1XKBImjdvrg8++KBIc4OCgvTmm29q1KhR2rlzp6Scky3/+c9/+Iyjwlm6dKnxS2y1atWK/EhMoDzp0KGD3n//fatjACVq5syZphvNRo8erQkTJlx2m6ZNm+q5554r7WjAVXnvvfeKvc2XX36psWPHGnW7du1Up06dkowFXLOvv/7atLpa/fr1tXTp0kJXNe7cubPeeecdPfDAA8Zqgv/97381ceJEubm5lUlmoCjef/990yr0nTp10htvvFHg6q+1atXSsmXL9PDDD+vAgQOScn7uDx48uMBzh0BJc3d3V6tWrdSyZUu1aNFCLVu2VMOGDeXs7Kzu3btfc1PsggULjJ/ZkjRjxox8DbFSzqOJ33vvPf3973/X+fPnJUmrV6/W8OHDVaNGjWvKAFxSkg3fBQkICFCDBg30448/lvh7A5dT0p/tNm3aaODAgerVq1eBNw8nJiZqwYIFpieoLV++XO3bt1f37t2vef+4cZXmccmgQYM0aNCgIs1t166dVq9erd69exvXfY4ePart27fzGUeJKe3jkktefPFFpaWlSeJaJq5vNMUCgEUCAwM1bNgw9enT57Ir/Li4uOjhhx9WYGCgRo8ebaw++MEHH2jEiBGcAMR1wcXFRRMnTjSaYiXpu+++oykWFcrvv/+uJUuWSMq5w/ipp55ihSoAKAd27typTZs2GXWPHj2u2BALXI9CQ0NNdd++fS1KAhTuhx9+MNXDhw8vtCH2kqZNm+rOO+/Uli1bJEnJycnav3+/brnlllLLCRRX7gYRJycnTZs2rcCG2Evc3d01depUDRw4UFLOKspLly7Viy++WOpZgQULFpTaex88eFDbtm0z6vbt26tPnz6Fzvfz89NTTz2l559/XlLO98K7777LzWu4KqXd8O3j42O876V9BAYG6tSpU+rRo0cJfRVAfqX52W7btq0mTpyo9u3bX3Ze5cqV9eKLL8rb21tLly41xufPn0/DIK5JaR6XFJe/v78ee+wxzZkzxxj77rvv+IzjqpT2cUlhQkND9f3330uSGjdurO7duxvXNoHrDU2xAGCR0NDQy578zqtr166699579cknn0jKefzIV199pcGDB5dWRKBMhYSEyMvLyzjIP336tMWJgKJzOByaMmWKMjIyJEljxoxRUFCQxakAAJJMF2NsNhs3LOCGFBcXp+3btxu1l5eX7r77bgsTAQWLiYkx1W3atCnSdm3btjWaYiXp7NmzJZoLuBZHjhwxrbzTrl07BQcHX3G71q1bq3HjxsbTSLZs2aIXXnhBzs7OpZYVKG25f1ZLKtLqbPfdd4UsbB0AACAASURBVJ/mzp2rhIQESdLnn39OUyyuSmk3Vm3durVU3x8oTGl9tm+66SatWbOmWNuMHz9emzdv1qlTpyRJEREROnr0qG666abSiAiUuXbt2pnq3E+mAorDiobv8+fPa+7cuZJybtZ86aWXtGPHjjLPAZQVzp4AgEWK0xB7yb333muq9+/fX1JxgHLB29vb+LvD4bAwCVA8a9as0d69eyXl3Fk5YsQIixMBACTp5MmT2r17t1F37dqVx8XjhvTJJ58oMzPTqHv27Gk69gbKi+zsbFPt4eFRpO3yznNyciqxTMC1OnjwoKlu27ZtkbfNPff8+fP6+eefSywXYIXcTYM2m61IK6u5u7ura9euRn3mzBkdOHCgVPIBAP5yNdcxbTabevbsaRrjWiauJ5UqVTLVl57wClQEL7/8suLj4yVJAwcOLNbvpkBFRFMsAFQgdevWNdXnzp2zKAlQ8tLS0owDcUk0rKDCiImJ0SuvvCIp5+L79OnTZbPZLE4FAJCkzZs3m260yXuTGXCjWLdunanu27evRUmAy6tdu7apjo6OLtJ2UVFRpjrv+RPASrnPdUhSjRo1irxt3rl79uwpkUyAFRISEnT06FGjbt68eZFvfsh7wZ7vBQAov7iWietZ3qdcci0TFcW3336rzZs3S5ICAgI0adIkixMBpY+mWACoQJKTk021m5ubRUmAkrdlyxbT6lXdunWzMA1QdDNmzFBiYqKknDsrb775ZosTAQAuCQsLM9V5H3EG3AgOHz6sQ4cOGXVQUJA6duxoYSKgcLfffrupvnTB5nKysrL0+eefG3VgYKCaNm1a4tmAq5WWlmaqi3M+z93d3VRHRESUSCbACnk/v82aNSvytiEhIab6999/L5FMAICSx7VMXM82bdpkqrmWiYogOTlZ06dPN+rJkyfLx8fHwkRA2Sj+mvcAAMscPnzYVNesWdOiJEDJOnr0qObOnWvUVatW1bBhwyxMBBTNF198oS+//FKS5O/vr4kTJ1qcCACQW+5H9NWoUUPVq1eXJEVGRio0NFQ7duzQ6dOnlZqaqqpVqyo4OFhdunRR79695e/vb1VsoETlXSW2d+/ePFoe5Va3bt3UrFkzo5F73bp16tatm+68884C5zscDs2ZM0eRkZHG2NixY+XszFoQKD8qV65sqhMSEoq8bd65NMWiIsvbyBoYGFjkbWvVqmWqjx8/XiKZAAAlj2uZuF59+umnpnMs7du3V5cuXSxMBBTNggULjCfxdOnSRX//+98tTgSUDZpiAaAC2bhxo6lmdR9UVA6HQ0lJSTpy5Ii++OILffjhh0pPT5ckeXl5adGiRTSioNxLTEzUjBkzjPrZZ5+Vr6+vhYmAkhEdHa1nnnlG+/fv17lz55SZmakqVaqoRo0aateune644w5W20SFkJiYqNjYWKOuU6eOsrKy9NZbb2nJkiXKysoyzU9JSVFUVJR27NihRYsWaeTIkRozZgzNg6jQsrKy9Mknn5jG+vbta1Ea4MqcnZ316quvavDgwYqLi1N2drbGjRunAQMGqF+/fmrcuLE8PT114cIF7du3TytXrtSPP/5obP/QQw/pgQcesPArAPKrUaOGqT527FiRtz1y5Iipzvu4VqAiOXPmjKnO+71xOdWqVZOLi4uys7MLfC8AQPmQkpKir776yqidnZ3VoUMHCxMBVy87O1sXLlzQr7/+qtDQUNMTSoKDg7VgwQLOG6LcCwsL0+rVqyXlPIlk6tSpFicCyg5NsQBQQfz444+mCz2VK1fWbbfdZmEioOh+//13011ndrtdDocj37w77rhDkydPVv369cswHXB15s2bp7Nnz0qSbr31Vt1///0WJwJKxqlTp3Tq1CnTWEpKiqKjo7Vv3z4tW7ZMrVu31gsvvKBWrVpZlBK4svj4eFMdEBCgyZMn57vRrCApKSlauHChfvvtNy1YsECurpw+QcW0fft2nTt3zqjbtWununXrWpgIuLIGDRroo48+0pQpU7Rr1y7Z7XatXbtWa9euLXSbgIAAjR8/Xg8++GAZJgWK5uabbzbVO3bsUFZW1hWPL5KTk03nAqWcYxSgosr7+a1UqVKRt3V2dpanp6eSkpIkSampqSWaDQBQMpYvX276ed+hQwf5+flZmAgourVr15oeMX/pZpzc3Nzc9OCDD+qf//xnsY5lACtkZmZqypQpstvtkqTRo0erXr16FqcCyg7PkQKACiA1NVVTpkwxjY0YMULe3t4WJQKKx+FwKDs72/iTtyHW2dlZQ4YM0bRp02iIRYWwZ88e/fe//5WUcxKEOytxo/nll180aNCgyzanAFa7dMH8kp07dxoNsR4eHho9erQ2btyoX375RXv37tXq1avzPVb+iy++0CuvvFKmuYGSlPuxfhKrxKLiqFOnjlauXKm5c+eqSpUql53bvHlzvfnmmzTEotzy8/NT69atjTo2Nlb/+9//rrjdqlWrlJycbBpLT08v8OI8UBHkbYp1c3Mr1vbu7u7G3/N+bwAArHf06FG9/fbbprGxY8dalAYoPrvdbrqWmVflypU1ceJEPfXUUzTEokJYunSp8fSRhg0bauTIkRYnAsoWTbEAUAFMnz5df/zxh1Fz0ILrjd1u1wcffKC77rpLc+bMUUZGhtWRgEJlZGRoypQpRnP36NGjaebGdcHX11e9e/fWv//9b3366afau3evDhw4oF27dmnVqlV69NFHTSf7MjMzNXXqVNNjo4DyJO+F8sTERElSlSpVtGbNGk2YMEFNmjSRh4eHKleurHbt2mnevHmaN2+enJ3/Ol2yfPly/fbbb2WaHSgJFy9e1DfffGPUnp6euvvuuy1MBBTdsWPHNGLECD3zzDP5Vv7O6+DBgxo4cKAef/xxHqeNcuvRRx811fPmzdPPP/9c6Pzt27dr8eLFBb6WlpZWotmAspKenm6qi9sUm3t+3vcCAFgrJSVFEyZMMF3b6devn9q3b29hKqBkJSYmavbs2erWrZs+/vhjq+MAl/X7779ryZIlRj19+vRiH38DFR3P/wOAcm7VqlWm1X3c3Nw0f/58053xQHnXsGFDHT582KgzMjIUHx+vQ4cOacuWLfrkk0+UmZmpzMxMrVixQkeOHNGSJUs4OEe5tHjxYh0/flySFBwcrFGjRlmcCLh248aNU6tWreTh4ZHvNT8/P3Xs2FEdO3bUY489pgkTJhiPcXU4HJo8ebLat2/Po9BQ7hR2HPHSSy+pWbNmhW53//3369dff9V7771njL377rv697//XeIZgdK0adMm0wXJnj17spIJKoTt27dr7NixRuOfzWZT//79de+996pJkyby9PRUfHy8wsPDtWbNGn333XeSpG3btqlv37764IMP1LBhQyu/BCCfXr166Y477tC3334rKefmnWHDhmno0KHq3bu3goOD5XA4FBERodDQUH344YfKysqSJHl5eRkrbDo5OcnT09OqLwO4JnnPZ2dmZhZr+9zHNZwbB4Dyw+Fw6Nlnn9XRo0eNsXr16un555+3MBVQfA8//LAefvhho05JSdH58+cVFham0NBQff/995Kk+Ph4Pffcc4qKitL48eOtigsUyuFwaMqUKcbxMzcp4EbFSrEAUI598cUXmj17tmlsxowZat68uUWJgJLh5uam6tWrq2vXrpo9e7b+97//qVatWsbrO3fu1BtvvGFhQqBghw8f1rvvvmvU3FmJ60WHDh0KbIjNKyAgQEuXLjUdiyQnJ2vZsmWlGQ+4Kt7e3vnGGjZsqF69el1x28cff1w2m82ov/32W9nt9hLNB5S29evXm+q+fftalAQousjISI0bN85oiPXx8dHq1as1bdo0tW/fXj4+PrLZbKpWrZp69OihZcuWadq0acb2cXFxGjNmjFJTUy36CoCCOTk5ae7cuQoJCTHGMjIy9O677+r+++9Xy5Yt1apVK/Xt21fvv/++0RD75JNPms6XVKpUybSiPVCReHl5merirvaae37e9wIAWGf27NmmJ0lVrlxZb7zxBjdlosLz8vJSnTp1dN9992nFihVasGCB6Xzh4sWLtX37dgsTAgVbs2aN9u7dKynnqWlPP/20xYkAa3D2BADKqV27dmnixImmi+//+te/1KdPHwtTAaWjadOmWrZsmemXyffee08XLlywMBVgZrfbNWXKFGMlk759+6pjx44WpwLKnqenp6ZOnWoa27x5s0VpgMIV1BTbrVu3Im0bEBCgVq1aGXVCQoJpxROgvIuIiFB4eLhRBwUFqVOnThYmAormlVdeMTW0Tp8+Xa1bt77sNnlX8/njjz/04YcfllpG4GpVqVJFq1evVv/+/eXi4nLZuV5eXpo+fbrGjBmj2NhYY9zHx6e0YwKlJm8ja3JycpG3tdvtxg0TBb0XAMAaS5YsMT1px93dXW+99ZYaN25sYSqgdPztb3/TlClTTGOvv/66RWmAgsXExOiVV14x6meeeUZVq1a1MBFgHZpiAaAcCg8P15gxY0yPhBo1apRGjhxpYSqgdN1000269957jTotLU3btm2zMBFg9v777+uXX36RxJ2VQJs2bdSoUSOjPnPmjI4fP25hIiA/f39/0w03Us7xRlHlvYATExNTIrmAsrBu3TpT3bt3bzk5OVmUBiiaxMREffXVV0Zdp04d3XPPPUXa9vHHHzfVGzZsKNFsQEnx9PTUzJkztWnTJo0ePVpt2rRRQECAbDab/Pz81KpVK02YMEFbtmzRQw89pIsXLyohIcHYPvcxOFDR1KhRw1SfOXOmyNvGxsYaKyhLUs2aNUssFwDg6vznP//RggULjNrV1VWvvfYaj+jGdW3AgAEKCgoy6v379+v06dMWJgLMXnrpJSUmJkrKeUJgv379LE4EWMfV6gAAALOjR49q1KhRSklJMcYefPBBTZo0ycJUQNno3Lmz6TGvhw8ftjAN8Je0tDS99tprRv3000/Lz8/PwkSA9dq0aaNjx44ZdXR0tIKDgy1MBJjZbDbVrVtXERERxpivr2+Rt887N3dDClCe2e12bdy40TTWt29fi9IARbd//35lZ2cbdYcOHYrczB0YGKjatWvr1KlTkqQjR44oPT1d7u7upZIVuFYNGjTQhAkTrjhv//79prply5alFQkodQ0aNDDV0dHRRd42b7MJv3sCgLU2btyoGTNmGLWTk5Nmz56t7t27W5gKKH3Ozs7q1KmTPv74Y2Ps8OHDqlWrloWpgBx79+41bja22WyaNm2atYEAi9EUCwDlyIkTJzRixAjFx8cbY3//+985YMENIyAgwFQnJSVZlAQwy8jIMN2sMGXKlHyPycnL4XCY6vXr15saVPr06aNZs2aVbFCgDPn7+5vqCxcuWJQEKFyjRo1MTbG5n8RwJXnnenh4lFguoDTt3LnTtLLxLbfcorp161qYCCia8+fPm+pq1aoVa/tq1aoZTbF2u13x8fH5ViUEKpqff/7ZVLdq1cqiJMC1a9iwoak+dOhQkbc9cOCAqc7bYAsAKDtff/21Jk+eLLvdboy9+OKLuv/++y1MBZSdvNcyL63KCVgtd49JZmam7rvvvituk/tnuSQ9//zzeuGFF4x61qxZ6tOnT8mFBMqQs9UBAAA5YmJiNHz4cMXGxhpj3bp109y5c+XszI9r3BjyNsEWZzU3oCxlZ2df8U/eXyQdDsdlXwcqmtTUVFNNwyDKow4dOpjq3I2CV5L3ca5Vq1YtkUxAacv95AWJVWJRceRd1TUtLa1Y2+ed7+npec2ZAKt9+umnxt/9/f116623WpgGuDa+vr666aabjPrgwYNF/lm/b98+U82juQHAGrt27dI///lPZWVlGWMTJ07UoEGDLEwFlC2uZaKiKMq1zLwL/Njtdq5l4rpBlxUAlANxcXEaPny4oqKijLFOnTrp9ddfl6sri3rjxpF31YeaNWtalAQAcCUnT5401X5+fhYlAQp35513mh69nXe1tcI4HA6FhYUZtYuLi5o0aVLi+YCSlpSUZDwmTcppCrznnnssTAQUXd5jidwrfV9JZmamIiMjjdpms8nHx6fEsgFW2LFjh/744w+j7t27t2w2m3WBgBKQ+7HamZmZ2rp16xW3SU9P17Zt24y6Zs2aCgkJKZV8AIDC/fLLLxozZozpyTqjR4/W448/bmEqoOxxLRMAKgY6rQDAYklJSRo5cqR+//13Y6xt27Z68803862SAlzP0tLS9Mknn5jGunTpYlEawMzHx0eHDx8u1ja7d+/WI488YtR9+/bVnDlzSjoaYInU1FTt2bPHqF1dXdW4cWMLEwEFq1mzpm6++Wb99NNPkqStW7cqLi7uik3cO3bsUHR0tFG3atVKlSpVKtWsQEnYvHmzacW1u+66i88uKozmzZvLZrMpMzNTkvTjjz/q3Llz+R5NWZCtW7cqJSXFqNu0aVNqOYGykJGRodmzZxu1p6enhgwZYmEioGTcfffdevvtt436P//5j/72t79ddptPPvlECQkJRt2rV69SywcAKNiRI0c0atQo0zH30KFDNWHCBAtTAWXvt99+U3h4uFFXr17dtBI+YKU777yz2NcyFy1apDfeeMOoZ8+erX79+pV0NMASrBQLABZKS0vT6NGjTXeUNWvWTEuXLpW3t7eFyYCrl5GRod9++61Y29jtdk2dOlWnT582xlq3bq3g4OCSjgcAKAHvvfee6TFRbdq0oekK5da4ceOMv6enp2vGjBmXnZ+cnKyZM2eaxoYOHVoq2YCStm7dOlPNSWxUJF5eXurYsaNRF+VntiRduHBB8+bNM43lXokQqGiys7M1adIkHTt2zBgbN26cgoKCLEwFlIzmzZura9euRr1nzx6tX7++0PlxcXF69dVXjdrNzU2PPfZYqWYEAJidOHFCjz76qC5evGiM9evXT88//7yFqYBrEx0drXPnzhVrm/j4eD399NOmx8n37t3b9JQqAED5QVMsAFgkKytLTz75pGmVtQYNGmj58uU84g8VWlpamvr06aPx48frm2++MT1KpyC//PKLHnnkEdMJcGdnZ06oAEAZKe6dwzt27DDdOSxJw4YNK8lIQInq3Lmz7rjjDqPevHmznnnmGSUmJuabe+LECY0YMULHjx83xlq2bMnj51EhnDhxQj///LNRBwYGqlOnThYmAorv//7v/0z1li1bNH78eJ09e7bA+eHh4Ro0aJBOnTpljAUEBOihhx4q1ZzA1XjppZe0ePFi0+c1r4MHD2rw4MH6/PPPjbG2bdtyvI3ryoQJE+Tq+teDLKdMmaJNmzblm3fy5EkNGzZM58+fN8aGDBmiGjVqlElOAIAUExOjESNGKDY21hi755579PLLL9MIiArt4MGDuuuuuzRz5kzTyq8FycrK0pYtW9SvXz/TufRq1app9OjRpR0VAHCVXK88BQBQ0hwOh5599ll9++23xljt2rW1cuXKKz7KFagIHA6HPv/8c33++efy9PRU06ZN1ahRI/n6+srT01PJyck6c+aM9u/fr5MnT5q2dXJy0ssvv6zWrVtblB4AbixDhgxR27ZtNWDAAP2///f/5O7uXuC8hIQErVy5Um+//baysrKM8Q4dOqhnz55lFRe4KvPmzdODDz5oNLuuX79eX3/9tW6//XbVrVt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skDTh13TP050DAAAAAAC5RCgWAAAAAHLUprSTYtsPv6Z7vqleKBYAAAAAgNwnFAsAAAAAOai1tS0270gTiu1vUiwAAAAAAB8+QrEAAAAAkIO2NbbE7ta2dj9LF35NNylWKBYAAAAAgHzQp7cb4G8aGhpi0aJFsX79+tiyZUsMHjw4qqqq4qSTToqSkvb/z4qe1NzcHK+//nqsWbMm6urqYuDAgVFZWRmTJk2KsrKybrljy5YtsXjx4qitrY36+voYOnRoVFdXx4knnhhFRUXdcsfKlStj6dKlUVtbG62trVFZWRlHHnlkjB07tlvOz4ZsfBcAAABA7tnUQZB1UL80odj+pV0+CwAAAAAAcoVQbC/bsGFD3HPPPfH888/Hjh079vq8vLw8PvrRj8aXvvSl6N+/f4/3U19fH/fee288/fTTsXXr1r0+79evX5x33nlxyy23xCGHHLJPdyxfvjzuvvvuePHFF6Ol5f+xd+/RVZZn3vivnZAECMcEDQcpoA4eUEDU1sOIY7VKa5f6trXLUTsdW8t4tlp/1U5tx3acWrvEvsqM9lVnbD21A62O9uBhrBTGQ1sptjqI2KqgIAFJEEggJ7J/f7jcZYf9bHZIstmhn89arpX7ee7nvq4ne/lP8uVK+w7399prrzjzzDPjwgsv3OVA8MKFC+P222+PF154Ief9yZMnx+c///k444wzun12Z2dnvP766/Hiiy/Giy++GC+99FIsX748613uueee+NCHPrRLvb+vGJ8FAAAA0H/lm+5aOyQhFJsQlt24tT3at3VGRbk/LAUAAAAAQP+VSqfTuf/GGn3u6aefjquuuio2bNiw073jxo2LuXPnxpQpU/qsn6VLl8all14aq1ev3unekSNHxk033RR//dd/3a0aDz/8cFx33XU5A8BdHXTQQTF37twYP358ween0+n41re+Fffcc09B+z/60Y/GjTfeGFVVuaekbG/ZsmXxrW99K5YuXRrNzc159/Y0FFuMz2JXTJs2LVpaWmLKlCnx4IMP9nk9AAAAINlj/1sfF9z3ux2uD6woi1f++aM5n3n57U3xsVv/J+e95796Uuw1dOc/IwEAAAAAgFJlUuxusnTp0rjkkkti69atmWt77713zJw5M0aNGhVr1qyJBQsWxKZNmyIiYvXq1TF79uyYP39+jB07ttf7efvtt2P27Nmxfv36zLXhw4fHCSecEKNHj4533nknFi1aFO+8805ERGzYsCEuueSSeOCBB+Lggw8uqMbChQvjmmuuic7Ozsy1iRMnxoc+9KEYMWJEvPnmm7FgwYJoaWmJiPdCqLNnz4558+bF0KFDC6oxZ86cHQKxM2bMiEMPPTTKy8tj+fLl8eyzz8b7WfBHH300ysvLY86cOTs9e/Xq1fHb3/62oD56ohifBQAAAND/JU2Kra1ODrYmTZB9/zyhWAAAAAAA+jOh2N2gpaUlLr744qxA7Oc+97m44oororLyz7+YaGpqiq997Wvxi1/8IiIi1q9fH5dddlnMnz8/UqlUr/WTTqfjsssuywphfvzjH49vfvObUV1dnbnW1tYWc+bMie9///sREbF169a4+OKL49FHH42BAwfmrbFu3bq44oorMoHYVCoVV199dXz2s5+NsrI//1m+xsbGuPzyyzPh09dffz2++tWvxq233rrT91iwYEHceeedmfWwYcPi1ltvjaOPPjpr38svvxwXXnhh1NfXR0TEz372s5gxY0acc845O63RVVlZWey7776RTqfjtdde6/bzXRXjswAAAAD2DI3NrTmv11QnB19HDk6+19DcGhGF/cNkAAAAAAAoRWU730Jvu++++2LNmjWZ9Sc/+cm4+uqrswKxERFDhgyJOXPmZIU6X3rppXjiiSd6tZ/HHnssXnrppcz6mGOOiZtuuikrhBkRUVlZGV/5ylfiE5/4ROba22+/HQ888MBOa9x+++3R3NycWV966aVx3nnnZQViIyJqamrirrvuiv322y9z7fHHH8/qL5d0Oh0333xzZp1KpeK2227bIRAbEXHwwQfH97///aiq+vPkk9tuuy0rpJxk/Pjx8bGPfSyuvvrquPfee2Px4sXx85//PD760dx/krC7ivFZAAAAAHuGhoRJsflCsZUDymLowNz/Tj5p8iwAAAAAAPQXQrFF1t7eHnfddVdmPXTo0Lj66qsT95eVlcU3vvGNrPDo7bff3qs9bX9eWVlZXHfddXkn0V5zzTUxZMiQzPrOO++M9vb2xP3r16+P+fPnZ9Yf+MAHYvbs2Yn7q6qq4mtf+1rWte9973t53+HJJ5+MV199NbM+/fTT48gjj0zcP2nSpPj85z+f1eO8efPy1jjppJPiySefjO9+97vxuc99Lj74wQ/uEFbtqb7+LAAAAIA9R1KItTZPKDbffaFYAAAAAAD6O6HYIvvNb34TGzZsyKxPPfXUGD58eN5nJkyYEMccc0xmvWzZsli5cmWv9LNixYpYvnx5Zn3sscfGhAkT8j4zfPjwOPXUUzPrxsbGeP755xP3//KXv8wKap555plRUVGRt8bRRx8dkyZNyqwXLVqUNWm2q8ceeyxrffbZZ+c9PyLirLPOygobdz2j2IrxWQAAAAB7jqQQa75JsfnuNzQJxQIAAAAA0L8JxRbZU089lbWeNWtWQc913df1nF31y1/+ss/76Xrvox/9aEE1TjnllMzXbW1t8cwzz+Tc19HREYsWLcqsx4wZE9OmTdvp+XV1dTF9+vTM+ve//300NjYW1FtfKMZnAQAAAOw5kkKsNUN2FoqtynndpFgAAAAAAPo7odgi+93vfpf5ury8PKZOnVrQc4cddljWuremgW7fT646SaZOnRrl5eUF9bN9jVGjRsX48eMLqjFjxoysdVKNP/7xj7Fp06bMutB36Lq3s7MzlixZUvCzva0YnwUAAACw50gKsdbuZFJs0n2hWAAAAAAA+juh2CLq7OyMFStWZNYTJkyI6urqgp7db7/9oqrqz1M8Xn/99V7p6bXXXst8PXDgwNh3330Lem7IkCHxgQ98ILNesWJFpNPpHfatW7cuNm/enFkfdNBBBfd28MEHZ62T3nn7d+hujSlTphRUoxj6+rMAAAAA9hzpdDoxxJo0CTZzP2GSbENza4/7AgAAAACA3UkotohWr14dLS0tmfXYsWMLfjaVSsXo0aMz67feeiva29t71E97e3usWrUqsx49enSkUqmCnx8zZkzm65aWlli9evUOe7qGTLvzzqNGjYqKiorM+o033si5ryc1tv+e5jqrWIrxWQAAAAB7jqbWjmjb1pnzXo1JsQAAAAAA/IUSii2itWvXZq3r6uq69fz2Ac6Ojo5oaGjoUT/r16+Pjo6OnOd3t5+IiPr6+h32dL3WnXdOpVJZ+7t+/5JqdOc9tg+T5jqrWIrxWQAAAAB7jnwB1qTQ6/uSQrNCsQAAAAAA9HdCsUXU3Nycta6uru7W8133b9mypUf9dH2+p/1s3bq1T2t0dHREW9uOv5zpSY1C3qEYivFZAAAAAHuOhjwB1poh+UOxIxNCsRu2tEdnZ7pHfQEAAAAAwO4kFFtEXYOPVVVV3Xq+6/6ehmK7hnT7op/efueuPeeqUVmZ/xc/+c7v6fd0VxXjswAAAAD2HI1NuUOxFeWpGFo1IO+zSZNkt3WmY1NLe497AwAAAACA3UUotohaW1uz1t0Jb+ba39LS0qN+uk5d7Yt+evudu57X0xq9/T3dVcX4LAAAAIA9R2PCpNia6spIpVJ5n61JCMVG5J9ACwAAAAAApU4otoi6TvNsb+/e5I2uwcnuThPtqmuQsi/66e13zhUW7UmN3v6e7qpifBYAAADAniMpvFpTvfOfCdTm2ZMUtgUAAAAAgP5AKLaIBg8enLXu7jTPrhNRu57XXdXV1X3eT2+/c9eec9XINU220PN7+j3dVcX4LAAAAIA9R2Nz7p9/1OaZAvu+QZXlMaiiPOe9hiahWAAAAAAA+i+h2CLqGnzcsmVLt55vbm7Oe153dQ1O9rSfQkKxPalRXl6ecwJq1xpd+yr0/FxnFUsxPgsAAABgz5E8KXbnodh8+0yKBQAAAACgPxOKLaK6urqsdX19fbeeX7t2bebrAQMGRG1tbY/6GTVqVAwYMCCzXrNmzS73ExExevToHfb05J3T6XRWjVzn97RG171JNfpaMT4LAAAAYM+RFF4tNBRbOyQpFFv4X+ABAAAAAIBSIxRbROPGjcuadPr2228X/Gw6nc4KcI4fPz4qKip61E9FRUXss88+mXV9fX2k0+mCn9++/4EDB8a4ceN22LPvvvsmPrMz69evj/b29sx60qRJOff1pEbX8GnXs4qlGJ8FAAAAsOdICsXW9nBSbNIEWgAAAAAA6A+EYouorKwsJk6cmFmvXLlyhz97n+S1116LlpaWzLq3wpvbn9PS0hKvv/56Qc81NTXFm2++mVlPnDgxUqnUDvvq6upi6NChmfWyZcsK7u3ll19O7HV7++23X9a6OzWWLl1aUI1i6OvPAgAAANhzNDQlTIpNmAC7w76EUGxS2BYAAAAAAPoDodgiO+KIIzJfb9u2LV588cWCnnvhhRey1kceeWSv95OrTpIXX3wxtm3bVlA/hx9+eObr9evXx1tvvVVQjSVLlmStk2pMnjw5hg0bllkX+g5d95aVlcWMGTMKfra3FeOzAAAAAPYMG7b0bFJs0j6hWAAAAAAA+jOh2CL78Ic/nLV+7LHHCnqu676u5+yqE088sc/76Xrv0UcfLajG448/nvm6srIyjj322Jz7BgwYEDNnzsys16xZE3/4wx92ev7atWuz9k2fPj1qamoK6q0vFOOzAAAAAPq/lvZtsaVtW857NdVVBZ2RtC9pAi0AAAAAAPQHQrFF9sEPfjBGjhyZWf/85z+PTZs25X1m5cqV8eyzz2bWBx10UEyYMKFX+pk4cWIccMABmfUzzzwTK1euzPvMxo0b4xe/+EVmXVNTk3c66YknnhgVFRWZ9fz586O9vT1vjeeeey7eeOONzHrmzJlRXV2duH/WrFlZ6wceeCDv+RERP/rRj7ImrHY9o9iK8VkAAAAA/V9DnmmuNSbFAgAAAADwF0wotsgqKyvj/PPPz6w3b94c3/72txP3d3Z2xj/90z9FZ2dn5tqFF16YuH/VqlVxwAEHZP4rZGro9ud1dnbGddddF+l0OnH/t7/97di8eXNm/YUvfCEr9NrVqFGj4swzz8ys33zzzbjjjjsS97e2tsb111+fde2CCy7I+w4nnXRSTJ48ObN++OGH4/nnn0/c/8Ybb8S///u/Z/X46U9/Om+NYujrzwIAAADo/xrzTHNNCrt2NTJPKDbfzyIAAAAAAKCUCcXuBueee26MGTMms/7JT34SN954Y7S1Zf9Co6mpKb70pS/Fc889l7l26KGHxsknn9yr/cyaNSsOPfTQzPrZZ5+Nq666Kpqbm7P2tbW1xQ033BAPPvhg5trYsWPj7LPP3mmNCy64IGvS69y5c+Puu+/OCvtGRDQ2Nsb5558ff/rTnzLXTjnllKz+ckmlUnHllVdm1ul0Oi666KKs7937Xn755fj7v//7aG1tzVy76KKLYtCgQTt9j75WjM8CAAAA6N8amltzXi8vS8XwQYX9Y9mkibJt2zqjuW1bznsAAAAAAFDqUmmjH3aLpUuXxjnnnBNbt27NXNt7773j+OOPj9ra2qivr4+nnnoqNm3alLlfW1sbP/7xj2Ps2LGJ565atSpOPPHEzHrcuHHx1FNP7bSft99+Oz71qU9FQ0ND5trw4cPjwx/+cNTV1cX69etj4cKF8c4772TuDxo0KO6///6YMmVKQe/8q1/9Ki688MKsIOzEiRPjqKOOihEjRsTKlStjwYIF0dLSkrk/adKkmDdvXgwbNqygGjfddFPceeedWddmzJgRU6dOjbKysli+fHk8++yzWRNPTj311Lj55psLOv+zn/1szgm0nZ2dWWeWlZVFKpXaYd8ZZ5wR3/rWt/LWKMZnsaumTZsWLS0tMWXKlKxALgAAAFA8Dy5ZFVfO+8MO10cNqYzF136koDNWrG+Ov7npVznvLfr/TogP1A7uSYsAAAAAALBbDNjdDfylmjJlSsydOzeuuuqqePfddyMiYt26dTF//vyc+8eNGxe33npr3kBsT4wdOzbuuOOOuOyyy2L16tUREbFx48Z46KGHcu4fMWJE3HTTTd0KYf7N3/xN3HDDDXHddddlwsArVqyIFStW5Nx/4IEHxr/+678WHIiNiLjyyiujpaUl7r333sy1JUuWxJIlS3LunzVrVtxwww0Fn9/Z2Rnbtu18WkrXCbg7u769YnwWAAAAQP/V2NyW8/rIwbmnv+ZSMyR5b0Nzq1AsAAAAAAD9UtnubuAv2XHHHRc//elP44wzzohBgwbl3DNs2LA499xz4+GHH45DDjmkT/s55JBD4uGHH47PfOYzMXz48Jx7Bg0aFKeffno88sgjcdxxx3W7xhlnnBEPPvhgnHTSSVFRkfvP+e21115x0UUXxfz582P8+PHdOr+srCyuvfbauOOOO2L69OmJ+yZPnhw33nhj3HLLLVFVVdWtGsVQjM8CAAAA6J8aEkKxNdWFh2KHVg2IivId/8pNRHLoFgAAAAAASl0qvf3ffGe3aW5ujsWLF8eaNWti48aNUVNTE+PGjYsjjjgiKisL/4VGb2lra4vFixfH6tWro7GxMYYPHx5jxoyJI444Iqqrq3ulxoYNG2LJkiVRX18fzc3NMWrUqBg/fnzMmDEjysvLe6XGypUrY+nSpbFu3brYtm1b1NXVxf777x8HHnhgr5xfDMX4LAo1bdq0aGlpiSlTpsSDDz5Y1NoAAADAe67+8Yvxn4vf2uH6xw4dHbedc3jB53zoW0/G2k2tO1z/zqemxqeP6N4/VAYAAAAAgFIwYHc3wHuqq6vj+OOP391tZFRWVsYxxxzTpzVGjhwZJ554Yp/WmDBhQkyYMKFPa/S1YnwWAAAAQP/RG5Ni39tflTMUa1IsAAAAAAD9VdnubgAAAAAAKFxj845B1oj3Qq7dUZsQohWKBQAAAACgvxKKBQAAAIB+JCm0mhRyTZI0WbahSSgWAAAAAID+SSgWAAAAAPqRhoRQbFLINUnS/qRJtAAAAAAAUOqEYgEAAACgn2jr6IzNLR0573V3UmzS/qRJtAAAAAAAUOqEYgEAAACgn9iwJTmwWjOkm5NiE/YnTaIFAAAAAIBSJxQLAAAAAP1EQ1OeUGw3J8XWDDYpFgAAAACAPYtQLAAAAAD0E/kCqyMTQq5JkkK0W9q2RUv7tm6dBQAAAAAApUAoFgAAAAD6iYbm1pzXhw+qiIry7v2or3ZIcojWtFgAAAAAAPojoVgAAAAA6CeSwqq1CVNf86mprup2HQAAAAAAKGVCsQAAAADQTySFVWt2IRQ7YlBFlKVy32sQigUAAAAAoB8SigUAAACAfiIprLorodiyslSMHJz7ucbm1m6fBwAAAAAAu5tQLAAAAAD0E41NuUOxtUO6H4qNSA7TNiTUAQAAAACAUiYUCwAAAAD9RGMvTorN91xSHQAAAAAAKGVCsQAAAADQTzQ0t+a8XlNdtUvnJU2YFYoFAAAAAKA/EooFAAAAgH4iKaxa28uTYhuEYgEAAAAA6IeEYgEAAACgH9jWmY53t7bnvJcUbt2ZpAmzJsUCAAAAANAfCcUCAAAAQD/w7pa2SKdz39vVUGzShFmhWAAAAAAA+iOhWAAAAADoB/IFVWuH7FoodqRQLAAAAAAAexChWAAAAADoBxryBFV7e1Lsxq3t0b6tc5fOBAAAAACA3UUoFgAAAAD6gaTprUOqBkTVgPJdOjNfmHbDFtNiAQAAAADoX4RiAQAAAKAfSJoUu6tTYiOSJ8VGJIdwAQAAAACgVAnFAgAAAEA/0NjU+6HYkflCsQn1AAAAAACgVAnFAgAAAEA/0NjcmvN6vmmvO1NRXhbDBg7IeS9pMi0AAAAAAJQqoVgAAAAA6AeSQqr5pr0WonZIVc7rjUKxAAAAAAD0M0KxAAAAANAPJIVUezIpNiKiJuF5k2IBAAAAAOhvhGIBAAAAoB9ICsUmhVoLlfR8Y3Nrj84FAAAAAIBiE4oFAAAAgH4gaXJrT0OxSZNmk0K4AAAAAABQqoRiAQAAAKDEpdPp2JAQUq0d0jeTYhuahGIBAAAAAOhfhGIBAAAAoMRt2toRHZ3pnPdqqqt6dHZSKNakWAAAAAAA+huhWAAAAAAocQ3NrYn3ahNCrYVKCsVu2CIUCwAAAABA/yIUCwAAAAAlLt/U1qRQa6GSQ7Ht0ZkwnRYAAAAAAEqRUCwAAAAAlLiGhFBs1YCyGFxZ3qOza6urcl7f1pmOjVvbe3Q2AAAAAAAUk1AsAAAAAJS4pEmxtdWVkUqlenR2zZDkSbNJYVwAAAAAAChFQrEAAAAAUOKSQrH5Aq2Fqq1OPiOpLgAAAAAAlCKhWAAAAAAocQ1NCaHY6qoenz2wojwGV5bnvNfY3Nrj8wEAAAAAoFiEYgEAAACgxCWFU/NNee2OmoRzGkyKBQAAAACgHxGKBQAAAIASlxROTQqzdldSuLYxYUItAAAAAACUIqFYAAAAAChxjX0cijUpFgAAAACAPYFQLAAAAACUuKRQbNKE1+6qqa7qVl0AAAAAAChFQrEAAAAAUMLS6XTixNbemhRbOyT3OUKxAAAAAAD0J0KxAAAAAFDCmtu2RVtHZ857SWHW7ho5OPc5SWFcAAAAAAAoRUKxAAAAAFDCGpuSg6k11VW9UqM2YeLsBqFYAAAAAAD6EaFYAAAAAChhDc2tifdqEsKs3ZV0TmNzW6TT6V6pAQAAAAAAfU0oFgAAAABK2IYtuae1VpSnYtjAAb1So2ZI7lBs27bOaGrt6JUaAAAAAADQ14RiAQAAAKCENTTlDsWOHFwZqVSqV2rU5pk429icuz4AAAAAAJQaoVgAAAAAKGFJodSaPEHW7sp3VoNQLAAAAAAA/YRQLAAAAACUsKRQbO2Q3gvFDqkaEJXluX9U2JgwqRYAAAAAAEqNUCwAAAAAlLCkSa011VW9ViOVSiVOi00K5QIAAAAAQKkRigUAAACAEpY4KTYhxLqrkkKxSaFcAAAAAAAoNUKxAAAAAFDCkifF9m4otnZI0qTY1l6tAwAAAAAAfUUoFgAAAABKWFIodaRJsQAAAAAAkEUoFgAAAABKWGNT7lBqbZFCsY1CsQAAAAAA9BNCsQAAAABQolrat0Vz27ac95JCrLuqZrBQLAAAAAAA/ZtQLAAAAACUqHyB1F6fFDtEKBYAAAAAgP5NKBYAAAAASlS+QGpvT4pNCtkKxQIAAAAA0F8IxQIAAABAiWpICKSmUhEjBvfypNjqqpzXt7Rti5b2bb1aCwAAAAAA+oJQLAAAAACUqMbm1pzXRw6ujPKyVK/Wyjd5NimcCwAAAAAApUQoFgAAAABKVENT7jBqvgDrrqrNc2ZjQh8AAAAAAFBKhGIBAAAAoEQ1Jkxo7YtQ7PBBFYnTZxsSJtYCAAAAAEApEYoFAAAAgBKVFIrNN9V1V5WVpWLk4Ipu9QEAAAAAAKVEKBYAAAAASlRDESfF5jtXKBYAAAAAgP5AKBYAAAAASlQxJ8VGJIdik8K5AAAAAABQSoRiAQAAAKBEJYVi+2pSbG11Ve4+moRiAQAAAAAofUKxAAAAAFCiGppac16vGZI7vNpTJsUCAAAAANCfCcUCAAAAQAlq39YZm1o6ct6r7aNJsSMTzm1szh3OBQAAAACAUiIUCwAAAAAlaEOe6axJE117Kilsu2FLe5/UAwAAAACA3iQUCwAAAAAlqCFPKLavJsUmhW0bmkyKBQAAAACg9AnFAgAAAEAJaswTih1Z5Emxm1o6on1bZ5/UBAAAAACbJz7gAAAgAElEQVSA3iIUCwAAAAAlKGlS7LCBA6KivG9+rFczJDlsuyFPSBcAAAAAAEqBUCwAAAAAlKDGptac12uHVPVZzZo8E2iTQroAAAAAAFAqhGIBAAAAoAQ1bmnPeT1fcLWnRg5OPrtRKBYAAAAAgBInFAsAAAAAJaixOfek2L4MxVaUl8XwQRU575kUCwAAAABAqROKBQAAAIASlDSZtbYPQ7H5zm9syh3SBQAAAACAUiEUCwAAAAAlqKEpdyi2LyfF5js/KaQLAAAAAAClQigWAAAAAEpQUgh1d4ViG4RiAQAAAAAocUKxAAAAAFCCkkKxtUNMigUAAAAAgFyEYgEAAACgxHR2pmPDlqRJsVV9WtukWAAAAAAA+qsBu7sB3tPc3ByLFy+OtWvXxrvvvhs1NTUxbty4OPzww6Oysm+nf+TS1tYWv/vd72L16tXR2NgYI0aMiLq6ujjiiCOiurq6V2q8++67sWTJkqivr4+mpqbYa6+9Yvz48XHYYYdFeXl5r9R488034+WXX476+vro7OyMurq6+Ku/+quYPHlyr5wfEfHiiy/GihUrYu3atTFo0KCoq6uLqVOnRl1dXa/VAAAAAP6yvLu1PTrTue/VJoRWe0tSKHaDUCwAAAAAACVOKHY3W7duXdx8883x+OOPx5YtW3a4P3z48DjttNPii1/8YgwZMqTP+2lqaor/+3//bzzyyCOxcePGHe4PHjw4Tj755PjSl74Ue++99y7VeOONN2LOnDnxq1/9Ktrb23e4v9dee8WZZ54ZF1544S4HghcuXBi33357vPDCCznvT548OT7/+c/HGWecsUvnd3Z2xr333hv33ntvvPXWWzvcLysri6OOOiq++MUvxrRp0wo+95prromHHnpol3q6/vrr48wzz9ylZwEAAIDS0tjcmnhvZB+HYmuH5D6/USgWAAAAAIASV7a7G/hL9vTTT8dpp50WDz30UM5AbETExo0b4957743TTjstli5d2qf9LF26NE477bS49957cwZiIyK2bNkS//Vf/xWnnXZaPP30092u8fDDD8cnPvGJ+O///u+cgdiIiHfeeSduu+22+PSnP50zcJpPOp2Of/mXf4nZs2cnBmIjIl599dW4+uqr44tf/GK0tib/kimXDRs2xHnnnRff+ta3Evvr7OyMZ599Ns4+++y48847u3U+AAAAQENTcgC17yfFVuW8vmFLW3Qmja8FAAAAAIASYFLsbrJ06dK45JJLYuvWrZlre++9d8ycOTNGjRoVa9asiQULFsSmTZsiImL16tUxe/bsmD9/fowdO7bX+3n77bdj9uzZsX79+sy14cOHxwknnBCjR4+Od955JxYtWhTvvPNORLwXDL3kkkvigQceiIMPPrigGgsXLoxrrrkmOjs7M9cmTpwYH/rQh2LEiBHx5ptvxoIFC6KlpSUiIpYtWxazZ8+OefPmxdChQwuqMWfOnLjnnnuyrs2YMSMOPfTQKC8vj+XLl8ezzz4b6fR7v8B59NFHo7y8PObMmVPQ+e3t7XHppZfG888/n7k2YMCAOP7442O//faL5ubmWLx4cSxfvjwiIjo6OuKmm26KoUOHxllnnVVQje2Vl5cXvDeVSnX7fAAAAKA0JU1lHVxZHgMrCv95wa5ICt12piPe3doeNX0cygUAAAAAgF0lFLsbtLS0xMUXX5wViP3c5z4XV1xxRVRW/vmXCk1NTfG1r30tfvGLX0RExPr16+Oyyy6L+fPn92oAMp1Ox2WXXZYViP34xz8e3/zmN6O6ujpzra2tLebMmRPf//73IyJi69atcfHFF8ejjz4aAwcOzFtj3bp1ccUVV2QCsalUKq6++ur47Gc/G2Vlfx5Y3NjYGJdffnn89re/jYiI119/Pb761a/GrbfeutP3WLBgQdZU1mHDhsWtt94aRx99dNa+l19+OS688MKor6+PiIif/exnMWPGjDjnnHN2WuPmm2/OCsROnjw5br/99thnn32y9j3yyCPxj//4j5lpuP/8z/8c06ZNi4MOOminNd43bty4eOqppwreDwAAAOw5GhJCscUIpOar0djcKhQLAAAAAEDJKtv5FnrbfffdF2vWrMmsP/nJT8bVV1+dFYiNiBgyZEjMmTMnK9T50ksvxRNPPNGr/Tz22GPx0ksvZdbHHHNM3HTTTVmB2IiIysrK+MpXvhKf+MQnMtfefvvteOCBB3Za4/bbb4/m5ubM+tJLL43zzjsvKxAbEVFTUxN33XVX7Lfffplrjz/+eFZ/uaTT6bj55psz61QqFbfddtsOgdiIiIMPPji+//3vR1XVn/8U4G233ZYVUs6lvr4+7rvvvsy6trY27rnnnh0CsRERp512Wlx//fWZdUdHR9xyyy15zwcAAAB4X9Kk2KQprr0pX+i1oSl3XwAAAAAAUAqEYousvb097rrrrsx66NChcfXVVyfuLysri2984xtZ4dHbb7+9V3va/ryysrK47rrr8k6iveaaa2LIkCGZ9Z133pmZiJrL+vXrY/78+Zn1Bz7wgZg9e3bi/qqqqvja176Wde173/te3nd48skn49VXX82sTz/99DjyyCMT90+aNCk+//nPZ/U4b968vDXuuuuuaGv78y9+vvSlL8XIkSMT959xxhlZPSxYsCCWLVuWtwYAAABARHIothhTWgdWlEd1ZXnOe0l9AQAAAABAKRCKLbLf/OY3sWHDhsz61FNPjeHDh+d9ZsKECXHMMcdk1suWLYuVK1f2Sj8rVqyI5cuXZ9bHHntsTJgwIe8zw4cPj1NPPTWzbmxsjOeffz5x/y9/+cus0OyZZ54ZFRUVeWscffTRMWnSpMx60aJFWZNmu3rsscey1meffXbe8yMizjrrrKywcdcztpdOp7Mm9A4bNiw+/vGPF1QjX58AAAAAuTQkhmKrcl7vbTVDcodvk/oCAAAAAIBSIBRbZE899VTWetasWQU913Vf13N21S9/+cs+76frvY9+9KMF1TjllFMyX7e1tcUzzzyTc19HR0csWrQosx4zZkxMmzZtp+fX1dXF9OnTM+vf//730djYmHPv//7v/8batWsz6xNOOCGqqnb+S6iTTjopKwDcW58bAAAAsGdrbG7Neb02Iaza25LCtybFAgAAAABQyoRii+x3v/td5uvy8vKYOnVqQc8ddthhWet8k1l3tZ9cdZJMnTo1ysv//Gf08vWzfY1Ro0bF+PHjC6oxY8aMrHVSjT/+8Y+xadOmzLrQd+i6t7OzM5YsWZJz365+nwYOHBgHHnhgZv3qq69m9QoAAACQS0NT0qTY4oRiaxPqCMUCAAAAAFDKBuzuBiIi3nrrrXjppZdi2bJlsWrVqlizZk1s3rw5tm7dGhERgwYNiqFDh8bYsWNjn332iQMPPDAOPfTQgsOVpaKzszNWrFiRWU+YMCGqq6sLena//faLqqqqaG19b0rI66+/3is9vfbaa5mvBw4cGPvuu29Bzw0ZMiQ+8IEPxBtvvBEREStWrIh0Oh2pVCpr37p162Lz5s2Z9UEHHVRwbwcffHDWOumdt3+H7taYMmVKQTW6Xu/aWz4HH3xwvPTSS1lnbT+hFgAAAKCrpPBpsUKxIwfnrtMgFAsAAAAAQAnbLaHYbdu2xaJFi+Kpp56KRYsWxbp163bYk06ns9apVCr+8Ic/ZF2rq6uLmTNnxgknnBAzZ87MmlxailavXh0tLS2Z9dixYwt+NpVKxejRo2PlypUR8V6QuL29PSoqKna5n/b29li1alVmPXr06B1CrfmMGTMmE4ptaWmJ1atXxz777JO1p2uYtDvvPGrUqKioqIj29vaIiEytrnpSY/To0XnPSro+ZsyYgmt03VtoKLapqSm+/vWvx+9///tYu3ZttLa2xvDhw2OvvfaKww47LP76r/86Zs6c2a3PDAAAACh96XQ6NmzJHT5NmuDa22qHJE2KbS1KfQAAAAAA2BVFDcWuWLEi7r///vj5z38eGzZsiIjs8Ov24b58Qb/3n6mvr4/58+fH/PnzY8SIEfHxj388zj777Jg0aVIfvUHPrF27NmtdV1fXree3D8V2dHREQ0PDDqHO7li/fn10dHRknd/dfrZXX1+/Qyi2vr4+a92dd06lUlFXV5cJ7nb9/iXV6M57dA2sdj0r1/UBAwbEqFGjer1GVxs3boz//M//zLq2devWqK+vj5deeinuueee2H///ePLX/5yHH/88QX3AwAAAJS2TS0d0b4tnfNesSbFJtVpbG4vSn0AAAAAANgVZcUo8sILL8QFF1wQH/vYx+K+++6LxsbGTLB1+/BrOp0u6L/3vf9sOp2ODRs2xH333RennnpqXHDBBbFkyZJivFq3NDc3Z62rq6u79XzX/Vu2bOlRP12f72k/W7du7dMaHR0d0da245SUntQo5B261hg0aFCUlRX+v06hNXbFn/70p/iHf/iHuOWWW3rtTAAAAGD3amzOPSU2IqK2uqooPSSHYk2KBQAAAACgdPXppNhXXnklvvvd78aiRYsi4r3waiqVilQqlQm4Dho0KA444IA44IADYr/99ou6urrYe++9Y/DgwTFo0KBIp9PR0tISW7ZsibVr18batWvjtddei1dffTWWL1+eCRi+H5Dt7OyMhQsXxsKFC2PmzJlxxRVXxIEHHtiXr1mwruHNqqru/RKj6/6ehmK7hnT7op/efufm5uaorMz+pUzXGl3vd+f8pO/p9te7+w4767erQYMGxcyZM2PmzJkxZcqUGDduXAwePDg2b94cK1eujKeffjoeeOCBaGhoiIj3/r+67bbbYtiwYXHeeed1qzcAAACg9OQLntYMKc6k2NrEUGxb5md8AAAAAABQavokFPvuu+/GzTffHD/5yU+is7Mz6wfl6XQ6DjrooPjIRz4SRx11VEydOjUGDNi1Njo6OuIPf/hD/PrXv47//u//jldeeSVzL51Ox6JFi+J//ud/4lOf+lRceeWVMWLEiF55v13V2pr9C43uhDdz7W9paelRP12nrvZFP739zl3P62mNQr+n29foy8/trLPOiq9+9asxdOjQHe6NHDkyRo4cGdOnT4/zzjsv/vEf/zEee+yxzP3vfOc7cdxxx8X+++/frf4AAACA0tLQlHtSbOWAsqiuLC9KD0mTYtu3pWNza0cMG1hRlD4AAAAAAKA7+iQUe8opp8SmTZsinU5nru29997xyU9+Mv7P//k/MX78+F6pM2DAgDj88MPj8MMPj4svvjjeeuutePDBB+Ohhx6K+vr6zDTa+fPnxxNPPBG//vWve6Xuruo6YbS9vb1bz3cNsXZ3YmlXXcOafdFPb79zrkBqT2oU+j2tqqrKTCXuy89t+vTpBZ1ZXV0d3/3ud2Pr1q2xcOHCiHhvSvKtt94at956a7f6AwAAAEpLY3PuUGxtdWXRJrTWVif//KKxqU0oFgAAAACAklTWF4du3Lgx8/XUqVNj7ty5sWDBgrjssst6LRCby/jx4+Pyyy+Pp556KubOnRtTp06NiPemxm7f0+4yePDgrHV3J712nYja9bzuqq6u7vN+evudu/acq0auabKFnp/0Pd3+enffoWsotqef2/vKysriuuuui4qKP/8SasGCBZnwLgAAANA/NSSEYpOmt/aFmiHJtZL6AwAAAACA3a1PQrEREYceemjcfffdMW/evPjIRz4SZWV9VmoHZWVl8ZGPfCTmzZsXd999dyYcu7t1DXRu2bKlW883NzfnPa+7uoYze9pPIaHYntQoLy/POWW1a42ufRV6fq6zcl3funVr1hTk3qqxK8aOHRvHHHNMZt3W1ha/+93veu18AAAAoPiSJsUWMxRbXVkelQNy/zwvqT8AAAAAANjdBvTFobfcckuccsopfXF0tx199NFx9NFHxxNPPLG7W4m6urqsdX19fbeeX7t2bebrAQMGRG1tbY/6GTVqVAwYMCA6OjoiImLNmjW73E9ExOjRo3fY05N3TqfTWTVynd/TGl335qvx1ltvRURER0dHvPPOO7H33nv3ao1dNX369Fi4cGFm/fbbb/fq+QAAAEBxJYVOa4sYik2lUlFbXRlrNu74F3Mamwv/Kz0AAAAAAFBMfTK+tVQCsds7+eSTd3cLMW7cuKxJp90JL6bT6axw5fjx46OioqJH/VRUVMQ+++yTWdfX13drAur2/Q8cODDGjRu3w55999038ZmdWb9+fbS3t2fWkyZNyrmvJzW6BoG7npV0vTsB4q79JNXYVV3D0Rs2bOjV8wEAAIDiSp4Uu+Nf0OlLSZNpG0yKBQAAAACgRPVJKJbcysrKYuLEiZn1ypUro7m5uaBnX3vttWhp+fNkjt4KVm5/TktLS7z++usFPdfU1BRvvvlmZj1x4sRIpVI77Kurq4uhQ4dm1suWLSu4t5dffjmx1+3tt99+Wevu1Fi6dOku1ejaWz6Fvseu2rp1a9Z64MCBvXo+AAAAUFyJk2KHFG9SbERyKLaxSSgWAAAAAIDSJBRbZEcccUTm623btsWLL75Y0HMvvPBC1vrII4/s9X5y1Uny4osvxrZt2wrq5/DDD898vX79+njrrbcKqrFkyZKsdVKNyZMnx7BhwzLrQt+h696ysrKYMWNGzn3bv0N3arS0tMQrr7yS2GtvWLVqVda6pqamV88HAAAAiit5UmyJhGJNigUAAAAAoEQJxRbZhz/84az1Y489VtBzXfd1PWdXnXjiiX3eT9d7jz76aEE1Hn/88czXlZWVceyxx+bcN2DAgJg5c2ZmvWbNmvjDH/6w0/PXrl2btW/69OmJgdJDDjkk6urqMusFCxZEa2vrTms8+eST0d7enln31uf2vnQ6Hf/zP/+Tde3ggw/u1RoAAABAcTU05/6ZQ6mEYhuEYgEAAAAAKFFCsUX2wQ9+MEaOHJlZ//znP49NmzblfWblypXx7LPPZtYHHXRQTJgwoVf6mThxYhxwwAGZ9TPPPBMrV67M+8zGjRvjF7/4RWZdU1OTd1LsiSeeGBUVFZn1/Pnzs4KiuTz33HPxxhtvZNYzZ86M6urqxP2zZs3KWj/wwAN5z4+I+NGPfpQ17bbrGdtLpVJx8sknZ9abNm2Kn/3sZwXVyNdnT/3sZz+LFStWZNZjxoyJ/fbbr1drAAAAAMWzpa0jWto7c96rLXIoNqnehi1CsQAAAAAAlCah2CKrrKyM888/P7PevHlzfPvb307c39nZGf/0T/8UnZ1//mXIhRdemLh/1apVccABB2T+K2Qy6fbndXZ2xnXXXRfpdDpx/7e//e3YvHlzZv2FL3whK/Ta1ahRo+LMM8/MrN9888244447Eve3trbG9ddfn3XtggsuyPsOJ510UkyePDmzfvjhh+P5559P3P/GG2/Ev//7v2f1+OlPfzpvjfPPPz8qK//8y6A5c+bEhg0bEvf/13/9V1YPJ5xwQhx00EGJ+5cvX563flfLli2L6667LuvaZz/72W6dAQAAAJSWhqbkwGnxJ8VW5byer0cAAAAAANidhGJ3g3PPPTfGjBmTWf/kJz+JG2+8Mdrasn+h0NTUFF/60pfiueeey1w79NBDsyaW9oZZs2bFoYcemlk/++yzcdVVV0Vzc3PWvra2trjhhhviwQcfzFwbO3ZsnH322TutccEFF2RNep07d27cfffdWWHfiIjGxsY4//zz409/+lPm2imnnJLVXy6pVCquvPLKzDqdTsdFF12U9b1738svvxx///d/H62tf/5ThBdddFEMGjQob43Ro0fHueeem1k3NDTE3/3d38WqVat22PvII4/Etddem1kPGDAgLr/88rznf/nLX46zzjorHn744Whqakrc19LSEj/4wQ/ib//2b7P27bvvvnHOOefkrQEAAACUtsbm5MBpbUJIta8khXDz9QgAAAAAALtTKp1vJGg3rVixIn7605/Gq6++Gq2trTFmzJg47rjj4sQTT4xUKrXT55955pn4+te/HqlUKp588sneaqskLV26NM4555zYunVr5tree+8dxx9/fNTW1kZ9fX089dRTsWnTpsz92tra+PGPfxxjx45NPHfVqlVx4oknZtbjxo2Lp556aqf9vP322/GpT30qGhoaMteGDx8eH/7wh6Ouri7Wr18fCxcujHfeeSdzf9CgQXH//ffHlClTCnrnX/3qV3HhhRdmBWEnTpwYRx11VIwYMSJWrlwZCxYsiJaWlsz9SZMmxbx582LYsGEF1bjpppvizjvvzLo2Y8aMmDp1apSVlcXy5cvj2WefzZqEe+qpp8bNN99c0PltbW1x3nnnxeLFizPXKioq4vjjj4999903tmzZEs8///wOU1+/8Y1vxFlnnZX37NNPPz1eeeWVzJmTJ0+OyZMnx8iRI2Pw4MHR3NwcK1asiMWLF2dN6o14b9Ltj370oxg/fnxB77Grpk2bFi0tLTFlypSscDQAAADQOxa8si7O+/6Of/2mvCwVf/qXjxb0M7be8vyKxjjzezv+g+OIiGXfnBWDKsuL1gsAAAAAABRiQG8ddNttt8Vtt90W27Zty7o+b9682H///eOb3/xmHHbYYXnP2Lp1a6xevbqoP9zfXaZMmRJz586Nq666Kt59992IiFi3bl3Mnz8/5/5x48bFrbfemjcQ2xNjx46NO+64Iy677LJYvXp1RERs3LgxHnrooZz7R4wYETfddFPBgdiIiL/5m7+JG264Ia677rpMGHjFihWxYsWKnPsPPPDA+Nd//deCA7EREVdeeWW0tLTEvffem7m2ZMmSWLJkSc79s2bNihtuuKHg8ysrK2Pu3Llx+eWXx29/+9uIiGhvb08Mcb8/IXZngdiu2tvbY+nSpbF06dKd7v3gBz8Y3/nOd7KmDwMAAAD9U0PCFNaRgyuL/jOzpEmxERENza2xT+XgInYDAAAAAAA7V9Ybh9xxxx1x6623xrZt2yKdTu/w3x//+Mf4zGc+s8MEz790xx13XPz0pz+NM844IwYNGpRzz7Bhw+Lcc8+Nhx9+OA455JA+7eeQQw6Jhx9+OD7zmc/E8OHDc+4ZNGhQnH766fHII4/Ecccd1+0aZ5xxRjz44INx0kknRUVFRc49e+21V1x00UUxf/78bk8+LSsri2uvvTbuuOOOmD59euK+yZMnx4033hi33HJLVFV1708P1tTUxA9+8IP4yle+kthfWVlZHH300fHAAw/E7NmzCzr33HPPjeOPP76gEPCAAQPi6KOPjn/7t3+LH/zgBwKxAAAAsIdobG7Neb02T0C1r+Sr2ZgQ3gUAAAAAgN0pld7+78jvgtWrV8esWbOio6Mj0ul0zJo1K04++eSorq6OP/7xj/Hggw/G66+//l6xVCrOOeecuPbaa3Oe9eSTT8Yll1wSqVQqli1b1pO2+p3m5uZYvHhxrFmzJjZu3Bg1NTUxbty4OOKII6Kysvi/9Ghra4vFixfH6tWro7GxMYYPHx5jxoyJI444Iqqrq3ulxoYNG2LJkiVRX18fzc3NMWrUqBg/fnzMmDEjyst758/vrVy5MpYuXRrr1q2Lbdu2RV1dXey///5x4IEH9sr56XQ6XnrppXjjjTdi3bp1MXDgwKirq4tp06ZFXV3dLp/71ltvxYoVK6K+vj42btwYra2tMXjw4Bg2bFiMHz8+Dj300MQgdV+aNm1atLS0xJQpU+LBBx8sen0AAADY093w6LL4fwtf3+H60fvWxg9nH1XUXjo70/FX1z4a2zp3/PHh3ecdGSccsHdR+wEAAAAAgJ0Z0NMD5s2bF+3t7ZFKpeLaa6+Nc889N3Pv+OOPj/POOy/+4z/+I2655Zbo6OiI+++/P1pbW+Of//mfe1p6j1JdXR3HH3/87m4jo7KyMo455pg+rTFy5Mg48cQT+7TGhAkTYsKECX12fiqViqlTp8bUqVN79dzx48d3e0ouAAAA0P81NuWewFozpPj/aLqsLBUjB1fG+qYdp9cm9QkAAAAAALtTWU8P+M1vfhOpVCqOOOKIrEDs+8rLy+MLX/hC3H333VFTUxPpdDp+/OMfx5e//OXo7OzsaXkAAAAA2GM0NucOm9ZWFz8Um69uUp8AAAAAALA79TgUu2LFioiIOPnkk/PuO/LII+OHP/xhjB07NtLpdPz0pz+NK664IrZt29bTFgAAAABgj9CQEDat2U2h2KS6SX0CAAAAAMDu1ONQbFNTU0RE7L333jvdO2HChPjhD38YkyZNinQ6HU888URceuml0d7e3tM2AAAAAKDfK7VJsUmh2Mbm1iJ3AgAAAAAAO9fjUOzAgQMjImLz5s0F7a+rq4v7778/Jk+eHOl0OhYsWBAXXXRRtLWZLgEAAADAX7akUGxNdVWRO3m/blIo1s/yAAAAAAAoPT0OxY4bNy4iIv70pz8V/ExNTU3ce++9cfDBB0c6nY6nn346/uEf/iFaWlp62g4AAAAA9EutHduiqbUj572kcGpfE4oFAAAAAKA/6XEo9qCDDop0Oh3PPfdct54bPnx43HPPPTF9+vRIp9Px61//Oq6//vqetgMAAAAA/VK+oGntkN0Tik2qKxQLAAAAAEAp6nEo9kMf+lBERLz66qvxyiuvdOvZIUOGxH/8x3/EkUceGel0OjZu3NjTdgAAAACgX2poSg6altqk2AahWAAAAAAASlCPQ7EzZ86M8vLyiIj4wQ9+0O3nBw8eHHfddVcce+yxkU6ne9oOAAAAAPRLSdNXU6mIkYNLKxS7uaUj2jo6i9wNAAAAAADk1+NQbG1tbfzt3/5tHHXUUfHOO+/E5s2bu31GVVVVfO9734tTTz01xo4dG2PGjOlpWwAAAADQrySFYkcMqojyslSRu3lPbXVV4r0NW0yLBQAAAACgtAzojUOuvfbaHp9RUVERc+bM6YVuAAAAAKD/aUgIxSZNay2GfLUbmtqibtjAInYDAAAAAAD59XhSLAAAAADQc43NrTmv55vW2tdGDq5IvJc02RYAAAAAAHYXoVgAAPo/l0oAACAASURBVAAAKAFJIdPdOSl2QHlZjEgIxjYkhHgBAAAAAGB36dNQ7Ny5c2PVqlV9WQIAAAAA9ggNTQmh2CG7LxQbkRzKNSkWAAAAAIBS06eh2H/7t3+Lk08+Of7u7/4uHnnkkWhtNT0CAAAAAHJJCpnW7sZJsRERNYOFYgEAAAAA6B/6NBQbEdHZ2RnPP/98XH311XHsscfG17/+9fj973/f12UBAAAAoF9JCpkmTWotlqT6DUKxwP/P3p3Ht1Hf+eN/zei2ZMu2fMRX7oQcJOYsBcIRGihX0pCULS1tWbq/bsu2FNh2tz8o3dKypWV/wI/SLbBLaWnhS7dlS7gakkAIV8KRkJD7tpP4vmRb9znz/WNGY8nW2HJiS7Lzej4eemiOj2Y+smxZmnnN+0NERERERERERJRnxj0UKwgCAECWZfh8Przwwgv48pe/jGuvvRZPP/00urq6xrsLREREREREREREec8dyM9QrMuhUynWx1AsEREREREREREREeWXcQ3Fzp49G7IsQ5ZlCIIAQRC0+YaGBjz00ENYunQpvv3tb+PNN99ELBYbz+4QERERERERERHlpVhcQl8gmnady27Jcm9S6YVy9UK8RERERERERERERES5YhzPjb/22mvYvXs3/vrXv+L1119Hf38/gNTqsbFYDO+88w7eeecdlJSUYMWKFbjhhhtwxhlnjGfXiIiIiIiIiIiI8kavTiAWyH2l2FKdUK7bz1AsEREREREREREREeWXca0UCwCLFi3Cfffdh/feew+PPPIILrnkEoiimFI9FlACsm63G3/4wx+wcuVKrF69Gs8//zw8Hs94d5GIiIiIiIiIiCinhguYuhy5DcW69CrFMhRLRERERERERERERHlmXCvFJjObzbj22mtx7bXXoqOjAy+99BJeeuklNDY2AkitHgsAe/fuxb59+/Dggw9i2bJluOGGG7BkyZJsdZeIiIiIiIiIiChrevxh3XUlBbmuFJt+/72BCOKSDIMoZLlHRERERERERERERETpjXul2HQqKyvxrW99C6+//jr+9Kc/4cYbb4TdbtcCsYkKsrIsIxwOY+3atfjmN7+Jyy+/HL/61a/Q1NSUi24TERERERERERGNC72qq4VWI8zGnBzC0+iFYmUZ6AuwWiwRERERERERERER5Y/cHlEHcPbZZ+P+++/H5s2b8R//8R+48MILASgVYxPh2MR8e3s7nnzySVx11VX42te+hpdeegnBYDCX3SciIiIiIiIiIjpleqFYl04gNZtcDv0+6PWbiIiIiIiIiIiIiCgXch6KTbBYLFixYgV+//vf46233sLtt9+Ouro6yLKcEpBNzG/btg133303lixZgnvvvRfbt2/P9VMgIiIiIiIiIiI6KT2+9OFSvSqt2TRcH3oYiiUiIiIiIiIiIiKiPJI3odhkVVVV+M53voMNGzbgueeeww033ACbzQZZlgEgpXqs3+/HX//6V9x88824+uqr8dRTT6GzszOX3SciIiIiIiIiIhoVvYqrpXZLlnsylMVogMNiTLuOlWKJiIiIiIiIiIiIKJ/kZSg22XnnnYdf/OIX2Lx5Mx544AGcf/75AJC2euyxY8fwyCOP4Iorrshxr4mIiIiIiIiIiDKnH4o1Zbkn6elVi2WlWCIiIiIiIiIiIiLKJ3kfik2w2WxYtWoVnn32WWzYsAG33XYbqqqqUsKxiYBsPB7PdXeJiIiIiIiIiIgy1uMPp12eD5ViAaBEJxTr9jEUS0RERERERERERET5Y8KEYpPV1dXhjjvuwIYNG3DrrbdCluVcd4mIiIiIiIiIiOik6VWKdemEUbNNrx9unTAvEREREREREREREVEuGHPdgZNx9OhRrFmzBq+88gq6urq0CrGCIOS6a0RERERERERERKOmF4otzZNQrF4/enT6TURERERERERERESUCxMmFOvz+fDaa69hzZo12LVrFwBoFWIFQUgJxFos+TGsHBERERERERER0UgkSUZvIJp2XakjP0KxepViewMMxRIRERERERERERFR/sjrUKwsy9i8eTPWrFmDN998E5FIRFsOQAvCJuYXLFiA1atXY/ny5bnpMBERERERERER0Sj1B6OIS3LadXph1GzTrRTrYyiWiIiIiIiIiIiIiPJHXoZiGxsbsWbNGrz88svo7OwEMLQqrCzLkGUZJSUlWL58OVavXo0zzjgjl90mIiIiIiIiIiIatR6/frBUL4yabXr9cA/TdyIiIiIiIiIiIiKibMubUKzP58PatWvx4osvYufOnQCGBmETywwGA5YsWYLVq1dj6dKlMJlMOes3ERERERERERHRqRguWOqyW7LYE30uR/pQbG8gAlmWtWN3RERERERERERERES5lPNQ7JYtW/Diiy9i48aNCIVCAFLDsMnz06dPx6pVq7By5UpUVFTkpsNERERERERERERjyO0Pp11uMxlgMxuy3Jv0SnXCudG4DE8oBqeNF60TERERERERERERUe7lJBR74sQJvPjii3j55ZfR3t4OYGhVWFmWIcsyCgoKcM0112DVqlU499xzc9FdIiIiIiIiIiKicdOjUym21J6+OmsuuIbpi9sfYSiWiIiIiIiIiIiIiPJC1kKxfr8fa9euxZo1a7Bjxw4AQ4OwycvOO+88rFq1Ctdccw1sNlu2uklERERERERERJRVbl/6UKzLkT+h2OECum5/GDPK7FnsDRERERERERERERFReuMeiv3ggw+wZs0avPHGGwiFQgBSw7DJ85WVlVi5ciVWr16NqVOnjnfXiIiIiIiIiIiIcm4iVIotMBtgMYoIx6Qh63p0Qr1ERERERERERERERNk2rqHYK664Am1tbQD0q8KaTCZcccUVWL16NS655BJtHRERERERERER0enAPQFCsYIgwGU3o7U/NGSdXv+JiIiIiIiIiIiIiLJtXEOxra2tEAQBsiwPqQo7f/58rFq1CsuXL0dxcfF4doOIiIiIiIiIiChv6YVKXXkUigWAEp1QrF6lWyIiIiIiIiIiIiKibBvXUGwyWZbhdDqxfPlyrF69GvPnz8/WromIiIiIiIiIiPKWXqi01G7Jck+Gp1e5lpViiYiIiIiIiIiIiChfjHsoVhAEXHzxxVi9ejU+97nPwWzOrwoXREREREREREREueT2h9Muz7dKsXr9YSiWiIiIiIiIiIiIiPLFuIZi77jjDqxatQqVlZXjuRsiIiIiIiIiIqIJSZZl3VCpXmXWXNGrXMtQLBERERERERERERHli3ENxd52223juXkiIiIiIiIiIqIJzRuOIRqX064rdeRXKNal0x+GYomIiIiIiIiIiIgoX4i57gAREREREREREdHpqneYQKkr7yrFMhRLRERERERERERERPmNoVgiIiIiIiIiIqIc6RkmUKoXQs0Vvf70+MNZ7gkRERERERERERERUXoMxRIREREREREREeWI25c+FGs2iHBYjFnuzfD0KteGohICkViWe0NERERERERERERENBRDsURERERERERERDni1qkUW2o3QxCELPdmeMNVru3RCfcSEREREREREREREWUTQ7FEREREREREREQ50jNMKDbfuOwW3XV64V4iIiIiIiIiIiIiomxiKJaIiIiIiIiIiChH3P5w2uUuR/6FYotsRhjF9NVrGYolIiIiIiIiIiIionzAUCwREREREREREVGOTKRKsYIgoESnX3rPg4iIiIiIiIiIiIgomxiKJSIiIiIiIiIiyhG9Cqv5GIoFgNKC9P3Sq3hLRERERERERERERJRNxlx3gIiIiIjG14meALr9YdSW2FBRaM11d4iIiIgoiV4o1pWvoVhWiiUiIiIiIiIiIiKiPMZQLBEREdEkJUkyHli7H09vboQsAwVmA+6+Zh6+duH0XHeNiIiIiFQ9vvRh0pJ8DcU60verl6FYIiIiIiIiIiIiIsoDYq47QERERETj4839Hfjt+0ogFgACkTjue3UfGrv9ue0YEREREWkmWqVYvX7pPQ8iIiIiIiIiIiIiomxiKJaIiIhokvrLtqYhy+KSjP/ZeiIHvSEiIiKiwYKROILReNp1pXZLlnuTmVKdUGwPQ7FERERERERERERElAcYiiUiIiKapA60e9Mu39nUl+WeEBEREVE6Pf6w7jq98GmusVIsEREREREREREREeUzhmKJiIiIJqFgJI6WvmDadXtaPJAkOcs9IiIiIqLBhguS6oVPc02vgq3bx1AsEREREREREREREeUeQ7FEREREk1BDtw+yTu7VF46hoduX3Q4RERER0RA9OqFYgyjAaTNluTeZ0atg6w3HEI7Fs9wbIiIiIiIiIiIiIqJUxlx3IJ2Ghga0tbXB5/MhGExf4WwkK1euHONeEREREU0cRzqHD73ubOrH7IrCLPWGiIiIiNLRq65aUmCCKApZ7k1mXA79Cra9/iimOA1Z7A0RERERERERERERUaq8CcV+8MEH+J//+R+89957Jx2ETcZQLBEREZ3Ojnb5h12/q7kPq8+tzVJviIiIiCgdt06lWL1qrPlguL71+MOY4rRmsTdERERERERERERERKlyHor1+Xy49957sX79egCArDfO7ygIQn5W0iAiIiLKlqMjVYpt7s9ST4iIiIhIT88EDMUW20wQBCDdITy9kC8RERERERERERERUbbkNBQbiUTwrW99C9u3b9fCsIlA61iEY4mIiIhOV0dGCMXua/MgEpNgNopZ6hERERERDeb2h9Mud9ktWe5J5owGEU6bCX2B6JB1DMUSERERERERERERUa7lNBT79NNP45NPPoEgCBAEAbIsQ5ZlzJ07FwsWLEBpaSkKCgpy2UUiIiKiCScWl9DY7R+2TSQm4VCHF2fWOLPUKyIiIiIaTC9Ems+VYgGlf+lCsT0+hmKJiIiIiIiIiIiIKLdyFoqNx+P43e9+p4VhAeDiiy/GPffcg1mzZuWqW0REREQTXnNvEJG4NGK7nc19DMUSERER5VDPBA3FuuxmNHQNvQiLlWKJiIiIiIiIiIiIKNdyNl7ujh074PV6AQCCIODSSy/Ff//3fzMQS0RERHSKjnT6Mmq3q6l/nHtCRERERMPRC5G6HPkditUL7boDDMUSERERERERERERUW7lLBTb2NgIAFqV2LvvvhsGgyFX3SEiIiKaNI50ZRaK3dncN849ISIiIqLhuH0Ts1Jsqd2Sdrne8yEiIiIiIiIiIiIiypachWJ7e3u16aqqKsyYMSNXXSEiIiKaVI5mWCn2cKcPwUh8nHtDREREROmEY3F4w7G06/I9FOvSqxSrU/mWiIiIiIiIiIiIiChbchaKNRqNAABBEFBWVparbhARERFNOplWio1LMva29o9zb4iIiIgonV5/VHedS6cSa77QC+32+MNZ7gkRERERERERERERUaqchWKrq6u1aZ8vs+AGEREREQ1PlmUcybBSLADsbGYoloiIiCgXhguQ5n2lWAcrxRIRERERERERERFRfspZKPbcc8+FIAiQZRktLS2IRHjQnIiIiOhUdfnC8IbSD8Obzq7mvnHsDRERERHpGa5SbEmBKYs9GT290G5fMIq4JGe5N0REREREREREREREA3IWii0vL8eSJUsAAJFIBJs2bcpVV4iIiIgmjdFUiQWAXawUS0RERJQTepViiwtMMBpydsguI3qhWFkGegO88J2IiIiIiIiIiIiIcienR9i///3vw2g0AgAeffRRBIPBXHaHiIiIaMI7OspQbGO3H/1B/SplRERERDQ+3P704VG9wGk+cdktuuv0nhcRERERERERERERUTbkNBQ7b9483HvvvZBlGceOHcN3v/tdeL3eXHaJiIiIaELTqxRbW2LTfcxuVoslIiIiyjq98KhrAoRiS+wm3XU9PoZiiYiIiIiIiIiIiCh3cj4W20033YT7778fRqMRW7ZswYoVK/D888+jr68v110jIiIimnCOdvnTLr9kTpluwGJnMz93EREREWVbzwSuFGsxGuCwGNOuY6VYIiIiIiIiIiIiIsql9Eevs+TrX/+6Nu1yudDe3o62tjbcf//9uP/++1FbWwuXywWzeXQnAwRBwB/+8Iex7i4RERFR3tOrFDur3IHFtSFsOtg1ZN0uhmKJiIiIss6tU1G11G7Jck9OTqndDF84NmS52x/OQW+IiIiIiIiIiIiIiBQ5DcV+/PHHEARBm09My7IMAGhqakJzc/OotinLcso2iYiIiE4X3lAU7Z5Q2nWzKxzwhmI6odj+8e4aEREREQ2iV1FVr7p/vim1m3HCHRiyXK8CLhERERERERERERFRNuQ0FKuHoVYiIiKi0Wvo8uuum13hgKReeDRYW38Ind4QKgqt49U1IiIiIkoSjsXR2h9Mu650goRi9cK7vQzFEhEREREREREREVEO5TwUK+uEM4iIiIhodI50+tIut5kMqHbaYDUZdB+7q6kfyxYwFEtEREQ03nac6MW//u8uNPemD8W6HBMjFKsX3mWlWCIiIiIiIiIiIqIBkZiEvkAEPf4I3H7lPhqTUOowo9xhQUWhBaV2M4wGMdddnTRyGorduHFjLndPRERENKkc6Uofip1ZbocoCihzWFBTbENL39AAxq7mPixbUDneXSQiIiI6bQUjcTy84SB+t7kR0jDXiLvslux16hSU6oR33QzFEhERERERERER0SQlyzICkTjcasA1EXLt9SdCr+Eh67yh2IjbFQRldK4yhwUVRVaUOywoLxy4VSRNF1qMEAQhC8924sppKLampiaXu88rfr8f27ZtQ0dHB/r6+lBaWoqamhqce+65MJuzXyEkEongk08+QUtLC9xuN4qLi1FZWYnzzjsPdrt9TPbR19eH7du3o729HT6fD+Xl5airq8PZZ58Ng0G/kt1onDhxAvv27UN7ezskSUJlZSXmzJmDuXPnjsn2AWDXrl04duwYOjo6YLPZUFlZicWLF6OycmyCRdl4LYiIaHI4qlMpdnaFQ5teXOtMG4rd2dw/bv0iIiIiOt192NCDH/51F473BIZtZzaKOHtqcZZ6dWpcOpViJ3oo1h+Oobk3iCZ3AK39QVhNBiysLsKCqiIeaCYiIiIiIiIiIppkJEmGJxQdqOLqi6A3MDDt9ofhDkSVe58Scg3HpDHvhywD3b4Iun0RHGj3DtvWYhSHhmUd1iHLyhwWmI2nZ/XZnIZiCejs7MQjjzyC9evXIxAYemLE6XRixYoVuPPOO+FwONJsYWz5fD48+uijeOWVV9DfPzQcU1BQgKuuugrf//73UVFRcVL7aGxsxMMPP4y3334b0Wh0yPry8nLceOONuO222046EPzOO+/giSeewI4dO9Kunzt3Lv7hH/4BK1euPKntS5KEZ599Fs8++yyampqGrBdFEZ/97Gdx5513or6+/qT2kY3XgoiIJhe9SrGzy5NDscV4fU/7kDa7mvsgyzJP9BMRERGNIW8oil++fgD/56MTGbX/4dXzYLdMjMN1pToVbXvyPBQbisbR3BtEc28ATep9s3tgXi/UO7PcjuWLq7G8vjrlojMiIiIiIiIiIiLKH5GYhL5AZCDkOkwVV7c/gt5AFPHhhvbKQ+GYpB7jHFoMa7DiApNWdTa52mxykLai0ILiAtOkygoIsixPrFd1Enn//ffxgx/8AL29vSO2rampwa9//WssXLhw3Pqzd+9e3H777WhpaRmxbUlJCR566CEsWbJkVPt4+eWXcd9996UNAA82f/58/PrXv0ZdXV3G25dlGQ888AD++Mc/ZtT+mmuuwYMPPgiLJfOhCXt7e3HnnXfiww8/HLGt0WjEnXfeiW9+85sZbx/IzmtxMurr6xEKhbBw4UK8+OKL474/IiLKXCQmYf6/rUv7gf3xm8/BtYuqAABbjnTjK7/9KO023vvXpagrLRjXfhIRERGdLjYd7MSPXtyN1v7QiG1L7Wb8dMVCLK+vzkLPxsamA5249ZmtQ5YbRQGHf35Nzg6gRmIS2vqDaNKCrgGt8mtTbxBd3vAp72N+VRGW11dh+eJqfn4mIiIiIiIiIiIaJ7IsIxCJp4RYhwu59vgj8IZiue72hGQyCChzJMKyw4dobeaxGQF+PDEUmyN79+7FzTffjGBwILFdUVGBSy+9FGVlZWhra8OmTZvg8Xi09WVlZXjhhRdQXT32J0haW1tx4403oru7W1vmdDqxdOlSTJkyBV1dXXj33XfR1dWlrbfZbHj++eexYMGCjPbxzjvv4Nvf/jYkaaCE9PTp03HBBReguLgYJ06cwKZNmxAKDZwsmjlzJv7yl7+gsLAwo3089NBDeOqpp1KWnXPOOVi0aBEMBgMOHjyILVu2IPnX/vrrr8fDDz+c0faj0ShuvfVWbN06cNLHaDTisssuw6xZs+D3+7Ft2zYcPHgw5XE//elPcdNNN2W0j2y8FieLoVgiovx1pNOLZY+8m3bdhrsuxdxK5X+pJxRF/U83IN0nwP/8ytm4fvHECWIQERER5aO+QAQ/e20fXtw+8oWuALCivho/Wb4ALkfmF+zmg51NffjCbzanX/dvV8FZYBqX/cYlGW39QS3o2twbVIKvagi23RNCNgs7nD21GMsXV+O6xVWoLLJmb8c0qfT6I4jEJZQ5LDCIk6ciBxERERERERFRMkmS0R+Mwh1QQ6y+RLXWxHRYCb0GInD7lJBrOCaNvGHKqkKLEeWFFpQVDoRoK4oGwrSJm8ueu2NdE2M8tkkmFArhO9/5Tkog9hvf+AbuuusumM1mbZnP58OPf/xjrF27FgDQ3d2N733ve3jhhRfGtNqGLMv43ve+lxLCvP766/Gzn/0MdrtdWxaJRPDwww/jmWeeAQAEg0F85zvfweuvvw6rdfiD/p2dnbjrrru0QKwgCPjhD3+IW265BaIoau3cbjfuuOMOfPzxxwCAhoYG/OhHP8Jjjz024vPYtGlTSiC2qKgIjz32GC688MKUdvv27cNtt92G9nZl6OjXXnsN55xzDm6++eYR9/HII4+kBGLnzp2LJ554ArW1tSntXnnlFdxzzz2IRqMAgPvvvx/19fWYP3/+sNvPxmtBREST05FOX9rlBlHAdNfA/5Aiqwkzy+w42uUf0nbbsV6GYomIiIhOweu72/Djl/ei2zdyNdKKQgt+fsMiXLmgMgs9G3uldrPuuh5/+JRDsbIso9Mbxv42Dw60e3FAvT/a5UM0nj/X+O840YcdJ/pw/9/24YIZpVheX41rzqwa9udDp7dObwh7Wvqxu9mD3S392NPSj3aPUiTAZjLgzJoiLKopRn2dE4trizGttAAig7JERERERERElIciMQl9gUTV1vRVXHt8asjVH0FvIJp25NPTTZHVCLPRALc/nNUL/MeKNxyDNxxDQ/fQzEEyUQBcjqFh2YrC1Iq05YUWOCzGMc1DMhSbA8899xza2tq0+dWrV+OHP/zhkHYOhwMPP/wwent78cEHHwAAdu/ejQ0bNuDzn//8mPVn3bp12L17tzZ/0UUX4aGHHhryi2Y2m3H33XfD4/FoVUJbW1vx/PPP4xvf+Maw+3jiiSfg9w/8Idx+++249dZbh7QrLS3Fb3/7W9xwww04evQoAGD9+vXYvXs3Fi1apLt9WZbxyCOPaPOCIODxxx/H+eefP6TtggUL8Mwzz+ALX/gCwmHlJNXjjz+OVatWwWaz6e6jvb0dzz33nDbvcrnwxz/+ESUlJUParlixApIkaa9rLBbDr371Kzz55JO62wey81oQEdHkpBeKnVZaALNRTFlWX1ucNhT7fz46ji+eW4sza5zj0kciIiKiyarLG8ZPXtmDtbvbM2r/d+fV4kfXLYDTNj7VVLPB5dAPfbr9Ecwsz3xbwUgchzq8ONDuwf425f5guxe9gegY9DQ7ZBn4sMGNDxvc+MnLe7FkThmWL67GlQsrUWSduK8znZrUAGwfdrf0o8OjH5oPRuPYeqwXW4/1assKrUYsrnUqQdlaJxbXFaPaaR3TkwREREREoyVJMsIxCcFoXLlF4ghFlVtiPqjOCxBQajfD5TCjzGFBmWNiDLlLRER0upFlGYFIHG414KoXck1e5w3Fct3tnDOIAkoKzHDZzSgddHM5zAPrHGaUFphRYjfDZFDO38clGW5/BF3eMLp8YeVevXV6QynLJ+LPWpKhPR+0Dd/WZjIMBGeTwrLf+9yck9q3IMvpBs+l8RKNRnHJJZegt1c5sFlYWIiNGzfC6dQPnxw/fhxXX321VmV1/vz5eOmll8asTytWrMDBgwcBAKIoYt26dZg2bZpu+/7+flxxxRXw+ZTwTWlpKd59912YTOkP8Hd3d+Pyyy/XqqZOnToVa9eu1W0PAB988AH+/u//XptftmwZfvOb3+i2f+ONN/Dd735Xm1+5ciUefPBB3fYA8Ktf/QqPP/64Nn/PPffglltu0W3/7//+73j22We1+QceeACrV68edh9f/epXUyrLvvTSS8NWix3v1+JU1dfXIxQKYeHChVoYNy7JeG1XK7q8YSyoKsJFs8vGZd9ERDS8O/9nB176tHXI8mXzK/HbW85LWfbch8dx70t70m5nZrkdr92+BAXmsbl2KhyL4/ebj+HNfR3whKIwiiJMBgFGgwijKMBkUOYX1RZj+eIqzKksHJP9Uv450O7B33a1IRqXsbjWicvmlsNu4TV6REQ0scmyjDU7WvCz1/ahL4MAZ02xDb9cvQiXzBlFYjRPybKMeT9el3b4sv/62rn4/MIpQ5ZLkozm3iAOtKvVX9s9ONDmRWOPH/l2hFIUgMoiKzo8oVOq1mA2ilh6RjmW11fjc/MqefJ/Euv0hLC7pV+r/jpSAPZUuOxmJShbqwZla4tRXmgZl30R0eQgyzK84Rg6PQMnVjs8IfT4IxAFAXazATazEQVmg3pTpm1mA+xJ0wVmA2wmA4P5RHlMlmVE47IWSE2EU4PROEJJ04kQqzItpW8/zOND0VMbG9xCUwAAIABJREFUxrjAbECZw5IUlDXDZVfv1eXlDgtcDguKbSZWziciIsqQLMuISzLi6n04KsGtVmnt8SWqtSamw0roNRCB26eEXNMd6zvdWE0iXHbLkIBrqV0Jt5bYBwKwLrsFhVZjVj6rhKJxNSwbThui7UoK0ebTSFun6tgvrzupx43LWejPfe5zKfOCIODNN98csd1Y0dtfPvjoo4+0QCwAXHfddcMGYgFg2rRpuOiii/D+++8DAPbv34/jx48PG5bM1LFjx7QQJgBcfPHFI27X6XTiuuuuw5///GcAgNvtxtatW3HRRRelbb9x40YtEAsAN95444ihzQsvvBAzZsxAY2MjAODdd9+F3++H3W5P237dunUp81/5yleG3T4A3HTTTXjyySe1sPG6det0Q7GyLGPDhg3afFFREa6//vqM9pEcil23bp1uKDYbr8VYC0Xj+NJ/f4idTX3asi9/pg6/WLU4K/sfSSgax8b9nTjW48fcykJcOrcMFiNPPtHk1+kN4e0DXbCYRFy5oHLMwo2U39JVfgWA2RWOIctWnFWNX75+AL7w0KvJGrr8+Pe/7ccDN+hXaM+U2x/Bt57dllLlSM+mg134z7cO4x+WzMBdV87l7+0k0toXxEPrD+LFHS0py81GEZfOKcNVC6dg2fxKDjFMGev0hLCjqQ87m/rwaVMfjnX7IYrCoOFWrKgoSr2StMxhGVI5myY/WZbRG4iitS+Itv4Q2vuDcPujKLGbML+qCPOriuDIg4B+KBqHKAj8HZ1gWvuC+NGa3dh0sGvEtoIA3HLhdPzL58+YNBeFCIIAl92M1v7QkHVufwSeUBQH27040ObBfvX+YLsX/kg8B70dShCAykIraktsqCstQF2JDbUlBagttaGupABTnFaYDCI6vSG8vrsdr+5sxbbjI3+uHSwSk7B+bwfW7+1AgdmAKxdUYvnialzCYxQTWocnhN3NqQHYTu/4BGDT6fFHsOlgV8r7T5XTisVqQHZxrROLa4rhLGCV4rESi0vo8IbR2hdEa18Qzb1BbbovGIXDYkSRzYRimwlOmwnFBcq902bW5hPLGCiksZT4vNvpDaHDE0anJ6SdIO30htQQrDJ9qgG2BEFQKvgMDs8mzw9ZZzKgwDJ03eB2ZoPIvw+a1OKSPCSQGhpUVXXYkKpeqFV9TGJ+IgxJHIjEccIdwAl3YMS2BlHQQijlhRa47GY1UJscnlXDtHYzrCZ+ziYi5XNSOCYhGIkjEI0jGIkhGJEQiMTU+bi2LqQeqxAEQBQE7V4UlOMfQ+ahzouJ9knL0jwmsU1h8DzUeTHNtrXHDMyL6ryQNC+qn50S2xDVbSTvS1R2ljKfftv58zlMlmVIMhCTJEgStIBn4iYNmo/LMiRJRmzY9er2ZBlxCUMemzyf2EYsnrQtWUY8ntReVvanPBZKe0lSppO2M7h/Q9YN7q/aP6W9BElG2uea3B+tv5Kcdxee54MiqxEuR1LItUCp2poItg4OuebrRe1Wk0E5jllaMGw7WZbRH4wmVZxNH6Lt9IYm1EhdozUuR+FbWlogCAISRWj13jgHtxsr+fRGPdhbb72VMn/11Vdn9Lirr75aC8UmtnPrrbeecn82btx40v1JBDET/dELYg5+ztdcc01G+/j85z+PJ598EgAQiUSwefNmXHXVVUPaxWIxvPvuu9p8VVUV6uvrR9x+ZWUlzjrrLGzfvh0A8Omnn8LtdqO0tHRI2z179qCjo0ObX7p0KSyWkasvLFu2DCaTSQsFv/XWW7jrrrvSts3GazHWnv3geEogFgD+9HETvnBWDT4705X2MbG4hD9va8LWRjeKC8z4hyUzRnzDPhl9gQhu+f3WlP45bSb846Uz8e3LZsHAK0opz3V5w9hytBsuuwXnTivJ6IOXJMn4r3cb8P+/cQiRuHKQ22U346Eb67F0XsWo9u8JRSEAKOQwnxOCJMk42uVLuy5dKLbIasJ9KxbiBy/sTPuY5z86gcvmlqet7pWpo10+fOOZrTjeM/JBzQRJBp56rxHr9rbj5ysX4dK5E7+C2unMG4riibeP4un3G9NeVRqJSXhzfyfe3N8JUQA+M6MUn184BVctnIKaYlsOekyA8lmtsduPfW1KBb/9bUoFv1AsjilFViydV4GrFlSivrY4K1e9BiIx7G7ux6dqAHZnU1/a8BUANPcGR9xeSYFJC8lWFFoxo8yORTVOLKp1oswxeaurRWISonEJBebJFcCQZRmeUAzt/SG09gfR1hdCW38Qrep9W79yP9zJf0EAZrjsWFBdhIXVTiysLsLC6iK4xuH3QZZldHnDONLpw+FOH46ot8OdPnT7wlpAr04N5NWqIb260gJMLS1AZZGV32PyhCTJ+NPWE/jF2vQXGQ02s8yOB7+4GOdPH3q8YaIrdaQPxd7/2j7c/eLuHPQoVZnDrARdteDrwHR1sTWjUGpFoRW3XDQdt1w0HS19QfxtVyte3dmG3S39o+5PIBLHy5+24uVPW1FkNeLqM6dgeX01LpzpgtHAUHy+ynUANlPK/70Q1u8dOIY5zVWAxWo12UU1TpxZ45w0wfyx5g1F0doXQktfAC19IS3w2toXREtvEO2nWDU6mdkgKgFaNSSbCNI6k+cLTCi2mVOWFdlM2vCKNPnFJRk9vrASdPUqQdfO5GlvGF2eUE4qAMmy8j8tEIkDiIzptg2ikDY4azMb1WCt/jq7xYhCqxF2ixEOddqhBnEn0/cgGjuyLCMSlxCKSgirlU9DMSVoGopK6n0c4Zg6HUu0S1ofS24rIZz0+HAsdTuhqKQdt6fRiUuyFt440O4dsX2hxYgyNTybqETrUqvRlqnB2bJCC8rsFhTZjHyPIMoRrbJ1JI5ANIZAZOBCAGU6ljSt3kcT00r7kLpe77ET4BqBvJMSAMbwAeG0YV+o82JSAFfddnxQyDQR4oynCYrytSM9BlFAScFAiLXUoYZc1f/7yaHXUrsZJQXm0+67tCAIKC4wo7jAPOIorZGYhB7/4LBs0rxvIEA7VhdaZsu4HgHLNPA6lh80xzpgO9Y++eQTbdpgMGDx4swqap599tkp81u3bh2TUGxyf9LtR8/ixYthMBgQj8e1/mSyj7KyMtTV1WW0j3POOSdlfuvWrWlDsYcPH4bH49HmM30OibaJUKwkSdi+fTuWLVs2pN3J/pysVivmzZuH3buVE0GHDh2Cx+NBUVHRmO1jNK/FWPEEowhF43h119BhugFgzfYWnDO1RKty9P7hbry+pw0WowFvH+pEQ1I1w79sa8LfvncJZpQNrQLc64/guQ+P462DnTjeE9BCrV/+zNSUdqFoHFuOdqOhy49zp5XgrLpi/OCFnUMCu/3BKP6/9QcRiUm468q5Ket6fGE8+c5RHO70YXGNE1/6zNQJE8hp7Qvi2Q+PIxiJ47MzlUCR3vuqPxzDa7ta4Q3FcMmccpwxZfh/gJIko6HbD5vZgGqnddwPDMiyjL2tHkTiEhbXOLN2UlBWP3Dnw4ehQCSGh9YfwjNbGrUP+w6LEdctqsLqc2tx/vSStK9Dty+Mf/7LTrx7KLVKVY8/gluf2Yp/unwW/vnKuTCIAhq7/VpV0cRBoEKrEdtP9OLdQ91491AXGrr9EAXgwlkufPOSmbhsbrnu6x+NS3hjXwc+Od6LKqcVn184ZUjY/cOGHvzxg2PY3+ZFXWkBrj1zCq5dXIWiHIRu/eEYDKIw6qvFw7E4Pmpw41CHF55gFN5wDL5QDN5QDP5IDDb1yqxprgItvJJ4H4mrV/7F4hLikgxRFGAxirAYDTAZhFP+22rzhNQTEUPNKk9fZX31OTV4+2AnXtvVlnb9//vXXTirrhiVRdZR9+eDoz349nOfoD94cleWNbmD+PrvPsaqs2tw7/ULJlUF0bgk42C7F95QFC6HGbPKHZPuoGssLuFPW5vw6BuH0OPP7OSYJAMfNrjxYYMbP311H86sKcKy+ZU4o7IQU10FmOay50Ulx8mm1x/B/nYP9rclqvh5cKjDh4jO0Dh9gSgOtHvxxNtHUVFowefmV+KqhZW4aJZrTCrdxSUZhzu9WgXYHSf6cKjDO6YHv3oDUfQGojjUMfRCgiqnFYtqnFhcqwRGFtU4xyUYOZ584VhS0NKLo2rgsskdgCQroeA5lYWYW+nAGZWF6nThuL7PSpKMbl8Y7Z4QghGlWk1UkhGXJETjygHOqPr/MRZX/19Kkjotqf8/B/6P9vgiSgC2P4S2vuApV5yUZaCh24+Gbn/K/8QpRVYtILtADcvWltgyes+WJBktfcGU1yIRfvWG9AOUsgy0e0Jo94TSVlk3GQTUFCthvtqSAi08m6hwWWo35/x/iiTJ2gnj5CpHiRPBwYhy0jgYiSMSl2AxGlKrh5mNWpUxuzqdb9Vzj/f48cO/7sKHDe4R24oC8I+XzsKdy+ZM2kpFpfb075N6n03HWnGBSQm5pgm+1pYUjHlVh5piG/7x0ln4x0tnobHbj1d3tuKVna040pn+ArXheEIx/GVbM/6yrRllDjOuXVSF5fXVOHdqyYQcGjbxvTqcCIuo94n3hHBMSrsuHJMgy7L2/chiEgemjaI6b4DVlLRMbWc2iGP6s5JlGR2eMHa3pAZgu/IwAJup4z0BHO8J4NWdyjE8UVAunFxUU4z6OuXzzvyqokn7HpUQl2R0ekNo6Q2ipU+5gEYLvKq34f5Hj7VIXEK3L4xu3+h/txwWo1qBdlBF2kSINqVK7UAbh4WBn3wRjg0Md9npUYa3TBd47fGFT8sgQFyS4VWPtwFj8/4rCIDDbIRDDcnakwKzQ+aTlg+ZtxpZ5X2cxeISQrHUEKnyOSJd8DQ1lJoSVh0cbB30uSS5XZ6fVqaT5A3H4A3H0NidfnS1ZCaDAJd9oNJs4pxJmcOsLVfmlepy+fYdlWi8xeKSVlV1IHga04KoqaHUzEOsiQqtE6Gy9elGltWqrMpcjntDpwObyTBQwVWt2FqSNJ26jhe0jDWzUUSV04Yq5/D5KFmW4QvHhoRl04Vo8+X77LidWc40nJrvIdaxJEkSjh07ps1PmzYNdnv6oMpgs2bNgsViQTisHARoaGgYkz4dPXpUm7ZarZg5c2ZGj3M4HJg6dSoaGxsBAMeOHYMsy0PeeDo7O+H1DlyxN3/+/Iz7tmDBgpR5veec/BxGu4+FCxdmtI/Bywf3bTgLFizQQrGJbZ111llD2o33azGWjrsDmPfjdbrr/7ytCS992oLl9dWoLbHh0TcP67YNROL4ySt78dTXz4VJHDiZ0eEJYfUTW1Iqfrn9Edz94m4YRQE3nqeEq72hKP6fP2zDR40DJyRNBmHYq+OfeOcovnLBVBRajVi3px17Wjz43eZGbf3bB7vwX+824O/VSjDVI4RjY3HlJM7gShud3hB+v/kYWnqDOGdqMb54Xt2YB3pe2dmKH7ywUwuvPLPlGFaeVY07ls3FoQ4v5lYWYrqrAIIgYOP+DvzL/+6CWw0oCcJ+/OMlM/HDq+elPYn0zqEu/PTVvVqIucppxWVzy3HtoipcMqcs498xSZJxsMOL3kAEpXYzZpc70oZd97b2419e2IV9bUrIfUqRFXdfOw8r6qvH7fc5HIvj2Q+O448fHMcJdwDVTqUC3rL5lbhwlivrJ4XePdSFe9bsHlLpzheO4c/bmvDnbU0wiIJW6aDQakKh1YgiqxE7m4c/Uff420exbk873IEI+jIsgS/JwOYjPdh8pAfzq4rw7ctm4uozp2gHf2NxCWt2tOCxtw6jyT3Q51+8fgDXLqrCty6diUhcwiMbDuH9I93a+sZuP9491IV/e2UvrlxQidXn1OCiWWXj+vM+3qMEXV7d2YoD7V4YRQEXznLhpvOn4soFlboHsvzhGN451IV1e9rx1oHOjCqBjZYoQDvJW1tSgMW1TtTXFeOsumLMKnfAIAqIxiUc7vBhT0s/9rT2Y1+rB75wDNXFNswd4equWWkqxQLKRUk/X7kI24/3pq3u1RuI4vt/2Yk/fuMzozrR/L+fNOPuF3eNSZWSF3e04O1DXbj7mnlYVOuEUVROfBsNAkwGZdpqFrN+QkJWr1TNJLgfjsWxu7kfHx9z4+NGNz451gtv0u9RSYEJ504rxfnTS3D+jFKcWe086QOrsbiEdk8Izb0DQ3lG45L2flGkvmcUWpVhPZX3DyWY3h+Moj8YhUe9H5iOwROKQpaBmhIbpqsB1bpS25CfuyzL2Li/E794fb8WvD9Ze1o82NPiSVlW5jBjaqmy/2kuJYA+tdSOQqsRfQGlz32BiNb/vkAUfYnnE4ggGpdRW6L8zcypdGBORSFmltszfu+RZRldvjAau/xo7FZuzb1BSLJyUYXZqN4MqffJ6+xmQ8owqonp8booIxqXlAqafUG09gfVEEAILX1BHGr3ot2TvuJqJjq9Yfzp4xP408cnYDcbcPkZFbhyQSWWnlEx4jC9/cEoGrp8aFB/lg3dA9PpqgpnS6K62oZ9A9XVaoptWiXZRWpQtiQPgvpufyQlbJm4telU0U3oDUTxcaPyfpSszGHGXDUgOycpMOu0Df9aSpKMbn9Y/T1TqrIqVVtDaFcrtnZ4Qojlw9GPUUqEUzce6NSWOW0mLKhSgrILa5TKsqIg4EjS63C404ejXb5xuWI6GpdxrCeAYzpV2AvMBjUka0N1sQ0GUdBO8CaOvchQDmzLkNV7qG3U+UT7Qeu14ebSBF0HhveMj8vfsFEUUobjTQzVa1ODs8nD9drMRtjNytC8DovSPhF0sJuV6mGJ6dFegBeXZPx+cyMe2nAwo9d33pRC/McXF2NxbfHJPvUJwZWl98QqpxXzphTijClFmF9ViNkVDtSVFuTkIruEGWV2fO9zc3D7FbNxsMOLV3cqFWQzGf51sG5fBH9Uv5smLtJIDMM4eEjEoRVZkodDHNRezLy9pP6dh2NxhKMDAdbEskQARVmuhEjCSctCOarAYzamD9FajGJqkNaUCNQOCtmaRATCMexp9WBXc/9JhRRPVrXTql2Ic2atE8U2k9KPpj7sau7H4c6xvTgIUL7nH+rw4VCHD3/d3gxAeZ+dV1WoBGVrnVhcW4w5lY68uHA4U75wTAu4DlR4HQjBtntCk+Zkuy8cgy8cQ0vfyKMkDGYUBRgNAoyiCIMowGQQYBCVeaM6bVLXKe0G2ibmDaKY9DgBRoOoLle+pw9pKwowJG0r/X7EpO0p68VB72VD3t8S06LO+58gpA4fm/QYgyBAEIdWt9LWneSwsYFITA22quHWpOmupNDrZB6aMl/J8kBA7lSZDSLsFoMaljWh0GJU503aMVu7GsAtVIO0gyvXJuZzMQpE4phWJC4hGlPv45I2uogyL6fOxyStXeIxifVKGzllPqqeL4nGZUSTtjPQZqB98ueMUDQ+Ib870sQXjcvaMYBMOG2mpKCsEs5RKtEmLVPvc3FRSuJitVhcRlS96Djxt5m4ADkaV9ZH4hJiceWC5MHrE/PJ24hJ6t+1euHy4MdFYgMXOkeT1g9sS33ckL6lXiBtUP+PG0RBmzaqnw8MYuKzAmBUzysbRMCQsm5gOnkbhkHLlXaAQRS1bWjtDAPt9bZnFJO3q3yWMBqS2if3SXf/g5er2xFFiCKG2Z+gthMgA2oQNTaoUmpyKDXzEOvAemVdtivSE9HE57SZ0oZcBwdcEyHXsb6oncaHIAhqPsWEmeXp8wcJcUmG2x/Rvg+nVpxV7rvV+7H4nqbbZ/l0SqXmWFNTU0oV0iVLluDpp5/O+PFXXXUVjh8/DgAwGo349NNPYTKd/MH/aDSKs846C7GY8gs2ffp0rF+/PuPH33rrrdiyZYs2v3HjRtTW1qa0+fDDD3HLLbdo81/60pfws5/9LKPty7KMRYsWIRpVDhLV1NTgrbfeGtLusccew29+8xtt/uGHH8b111+f0T4++eQTfOUrX9Hmb7jhBvzyl78c0u6rX/1qSgXW9957DxUVmQ1F/sQTT+DRRx/V5n/xi19g1apVKW2y8VqMhfr6eoRCIUjFtYgu/ecx337ClQsq8UZSGCGdmmIbTAZB94TwWDGIApaeUYGbzq+DIChhvi1He7C/zQMBQGt/CGajCEmS8ZkZpbjt8lk4e2oJ1u5uw32v7E1bHae8UKnKWaWe/KgttqFVrXTV44+gyGbC2XXFWFxbjCKbesDMovytB6NxuP0RtPQF8eetJ/Dm/s4h2x9MFIAim2nYIGRiKJmzpxZjhsuOTQc7sf1En277hdVF+Lvz6rC41olwTMLBdi9a+4KwmAyoclrhsBjRF4zicIcX6/e2o8MzcFLJZjLgzJoiLK4txuJaJ1x2i1IxeHdb2hMU50wtxk3nT0Wl0wq3P4ydTf041uNHX0AJbPnCMa3CmNlowPyqQiyZXYZZ5Q7IUAINvf4I/GGlmmdcklFkNeGEO4APG3p0D0SbjSIW1zhx7rQSzCy3awfOPaEo2tXQjC8cQ3GBCRWF1qShmJV7u9mYcqW6JMta4MATiqHHF1GqpvWHlOpkXb6Mhn3ONaMoYFa5A/OqCrGzqW/M/gbNBhFn1hTh3GklOGdqCUwGEe2eEDo9IXR4wvCGo7CblSBfkdUEp02ZdqrDByrLTJBkWQvH9QcjONYTwNrdbdjVrD+0aandjNXn1GDZ/Er0BiJaoLCx248PG3pyGtCym5Xqsw3dft3KjcOpLLLgo3uGVkBP9lFDD7781Ie6J1u/cfEMzJtSCH8kBn84Bl9YOShSaDWiRB2KokQdhmL93nb856Yjo+7nqbKZlKBhcYEZxWoVnOICE+xmI6KJIdBi8SH3FuPA40oKTCgpUIamLCkwo8BsQLcvjA5PCO39YXR4Q+joDyn3njAiMQmFFqM2DEfiQGfiC1xfMIqPG3uw40TfqH6HLEYRZ9UV4/zppZjmKoAkK0PEJIaRSQwZI0kyvOEYmnsDaFF/Z7N5olcQgGqnDVNLCzC9TKlS+N6hbnzQ0JOV/Y8VUQCmu+yYXeFICcvGJRkN3T4t/NrY7Udjl3/cvpgpYVmzMoSq+jtcZDVpoVqTUYDZoEwbDQPTyk2A2SjCE4yieVDVq44xHOI1U0ZRwAUzS3HVgik4b3oJ2vpCWui1oUsJwHb7xnZ4zWyrLVECh4nhnAaGdVL+NmOSpP3dpv7tKn+/RjUwoLy+gvZamtXXOmU+sV79vNnY7ceRTl/GVZhPVWWRRQvLVjmt6PKF0dYXUoOvyu8YD4zTRGUxispwuhYlXGvXAgrJYVpl2m424OWdrdgxzHekBJNBwHeXzsFtl886LSoI3f/aPjz9fuPIDTNkMxkwd0oh5k8pxLwphZhXVYR5UwpRXJD7CxIyIcsydjX345WdrXhtV2vKd2E6vVU7rdpFNmeqt7IRKtIHIjHsbfVgZ1Mfdrf0Y1dzf0bVzsaCxSii1G5WLkjUwovKZ5PkIKTRoIQeE8HGxL3JkLQs5bHiQNgyeVliG9r2xJQAp8mgnOxPXPDVolV5VeZPdpQSIj2Dh4gVB4VmRVFIWR+MxMflQmqa3ArMhiEVae2WgTCtw2KE0SCedOA0NfA6EIDlWWHKBlEACsxGWE0G2MwiYnEZPb4IIvGJNeTuqTIbRZSrgVmX3axVm4WA1EDooIBpNC4NEyAdGFUnXfCU4XIiIhpLRlHQzgOX2s0oVf+nlRSYtXOkybeSAvOEusiWci8YiaPbF04N0A4K0b7y3SUntW2OQZpFHR2pIb/KyspRPX7KlClaKDYWi6GnpwdTpkw56f50d3drIczE9kfbn2Tt7e1Dgpjt7e0p86N5zoIgoLKyEs3NStWCwT8/vX2M5nlUVVUNu610y41GI8rKysZ0H9l4LSaSkQKxAE6qGsLJiEsy3tzfgTf36/cpEVTbcrQHW46OHAZKvIk3dPmx+Uj69n/TGc78ZEgyRqwMOpqhZABgb6sHP3ll70n1JxiNY+ux3rRDwqaz/UTfsAHdVDG8dziM9w53j9x0BJGYhG3He7HteGb9PF3E1Mq/Bzu8IzcehUhcSnqtx+6keibc/gieeq8RT72X3f1mwh+J40D7yf+sZ41wlRYAXDDThX+6fLZumDW5kvapmjelEF88t1Y70BeVZIRjcazZ3oLOUxiSNBiNI9gfH7FC4lhLvHeO5QUa4ZiEjxrdKRXQ85EsQxtmdLRBWLNBzJsD4FLSsOkbMvj8MV78kTj8kWDWPt+Mp5gka1XGJ6vExROngw5PGB2esflsRZRvlKpUEfSMYb6svtaJ//hiPc6YMnwl/8mkvu7kK+FOcxUowVe1+uu8KUWYWlowqlEK8o0gCKivK0Z9XTF+dO18bD3mxqu7WrF2d7s2agtNfjXFNpxZU6QFYBfVOOEaIQCbToHZiPOnl+L86aXasv5gFHta+rGzuQ+7m5Wg7Hh8hgzHpKx/vyLKJ6fDkLFOm0m7uF8UBPjV6nKBpOGN0xV8oLGT+BmfyjExopNhMymjbdhMStV8m8mgLbMmpgfPm5V21qTH2kwGWM3p25sMwpAKqbKcKBgSRo8/gm5vGN3+CHp8YXT7wlohkcS9JzTxLzaIxCTtGCoREVE+sJkMQ6q4lg6q5OpyqKFXuwVFtuxXPafTi00tElZXWjDm22YoNov8/tQzLXa7fVSPH9w+EDi1AMbgx59qf4LBoR/ox3IfsVgMkUgEZnNqdZBT2Ucmz2HwPmw2G0Qx8ysbsv1z0tsHERGdfmZXjByKBYA7ls3Be0e6sbMp0wD66F02txz/+ZWzUZhmiNt/unw2Hlx3AM9/dGLc9k+557KbcdeVc/F359VhV3Mf1u9tx/q9HSc1xDARANSV2lBfW4yz6ophMRnUC4+GXknKSqaUYBAFTCmyosRuwvHuwLgOy0OnF4tRxPevmotvXDwDxtOsEsJVCyoxpcg67FCjhVYj5k8pwjw1+DqvSqlA7bBM7sOSoijggpkuXDDThfuWL8SWoz14ZWcr1u9p5/vPJFKMWmeqAAAgAElEQVRTbMOiGicW1aoVYKuLTioAmymnzYSLZ5fh4tkDF+x3+8LY3awEZXc192NXc9+Er8yf7xwWI2qKbagutqK62IbyQguCkbg2ck1fMKKNcNQXjDJYSFkjCMp37/JCKyrUEa0qiiyoKLSissiiLS8vtMBqGnmIUkmSEYqlDqmsF54NRmLwa+1Sp4OR+JB1JzMiEtFkZzaIsJpELXSaaQDVpj7GmrQu3eNtZgMsRjFnwRZBEOBUR3+bWT5y+3BMGTmx2xtBtz85NBtG96AAbY8/krURtIhocjAbBt5vC9T3UFEEJAmQ1LLqiZG/JFkG5NR5WVbC/lLSciBpXlLbaNtR28iD5imrDKIy+oMoAgZBUObVmygoo5qIiWVC6rrktoltGEVRaS9gyLYMg7Yjiur2025LuTcaEuuh9Sfx2GH7m2Zd8rxRFFBcYILLboHNPPL3AKLJYnIffc4zg4OPFsvoDpAObn+qodjBId3x6M9YP2e/3z9iKHbw+tFsX+9nmrx8tM9hpP4C2XktiOj0ckZlIdo9IQ4heJqbk2Eo1mQQ8asvnYVrH3tvXE7Wfe2z0/CT5Qt0QyJOmwkP3LAIX6ivxt1rdqOhKztDglJ2WIwivnnJTHzrsplaKPq86aU4b3op7rl2Pg60e7WA7P42T457SwkGUcCscjvmVxVhflUR7GYD3jrQic1HenJS6bfIakR9nRKAPUutwDfSkMOAchK3PxjVhllRhlpRgrPHegLY09LPKmiThCAAFYUWVDmVgEqV04Yqp3pfbEW1UwmsGNQKlJIko6k3gL2tHuxt7VfvPejKUpUml92M2RWOlFssrvSpyR1AkzuoTU+G6jiT2Weml+LBLy7GjLLRXdw6WVhNBrxy+8X42av7cLjDB0mWMa+qCPOmFGrVX6uc1tO+ooTRIOLSueW4dG45fn7DmXjnYBde3dWGN/d1IBhlWG6iGByAXVTjVIa/zbEyhwVL51Vg6bwKAMqJ2bb+kBaQTdzz/0lmRAGoLFLCrtXFNtQU21BTnDRfYkNRmos9hxOJSegPRtVbRAnOJgK0gWjSuij6ApGk6SiHQCYAypClZY5EwNWCiqJE6NWaEnx1OcZ2qFJRFFBgNqLAPPanEmNxSRn5Rw3MpoZnB8K2ieBtUA3kJgd0h6wLx+GLxCDzz4bGiEEUYDWKsKoBU4tRhMVkgNUkwmpU79V1VpMIi3Fg2moywDq4/aCAanJw1WoUT7sL7EZiMRrU7/a2EdtKkgxPKIruQYHZHl8YXb6karT+CHp8Efh4kRpR3jOKQkpo1WY2Kvfq+2aBeSDMqkwbU9YpjzOqla6NA+3NBhSYDHnzniurAduUAC5GCuAmQroD80qbwYHb5JAuIGPovgZvO92+ZLWficCwNp+0rcHPQ+95jRTiTF6fCJ0mAqLpgqTDhkwHrRcFnPbHp4hONwzFZlE4nHpybTThzXTtQ6FTO3kbiaRWDBiP/oz1cx68vVPdR6Y/0+R9jMfPKRuvxemsptjGoUloQrr5gqm4eHYZXtzegrcPdmZ8IuTrF07DPdfOR7cvjO88vyNt9U9RUL5IDA42ldrNuHROGT4zw4W3D3bijf0dY3ogub6uGB39oWErSeW7RKWrQqsRDqsRhVYj7GYjevwRnHAr4ZV2TyjnB+DNRhFXn1mVcfvpZXbct2Ih/vV/d41ZHwQB+PF1C3DrxdMz+qJ5wUwX1n7vEvxm0xE88fZRnvyb4AQBuOHsGvzgqjNQXZz+4LUgCFro8s5lc9HkDmD93nZ8cLQHjT1+NLkDrPKZBaV2sxZcmq8GmeZUOmAxpl4x/LULp8MXjuHdQ13YsLcdbx3oHJdwhcmg/F6cVVesVIKdWowZLvtJDactigJK1KF/5lamH868yxvGnhZl+OHdLf3Y3dKHDs/EHr6ywGzArHIH5lQ4MKtCuXdYjDjc6cOhDi8Od/hwsMObs4tnTAYBRlGEUVSufjeIIkwG5eCkySBqByy1deLAugKzAdXFauA1ce+0orLIOqoAgCgKmOayY5rLjmsXDfy/7PSGsLfVg31JYdnj/5e9Ow9volz/Bv7N2qY7bWmhC0uBspRVKKAcREABRdkUF0QBRV7kAIp4VFRkU8AFAUWPgoqIC+oROIj8UBRlEWQ5UFoLlFKgdKOU7nvTZN4/kkwzadqmJem08P1cVy76PHlm5k4zDZOZe+4nu+E3HYb4upvfA290DPJCp2AvdGzphRb1SKLKL9UjJacEqbnSZNmU3FKk5JSgvBlV2XLXVE25qVUrUa43mhIg9IZm93nvqVXhpbu74NEBbRv0+XQjCfJ2x7pJt8gdRrPhplZhRFQrjIhqhZKKSvx25ip2nErHvoQsWW48aUwalQJualNCiSWxRGuuVlZRaUB5pdH00Ff9LJewFqYEWEvya/cmkgDrCIVCISZwjureCoDpgmRydglOpeYhLtV03PN3ev5NWcHUQ6syV3k1JbiKFV99Te36HlM4QqtWoqW5Omd9CIKAkgoD8kr1yC8xVaAtsE6otSTTWlWotSTTFjIJullwUyvFhNaqyq7uaGn52dsdQT5u8PfQ3nDHG2qVEt4qpd0Zha6H0SigRG9AUVklisrNj7JKFJXrUVRuQFGZHkXllSgsr0Sx+FwlCssqUVwhbTen4+ybRVWyaVXiqZum6tiiKoHVKllVTEy1Tma1WkajrDGp1dn/H5DrKJUK+Hlo4eehRceguseXVhiQXWxKoM02J9BmSSrPVv2cU1zBao5EdigVMCedWieuqqwSV9XwsNwEYE5E1WmrJ6paL2+d2KpV3xyfwQqFAgoFoMSNdaxHRNQUMCm2EdlW89Tr63cB0jZxsr7VRG3ZJlK6Ih5nv2Z7yaLXsw1Hf6dubm4oLS2t9/od3UZjvBc3I3eNEsvH98C43qGYs+UkforNqHMZf08t7unRCvvOZSElh4m0gOnk7IRbQnGtqAJ7TmfKHY7LBHhq0S3EB7Gp+bJXV+0Z5otX7umKAREBAIB7erRGUXklzl8tQkGp6cJGYVnVvwVlphO13u5q3NuzNfq18wcAhLXwwPf/71ZsO5mKvWevQqNSIirEF33a+KFHqC88tCoUlFXiWlE58koq4KvTIiKwKulo0oA2OH+1CBv2X8DO2HQU13CxTKkAJtwShtlDO+JcZiHW77+A48m5kjG9w/0wf0Qk/tExEEYBOJyUjR9OpOLX05mNOnVozzBf3N29NS7nFGNHTM2vyVaglxZ3dWuFUd1b4daIgDq/jJfpDUjNLUVeSYV4p6IlmUepUMAoCCjXG1FuvvBbpjcgu6gCsWl5OJWSjzMZBXYTQrUqJbq09kZUiC9a+7ojKasICVcKkZRVJEkk0aqUWHxfVL0vuE3sG4ZD569he0x6vZazx0OrwnsP98Gd3YLrtZy7RoX5Izrj3p4heG9vIvYlZN0Qd+57alXo284fA9r7I7qdPzoFeeF0RgGOXcrB8Uu5OHE516kXpH11GoS10MHLTW36rCjXo6DU9JlR10lcrVopTmXmq9PAx12N8kojkrNLkJ5f6lDC960RAXhldFd0D/WtV9zh/h6YPjgC0wdHAAAMRgEZ+aVIzi4xPXKKkXytBMk5JbicXSz5G3bXKOGn05ri9tDAzxy/n4cGfh5a6A1GnL9ahMTMIly4VnRdyVc+7mpEtPRC+0BPeLqpoK8UUGEwmh6VRujN/1p+Lq80PVdUVom8Er1slVbFSlfmi/+dW3mja2sfBHm7OXyHtJebGvf0aI17erSG3mDE0Ys5+CX+CvaczkR6PSuu6jQqtA/0RERLT0S09EKE+efIYG+HpvJ0lpbe0upqAHC1oAxxVomysan5uFbU9BJlfdzV6BTsjU42FUdDfHV2L5rfZjXVsiAIyCosx7lMU6Ks5ZGYWdSg/5u1KiVamRNUpQmrVYmrfh5asVJrUxXk7Y6gzu4Y2rlqfygo0+OMuZKspbLs+atF4v/VSgXQNsDTlIhsTnrtaE5Idsb08L46DXzNCVm2LO9jiiVhNqcEKbklyCk2Hc8qFIBC/FdR1Wdpi88rxHGAtA/msW5iQmtVYqtlek5TdaOq6kfuast0nlVj65qmU28wWlX+Mlf90ltNx1tuQIm+qnJYVYUwA0r1NtXEyg0oMic6OHq8Vx+3R7bE8vHdEdbCw+nrppuLh1aN+3qF4L5eIcgv1WPv2UyczShEeaXRbtUV22ou0nZV1Zbax1s/bz3NI8SkEeukVdOjKlHETaO0ed5qvMbOeLXS3K+q9/8BgiBUJcpWGszfoaq+R5XrjSgT++0k1Vol19pbvsz8vFEQEN7CQ0yA7RHqW6+bF5oDhUKBdoGeaBfoibG9QwGYjrWTsopwKiUPcWn5OJWajzPpBc06OdtSOb6qwqtOTBAO8XNHmJ8HfHTqZlMdSKFQwNNNDU83NUJruNGwJgajgILSquTZkvJKVBoFGIwC9AYjDEYBlUYBlUYjKg3mfqMAg8Fo7rcz1vycqV+AwWgea17esi7bZfVG81ir52oaa2lbPreaKy83NYLMidBVVV3dbBJg3ZvV/thcKJUKeLmpnXIcrjcYUWxOkLUcWxZaJdJaP1dUVokiq6RaSVJueWWznNZdoTB9z9OqlNCoTTcyatVKaCx9KqW5rRD7LM+bnlOI4zTmfjer8ZblpcmsdpJVrY4/+PdCzqLTqhCm9XDoO53BKCCvpEJMoLUkz2YXl+Naoelf62q0ZfrmeSylVSmhVpmuZWjMP1v+Vk03LivNNzlb9Ztvetaoqp7XKKuWtSynNT+vtnperTLdBG29LcsN0kYjYBBMxwSW4wLLcYLRKMBgnppe7BMEGMzfheoeZ/q30mD1vGC6qaLSaJSsp/q4qpis4zKI24L4szjGdrlGPMZRKCAmm7prrKqt2iSqVlVPrZ6kqtNWr8BqWR8/l4mIqKljUmwj8vCQHljXt5qnbUVU2/XVl6endGo/V8Tj7NdsG7O9bdirJuvo+mv6nXp4eIhJsfV9DbYJq/a20RjvhTN5alWI7haMSoMRJy7nobi8Ere0bYF/Du2IAe39UVReidV7zuGHE6ko0xvhrlFiZFQrdG7ljY1/XhKnJPX31MLTTVVj8qlaqcDAiABMua0d3DVKbDp0Cam5pbiQVVztBL1SAfEijkalwB2dg7BwdDe0CTD9LtY90gfT/9EeBxOvIbu4AklZRcgqLEdYCw8M7xoEvcEIX50Gd3QOgq9OgzK9AWt/S8SmQ5fEJCW1UlHvqoWhfjrc1S0YBaV65JZUoF2gJyICPZFZUI7/+zsDSeYpwkP9dOjdxg86jQqXc0oQl5pf6xSKlqnc+rXzx20dAnBvz9a4dK0Ea39LRGpuCXqE+qJjkBf+upCNoxdz4OehxYAIf9zROQgjugVDbzDii8PJuJBVDB+dGr46DbIKy3EqNQ/5pXr4uGvg76nF8C5BGNcnFH4epotBZ68UYOPBSzh04Roy88vF98FXp0E783ShV/JLUaY3ooWHBi08tWjr74GhXYIwuFNLpOSYqpKcSjFN3XfhWjEMRgEalQI6jQrR7fzx0t1d0DHIC7+duYpdcRk4nVEgJvwpFUCnIG/0DPNFuL8HfHUaeLuroVUrYRSAS9eKcfD8NZxIzkWlUYBaqUCwj6miguVkqEIB5Bab3g+9wYi+bVvg6Ts6itOdVhqMOHulECcu5+J/ybk4k1GAkgqDeAFRq1ailY8pscNXp0FOiR5Z5mmYrxaWO1SJQ6kA/D3dEOilRUtvN4S10CEi0JRc1SnYC20Dqn/Webmp0Tvcr177H2BKbnsoug0eim5j93lL0ltNOgZ54c0HeuL18d1x8VoxzmQU4ExGIc5eKUBeiR49w3wxbVB78ffXLtATI6Ja4eTlXOw7l4WSCgNu79QSgzoGiF+OVQrgH50C8Y9OgTAYBSRcKcT/LufiRHIujifnICWnVPLetfIxJdGUVFQiv1SPglJTIrDl55qqNnhqVfDz0CLEzx13dA7CvT1bS363r47uhp2x6dhyLAWnUvJgFEyfH6F+OoS18EConw7h/jr0bx+Avm1b1OsCrrtGhY5BXg6Pt3gwOhyAKan2dEYBYlNMU1wG+7ihe6gvOgV5203I1RuMuHitGOcyC6FWKtG1tbfd/aguCoUCqx7sjdAWOuyMzUB6Xik8tKa/HU83FTzNf0duaiUKSiuRU1KB3OIK5JZI75aPCvHBm/f3rHdCpLXOrbzxwaRbxOn0Kg2mi2R6owB9pRGVRtMF7eJyA/JKKpBnnmYyr0Qv/lxSYYBWZVvtoerifIneIC6Ta1nW/HN5pRHe7mq08jFVHwz2cUcrXzfxZ283NXJL9MixVBQoNlUNsJwcFQTT30//9v7o394f3Vr7VJuOZ1DHQAwyJ6hVGow4k1GIo5dycPxSDs5eKURFpRFKy7Qw5ulelIqqaWI0KiVa+7qb91nTfhvmb7rwW1OlFUEQUFxhMCXUm5NkgarPAh+dptZkxPJKU8J3cnYxLl0rweWcElzKLsbl7BLkllQgMtgbM26PwLAuQU45IaZSKkyvq4UHBnWs/lpyiitgMAp1xm1LbzAl+SZmFuJcZhESrxZWS5Z1UyvRPtBT8oho6Yn2gV5o4aFp8OsTBAFleqNYyUmcLrVEWtmpqLzSnFxr3vfNjwqD6W+gqs+ULOKmVpoqXEmmea1KAHB29R0A0KiU4n68eEwU4tML8MvpTPwSfwVnrxQCMJ18DfHVIaKlKWEwoqUnIgJN/7bycW+y1Y6CfNwx3Mcdw7uaEvsFQUBmQTliU/OQeLUIFZVGm6mdUMMUT1VTQSmVpgRDg9GURK03GM3vpQC90Qi91Xtd9bwgtg1GAYFeblVJl8FeaOnleEKzLYVCYbpA7+OOf3SSJstm5JeJCbLnMgtx7moRCsv0CPR0Q2s/d7TyNVVTE5Ne/dxvyOpVFj7uGgyICBBvWAJM/1en5JRAoTDdiNSYidzWrN/Hvm1lCcFpNColfHXKWo9NG8JoFFCqN4gJssXmxISSikoUlZv7y01Jt8UVlWK7qNyUYGsZX6Y3opWvOx6/tS3G9ArhhR9yOl+dBuP7hAF95I6k6VAoFGKCDOD8Y5mbnUqpQGSwNyKDvTGxn+m7aEWlEQlXCnEpuxgV5u9dlqRHvSVZ0mDVZ0lstNdnlfSoN1j12Vmf3iqpUm9en94q4cBCp1EhxM8doS08EGqu7mo5/g0zV3m9WSpK1UVlNWNCc2VvylVBMCXJGAUBgrF6sr/BMtZo/2YAS8JKTTcLmBJc7EwZK1gnyFR/Xq1UVlV39XGDh5aX3m4EGpVSrDx5PSznAaSVay0PvbltEH8utEq4NQqCnSRUU8Kp2C8mqiqkSamSJFUFNGol3KzGmyq4V423rF+rqprJg8e8RKb/UwO83BDg5QbA/ixE1orLK60qz5Yju7gC1wrN/xaVI69ED6VSAY05AVSaHGpJPLUkmtaUmGpKJK1KZLVKTFWa/t6tk1stz4sJqDaJq/x7b1yWYw5Joq45EbjSaBR/tpfQK03CNf0sAHaTWN01TFolIqKbm0u+mQuC0OT+g20KMdkmPpaU1G8KxuLi4lrXV1+2iZPXG48jSbHXsw2VSmW3AqrtNmzjcnT99tZl3Z+dnQ0AKC0trdf+1Ni/p5q24QyWBF+hIBPZ25cDACLMt7NVnlVg7c/S8V0E0wlujUqJlHgFUgCEAwgVBLHyEAC0NI+3/F4FwXSAr1IqUHJWgX/vsnptALrDfGITEJPULMvqDUYoFQpkn1Hg2e21vx4PADkAvv9vVd8mmzGdzCfuLV8KYRW35USqWmk62W5JYgBMSRGWZWKPVu0rp8wPAPAF0MM8XqNSIuNo1Xa7wnxS1eruQtN6IVadVCgUSDsGfA/Tw/p1JZkfANDZ/O+lo8DnMD1qokXV+1EMYMdPwA4741oCCLScMIYAlaLqC3OozdjLMP1ebX+33gB62vwt5cYCL9ps0ANAd8s+oVBAmaCQvD57ephjUyqq3q9i88N6vQBw/k9g/tc1r8vL/LCmN78ua77mh+XOUcs+aYnB+iPDev8vBpBgfjQ3SgB/A5hv++baOA7gXQfXadm3gKrfUab5Yc3H/AAgORmgAMQkJcvyBgC//QL8VsM2FQB6mddhWa4EQKL5sdfB2F3t20beXoD5Ycv6b8nyPrQxfx4aDILpMypBgdf+aFrHgo7wMD9CID12LAFw0fxwhCUV+BqAXeZHfbVwcJzl7+NEA7bhTH7mhx7ABz8DH8gcT0N4wvT/jSUpVqMyfR5Yfsd/yRmcFZX54W7nOQOAFPNDTh4Aepk/l9UqU9JoMYBY84MaLhNAvAzbVcH0N16JprGPETUmFaqO9QUAm/ZU/25DRESOU8CU4uxomrMgmM4BWpZVKBQoQvM9l0JEVF8VkJ7XJiIiIiIiutm0b98eq1atqtcyLkmKve+++/D888/jjjvucMXq623v3r149913sXPnTlnjCA6WTh985cqVei2fmVmVEqRWqxEQYC9VxXGBgYFQq9WorDRVNczIqHtq+ZriAYBWrVpVG3M9r1kQBMk27K3/erdhO7a2baSkmC79VlZWIisrC0FBQXbHNmQbjfFeOINgTlQrKytDfLwcl+OJiIiIiIiIiIiIiIiIiIiIiIiI7HNJUuz58+fx9NNPo3fv3pg5cyaGDBniis3U6ffff8fHH3+MU6dO1T24EYSGhsLNzU2c6j49Pd3hZQVBkCRXhoeHQ6O5vmnDNBoNwsLCcOnSJQCm5M36VEC1jt/d3R2hobb1IYGIiIgal6nLtWvXoNfrxXb79u3tjruebdgmn9quy7r/+PHjkuUcTYq1jcfeNhrjvXAGtVoNvV4PpVKJrl27umQbRERERERERERERERERERERERERDXlDNbGJUmxFjExMZg5cyY6deqERx99FPfeey88PT1duUkUFRVhx44d+Oabb3D+/HkAqFdyoSsplUq0a9cOCQmmiZ2Sk5NRXFzs0O8kKSkJZWVlYrum5M36ioiIEBMxy8rKcOHCBXTo0KHO5YqKinD5ctXk4e3atbP7Ow4ODoa3tzcKCwsBAGfOnHE4ttOnT1eL1R7beOuzDdtqp45u4/Tp0+jVq5dD23D0dbj6vXCGyMhIxMfHo2vXrti6datLtkFERERERERERERERERERERERETUEEpXrHTOnDlwc3ODIAgQBAGJiYlYvHgxBg8ejBdeeAG//vorKioqnLa98vJy/Prrr/jXv/6FwYMHY9myZTh//ry4fXd3d8ydO9dp27se/fr1E382GAyIjY11aLmTJ09K2tHR0U6Px952ahIbGwuDweBQPH379hV/vnbtGlJSUhzaxokTJyTtmrYRGRkJHx8fse3oa7Adq1Qqccstt9gdZ/0a6rONsrIynD17tsZYrTXGe0FERERERERERERERERERERERER0o3JJUuw///lP7Nq1CyNGjABgqtQKACUlJfjxxx8xZ84c9O/fH1OnTsWHH36I/fv3IzMz0+H1X7lyBfv27cO6devw+OOPY8CAAZgzZw527tyJ0tJSyTZHjhyJXbt24emnn3byq2yYYcOGSdq7d+92aDnbcbbraajhw4e7PB7b5/7v//7PoW38/PPP4s9arRaDBg2yO06tVuP2228X2xkZGTh16lSd68/MzJSM6927N/z9/e2O7d69O4KDg8X277//jvLy8jq38euvv0Kv14vt2n5PjfFeEBEREREREREREREREREREREREd2o1K5acUhICN577z3ExcVhzZo1+PPPP8XnBEFAWVkZjhw5giNHjoj97u7uCA4ORlBQEDw8PODu7g5BEFBeXo7i4mJcvXoVV69eRVlZmWRblgRYy5TxgiDgH//4B+bNm4eoqChXvcQG6d+/P1q0aIHc3FwAwE8//YT58+fXWD0UAJKTk3Ho0CGx3bVrV7Rt29Yp8bRr1w6dO3dGQkICAODPP/9EcnJyrevPz8/Hrl27xLa/v3+t1UmHDx+OZcuWicmh33//PaZNmwaNRlPjMocPH8bFixfF9u233w5PT88ax48aNQo7d+4U219//TV69epV43gA2LJli6TC6qhRo2ocq1AoMGLECGzevBkAUFBQgJ07d+L++++vcxu2cdakMd4LIiIiIiIiIiIiIiIiIiIiIiIiohuVSyrFWuvRowc+/fRTbN26FaNHj4ZKpQJQlcAKmJJYBUFAaWkpLl26hGPHjmHfvn34+eef8csvv2Dfvn04fvw4kpOTUVpaKo63sKxLpVLhvvvuw7Zt2/DJJ580uYRYwFTxdPr06WK7sLAQK1eurHG80WjEokWLYDQaxb7aqt6mpqaic+fO4sORqqHW6zMajVi8eLHk92tr5cqVKCwsFNtPPfVUrQmugYGBmDhxoti+fPky1q9fX+P48vJyvP7665K+mTNn1voa7rzzTkRGRort//73vzh27FiN4y9evIhPP/1UEuODDz5Y6zamT58OrVYrtletWiUmN9uzfft2SQxDhw5F165da92Gq98LIiIiIiIiIiIiIiIiIiIiIiIiohuVy5NiLbp164ZVq1Zh//79WLBggZiwal3l1fKoie0Yy7JRUVF4+eWXsX//frz99tt1Jh7KbfLkyWjdurXY/uGHH/Dmm2+ioqJCMq6oqAjz58/H4cOHxb4ePXpgxIgRTo1n1KhR6NGjh9g+dOgQnn/+eRQXF0vGVVRUYMWKFdi6davYFxISgkmTJtW5jZkzZ0oqvb7//vvYuHGjJNkXAHJycjB9+nScP39e7Bs5cqQkPnsUCgWee+45sS0IAmbNmiX53VmcPn0aU6dORXl5udg3a9Ys6HS6WrfRqlUrTJ48WWxnZ2fj8ccfR2pqarWxO3bswKuvviq21Wo1nnnmmVrXDzTOe0FERERERERERERERERERERERER0I1IItZWhdLGsrCwcOHAAx44dw99//wkeUrcAACAASURBVI0LFy5IprO3R6VSISIiAt27d0d0dDQGDx6Mli1bNlLEzhMfH49HH30UpaWlYl9QUBCGDBmCgIAAXLlyBXv37kVBQYH4fEBAAP7zn/8gJCSkxvWmpqZi+PDhYjs0NBR79+6tM5709HQ88MADyM7OFvt8fX0xbNgwBAcH49q1a9i3bx+ysrLE53U6Hb766iuHK/L+8ccfePrppyWJsO3atcPAgQPh5+eH5ORk/P777ygrKxOfb9++Pb777jv4+Pg4tI133nkHGzZskPTdcsst6NmzJ5RKJRISEnDo0CFJ9dXRo0fj3XffdWj9FRUVmDZtGo4fPy72aTQaDBkyBBERESgpKcGxY8eQkJAgWW7JkiV4+OGHHdpGY7wXDTVhwgTEx8cjKipKkpBLREREREREREREREREREREREREJDdZk2Jt6fV6ZGRkID09HUVFRWLCqE6ng7e3N0JCQtC6dWuo1WqZI3WOAwcO4Pnnn0deXl6dY0NDQ/Hee++he/futY5raFIsAPz999+YO3cu0tLS6hzr5+eHd955B4MHD3Zo3Rbbt2/H4sWLJcnANenSpQvWrVuH8PBwh9dvNBqxfPlybN682aHxo0aNwltvvQU3NzeHt5GTk4NnnnkGR48erXOspULsjBkzHF4/0DjvRUMwKZaIiIiIiIiIiIiIiIiIiIiIiIiaqiaVFHszunr1KlatWoWff/7ZbqKoj48PxowZg2effRbe3t51ru96kmIBoLCwEGvXrsWOHTuQn59f7XmdTocRI0Zg/vz5CA4Odni91i5cuIBVq1Zh37590Ov11Z5v2bIlJk6ciKeffhparbZB29i3bx8+/PBDxMTE2H0+MjISTz75JMaNG9eg9RuNRnzxxRf48ssvkZKSUu15pVKJAQMGYN68eejVq1eDttEY70V9MSmWiIiIiIiIiIiIiIiIiIiIiIiImiomxTYRxcXFOH78ODIyMpCfnw9/f3+EhoaiX79+DU4MvR4VFRU4fvw40tLSkJOTA19fX7Ru3Rr9+vWDp6enU7aRm5uLEydO4MqVKyguLkZgYCDCw8Nxyy23QKVSOWUbycnJiI+Px9WrV2EwGBAcHIyOHTuiS5cuTlm/IAiIi4vDxYsXcfXqVbi7uyM4OBi9evVyWqJqY7wXjmJSLBERERERERERERERERERERERETVVTIolIocxKZaIiIiIiIiIiIiIiIiIiIiIiIiaKqXcARAREREREREREREREREREREREREREV0vJsUSEREREREREREREREREREREREREVGzx6RYIiIiIiIiIiIiIiIiIiIiIiIiIiJq9pgUS0REREREREREREREREREREREREREzR6TYomIiIiIiIiIiIiIiIiIiIiIiIiIqNljUiwRERERERERERERERERERERERERETV7TIolIiIiIiIiIiIiIiIiIiIiIiIiIqJmTy13AEREZJKXl4dz584hOTkZeXl5EAQBvr6+CAkJQe/eveHt7S13iEQNYjQacfnyZSQnJyMzMxMFBQWoqKiAh4cH/Pz80KVLF3Tq1AkqlUruUImIiOgmk5GRgbi4OKSnp6OkpARubm4IDAxE+/bt0aVLF2i1WrlDJCK66en1epw7dw4JCQnIz89HeXk5vLy80LJlS3Tv3h2hoaFyh0jUIEajEXFxcUhKSkJOTg7UajWCgoIQGRmJjh07yh0eUaPKzMxEbGwsMjMzUVpaiuDgYLRr1w49e/aUOzQiIrKSnp6OxMREpKamoqioCGq1Gr6+vujQoQOioqJ4HoWarYqKCiQlJSEtLQ2ZmZkoLi6GwWCAt7c3AgMDERUVhfDwcLnDJCKiemBSLBGRTIxGI44fP449e/bgr7/+wrlz52ocq1AocOutt2Lq1KkYMmRII0ZJ1DA5OTn49NNPceLECZw5cwalpaW1jvf19cWYMWPw5JNPonXr1o0UJZHrvP7669i8ebOkb/z48Vi5cqVMERERkYXRaMSOHTvwxRdfID4+vsZxGo0Gffr0wYwZMzB48OBGjJCobo899hiOHj163euZPXs25syZ44SIiJwvMzMTGzZswH//+18UFBTUOK5Tp06YNGkSHnroId5sSc1Cfn4+PvvsM3zzzTfIz8+3O6Zz586YMmUK7r///kaOjqhKcXExTp8+jdjYWMTGxiIuLg5paWni86Ghodi7d+91bSM2NhZr1qzB4cOHYTQaqz0fHh6OyZMn4/HHH4dSyckvyTlcvW9nZ2dL1h0XF4e8vDzxeZ4jJFdxxb5dWlqKffv24ffff8fhw4eRmZlZ41g3Nzfcc889eOKJJxAZGdng10Fkjyv279OnT2PLli04efIkkpKSYDAYah3fpk0bTJw4EY899hh0Ol2DXgeRrcY45rbHYDDggQcewOnTpyX9K1aswIQJE5y+PSI5MCmWiEgmo0aNQnJyskNjBUHAoUOHcOjQIYwePRpLly6Fl5eXiyMkari0tDR88sknDo/Pz8/H5s2b8cMPP2DhwoU82KZmLSYmBl999ZXcYRDVy/UkV23cuBG33XabkyMico3U1FTMnz8fMTExdY7V6/U4evQoevXqxaRYumF5eHjIHQKRXb/99hsWLFhQY8KgtcTERCxZsgTbtm3DBx98gKCgoEaIkKhhYmNjMWvWLGRlZdU6LiEhAS+//DL27NmDd955h+cBqVFt3LgRW7duxfnz5+0mqjrLhg0bsGbNGlRWVtY4JiUlBStWrMDevXuxdu1atGjRwmXx0I3P1fv2Cy+8gOPHj0sSWYgag6v27YsXL2LChAkoKSlxaHx5eTm2bduGnTt3Yvbs2Zg5c6bTYqGblys/uw8fPoxvv/3W4fGXL1/GqlWr8N133+Hdd99lRXu6Lo11zF2Tzz77rFpCLNGNhkmxREQyycnJqdZnmRIqMDAQbm5uuHLlCg4fPowrV66IY3766SdcvXoVn3zyCdzd3RszZKIGCwwMRGRkJNq2bQtfX1+oVCrk5eXhzJkziImJEQ/2S0pKsGDBAlRUVODhhx+WOWqi+tPr9Vi4cKEsX2CJiKh2iYmJmDZtmiQJRaFQoGfPnujSpQsCAgJQVlaG9PR0xMbGIj09XcZoiWqnVCobVBHTuuqJQqHAiBEjnBkWkVP8+eefeOaZZ6DX68U+tVqNgQMHIjIyEjqdDrm5uTh58iTOnDkjjomNjcXUqVPx3XffMYGQmqTY2FhMnjwZ5eXlYp+HhwcGDRqE9u3bw2g0IikpCYcOHRLH/P7773jmmWfw8ccfQ63m5RxqHMeOHat1VjNn2LJlC9555x1JX9euXdG3b1/odDokJSVh//79YsLskSNHMGfOHGzcuBEajcalsdGNy9X79t69e1FYWOiy9RPVxFX7dllZWbWEWJVKhW7duqFz584IDAyEwWBAcnIyDh06hKKiIgCmc+SrV69Gfn4+XnzxRafHRTeXxjgusWjbti06dOiAsLAweHt7w2AwICsrCzExMUhKShLHpaSkYNq0afj888/Ro0ePRomNbjyNuW/bSklJwbp162TZNlFj4lkUIiKZhYaGYuLEiRg/fjxatWpV7XmDwYDvvvsOK1asEE+IHzt2DGvWrMFLL73U2OESOUSlUiE6OhojR47EoEGDEBERUePYtLQ0LF26FH/88YfYt2LFCtx2221o06ZNI0RL5Dzr168Xv8S2bNmyzuo/RE1VfRKtFAqFCyMhco6cnBxMnz5d8rl85513YsGCBQgLC7O7zNmzZ7F161YmVlGTtGnTpnovs2fPHsyePVts9+vXD+Hh4c4Mi+i6lZeXY+HChZKE2OjoaLz11lsICQmpNv7w4cP417/+JX6+JyUl4f3338eCBQsaLWYiRxQVFeGZZ56RJMQOHToUb7zxBgICAiRjMzIy8OKLL+LIkSMAgIMHD2Lt2rWYP39+o8ZMZM3DwwNRUVGIj493uGJgTc6cOYNly5aJba1Wi+XLl+O+++6TjEtJScGsWbPE8yzHjh3Du+++ywQrcipn7tv2BAYGIiIiosGz8xA1lLP37d69e+PBBx/EyJEj7Z4nKSwsxOrVqyUzqH322WeIjo7GsGHDrnv7RNactX/rdDqMGDECI0aMwK233orAwMAaxx4/fhyvvvoqLl68CMB0fL9gwQJs27aNN+yQ07j6uMTitddeQ1lZGQBey6QbG5NiiYhkEhISgilTpmDcuHG1Jp6oVCo88sgjCAkJwcyZM8Xqg19++SWmTZuG4ODgxgqZyGHdunXDl19+6dDY0NBQfPjhh3jqqafw559/AjDdgfz1118z8ZualQsXLuCjjz4CYDqZ8txzz/FiPDVL/fv3x+bNm+UOg8ip3njjDcnsCzNnzsS8efNqXaZLly54+eWXXR0aUaPZunWrpD1+/HiZIiGq2W+//SaZcrhdu3ZYv349PDw87I6/9dZb8cknn+D+++8Xqwl+//33mD9/PrRabaPETOSIzZs3S6rQDxw4EOvWrbNb/bV169bYsGEDHnnkEcTHxwMw3Qzx6KOP2r2hnsjZ3Nzc0LNnT/To0QPdu3dHjx490KFDByiVSgwbNuy6L9CvXr1a/MwGgGXLllVLiAWA8PBwbNq0Cffeey+ys7MBAF999RWmTp3Kc+LUIK7et318fMT1WrYREhKC1NRUDB8+3Emvgqg6V+7bffr0wfz58xEdHV3rOG9vb7z22mvw9PTE+vXrxf533nmHSbF0XVy5f0+aNAmTJk1yaGy/fv3w1VdfYezYsWICYWJiIg4cOMB9nBrE1cclNdm6dSsOHToEAIiMjMSwYcPEa5tENxomxRIRyWTr1q31mvZsyJAhGD16NH788UcApulHfv31Vzz66KOuCpGo0ahUKsyfP19MigWA/fv3MymWmg1BELBw4UJUVFQAAGbNmoXQ0FCZoyIiIsA0DffOnTvF9vDhw+tMiCW60eTk5ODAgQNi28PDA6NGjZIxIiL7/vrrL0l76tSpNSbEWnTp0gV33nkndu/eDQAoLi5GXFwc+vbt67I4ierLumqaQqHA4sWLaz0v6ObmhkWLFuHBBx8EYKqivH79erz22msuj5Vo9erVLlv36dOnsW/fPrEdHR2NcePG1Tje398fzz33HF555RUApr+FTz/9lDevUYO4ct8GgL1797p0/UQ1cdW+3alTJ2zZsqVey8ydOxe7du1CamoqANNMDomJiejUqZMrQqSbgKs/u+sjICAATz75JFauXCn27d+/n0mx1CBy7NvZ2dl48803AZi+ly5duhQHDx5s9DiIGotS7gCIiG5W9UmItRg9erSkHRcX56xwiGQXFRUludiZkZEhYzRE9bNlyxYcP34cgOnOymnTpskcERERWVhXKNFoNKziTTelH3/8UTId/YgRI+Dp6SljRET2ZWZmStq9e/d2aLk+ffpI2levXnVaTETX69y5c5LpKPv164f27dvXuVyvXr0QGRkptnfv3i3OIEXUXFluYLBwpDrbfffdBx8fH7H9888/Oz0uIiKqriHXMTUaDUaMGCHp47VMupH069dP0raemYqoqXv99deRl5cHAHjwwQernUshutEwKZaIqBlp06aNpH3t2jWZIiFyDesL84IgyBgJkeMyMzOxatUqAKY7K5csWQKNRiNzVEREBAApKSk4cuSI2B4yZAjCw8NljIhIHtu2bZO0x48fL1MkRLUzGAyStru7u0PL2Y5TKBROi4noep0+fVrSrs+FR+ux2dnZOHHihNPiIpKDdSVNjUbjUGU1Nzc3DBkyRGxfuXIF8fHxLomPiIiuH69l0o3My8tL0uZNa9Rc/PHHH9i1axcAIDAwEM8//7zMERG5Xv1v73Gh/Px8HDp0CGfOnEFaWhqKiopQVlZW76QYhUKBTZs2uShKIiL5FBcXS9parVamSIicr6ysTLw7DQATVqjZWLZsGQoLCwGY7qy85ZZbZI6IiIgsdu3aJTmnYDvzAtHNICEhAWfOnBHboaGhGDBggIwREdUsLCxM0k5PT3eoomZaWpqkbXshnkhO1uc6ACA4ONjhZW3HHjt2rFp1KqLmoqCgAImJiWK7W7duDt/80KdPH/z4449i+9ixY4iKinJ6jEREdP14LZNuZLazXPJaJjUHxcXFWLJkidhesGCBZCYGohtVk0iKzcjIwDvvvIM9e/ZIpnJrCEEQWAmAiG5YCQkJknarVq1kioTI+Xbv3i05Dhg6dKiM0RA55pdffsGePXsAAAEBAZg/f77MERERkbWYmBhJm0kkdDOyrRI7duxYnjujJmvw4MH45ptvxPauXbswaNCgWpeprKyUTKUdEhKCLl26uCxGovoqKyuTtOuTGOLm5iZpJyUlOSUmIjnY7r9du3Z1eFnbBNgLFy44JSYiInI+XsukG9nOnTslbV7LpOZg9erVSE9PBwAMGjQI9957r8wRETUO2ZNi9+3bh2effVZSEZYn5omI7NuxY4ekzeo+dKNITEzEm2++KbZbtGiBKVOmyBgRUd0KCwuxbNkysf3SSy/B19dXxoiIiMhWXFyc+HNwcDCCgoIAAMnJydi6dSsOHjyIjIwMlJaWokWLFmjfvj0GDRqEsWPHIiAgQK6wiZymsrJSUlUNAMaPHy9TNER1Gzp0KLp27SpWN962bRuGDh2KO++80+54QRCwcuVKJCcni32zZ8+GUqlslHiJHOHt7S1pFxQUOLys7VgmxVJzZpvIGhIS4vCyrVu3lrQvXrzolJiIiMi5SkpK8Ouvv4ptpVKJ/v37yxgRkfP89NNPkhuPo6Oj67yJk0huMTEx+OqrrwCYbrpctGiRzBERNR5Zk2L//vtvzJ49W6wKp1AoIAiCZGpDIiIyOXr0KI4ePSq2vb298Y9//EPGiIgaThAEFBUV4dy5c/jll1/wzTffoLy8HADg4eGB999/n4ko1OS99dZbuHr1KgDgtttuw5gxY2SOiMg50tPT8eKLLyIuLg7Xrl2DXq+Hn58fgoOD0a9fP9xxxx2stknNQmFhIbKyssR2eHg4Kisr8e9//xsfffQRKisrJeNLSkqQlpaGgwcP4v3338f06dMxa9Ys3rhLzdqBAwdw7do1sd2vXz9OK09NmlKpxLvvvotHH30UOTk5MBgMmDNnDiZOnIgJEyYgMjISOp0Oubm5OHnyJD7//HPJuZKHH34Y999/v4yvgKi64OBgSfv8+fMOL3vu3DlJ23a6VqLm5MqVK5K27d9GbVq2bAmVSgWDwWB3XURE1DR89tlnKCkpEdv9+/eHv7+/jBERNZzBYEBubi7+/vtvbN26VTJDSfv27bF69WqeN6QmTa/XY+HChTAajQCAmTNnom3btjJHRdR4ZE2KXbp0KfR6vfgfhSAIGDRoEIYPH47IyEi0aNEC7u7ucoZIRNQklJaWYuHChZK+adOmwdPTU6aIiOrnwoULkqkYjEaj3Ztg7rjjDixYsADt2rVrxOiI6u/YsWP4/vvvAZimvuSdlXQjSU1NRWpqqqSvpKQE6enpOHnyJDZs2IBevXrh1VdfRc+ePWWKkqhueXl5knZgYCAWLFhQbfYFe0pKSvDee+/h7NmzWL16NdRq2SfaIWoQ6womAKvEUvMQERGB7777DgsXLsThw4dhNBrx7bff4ttvv61xmcDAQMydOxcPPfRQI0ZK5JhbbrlF0j548CAqKyvrPL4oLi6WJH0DkCSZEDU3tvuvl5eXw8sqlUrodDoUFRUBMJ0vJyKipiUxMREff/yxpG/27NkyRUNUf99++y2WLFkiti0341jTarV46KGH8Oyzz9brWIZIDuvXrxdvtOzQoQOmT58uc0REjUu2qzoXL15EbGysWB3W19cX7733HqcCJyKyY8mSJbh06ZLY5kELNTeCINj98mihVCoxadIkTJ8+vdp0aERNTUVFBRYuXCgmds+cOZOJ3HTTOXXqFCZNmoSFCxcy+YSaLMsFc4s///wThYWFAAB3d3dMnToV99xzD9q2bQu9Xo+EhAR899132LFjh/gZ/8svv2DVqlV48cUXGz1+ouuVn5+P33//XWzrdDqMGjVKxoiIHBceHo7PP/8c27dvx4oVK6rd6GCtW7duWLx4MXr16tWIERI5zt/fH7169cKpU6cAAFlZWfjPf/6Dhx9+uNblvvjiCxQXF0v6ysvLYTAYoFKpXBYvkavYJsVqtdp6Le/m5iYe49v+bRARkbxKSkowb948VFRUiH0TJkxAdHS0jFER1Y/RaKz1Wqa3tzdmz56NBx98EB4eHo0YGVH9XbhwAR999JHYXrJkSb2Pv4maO6VcG46JiQFgSpJRKBRYtGgRE2KJiOz44osvJNV9tFot3nnnHbi5uckYFZFzGY1GfPnll7jrrruwcuVKyYkToqbmgw8+wMWLFwGYpsh56qmnZI6IyDl8fX0xduxYvP322/jpp59w/PhxxMfH4/Dhw/jiiy/wxBNPSO5+1+v1WLRokWTaKKKmxPZCuSUh1s/PD1u2bMG8efPQuXNnuLu7w9vbG/369cNbb72Ft956C0pl1emSzz77DGfPnm3U2ImcYefOnZLj6hEjRrCKCTUb58+fx7Rp0/Diiy/WmhALAKdPn8aDDz6IGTNmcDptarKeeOIJSfutt97CiRMnahx/4MABfPDBB3afKysrc2psRI2lvLxc0q7vRXnr8bbrIiIi+QiCgJdeegmJiYliX9u2bfHKK6/IGBWR8xUWFmLFihUYOnQofvjhB7nDIaqRIAhYuHCheF6QNynQzUq2SrHXrl0Tf/bx8WGlCiIiO3755ResWLFC0rds2TJ069ZNpoiIGqZDhw5ISEgQ2xUVFcjLy8OZM2ewe/du/Pjjj9Dr9dDr9di4cSPOnTuHjz76iHesUZOTkJCATz/9VGzzzkq6UcyZMwc9e/aEu7t7tef8/f0xYMAADBgwAE8++STmzZsnTuMqCAIWLFiA6Oho+Pv7N3bYRLWq6fN56dKl6Nq1a43LjRkzBn///Tc2bdok9n366ad4++23nR4jkStt375d0h4/frxMkRDVz4EDBzB79mwx8U+j0eCBBx7A6NGj0blzZ+h0OuTl5SE2NhZbtmzB/v37AQD79u3D+PHj8eWXX6JDhw5yvgSiakaOHIk77rgDf/zxBwDTzTtTpkzBY489hrFjx6J9+/YQBAFJSUnYunUrvvnmG1RWVgIAPDw8xAqbCoUCOp1OrpdBdF1sizzo9fp6LW99sw8LRhARNR0rVqyQ3DTv7e2NdevW8aZManYeeeQRPPLII2K7pKQE2dnZiImJwdatW3Ho0CEAQF5eHl5++WWkpaVh7ty5coVLVKMtW7bg+PHjAEwFIl544QWZIyKSh2yVYi3T+ygUCoSFhUmqsBAREXD48GHMnz8fRqNR7PvXv/6FcePGyRgVkXNotVoEBQVhyJAhWLFiBf7zn/+gdevW4vN//vkn1q1bJ2OERNUZjUYsXLhQvGgzfvx4znRAN4z+/fvbTYi1FRgYiPXr10tu0CkuLsaGDRtcGR5Rg3h6elbr69ChA0aOHFnnsjNmzIBGoxHbf/zxh+S4nKipS0pKQmxsrNgODQ3FwIEDZYyIyDHJycmYM2eOmBDr4+ODr776CosXL0Z0dDR8fHyg0WjQsmVLDB8+HBs2bMDixYvF5XNycjBr1iyUlpbK9AqI7FMoFHjzzTcRFRUl9lVUVODTTz/FmDFj0KNHD/Ts2RPjx4/H5s2bxYTYZ555RnK+xMvLi9dSqNmynWa4vtVercdzymIioqbho48+ktxU7Obmhn//+9+IjIyUMSoi5/Dw8EB4eDjuu+8+bNy4EatXr5acL/zggw9w4MABGSMkqi4zMxOrVq0S2y+++CJatGghY0RE8pHt7EmrVq3Eny0neIiIyCQ2NhazZs2S3P3+1FNPYfr06TJGReQ6Xbp0wYYNGyRfJjdt2oTc3FwZoyKS2rx5M06dOgWAd1bSzU2n02HRokWSvl27dskUDVHN7CXFDh061KFlAwMD0bNnT7FdUFAgmQaQqKnbtm2bpD127FgoFAqZoiFy3KpVqyQJrUuWLEGvXr1qXca2ms+lS5fwzTffuCxGooby8/PDV199hQceeEAsGlITDw8PLFmyBLNmzUJWVpbY7+Pj4+owiVzGNpG1uLjY4WWNRqN4w4S9dRERUeP7+uuvsXr1arGtVquxZs0aTtFNN6x77rkHCxculPStXbtWpmiI7Fu6dCkKCwsBmIqhTJgwQeaIiOQjW1Js7969AZim20xPT2fFFSIis8TERDz11FPitGgA8NBDD+H555+XMSoi1+vUqRNGjx4ttsvKyrBv3z4ZIyKqUlZWhjVr1ojtF154gVPF002td+/e6Nixo9i+cuUKLl68KGNERNUFBARIbrgBTMcbjrKtapKZmemUuIhczWg0YseOHZK+8ePHyxQNkeMKCwvx66+/iu3w8HDcfffdDi07Y8YMSfu///2vU2MjchadToc33ngDO3fuxMyZM9G7d28EBgZCo9HA398fPXv2xLx587B79248/PDDyM/PR0FBgbi89TE4UXMTHBwsaV+5csXhZbOysiQFdqwL7xARUePbsWMHli1bJrYVCgVWrFiBYcOGyRgVketNnDgRoaGhYjsuLg4ZGRkyRkRU5fjx4+J5FY1GI5lZh+hmpJZrwyEhIejXrx+OHz+OoqIi/PXXX7jtttvkCoeIqEm4fPkypk2bhry8PLHv3nvv5QEL3TRuvfVWbN++XWwnJCTIGA1RlYqKCsnNCgsXLqx2R7AtQRAk7e3bt0sSVMaNG4fly5c7N1CiRtS7d2+cP39ebKenp6N9+/YyRkQkpdFo0KZNGyQlJYl9vr6+Di9vO9Y6IYWoKfvzzz8lSdx9+/ZFmzZtZIyIyDFxcXEwGAxiu3///g5XOA4JCUFYWBhSU1MBAOfOnUN5eTnc3NxcEivR9YqIiMC8efPqHBcXFydp9+jRw1UhEblcRESEUFAJQwAAIABJREFUpJ2enu7wsrbJJvzuSUQkn99++w0LFiyQFD177bXXMGbMGBmjImocSqUSAwcOxA8//CD2JSQkoHXr1jJGRWRinWOi1+tx33331bmMbQHLV155Ba+++qrYXr58OcaNG+e8IIkakWyVYgHg2WefhVJpCuHdd9+V3OVJRHSzyczMxNSpUyVTog0dOhRvvvmm+FlJdKMLDAyUtIuKimSKhKh2BoOhzoftF0lBEGp9nqi5CQgIkLRzc3NlioSoZrbV1CoqKhxe1nasu7u7U2IicjXrm8wAVoml5iM7O1vSbtmyZb2Wtx5vNBolF4OImqsTJ05I2j179pQpEqLr16FDB0n7zJkzDi8bHx8vadsm2BIRUeM4fPgwnn32WUlex/z58zFp0iQZoyJqXLbXMi1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\n",
+      "text/plain": [
+       "<Figure size 3000x3000 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize = (20,20), dpi=150)\n",
+    "sns.set_context(\"notebook\", font_scale=1.7, rc={\"lines.linewidth\": 3})\n",
+    "\n",
+    "fig.tight_layout()\n",
+    "plt.ylabel('Power spectrum (in V$^2$)\\n\\n\\n\\n')\n",
+    "plt.xticks([])\n",
+    "plt.yticks([])\n",
+    "plt.title('Power spectrum periodogram showing periodicity of 7 days \\n'\n",
+    "          'in traveltimes, pace, speed, and density data\\n\\n')\n",
+    "\n",
+    "data = [#(D_trips, 'D_trips', 3e2),\n",
+    "        (D_traveltimes, 'D_traveltimes', 2),\n",
+    "        (D_pace, 'D_pace', 2e-4),\n",
+    "        (D_speed, 'D_speed', 0.08),\n",
+    "        (D_density, 'D_density', 0.03)]\n",
+    "\n",
+    "for index, entry in enumerate(data):\n",
+    "    D, name, ymax = entry\n",
+    "    # equivalent but more general\n",
+    "    ax = fig.add_subplot(4, 1, index+1)\n",
+    "\n",
+    "    # Setting up the figure\n",
+    "    sns.set_style(\"white\")\n",
+    "    \n",
+    "    D = np.nan_to_num(D)\n",
+    "    vector = np.nanmean(D, axis=1)\n",
+    "    f, Pxx = periodogram(vector, 24, scaling='spectrum')  # Need to sample only in 24 hr windows.\n",
+    "    x = 1/f[16:366]\n",
+    "    y = Pxx[16:366]\n",
+    "    ax.plot(x, y, '-')\n",
+    "    ax.set(xlim = (1.5, 15))\n",
+    "    ax.set_xticks(range(2, 15, 1))\n",
+    "    ax.set(ylim = (-ymax/100, ymax))\n",
+    "    ax.set(xlabel = 'Period (in days)')\n",
+    "    #ax.set(ylabel = '-'*60)\n",
+    "    ax.set_title(f'Power spectrum periodogram of \\n{name}, averaged over all links', loc='right')\n",
+    "    #plt.legend()\n",
+    "    plt.tight_layout()\n",
+    "    sns.despine()\n",
+    "    \n",
+    "plt.savefig('../MultiplicativeAlgorithm/Images/Periodogram')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_periodogram(D_trips, 'D_trips', ymax=3e2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/MultiplicativeAlgorithm/Visualizations.ipynb b/MultiplicativeAlgorithm/Visualizations.ipynb
index 159ea8334119ddb0123381e232740eee0b18dfb2..cc6bf76b508ca59f1397e3e04dc323696bf3dd03 100644
--- a/MultiplicativeAlgorithm/Visualizations.ipynb
+++ b/MultiplicativeAlgorithm/Visualizations.ipynb
@@ -1158,7 +1158,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.8.3"
   }
  },
  "nbformat": 4,
diff --git a/MultiplicativeAlgorithm/cSNMF.ipynb b/MultiplicativeAlgorithm/cSNMF.ipynb
index 1ee731164cb8e7b1c0478d24a84edb1b0c3b6da3..fda92bea1e8109e48deb75564222ac02ebaa0600 100644
--- a/MultiplicativeAlgorithm/cSNMF.ipynb
+++ b/MultiplicativeAlgorithm/cSNMF.ipynb
@@ -356,7 +356,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.8.3"
   }
  },
  "nbformat": 4,