diff --git a/log-analysis/HTTP.ipynb b/log-analysis/HTTP.ipynb
index 35942bd..a2d100b 100644
--- a/log-analysis/HTTP.ipynb
+++ b/log-analysis/HTTP.ipynb
@@ -9,13 +9,20 @@
     "\n",
     "Because as far as I can tell, there isn't a good one that exists?\n",
     "\n",
-    "This Notebook ingests a given log file and produces useful statistics about the recorded traffic."
+    "This Notebook ingests a given log file and produces useful statistics about the recorded traffic.\n",
+    "\n",
+    "## Instructions\n",
+    "\n",
+    "1. Run the first and second cells\n",
+    "2. Upload the file you want to parse\n",
+    "3. Click on the third cell, then click `Run -> Run Selected Cell and All Below`\n",
+    "4. Enjoy your data!"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9e51fd41-fb2d-45d4-a625-08fd60fd52d6",
+   "id": "1ce288a4-d9d8-4b51-9a3d-9194161e37da",
    "metadata": {},
    "outputs": [
     {
@@ -34,26 +41,67 @@
     "import pandas as pd\n",
     "import plotly.express as px\n",
     "import altair as alt\n",
-    "import numpy\n",
+    "import numpy as np\n",
     "import re\n",
+    "import ipywidgets as widgets\n",
+    "from IPython.display import display\n",
     "# Allow Altair to handle large datasets\n",
     "alt.data_transformers.disable_max_rows()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "bc020c2d-0ba9-4cff-a500-9735fb425eb8",
+   "metadata": {},
+   "source": [
+    "The first thing we need to do is get a file to analyze! Drop that file!"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 10,
    "id": "04021b75-fa2c-422a-8ad6-6dff420a44d2",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f5768708231741a5af91402cb7749b26",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "FileUpload(value={}, accept='.log,.txt', description='Upload', multiple=True)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "upload = widgets.FileUpload(\n",
+    "    accept=\".log,.txt\",  # Accepted file extension e.g. '.txt', '.pdf', 'image/*', 'image/*,.pdf'\n",
+    "    multiple=True  # True to accept multiple files upload else False\n",
+    ")\n",
+    "display(upload)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "32b0c18f-a554-4716-b71d-ce440a91c7df",
+   "metadata": {},
    "outputs": [],
    "source": [
-    "with open(\"samples/access.log\") as f:\n",
-    "    raw_rows = [l.strip() for l in f.readlines()]"
+    "# Extract values\n",
+    "raw_rows = []\n",
+    "for f in upload.value:\n",
+    "    raw_rows += upload.value[f][\"content\"].decode().split(\"\\n\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 19,
    "id": "a2faa922-0df2-4f6f-af5f-a2c25314e4e2",
    "metadata": {},
    "outputs": [],
@@ -66,7 +114,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 20,
+   "id": "22b268a1-535e-4208-b8e1-98b60a0b2aa5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Parser for log lines\n",
+    "row_parser = r\"(?P<ip>[0-9\\.]+) (?P<remote_log_name>\\w+|-) (?P<userid>\\w+|-) \\[(?P<date>.*?)\\] \\\"(?P<request_method>.*?) (?P<path>\\/.*) (?P<request_version>HTTP/[\\d\\.]+)\\\" (?P<status>\\d{3}) (?P<length>\\d+) \\\"(?P<referrer>.*)\\\" \\\"(?P<user_agent>.*)\\\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
    "id": "27edf20b-07fd-436c-bf2c-f972a0a6566d",
    "metadata": {},
    "outputs": [],
@@ -75,32 +134,14 @@
     "    \"\"\"\n",
     "    Ingests a row of HTTP log and returns a dict with structured data\n",
     "    \"\"\"\n",
-    "    src_ip = re.search(\"^([0-9]{1,3}\\.){3}[0-9]{1,3}\", row)\n",
-    "    timestamp = re.search(\"\\[(.+)\\]\", row)\n",
-    "    http_method = re.search(\"\\] \\\"([A-Z]+) /\", row)\n",
-    "    uri = re.search(\"[A-Z]+ (/.+) HTTP\", row)\n",
-    "    http_status = re.search(\"HTTP/[12.]*\\\" ([0-9]{3}) \", row)\n",
-    "    response_size = re.search(\"[0-9]{3} ([0-9]+) \\\"\", row)\n",
-    "    referrer = re.search(\"[0-9]+ \\\"(.*)\\\" \\\"\", row)\n",
-    "    user_agent = re.search(\"\\\" \\\"(.+)\\\"\", row)\n",
+    "    matches = re.search(row_parser, row)\n",
     "    \n",
-    "\n",
-    "    res = {\n",
-    "        \"src_ip\": src_ip.group(0) if src_ip else \"\",\n",
-    "        \"timestamp\": timestamp.group(1) if timestamp else \"\",\n",
-    "        \"http_method\": http_method.group(1) if http_method else \"\",\n",
-    "        \"uri\": uri.group(1) if uri else \"\",\n",
-    "        \"http_status\": http_status.group(1) if http_status else \"\",\n",
-    "        \"response_size\": response_size.group(1) if response_size else \"\",\n",
-    "        \"referrer\": referrer.group(1) if referrer else \"\",\n",
-    "        \"user_agent\": user_agent.group(1) if user_agent else \"\",\n",
-    "    }\n",
-    "    return res"
+    "    return matches.groupdict() if matches else {}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 22,
    "id": "e6281ae6-40de-4bf7-a287-53885c176ba6",
    "metadata": {},
    "outputs": [],
@@ -111,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 23,
    "id": "f5028f7a-1631-43b5-9a0c-6ab0d09e7dde",
    "metadata": {},
    "outputs": [],
@@ -122,14 +163,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 24,
    "id": "68f34c95-0657-47e5-b1da-6400bf2c88b7",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Make a proper datetime object\n",
     "# Reference: 17/May/2015:10:05:03 +0000\n",
-    "df[\"_time\"] = pd.to_datetime(df[\"timestamp\"], format=\"%d/%b/%Y:%H:%M:%S %z\")"
+    "df[\"_time\"] = pd.to_datetime(df[\"date\"], format=\"%d/%b/%Y:%H:%M:%S %z\")\n",
+    "df.sort_values(by=\"_time\", ascending=False, inplace=True)"
    ]
   },
   {
@@ -144,17 +186,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 25,
    "id": "ee02d32b-11ca-4c3e-8edf-1d91507509fe",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(10000, 9)"
+       "(10001, 12)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,19 +208,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 26,
    "id": "de52d82a-aab1-4b5f-9d9b-16339d2af940",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Index(['src_ip', 'timestamp', 'http_method', 'uri', 'http_status',\n",
-       "       'response_size', 'referrer', 'user_agent', '_time'],\n",
+       "Index(['ip', 'remote_log_name', 'userid', 'date', 'request_method', 'path',\n",
+       "       'request_version', 'status', 'length', 'referrer', 'user_agent',\n",
+       "       '_time'],\n",
        "      dtype='object')"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -198,7 +241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 27,
    "id": "d0f40868-dd2c-4301-86f0-93473fe5ef27",
    "metadata": {},
    "outputs": [
@@ -223,17 +266,23 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>http_method</th>\n",
-       "      <th>uri</th>\n",
-       "      <th>http_status</th>\n",
-       "      <th>response_size</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
        "      <th>referrer</th>\n",
        "      <th>user_agent</th>\n",
        "      <th>_time</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>src_ip</th>\n",
+       "      <th>ip</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
@@ -247,14 +296,17 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>66.249.73.135</th>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
-       "      <td>482</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46.105.14.53</th>\n",
@@ -266,28 +318,23 @@
        "      <td>364</td>\n",
        "      <td>364</td>\n",
        "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>130.237.218.86</th>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "      <td>357</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75.97.9.59</th>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
-       "      <td>273</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
+       "      <td>293</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50.16.19.13</th>\n",
@@ -299,6 +346,23 @@
        "      <td>113</td>\n",
        "      <td>113</td>\n",
        "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209.85.238.199</th>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
+       "      <td>102</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -310,9 +374,15 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41.249.219.90</th>\n",
+       "      <th>67.225.29.201</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -323,7 +393,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41.99.29.14</th>\n",
+       "      <th>206.161.220.42</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -334,7 +407,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>42.156.136.43</th>\n",
+       "      <th>157.56.92.142</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -345,7 +421,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46.105.125.31</th>\n",
+       "      <th>157.56.92.141</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -356,7 +435,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>54.215.54.10</th>\n",
+       "      <th>54.242.167.99</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -368,54 +450,54 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1753 rows × 8 columns</p>\n",
+       "<p>1674 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                timestamp  http_method  uri  http_status  response_size  \\\n",
-       "src_ip                                                                    \n",
-       "66.249.73.135         482          482  482          482            482   \n",
-       "46.105.14.53          364          364  364          364            364   \n",
-       "130.237.218.86        357          357  357          357            357   \n",
-       "75.97.9.59            273          273  273          273            273   \n",
-       "50.16.19.13           113          113  113          113            113   \n",
-       "...                   ...          ...  ...          ...            ...   \n",
-       "41.249.219.90           1            1    1            1              1   \n",
-       "41.99.29.14             1            1    1            1              1   \n",
-       "42.156.136.43           1            1    1            1              1   \n",
-       "46.105.125.31           1            1    1            1              1   \n",
-       "54.215.54.10            1            1    1            1              1   \n",
+       "                remote_log_name  userid  date  request_method  path  \\\n",
+       "ip                                                                    \n",
+       "66.249.73.135               432     432   432             432   432   \n",
+       "46.105.14.53                364     364   364             364   364   \n",
+       "130.237.218.86              293     293   293             293   293   \n",
+       "50.16.19.13                 113     113   113             113   113   \n",
+       "209.85.238.199              102     102   102             102   102   \n",
+       "...                         ...     ...   ...             ...   ...   \n",
+       "67.225.29.201                 1       1     1               1     1   \n",
+       "206.161.220.42                1       1     1               1     1   \n",
+       "157.56.92.142                 1       1     1               1     1   \n",
+       "157.56.92.141                 1       1     1               1     1   \n",
+       "54.242.167.99                 1       1     1               1     1   \n",
        "\n",
-       "                referrer  user_agent  _time  \n",
-       "src_ip                                       \n",
-       "66.249.73.135        482         482    482  \n",
-       "46.105.14.53         364         364    364  \n",
-       "130.237.218.86       357         357    357  \n",
-       "75.97.9.59           273         273    273  \n",
-       "50.16.19.13          113         113    113  \n",
-       "...                  ...         ...    ...  \n",
-       "41.249.219.90          1           1      1  \n",
-       "41.99.29.14            1           1      1  \n",
-       "42.156.136.43          1           1      1  \n",
-       "46.105.125.31          1           1      1  \n",
-       "54.215.54.10           1           1      1  \n",
+       "                request_version  status  length  referrer  user_agent  _time  \n",
+       "ip                                                                            \n",
+       "66.249.73.135               432     432     432       432         432    432  \n",
+       "46.105.14.53                364     364     364       364         364    364  \n",
+       "130.237.218.86              293     293     293       293         293    293  \n",
+       "50.16.19.13                 113     113     113       113         113    113  \n",
+       "209.85.238.199              102     102     102       102         102    102  \n",
+       "...                         ...     ...     ...       ...         ...    ...  \n",
+       "67.225.29.201                 1       1       1         1           1      1  \n",
+       "206.161.220.42                1       1       1         1           1      1  \n",
+       "157.56.92.142                 1       1       1         1           1      1  \n",
+       "157.56.92.141                 1       1       1         1           1      1  \n",
+       "54.242.167.99                 1       1       1         1           1      1  \n",
        "\n",
-       "[1753 rows x 8 columns]"
+       "[1674 rows x 11 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "# Group data by src_ip\n",
-    "df.groupby(\"src_ip\").count().sort_values(by=\"timestamp\", ascending=False)"
+    "df.groupby(\"ip\").count().sort_values(by=\"_time\", ascending=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 28,
    "id": "9abacfd7-23a1-424c-afce-cbc83446d8da",
    "metadata": {},
    "outputs": [
@@ -507,7 +589,7 @@
        "data": [
         {
          "alignmentgroup": "True",
-         "hovertemplate": "src_ip=%{x}<br>http_status=%{y}<extra></extra>",
+         "hovertemplate": "ip=%{x}<br>status=%{y}<extra></extra>",
          "legendgroup": "",
          "marker": {
           "color": "#636efa",
@@ -525,26 +607,26 @@
           "66.249.73.135",
           "46.105.14.53",
           "130.237.218.86",
-          "75.97.9.59",
           "50.16.19.13",
           "209.85.238.199",
+          "75.97.9.59",
           "68.180.224.225",
-          "100.43.83.137",
+          "198.46.149.143",
           "208.115.111.72",
-          "198.46.149.143"
+          "208.115.113.88"
          ],
          "xaxis": "x",
          "y": [
-          482,
+          432,
           364,
-          357,
-          273,
+          293,
           113,
           102,
           99,
-          84,
-          83,
-          82
+          95,
+          82,
+          73,
+          66
          ],
          "yaxis": "y"
         }
@@ -1387,7 +1469,7 @@
           9.5
          ],
          "title": {
-          "text": "src_ip"
+          "text": "ip"
          },
          "type": "category"
         },
@@ -1400,20 +1482,20 @@
          ],
          "range": [
           0,
-          507.36842105263156
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          ],
          "title": {
-          "text": "http_status"
+          "text": "status"
          },
          "type": "linear"
         }
        }
       },
-      "image/png": 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",
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Gz9Fj88vOXY5vkkSbV6qQLs1vJHwm0SHjoyKAAAIIIIAAAgjEKED4jBEqzNMIn25+hM8gP8KnY4NicwQQQAABBBBAAIFcK0D4dDs0hE83P8In4dOxBbE5AggggAACCCCAQLIIED7djhTh082P8En4dGxBbI4AAggggAACCCCQLAKET7cjRfh08yN8Ej4dWxCbI4AAAggggAACCCSLAOHT7Uj5LnwOHDZZFn2/XAb1fUiKFC5k9Hbs3C0du70gPy5fY/579EvdpFb1ihmyU2Z8IT36jTT/3ahBXenVubUULFjA/Pem7XvCHgGtdkvBIbcGytYIIIAAAggggAACCOQWAcKn25HwVfjU4DliwnSpVqlsRvjcu3e/9BwwUurWrCxNG9aTNes3Sfe+r0ufbm2lbOkSsmjxChk4ZFLG8/U19NHprmaEzxBtj4JDbickWyOAAAIIIIAAAgjkXgHCp9ux8U341N7LdRu2ykV1qmYKkxo2+w+eKH0ebWd6QoPDqIbNMiWLmWCqj+AwSs9n5gZI+HQ7IdkaAQQQQAABBBBAIPcKED7djo0vwqcGz/nfLTPDZZesXJMpfAaHSeX0ejc7tmqcqVdU/xbcM0r4JHy6nYJsjQACCCCAAAIIIJAsAoRPtyOV8uFTw+XkaXMy5mkGh83gv4cKn82urZ8xBzQ4fP6xa1/YI7D193QZ+UY+2bnL7SAl09ba83lL8zQ54og8yfSx+awIIIAAAggggAACCEQVOPG4I6M+hyeEF0j58BlYLCiQwZv3uWrdxkw9oaHCpzcfVP8WHD73/5cWVnftbwdk2Kg8vgufbVrmlaML5uW8QwABBBBAAAEEEEAgpQQKHME1rssBTfnwGYwT3PPJnE+X5nP4tsz5jK8nr4YAAggggAACCCCQewQYdut2LHwfPql269aAgrcmfMbXk1dDAAEEEEAAAQQQyD0ChE+3Y+H78Kl8rPPp1ogCtyZ8xs+SV0IAAQQQQAABBBDIXQKET7fj4bvw6cZ1+NZUu81sQviMdwvj9RBAAAEEEEAAAQRyiwDh0+1IED7d/ITwSfh0bEJsjgACCCCAAAIIIJAkAoRPtwNF+HTzI3wG+dHz6dig2BwBBBBAAAEEEEAg1woQPt0ODeHTzY/wSfh0bEFsjgACCCCAAAIIIJAsAoRPtyNF+HTzI3wSPh1bEJsjgAACCCCAAAIIJIsA4dPtSBE+3fwIn4RPxxbE5ggggAACCCCAAALJIkD4dDtShE83P8In4dOxBbE5AggggAACCCCAQLIIED7djhTh082P8En4dGxBbI4AAggggAACCCCQLAKET7cjRfh08yN8xjl87v8vj+MRSc7NCxyRnpwfnE+NAAIIIIAAAgj4SIDw6XawCZ9ufoTPOIfPNWvzyNfz/BVAq1UVqVY1zbElsjkCCCCAAAIIIIBAdgsQPt2ECZ9ufoTPbAifo8fmczwqybX5jU3SCJ/Jdcj4tAgggAACCCDgUwHCp9uBJ3y6+RE+CZ+OLUiE8OlMyAsggAACCCCAAAIJESB8ujETPt38CJ+ET8cWRPh0BuQFEEAAAQQQQACBBAkQPt2gCZ9ufoRPwqdjCyJ8OgPyAggggAACCCCAQIIECJ9u0IRPNz/CJ+HTsQURPp0BeQEEEEAAAQQQQCBBAoRPN2jCp5sf4ZPw6diCCJ/OgLwAAggggAACCCCQIAHCpxs04dPNj/BJ+HRsQYRPZ0BeAAEEEEAAAQQQSJAA4dMNmvDp5kf4JHw6tiDCpzMgL4AAAggggAACCCRIgPDpBk34dPMjfBI+HVsQ4dMZkBdAAAEEEEAAAQQSJED4dIMmfLr5ET4Jn44tiPDpDMgLIIAAAggggAACCRIgfLpBEz7d/AifhE/HFkT4dAbkBRBAAAEEEEAAgQQJED7doAmfbn6ET8KnYwsifDoD8gIIIIAAAggggECCBAifbtCETzc/wifh07EFET6dAXkBBBBAAAEEEEAgQQKETzdowqebH+GT8OnYggifzoC8AAIIIIAAAgggkCABwqcbNOHTzY/wSfh0bEGET2dAXgABBBBAAAEEEEiQAOHTDZrw6eZH+CR8OrYgwqczIC+AAAIIIIAAAggkSIDw6QZN+HTzI3wSPh1bEOHTGZAXQAABBBBAAAEEEiRA+HSD9kX4nDLjC+nRb2SG1NNdW0vThvUy/nvHzt3SsdsL8uPyNebfRr/UTWpVr5jx98DtGzWoK706t5aCBQuYv2/avifsEdi+XWT02Pyyc5fbQUqmrStVSJfmNx6UvPmy9qnXrM0jo8dmceOsvWWOb3VjkzSpVjUtxz8HHwABBBBAAAEEEEAgsgDh062FpHz43Lt3vwwaM1XubH6VFClcSLyg2an9TSZg6t97DhgpdWtWNoF0zfpN0r3v69KnW1spW7qELFq8QgYOmSSD+j5kth84bLIR73RXM8JniLZH+LQ/IQmf9mZsgQACCCCAAAII5IQA4dNNPeXDZzBPqLDZf/BE6fNoOxMug/+uYbNMyWIZPaXBYZSez8zChE/7E5LwaW/GFggggAACCCCAQE4IED7d1H0XPrVn8+6uz0uf7u1Mz2dwmFROr3ezY6vGmXpF9W/BPaNb/twb9gj88YfIqLH5fDfs9uZmaZIviyNnV63RocpZ3NjtXMixrZs1SZPq1dJz7P15YwQQQAABBBBAAIHYBE45oWBsT+RZIQV8Ez4D53UGzvnU8Dl52pxM8ziDw2eza+tnzAENDp9p6eFDw6p1/8nQkXl8Fz7b3Z5Xjj3aPkCmpaXLoh8PyIjReXx1uja/IV0uPj+/5M/nr/321UFmZxFAAAEEEEAgJQTy5uF6zeVA+iZ8ekjBw2pdez4Zdpu5+THs1v50ZNitvRlbIIAAAggggAACOSHAsFs3dd+FT+XS6rXrNmw1RYO0J5M5n26NKHBrwqe9pVP4TBfZ958/78AdWYChyvatjS0QQAABBBBAwEWA8OmiJ5Ly4VOH24566yPR+Zu6PIo3/FaH0mp1W6rdujWg4K0Jn/aeruFz+sy8sv0P+/dN5i2uvjJNTjopmfeAz44AAggggAACyShA+HQ7aikfPpVH53COmDA9Q4p1Pt0aTaStCZ/2tvEInwsW5rV/4yTdokABkbvbHCB8Junx42MjgAACCCCQzAKET7ej54vw6UYUeWvmfGb2IXzatzbCp50Z4dPOi2cjgAACCCCAQPwECJ9ultkaPrXHccvv200lWX30HDBSps+aLyWKFZWh/R6WsqVLuH36XLA14ZPw6doMCZ92goRPOy+ejQACCCCAAALxEyB8ullmW/j05lZ2an9Txnqa3pImS1auOWx5E7fdyLmtCZ+ET9fWR/i0EyR82nnxbAQQQAABBBCInwDh080yW8Nn92eHS5cON5seTm/tzFAVZt12IWe3JnwSPl1bIOHTTpDwaefFsxFAAAEEEEAgfgKETzfLbAufXhVZrSp7RplTpWO3FySwF3TgkEkyqO9DUqRwIbc9yOGtCZ+ET9cmSPi0EyR82nnxbAQQQAABBBCInwDh080y28KnfixdQ/Purs/Lpq3bpc0tjcy6mt5w3Fo1Kpn/TvYH4ZPw6dqGCZ92goRPOy+ejQACCCCAAALxEyB8ullma/h0+2jJsTXhk/Dp2lIJn3aChE87L56NAAIIIIAAAvETIHy6WRI+3fyE8En4dGxCQvi0EyR82nnxbAQQQAABBBCInwDh080y28KnN7z2x+VrQn7CapXKMufT7djlyq1Z59P+sBA+7cwIn3ZePBsBBBBAAAEE4idA+HSzzLbwGe5jaSGi/oMnyq1NG7DOp9uxy5VbEz7tDwvh086M8GnnxbMRQAABBBBAIH4ChE83y4SHT/24U2Z8Ies2bKXgkNuxy5VbEz7tDwvh086M8GnnxbMRQAABBBBAIH4ChE83yxwJn1oFV3s/+zzajqVW3I5frtua8Gl/SAifdmaETzsvno0AAggggAAC8RMgfLpZEj7d/Cg4FORH+LRvUIRPOzPCp50Xz0YAAQQQQACB+AkQPt0scyR8Dhw22Xxq1vl0O3i5cWvCp/1RIXzamRE+7bx4NgIIIIAAAgjET4Dw6WaZbeEzUrXbRg3qSq/OraVgwQJunz4XbM1SK5kPAuHTvlESPu3MCJ92XjwbAQQQQAABBOInQPh0s8zW8Nn92eHSpcPNh1W1XbR4hUyeNiclAijhk/DpdgoK63xaAhI+LcF4OgIIIIAAAgjETYDw6UaZI+GTgkNuBy03b03Pp/3RoefTzozwaefFsxFAAAEEEEAgfgKETzfLHAmfutTK/O+W0fPpduxy5daET/vDQvi0MyN82nnxbAQQQAABBBCInwDh080y7uFTezXv7vq8bNq6PewnK1GsqAzt9/Bhw3HddiVntmbYbWZ3wqd9OyR82pkRPu28eDYCCCCAAAIIxE+A8OlmGffw6X0cLTgUbs6n20fOXVsTPgmfri2S8GknSPi08+LZCCCAAAIIIBA/AcKnm2W2hU+3j5U8WxM+CZ+urZXwaSdI+LTz4tkIIIAAAgggED8BwqebJeHTzU8In4RPxyZEtVtLQMKnJRhPRwABBBBAAIG4CRA+3SgJn25+hM8gP+Z82jcoej7tzAifdl48GwEEEEAAAQTiJ0D4dLPM1vAZqfhQtUplZVDfh6RI4UJue5DDW9PzSc+naxMkfNoJEj7tvHg2AggggAACCMRPgPDpZplt4XPv3v3Sc8BIqVuzspx91hkyfsos6dLhZilYsIAMHDZZLqpTVWpVr+j26XPB1oRPwqdrMyR82gkSPu28eDYCCCCAAAIIxE+A8OlmmW3hM7DarX7E/oMnSp9H25mezkWLV8jkaXNY59Pt2OXKrRl2a39YCJ92ZoRPOy+ejQACCCCAAALxEyB8ulkmJHwWOb6QPPvKeHn0vltN+NThuIFh1G0Xom+tPa0jJkzPeOLTXVtL04b1Mv5bg3LHbi/Ij8vXmH8b/VK3TL2yU2Z8IT36jTR/a9SgbqbQTM9nZn/CZ/T2GPwMwqedGeHTzotnI4AAAggggED8BAifbpbZFj4Dh91q0NMAWKZkMRP6NMzN/25ZQno+9XMMGjNV7mx+VUbwvbvr89KnezsTMIM/pwbj7n1flz7d2krZ0iVML+3AIZMy5qfqfuij013NzP8SPgmfbqegUO3WEpDwaQnG0xFAAAEEEEAgbgKETzfKbAufwR8rsHexRLGiMrTfwybcJfoRKmwG9sJGCs36WYPDKOGT8Onahun5tBMkfNp58WwEEEAAAQQQiJ8A4dPNMtvCZ+Ccz+CQmZNzPr0Q3Kn9TabnMzhMKqfXu9mxVeOMokneMN3gnlHCJ+HT7RSk59PWj/BpK8bzEUAAAQQQQCBeAoRPN8kcCZ+JnvMZSBQ8bDZUEA4On82urZ8xBzQ4fB5MSw97BFav/0+GjswjO3e5HaRk2lrnfLZrlVeOOTqf9cdOS0uXb348ICPeyGO9bTJv0PyGdKl3Xn7Jn89+v/f/d1DGv50m8xfab5usZho+7737oFQoe2Sy7gKfGwEEEEAAAQSSVCBfXv9cc2XHIcqR8JnIOZ/BwXPL79szzTV17fncumNv2OOy7Q+RUWPy+S58tmiWJvnyZ6G5pov8skZk9Fj74JqFd8s1mzRrkiZnVw9/EyPiB01Pl/c/zCsLFubNNfuT3R9Ew2f7NgekWDG+/LPbmtdHAAEEEEAAgcwCxYoUhMRBIO7hU3sGtaDPpq3bw36snJjzqb2ZwcFTP2BwLyxzPh1ak4hQ7dbejzmfdmYMu7Xz4tkIIIAAAgggED8Bht26WcY9fHofJ9KcT7ePbL918FDbwFeg2q29Z6QtCJ/2noRPOzPCp50Xz0YAAQQQQACB+AkQPt0ssy18un2s+G0dvIan98qB63Wyzmf8vAmf9paETzszwqedF89GAAEEEEAAgfgJED7dLFM+fLrxRN+aareZjQif0dtM8DMIn3ZmhE87L56NAAIIIIAAAvETIHw1DjUcAAAgAElEQVS6WRI+3fyE8En4dGxCQvi0EyR82nnxbAQQQAABBBCInwDh080yW8NnYJEf/Zg9B4yU6bPmS04UHHJjCr814ZPw6dq2CJ92goRPOy+ejQACCCCAAALxEyB8ullmW/j05lF2an+TWSMzcD3NJSvXyORpczIteeK2Gzm3NeGT8Ona+gifdoKETzsvno0AAggggAAC8RMgfLpZZmv47P7scOnS4WYpW7qEBFacDV7exG0XcnZrwifh07UFEj7tBAmfdl48GwEEEEAAAQTiJ0D4dLPMtvDpLWHS7Nr6ckaZU6VjtxcksBd04JBJMqjvQ1KkcCG3PcjhrQmfhE/XJkj4tBMkfNp58WwEEEAAAQQQiJ8A4dPNMtvCp34s7eG8u+vzsmnrdmlzSyPpdFcz8Ybj1qpRyfx3sj8In4RP1zZM+LQTJHzaefFsBBBAAAEEEIifAOHTzTJbw6fbR0uOrQmfhE/Xlkr4tBMkfNp58WwEEEAAAQQQiJ8A4dPNkvDp5sdSK0F+rPNp36AIn3ZmhE87L56NAAIIIIAAAvETIHy6WRI+3fwIn4RPxxYkrPNpKUj4tATj6QgggAACCCAQNwHCpxsl4dPNj/BJ+HRsQYRPW0DCp60Yz0cAAQQQQACBeAkQPt0kCZ9ufoRPwqdjCyJ82gISPm3FeD4CCCCAAAIIxEuA8OkmSfh08yN8Ej4dWxDh0xaQ8GkrxvMRQAABBBBAIF4ChE83ScKnmx/hk/Dp2IIIn7aAhE9bMZ6PAAIIIIAAAvESIHy6SRI+3fwIn4RPxxZE+LQFJHzaivF8BBBAAAEEEIiXAOHTTZLw6eZH+CR8OrYgwqctIOHTVoznI4AAAggggEC8BAifbpKETzc/wifh07EFET5tAQmftmI8HwEEEEAAAQTiJUD4dJMkfLr5ET4Jn44tiPBpC0j4tBXj+QgggAACCCAQLwHCp5sk4dPNj/BJ+HRsQYRPW0DCp60Yz0cAAQQQQACBeAkQPt0kCZ9ufoRPwqdjCyJ82gISPm3FeD4CCCCAAAIIxEuA8OkmSfh08yN8Ej4dWxDh0xaQ8GkrxvMRQAABBBBAIF4ChE83ScKnmx/hk/Dp2IIIn7aAhE9bMZ6PAAIIIIAAAvESIHy6SRI+3fwIn4RPxxZE+LQFJHzaivF8BBBAAAEEEIiXAOHTTZLw6eZH+CR8OrYgwqctIOHTVoznI4AAAggggEC8BAifbpKETzc/wifh07EFET5tAQmftmI8HwEEEEAAAQTiJUD4dJMkfLr5ET4Jn44tiPBpC+gePvPYvmUKPT89hfaFXUEAAQQQQCDxAoRPN3Nfhc8pM76QdRu2Sqe7mmVS27Fzt3Ts9oL8uHyN+ffRL3WTWtUrZjxHt+vRb6T570YN6kqvzq2lYMEC5r83bd8T9ghs3y4yemx+2bnL7SAl09aVKqRL8xsPSt58WfvUa9bmkdFjs7hx1t4yx7e6sUmaVKualrXPkS4yfWZeWbAwb9a2T8KtXMPnzp15ZPWhU91Xj4oV0uXoo321y+wsAggggAACcRcgfLqR+iJ8Llq8Qu54oK+RanNLo0zhc+/e/dJzwEipW7OyNG1YT9as3yTd+74ufbq1lbKlS4huO3DIJBnU9yEpUriQDBw22byOF2AJn5kbIOHT/oQkfNqZxSN8jnszr2z93T89oKeXTpfmzQ4SPu2aGs9GAAEEEEDgMAHCp1uj8EX49IhC9Xxq2Ow/eKL0ebSdCZfBYVTDZpmSxUww1UdwGCV8Ej7dTkGG3dr6ET5txUQIn/ZmbIEAAggggEAoAcKnW7vwffgMDpPK6fVudmzVOFOvqP4tuGeU8En4dDsFCZ+2foRPWzG38Omf/uHDXdN1iqyfAeybGlsggAACKS9A+HQ7xITPxStk8rQ5meZxBofPZtfWz5gDGhw+9+4/GPYIrN9wQIaNyuu7OZ+tb8sjRxW0n4OYnp4uP/x0UEa8Yb+t22mQs1s3b5om59fJJ/ny2l/l/ncgTd56N13mL7TfNmf3OuvvruHznrsOSrnSR2TpRTZtPSgjxojvht3ecZtI0eOzNp965eoDsnipf9qYNqxjjkqXKy/NJ/nz2+/3gQP+LeyUFa8snchshAACCOSQQMECWfstzaGPm+velvAZNKfTtufzz937wx7UzVvTZOQb+XwXPm9rni5HFLC/YJN0keW/pMuoMf4Kn82apsm5NfJIniyQpaWly3sf5PFd+OzQ9qCcWiJr7eSP7enyxvg8vguft7ZIl+OOzUIjE5H1v6XJa0P99WN71eVpUv8ikbxZuCmk5+WcL3Pd7322f6ByZdOldKmsnZfZ/uF4AwQQQCBOAicUOlR0lEfWBHwfPpnzmbWGE24rCg7Ze1JwyM6MYbd2XvpslzmfGlc3b8kjg4b5K3xe2SBNLjgvLWvDbtNF5s7LKzNn+SuIdbzroBQ/JV3vI1o//v1X5J9/rDdL+g0KFMgjhQtnRSzpd50dQCBpBRh263bofB8+qXbr1oCCtyZ82nsSPu3MCJ92XoRPey/dgvBp7+YaPt+anE82bs5a77z9p835LYocny63tUgjfOb8oeATIGAlQPi04jrsyb4In4FLrXgCgWt5ss6nWyMK3JrwaW9J+LQzI3zaeRE+7b0In1kzi0f4XLveP+Gz2MmEz6y1NLZCIGcFCJ9u/r4In25Ekbem2m1mH8KnfWsjfNqZET7tvAif9l6Ez6yZET7t3Aifdl48G4HcIkD4dDsShE83PyF8Ej4dm5AQPu0ECZ92XoRPey/CZ9bMCJ92bs7h089TRf3TQW7XqHh2QgQIn27MhE83P8JnkB89n/YNivBpZ0b4tPMifNp7ET6zZkb4tHNzDZ/btoksW+GvolYqfPGFWSwEZnd4eDYCYQUIn26Ng/Dp5kf4JHw6tiCh59NSkPBpCUa1W3swCg5lyYzwaccWj/A5dER+2R9+xTe7D5QEz65TO00aXUn4TIJDldIfkfDpdngJn25+hE/Cp2MLInzaAhI+bcVYasVejGq3WTEjfNqpET7tvPTZhE97M7aIvwDh082U8OnmR/gkfDq2IMKnLSDh01aM8GkvRvjMihnh006N8GnnFY/wudyHw5SPPDJdyp7u5wnC9u0s2haEz2hCkf9O+HTzI3wSPh1bEOHTFpDwaStG+LQXI3xmxYzwaadG+LTzikf4/HFJXnn7XX/Nk72j5UHCp31Ti7gF4dMNlPDp5kf4JHw6tiDCpy0g4dNWjPBpL0b4zIoZ4dNOjfBp50X4tPfSLVzCZ9pBkb//9mdp4eMKh+8tJnxmrS16WxE+3fwIn4RPxxZE+LQFJHzaihE+7cUIn1kxI3zaqRE+7bwIn/Ze8Qifb72dT3b8lbX3Ttatmt94UIoWDf/pCZ9uR5bw6eZH+CR8OrYgwqctIOHTVozwaS9G+MyKGeHTTo3waedF+LT3ilf4XL7SP72fhY/T3uIDhM+sNbeYtiJ8xsQU/kmbtu8J+8ft20VGj80vO3c5vkkSbc46n/YHi3U+7cwIn3Ze+uzTS6dL82YH5eij7bfVS47NW/LIoGH57DdO4i2ubJAmF5yXxSUd0kXmzssrM2f5a24Z4dOuwRM+7bwIn/ZehE97M8KnvZntFoRPW7Gg5xM+M4MQPu0bFOHTzozwaedF+LT30i0In/ZuhE87M8KnnRfh096L8GlvRvi0N7PdgvBpK0b4jChG+LRvUIRPOzPCp50X4dPei/CZNTPCp50b4dPOi/Bp70X4tDcjfNqb2W5B+LQVI3wSPh3bTPDmhE87UMKnnRfh096L8Jk1M8KnnRvh086L8GnvRfi0NyN82pvZbkH4tBUjfBI+HdsM4dMNkPBp78ecT3szht3amxE+7cwIn3ZehE97L8KnvRnh097MdgvCp60Y4ZPw6dhmCJ9ugIRPez/Cp70Z4dPejPBpZ0b4tPMifNp7ET7tzQif9ma2WxA+bcUIn4RPxzZD+HQDJHza+xE+7c0In/ZmhE87M8KnnRfh096L8GlvRvi0N7PdgvBpK0b4JHw6thnCpxsg4dPej/Bpb0b4tDcjfNqZET7tvAif9l6ET3szwqe9me0WhE9bMcIn4dOxzRA+3QAJn/Z+hE97M8KnvRnh086M8GnnRfi09yJ82psRPu3NbLcgfNqKET4Jn45thvDpBkj4tPcjfNqbET7tzQifdmaETzsvwqe9F+HT3ozwaW9muwXh01aM8En4dGwzhE83QMKnvR/h096M8GlvRvi0MyN82nkRPu29CJ/2ZoRPezPbLQiftmKET8KnY5shfLoBEj7t/Qif9maET3szwqedGeHTzovwae9F+LQ3I3zam9luQfi0FSN8Ej4d2wzh0w2Q8GnvR/i0NyN82psRPu3MCJ92XoRPey/Cp70Z4dPezHYLwqetGOGT8OnYZgifboCET3s/wqe9GeHT3ozwaWdG+LTzInzaexE+7c0In/ZmtlsQPm3FCJ+ET8c2Q/h0AyR82vsRPu3NCJ/2ZoRPOzPCp50X4dPei/Bpb0b4tDez3YLwaStG+CR8OrYZwqcbIOHT3o/waW9G+LQ3I3zamRE+7bwIn/ZehE97M8KnvZntFoTPGMSmzPhCevQbaZ7ZqEFd6dW5tRQsWMD896bte8K+wvbtIqPH5pedu2J4kxR5SqUK6dL8xoOSN1/WdmjN2jwyemwWN87aW+b4Vjc2SZNqVdOy9jnSRabPzCsLFubN2vZJuBXh0/6gET7tzQif9maETzszwqedF+HT3ovwaW9G+LQ3s92C8BlFbNHiFTJwyCQZ1PchKVK4kAwcNtls0emuZoTPEHaET9tTUITwaWdG+LTz0mcTPu3NCJ/2ZoRPOzPCp50X4dPei/Bpb0b4tDez3YLwGUVMw2aZksWkacN65pnBYZSez8yAhE/bU5DwaStG+LQVI3zai4kQPu3VCJ92ZoRPOy/Cp70X4dPejPBpb2a7BeEzgtjevful54CRUrdm5YzwuWb9June93Xp062tlC1dgmG3QX6ET9tTkPBpK0b4tBUjfNqLET6zYkb4tFMjfNp5ET7tvQif9maET3sz2y0InzGEz2bX1pda1SuaZwaHz0jgv6zbLx98ZHtIkv/57Vrlk2OPtp+3mZaWLgsX/yfzFiS/gc0eVK0sUv+CIyR/vjw2m5nn7tt/UMZOPii7d1tvmtQbXNUgXSqdcWSW9uHXTf/JO++nZ2nbZN7olmZ5pFjRI7K0Cz+u2Cez59i3zyy9WS7ZqHQpkWuuyC8FjrCfT73/vzT54OMDsv63XLIzCfoYl9VPl2oVs3Zebt3+n0yY7L/z8obr8shpJbJ2Xi5ftU8+muWv87JQIZGWzfLJkQXsrzEOHEyXOXP/kyXLEnRC5JK3Oa+OSO3qR0jevPZt5e9/D8rwMQdzyZ4k7mNcc5VI+TKHarvwiL8A4TOG8Bmp5zP+h4RXRAABBBBAAAEEEEAAAQRST4DwGeWYRpvzmXpNgj1CAAEEEEAAAQQQQAABBOIvQPiMYhqt2m38DwmviAACCCCAAAIIIIAAAgikngDhM4ZjGmmdzxg25ykIIIAAAggggAACCCCAgO8FCJ++bwIAIIAAAggggAACCCCAAALZL0D4zH5j3gEBBBDIJLD7nz2y7tfNclaF07NUgdCPnL9u3Cr//XdQypQqJvny2Ve69JvZ0hVrZeEPK6TF9ZfKUQWzVoHWb2bsLwLZLXDw4EFZsepXOaloETmpaGHJk8e+Am12f8bc9vp79+2Xlat/kzIlT5HCxx2T2z4enycLAoTPLKAlyybp6emy9tfN8uWCH81HPr9WFSlX+lQudpPlACbJ5/z7nz3yx5875ZSTT5BVazfKmeVKSYEj8ifJp8+Zj6lD+fu+OkHOrVZB7m3dVCqVP42LkAiHYs/efTL5g8/ls7nfy1+7/pYeD7aUmlXPzJmDlyTvqmZj3/5Ypn0yTx5sd6NcVKca52WUY7fl9z9NG9v9z79Sp2ZlqVKhDDc6opit/W2LnHhCYflr527JmzevnHrKiUlyhuTMx1y/Yau89f6n8sX8H6XiGadJ9/tulROKHJczHyZJ3nXxstXy/sy5MmfeD3L1JXWk4x2N5eijCibJp+djhhIgfKZou9C7a8PGfSBfLVwitzS5TI48soBMmf6FCQiP3HuLHFkga+uKpShXpt1Su6Ur18k70z+XZT+vl+ef6CilSxbzw65naR81DLw66l2ZPG2OXFm/lvTq3FoKFmR9rHCYv236XR7tM1weve8WOXAwTQYOnSTly5aUDq0aS1EuQqK2wZ9X/yY9B4ySng/dLpXPLB31+X5/wsYtf8iICdNl9fpN0qXDzXJWhTLc6AhqFHqj9v2Pv5bXJ0yXljdcLsVOOkE+/nyR7Nj5tzzzSBs54fhCfm9GIfdf3b5etFSeeWmcbN+xU15++n6pe05lrGIQ0HXN3/3wS/liwWJ55pG2UuiYo2LYyt9P2f/fARk65n35Z89e6dKhOTeGkrg5ED6T+OCF++j6g/DeR1+ZIVeP3X+bHPu/LzUNVXqXslzpElx8BOHpD8Eva3+T9z485Hb1pXXkn3/3yF+7/pFH77uVHoMYegw69xosXTreLNUrl0vBsyo+u6Tn4KDRUyVvvrzS8fbG5jzUH9QZs+dLsZOKyHnnnBWfN0rxVwleAivFd9d59w6mpcn4KbPkmx9WSO9H23GhGyQ6/9tlMuqtD+WpzneaG7T60N9RDeynlzqFi9wILVCdJrw7W1at28hvpeWZumPnbun+7HBzU6hs6RKWW/vz6WvWb5L+gydKn0fbSZHC3BRK1lZA+EzWIxfhc+vJ+dATr5n5ZD+tXCvnnXuWtG91nRx/3LEpuLfuu7Rz1z/y+HMj5PTSxeXay88zQ5M3btlmeqe6338bvStRiPXiY8SbM2TPnn1mOEzgfDztedf5GjqEjTu7YoLmh58uMD0s2tZaNbtSCh6ZuZd47979sm//f3LsMQW56A3R9n7/4y/p8vRgaXfrNXJh7armGf/8u1cOHDgohY49mmkFQWabtm6Xvq+MN//a7b5bpUSxorL1jx0y5+sf5Lorzvf9fFCdMtD5qUGmt3P9xq1yykknSNd7WhinwIf+TmzYss2EUYb8/b+MjuTo8dwI6dnp9kwBSm+0bdm2Q/Lny2vmN+bNy9zG4K+zuQuXyOAx78vAJ++Rk088XvQm+O6//5X8+fPJMUczrDTYS681psw41Fv87KPtzHmo7ezvf/aa0XyMuHK/Hk7UKxA+EyWdwPcZNm6apKeL3HXbNeZ/dWjH90t/kccfaJlxcm7fsUsmfzBHvlqwRE4/7RS5/qqLpEaV8r78gdALsT4vj5OTih5vhj4ef9wxpnfqqKOOlDYtGmb0Em/YtE3GvzvLWKpV04YXyRllTvV9L7IOTVa/Z7u3k1IlTs5o6f/9d0B+WLbKtLGZcxZJ65uvlhsa1SNQiYjOx3tt1Htm+JDXs64/rB9+tlCeH/JWxo0i7YmpUvH0BH575M63Uptt23eai45REz+UaxqcZ77f9DHm7Y9lzOSZxuyE44+Tp7rcKSWLn5Q7dySBn0pvdEyfNU9GTvxQ2re8Vq6+tK75fvduFunf9uzdb25MNrysrm9Hd+jwWq2L0OOh2+WI/PnMMFLtJTbDbf83DF57Rp8a+IZcULuK6M3d+uedLbc2beD77zK98O8/+C0z5zPwt1JHWD3e93UpXOhQcRjteQ/sVU7gaZDr3krNVq/fLB988rVMnz1fej/S1gxV/nPHLnliwGhZ+9tmcyPtqktqm3Mz+OZkrtuhBHwgvZb4aeU6c8267Od1MqBnRylXpoQZyaft7N89e2XX3//K3bddyzVGAo5HPN6C8BkPxVz0Gtpr8vSLY6R540ukWqVDwx+Dh3bo8JhHnhkqza6tL5ddWNNc1A0ZM1UuqF1Vml93SS7am8R9FL3jOHfREnll5Lum+MuvG383d9a8IVh68dH75XFyf+umck61M+XnNRtk8JipcnfL6+T8c/07VFIvcJ99ZbxUqXC6CePhKvdpUaInnx8tl9c718wL9dtDz8ttf/6VKZzrTQ/94XzsgZZSptQpom3slVFT5JmubeT004qbioiDRr9nehT04s5vjz//2i0zP1so879fJj8sXWWCwOUXnSPXXXGBnFr8UFETnV7wyeffmKBQ5PhCZo77R58tlB4PtvLtXXANl3qhpkPTQs0lDrxZpD0H+j32y5oNprfvrDPL+K2ZiQ7h1sJCV1x86HtJz9WeA0aa38da1SuaUQj63aUFmxpeWsf0tLw2+j2pUO40X36XBTYQLQTz6sgp0rtbO9Nzpw/vN0Hnr3dodZ0pQqRFnPTc1J53Pxaj03Pus6+/lwXfLTNVW6tVLmduoF16YU0zIkjD09MvjpUzSpeQO5pfJQfT0uW1Ue+aWhNNG9bz3Tmp59h3S36Rz+ctloXfLxedt35u9QrGok7NSiaQb9v+l3Tv+7o0vuICadSgrhn98syLY+X6qy5k3nEStBjCZxIcJJuPqHeI+rwyXhpeVsf8cOpD79TqXdve3dqaoQk6x6BJw3pycd3qGUM79AdDT3i/l+Tftfsf6fL0EBM+H3/gNlMhWOf96LCiTu1vkqoVymZc1GrvlQ4x9eOP6YLvlpu2s3PX3zL+3dkmqEcrga6VN7f9uVM63dXMpkmnxHP14uOF4ZPliU63Z/TK6b8NGDJR+na/W9LS0uThpwaZeaB6E0gf2r6ee+1NaXXjFb6bD6R3/gcOmyRfLlgiT3W+Q6pWLCtHBFVQVr+e/UeaHvfyp5c0Ztp7oN9/jz1wmy/nA+mIFg2Ty39eb3rUg4sLecFAC+jcc0eTjJ7Q5b/8KkcVLGBuevjtoSOF9OaOd5Gvw3Af7TNM7mvTNOMGrj5HL3hb3niFucGmN4q08qbOcc+XN6+vyHT48efzF5ubrv0GvSmXXXhOphAeah6jmvZ9ZYI89qD/zkutoHx/j1ek7GnF5YG2N5jh3YFDkL05szqiqleXOzOGdGsb+/rbn3z5e7ly9a9yV5fnTZDUMK6jWgJvbHs97npO3te6ScYIhLc/+NzY+jGwJ9uXEOEz2Y5YDJ930eIV8trId+XBds3kuEJHy4DBb0nVSmWl3a2NZPSkmWbYgs7B+3D2fKl0Zhlz8jKH5RCs3mmb8uEX8lC7ZmZ42qnFTzI9ezocS4fyaUVEnSfl9yFXeidy1MQZxkOHDV1+8bmHtUy9EfLS6++YNqg/uDrPsWenVuamiPY0r/tts1miRQstpHrPnrYlbVsvjXjHjC4oevxxMnrSR3LjNRdL4ysvMEMj1SKwgp/OpXr6hbHy9COtpdiJRWI481PrKRqUdDikVlK++pLa5sLfuznmhSgd9q7VvL0LE+0hHfP2THm6axspeOQRoqFKbx5VrXi6lClVPOWnFejUgG+X/CxXXHxuyBuJXmE1HfKt88q63XtrRo9VarWe2PdGlyN7vN8IaXfLNXLG6afKyDdnmN5O7T3X0Qna/jRw6TqzTz58h5Q69WTp0W+ENL7yQnPu+u3hnZcvDn9bShU/Sfo+dpcc97/htWqhaxh37zPcDMM9u8oZhkfPSw3wzz1+tymAqOZ6A7NyhTK+WM5GA/nE9z6V2V99ZwLoBbWqZnwXedXPA+tL6O+FrlZw9FFHmu89PW+XrlwjP61YJ+eeXcEXS+Z5VbrV54G2N2a6kaY97v0HTZQBPTtkjE7Tdvn0C29Ig4vOlYvPq25G/OlyNnqTnJoTue9bivCZ+45JXD6RNz9RL/B1mNplF50jOvSxW+9h0rn9TWYtRr17pJPd9e5R4HyNuHyAJHwRveB4YdhkM5/HKxevvcZ9X33TDOvTYUU6POaZF8eZLzc/Dh8NPKze8L7nh04yw9F0mFrwQ3tiXn79HTmnegXT0669o4HLAOnc2bnfLDXFYzRgpPqC2/qD+PHn35ghQ7rGZ+0alcy6lXpe6lqM3tIh3sXHzt1/y8N33+TruWWB61V2v/9WUxFYz0u9KaQh0xsa7118VD6zjDS56iLz902/bzfD23T47hllS8q9dzbx5UiF4PPSW+ZBpxrod5vfbz56NRC+XbxSLr2gplx/9YWyf/8B6frMEDP3Tntg9CbGw08Oklo1Kpq1Bv1aI8FrS955+c3in+XprneaG4ze47slP5vfTZ2KUa9udbM8RsXyp0mL6y8TvTnea+AYaXtLI9m67U/56ed1ph6F1lxI9Ydel2lvsT4ee7Cluamoaz7rNJ7gG49dnx5i5snqtdrUmXNl0vufyW03XC7Lf1lv5jd27Xhzyp+3gVMIKpQrZb6/taic3tTW9hJ843HAkLdM8SYtcvVI76GmXoLeoNTpGW1aNGI4bi46wQifuehgZPdH0Qu21yfMMEPSvEpq+kOg6zOGW5tRT369e6QXyPXqVvPdUDb10Tllj9zTIiMA6I/Fug1bfTkcJlQb1Yv+/aY661HmQkIfgXPHAg11/o+Zp/fFt/JM19ZmHp8OS9KCRbr+rB8XKA91Xv6ydoOpttyrS2uqLf+v0emF2559+8wQ21DnpVaOHPTGVLMur85rHzlxhjz32N3mIkXbaO8Xx5oeeq9CbnZ/3+am19eeu5/X/Ca1zj40FUMfOkS5W5/h0u3eFmGHdfu5YmmoJR1mfLpAlq5Y4/sbQoFtW6uzag+dTkHRmxp58oi5iajhdO6ipeb6QufjeRVdXxkxxQQIHU6pDzOv74fl5vc0sFJ6bjp/4vlZ1OjH5avNfE5dKkTnHJ9T9UxzQ1sfes5p7QmtEq+BVNeCNvUSLjrHzBH1hunq8FIN83546Pf34mWrzLQnfeiNxZuvv1QqlT+0zrN2CvTsP8rcENJAqkOY9VpXe9p1Tq1eY/R9dYJZvcCbm+wHt9y8j4TP3Hx04vzZdImCZ14cY05A7S3wqh7++deusD+m3km/6PsVZojl3S2vNcON/Bhbk0IAACAASURBVFI2XRe0H67DRR9qZX4wveF+Z5YtGfaLX4cdfTHvB1NUQOdt1D//bF/c1dXmqvurxasef6iVuePo/VDq0jXag7d+w1bp+szQTKFKL0x6vzRO2t7S0HdzG9Vsw+Zt0ufl8aaN6XnpFZ/Q9XgjjUjQ3oWDB9PkiPz5Zftfu+SS82v45rzUi7c3Js2UJzvfaS4utCdZ73Q3v+5SMyIh1A0inXOsN938OB/IG1qqveva467hQMO6Vgru93j7kPO1/V6xVAO7Dq9t36pxxg2gT7/6Tj6aszDszVo9n/16XmpoennEFFN87tILa0iePHlNkSGd6/5IxxYZvU76b+9/PNcMYdYe96Ur1sq4dz4xUzL82AOvw5GPOfqojF48/Q198fW3pX+P9hkF6t58b7Zs3bYjY36jtsNFP6yQLh1b+OY737sc9uqa6Ag1DezeuvZaaM77LtNrXV0+r0vH5uZmpd4g6fXCGGl3SyPTk8wj5wUInzl/DBL2CfQk1QCpPU+3XH+ZrFj9q8z64lt5/smOJihEe3jVxdrc3NA3wxe8IaJqdf2VF5o5aOs2bMnoUQll5lXO1UBR/vRTfbWou7YxXapgwNBJUqFsKVMyXu1e7HWvWR9Ph+gWLnSsWSbDG2KrhWN0/pDOHdJCKH57eOel9hDUrlFRvl+6SvTmhs4NinQx5hWX0aWUBj5xT8adcz/4eeflDz+tMnOBdDmfqy+rY4ozae+JXsBNmvaZucDV+Wga6PViRIOnH3s+tU1ob7De5DmpaGHT46IjWrQAljfFILDdULH0kIYGSf1uuvGa+nLUkQXMPG1dmzfSlAs/n5e678PHf2CGiOo0Fq1M+nD75mYkzOp1m+Tx516XCmecJn/t/FvKli5ubsxqTYomV19khjan+rSLUN/Nel2lhdN02LIWL5z37TLzvaVV9bXS67OvTpDaZ1cUHQ2jw711/VntLe3S4WbfXIcFu2lb0orUeqNDe9j1v5/p1laKnXi89Bs0UTZv3W56lvVmt84XnfbxXPlr9z/S48GWvrzBkRuvCQifufGoZPNn0iEIWvr86KMLWg2l1Yvk54dMMj8afuo90P3WngMNnlqA6IJaVaJWBTYVE58dbkKWV3U4mw9rrnp5HTKkJeX37dtvlnvQi10t3tHjuZHS46GWGXd0vap1+vfAQJqrdiZBH0bPS+3R06HHlcqXiemOtvbwffvjz75cWkTPS724WPbLeqlcvrS52PAuXrVdTftknkx4d7bc2KieuRD+Yv5isz5ctKrMCTrcOfI26rJy9QbRucSnlyqeMV82+MPEUrFUTbXXPdVHwejF7ewvv5NNW/+QSy6oEdPazn4+L0M1bO/mjy5XoyFTTXVpkeInn2CCvf6vH4OnZ6U3e35cttr00GmRJv091N67zr20Avr1JmSam//PDjdzknX6QKoX6Yv2BaltSH/79KFBXYvRaQ/xj8vXmJCp/60dLbqOr45e0OWU/DCsO5pbbvk74TO3HIkc/Bx6EffW+5+ZynW6tEi4HwEdgqqBStcdrF750Bqifn3oj8Ubkz4yXsFr43lDTbVKW2ARAbXyLv7+2bNHKp5R2gwZ9MtD51DpMD+dP+tVLdW5e3pDI3CIUaCHemklWK00qUMqtZhMql/sBu6/Dkn7ZvFKM78leLFxDat6PuodcK9QkV/aUrj91Payd99/GXPa9aJ37qKfpO+rOqz59rC9w36ujKjDvt+fOVduadrALGmgj2gVS/XGpc7d03O6a8cWUrLESb5qelk5L/1YsdRrFKFuZmjhnMFvTDVLwOmUFh6ZBULNOdb5sZ/O/c4UaApeego/MT3CZQLWRtUpPTp0XucXe+ve45Q7BAifueM45Oin0IvYh554Ve5ofvVhw4n0TtySFWvlg0/myYLvl0nn9s1N9b/ggKoXK1q5ruxpJXwRDlas+lU69xpsfjiDg7j+aOjix326tc00h1EvhHXS++bf1am4LPxhhfkR0bt2fngEz8PQdte97/CISxboBZv20uiSGePe/ljKlSkh99zZ5LAglop+3lqXe/buN2s2Bq4nqyFr0OipZrc73tE4446uVx1Ql3TRIVu6PJAu7aKViP2whq8O4e4/eKLcfdu1UuGMUrL+t61mzpkO7/OG5Aa3FS284+fKiOOnzDK9wsFzPyNVLFVDb3qBDnPT0SBasbpokeNS8VTMtE9ZOS/1BfxasdS76apTLsqVPtVUwPXWSh02fpq88OS9MY1G0NFE+htaqsTJvugl9YroNLnqwoy1n7VHfdHilWZYrq7ZHuqh12pbtv1p/q41AVo2u8I3a9EGzyfWNtP5qUFyf9sbpGbV0NdZ+j026q0PTUfA79v/MtdsWr2fR/YKED6z1zdpXj2wSp3ODXpl5BSzNpfekdTFpOufX0NqVi2f6aJfh1Z+t+QXM79jyYo1cuzRR8mrfR7IGFKZNDufxQ8aaOa9hDeMVH8gA8uAe8va6Jdht3tvMY56oTzizekZRVOy+DGSajO9oNXhVqZIzo6dJiTc0KheTMNh9MdYq/5dcXEtaXDROUm131n9sBom09PlsBs6Xsh69tF2mYZO6lxHvfv76H23SPXKZ8g/e/bK+Hc+kROLFpYbG12c1Y+RVNtpVdzX35wueoOoSOFjpeUNV0jdc84Ke1NM26TfKyPq95M3JC2WiqWBDUJHgUyfNc+MUGjf8lq5+tK6KX8D0va81CHKfq9YqhXzB41+T3bs/FuKFytqpv7oVItrLz8/7PeL3tSe981SeWvqZ2bOshaLGdCjQ0xhNam+tMJ82E1bt0u/196U4wsfa8Lk19/8lLFWdrj90/NR6wBo4b8Xe93nq1Fq3nQL/T7Ste2146TEyUXNzduCBQuEbRI6hFcLP3361fe+uobNyXOE8JmT+rnwvfWurp6EH362UJ7qfIcpXR3Yy+n1rGgxD70A1uGAF9aqagoxBAeuXLh72faRtMjO0pVr5cyypWT8u7NEQ0HgnAwNBRrodRkIb11CnQP53KsTpMdDrXy1hI1Wq9N9L1zoGKvhVvrD8txrb0rFM07z1Zxjr9Fq+NbeTq3wN+XDL6VW9QqZHHRecqcnXzP/dk61ClKhXEkTKMJdKGfbyZBkL0xlxP8/YLFWLA08xF4PqN700HVY/TbHPdp56VlRsVTMd5GO/Nmw6XfTwxRq3qK2wUU/rJQJ786SXbv/McPBq1YsK31fmyBNr67nq8Jq2nb0/NL12rWieSxTdbxVDHRd9/taN4npxm6SfWVH/bh602LFqvVS9PjjpEyp4lFvhnkF1rSAkdczH/VNeIKTAOHTiS81N9Yvr183/i7PD3nL7GDgnB4dUvrUwDfk4fY3mR8Eb/iMDlvQwKXrNnpflnrXSZeLqFT+tJT/AtQfzK8WLjXDaptcfaFZIsPrSdCLE52bd2X92pmGc+j8jRmz55uFpPWunA6T1LvBbX0yfM07e2KZc6xtSue66ByhAT07yOmnFRddCmHgsEmmlLoOBfdDAQYNSjpU7dvFK2XgU4cqCOtD258Oa9Me9cvrnSsffrrAVEfUdUL9sHh7LN/EwXMb9byMpTKi387LSBVLg531ubqw+z//7PHl3E/PI9x5qX+PpWKpn2sBBJ+XeqN2xMQZZukpvaGtDwo4ZT7zIs051u99XdP46Ufa+GYUWrTv/2jXGLrs1Ph3Z5trWD8XpIvmGM+/Ez7jqZlirxU4p+fO5leZHhXv33QR5BbXXyoXn3e2PDVwdMYdSf0R1SFss7/8Vlo0ucwUS9He1MceuM0seZDqDx2+oesJ6ppcXe9pYYbKaGGFV0e9K326/f8Xm96Ze+zZ4XLVpXVMINX/1jL0OnRZK7jp3beWN17hi3l64eYca7GA1es3mmU0ps+eL8VOKpJRtl/bkfag6tyWed/8JG9O/dTMObs6xHzkVGtz3ugDDd66bqMWUgiuJKzPmTLjS+On66tS5U8keG5jLJUR/XxeRjpvAofatr75amnU4LxMc5JT7ZyLZX9CnZexVCz1ey2A4PPSa1tvvvep6bkrV+ZUeazv65kKq+nvrG6nv7Val6Je3epy123XmhvdqV41N9KcY68HT5fOC5z24/Wg+nVuY6S6JnoTu+szQ+SWJg0O61XXzpZJ0+ZI1Yqnm+uye1s39eVycLF8/9k+h/BpK+bD5+sXvc7v1PLf3kP/TedhjH3nYzOn4JlH2pj1k7Qibs8Bo8x/6xeg/iAPG/eBHFfoaGlx/WW+0QucQ6UVXT//erHpLfZ+GLX4hPZ6ekU+Au/spku6+VHVpSL0TlyViqenvFvgPDO9C6kFm3S+cZ0alcxacWefVd6sTxjuwsKr/Provbf4ZhHpQDP9kdSh7zqf2FsbVNudrh3aq3PriPNdUr5xBexg4HkZS2VEv5+XwW3DC1ha1EmXUOrQqnHUIkM6z13XY9V53jWrnZnyFb6Dz0u16vNou4zfz8CKpVq5e/CY98XvtQACz0uvzWmvuv4O6neY3ozVG216E03D+jMvjjPz2PWG4zFHFTQ1J8a984mppO6HETDBUyk8P+011ory4Xrw/Dy3MfC8DPTT73gdpRdc1E/boT5Pl255csAoc4NNR7Sl+s2NRF0PED4TJZ2C76MX/FrxtUCB/GaOWftW15lFuYMvePXH9tslP0unu5qloEL0XdJArhU3n+rcWk4+8XgT0HUYbrf7bjHzo/Tu+L2PvSSNLqsjLZo0yOhB0AsSHUZ5rI+WY9Ef0emzF5iFyrW3veFldcNWttUfBq3mlz9/PjMEV9dE63B7Y1PVTgs1aLEZP1R41Rao+//EgFFyz53Xm2HIsa6fSmXEuaZypAb24MqInJeZv9u0aI4Oe//ki2/MVAGt0h3tQkxvgPTsN8pMRdDHrC+/kycevv2w5amif4sm5zOiVSz9fskv1AKIcGi1roQulXHM0QXNyKtrLz/P3Mz+fukqub3ZFVLhjNMywmaoAJucrcbuU+vcTi1mpfMVv1iwWG5vdlXYebGR5jbqSCK/LN+i1649+4+S+udXlxmzF0j3+28Lu1zZ4mWr5dWRU6R3t3bm+s17aJhNT09jVJFdc814NuEzi3B+38yb1L5nzz6z1EOePHnNpG7tgXn2lfGmguupp5yYMRdN5274qeczsH2o1UefLZRBb0w1YUiLKGgPlRaO8S7evDlDa9dvlqe63GmWyPDzwxu+rL2/XTveLBfUqnpY0QBdR/XhpwabxaN/27zNLFR+qJLwkTJx6mzRYVvhtk1FW29pjBpVzpA1v242u6jL/USa80llxHmmUmu4yoicl5nPFL1A1UcsF6kavB5/boRcVKeaXH/Vhea7Tiuoj5vyifTqcmdGD30qnouB+xSuYqmuDx1LLYBU9wm3f15Q0iGPTa6+yFT9XrV2gxlZpd/rerNozOSPzTJS111xftQbIans6A1V1t7fh9s3l7o1K4csshNubqPevOzWZ6gpMKk3wP2w/rh3jfHF/B/l8QdbSoVypQ5rQ16F/csuPOewZQg1lGrof7DtjXJh7SqEUMsTjPBpCcbTDwnoXZ/vl/4iJYufKMVOOiGDRYOWVn59acQUaXBRTSl2YhGZOPVT6dejfcjJ7/o6/x04EHbNqlTy3rt3v/y+fYecXLRIyGGQ3jy9H376RXo8dLvv51DpsddlM/oNelPOPbuiWacx+KF3MAePmWqGw5x2arFMf9ZttRiKLnDepcPNclaFMil/gaLh4Oc1v5kAXqZUsag/iFRGFDPfOlJlRM7LrH0L63nX/dnh5tzTyqb68GuF71AVS2OpBZA1+dTYSgPVou+XS7WzzsgIQzoM9989+8wSLXozQ28OPTFgpDzUrplvpltEOro6VFmXb9MhonpzI/ARbm6j9/226IcVUrZ0cTPdx0/zuPU6QefCtm7R0HSYBD5mzlkkMz6dL8880jZTIPdCaYWypcyNXi2a5ZdrjHh9uxA+4yXp89fRLzAd/qHz9PShF8EaTrWapN61DJ787nHp2l3deg+TW5s28F3RCr340MJE9c8/O6P1qEe/1ybKc4/f5avlVyKdPt7wFn2OriWo68J5y9Xov+ncPe391PU/gx/eHDXtjW9Q7xxp1exK3yy47VlkpTKiBrLvfvzZ3Bg6+6wzfDGPyvPK6nm5et0meXH422Zd5GuuON8XvQeeWXDFUv13vdmmQ8GvrF9LLrmghgkLugi8zrHyagT4+WczlloAwT46tFS/A3/duFWaX3epVD6zTNRlJFLJWL/r69aoJOfXqmJ2S9tYzwEjTe+n35b4ieW4xjK3UUcQ9XhuhDz2YEszZUMDrN7Q1VFt2iPol6krnqc3N1QddGTCvXc2OWytVA2ls7/61kzZUJ+fVq4Tndut17o6yoNHdAHCZ3QjnhGDgPZAde87XFo0vszMBdIFpfVCTBeTfqDtDRGHWHlfdlpNTOeFhhpiGcNHSLqnaNDs/uzr0vH2xmYIblpamik+oXfVIlUo9WsFNv0hfe+jr0TnKXpDk712d3/rG+TsKmcc1ga8oTX6Y6HFncqVOdQD45dHViojrvttizz0xKty3rlnmdEKWu3vwbY3mMrWfnhk9bzUC+Ftf/5llrnRuY2PP3ibqUTsh0dwxVJvn3XI6XOvTTBVvC+9sKYZBaMXaFrh2++PaLUAQvnohfHO3X/L8l9+lXFvf2y+z+65s0nYefGpZjzj0wWmZoK3fqXOCX36hTfCjqzS/ffr76XueyxzG/XcHTN5pjz2QEu5sPah6S36W6s9z1qt328P7V1fv3GrHKFrZItIlw7NM40g0k6Wx557Xf7bf8DMFS1Z4tAUKb0xpEPDtQYFj+gChM/oRjwjRgENkbow9NxFS83doGbXXCwN6p0b8/BRb4hlnrx55PEHWvpifUK9OOv7yviMOXoa1qPN0/NzBTZvqR9dTzV/vnxm3s9tN1xuhmEFLicS2OOpc85uv+lK393B9U5bm8qI3nqhWoCnQ6vrjKneGX/25UPzuAMLLsT4tZCUT8vKeRm4ozq3auLUz6RP93a+6QENLPiiyyQVPPII0370nN24ZZsMHTvNzHfv/Wh4Ez+tqRpLLYBIJ4839E9HfDS46JykPM9sP7Tusy7zpoGyTKlTZNaX38r9bW6IOOfTz7+X6hvL3Ebv2iuWzgLbY5Zsz/euHXS6j95w1VF7wb2/3nWI9sT7ZYm3eB9Hwme8RXm9LAt4PaDag6Dhs2DBAll+rWTa0BuyrF9oxx5TMOo8Pd23cBXYkmm/XT6rXuj+/c9ec5dWqwEHVt302tEvazYwDyMIOVplxFDD2DRI9H5pnLS9pWHG3D2XY5cs22blvPT2TYfuDhj8lgx4ooPvhs9rb7sOQdMpGDc0rGd6At798Ev5fP5iM3fq9FKnhGwCfl1TNVotgHDni34HPvfam1LxjNNMJVi/PPS83LZ9p2zY/LuUK32qFD4u+vrhfv+91LYRPLcxuDqwd/41u6a+6QH1+8Mr4qThXdcADb6Jqz7a8z5gyETp2/1u39yYjVe7IHzGS5LXCSugX2rPvDBGLr/43JB3aDV0ffb192aYrjfR/Yj8+WTCu7NNT+oNjS42pfoD1xlNdW5dnmb67Hny2P0tD/txjVSBLdVdIu1fVha+X/vrZrnv8ZfN8PC7br3GLBmkgTaVH5EqI+oFyaDRU6Vw4WPltqaXGwsd5tb3tQn8wP7vYuPVUe9K9/tuzRhuFdxW9OaHzjEuV7qE6ZHXR//Bb5k5tC2aXCZXXVI75XvhtY3N+uIbmfzB56bn5YJaVcwFXNEix4U9tVhT9RBNtN9LfY7+Zn469zuz9M2Anh3k9NOKi84h7fzUYKl1dkW5u+W1Zp3taEvhpMr3nIaAcOclv5eHH2W94aFeOmrIq5/g3cyoUrGs6UmO9ghcNzPac1Ph79rbPn32fDNNyhtlpQXUHu/7uhmyrD3x0R5+XQ4olAvhM1pr4e/OAloc4eURU+SeO643P5KBD2+4h/5b144tMl3Q6Z2mHTv/lo8/XyTTPvlaenVu7Ys5e/oFpUP29EdTw3jgcFJ1CleBLdBVh6N+ueBHU4TBm5PgfCBz8QvoGoQvDJssm7b8Id3uu1VKFCsa86dV71/WbjRttG7NSqb4VbB5zC+WRE8MVxlR52vrhcnmrdvN/LxZX3xrzluvwmQS7WLcP+onn39jLvI73XVTxsgMbT/aE/Pj8tUy7eN55n9b3niFubDTdXq9sLBt+w6ZMuNL8/deXVr7YlpBrAeANVX/Xyrc76WOQFi9fqN8tWCJuQgudlIRs6xGYFVTLfSntROGjJkqN19/6EaHHx6hzktvv2P5vdTAr7+XZUqeIpXKn5byoV2vrd7/+GuZNO0zeaLTHeZGxbxvlsoro96V/mFWJlDPg2lpMmjUe/Lb5t/NtdnVl9T2Ta+7Xo/pdJ8jCxQwRYiOOupIGTrmfflz52559L5bw04v0xoCfV4eJ6VLniIbN/8hz3ZvF/EmnB/OV91HwqdfjnQu289Y1nEM/MhaaGDBd8vMcNxY1pjLZbvr/HFiqcCmpdTnzPtBps78SnTom4aHp7u2kbrnVHZ+fz+8gBZneKzv69LjoVYx3cVMNRM9JzV0FzgivxlipIFKL07mfP2DvNr7gUwVhlNt37OyP3rBqnNhP5/3g5xV4XSpU7OS1Dq7glQ6o3TY7yh1HTbuA8mTR+Su267Nytsm9Ta6/2+9/5mUKn6SqVga2DMXaU1VvZn2w0+r5Ij8+aVmtTN9M49WD7bOH+7e93UzjLlOjUqmnZ19Vnk5qWjhsCFJK1zrzTQNErEMS03qRhXiw8fye6lhYtEPK0171CJOv2/bIR1ub+ybMOXNbRw4bJIs+G65Waqsd7c2UrPqmRGbg9rq74IWVnv+iY6+qoSuIzpmzJ4vr4ycYoo5aSVvvSY9IcKIDsXUa7HOvQbLDY3q+aZ9RftOIXxGE+LvcRfQITKP9B5qhmLpHSSdsxfqoevEac+B/p8OwdX1C/0aPiNVYFuyfI2pkrtv337Ta1enZmX56LOFsnTl2oh35OJ+YHPpC+qPrC4FoevRarAK99DCOo8/N0Ke6nynL8PnmLc/ltXrNsqdza+W44492tzIGPvOJ+ac0wrW4R5afXjLtj9NZcSDB9OkZbMrfLGcjQ656v3iWMOiPVCnnXpy2DCwbftfUvi4YyVf3jxmCO4JxxfKCJ/aW6VufpjjrhdsWkn5juZXH7ZouzqGWlNVe5p79htlpl7oQysJP/Hw7YetY5hLv36cPpb2qk+fvUCGj/9A7mx+lTS8rG5MlW1/WLpKXh75jrzw5L2+DJ+Rfi/Xb9hqil+t37BFbrzmYrn0gpqydMUaGf/ubHn20XYZXn6tXhrt99KbG9r06nqmSj8Pkb379pslanTEVaih7jqNasqHusRU5vVC/WxH+PTz0c+hfdcvNz1ZNVRGmpMyedocGfTGe1Ki2IkmoOpwynDFKnJoVxL2tuEqsOlQrB79RsjZVcrLzY0vNeEqeN2uhH3IXPpGOq/z3sdekrtbXhdyLova/rrxd3nu1QlSuUKZjCqverdSe9m1jf6182+zAHcqz6HSO9rzv/1Jxr7zsRlSpYVM2rZoFHXYtt4N1oIyOtTvxV73HbYmWi5tFnH5WN55qQV2ypctKR1aNT5sSJWGyyFj35f3Z841vQTaw/DIPS2kyPGFzNC3gUMnmTvnZU8rbkKszZDxuOxEgl8kcK5YtDVV9YaG3hDSitW6fp6efxqsxk35RHp1uTPiEl4J3q1sfbtYRwqp7ZIVa6Tfa2+aYOWZZeuHy4UvHu730lt6Sj/yPXc0kWOOLig6YkjXc7y1yWVyQe2q5tpk+LgP5O3pn5vf0+pnnWHmeEfr3cqFDFn6SNF+L6fOnCtfL1pqbtIG3jDTYnY6QkHnkK5au1HOLFcq5pUOsvRBc9FGajJs3DR5rc+Dh924/vN/64XqTd3gUWh+u8YIPGSEz1zUgP3+UfSHMz09LdN8Ox1y9NPP66RNi4a+mIcXrQ0EV2DT53sXJvO+XWbWP/ti/o8mrKtZpLCkF8V+GMKsZitWrTfzWnQJEW1n2qu+cvVvZii3luvXiwwtmR64NJC2Ow2kOofq6a6tGS4TpnHqhd6IN2eIXnx46+9Fa8ep9nfvvNR1aJ977G456cTjzS7my5vX/K8aaUDXYc2Nr7zA/Jv2xj/yzFBTrKLymaVNYScdktv9fv9c6EZbU3XX3/9K92eHm6rVZUsfWqNXe5z1vNTh8X4qQmfazKZtoktAnHt2RWl14xVmbUEdHq8hft63P5l6AKVLFpP2La+TuueclVE8Tdvf5t//NEMG3/7gc7m/TVPTi5rqj1C/l96/vfnep6YOxdZtf8ryVb9mjBLSwld6o6h/zw5StEhhmf3lt2YUSI8HW/lidELw72VgG9GRCzp8tEvHmw+7yejVCtBOAx2OqjU6/DCaQ330ekLnc55VoUymay4973TUnn7PhZoX6udrDMJnqn/7JtH+6fAqnXvgrS+oH11P2oFDJ2caDhNpl/xcTWzjlj9k0Oj3ZN43P8krve8389DCPfRub7c+Q6VGlfLSokkD38yh0nk+PfuPMsNLNWjq/msPX5HCx4YdLqMVl/s97s+5U177iVR9+Ze1G8zw06cfaSOlSpyc0eT0QuXBJ16VU046wRTgUetUrySsPSv58uWVaZ/ME72507ThRRntav63y2Tqx3PlyYfvMEOU//xrt6mU2LlDcxOs9ELl+SGT5LxzKpseGL88Iq2pqlU5nxgwylzMXnJBDWP51cIlogHhmUfa+KbnM7AteDdpt+/YLZ2efM2cU7oeYY0qZ0j500uauaHeQ3uidArGB7PmSYVypaRqxbKiN0i06EngueqXtha4nxoYdHjuG5NnSv/H25v2tW/ff9JzwEjRIaVeL5Vfl5ryrPSa6t89+8wNbb3JuGfPPul4x/9XfI019MtrNwAAGuNJREFUnPqpjemN2AIFjjA3Nno8N0J6dro97DJl+tvqx2sMwqefzohcvq8aDJ5+cawce/RRZuL/UQULyGuj3pO09DR5+O6bwvZ86g9sz34jzXIZK1b9anqpvLvkuXyX4/rxvAu1E4sWFv3/77mziZlbFvzw5lUt+mGFGUqqF8reEjeR5kTG9cPm0It5BQP0gqP5dZeYXqjgBaS9j+YNx9IehuDhMvq3DVu2mWHg2puayo9I1ZfVU5cV0V5lXYw7uKddA5hWEh467n2pWO40UzHXD5WEdY6nzms//1xdYuQy2bN3v3HSubMtrr9MVq/bJLO/+lY+nfu9qSTc48GWoiFMe0J1OGmkG0ep2NYiramqLs+9NsH8Llx6YU2ZOPVTU4W54aV1UpEi5n3yRrx8+NlCUztBhyZ739/qOXLih7L4p1Wm6m3NqnrjJ2/EczXmN06RJ3rLSv2xY6fZIx0WqdcQTz4/Wq6qXztjPqPtchopwpOxG1oI7OkXxpghyjpaI9yNC28ETKRwmmo24fZHb/BMnzVPtLKcFgkLNwot3DWGXr/N+HS+lCtzqlSpUCYlfzMJn345G5JkP7NaTUwnwT/Rf6ScXqp42LtySUKQ5Y8Z66T24DmhOlF+8Jip5o7m4w+2TPk1CBU42hyqSMNltAfrqYFvyAW1q4iu/VX/vLN9szxL4N1wDZFqoYWKAgt1hGrA+iPb9Zkhcs+d10u1SuWy3MaTaUOvjY166yOzbJKuc6nDkrdu22GGrnW6q5nUrlFJho6bZob2FT+5qLRqdqWpZprKc4tjPYba41TwyCPMhZf29m3css0Uitm1+x/p/Wg734zWiOblfX//smaDGZ6sQ//+O3BQxkyeKXMXLTU3bvXfdFRRLOdqtPdLlb9r4UOdq63fXd5al7pvOgKr/6C3zJDcC2tXEZ3P9/3SX6THQ7f7Zg5j8DHW82/uoiUyZMz75ubZFfVrHWahnrqkSHA41d9SvTY5+cQiojfltAc1UgG7VGlf3nn577/7zNqgwUveRbrG0CHM+tuqa/nqjUqdX1ulYviRbMloRvhMxqPmw88crQJbuB8S/bLbtftfKVOqWErePQpsCnqxq3Okip1YxPzz7r//NT0uJ/9v/pn33PFTZpkLE51rdmHtqmbYlvpq8NfhgLrOnN4l10JPqT5MUudQ6ZqW2vOrBRK8R7iiTbqeqN4Z114G7XnRu+evjX5PKpQ7LWT1zlQ8VXVIkRpUqXC6fLFgsdze7KqQVQ/VRocG6pIQGrgefmqQPHJvC9+Ez3DHXoeMrlm/WR5uf5MJmXrj7KnnR5uhydUr+yOYRzsvdPiyBgMdQnpDw3qSP38+M2f28/mLTcVIvxaeC+fmFdgZ984n0unumzK+8/X7rf+QiWaJGv0tbH1zw4gVSrXYjs6F1/UuU32JFv29U5NTTznxMFYNDpM/mGPm0Or0gZefuc+sme33h15jqEm9OtUyFWDyRsDob0LgVAPPy5urrMWwXuvzkJnj7oeHd15qewquDBxrYUgdzdf3lfGHTWtJdj/CZ7IfQZ98/kgV2HSIwtMvjjF305o2rJchogsifzxnkUz58Ev5bePvcn/bG8xwmlQPVAqgF/5avEQL6gx86t7Dht96PwY6zOiBtjdkDB3VcKUXx7p8xr9798lj999mXP3QE6M/oDPnLJTaZ1cULUYRrmiTVrXTSs0aFtRF71BqQQotwuAVmEn109Ir2qEXu1qhtW7NyoedVzrfpfuzr8vO3f+Y9qjnpg5B9cOw20jHX+csfvL5N/LYgy0z1lTVuZ46BD7w+yv4Ndb+tsVUy/1r525zcyjURXMqtTttY7O++EYmf/C5GamgS3Np73HRKGvqpZJBPPZFL4C19/3VkVOkfavrTO+6fn+FeixettoU29Hvs6svqWNGEaX6tALPYfZX35lRPzrnWr/XNTDoUPkypU7JVIci2M3PFUu1N/1QxeC/D1uqJtDJG+KsN5H8MvUi1PkV6zVG4LY6AqRb72HS6qYrUuoGCOEzHt/uvEa2C0SqwBbLhG39Ien76gTT0+dVm8z2D53Db6AFiDSYlytzqEpkcDEmb72uZtfUNy7BD10PrdfAN6T97del1JdeuMO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        "                            \n",
-       "var gd = document.getElementById('bbe0380c-d0ae-447d-92b9-82eb61cf702f');\n",
+       "var gd = document.getElementById('add60605-2087-49ca-8a48-55f48f3f5a2b');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -1444,8 +1526,8 @@
    ],
    "source": [
     "# Chart the top 10\n",
-    "top_10_ips = df.groupby(\"src_ip\").count().sort_values(by=\"timestamp\", ascending=False).head(10).reset_index()\n",
-    "px.bar(top_10_ips, x=\"src_ip\", y=\"http_status\", title=\"Top 10 IP Addresses\")"
+    "top_10_ips = df.groupby(\"ip\").count().sort_values(by=\"_time\", ascending=False).head(10).reset_index()\n",
+    "px.bar(top_10_ips, x=\"ip\", y=\"status\", title=\"Top 10 IP Addresses\")"
    ]
   },
   {
@@ -1458,7 +1540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 29,
    "id": "566695a4-a750-4cb4-8027-75451eec49d7",
    "metadata": {},
    "outputs": [
@@ -1483,17 +1565,23 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>src_ip</th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>http_method</th>\n",
-       "      <th>http_status</th>\n",
-       "      <th>response_size</th>\n",
+       "      <th>ip</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
        "      <th>referrer</th>\n",
        "      <th>user_agent</th>\n",
        "      <th>_time</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>uri</th>\n",
+       "      <th>path</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
@@ -1507,189 +1595,202 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>/favicon.ico</th>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
-       "      <td>807</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
+       "      <td>788</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/style2.css</th>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
-       "      <td>546</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
+       "      <td>532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/reset.css</th>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
-       "      <td>538</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
+       "      <td>528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/images/jordan-80.png</th>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
-       "      <td>533</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
+       "      <td>522</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/images/web/2009/banner.png</th>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "      <td>516</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
+       "      <td>506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/tags/testing</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>/blog/tags/puppet?flav=rss20</th>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
+       "      <td>488</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/tags/tales-of-olden-time</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>/projects/xdotool/</th>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
+       "      <td>221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/tags/tail</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>/?flav=rss20</th>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
+       "      <td>217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/tags/tabsearch</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>/</th>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
+       "      <td>194</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/~psionic/projects/securitrack/config.xsl</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>/projects/xdotool/xdotool.xhtml</th>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1498 rows × 8 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                           src_ip  timestamp  http_method  \\\n",
-       "uri                                                                         \n",
-       "/favicon.ico                                  807        807          807   \n",
-       "/style2.css                                   546        546          546   \n",
-       "/reset.css                                    538        538          538   \n",
-       "/images/jordan-80.png                         533        533          533   \n",
-       "/images/web/2009/banner.png                   516        516          516   \n",
-       "...                                           ...        ...          ...   \n",
-       "/blog/tags/testing                              1          1            1   \n",
-       "/blog/tags/tales-of-olden-time                  1          1            1   \n",
-       "/blog/tags/tail                                 1          1            1   \n",
-       "/blog/tags/tabsearch                            1          1            1   \n",
-       "/~psionic/projects/securitrack/config.xsl       1          1            1   \n",
-       "\n",
-       "                                           http_status  response_size  \\\n",
-       "uri                                                                     \n",
-       "/favicon.ico                                       807            807   \n",
-       "/style2.css                                        546            546   \n",
-       "/reset.css                                         538            538   \n",
-       "/images/jordan-80.png                              533            533   \n",
-       "/images/web/2009/banner.png                        516            516   \n",
-       "...                                                ...            ...   \n",
-       "/blog/tags/testing                                   1              1   \n",
-       "/blog/tags/tales-of-olden-time                       1              1   \n",
-       "/blog/tags/tail                                      1              1   \n",
-       "/blog/tags/tabsearch                                 1              1   \n",
-       "/~psionic/projects/securitrack/config.xsl            1              1   \n",
+       "                                  ip  remote_log_name  userid  date  \\\n",
+       "path                                                                  \n",
+       "/favicon.ico                     788              788     788   788   \n",
+       "/style2.css                      532              532     532   532   \n",
+       "/reset.css                       528              528     528   528   \n",
+       "/images/jordan-80.png            522              522     522   522   \n",
+       "/images/web/2009/banner.png      506              506     506   506   \n",
+       "/blog/tags/puppet?flav=rss20     488              488     488   488   \n",
+       "/projects/xdotool/               221              221     221   221   \n",
+       "/?flav=rss20                     217              217     217   217   \n",
+       "/                                194              194     194   194   \n",
+       "/projects/xdotool/xdotool.xhtml  147              147     147   147   \n",
        "\n",
-       "                                           referrer  user_agent  _time  \n",
-       "uri                                                                     \n",
-       "/favicon.ico                                    807         807    807  \n",
-       "/style2.css                                     546         546    546  \n",
-       "/reset.css                                      538         538    538  \n",
-       "/images/jordan-80.png                           533         533    533  \n",
-       "/images/web/2009/banner.png                     516         516    516  \n",
-       "...                                             ...         ...    ...  \n",
-       "/blog/tags/testing                                1           1      1  \n",
-       "/blog/tags/tales-of-olden-time                    1           1      1  \n",
-       "/blog/tags/tail                                   1           1      1  \n",
-       "/blog/tags/tabsearch                              1           1      1  \n",
-       "/~psionic/projects/securitrack/config.xsl         1           1      1  \n",
+       "                                 request_method  request_version  status  \\\n",
+       "path                                                                       \n",
+       "/favicon.ico                                788              788     788   \n",
+       "/style2.css                                 532              532     532   \n",
+       "/reset.css                                  528              528     528   \n",
+       "/images/jordan-80.png                       522              522     522   \n",
+       "/images/web/2009/banner.png                 506              506     506   \n",
+       "/blog/tags/puppet?flav=rss20                488              488     488   \n",
+       "/projects/xdotool/                          221              221     221   \n",
+       "/?flav=rss20                                217              217     217   \n",
+       "/                                           194              194     194   \n",
+       "/projects/xdotool/xdotool.xhtml             147              147     147   \n",
        "\n",
-       "[1498 rows x 8 columns]"
+       "                                 length  referrer  user_agent  _time  \n",
+       "path                                                                  \n",
+       "/favicon.ico                        788       788         788    788  \n",
+       "/style2.css                         532       532         532    532  \n",
+       "/reset.css                          528       528         528    528  \n",
+       "/images/jordan-80.png               522       522         522    522  \n",
+       "/images/web/2009/banner.png         506       506         506    506  \n",
+       "/blog/tags/puppet?flav=rss20        488       488         488    488  \n",
+       "/projects/xdotool/                  221       221         221    221  \n",
+       "/?flav=rss20                        217       217         217    217  \n",
+       "/                                   194       194         194    194  \n",
+       "/projects/xdotool/xdotool.xhtml     147       147         147    147  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "# Group data by URI\n",
-    "df.groupby(\"uri\").count().sort_values(by=\"timestamp\", ascending=False)"
+    "df.groupby(\"path\").count().sort_values(by=\"_time\", ascending=False).head(10)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 30,
    "id": "ddabaa60-b501-406b-8e34-39543f755ed2",
    "metadata": {},
    "outputs": [
@@ -1702,7 +1803,7 @@
        "data": [
         {
          "alignmentgroup": "True",
-         "hovertemplate": "uri=%{x}<br>http_status=%{y}<extra></extra>",
+         "hovertemplate": "path=%{x}<br>status=%{y}<extra></extra>",
          "legendgroup": "",
          "marker": {
           "color": "#636efa",
@@ -1725,21 +1826,21 @@
           "/blog/tags/puppet?flav=rss20",
           "/projects/xdotool/",
           "/?flav=rss20",
-          "",
-          "/robots.txt"
+          "/",
+          "/projects/xdotool/xdotool.xhtml"
          ],
          "xaxis": "x",
          "y": [
-          807,
-          546,
-          538,
-          533,
-          516,
+          788,
+          532,
+          528,
+          522,
+          506,
           488,
-          224,
+          221,
           217,
-          197,
-          180
+          194,
+          147
          ],
          "yaxis": "y"
         }
@@ -2582,7 +2683,7 @@
           9.5
          ],
          "title": {
-          "text": "uri"
+          "text": "path"
          },
          "type": "category"
         },
@@ -2595,20 +2696,20 @@
          ],
          "range": [
           0,
-          849.4736842105264
+          829.4736842105264
          ],
          "title": {
-          "text": "http_status"
+          "text": "status"
          },
          "type": "linear"
         }
        }
       },
-      "image/png": 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fQ8LZcNeQcDbc9aP3CCCAAAIIIJB/AcLZ/JtlbkE4687P2ta5hbPMOWtt2ULfMcLZ0JeQcDb8JRTC2fAXkXA23DX0Mpw9cCAp3Dgh6n2RwukicIeoYnQVAQQQQCBIAcJZd/qEs+78rG2dWzjLnLPWli30HSOcDX0JCWfDX0LC2QSoIeFsuIvoZTi7c2eSzJpDYuj1M6RUKZHml6URznoNzf4RQAABBBJGgHDWXSkJZ935WddaR8V27/uEbNq8Pce+MeesdWVLmA4Rzoa/lExrEP4aMnI2/DUknA13Db0OZ19+JVk2byGg9fJZcvZZaYSzXgKzbwQQQACBhBMgnHVXUsJZd37Wts5t5Ky1nY6hYywIFgOah00IZz3E9WnXhLM+QXt4GMJZD3F92jXhrE/QHh2GcNYjWB93SzjrIzaHQgABBBBICAHCWXdlJJx150frgAUIZwMuQMThCWftqkcsvSGcjUXNrjaEs3bVI5beEM7GomZPG8JZe2oRa08IZ2OVox0CCCCAQEEVIJx1V3nCWXd+tA5YgHA24AIQztpVgDj0hnA2DogB74JwNuACxOHwhLNxQAxwF4SzAeLH6dCEs3GCZDcIIIAAAgVGgHDWXakJZ935Wd36yTHT5fct22VQ706mn/cPGy+z5y4Q5py1umyh7hwjZ0NdPtN5wtnw15BwNvw1JJwNdw0JZ8NdP+094Wz4a8gZIIAAAgj4K0A4686bcNadn7Wtdc7ZHv2GS69brpX6dWrIoqWrZPqsT0xQu3z12oz/nZJS1NpziKZjjJyNRsm/bQhn/bP26kiEs17J+rdfwln/rL06EuGsV7L+7Jdw1h9nL49COOulLvtGAAEEEEhEAcJZd1UlnHXnZ23ryAXBdBStPnp1ayNrN2ySx0dNlcH9u0qpkiV8PQftx6IlK2XkkJ4Zx3aC5GUr15q+TBzRzwTKzmPGnPly39Dx5p/NmzQwAbMTKhPO+lq+PA9GOJsnkfUbEM7RMr8yAAAgAElEQVRaX6I8O0g4myeR9RsQzlpfolw7SDgb7vpp7wlnw19DzgABBBBAwF8Bwll33oSz7vysbb13734zjUGblo2kWuXjDxlF++Tz07IEpH6ciAaz46bMlto1q2Yc2+lng3q1pHWzhiY4HjDkBRncr4tUrVTejPjN3NfMIbP2mXDWj8pFfwzC2eitbN2ScNbWykTfL8LZ6K1s3ZJw1tbKRNcvwtnonGzeinDW5urQNwQQQAABGwUIZ91VhXDWnZ/VrTXo7N73Cdm0ebt0btfcjJp1RqnWr1vT/Nuvh45+Xb9xs1xw9mlZwtbIUbyRYa2GsZUrlDXBrT4iw1rCWb8qGN1xCGejc7J5K8JZm6sTXd8IZ6Nzsnkrwlmbq5N33whn8zayfQvCWdsrRP8QQAABBGwTIJx1VxHCWXd+tI5CQIPZBYtXZMx3m3kkbGTYqrtzRsf26HClGf3rjKrVv0WOrCWcjaIAPm5COOsjtkeHIpz1CNbH3RLO+ojt0aEIZz2C9Wm3hLM+QXt4GMJZD3HZNQIIIIBAQgoQzrorK+GsO79Qt9ZRqiMnvSkdr7vcs7lnMy9EpvPERoaxkX/PLpzVqRmcOWgjw9k9+1KjqkFqWrp8+VWqvDojOart2Sg2AQ1nb+uWKlVPKBLbDnJptWdvmkyYnC4rVyfFfd/s8P8FNJy9+QaRo48qFHeWDRsPytiJybJzV9x3zQ4zCTS9JE0uvbiQFC4U39dKenq6LF2RKuNe5H3U6yfcf25Jk5OrFo77YQ4eTJNX30iXBV/F97kR946GfIcaznbuIFKuTPzfR3/bkirjJols3kINvXyaNDgrXa67KkkKF+b9zktn9o0AAgggkDgChxWL//eexNHJ+0wIZ/M2Stgt/AhnMy/mlRnSmXf2x/W/ZpnmILtwNreRszv+3h9VfdLTRRYtTpfphLNRecW6kYazt3ZJlQrHx//HzP796fLy1CTC2ViLE2U7DWdvvD5djiwR/x/+v/2eJuNeLEQ4G2UtYt3s8kvS5KKGIsnJ8a2hvo+u/CFdJkyK/+s71nNN1Ha3dU+VyifE3zktNV1mvp1EOOvxE0fD2ZtvTJdjSsf3Najd3rY9XSa+nEQ463ENNZxt1SJdkuN8kcvjbrN7BBBAAAEEAhMoVbxoYMdOhAMTziZCFWM8Bz/C2ciuRY6cZc7ZGItnaTOmNbC0MPnoFtMa5APL0k2Z1sDSwuSjW0xrkA8sCzdlWgMLi5LPLjGtQT7B2BwBBBBAoMALMK2Bu6cA4aw7v1C3tiGcjVwALHLagsgw15mP1lnMjDln7XoKEs7aVY9YekM4G4uaXW0IZ+2qRyy9IZyNRc2eNoSz9tQi1p4QzsYqRzsEEEAAgYIqQDjrrvKEs+78Qt3ahnBWAXfs/Et69Bsuy1auNZ4TR/TLmGNW/515aoTmTRqYhcV0/lp9EM7a9RQknLWrHrH0hnA2FjW72hDO2lWPWHpDOBuLmj1tCGftqUWsPSGcjVWOdggggAACBVWAcNZd5Qln3fmFunUQ4Wy8wQhn4y3qbn+Es+78bGhNOGtDFdz1gXDWnZ8NrQlnbahC7H0gnI3dzpaWhLO2VIJ+IIAAAgiERYBw1l2lCGfd+YW6NeFsqMtnZecJZ60sS746RTibLy4rNyactbIs+eoU4Wy+uKzbmHDWupLku0OEs/kmowECCCCAQAEXIJx19wQgnHXnF+rWhLOhLp+VnSectbIs+eoU4Wy+uKzcmHDWyrLkq1OEs/nism5jwlnrSpLvDhHO5puMBggggAACBVyAcNbdE4Bw1p1fqFsTzoa6fFZ2nnDWyrLkq1OEs/nisnJjwlkry5KvThHO5ovLuo0JZ60rSb47RDibbzIaIIAAAggUcAHCWXdPAMJZd360DliAOWcDLkDE4Qln7apHLL0hnI1Fza42hLN21SOW3hDOxqJmTxvCWXtqEWtPCGdjlaMdAggggEBBFSCcdVd5wll3fta3njFnvtw3dHxGP8uXLS2jh94tVSuVt77v0XSQcDYaJf+2IZz1z9qrIxHOeiXr334JZ/2z9upIhLNeyfqzX8JZf5y9PArhrJe67BsBBBBAIBEFCGfdVZVw1p2f1a01mJ0+6xMZOaSnlCpZwvR17YZN0r3vEzJ4QFepX6eG1f2PpnOEs9Eo+bcN4ax/1l4diXDWK1n/9ks465+1V0cinPVK1p/9Es764+zlUQhnvdRl3wgggAACiShAOOuuqoSz7vysbb1j51/So99w6XXLtYeEsIuWrjKh7aDenSQlpai15xBNxwhno1HybxvCWf+svToS4axXsv7tl3DWP2uvjkQ465WsP/slnPXH2cujEM56qcu+EUAAAQQSUYBw1l1VCWfd+VnbWsPZAY+OlT63tj1kCgMdPfv4qKkyuH/XjBG11p5IHh0jnLWrcoSzdtUjlt4QzsaiZlcbwlm76hFLbwhnY1Gzpw3hrD21iLUnhLOxytEOAQQQQKCgChDOuqs84aw7P2tb7927X+4fNl7atGx0yMhZwllryxb6jhHOhr6EQjgb/hoSzoa/hoSz4a4h4Wy466e9J5wNfw05AwQQQAABfwUIZ915E86687O6dU7TF+hctOs3bpZe3dpY3f9oOsfI2WiU/NuGcNY/a6+ORDjrlax/+yWc9c/aqyMRznol689+CWf9cfbyKISzXuqybwQQQACBRBQgnHVXVcJZd37WtnbmnF22cm2efaxds2qWRcPybGDRBoSzFhVDRAhn7apHLL0hnI1Fza42hLN21SOW3hDOxqJmTxvCWXtqEWtPCGdjlaMdAggggEBBFSCcdVd5wll3fta2zm3OWRYEs7Zsoe8Y4WzoS8i0BuEvoRDOhr+IhLPhriHhbLjrp70nnA1/DTkDBBBAAAF/BQhn3XkTzrrzs7Y1C4IdWpply5PltZnJ1tYsETpGOBv+KjJyNvw1JJwNfw0JZ8NdQ8LZcNePcDb89eMMEEAAAQT8FyCcdWdOOOvOz9rWuYWzOufsgsUrZFDvTpKSUtTac4imY0xrEI2Sf9sQzvpn7dWRCGe9kvVvv4Sz/ll7dSTCWa9k/dkv4aw/zl4ehZGzXuqybwQQQACBRBQgnHVXVcJZd37WtV67YZN07/uEbNq8Pce+lS9bWkYPvVuqVipvXf/z2yHC2fyKebs94ay3vn7snXDWD2Vvj0E4662vH3snnPVD2btjEM56Z+vXngln/ZLmOAgggAACiSJAOOuukoSz7vysbZ3byFlrOx1DxwhnY0DzsAnhrIe4Pu2acNYnaA8PQzjrIa5Puyac9Qnao8MQznoE6+NuCWd9xOZQCCCAAAIJIUA4666MhLPu/GgdsADhbMAFiDg84axd9YilN4SzsajZ1YZw1q56xNIbwtlY1OxpQzhrTy1i7QnhbKxytEMAAQQQKKgChLPuKk84687P2ta5jZxdtHSVTJ/1iW9zzj45ZrqMmzI7w+qhvp2kdbOGGf/WvvboN1yWrVxr/tvEEf2kfp0aGX/XOXLvGzre/Lt5kwZZ+k04a9dTkHDWrnrE0hvC2VjU7GpDOGtXPWLpDeFsLGr2tCGctacWsfaEcDZWOdohgAACCBRUAcJZd5UnnHXnZ23r3MJZnZf28VFTZXD/rlKqZAlPz2Hv3v0yctKb0vG6y82xnDlxBw/oagJY/fv9w8ZLg3q1TGCrfx8w5AUZ3K+LmRNXg+Qnn58mI4f0NO016NVHr25tzP8nnPW0fPneOeFsvsmsa0A4a11J8t0hwtl8k1nXgHDWupLkq0OEs/nisnJjr8LZJBHZ9oeVp5yQnSp9dEKeFieFAAIIWClAOOuuLISz7vysbZ1bOKsjURcsXuHbyNnMSNmFsZmD4si/axhbuULZjJG2kWEt4axdT0HCWbvqEUtvCGdjUbOrDeGsXfWIpTeEs7Go2dOGcNaeWsTaEy/D2d9+T5LJrybH2jXaRSnQ6oo0qVolPcqt87FZusjW7Rqz8/BaIDkpXUqX9voo7B8BBOIlQDjrTpJw1p2fda2dkambNm/PsW/ly5aW0UPvNiNT/X44Uxj0uuVaM3I2MmzV/jijY3t0uDLLqFr9W+TIWsJZvyuY+/EIZ+2qRyy9IZyNRc2uNoSzdtUjlt4QzsaiZk8bwll7ahFrT7wOZ0eOKRRr12gXpcDN7VM9C2c//zJZPv2CgDbKUsS0WZHCSXJz+4OEszHp0QiBYAQIZ925E86687O2dW4jZ4PsdOS0BNnNfxsZzrZp2ShjDtrIcHb33oNRnU5amsiXi1Jl2gxGKkQFFuNGGs726JoqVU4oHOMecm62d1+aTJwssnI1X4bjjptphxrO3nSDSKmS8X+t/PJrqoydmCw7d3l5Buy76SVp0uSiZClcKL6vlfT0dFm2Mk3Gvxj/5wZVyypwe/c0Oalq/MObgwfTZPqbIgu+iu9zg/plFdBwtlN7kePKxP+18vuWNBn/ksjmLdTQy+ddg7PSpc2VIoULx7+Ga9amyrOj479fLz3CuO9ON6VJ7ZrJkpQU39fKwdR0mftxmrzzATX08nlR8kiRrjenScXj4/9ZmJbuwYhqLzFCvu/kOL8GQ86R0N0/IiX+GUBCg0WcHOFsQap2wOeqoevvW7ZnmU7B7cjZnbsPRHVWaekii75JI5yNSiv2jTScvbVrqpzgwRepffvT5aVXCGdjr050LTWcbX99upQ8Mv4/On79LU3GvUg4G10lYt/q8kvS5OKGSVLIg3D2+9XpMmFS/J8bsZ9tYrbUcLZKpfg7p6amyYxZSYSzHj9tNJy9+cZ0KXNM/Gu4ZVuaTHw5iXDW4xpqONu6ZboUKhT/Gq7bkEY463H9dPcdO6TJKdWT4h7Opqamy0fz0+VdwllPq6jhbOeb0uT4cvF/De7clSbrNnjafXb+P4Ga1ZOkWNH4XiAB116BkkcUsbdzIegZ4WwIipQIXcwumNXzilycjDlnw11tpjUId/2090xrEP4aMq1B+GvItAbhriHTGoS7ftp7pjUIfw29ntbgvbnxDw3Drx6/M9Bw1qtpDf75R+TV6YVk3QZCw/hV7NA91ayeLtddkyrJ8R/87GW32bcLAaY1cIEnIoSz7vysbu3M77ps5dpD+lm7ZlUZOaSnlCpZwvNziJzKIPMBs1sgbMCQF2Rwvy5mTtzIkbWR+2LOWc/Ll68DEM7mi8vKjQlnrSxLvjpFOJsvLis3Jpy1sixRd4pwNmoqazcknLW2NFF3jHA2aiorNySctbIs+eqUl+Hstm0E6/kqhouNjzkm+mlACGddQBPOusOzvXVuoahffc8pIG7epEHG9AaR20wc0S9jjlnt54w58+W+oeNNlzO3038TzvpVyeiOQzgbnZPNWxHO2lyd6PpGOBudk81bEc7aXJ28+0Y4m7eR7VsQztpeobz7Rzibt5HNWxDO2lyd6PrmZTi7davI+EkMyY2uErFv1fTSdKl9WlrUOyCcjZoq2w0ZOevOz9rWti4IFm8wwtl4i7rbH+GsOz8bWhPO2lAFd30gnHXnZ0NrwlkbqhB7HwhnY7ezpSXhrC2ViL0fhLOx29nQknDWhiq464PX4ezocYVl/353faR17gLXtEojnPXxSUI46yO2n4cinD1Ue9nyZHltJvNDefk8JJz1UteffRPO+uPs5VEIZ73U9WffhLP+OHt1FMJZr2T92y/hrH/WXh2JcNYrWX/2Szjrj7OXRyGc9VLXn30Tzvrj7ByFcNZfb1+PptMaVK5QVlo3a+jrcf08GCNn/dTO+1iEs3kb2b4F4aztFcq7f4SzeRvZvgXhrO0Vyr1/hLPhrp/2nnA2/DUknA13DQlnw10/7T3hbPhrSDjrbw0JZ/319vVoazdskskz5kqfW9tKSkpRX4/t18EIZ/2Sju44hLPROdm8FeGszdWJrm+Es9E52bwV4azN1cm7b4SzeRvZvgXhrO0Vyrt/hLN5G9m8BeGszdWJrm+Es9E52bwV4ay/1SGc9dfb06PltPhWdgetXbOqjBzSU0qVLOFpn7zeOeGs18L52z/hbP68bNyacNbGquSvT4Sz+fOycWvCWRurEn2fCGejt7J1S8JZWysTfb8IZ6O3snFLwlkbq5K/PhHO5s/Lxq0JZ/2tCuGsv94cLc4ChLNxBnW5O8JZl4AWNCectaAILrtAOOsS0ILmhLMWFMFFFwhnXeBZ0pRw1pJCuOgG4awLPAuaEs5aUASXXSCcdQloQXPCWX+LQDjrrzdHi7MA4WycQV3ujnDWJaAFzQlnLSiCyy4QzroEtKA54awFRXDRBcJZF3iWNCWctaQQLrpBOOsCz4KmhLMWFMFlFwhnXQJa0Jxw1t8iEM76683R4ixAOBtnUJe7I5x1CWhBc8JZC4rgsguEsy4BLWhOOGtBEVx0gXDWBZ4lTQlnLSmEi24QzrrAs6Ap4awFRXDZBcJZl4AWNCec9bcIhLP+enO0OAsQzsYZ1OXuCGddAlrQnHDWgiK47ALhrEtAC5oTzlpQBBddIJx1gWdJU8JZSwrhohuEsy7wLGhKOGtBEVx2gXDWJaAFzQln/S0C4ay/3hwtzgKEs3EGdbk7wlmXgBY0J5y1oAguu0A46xLQguaEsxYUwUUXCGdd4FnSlHDWkkK46AbhrAs8C5oSzlpQBJddIJx1CWhBc8JZf4tAOOuvN0eLswDhbJxBXe6OcNYloAXNCWctKILLLhDOugS0oDnhrAVFcNEFwlkXeJY0JZy1pBAuukE46wLPgqaEsxYUwWUXCGddAlrQnHDW3yIQzvrrzdHiLEA4G2dQl7sjnHUJaEFzwlkLiuCyC4SzLgEtaE44a0ERXHSBcNYFniVNCWctKYSLbhDOusCzoCnhrAVFcNkFwlmXgBY0J5z1twiEs/56c7Q4CxDOxhnU5e4IZ10CWtCccNaCIrjsAuGsS0ALmhPOWlAEF10gnHWBZ0lTwllLCuGiG4SzLvAsaEo4a0ERXHaBcNYloAXNCWf9LQLhrL/eHC3OAoSzcQZ1uTvCWZeAFjQnnLWgCC67QDjrEtCC5oSzFhTBRRcIZ13gWdKUcNaSQrjoBuGsCzwLmhLOWlAEl10gnHUJaEFzwll/i0A46683R4uzAOFsnEFd7o5w1iWgBc0JZy0ogssuEM66BLSgOeGsBUVw0QXCWRd4ljQlnLWkEC66QTjrAs+CpoSzFhTBZRcIZ10CWtCccNbfIhDO+uvN0eIsQDgbZ1CXuyOcdQloQXPCWQuK4LILhLMuAS1oTjhrQRFcdIFw1gWeJU0JZy0phItuEM66wLOgKeGsBUVw2QXCWZeAFjQnnPW3CISz/npztDgLEM7GGdTl7ghnXQJa0Jxw1oIiuOwC4axLQAuaE85aUAQXXSCcdYFnSVPCWUsK4aIbhLMu8CxoSjhrQRFcdoFw1iWgBc0JZ/0tAuGsv94cLc4ChLNxBnW5O8JZl4AWNCectaAILrtAOOsS0ILmhLMWFMFFFwhnXeBZ0pRw1pJCuOgG4awLPAuaEs5aUASXXSCcdQloQXPCWX+LQDjrrzdHi0Fgxpz5ct/Q8aZl8yYNZFDvTpKSUtT8m3A2BlAPmxDOeojr064JZ32C9vAwhLMe4vq0a8JZn6A9OgzhrEewPu6WcNZHbI8ORTjrEaxPuyWc9Qnaw8MQznqI69OuCWd9gv7fYQhn/fXmaPkUWLR0lTz5/DQZOaSnlCpZQp4cM93soVe3NoSz+bT0Y3PCWT+UvT0G4ay3vn7snXDWD2Vvj0E4662v13snnPVa2Pv9E856b+z1EQhnvRb2dv+Es976+rF3wlk/lL09BuGst76Reyec9debo+VTQMPYyhXKSutmDU3LyLCWkbP5BPV4c8JZj4F92D3hrA/IHh+CcNZjYB92TzjrA7KHhyCc9RDXp10TzvoE7eFhCGc9xPVh14SzPiB7fAjCWY+Bfdg94awPyJkOQTjrrzdHy4fA3r375f5h46VBvVoZ4ezaDZtkwJAXZHC/LlK1UnmmNciHpx+bEs76oeztMQhnvfX1Y++Es34oe3sMwllvfb3eO+Gs18Le759w1ntjr49AOOu1sLf7J5z11tePvRPO+qHs7TEIZ731jdw74ay/3hwtHwJOONumZSOpX6eGaRkZzka7u4Op6fLJ5wdk+YpoW7BdrAKXN0mXmtWKxdo8x3Z//5MqYyelxn2/7PBQgXZtkqRs6SJxp1mzfr+8/W7cd8sOIwQqVRRpcWlhKVokOa42aWnp8tXSA/Llwrjulp1lI9C4UbrUrhH/99F9+1Plpemp8tdfsHstcPUVSXJC+fi/j/686YC8/la6190v8PsvUUKkfZtCUqxoobhbLFu1Tz78JCnu+2WHWQXOOVvkrDpFJDk5vtb7D6TJ2+8flA2/IO61QIvLRU6q/O86I/F8bN5+QKZM5300nqY57atrh0JS/PD4v4+u/HGfvDs3vq9tPzzCdozTaok0Oq+IFC6EtR+1I5z1Q5ljxCQQzcjZmHZMIwQQQAABBBBAAAEEEEAAAQQQQAABBCwQIJy1oAh0IWeBvOacxQ4BBBBAAAEEEEAAAQQQQAABBBBAAIGwChDOhrVyBaTfkQuAaVirj17d2hQQAU4TAQQQQAABBBBAAAEEEEAAAQQQQCBRBQhnE7WyCXReM+bMl/uGjjdn1LxJAxnUu5OkpMR//qEEIuNUEEAAAQQQQAABBBBAAAEEEEAAAQRCIEA4G4Ii0UUEEEAAAQQQQAABBBBAAAEEEEAAAQQQSDwBwtnEqylnhAACCCCAAAIIIIAAAggggAACCCCAAAIhECCcDUGR6CICjsCfu/6WRUtWyQUNaktKMaZ2COMzY9WPP8vfu/fIGbVPlqSkpDCeQoHuc3p6unyz7AcpfsRhUqPaCQXaIqwnv3fffvl0wTKpX7eGHHVk8bCeRoHuN5+F4S4/76Phrp/2nvfR8NeQ99Hw15AzCLcAn4Xhrp8XvSec9UKVfSLggcCP63+Vh4dPkmuvvFiaXnQWwZ4Hxl7uMi0tXeZ8uEBee/sTeaB3R6lS8TgvD8e+PRDYf+CgvPTa+7L0+x/lv3ffLEeXOtKDo7BLLwW2bPtTHn5qktQ97STpcM2lUqhQIS8Px749EOCz0ANUH3cZ+T5avPjhsn//AXPBi0c4BHgfDUedcusl76PhryFnEG4BflOEu35e9Z5w1itZ9otAnAT0qtq8L5fK2ClvS//bb5BTa1QRDfq+WrJSlq38SS46r65Uq3w8YW2cvL3YjY4weX7SW6I/aPre1pbRel4ge7xPHWEy9LmpUuaYo+SWDlcwct1jby92/92qdfLos5Ola7sWcuE5dSQtLU2eGD3NvH+2btbQi0OyzzgKZPdZuOKHDTL65bfk3jvam9cmD7sFsnsf1UVfV/ywXu65rZ0UKVLY7hOgdxL5PsodQOF6UmT3Prr+l9/l2fEz5eIL6snF59Xl+024SkpvQyjAb4oQFs2nLhPO+gTNYRCIRSDzVbWBd3UwPz63bv9TPv58iXzy5VJpcck5Muv9z+WmNpdLgzNqxXII2ngs4IwwqXNKNWl/zaVSlB+fHovHf/fOCJNrWjSSZo0bSHIy01HEX9m7PWYetT6wZwcTxuojNTVVduz8WwoXLsQFE+/447Ln7D4LNWQ4eDBVft/6h5QvW5pR0HGR9m4n2b2P/r7lD+n/6Fjpc2tbqXVyJe8Ozp5dC+T0Pup6x+zAN4Hs3kf14Hv37jfvo3qhZM26jTKoTyc5tjQXu3wrDAcqUAL8pihQ5c73yRLO5puMBgj4I6Dzkj4zfoYcllIsY6Sefjl+873P5OERL8kDvW6WFk3OkXRJNx0qlJzsT8c4StQC+gH86NOTTSirI/V0hIkz6vnrZaulds0TTahOYBs1qa8bavijddIRJRoe6Kh1J9QbNektqVDuWLnq8vN97RMHy5+A82P0p/Wbsoxa1x+jjz4z2Vzgqn96jfztlK19Fcjus1A7sGjpKnn7gy+l3+3tzOckDzsFcnsfHTnxTTnssGLS+fpm3P1jZ/lMr3J7Hx00fJK0ano+76MW10+7ltP7aOZu62tVp27auWu3/Kdza8vPiO4hEC6BnD4L9fso76PhqqWXvSWc9VKXfSMQo8DG37bKIyNekuaNz8kyUk9HeumPmX/27JUDqalyZPHD5baOrQhmY3T2qplz25h+ye1/xw0ZI/X0eAu+WSFjJs+SDtdcJstXrRUNcB/oeZOZv1TrO+ejhXJW3ZpS9phSXnWP/UYhoLV4ffZ8+fzr7w65ZVpvpb5twHA54vDDzOiSNi0ulCYNzyRkj8LVz02c28ZOrFz+kFHrOlXMjHfmy8P3dJFiRYvIxk1bpHLFcoyK9rNAURwrp8/Cv3bvkYGPvSCtmzY0F740eNix8y9zwYTbrKOA9WmTvN5H735wpJQofrhs3b5DGl9whtzesVWWUey6gGalCmUJ332qV3aHyet99L9PTJBjS5eSzVv/kBtaN5EObS7jtvgA65XdoXN6H43c1gln//jzL7mzy9Xmzxs2bpadf+2W6idWpK6W1ZXuhEcgt89C/T7a68Hn5ITyZeS4MkdL+6svlQZnnML30fCUN649JZyNKyc7Q8CdQE5X1Zy9aij0+Kip8mj/rlL22FKSmpom6375TZ4ZN8PMmXhu/VMJiNyVwHXrnEaYODt+f94ieX/e1zKoT0fzg/ONdz8zwUKrphfIspVrZezkt0199QOaRzACuY0w0SvcOnL9grNry2WN6ovelvvW+5/L9a2aSAkWtAmmYNkcNbtR685mOipo4GPjpMO1l0r9OjXMnN7PTZgpXW9sKRXKHSPVTzyBL8UBVzKvz8L3Plkkny5cJgPvbC/FihWRKTM/NHVsf80lUrF8GRPoEdIGW8T8vI/q5+boSW+ZWna7saXp+C+btsh9j42T+3vdJFUrlQ/2ZAro0XN7H/1jxy7zPtq9wxVSp9aJ5nvMf4dNNGayXTsAACAASURBVPOWNrv47AIqZtdp5/U+qr3V0Eh/W+z6a7csXLLSvI8+8d8ecsLxZWX23C/ltbfnmQEGP2/aIg/e3VEqHs8FMLuqTG9sF8jtszDz+2jtmlVlzbpfZcE335sLXSxYa3tlvekf4aw3ruwVgZgENLib/vY8eaDXTWYEUOaHhkIPDJsgF59fz4RCzkO/WP2yaatMm/Wx6K27D9/TmbmiYtJ332jf/gMybNSrcsThKTkuGqWjnoc8O8UEszoyQUftHTiYKj+u+1V6PvCsGTU78K72jBRyX46Y9qCjhPR1dt6Zp8rVzRse8uUo84hLJ4zVH0Dffv+jTH59ruzes4er3jHJx6/R0hU/yeMjp5rb3Z2pKJy9a600yNPgp8+t18nfu/eagKFhg9pS6qgSMmP2fPP+2f8/N0hKStH4dYo95Usgt8/CyHlKtZYaCl3d4kJJT0sz9W3YoI50adeMHzf5Uo/fxrG8j+pdJW++/7n89+6bpXChZHOXEFMexK8m+d1Tft5HnRBBg7zfNm83t8Trd9ODqWnmOw6PYARyex91eqSvuxEvvCbnn11bTq1eRerVPlmKFC4kQ597RT5f9J0Mf/B2Mx/09j92ygeffmNCXOcCSjBnxVERCI9Abp+Fkd9HnfdRfe98b97XMn3WJ1L6qCOl0/XNpOZJJ2S54KyDDPSuE9bACM9zIdqeEs5GK8V2CPggoPORpqenZfuDMjIU0m1X//SzmQvspCrHmzBvxpxPTeigoR+jhnwoWDaH0A/VpKTkQz4wtS5Lv/9JmjdpIBri6kg9DWU1INIPZK3vq299bOag1XkUH+nXWU6qUiGYkyjgR9VFhgoVSj7kNRQ54tJhevO9z+X12fPkvp4dpPjhh8nLMz4wX5q6tmtOOBTAc0m/8OpdBbrQV+Qj82i8KieUyxLU6utQRzHcM3iMXNuikZQ5tpR5bz38sJQAzqJgHzKnz0Kt7bhX5siePfukx81XGqTHR71qRsu2a9XYvGad0X6d2jaVo0oWl5OrVpQiLMTo+xMqP++jWtcxL78thx9WzExBoiP5nh0/Qwb17STHHF3S975zQJG83kf1goheSNb3UX3od9GHhr9o7iq59ML6oqPb5y9YakY+E9AG84zK7TeF0yOdOiQpScwdI85Dv8fq++r2HbvMtAbdbmxhpjVgJHswdeSo4RbI6bPQubCc+X1UX3v6Wbh85Vrpfet15sRHjHtdrr+yccbC39v+2GkW0ryry9VySvV/18LgkTgChLOJU0vOJIEF9uzdZ0ZbmsVr6tQwX5p1dNDbH3whZ9SuLgsWr5DzzzrNzFuq4YKGs58uXG5GcJ5R++QElgnPqW3d/qcZodemZSO5+Lx6svbnTTL0uany2MBukpyUbD5oO1yj8wzVMuHt75u3y9fLfpCWl57LVBWWlFkD9IVLVsjd3a/NCF23bPvTjHj+Z+8+6dWtjZxX/zTRK+WDR7wsfW5ry9zBltTO6cZrs+fJgf0Hpe1VF4vOwxf5Y1NHiz0y4mU598xTRN93v/j6e7n3jhszvhRbdjoFrjv6o+Sx514xr0Gd+kXr9eyEmWYqGCfE01Bo8owPzF0Iur3+yBk68BbRuYd5BC+g76ODn35ZHuzdMeN1pWGs/rdHB3SVY48+KstdQvp9R28L1UfxIw7jwnPAJXSCu4WLV8hj93aXk0+saL6Tfvz5EnOBWV9rBw4elL4PPy+7/vpH9u7bL2WOOUruue36LAFgwKdR4A+vNXvr/S9Mbc4545QsHpnfV/V3xO5/9sgrMz8yvzGci2AFHhAABFwKTJ4xV5KTksz3UWdA1Q8//WIWB9PPQr3orI9lK38y04vce2d783sw891fTH3gsggWNiectbAodAmB7AT0Crhe3dY3cB3B1+eh56Vnt2uk5kmVRP+mAa2uPq5flvUWJJ2H9vhyx5i5aHnYIaCjEEZNelMWLVllAtib2lwm1115kbzyxkdmtJfeSq0fvM6H8atvfiz33dUh29urdZTK/v0HzI9VHsEJOCvG9+p2rcx851P5xgTq58i7H39lvkht3rrDjB7SaUoaX1CP6SqCK1WWI2vA8Mz4mWYKA+fHZuR8wtrgo88Wm1s59VZrRn9ZUrz/dUOniPnvExPNwpm6KJg+IufBZPVxu2rm9EYvVt7/+Hgpe+zR5nWV+SKIhrezP/zSvOb0c07D+MXLfjCjanXuWb1YoiERj2AEnOCux01Xyoixr0nl/42cdS6CVK1ULsvo9uTkZDPtT/mypaVkieLmu0/xI1K4qySY8mUcVd8bFy5eae4uqFHt/0fNRi62qA2yuwgWcPc5PAIJKaALSf+zZ58Zre4Ett9+96NMf/sT83tw0+ZtMujJF+WhezpnhLcJCVGAT4pwtgAXn1MPr4D+YHnkqZfMFyqdZ0/nh8p8q6eGtbpokTPSVs9Uw4j0dDG3+mq4O3HaO9L2qsaM7AvgaaAhUGpamhnZrKvi9ntkjPS+5VozAsV56Dxgn321XO6+5VrzAa1fpLXuTkCkt9J/t2qd9O3Rllt2A6ihc8jFy38wC7w501M4AXy5MqWl0Tl15IFhE6Vd6yZmvrZPvvhWBvbsIFUqHhdgjzm083745Tcr5JTqlaVUyRIGJbv5hF9540MTsDtTxWj4d/jhKaxabcHTSEfkfbHoOzn3zFPNBazs5m/Tz70nRk8zC9rohUp9D9U5E0uXOpIRmAHXUGuxcs0G2bdvvwlddeSzc7vm7R1byanVK5tbq484LMUsOqXfc/Qzcf6CZdKnR1vuKAmgfnp7ri5KW++0k83aB/oaXP3TL7L/wAEzX6lOr7V2w6ZDwgNnpfLnJr5hvnMeSE2V++5qb/bDwy4BvfNAL0rqyHZ9X41c70JrOfqlWbJ3/wG57oqL5PjjjrHrBOgNAiEWGPPyLDn6qCPlmhYXmrNw7lTQRU6vbdnIfCbq56B+Hupn6ID/3GAWA2cqwxAXPaLrhLOJU0vOpIAJ6O3UOgpTR+VpuKA/TJ8adLu5krb7n73y0PBJ0uWG5uZHqd5mraNPihYuLH1vu97Mh6rh35mn12CF+YCfN1pHne6gV/c2WUYvzJgz39RR59/TD2D9t85FO6hPRzMHpk6D0OfWtmaUNI/gBJx5aFs1PV8uOq9uRpCuF0K+W71Wnhr7mgwZ0N3cOugE7nd1vSbb+VCDOwuOnN18wpGrxeuIL104RX+86o9SfW1qGMHDDoHs5m+LHPGl/9ZRJyWPPEJ0tLuG8/yosaN+keG6LnD66LNTzJQVOoWFPvTiyOBnJsu9d96YcVHFjt4XnF5kvosr8qydIEHny2/d7IKM15Ze+Hpx+rsyuN+/tdRF/TTk1c9C59Zdbfva7Ply+iknMv1BQE8nHSzQf/AY6XHzVVKn1ommF5Fhrf63v/7+RxZ9u0qef2mWWVX+ikvP5X00oJpx2MQS0Cl+9HvmgDtulArljpGZ73wmcz5aYO6KXb/xd5k07X2z8Ld+h9EpEIY8N0UG9el0yCLiiaVSsM6GcLZg1ZuzTVABnbdGR2Fedfn5//8D5unJMuCOG8xcmAOHvCCXX3y2GTn0586/ZcrMudLxuqbmzZ1H8AI6+nLw05Pl6mYN5fpWjU2Hnhwz3QTruoq8Buv60DnbSpY4woyS1kfn65vxhTj48okG7EOenWxGfTWoV0uuvPx8M5rEmdhfR4fpLbr6etOgXQM9/dvfu/eaW3VZrCj4Im7etsOMbL6meUNzu63WJ6fV4nW02MuvfyBrN/wmA++6kQXDgi+f6YEukLnu59/NiD4NXCNHfDnd1BBwzbpfZfCIl+SWDlcyn7Al9dOLH/q60vrpNDA6H6b++HTuHtFu6u2dOrLosYHd5YjDD5P1v/xm3nedkbeWnEqB7caOnX/JKzM/lBtaX5Lx/VKnH9EL0Fdedn7G9CP6Gnzi+Wly4bl1pE6tavLT+l/NwmI6NUK5sqUJGgJ8BumggJRiRcznYOaR7BrWan3XrN0o5Y87RsqXPcb8/cEnJ5o5wPU1yAMBBNwJ6Hvj96vXy5Njpplp0i46t64ZVKWLDA987AVp3bRhxvuorotw/+MT5PqrLuYuBHfsVrUmnLWqHHQGgfgI6G1lutrjpReeaa5s9+lxnZxZu7rZeebpD5hIPD7e8dhL5lV1Dxw4aKal0B8pH8z72ozSu/p/oZFeVdURJ5lHE8Xj+OzDnYB+odq6fads3b5DdEqD9+YtMrcg6WParE/MnNAP39NFih+eYka7D3t+mglp9cuVhuwtLzmHOfjclSCurTO/zo4tXVLenrtAps/6RE6rWdWMCNPw/eGnXpYbWjdmtdy4ysdvZ5mnqdCRXjo/5q6/d8vlF51tPhuXfv+TfDD/azPXt073w8MuATOf9/tfyr13/bsIioZ8Dz31ktSuWVWuvOw8GfHC67JsxU8Zi6LqSHZG8NlVQ+3N+l9+l8eemyKP3NMlY65gvVNBFwy7reNVcnLVijJp+nui08w82PtmOeH4svadRAHtkX7m/fr7NvlPp1bm+81dDzxr7vDS1+Km37eb+dr1u86dna+WokWKiL5mWzQ5hwvOBfT5wml7J6Aj2D9duEwG3tk+Yx0SvVvooeEvyUP3dDJ3kujdebp4WO2aJ5qLzs4aJt71ij17IUA464Uq+0QgYAH9gnTLPU/K6bWqyYN9OmaMQoicC0yven/42WJJS00zt2Q7tw4G3P0Cf3gduaDz0P7862Z5pF8XObVGFWOioy6HPDNZ6pxSzfw43bz1D7OY2NdLV5uwoU3LRtxmbcGzR3+4aHB3Wo0qZk7ov//+R/oNHiv9br9e9u47IH0eGmV+qJ5+ajUzZ5+OjG58fj05/6zTTO/1y5UukNO5bTN+5ARUT51zTxeyaXTu6WYxlOGjp8mAO9uLzrk49c0PTeCggZ5OWaFzZTKCL6BC5XBYvdj1+ux5ZsFMnctbF8vUkXmXXXimeW29Pnu+mQpI52W//qrGGXNn6u6qn1iROYUtKKeOfNZbNnU16wvOrm1ur05KTjJzlX4w/xv5fNFyc0eCTvPz9+498sjTL5vvMno7KHcFWVDA/3VBb5X/77AJZp5gncJAX3dvvPuZCRr09lytn4YKk15731x0pnb21C7zWhU6kv27VWvNHVw6sEMXDtPvozqiT+fc189JXcTWmavWnrOgJwiEW0A/33QBTX2v1Dti9f87U8jo908dOau/I/TO2KubX2h+Q+haCc62evb6vqvTrem0hjzsFiCctbs+9A6BmAR0NN5XS1bJ2fVqZvzI1GBPf6BqYKTTG+iXYf0xo6P7jj6qhBkVdu2VF0vTi87iVvmY1OPTSBeUGvb8q2Zn+iX4qCOLZ+w480iwbdv/lN6DRkn39i3NqOgFS1bKOx8uNCNPnJWsdUXsLdt2mJEp3Dofn/pEuxd9Deqqq7pwm95iffF5deXWm66UZ8bPkPS0dDN31CUNz5RmjRvIR58vkfU//2ZqqRP9a3DUvMk55vZeHsELRN5erV+K9b201smV5fKLzmIEX/AlyrUHOkpP5+jWeb11qhh96GKKz02cKQ/17WxCBp36R0e8H1nicPlu9XoTEp1Ymdt0gy6thuxLvltj5rfU15uOBtIFxO55eLR0u7GlucClj9ymIdE594eNetUEvLynBlPRWR98ITPmfCrtrmos6375zQTtOjWFvh6d12eHay419dVarv5poxw4eJALJcGUK9uj6pQiT49/XR7odbPo4kSRc7K/P2+Ree/s1a2NaR+5iK1Fp0JXEAidgL6e9Luo/lY/q24NWb5qnZQrc7T0u72dfLpwuZmXVu/OK3HEYea1p3eW6Jokl1747+8IvRts9EtvmQtiekGFh70ChLP21oaeIRBXgcwjE3TH+mP1hlaN5bz/jdbTIG/oyKnSs1sbKV+2dFyPzc6iE9j421bzo1NHxTrTGDgtM/+AqX96dbMCeeaFiVKKFTUfxnVPPcnMR6Qj/OZ8tNBMi7Bm3Uaz8IYzF2N0vWGreAjoFBU6Orb4EYfJvn0H5LGRr5gFNKpUPE4+++o7GffKbElNTTPBra46r/8eO/lt6dvjernisvO4LSkeRXC5D31d9vrvSLno3NPNvN6rfvxZpr89zwR4n3z5LSP4XPp63Vx/qEx49V2Z9+W3cmuHK6XKCceZFY/14siFDerIQ09NMvO1OQsY6Tyn+vl4TfML5dorL5JCycled5H950NA5718ZMTLZpVq50Jk5MJvzu5+XP+rPDx8klzTopG5EKaPpCT9P0YP5YM8Lpvq7fFz538tKSnFzJ0+ehuuPnSxUw0adHoR3UbnVdQFxQ4rVlSWrVxr5hzW1yePYAX0QsmHn34jIye9qcmr/LNnn7lby1n7QC9G61RNusq8Bux6kVmndHp0QFdTTx4IIOBeQBdT1AtcJUsUl+onVpADB1LlgWETpOWl52bcfadH0dejrkWjvyf1+6ouKK3fcXRwFg+7BQhn7a4PvUMgLgI6iu+/wyaa+dg0jNUFqHThDeeWMucgOi+f3i6xYePvLLIRF/n870S/1GY3F7CG6/MXLjULL+z6+x954PF/bxP85dctMnHae3JpozPNYhp6m279OjWyHFg/zAcMGSs3tbk8YyL5/PeMFm4FtLa60NtZp9fMMqG/jojW16WOCNNQSBfr09sH9bYkXQigWNEibg9Ne5cCOrpy3hffyvc/rDcBg95OXbvWifkaweeyCzR3IaDBwpp1v4i+1nSRDR05MqhPR9Hw7rkJb8jQgbdk3E4duQiOi8PS1AMBne5A52Q/5eTKZtoYncpAf5xefH69jJGxGshrrcdOeVv6336DmRpI3391BK1OC6Qj3nkEL6DfTe4bOs58zlUsV0buHzZekpOS5b6eHUywsO6X32XkxDfk/p4dGO0VfLkyeqB1e3rcDHM3gt5W7SzwplMz6Wj25ybMlG07dknvW66T0qWOtKjndAWBxBLQgTv6+y7zonzOnN56MVpfjzpIp9+jY0x42+eWtlKh/LGJhZBgZ0M4m2AF5XQQyElAV0IuUriwmW9Gbz9atuLfEQmZR5DoXJnOIhv169aUxct+MFfGWWTDrueVfvDqaC8NZ8seU8rMRTt77pdmFN+g3p2ynbNNR6es37g545Yzu86o4PTmp/WbzA9QXc1apzrQEc/60B83U2Z+aG4V1PnbWKzPzueEjoLWOZ7PqltTdv+zJ9cRfPqj9NfftsmHn31zyGgxO8+uYPRKRz7rBQ+dg1bnZ5/3xdKMz0J9HWZeNFNFFn+3Rr5Z+kPGbfUsshHc80S/x+gctLv37JXRk94yd4foaL2Tq1aQR/p3Nbd0agir85cuWb5GBt7VQcocc5SZI3r81Dny25Y/zIh3DZR4BCPgXICOnIpi+aq1Mm7KHLnsorNk6hsfyk3XXi51ap0oQ56dYu78qVCOQCGYiuV9VL1golP96NoV+l1TL4DoAn36Xqmv2afGTDdzf+t0Tbx/5u3JFghEK+C8j5Y9tpS5QyQ9PU1GTXpLftu8Xe67q4N5/emgD502Ru/gm/3hAulx81Xms5KHnQKEs3bWhV4h4KmABkA6krb/HTdkzMGnB9QvVbpYio4o0hG0OpJ20PBJ0rVdc/PFiocdAk6AsHPX33Jbx1YZAV9Oo241dL//8QlyRu2TzeI3PIIV0HmFp8ycK6+9Pc/8gNHbAtf9/Jup0UN9O5nQiIf9ArmN4NPbdnV+sGmzPpab21wu+w8cMLd46kgGnVeRhx0C+rp78ImJcle3NiYI0n8PevJFeeiezmbElwZDegHz0oZnmlHTy1euk/t7dZBjSx9lxwkUsF7ordI6/+zAu9qbH5pbtv0p9w4ZK7d3am3qpwun6LzeGtje0uGKjM/GXX/tNotsrl77i9zesRUhUUDPGw0KHnt2ilQ+oZyZtkDnZB92/61mMVq9UKJzJ+qcpc4F5xemzDZz6t97V3vZ8ecuswCqTmGhr8ermp7PAqgB1THysDrVyO0DRsjvW/8wgZBOrZV54IczB/+X36wwQftpNaqyMJEltaMb4RfQedWfnTBTFi1ZZaZRO6V6ZRl4Z3spdVQJM9f3d6v/nTZGL4zo78S35y4wc9dWq3K8dLm+OSNpLXsKEM5aVhC6g4BfAjq1wUNPvSTVq1aUc+ufKhecdZrcO+SFLItsOLcqXXhuHXOrvF6JS0kpmjFXmF995TiHCuiPlykz5srUNz8yc2Fe0KCOnHvmKVk21BG2C5eskAlT35GTqlYwE8dr6M7DPgGdH0rncOt2Y4tc50PUL1Z/794rxY9IYXRtgGXMawTfn//7sXr6KdXkji5Xm6Bv5ZoNMvWNj8yXZH0f5RGswO5/9srhhxWTFWs2yFNjX5Mf120Unf5AF5pq16qxvD/va/nvExPN7YLO/M/OPG7M2xZM7fT9b9YHX8qL098zod2KH9abqQx0Hm8dFfvIiJekeeNzzPyymVel1vnZP/pssdxzeztzEfqkKsebWzyTkpIJiXwupQYJ+r1l3YbfTIDuXIzUQQO6GOq9d7Q3o531oRcyDx48aD4bdQHUdq2ayPlnnSoff/GtfP7VdxkXSnR1ch1Y0LltMxY/9bmeejhn4b5yZUtnWbPijx27ZOL09+TaFo1MALRx01YZNelN+fufPdxeHUCdOGRiC+h3mrS0NHPhUi+OOIv26cUtZ97n71evM993Btxxo1mMUS9mdr2hBYMGLHpqEM5aVAy6goDfAvpDZ/0vm80K1TpK9vFRU2Vw/64Z4auOSuk3eLT0u62dlDvuGLn30bHmSts5Z54iNapV4rYIvwuWzfF0VKzeKl+54nHmw/ijz5fIl998b6ak0IfOw3fV5efJSVUq8iPUgnrl1AUND+Z++o0J0LObo00vlMxfsFQefWaKmYtPv4T9p1MraXpx1hDC4lNMqK7lNYJPR83qfKZNLqgnY1+ebUatn1mnupm64t47bzQjades3Whur65csRyvTZ+fHTqSS+cpPbtuLWnV9ALj//lXy2XyzA/Nbe8anusI2mYXny1b/9gpcz5cKDdfe5ls2rJd9uzZZ0a8OwtzVKpwnFk1mUWm/Cuifu6tWferGcF83LGl5JvlP5gfnPfcdr3Urnlilo5Ejq51wqQJU+fI23O/ND9MmzQ8k9ut/StftkfSz7h3Pv5KJs/4wISsemFL54bW16YugHr8cceaiyb6OtNtZ77zacZ8p/p+rLfMa1DPwx4BrdP3q9eb+WmrVipnXmtHH1XC/Lcnx0wzd5LUPz3rGgn29J6eIBBuAZ3CUKfh0s9FZ6o0XfD0/mETzJoz1Sofb76n6nefG6++hAEflpSbcNaSQtANBIIW0AVv/jtsgnS+vrnUOrmSufVB563RkQs60uvjz5eYuWpbN73A3N6po1fuveNGrrYFXbhMx9db5XVxmwf7dJTz65/G6DyLapNXV/T19t68r+XdjxaaeRI1vNOR6mfUrm5+nK74YYMMGv6iDOrd0UwxorfvPvL0y9KgXi2zGisPfwVyG8GnX4J1dJ6OJtKVq/X/f75ouQx+erJ0aHOpXHRuXTMKTN9n/9jxlxQtWkT63tZWjjqyuL8nUcCP5twK+OPajVKtagWzUNgDvW4yoZBOWfHYyFfMiEz9AePclqu3Aj43+C45mJpmFjI6r/6psvqnX6TmSZWy3EZfwGl9PX397qJ10alEIucldaYA0vdLvZgVOZe3Lv424dV3ZMeff8vAu27kzhJfK5f9wX79fZu8+e5n8vOvW6Rvj7Zmo4FDx0v//7STiuXLZDTS91Wtr84lPHby29K3x/UZI9wtOA26kEnA+Qx8ZvxMuf6qi02QXqhQstmiUHKyrN2wyVxc0YU2j2YBMZ47CMRFQKdpGjh0nHRt18J8V9HfEsnJyeYi2MRX35WH+3Yyd1Wmp0u2AwT0/XXlmp+lygnHMYVMXCoS3U4IZ6NzYisECoSATnUw5NlXpO6p1eSXX7dIalqaubqWmppmJhTvc2tbEyjoQ28RnLdgqZnXpkiRwgXCx/aT1C/A3yxbLSNffFOqn1jRjFLIa6Vc/fDVH666WBy3WttR4YMHU2XoyFfMyDxd5ObwlKJm5JD+MM08Z/Cmzdvlz51/Z7wm7eh9wepF5hF8mUdP6uiEEeNeN/Pv6XyK+tCpEPT1prdiT5j6rgzu38XcfvbGu5+JLlKl76+FCxfKAqhtdJ4wRmV687zSemzdvlM2/rZFTqpaMcvdIK+88aFs275Tune4ImNUpY5YTylWRGZ/uFCWrfjRXLjUh17IPLLEEWbRjcwP3b9OQaMLkPHwX0DvCNLpmm696UoToOtDb62e89ECKXvs0eYHa6mSxc1iRhecXcfMlcnDLoHN23bIw8NfkoE925sFUDM/NFzX76Ydr2sq361aK5u37pC+t13P682uEmb0xrnI9fXSH+Shvh3Na1AvdD4+6lUz/7B+x9HfGMyDaWkB6VboBPRi15wPF5hFbD+Y97X0uPlKE7R+seg7M+VITgtk6u9/zQF00Nb9vW6SqpXKh+7cw9phwtmwVo5+I+CRgE4mriOBNKyrfmIFc5Ut8+rVOvJEf3COefltSUoSMz9fdg/9wqUfChXKleGWXY9qldNuncU0xk99xwS0zRufne3tKht/2yqDnpwkmzZvEw0EG517ulksRQMjHsEK6OvwwMFUExZpwHDf0PFye6dWWRbw0x7qCL+nx78uk2fMlaonlJPet1xn5pAmzAu2fvoeOe/LpSagbd64gdQ55UQ55eTKZmSeBro63/cxpY40C/rpe6yG7M48i9pzvdCiX6jffP9zM7pBf8Ty8FdAX4PPT3pLvv1ujbRp2UiqnFBealQ7wXyebd3+p9zzyGi5pOGZcm3LRiZ437vvgLll13no+7DOUau3Der8bqyO7G/99Gj6PUS/q2i99LuKjtYbMOQFueDs2lL6qBLy+pz5UrFcGTNf7e2dkeUy0wAAIABJREFUrjpkSgT/e8wRIwWcGup3lMwXSvQ9VqeJ0XkV+9x6nfmOo++bXy1ZKV8vW21qqYsv6sUtHnYJaEhbrGhR816qC8FNmva+GQiic+m/+/FXZvTsOWdkXUPBrjOgNwiES8C5G1bngdbvnQcOHDQXLu/r2cFMixf50Dm8735wpFxx6bnmgpeOcOfhjwDhrD/OHAWB0AqsWbdRhj73ijzUt3PGCDBnhesH7r45x5Xl9Qvzw0+9ZOa64YpbMOXXKSk0gNVVrHU13e9WrZOz6/37Y0VvBR342AvS8Ow6Zs5Ffegcbku+W2NGQzOKNpiaZXdU/RI1+JnJ0uic0w8Z2aWj3Z1RmBoG6eryujDcVZefT0BrQQn1dbZw8QqzoE3j8+rKt9//aMJz/XE64oXXTZjQp0fbLAGCEwrqXJnOdAcaROiosDLHlOJil491VXcN7uZ98a2cWqOKHH/cMbLh181S99STRH/k6IJhp596knS87vIsrzedMmHoc1NN4K6LHqUUYwE4H8uW5VD6vqijhP74c5dZlGjam5/IQ/d0MqOHtL46Qlrnr9VR0IWSk8z0MjpNQumjjpRO1zeTmiedwHtpUMX733H1PfHl1z8wtdKLXLrAze7de+T+xyfIQ307ZXwPXfDNChkzeZZ0uOYyWb5qrbkw8kDPm7hVPuD65XR453to66YNs3y3WbriJ+n3yBjZvPUPufaKi8x7KNP+WFpEuhUagYzpRcbNkF9+22ouaum0aJHT/egJ6WtQ7+DT7zx68VkvMEfeuRCaEw9ZRwlnQ1YwuouA3wJ667Te2nB2vZrm0M4tSHr7kbM4Q2Sf9MeQttFVeDOvmOx33zne/wtMeu19eeu9z+XZR+40IftnXy0382LqaAUdzacPrduiJSulXu2T5Ye1G81/0+kRCBaCfyaZH5nDJsgNrS+R+nWqmx8qOp2IGTX00PNyV5drzCghDfT0S5UuRMXo2eDrlrkHGuYNfGycmcdUA9odf/4l/QaPlX63//8FLK3fw09NkjqnVDOLThUprHcqiOjtu488/ZLcdtNVZs5hHsEIOBcm9YeK1kFflxrCPjawW8ZCmvrfHh4+Sa5p0UiaNW4g6elpLLQRTLkOOaq+vnoPGilXXna+NG/SwIxYd6Zs0hBW7xLSxTR733qduYDy7ISZ0qZFIzn/7NqMwLSghvr9U4MC/c6io9L1ole3G1tkfNbpugjvz/taBvXpaMJ3nTJGp23S99LMD32Nznr/C+nSrrlZdIxHMAK6EOqnC5dlGRCg9dWLXpdccIY0OreufPT5YnOxRL+r6gKAPBBAIL4CCxevNCGsXrzUh96Rp783dEFpnctdf2cUKVJEFi9bLY0vOIPfhPHlP2RvhLMeA7N7BBJNQIMf/cGS0zw1er56O++MdzT468KtnJY8AfRHza6//8kIEMa8PEuOPupIs2BR5ocTvut8p2WPLSXfrV4n/W+/wYwa4xGsgI5+nj13gVkc7K6uV5sfn/rDctnKn+TBJ16U226+Si46r675ocrIk2BrldPR9WLXY89NkSKFCsvhhxcz4YLegaC3vOs8tQ8Of9Es3qBzX2odNQzUL8k6Pcl59U/jYpcFZdUFMYeNelUqVShrwr3jyx0jvbq1MdNTfPnNCnlu4syM90wdmfn0uNel+oknyOUXnWVB7+mCjsZ75Y2PRG/b1B+dOk+wBnw/rd8kg4ZPkkcHdM1YeEo/B28b8JSZEuGyRvXBs0hAg725n34j/W5vlzG3vk4Zo3eP6GfjnV2uNnPP6vRAzgVmZ7qZsVPe5ntNwLXU0FwXydRV4p21LLRLziJ+P23YJPfd1d7UUhckrnVy5Yy79wLuOodHIGEEnM+41s0aZgy40vdWnZc98294vVip7616oUsXSeXhnQDhrHe27BmBhBTQCcWLFz/MzAelX6L0tnmdD9GZ12vnrt1mJIr+4NGRfCw4ZefTQEeYLF6+JmOuNqeXWj8diXlH59YmkHVGhulIFGdhIzvPqGD1SkO+4WOmm9WsdTSJTj+ii9ro9CPHHF2SkScWPx301jKd51mnHdGR6Rog6AUtHQnW/44bDvniu+jbVTJq0psydOAtprY8ghfQi1jrf9lsRvHp3Oz6eH32fPn86+/k3jvaZ8wfrPNF62hpvXCiI211kQ19MH9b8DXU0UFT3vjQjKDV2zX1ThJdHC7zSEx9Xc7+8EuzivyevfvNPNBpaWnSpOGZZqQRj+AE9DWoU1C8+9FCM/2ELvSmtdTX5HMTZppQ1pmLVnvpzAG99PsfZeBdHbLM8R3cWXDkzAIaAP07d3CaqaFOKTPwrvbmTiGd2mLy6x/IB59+Yxbya9eqSZ4L3qKLAAJ5C+z6a7ekpBT7d8q7v/+Rex4ebS5Inn5qtYzGOr3awyNekhaXnCP169Qw76d6MaxkiSPMQAL9rDyuTClzIZqHOwHCWXd+tEagQAvoqK7b7x0h3dtfYSYN1yB2xpxPTVCkX4r1ixULTtn5FNEP1YefelnKHnuU6BVTHUV7xOEppoZ6K6DOPzu4f1epUO5Y+W3zdvNDJrt5iew8u8Tvldbprfe/MLW6s/PVklwoSZ4a+5oJZ8uXLW1uz2Xkif3PAycw0FF7zvyymXutr1O9xbN543PMaFoNdvXLc+HChczrlUfwAjoC7JnxM8wIr8j5ZVeu2SC6MKOGe/qa1ZEnpUoWl57drmUUdPCly9KDyHBWpxLRC826SGb1qhXNCPYTK5eXKhXLybRZH0urZg2l6UVnMX2MBXXUBd/0Iogu3HfxefVk7c+bskw3kt0c0Ju37TALoRKyW1DA/3Vh4qvvSskjjzBz5mtA+8z4mXJkiSOkU9umZpS0Lhamvy1WrvlZJrz6jtzf8ybzmtSgXt9n/6+9u4CO6mz6AP4HAklwd9cQ3B1aoDjFHQIEt+IELxLc3Z0EKW6FYMXdAyRIsQBFAgSLId+Z4d39IE3bAMnuZvO/57znPSfd3fvc3+xuwtx5Zu7ef4RGP5fXKlu2VLOcuHIlkUfAMCg6tIKcGYs2IHZsO/2dt3bLfm136NSgMgICAjFx7lr07dT4iyr4yHPVlrVSJmctKx5cDQUilYAkFrxu3NFKL+kBJlsEh4xbhKG9WiJZ0kQcOGXh0ZT4yQAN6UXb8Ocf9Bdu9szpED9ebPy+/yTcNuzGuEEdNEErW+plwJv8cSy/kHt3bKSDOXiYV0Cqhdw27sHtew9167tMk7exsQm18sS8K+XZQwoYEgZpUyVF22Y1Qu1pKdvL9h0+i+F9WuPpcz8MnbBY+wpL5aX0re3mXMfYM5rCpheQf8gMn7wM1coX0z6mIRMCskPh9r2/UL96Od3CK61lpIebtJORhIK0tWDPS9PHLbQzSoJPhhBJtZAMXzx+9opWt0sySOIk1UTSL7pU0TyQx06auxY92tX/YkeJVPcdOn4RRQo4cICRicMqsZIdBqfOeWn1bMsGldG4dnnc/+spRk1boTe4pAe04TMqN05Wb9qng+A4ANXEwfqH08nnSn7HycBFGVTktmEPEiaIp8lZmZOwePUO/ZtUdgvJ365Pnr1AzZ9K6k1Lv1evNWm7cp2HJmxlIj3nJVhGXLmKyCNgKPxY6L4dvzjXxU/lCuvfKmc9r2P+ym06CFUSstKPVtpxyS6+3sNmIW7c2Bjl0pY7EsIh1EzOhgMiX4ICFPg0KGz20s2wt7dFmybVcOSU5z8OnJJ2B8HBnwY7xI1jx4pMC3gDSfzkF69UknRw+lkHEck/PjNnSKWVtVKlefHKDf2HjM/DpxgxeZkmAyWWPCxH4N8qTyxnlVyJCEgyQRJ38g/R0Kp8Pq/cy5wh9d9udq3b9ocm++T7lsPfzPOekpsjEgMZJhUyBvKdOmneWuTMlgF7Dp5Bm6bVcPD4RZQsnAv5HLNg7dY/cNn79hfDcMxzFVH7rBKnwyc99aaj/MNU/naR/533vI7Jw7roYFM5JBk0bvYqjVehvNnx5m0AYtvbGuNuGOZXIE82bevEnSbmeV9JuwppHyKxOX3RGzMXb9SKrpB98+W7d/ysVRg1oK324pcEX7Ro4HepecJmPKsUDew9dAZbPI4gj0Nm7XEZJ7a9DlaUwbbyOZSblTITQYZlhvzdadhtUqlcEVQsU8jMV8PTUyByCrx64w+/l6/1b5fVm/fpTeWM6VLizzsP0btjQ+P3pMzAmDBnNapXKK5/00hLvNJF80TOi7aQVTM5ayGB4DIoENkF5B84MgwlV46M+ofuvw2ckt58s5Zu0j5vwe/fa9P/gnmyR3aCSL9+qfpZ/tsuTSDkdcyM0xeuYXifVppckAFTkpAdN7iDVkpLL1qZNl8kv0Okv25ruoB/qzyxpuu09msxDEXx9w9E51a19Lv1t20ysfr/hyzKZ1Aqi1w6N2HllwW+IZ69eIVfBk/HR3zUuKVMlkiTtVLRd/qCN06e98KgX5prewppAeTz4DEkCc++wqYNpiRzpi1cD+mp19Gplib1ZJeI/G6rU7W0to4pWTi3VsjK8EWpgJbt1J8PMfL0uoUxM92+GOZn2qvg2T4XkL9HQ+sB/fljZDfQrxOWoFPLWvC6cVcTf0XzO+CXNvXYMsaC3k4yKHP/0fNo21RuQkbXllsnz13VBG1oFc8S+3GzVukuIiks4EEBCnybgPwdKjsPEsSPq1WyIf/mlBspMusij0Mm/azJ71A5Ysa0+bYT8lkqwOQs3wgUoECECPzTwClpGr7st50Y3b+d/mNHJkXKXTfZHpgudfIIWQtf9OsEZCjYzTv3kT5NCu2PGBAYrP9glYm5klT/tXdL5M2Z5etelI82mUDIyhPZghQ3jr3Jzs8TfZuAVHztOnAKFUoXxMPHvhg1dQVGurTR70Xp9ZUqRRLdDm84duw7gRNnr2gln7SUkZ7D0ts0caL437YAPitcBWTIhvRgr/JjUf1dJ9sBZy/bhDw5s2hyoW/nxtrKQhKDf959qP/AOX/5hm6pl+3zhspLaX/h++yl7mJghXS4hsj4YlI1eeTUJf2c3Xv4BJ2cfkbj2hV0B4kkZ4+evoz+XZsiccJ4X+wokefJkDCpYh/c04lTrCMmPF/9qtIO5pznde0XHNrvPonb1Rt34DpluVa+16teTucmyI0RwxBbOak8Vz5zf955gAXu23UApxQf8DCdgGE+Qvo0ydGyYWVIf/bpizZgwpCO2p/280Piuu/IWcxZthkTh3bSqnfp0S6/K6UK8MdSBfQzyu9R08WPZ7IeAWnjJLsNhvdtrd+D8u959417dFhtyM+i9Vy16a+EyVnTm/OMFIgSAqENnJItYzK0QXrzyXAbOeQPYdk+X65kPp0AycOyBC5739KtKi5dmmhvyyMnL2H15v0YPbCd3knlQQEKhI+AodpLhkbZ2sbCkJ5OxoFDIYcVSYW0y6h5cG5cDSUKOWLCnDXYvOuIJnKloq9tk+pImzpZ+CyMrxIuAtLjsu/IuciTM7N+n8oEconrArftmO7aDdkypYUk6KUCs171snoDLGQFNbfKh0sovupFDInbyfN/Q/Ro0TRhN2Zge03krVjnocmiz4f5SQxHTFmuVbfcWfJV1BH+YNmqu+fgad1xIN+Tz1+8hlPDSsa/PWW438wlG7Hrj5O6lT575rTaEmG+2zbkziHVYWWY2IvwKP39BHLDWW6CLHDbBtnh9WuvVihbPK8+UNqLSDHB4ROXsH3vcW13YJiJYPg9KW1kHLNlhPumvRpD6VPLgwIU+DoB+Ryu334ApYrkRvIkiXRIZs1KJdnG4OsY//PRTM7+JxEfQAEKfKtAyIFTyZMmwrhZ7to03FDdJVWa/Vznokvr2qzG/FboCHyeoRet18276N6mHu74PNJqMCZnIxCdLx2lBWRr2Pv3H77YsilVl4PHL9beptJmZM2W/dq3VCr8ZFDD8rUecHVpoz28ZWiffL+WKJTrb45SmZk0UQImbs3wDjt76Zr2buvfpanGRyq6Bo1dqEOKJGY5sqTTAUZrNu/XKlnpmXj9ls8XFdRmWDZP+T8BSdK+eeuvu0gkyTd+1modPCQ9MaUC2nBINdGwSUuQLEkiPHryTKugZfcChxOZ/60kfb5PnLuq7QsMyXVpKyJbcuVvnRmLN+r/yzCpWDFjahXmrCUbkSpFUowZ0I7VYeYPoXEFUigwcOxCHahYrEBO7RmdP1c2JEuSQBPoUiAycuoKZEqXEm2b1tDetLLDZOLcNRjRx5mxtKBYcimRT0A+X0MnLNHBfdJjltXo4RdDJmfDz5KvRAEK/IeA9OAbNnGJbueUCi+pCpItg4dOXNTEglRm8rA8AYmTTMFdtWkP/P2DNJFuGJJieavliihgnQKGm11Xrt3WijwZJPbGP0AHhdWtWta4G0Gu3j8gUKvD9hw6o1UOTetU1ITvoLEL0NW5riZ2eZhXQHpeSr82GbIoVbQyHGzy/LV47vca00d2Q4pkifW/S3JBdptweKZ542U4u/TdGzPdTZOysgPo83+U6k2UcYt0qKZ8xqQSc9jEpShfpiCqlS9mGRfAVRgFZNDpnXt/oVubupDepmNmumsSVtqQyCE3UAaOWajtZAy7vchnfgFJoG/fe0IraVs3qqI3uELe/JDWFrIz4fMt1yG3ZZv/SrgCCkRegVv3/sLoaSu0v3P3tvVhYxMj8l6MBa2cyVkLCgaXQoGoILB191GtvGxauwJu3XsI+QPKMGQqKlw/r5ECFKBAeAnI96fc3JK+s4bhKLIbQRJE6dMmR5PaFbS/6Z5DZ3UglfQJkwFj3B4fXhH49tcxDNOoWLogSv1vurH87O79R8iSITVOnL2KaQvXoUThXPC6flcT8cP6tNZkLQ/zCMhgzAmzV2v/2dwOmb5YhNzEdN+4V6vz+nZqZPyMrdt2AA8f+WoCUOIbFBTMHuDmCd/fziqV6Vs9jqKbc13I36YhJ5FLq5gLl2+gf7dm2n9YBvfd8fkLGdKmRKrkiVktZuY4yk1IaS2ydfcx7QdcqkgerZCV34F9RsxGy4ZVvthyLcla+QzL70sOLTJz8Hh6qxCQ33ty45+J2fALJ5Oz4WfJV6IABcIoINMfpe+XnZ0tKpUrzAELYXTjwyhAAQoYBKQqTybHN6/30xeT41dt2otrf/poRaZhu/W+w2d18NTM0d05eNGC3kJSeTJ84hKULpYX1SsUR/x4cXRSvCQXBoxZAKf6lVC8kKPuMpGbmpL469623t+SQlJJ9vEj+A+kCI7tv/1DVGIjVbKDe7Qw7iyRZOzIKctQplhebVMhySGpfHfp0pTJoQiOVVhfXtpVyDyE3QdP640s+d6Um1cyrFY+g9JzNkeWtFi+zgOSaK9QphC8b9xF/lxZ0b55Dd7oCit0BD7O58ETjJ+9CoXzO+h35sWrN7F0zU6M7NdGv0/lePrMD32Gz0bbZjXYIzMCY8GXpgAFvk+Aydnv8+OzKUABClCAAhSggEUIyDZcF9d5aN+8JvLnzqprksSdDAyTgVMyDOX12wCs33YAJQo7IlumdFppxMN8AlL95XHgNDwOnNIBb4XyZtck3iWvW18k2KWXqfTADFn19fjpC7hOXY6yJfJpewvG0/SxNHzGTpy9gnGDOiB7lnSaUN9/5Jz2h5at1RJnQ7JPhlHJYUgMsl+f6WMW8ozSQ1GGMUp1rLSkuHHrvvaBlgTsqfPemO+2FWMHdkDypAn1O3XszFXa6kD6LcohCcGjpy+jTeNqTLybIZzyWfr48YMmy09d8MKBoxfQu2NDvZFlGKx46+5DDOnh9EU/dzMslaekAAUo8I8CTM7yzUEBClCAAhSgAAWsQED6mA78X7VX5gyp9YqOn7miVV+GgTaSJDp5zkun7srWzkG/NDcOaLQCgkh/CVKxN2T8IvTr0kQT6nIYkn8yPV6GFxkOT69bGDPTDe2a1tBE0fMXr3Rieb5cWZA7R2Ymak30bpCt0jOXbETnlrUwbcE6ZEyfSs986eqfmpiVAW+LVu3Qn7VpUu2LhFGsWDG12o+H+QUkwffg0VMcP3sFW3Yd0dglSRQfrtNWoFhBxy/6BksVrdwIkYE4h09ewvrtB1G9YglU/qGI+S8kiq/AUMXuIt+hmdPqTZJZSzexhVoUf1/w8ikQGQSYnI0MUeIaKUABClCAAhSgwH8ISBJv/spteOL7As5NqiFG9Og6VKpe9U8DbQICghAYFKwTruXY+PsheN24q/362IPPMt5emuhbvAFVfiyGOlXL6JZrSf6sXL9bE+yJE8XXissde49j3bY/MLinE7JmTKOLl4E3khCUPprvP3zA8D6tjcONLOPqrG8V795JZfpqFMyTXRNzAYFB8L55D0HBwcidIxPs7WxDHTb1550HGDF5GUa6tNFWI9KXVvpGS19oHuYVkM+XbIOXKtnQbnhJla309ZYbJSUL58aiVdt1OFW/zk3wc+VSxnYy5r2KqH32y9duY9xMd5y5eE13Iwzt1dL4PRm1ZXj1FKCAJQswOWvJ0eHaKEABClCAAhSgwFcISJ/LvYfOYNueYzrgRnqWSh9Frxt30PPXWUgYP64OJmpR7ydkyZgGqzfvw7DerbQ3n1TV2saKxYrLr/COiIdK8mfG4o04espTYxHb3g6u/dvqMDCJ3UK3bfB5+BT9ujTWeIY8ZBvvpp2HtWpaErSGYXERsVa+5n+3J5A2Fbd9HqFX+wbKFbIS+tUbfwwaswBZM6VB8YKOWu3HJK1lvLOCg99h/OzV2r5AbnAZPls795/Uytrgd++0XUXrRlXh6fUnHj15rlXvtrFiWsYFRPFVSPx44zGKvwl4+RSIRAJMzkaiYHGpFKAABShAAQpQICwCkgDaffAMpL2BJPU+35or1X2Hjl/E6BkrdVK5VIDpEKrR81GvRjkUze+gE+XZCzMs0hHzGEkCydA3qeKLG8dOeym+ePka42etRpaMqdGifqV/rdC7cfu+Pnbc4PZM9EVMiML8qnsOndFK50HdW+g2+ZCtRnb9cUp7DtetWgZS8SfT54f2ckKRfA5hPgcfGHECMrhPqpwzpE0BuXFy8/YDY7sK9417dVBf306NjMPBJNkuN8Pi2NvrMDH57PKgAAUoQAEK/JcAk7P/JcT/TgEKUIACFKAABSKxgCRqJ81bi4xpU6J+jR+0GlOGpixf6wFXlzZIED+ODqGSpFCB3Flx+oI3kiZOoMOnZBs9D/MLSLJ1zHQ3TcpKBd+/Jc6lunbe8i145vfKOFRM3gOv3wRoRR8raU0bT7Hftuc45q/cqnHzff4SYwe21zhKj+GQg8J27DsBGS4WcvibaVfNs30uIDH0vumjlbIyKMzONhakNcXQCUswsp8zMv2vz7Bso5eWB8UK5tSnP3ryDCP6OiNZkoQEpQAFKEABCvyrAJOzfINQgAIUoAAFKEABKxeQfqQjJi9HQGAg8ufOhuOnL6NL6zqaIJLKryHjFmlfPqm0lUSEbKuXKj9JBvIwn4BU0B44dgEL3Lfh154tkT1LulAXIzF78MhXh99IL2FJFhmS61L5N3jsQq36e/n6LTo0r4l61cuyos8MYT1/+YZWyfZo1wAxbWLooDB//0B0blXLGA/573KDRAYaSVJ+/9Hzum2eW+XNELB/OeWKdR546x+I9s1raNJd+tTK7oNWDaugVNE8+sx9h8/i9EVv9O7QkJ83ywofV0MBClDA4gSYnLW4kHBBFKAABShAAQpQIPwFDFvl9x4+Cxk8Jb1oY0SPhtlLN8Pe3tY4Sd5QaSuDpqTlAQ/zCUhbg4tXbiJ1yqQ6oOjzQypkpWfwNo+juP/XU+TKkQlliuVBhTKFkCp5Yk0YyXC4gWMXolalUqhesTjevA2A69QVqF2ltPYj5mE+geu3fDQWowe0Q5qUSXUhkkAfNmkpKpQuhB9LFdCBfpLgS5UiCQrmyYY2TarrTRMe5heQdhTSsqJ/16YaE0mqHzpxEUN6tjS2HJHkutuGPXDp3IQV6+YPGVdAAQpQwKIFmJy16PBwcRSgAAUoQAEKUCB8BSThJ9tzpRLvyrU7mLF4PYb3cTYm/yRpNGrqCuMk+X86uyR7pXJMJtJLqwQephWQ3pe/DJmu1c9dWtXRoW6fH4bBU7IFu5tzHWPl3rptBzReTLybNl4hE+uSeH389Lkm0ju1rI14cWNDqjElroN7NMe5S9ex4fdDGNantVbZrt9+EGcuemsrEhkSx8O8AvL52nXgNHbuO4HBPZywcsNuZEyb4ovP1apNn3rSSuXsp2GNZyG7GIrkd0CB3Nn4vWneEPLsFKAABSxKgMlZiwoHF0MBClCAAhSgAAVMJ7D7wGmdZv1Dyfx6UkkgSNIoj0MmTTJ437yL9+8/Ime29F/0OTVUZD585KvPl628NSoW59Zd04VOzyTD3WTY1JI1O+HcuCqqVyxhrNqT6ugJs1dj4tBOSJk8sTG+I6csQ8UyhTWpK4n62/ce6pZsaWkhvYZ5RLzA50PBjp25jAlzVmsMGtT8AV1b10E0RNNetE71KxkrnJ89f4n+oxegf9cmGiseliUgVbRnLnijz/+Gg0nVrIvrPG0XkzpFEu1FKxXS5Urkx4Fj5/Wz1qFFTeN3prQl8bp+Rz+XHCJmWbHlaihAAQqYQoDJWVMo8xwUoAAFKEABClAgEgiEnCR/zvM6pi5Yh2yZ06J9s5rG6loZbvTsxSudUv7+w0cddpQudXLUqlwqElyl9S1RhkzNWb4Zd30ea2VlsiQJMG3heh1E1LROBWNi/bznDUycuwaTh3VBkkTxMH/lNhw+eUmr+I6c9kS7ZjVQ9cei/zpwzPr0TH9FJ89dhY1NDBTMkz3Uk8uAvktet4wD3eRBV6/fwZT56zBhSEfEjxcbDx8/g8+Dx0yqmz58oZ5RWlJIr24ZFJY5fSrtFdypZS3U/KkEFq/+XZPv8n0pideAgCCMnLocjWr9iLw5s2if7wlz1uh36OefVwu5NC6DAhTACzEhAAAgAElEQVSgAAVMIMDkrAmQeQoKUIACFKAABShg6QLv3r3H9MUbUCy/g3GgjaxZqmm37zmGOz6PjNvjJXl09/5jdG9bTxN5UiW2dM1ODPylGbdcmynQ0mbiia+fJl2Dg99rBXTj2uWRM1sGXZEkj2S6vCRim9Quj827jmD3wTNw7eeMxIni46/HzzB6+kq4dG1q7IFqpkuJ0qeVbfBdB06DU4PKqFutjH6+DBXt0ge6dpVSmL5oA/68+1Ar3GXI2A8l8qNZ3YrGikupiI4WDUyym/idJJ/BkElzuYnVf9R89OnY0DjQT5Kx42atwk/lCqNIPgftAT5v+Ra9sSKfRR4UoAAFKBD1BJicjXox5xVTgAIUoAAFKECBbxKQbfR7D53B6YvX8MfRcxgzoD2K5M+BOcu34IXfK7h0aaptDqQyLDAoGHHj2HGL7jdJf9+TgoPfYfQMN03ayTZpSRpt2nkYO/efxPjBHeH73A/9XOdhRF9nOGb/lLyVYWGjpq1E26bVuG3++/i/+dmStJMBfR8+foB/QBCCgoJ1G/y+I2c1QTukRwuN4QK37Zju2g3ZMqXVz9qYmW6oV72ssQpz4pw1yJcrK6r8WPSb18Inho/A7Xt/YfysVRg1oC0SJYinLyoJeLlRMqJvax0mJkPgqlcooZ/Vzw+56bXV4yjaNq2uPYl5UIACFKCA9QowOWu9seWVUYACFKAABShAgXATkMSRbIOXCtrBPVrgryfPtKeiDAQrVjAnWtSvhATx4uD3/Scxae4aJIwfV889vE9r5HbIFG7r4AuFTUAGSw2duBi5c2SCf0CgDppy7d8W6VMnw6R5a5EgXly0b17DWF0pw+GkhcXYQe0R295Wk/DHz16BY7aMqFK+qDGxFLaz81HfInDt5j2MmemOMQPaaQWltBm5ePUmcmROh3Il8yMwMAiDxi5EtQrFNUmbI0s6rY5es3k/MmdIheyZ02Hx6h1avSmvwR7C3xKF8H2OoYWBJMpLF82jn8WRU1cgferk+vnbc+gs9h0+q9+Tdnax9ORyM+XAsQtY4L4NA7o24/dn+IaEr0YBClDAIgWYnLXIsHBRFKAABShAAQpQwLIEnktlrOt89OvSGLK9Wg5JIMhwm/7dmukgKkkmzViyAa792iBT+lTwunEXs5du0qE4TBSZPp6SCDpz8ZqeuFDe7JpIf/T0OYaMW4whPVtoj0s5DD0vpbKvVaMqGDvTHX4vX2vPTHn+vsPnMKxPKx1sxCPiBKQdwavXb5EgfpxQTyKfQWlXMaBbM735cdn7NibPX4vnfq8xfWQ3vTkiW+i9/7yng8UMA+Ikhqs27kW9GmVRNL8Dq9kjLoShvrIM+xo3yx13fR7hxcvXqPJjMW0R8/pNAH6duBjdnOsZK9ilQnrFOg9cuHwDg3s4Gft8m3jJPB0FKEABCphYgMlZE4PzdBSgAAUoQAEKUCAyChh6ljav+xPy586qlyDbbsfPWo1xg9sjMDAYvYfPRueWtYw9ayU5KL0VZeo8J8xbRtRlYNHydR5w6dJEk7VynLrghUlz1+qwKUkAagXtwA7GxNCqTXs1adi+eU3LuIgougpD79mKpQsaP2Pys7v3HyFLhtTwOHBaqzClb7D0hc6WKY22RZCWFVLx7rZhN2xixIBL1ybsDW3i95BUw75+44/o0aMjTmw7rY5dtGoH/P0D0blVLU2YS+JWvk+TJ02Ijk4/w872UyUtDwpQgAIUsH4BJmetP8a8QgpQgAIUoAAFKBAuAlIZu8BtG7o510WaVEk1uSCHDLtZunbXFxPJ5efSW3HklBUY6eKMFEkThcsa+CLfJ/D46QsMHrcIfTs30p6lMghs4NgFqFW5NGpVLqWJ2t+2/oERfZyN26w9DpyCp/dt9Grf4PtOzmd/t8Cte39h+MQlKF0sL6pXKI748eJosk/iOmjsAnR1rot8jllCPY9USEvlbV7HrPi5UsnvXgtf4NsF5CbJiMnLMNKljVaw+zx8glHTVmjvWWlbET16tG9/cT6TAhSgAAUinQCTs5EuZFwwBShAAQpQgAIUMJ+A7/OXcN+4ByfOXkWlcoXRoOYPOrxItlP3aFffuD1XKsOkR63fq9fo3aEht1KbL2R/O/PZS9e072VMGxsdDtaheU0dKCXVe5KsHTJ+ETq3qo38ubIi+N17jJyyDCUK50a18sW+eC2p9Dt1zgtliudllZ8J4ysV6VIlK0lz58bVUDBPNr1RIpWZsl1e4hjaYUjOOmbPiLrVymr/U0/vW0iTMhlSJU9s7D9swkuJsqeSVgf37j9G0QIOOH3RGzMXb0TfTo3ZXzbKviN44RSgQFQXYHI2qr8DeP0UoAAFKEABClDgOwWkCmyh+w4M6t5cq/jkuH7LBwNGL8CIvs7GhO13noZPD0eB4OB32n9W+pSGnATv8+AJJsxdjeCgd0idMgm8btzD5GFdvuh/KS0tXKcsR8Na5VH1x6J4+eqtvg4r/sIxSGF8KWk5IYPCpEdwzmwZvnhWQGCQ9qaVxK0kcx8+9sXoAe0gdZkDxyzU+EqSsEKZQmhcqzxixrQJ41n5sO8VkGT5+u0HceS0Jwb90oL9Zb8XlM+nAAUoEIkFmJyNxMHj0ilAAQpQgAIUoIAlCMiW3NHT3TC0pxNSJk8M6U8rlZnSB7NNk2qsyLOEIP3HGiRRJFvmJWbRon3aUn373l/oP3o+Wjeqiso/FNGfhTZJ/ukzPwwYswA92tZDrhyZIsHVWtcSJXZSpf7E94X2BU6RLJExhtJ7duvuYyhRyBEF8mRDHofMuHLttt44+aFkfvTr0gTv33/AX499MWf5FjSpXR55c4beFsG61Mx/Nbv+OIVzntd1eFvcOPbmXxBXQAEKUIACZhNgctZs9DwxBShAAQpQgAIUsA4BSdht8TiqvUplm+45zxvInjkturetF+rgIUkmSSIobapkqF2ltHUgRPKrkJ6l0s4gR5Z0KFYgJ3xfvMK8FVvQvN5PaFjzB90qH9okeYm9+8a92l+4b6dGbF9hpveBxOboKU88e/ESdaqW0eSsxObMxWt6w0Q+a4bjyrU7GDFlGdKkTIoYMaJr1ebxs1d0mNjwPq2NvYbNdCk8LQUoQAEKUCDKCTA5G+VCzgumAAUoQAEKUIACESMg/UovXr2pSZ+c2TL+4xZ3SQ71Hj5bt8E/8X2uW6qleixh/LgRszC+apgEJMEnQ98khrFi2uDHUgWQNWMaTfTJtvgZizfA3s72i0nyIQcbhelEfFCEC8gNELcNe1CsYE7kyJLeeD6JsQwFy+OQSZO4T3z98PHjBwyftEyHiTlm/7ItQoQvlCegAAUoQAEKUABMzvJNQAEKUIACFKAABSgQYQLS8uDhI18UyptDk7UBAUFwnbYCZYrl1a3ykiyatWSjVti2b16DLRAiLBLf/sL/NEleEoAT5qzB4ZOXENPmU2XtwG7NULJIbsbx27nD5ZkSm32HzyGXQyakTpHE+JoHjl3Aht8PwtWlLeLFsdfqWhkm5u8fiM6tarHyOVz0+SIUoAAFKECBrxNgcvbrvPhoClCAAhSgAAUoQIEwCrx79x7jZ6+CVNSOGtBOk0Ehk0PyUlKtudnjCIb1boWYNjYIDArSCk0e5hWQxN2/TZI/dcELy9d6wNWlDRLEj4NrN+9h7Cx3HQL3+TZ6814Fz24Q8Hv5RnsDO9WvhOKFHPXHISufZZDfjEUbULdaWU2ySwU1DwpQgAIUoAAFIlaAydmI9eWrU4ACFKAABShAgSgtINPig9+918SsJIcGj1sEp4aVUCSfg7pIAlCGGckMKhlmdOHKTUxdsA5DerRA6hRJ2f/SjO8ejwOn8Nu2A/i1V8u/JVtfvfHH4HELUbdqWZQrkU9X6R8QiKETluhQqYJ5skOqN6NFi/6P7S3MeGlR8tTSF1oGUA3o1kyTrp+3OJBkrBwSs3sPnmDt1v24efuBJt6TJUkYJb140RSgAAUoQAFTCTA5ayppnocCFKAABShAAQpEYQHD4KhF7tsxsp+zceu7p9ctjJ3pjjED2yFZ4oT4deIS2NrGRBx7O+w/eh5N61RAs7oVud3aDO+dDx8+aj9SGQYW8pBJ84dOXMTg7i2MCXQZCjZyygqMdHHWWC5ZvQPb9hxDu2Y1ULFsYVZhmiGGn59SkrGSfDVUpUvF+vJ1HhgjVe1xY8P75l1N2GbLlEYfs2HHIR30JoP9pO8wDwpQgAIUoAAFIkaAydmIceWrUoACFKAABShAAQp8JiBJniHjFunQoTVb9uPjh49Ikjg+jp6+jEG/NNdt1pLw+3xi/OOnL7TStmf7+siZjYOKLOUNJcPBhk5YrH2CB/7STP/f0H82aeIEaNOkmjGZ9/SZH5as+R3PX7zG4B7N9bE8zC8gVc7DJi7Fz5VK6o0S9417sW33Ue0NffzsFZQumgeJE8XHs+cvNTl76MQlxIlth0J5s5t/8VwBBShAAQpQwMoEmJy1soDycihAAQpQgAIUoIAlCkiFXlBQsCbuPnz4AO+bPnj95i2yZU6LRAniQZJ40g+za+s6yOeYRS/BkJzt37UJMmdIbYmXFWXXJJXQsk3+t61/oGgBB1zyuoVUyROjf9emePb8FXbsO44UyRKjVJHcSJQgLsbMcEOZYvmMLRCiLJwFXXhgULD2eH71+i36jpxrvAkiFdOSoJWYjRvUAY7ZM2gf2jSpkmovWh4UoAAFKEABCoSvAJOz4evJV6MABShAAQpQgAIUCEVAknkfPyLU/qOGlgdPfF+gm3Md3UYvP5Nt1Z7et7RHphyyDfvi1ZvImzOLVtpyWJH532oy7O3WvYdIEC8ucmRJi+d+rzXJXqZYXiRJGA/rdxxEulTJ8fDxM3R1rq2xe/jIV1shSFKeh/kFpJXBqKkr4JA1PerVKIeYNjGwaNUO+PsHonOrWpBkreu0FajxUwljr2iplJbPs43N31temP+KuAIKUIACFKBA5BJgcjZyxYurpQAFKEABClCAAlYnEBAQhBXrPVC1fDHj4ClDG4ShvVrqYDCp4nvu9wp1qpbBqQteeOH3BgO6NdVemTwsR0Bis2bTfu07K31LJcm+atNeXL91X5PsUq05aMwCZM2UBiUK54JD1gw6LI6HeQWkSn3O8s04ePyCJs0lblNHdEW61Mnx5m0ARk5ZjrbNqiNrxjR48fI1xs1ahVg2NujXpYm2O+BBAQpQgAIUoMC3CzA5++12fCYFKEABClCAAhSgQAQISFXe7KWbYW9vq20QPA6c1m3yri5tNZFnqKpd6L4ds8f0QKb0qSJgFXzJbxGQJF+fEbNRq3JpVK9YHC/+V0nbt1Nj3R4vfYU9DpxC3aplcPnabWzdfczYc/hbzsfnhL+A24Y9mnCtXaW0vrj0nR093U37C78NCMTgsQtRpXwxbXHA6vXw9+crUoACFKBA1BNgcjbqxZxXTAEKUIACFKAABSxaQLbKT12wDr06NESC+HEwYvIyraqVIUVySHJWtl0HB79D++Y1tA0CD8sRePTkGVZt2qfD3qQC2ql+JY3TE99PfYUNiVpZsQyAO3D8AgZ3b4GYMW0s5yK4EqPAn3ceYP7KbahUrjDmrtiKvp0boXDeHDr07bznDbht3IPubeohbepkVKMABShAAQpQ4BsEmJz9BjQ+hQIUoAAFKEABClDANALS8kBaGjSuXR45s2XQk165dgcT5qzGmAHtkDJ5YtMshGf5agGJnfumvVpBmzxJwi/6mBr6CkvSL1o0oH3zmpCK6YXuO3SIWG6HTF99Pj4hYgSkVUVHl8nI75gVw/u2NrYekbPJjZLL3rcxad5alCjkiCZ1KrJNRcSEga9KAQpQgAJWLMDkrBUHl5dGAQpQgAIUoAAFIruAJH827TyM3QfPoE/HhkiWJCEmzl2DfI5ZODk+EgX3+i0fjJ+1CiP7tTEm1G/dfYjhk5bi196ttDXFhSs30XXQNCRNFF8f06JeJRQvlCvUIXKR6NIj/VL9AwJx8pwXihXMCTvbWMbr2bn/JAICg1CtQnH92Z6Dp7F07S40qV0e1SuWYMuDSB95XgAFKEABCphKgMlZU0nzPBSgAAUoQAEKUIACXyXw1j8Ar16/RbIkiXDy3FWs2rwXt+/+heTJEmHikE7a8oBH5BB48MgX9+4/1gSfHFIlO2HOGh041bROBUgCcNikpaheoQTKFs+L2z6P8OuExXBqUBkVyxSKHBcZxVYpMVuxzgP7jpxDl1a1UapIHgQGBenP7t5/jEHdm+tQOB4UoAAFKEABCvy7AJOzfIdQgAIUoAAFKEABClikwNlL1zB25iodRCSVsk+f+WHwuEU6Nb5IPgeLXDMXFTYBqZKduWSjtqZImjiBDgqT/rPD+7SGnd2n6kxJ8kkCUFoe8LBcAd/nLzFn+WY88X2Bvh0ba+9Z6QctPYQlCT9n+RZthWAYMGa5V8KVUYACFKAABcwjwOSsedx5VgpQgAIUoAAFKECBMAj4PHiC8bNX4c+7DzVR16F5TdSrXpZDwMJgZ8kP2X3gNOLGtUeJQrk06S6Dwrq2rqNJeDn8Xr5BP9e56ORUC/lzZ9Xt89437yGmjQ1yZEnL+FtYcD/vPVutfDE0qPmDrlD6Q3cZOAVxYttrS5IGNcqhYtnCbHlgYfHjcihAAQpQwLwCTM6a159npwAFKEABClCAAhQIg8CbtwGIET26saoyDE/hQyKJwPJ1HvDze43OrWpp0lUSfe4b9+Leg8fo26kRzl++CddpK1A0v4NWZMrPB3ZvgUzpUkaSK4w6y5RK2XfvP8A2VkzIQDiJW5lieVH5hyL46/EzbPE4wqFhUeftwCulAAUoQIEwCjA5G0YoPowCFKAABShAAQpQgAIUCH8BSeh9/AjY2MTQF5fk65BxizC0V0vEjxcHvYfPRtECOdGuWQ2tuDx9wRs795+AS5emunWeh2UKHDh2ARt+PwhXl7aIF8deFykJ2+mL18Ntwx5kTp8KfTo2QskiuREtWjTLvAiuigIUoAAFKGACASZnTYDMU1CAAhSgAAUoQAEKUIAC/y0gidrZSzfD3t4WbZpUw+6Dp3H45CXkcciMfUfOwrlxNd0eP2vpJgzt6QRb21jwefAYGdOlQvToTPD9t7BpHiFtKaQ/tFPDSl/0h5Y+0ktW78ToAW0RFPwOY2e6o2ThXNqPlgla08SGZ6EABShAAcsTYHLW8mLCFVGAAhSgAAUoQAEKUCDKCkgPWjvbWIgbxx4bdhxUh7rVymrPYRkStmbLfjSs+SPaN6+Bg8cvYuWG3ZqoTZY4IdteWMi7RqpmT5y7gt4dGn7RH1hbVYycix5t66N4IUc8fvoCMhyuYpmCTM5aSOy4DApQgAIUML0Ak7OmN+cZKUABClCAAhSgAAUoQIEwCJz3vIE1W/djSI8WiG1vp8+Q3qXS3kD600p1ZqoUibUf8f6j5zVhK4lcHpYlIH2EX7/xR7y4sXHx6k0Mn7QMXVrVxo+lCmhS9sEjX0xbsA6PfV9waJhlhY6roQAFKEABEwgwOWsCZJ6CAhSgAAUoQAEKUIACFPh6AWlzIAPDjp2+gnbNqiN75nSIG8cO0aNH/2JomCRqn/u90kRfwvhxv/5EfEaECkjydcr839Cvc2NtS3H9lg/GzHDDyH5tkDxJQoyb5Y6smdKiQumCWL/9IB4+8oVL1yaakH/i+wIT56xBpgypULdqWSRPmjBC18oXpwAFKEABCphagMlZU4vzfBSgAAUoQAEKUIACFKBAmAWk6vLG7fvYsOMQPnz4gJ7tGuDJsxfGoWGZM6QO9bWkUlMStmlTJeOW+TBrR8wDJYZbPI5i087D6N6mHqLHiIapC9ZpcjZlskSYNG+tJmI7Of2sC5CEfLni+SCxDQ5+B2l1ceS0pw4S69a6jrHiNmJWy1elAAUoQAEKmFaAyVnTevNsFKAABShAAQpQgAIUoMB3CEg17YzFG7UCs2mdCqEmXiUZ6L5xL6T3aYv6PyFd6uTIkDYFk7Tf4R4eT/V58ARuG/fg9r2HaNesBvI5ZtVBbs9fvMKwSUvhkDU92jarAZsYMRAtGv4Wr88rbtOkTBoeS+JrUIACFKAABcwuwOSs2UPABVCAAhSgAAUoQAEKUIACYRWQ5OyxM1eQK0dGJEoQDwGBQfB9/hKpUyQxJvNk8NSwiUtRr0Y5fPzwQRO1ZYvnQ9um1b4YUBXWc/JxESPw29Y/NG6liubRnrSuU1egaAGHf+wb/OjpcwwcvQCDujfXqloeFKAABShAAWsQYHLWGqLIa6AABShAAQpQgAIUoEAUFdi86wjmr9yKWaN7IGO6lJDk7YQ5a7Ra1lBZK8naXycuwYi+ztrmgIdlCEi7ColLh+Y/o1TR3HBbvxt+L9+gW5u6f1ugf0AgZi3ZpK0qhvRwgp1dLNy8/QB7D59BgvhxUalcYU3W86AABShAAQpENgEmZyNbxLheClCAAhSgAAUoQAEKUMAoIMm6+w+faiWtDAS7cOUmZi7ZiDED2iFp4gT6OJ+HTzBq2goM69MaSRPFx0L3HShVJDdyO2SipJkFpOp5ods2bNp1BHkcMmN4n1ZIlSIJPnz4qIlYT69b2H3wNA6duIiq5Yuho9PPOvTt+JkrGDV9Jdo2rY6Xr95g5x8nMcqlrSboeVCAAhSgAAUikwCTs5EpWlwrBShAAQpQgAIUoAAFKPCPAm/9AzB0whJULlcEP5UrrI+T/rMyTMzT+xYGdGuGq9fvoOugaZqkTZk8MVrUq4TihXJp71Me5heQymdJrksrihxZ0qFYQUdtdZAre0YdGiaHVNy6uM7D4B4tUCB3Nv3Zjn0ncPPW/VCrbs1/VVwBBShAAQpQ4J8FmJzlu4MCFKAABShAAQpQgAIUsAqBXX+cwop1HogfLw46t6wFx+wZceaSN6YuWIfhfVprf1MZPFW9QgmULZ4Xt30e4dcJi+HUoDIqlilkFQaR/SKkClaSs94376FXh4ZaTft54jwo+B3GzHCDDARr06Sasc+wx4FT8PS+jV7tG0R2Aq6fAhSgAAWimACTs1Es4LxcClCAAhSgAAUoQAEKWKPA02d+GDBmAbq2rqPJ2ZFTluHE2asolDc7XLo21cpLSd7uO3xWE7XSs1QOSeZKP9P2zWtaI0ukvSafB08wfvYqXX+/zk2QNvWnXsHnPW9g4tw1mDysC5InTag/CwgIwtCJizXBXqlckUh7zVw4BShAAQpETQEmZ6Nm3HnVFKAABShAAQpQgAIUsCqBR0+fax/SGhWLI0aMGH+7ts+Tt/kcs+h/l+FT/VznopNTLeTPnRWv3vjD68YdxLG3R44saUN9HatCs/CLkb6zR05dwrSF63WYm2P2DDr8zd7OFi3qVzKuXuIu1bafJ2wt/NK4PApQgAIUoIBRgMlZvhkoQAEKUIACFKAABShAAasXWL7OA35+r9G5VS1NukovWulreu/BY/Tt1AjnL9/E4HGLUKxgTkjv2lev32pCMFmST9WZPMwnIH1oo0WLru0NJs//DSUL5ULxQo5fJNirVSiOWpVLmW+RPDMFKEABClDgGwWYnP1GOD6NAhSgAAUoQAEKUIACFIg8ApLg+/gRsLH5VFUrSdkh4xZhaK+WSBg/rrZEcKpfCaWK5tHE7dFTnrp9vnOrOvipLPvRWkqkpTXFH8fOY9AvzTWWs5ZsxNPnLzGkRwvjwDBLWSvXQQEKUIACFAiLAJOzYVHiYyhAAQpQgAIUoAAFKEABqxGQRO3spZthb2+rQ6V2HzyNQycuYkjPlogV00av8887DzBi8jKMdGmDdKmTW821R/YLkdht3X0MU+b/hhcvX6NJ7QraZzhuHPvIfmlcPwUoQAEKRFEBJmejaOB52RSgAAUoQAEKUIACFIjKAtKD1s42lib1Nuw4COlvWr9GOSUJCn6HMTPckMchE+pWKxuVmSz22iVeHz9+YF9gi40QF0YBClCAAmEVYHI2rFJ8HAUoQAEKUIACFKAABShglQKnLnhh7rIt2uIgQ9oUOlhMetSOGdAOCeLHscpr5kVRgAIUoAAFKGAZAkzOWkYcuAoKUIACFKAABShAAQpQwAwCr9/4I05sO+0xO23hejx59kKraGUYWLkS+cywIp6SAhSgAAUoQIGoJMDkbFSKNq+VAhSgAAUoQAEKUIACFDAKSGsDF9d5cG5cFSWL5Nafb9hxCJ7etzCgWzNj/1mSUYACFKAABShAgYgSYHI2omT5uhSgAAUoQAEKUIACFKCAxQs8eOSLcbPcERz0DsmTJcL1Wz7aziB9mhQWv3YukAIUoAAFKECByC/A5GzkjyGvgAIUoAAFKEABClCAAhT4DgFpY/Dg0VP4Pn+JHFnS6aAwHhSgAAUoQAEKUMAUAkzOmkKZ56AABShAAQpQgAIUoAAFKEABClCAAhSgAAUoEEKAyVm+JShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKmEGAyVkzoPOUFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAWYnOV7gAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKCAGQSYnDUDOk9JAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIDJWb4HKEABClCAAhSgAAUoQAEKUIACFKAABShAAQqYQYDJWTOg85QUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABZic5XuAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoIAZBJicNQM6T0kBClCAAhSgAAUoQAEKUIACFKAABShAAQpQgMlZvgcoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCphBgMlZM6DzlBSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFmJzle4ACFKAABShAAQpQgAIUoAAFKEABClCAAhSggBkEmJw1AzpPSQEKUIACFKAABShAAQpQgAIUoAAFKEABClCAyVm+ByhAAc3m94oAAAQRSURBVApQgAIUoAAFKEABClCAAhSgAAUoQAEKmEGAyVkzoPOUFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAWYnOV7gAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKCAGQSYnDUDOk9JAQpQgAIUoAAFKECBfxMICAjC0ImLkTJ5EvRq34BYFKAABShAAQpQgAJWKsDkrJUGlpdFAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKWLYAk7OWHR+ujgIUoAAFKEABClAgEgts2HEQx89ewYg+zrCzi6VXcuqCFybPXYvZY3vC3tZWK2SLF3TEbZ9HWOS+HXlzZsaU4V0xef5a/XndamUjsQCXTgEKUIACFKAABSjwbwJMzvL9QQEKUIACFKAABShAgQgSCGtydvue41g6rT+K5HPQlRjaGjA5G0GB4ctSgAIUoAAFKEABCxFgctZCAsFlUIACFKAABShAAQpYn0BYk7Mhk7BMzlrfe4FXRAEKUIACFKAABUITYHKW7wsKUIACFKAABShAAQpEkACTsxEEy5elAAUoQAEKUIACViLA5KyVBJKXQQEKUIACFKAABShgeQJMzlpeTLgiClCAAhSgAAUoYEkCTM5aUjS4FgpQgAIUoAAFKEABqxJgctaqwsmLoQAFKEABClCAAuEuwORsuJPyBSlAAQpQgAIUoAAFKPBJ4NQFLwwcvQDzxvdG5gyp8dzvFTr3n6L/bfbYnrC3tcXQiYvBnrN8x1CAAhSgAAUoQIGoKcDkbNSMO6+aAhSgAAUoQAEKUMBEAlI9O2T8Yj1b3pyZ0apRVSxd8zuTsyby52koQAEKUIACFKCAJQswOWvJ0eHaKEABClCAAhSgAAUoQAEKUIACFKAABShAAasVYHLWakPLC6MABShAAQpQgAIUoAAFKEABClCAAhSgAAUsWYDJWUuODtdGAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKWK0Ak7NWG1peGAUoQAEKUIACFKAABShAAQpQgAIUoAAFKGDJAkzOWnJ0uDYKUIACFKAABShAAQpQgAIUoAAFKEABClDAagWYnLXa0PLCKEABClCAAhSgAAUoQAEKUIACFKAABShAAUsWYHLWkqPDtVGAAhSgAAUoQAEKUIACFKAABShAAQpQgAJWK8DkrNWGlhdGAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKWLIAk7OWHB2ujQIUoAAFKEABClCAAhSgAAUoQAEKUIACFLBaASZnrTa0vDAKUIACFKAABShAAQpQgAIUoAAFKEABClDAkgWYnLXk6HBtFKAABShAAQpQgAIUoAAFKEABClCAAhSggNUKMDlrtaHlhVGAAhSgAAUoQAEKUIACFKAABShAAQpQgAKWLPB/vl+FTJdzL9UAAAAASUVORK5CYII=",
+      "image/png": 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        "                            \n",
-       "var gd = document.getElementById('99da7052-de0d-488f-80de-e987593bcd6e');\n",
+       "var gd = document.getElementById('a7adf88b-a763-44bf-af4d-fac3556d1182');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
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@@ -2639,24 +2740,22 @@
    ],
    "source": [
     "# Chart the top 10\n",
-    "top_10_uris = df.groupby(\"uri\").count().sort_values(by=\"timestamp\", ascending=False).head(10).reset_index()\n",
-    "px.bar(top_10_uris, x=\"uri\", y=\"http_status\", title=\"Top 10 URIs\")"
+    "top_10_uris = df.groupby(\"path\").count().sort_values(by=\"_time\", ascending=False).head(10).reset_index()\n",
+    "px.bar(top_10_uris, x=\"path\", y=\"status\", title=\"Top 10 URIs\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "f7abe619-13f8-4fc5-afee-1449b4c49f72",
+   "id": "e2356aa6-d9e0-4b19-b338-968e1765539b",
    "metadata": {},
    "source": [
-    "## Time Series Analysis\n",
-    "\n",
-    "What happened when?"
+    "### Rare URIs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "9be2338e-669b-4e2f-afd5-4c471b2f1cf9",
+   "execution_count": 31,
+   "id": "85ec7d92-0095-4521-8215-41f8137fa1fe",
    "metadata": {},
    "outputs": [
     {
@@ -2680,18 +2779,24 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>http_method</th>\n",
-       "      <th>http_status</th>\n",
-       "      <th>response_size</th>\n",
+       "      <th>ip</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
        "      <th>referrer</th>\n",
        "      <th>user_agent</th>\n",
        "      <th>_time</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>src_ip</th>\n",
-       "      <th>uri</th>\n",
+       "      <th>path</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
@@ -2703,18 +2808,11 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th rowspan=\"5\" valign=\"top\">100.43.83.137</th>\n",
-       "      <th></th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>/?page=28</th>\n",
+       "      <th>/files/fex/fex-20070729.tar.gz</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2724,7 +2822,11 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/geekery/102.html</th>\n",
+       "      <th>/files/images/?C=N;O=A</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2734,7 +2836,11 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/geekery/interesting-freebsd-network-config.html</th>\n",
+       "      <th>/files/images/?C=S;O=D</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2744,7 +2850,11 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/blog/geekery/log-analytics-with-open-source.html</th>\n",
+       "      <th>/files/java-chatclient/?C=D;O=A</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2754,188 +2864,516 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>/files/java-chatclient/?C=M;O=D</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"5\" valign=\"top\">130.237.218.86</th>\n",
-       "      <th>/presentations/logstash-1/js/core.js</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <th>/files/java-chatclient/?C=S;O=D</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/presentations/logstash-1/js/fg.menu.js</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <th>/files/keynav/?C=D;O=D</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/presentations/logstash-1/js/jTypeWriter.js</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <th>/files/logstash</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/presentations/logstash-1/js/jquery-1.4.2.min.js</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <th>/files/logstash/?C=D;O=D</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>/presentations/logstash-1/js/jquery-print.js</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <th>/files/logstash/?C=N;O=A</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 ip  remote_log_name  userid  date  \\\n",
+       "path                                                                 \n",
+       "/files/fex/fex-20070729.tar.gz    1                1       1     1   \n",
+       "/files/images/?C=N;O=A            1                1       1     1   \n",
+       "/files/images/?C=S;O=D            1                1       1     1   \n",
+       "/files/java-chatclient/?C=D;O=A   1                1       1     1   \n",
+       "/files/java-chatclient/?C=M;O=D   1                1       1     1   \n",
+       "/files/java-chatclient/?C=S;O=D   1                1       1     1   \n",
+       "/files/keynav/?C=D;O=D            1                1       1     1   \n",
+       "/files/logstash                   1                1       1     1   \n",
+       "/files/logstash/?C=D;O=D          1                1       1     1   \n",
+       "/files/logstash/?C=N;O=A          1                1       1     1   \n",
+       "\n",
+       "                                 request_method  request_version  status  \\\n",
+       "path                                                                       \n",
+       "/files/fex/fex-20070729.tar.gz                1                1       1   \n",
+       "/files/images/?C=N;O=A                        1                1       1   \n",
+       "/files/images/?C=S;O=D                        1                1       1   \n",
+       "/files/java-chatclient/?C=D;O=A               1                1       1   \n",
+       "/files/java-chatclient/?C=M;O=D               1                1       1   \n",
+       "/files/java-chatclient/?C=S;O=D               1                1       1   \n",
+       "/files/keynav/?C=D;O=D                        1                1       1   \n",
+       "/files/logstash                               1                1       1   \n",
+       "/files/logstash/?C=D;O=D                      1                1       1   \n",
+       "/files/logstash/?C=N;O=A                      1                1       1   \n",
+       "\n",
+       "                                 length  referrer  user_agent  _time  \n",
+       "path                                                                  \n",
+       "/files/fex/fex-20070729.tar.gz        1         1           1      1  \n",
+       "/files/images/?C=N;O=A                1         1           1      1  \n",
+       "/files/images/?C=S;O=D                1         1           1      1  \n",
+       "/files/java-chatclient/?C=D;O=A       1         1           1      1  \n",
+       "/files/java-chatclient/?C=M;O=D       1         1           1      1  \n",
+       "/files/java-chatclient/?C=S;O=D       1         1           1      1  \n",
+       "/files/keynav/?C=D;O=D                1         1           1      1  \n",
+       "/files/logstash                       1         1           1      1  \n",
+       "/files/logstash/?C=D;O=D              1         1           1      1  \n",
+       "/files/logstash/?C=N;O=A              1         1           1      1  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group data by URI and show rare items\n",
+    "df.groupby(\"path\").count().sort_values(by=\"_time\").head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f7abe619-13f8-4fc5-afee-1449b4c49f72",
+   "metadata": {},
+   "source": [
+    "## Time Series Analysis\n",
+    "\n",
+    "What happened when?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "9be2338e-669b-4e2f-afd5-4c471b2f1cf9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
+       "      <th>referrer</th>\n",
+       "      <th>user_agent</th>\n",
+       "      <th>_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ip</th>\n",
+       "      <th>path</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"11\" valign=\"top\">130.237.218.86</th>\n",
+       "      <th>/favicon.ico</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/icons/back.gif</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/icons/blank.gif</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/icons/folder.gif</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/icons/layout.gif</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/presentations/logstash-provops/images/distributed.png</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/presentations/logstash-provops/images/frontend-response-codes.png</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/presentations/logstash-provops/images/ganglia.png</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/presentations/logstash-provops/images/github.png</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/presentations/logstash-provops/images/graphite-bieber-gangnam-moving-average.png</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>100 rows × 7 columns</p>\n",
+       "<p>100 rows × 10 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                   timestamp  \\\n",
-       "src_ip         uri                                                             \n",
-       "100.43.83.137                                                              4   \n",
-       "               /?page=28                                                   1   \n",
-       "               /blog/geekery/102.html                                      1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...          1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html           1   \n",
-       "...                                                                      ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                        3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                     3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                 3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js            3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js                3   \n",
+       "                                                                   remote_log_name  \\\n",
+       "ip             path                                                                  \n",
+       "130.237.218.86 /favicon.ico                                                      1   \n",
+       "               /icons/back.gif                                                   1   \n",
+       "               /icons/blank.gif                                                  1   \n",
+       "               /icons/folder.gif                                                 1   \n",
+       "               /icons/layout.gif                                                 1   \n",
+       "...                                                                            ...   \n",
+       "               /presentations/logstash-provops/images/distribu...                1   \n",
+       "               /presentations/logstash-provops/images/frontend...                1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png                1   \n",
+       "               /presentations/logstash-provops/images/github.png                 1   \n",
+       "               /presentations/logstash-provops/images/graphite...                1   \n",
+       "\n",
+       "                                                                   userid  \\\n",
+       "ip             path                                                         \n",
+       "130.237.218.86 /favicon.ico                                             1   \n",
+       "               /icons/back.gif                                          1   \n",
+       "               /icons/blank.gif                                         1   \n",
+       "               /icons/folder.gif                                        1   \n",
+       "               /icons/layout.gif                                        1   \n",
+       "...                                                                   ...   \n",
+       "               /presentations/logstash-provops/images/distribu...       1   \n",
+       "               /presentations/logstash-provops/images/frontend...       1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png       1   \n",
+       "               /presentations/logstash-provops/images/github.png        1   \n",
+       "               /presentations/logstash-provops/images/graphite...       1   \n",
        "\n",
-       "                                                                   http_method  \\\n",
-       "src_ip         uri                                                               \n",
-       "100.43.83.137                                                                4   \n",
-       "               /?page=28                                                     1   \n",
-       "               /blog/geekery/102.html                                        1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...            1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html             1   \n",
-       "...                                                                        ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                          3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                       3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                   3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js              3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js                  3   \n",
+       "                                                                   date  \\\n",
+       "ip             path                                                       \n",
+       "130.237.218.86 /favicon.ico                                           1   \n",
+       "               /icons/back.gif                                        1   \n",
+       "               /icons/blank.gif                                       1   \n",
+       "               /icons/folder.gif                                      1   \n",
+       "               /icons/layout.gif                                      1   \n",
+       "...                                                                 ...   \n",
+       "               /presentations/logstash-provops/images/distribu...     1   \n",
+       "               /presentations/logstash-provops/images/frontend...     1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png     1   \n",
+       "               /presentations/logstash-provops/images/github.png      1   \n",
+       "               /presentations/logstash-provops/images/graphite...     1   \n",
        "\n",
-       "                                                                   http_status  \\\n",
-       "src_ip         uri                                                               \n",
-       "100.43.83.137                                                                4   \n",
-       "               /?page=28                                                     1   \n",
-       "               /blog/geekery/102.html                                        1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...            1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html             1   \n",
-       "...                                                                        ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                          3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                       3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                   3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js              3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js                  3   \n",
+       "                                                                   request_method  \\\n",
+       "ip             path                                                                 \n",
+       "130.237.218.86 /favicon.ico                                                     1   \n",
+       "               /icons/back.gif                                                  1   \n",
+       "               /icons/blank.gif                                                 1   \n",
+       "               /icons/folder.gif                                                1   \n",
+       "               /icons/layout.gif                                                1   \n",
+       "...                                                                           ...   \n",
+       "               /presentations/logstash-provops/images/distribu...               1   \n",
+       "               /presentations/logstash-provops/images/frontend...               1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png               1   \n",
+       "               /presentations/logstash-provops/images/github.png                1   \n",
+       "               /presentations/logstash-provops/images/graphite...               1   \n",
        "\n",
-       "                                                                   response_size  \\\n",
-       "src_ip         uri                                                                 \n",
-       "100.43.83.137                                                                  4   \n",
-       "               /?page=28                                                       1   \n",
-       "               /blog/geekery/102.html                                          1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...              1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html               1   \n",
-       "...                                                                          ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                            3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                         3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                     3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js                3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js                    3   \n",
+       "                                                                   request_version  \\\n",
+       "ip             path                                                                  \n",
+       "130.237.218.86 /favicon.ico                                                      1   \n",
+       "               /icons/back.gif                                                   1   \n",
+       "               /icons/blank.gif                                                  1   \n",
+       "               /icons/folder.gif                                                 1   \n",
+       "               /icons/layout.gif                                                 1   \n",
+       "...                                                                            ...   \n",
+       "               /presentations/logstash-provops/images/distribu...                1   \n",
+       "               /presentations/logstash-provops/images/frontend...                1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png                1   \n",
+       "               /presentations/logstash-provops/images/github.png                 1   \n",
+       "               /presentations/logstash-provops/images/graphite...                1   \n",
+       "\n",
+       "                                                                   status  \\\n",
+       "ip             path                                                         \n",
+       "130.237.218.86 /favicon.ico                                             1   \n",
+       "               /icons/back.gif                                          1   \n",
+       "               /icons/blank.gif                                         1   \n",
+       "               /icons/folder.gif                                        1   \n",
+       "               /icons/layout.gif                                        1   \n",
+       "...                                                                   ...   \n",
+       "               /presentations/logstash-provops/images/distribu...       1   \n",
+       "               /presentations/logstash-provops/images/frontend...       1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png       1   \n",
+       "               /presentations/logstash-provops/images/github.png        1   \n",
+       "               /presentations/logstash-provops/images/graphite...       1   \n",
+       "\n",
+       "                                                                   length  \\\n",
+       "ip             path                                                         \n",
+       "130.237.218.86 /favicon.ico                                             1   \n",
+       "               /icons/back.gif                                          1   \n",
+       "               /icons/blank.gif                                         1   \n",
+       "               /icons/folder.gif                                        1   \n",
+       "               /icons/layout.gif                                        1   \n",
+       "...                                                                   ...   \n",
+       "               /presentations/logstash-provops/images/distribu...       1   \n",
+       "               /presentations/logstash-provops/images/frontend...       1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png       1   \n",
+       "               /presentations/logstash-provops/images/github.png        1   \n",
+       "               /presentations/logstash-provops/images/graphite...       1   \n",
        "\n",
        "                                                                   referrer  \\\n",
-       "src_ip         uri                                                            \n",
-       "100.43.83.137                                                             4   \n",
-       "               /?page=28                                                  1   \n",
-       "               /blog/geekery/102.html                                     1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...         1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html          1   \n",
+       "ip             path                                                           \n",
+       "130.237.218.86 /favicon.ico                                               1   \n",
+       "               /icons/back.gif                                            1   \n",
+       "               /icons/blank.gif                                           1   \n",
+       "               /icons/folder.gif                                          1   \n",
+       "               /icons/layout.gif                                          1   \n",
        "...                                                                     ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                       3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                    3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js           3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js               3   \n",
+       "               /presentations/logstash-provops/images/distribu...         1   \n",
+       "               /presentations/logstash-provops/images/frontend...         1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png         1   \n",
+       "               /presentations/logstash-provops/images/github.png          1   \n",
+       "               /presentations/logstash-provops/images/graphite...         1   \n",
        "\n",
        "                                                                   user_agent  \\\n",
-       "src_ip         uri                                                              \n",
-       "100.43.83.137                                                               4   \n",
-       "               /?page=28                                                    1   \n",
-       "               /blog/geekery/102.html                                       1   \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...           1   \n",
-       "               /blog/geekery/log-analytics-with-open-source.html            1   \n",
+       "ip             path                                                             \n",
+       "130.237.218.86 /favicon.ico                                                 1   \n",
+       "               /icons/back.gif                                              1   \n",
+       "               /icons/blank.gif                                             1   \n",
+       "               /icons/folder.gif                                            1   \n",
+       "               /icons/layout.gif                                            1   \n",
        "...                                                                       ...   \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                         3   \n",
-       "               /presentations/logstash-1/js/fg.menu.js                      3   \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js                  3   \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js             3   \n",
-       "               /presentations/logstash-1/js/jquery-print.js                 3   \n",
+       "               /presentations/logstash-provops/images/distribu...           1   \n",
+       "               /presentations/logstash-provops/images/frontend...           1   \n",
+       "               /presentations/logstash-provops/images/ganglia.png           1   \n",
+       "               /presentations/logstash-provops/images/github.png            1   \n",
+       "               /presentations/logstash-provops/images/graphite...           1   \n",
        "\n",
        "                                                                   _time  \n",
-       "src_ip         uri                                                        \n",
-       "100.43.83.137                                                          4  \n",
-       "               /?page=28                                               1  \n",
-       "               /blog/geekery/102.html                                  1  \n",
-       "               /blog/geekery/interesting-freebsd-network-confi...      1  \n",
-       "               /blog/geekery/log-analytics-with-open-source.html       1  \n",
+       "ip             path                                                       \n",
+       "130.237.218.86 /favicon.ico                                            1  \n",
+       "               /icons/back.gif                                         1  \n",
+       "               /icons/blank.gif                                        1  \n",
+       "               /icons/folder.gif                                       1  \n",
+       "               /icons/layout.gif                                       1  \n",
        "...                                                                  ...  \n",
-       "130.237.218.86 /presentations/logstash-1/js/core.js                    3  \n",
-       "               /presentations/logstash-1/js/fg.menu.js                 3  \n",
-       "               /presentations/logstash-1/js/jTypeWriter.js             3  \n",
-       "               /presentations/logstash-1/js/jquery-1.4.2.min.js        3  \n",
-       "               /presentations/logstash-1/js/jquery-print.js            3  \n",
+       "               /presentations/logstash-provops/images/distribu...      1  \n",
+       "               /presentations/logstash-provops/images/frontend...      1  \n",
+       "               /presentations/logstash-provops/images/ganglia.png      1  \n",
+       "               /presentations/logstash-provops/images/github.png       1  \n",
+       "               /presentations/logstash-provops/images/graphite...      1  \n",
        "\n",
-       "[100 rows x 7 columns]"
+       "[100 rows x 10 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "# Visits by top 10 IPs\n",
-    "top_10_visits = df[df.src_ip.apply(lambda i: i in top_10_ips.src_ip.values)]\n",
-    "top_10_visits.groupby([\"src_ip\",\"uri\"]).count().head(100)"
+    "top_10_visits = df[df.ip.apply(lambda i: i in top_10_ips.ip.values)]\n",
+    "top_10_visits.groupby([\"ip\",\"path\"]).count().head(100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 33,
    "id": "1c3563a8-f8c3-4a9d-b797-5bcdfee7a18f",
    "metadata": {
     "tags": []
@@ -2945,13 +3383,13 @@
      "data": {
       "text/html": [
        "\n",
-       "<div id=\"altair-viz-514fd6ad2e73468d8d7150c90c65232b\"></div>\n",
+       "<div id=\"altair-viz-3a519b4738f24f9c856be529cccd493f\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-514fd6ad2e73468d8d7150c90c65232b\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-514fd6ad2e73468d8d7150c90c65232b\");\n",
+       "    if (outputDiv.id !== \"altair-viz-3a519b4738f24f9c856be529cccd493f\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-3a519b4738f24f9c856be529cccd493f\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
@@ -2997,14 +3435,14 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
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Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:12+00:00\"}, {\"ip\": \"198.46.149.143\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:10 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/geekery/disabling-battery-in-ubuntu-vms.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+semicomplete%2Fmain+%28semicomplete.com+-+Jordan+Sissel%29\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"9316\", \"referrer\": \"-\", \"user_agent\": \"Tiny Tiny RSS/1.11 (http://tt-rss.org/)\", \"_time\": \"2015-05-17T11:05:10+00:00\"}, {\"ip\": \"208.115.111.72\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:08 +0000\", \"request_method\": \"GET\", \"path\": \"/?N=A&page=21\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"33514\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:08+00:00\"}, {\"ip\": \"208.115.111.72\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:07 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/statistics\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"29706\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:07+00:00\"}, {\"ip\": \"208.115.111.72\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:05 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/subversion\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"12557\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:05+00:00\"}, {\"ip\": \"46.105.14.53\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:02 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/puppet?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"14872\", \"referrer\": \"-\", \"user_agent\": \"UniversalFeedParser/4.2-pre-314-svn +http://feedparser.org/\", \"_time\": \"2015-05-17T11:05:02+00:00\"}, {\"ip\": \"208.115.111.72\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:01 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/geekery/ssh-key-invalid-hack.html?commentlimit=0\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"9335\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:01+00:00\"}, {\"ip\": \"208.115.111.72\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:00 +0000\", \"request_method\": \"GET\", \"path\": \"/files/blogposts/20080611/\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"1175\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Ezooms/1.0; help@moz.com)\", \"_time\": \"2015-05-17T11:05:00+00:00\"}, {\"ip\": \"66.249.73.135\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:11:05:00 +0000\", \"request_method\": \"GET\", \"path\": \"/?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"29941\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)\", \"_time\": \"2015-05-17T11:05:00+00:00\"}, {\"ip\": \"46.105.14.53\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:44 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/puppet?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"14872\", \"referrer\": \"-\", \"user_agent\": \"UniversalFeedParser/4.2-pre-314-svn +http://feedparser.org/\", \"_time\": \"2015-05-17T10:05:44+00:00\"}, {\"ip\": \"66.249.73.135\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:40 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/ipv6\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"12251\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (iPhone; CPU iPhone OS 6_0 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) Version/6.0 Mobile/10A5376e Safari/8536.25 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)\", \"_time\": \"2015-05-17T10:05:40+00:00\"}, {\"ip\": \"66.249.73.135\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:33 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/firefox?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"16021\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)\", \"_time\": \"2015-05-17T10:05:33+00:00\"}, {\"ip\": \"209.85.238.199\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:30 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/firefox?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"16021\", \"referrer\": \"-\", \"user_agent\": \"Feedfetcher-Google; (+http://www.google.com/feedfetcher.html; 3 subscribers; feed-id=14171215010336145331)\", \"_time\": \"2015-05-17T10:05:30+00:00\"}, {\"ip\": \"66.249.73.135\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:17 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/geekery/eventdb-ideas.html\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"11418\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (iPhone; CPU iPhone OS 6_0 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) Version/6.0 Mobile/10A5376e Safari/8536.25 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)\", \"_time\": \"2015-05-17T10:05:17+00:00\"}, {\"ip\": \"66.249.73.135\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:16 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/munin\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"9746\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)\", \"_time\": \"2015-05-17T10:05:16+00:00\"}, {\"ip\": \"209.85.238.199\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:15 +0000\", \"request_method\": \"GET\", \"path\": \"/test.xml\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"1370\", \"referrer\": \"-\", \"user_agent\": \"Feedfetcher-Google; (+http://www.google.com/feedfetcher.html; 1 subscribers; feed-id=11390274670024826467)\", \"_time\": \"2015-05-17T10:05:15+00:00\"}, {\"ip\": \"50.16.19.13\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:10 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/puppet?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"14872\", \"referrer\": \"http://www.semicomplete.com/blog/tags/puppet?flav=rss20\", \"user_agent\": \"Tiny Tiny RSS/1.11 (http://tt-rss.org/)\", \"_time\": \"2015-05-17T10:05:10+00:00\"}, {\"ip\": \"46.105.14.53\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"17/May/2015:10:05:03 +0000\", \"request_method\": \"GET\", \"path\": \"/blog/tags/puppet?flav=rss20\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"14872\", \"referrer\": \"-\", \"user_agent\": \"UniversalFeedParser/4.2-pre-314-svn +http://feedparser.org/\", \"_time\": \"2015-05-17T10:05:03+00:00\"}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
        "alt.Chart(...)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3012,58 +3450,258 @@
    "source": [
     "alt.Chart(top_10_visits) \\\n",
     ".mark_line() \\\n",
-    ".encode(x=\"_time:T\", y=\"count(http_status):Q\", color=\"src_ip:N\")"
+    ".encode(x=\"_time:T\", y=\"count(status):Q\", color=\"ip:N\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "ef7fee9f-721e-4146-9de3-f01115c6b6a5",
+   "id": "3dc84a01-9a58-4115-bad3-cf940017b57d",
    "metadata": {},
    "source": [
-    "## Indicators of Attack"
+    "### Significantly Noisy IPs"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b0a8d73c-9047-4b8d-8f6a-78c143faa743",
+   "id": "8d510d7d-b407-456a-a80d-f8f789728c50",
    "metadata": {},
    "source": [
-    "### Big Missers\n",
+    "Is there any reason to be concerned about any of these IPs? How can we tell?\n",
     "\n",
-    "Source IPs where the response was `401`, `403`, or `404`."
+    "Through the power of ***MATH***"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "6f76b08a-2aaa-4be4-a681-c0c6b525c1c3",
-   "metadata": {},
+   "execution_count": 34,
+   "id": "37b968a5-1a45-474a-9c59-9387dbd015eb",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
    "outputs": [],
    "source": [
-    "fails = [\"404\", \"403\", \"401\"]\n",
-    "fail_visits = df[df.http_status.apply(lambda s: s in fails)]"
+    "# Aggregate top 10 visitors\n",
+    "top_10_counts = top_10_visits.groupby(\"ip\").count()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "62cc2a50-9c21-417d-ba5b-8fee635611c2",
-   "metadata": {},
+   "execution_count": 35,
+   "id": "b75fee34-3b5e-4ac3-b18c-818a966a391b",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
    "outputs": [
     {
-     "data": {
-      "application/vnd.plotly.v1+json": {
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       },
-       "data": [
-        {
-         "alignmentgroup": "True",
-         "hovertemplate": "src_ip=%{x}<br>http_status=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "pattern": {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average visits per IP: 171.9\n",
+      "Standard Deviation: 129.57\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate the average visits\n",
+    "# counts_df = df.groupby(\"ip\").count()\n",
+    "counts_df = top_10_counts\n",
+    "avg_visits = round(np.mean(counts_df._time), 2)\n",
+    "# Calculate the standard deviation\n",
+    "visits_std = round(np.std(counts_df._time), 2)\n",
+    "\n",
+    "print(f\"Average visits per IP: {avg_visits}\")\n",
+    "print(f\"Standard Deviation: {visits_std}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "5d930017-a553-49bd-8a35-e8b91bd7d72e",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Calculate significance threshold\n",
+    "n_sigmas = 1.2\n",
+    "alpha = avg_visits + (visits_std * n_sigmas)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "f8edabe4-7728-40e8-bce3-e70e47d33542",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
+       "      <th>referrer</th>\n",
+       "      <th>user_agent</th>\n",
+       "      <th>_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ip</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>46.105.14.53</th>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "      <td>364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66.249.73.135</th>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "      <td>432</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               remote_log_name  userid  date  request_method  path  \\\n",
+       "ip                                                                   \n",
+       "46.105.14.53               364     364   364             364   364   \n",
+       "66.249.73.135              432     432   432             432   432   \n",
+       "\n",
+       "               request_version  status  length  referrer  user_agent  _time  \n",
+       "ip                                                                           \n",
+       "46.105.14.53               364     364     364       364         364    364  \n",
+       "66.249.73.135              432     432     432       432         432    432  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Look for any values that exceed our alpha threshold\n",
+    "significant = top_10_counts[top_10_counts._time >= alpha]\n",
+    "significant"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef7fee9f-721e-4146-9de3-f01115c6b6a5",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Indicators of Attack"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0a8d73c-9047-4b8d-8f6a-78c143faa743",
+   "metadata": {},
+   "source": [
+    "### Big Missers\n",
+    "\n",
+    "Source IPs where the response was `401`, `403`, or `404`. This can indicate brute force browsing with tools like Gobuster or ZAP/Burp."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "6f76b08a-2aaa-4be4-a681-c0c6b525c1c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fails = [\"404\", \"403\", \"401\"]\n",
+    "fail_visits = df[df.status.apply(lambda s: s in fails)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "62cc2a50-9c21-417d-ba5b-8fee635611c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "ip=%{x}<br>status=%{y}<extra></extra>",
+         "legendgroup": "",
+         "marker": {
+          "color": "#636efa",
+          "pattern": {
            "shape": ""
           }
          },
@@ -3086,22 +3724,32 @@
           "131.107.160.94",
           "14.140.163.52",
           "14.160.65.22",
+          "144.76.194.187",
+          "144.76.95.39",
           "157.55.34.93",
+          "173.236.32.219",
           "176.92.75.62",
           "183.91.14.219",
+          "184.154.137.213",
+          "185.38.249.133",
           "188.165.243.45",
           "190.250.238.82",
           "192.185.81.134",
           "192.185.83.181",
           "193.244.33.47",
           "194.186.207.105",
+          "195.211.162.22",
           "195.250.34.144",
+          "198.143.145.210",
           "198.245.61.43",
           "199.102.67.16",
           "199.116.117.212",
+          "199.168.96.66",
           "199.189.248.95",
           "200.31.173.106",
           "204.62.56.3",
+          "207.241.237.104",
+          "207.241.237.220",
           "208.115.113.88",
           "208.43.251.181",
           "208.50.255.30",
@@ -3120,6 +3768,7 @@
           "50.87.144.128",
           "59.163.27.11",
           "61.140.183.41",
+          "62.225.70.202",
           "62.24.122.25",
           "63.140.98.80",
           "66.147.244.126",
@@ -3128,10 +3777,13 @@
           "67.215.172.14",
           "69.171.237.10",
           "69.171.237.9",
+          "69.175.14.230",
+          "69.175.87.242",
           "74.208.16.115",
           "74.208.180.23",
           "75.67.42.229",
           "75.97.9.59",
+          "76.164.234.106",
           "78.173.140.106",
           "79.171.127.34",
           "80.108.25.232",
@@ -3145,9 +3797,10 @@
           "89.107.177.18",
           "89.107.180.34",
           "90.175.31.133",
-          "91.236.75.25",
+          "94.153.9.168",
           "94.242.255.188",
           "95.78.54.93",
+          "96.127.149.186",
           "98.130.2.118"
          ],
          "xaxis": "x",
@@ -3164,22 +3817,32 @@
           1,
           1,
           1,
+          2,
+          14,
+          1,
           1,
           5,
           1,
+          1,
+          1,
           3,
           1,
           1,
           1,
           2,
           1,
+          1,
           3,
+          1,
           3,
           1,
           1,
+          2,
           1,
           1,
           2,
+          1,
+          1,
           3,
           1,
           1,
@@ -3201,6 +3864,7 @@
           1,
           1,
           1,
+          1,
           8,
           2,
           1,
@@ -3209,7 +3873,10 @@
           1,
           1,
           1,
+          1,
+          1,
           6,
+          1,
           3,
           1,
           1,
@@ -3223,9 +3890,10 @@
           2,
           1,
           1,
-          8,
+          1,
           1,
           3,
+          1,
           1
          ],
          "yaxis": "y"
@@ -3237,9 +3905,6 @@
         "legend": {
          "tracegroupgap": 0
         },
-        "margin": {
-         "t": 60
-        },
         "template": {
          "data": {
           "bar": [
@@ -4057,6 +4722,9 @@
           }
          }
         },
+        "title": {
+         "text": "Failed browsers"
+        },
         "xaxis": {
          "anchor": "y",
          "autorange": true,
@@ -4066,10 +4734,10 @@
          ],
          "range": [
           -0.5,
-          74.5
+          89.5
          ],
          "title": {
-          "text": "src_ip"
+          "text": "ip"
          },
          "type": "category"
         },
@@ -4085,17 +4753,17 @@
           63.1578947368421
          ],
          "title": {
-          "text": "http_status"
+          "text": "status"
          },
          "type": "linear"
         }
        }
       },
-      "image/png": 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AAAIpBQjO6vQJzur8CM4q/UiOAAIIIIBA3QUIzta9hsgfAggggAACCCCAQEoBgrM6fYKzOj+Cs0o/kiOAAAIIIFB3AYKzda8h8ocAAggggAACCCCQUoDgrE4/aXD25i+ull++uE1uuOriRik+87mVsm79Rpk6ZZJ8YdmVMuOIqbrSdSD1lm2/68BZOAUCCCCAAAIIpBIgOJtKnvMigAACCCCAAAIIdIMAwVldLSULzm5/5TW5/NrPy6JPni0nHHukPPbjZ2T12g2NQO2TP900/N/jxo3VlbDNqQnOthmYwyOAAAIIIJBYgOBs4grg9AgggAACCCCAAAK1FiA4q6uepMHZxZ+9Va6+7NzGHbLuLlr3s2jhXNn03Ba5ccXdsuS6BTJxwnhdCducmuBsm4E5PAIIIIAAAokFCM4mrgBOjwACCCCAAAIIIFBrAYKzuupJFpzdsWNnYxuDuaefIu+aftgBd9HefMsqWb70CoKzuvolNQIIIIAAAggoBQjOKgFJjgACCCCAAAIIINDTAgRnddWbLDjrsu3ukL30mptky9Ztcsm8OY27Zv12ByccN7Pxe91/uHO27jVE/hBAAAEEENAJEJzV+ZEaAQQQQAABBBBAoLcFCM7q6jdpcFaX9XqkJjhbj3ogFwgggAACCLRLgOBsu2Q5LgIIIIAAAggggEAvCBCc1dUiwVmdnxCcVQKSHAEEEEAAgZoLEJyteQWRPQQQQAABBBBAAIGkAgRndfzJgrN++4Innt6UW4JjZs5gz1ld3ZIaAQQQQAABBAwECM4aIHIIBBBAAAEEEEAAgZ4VIDirq9pkwdlm2XYvCrtxxd0y/8zZMuOIqbrSdSA1d852AJlTIIAAAgggkFCA4GxCfE6NAAIIIIAAAgggUHsBgrO6KqpdcNYV5977HpLNz2/lhWC6uiU1AggggAACCBgIEJw1QOQQCCCAAAIIIIAAAj0rQHBWV7W1DM5uem5L4+7ZJdctkIkTxutK2ObU3DnbZmAOjwACCCCAQGIBgrOJK4DTI4AAAggggAACCNRagOCsrnoIzur8eCGY0o/kCCCAAAII1F2A4Gzda4j8IYAAAggggAACCKQUIDir069lcPbmL65ulGrRwrm60nUgNXfOdgCZUyCAAAIIIJBQgOBsQnxOjQACCCCAAAIIIFB7AYKzuipKFpzd/sprcvm1n5cnnt50QAnmzJ4lN1x1sYwbN1ZXug6kJjjbAWROgQACCCCAQEIBgrMJ8Tk1AggggAACCCCAQO0FCM7qqihpcHbxZ2+Vqy87V2YcMXW/Ujz242dk9doNHQ/Q7tixUz7zuZWNvITBYfeCsuuXDf17NnBMcFbXAEmNAAIIIIBA3QUIzta9hsgfAggggAACCCCAQEoBgrM6/VoGZ1O8EMwHZtet37hfANYFim++ZZUsX3pF4+Vk2S0XCM7qGiCpEUAAAQQQqLsAwdm61xD5QwABBBBAAAEEEEgpQHBWp1/L4Ky7U3Xj40919M5ZF3SdPm1KQzM8t//3M087ufG3bLCW4KyuAZIaAQQQQACBugsQnK17DZE/BBBAAAEEEEAAgZQCBGd1+h0Pzrq7Yi+95ibZsnVb05xPnTJJvrDsygO2O9AVtXnq8G7YMDDsUrhtDmYdf5T44KzL/+Klfy9Lrv27Rv62bt/RrmxxXAQQQAABBBBILTAo8v2H+uR7D/SXzsm0wwZl/rkD8rbxpZPwQQQQQAABBBBAAAEEulZgysRxXZv3OmS848FZX2j3QrBme852EsYFYzc/v1UWLZzbOG1ecHbu6afICcce2fh7Nji7Z2Cwk9nlXAgggAACCCDQQYFduwbkm9/eI+u/31f6rC44u+ATfXLoO0aXTsMHEUAAAQQQQAABBBDoVoFR/eXXyt1axnbmO1lwtp2Fijm2u2v2trvWHZDEvfhr8f88T5b8n6+2vHOWbQ1itPksAggggAAC3SfAtgbdV2fkGAEEEEAAAQQQQKBzAmxroLMe8cHZLF92v1v2nNU1MFIjgAACCCDQ7QIEZ7u9Bsk/AggggAACCCCAQDsFCM7qdJMGZ1vtP3vMzBmyfOkVMnFCZzdsywZnsy8AC/endfTcOatrgKRGAAEEEECg7gIEZ+teQ+QPAQQQQAABBBBAIKUAwVmdfrLg7I4dO4dftvUn73mX3Hnvern6snNl3Lix4gKgHzjx6OF9XnVFjEudDc661O7frl+2snEgt93BDVdd3Mgnwdk4Wz6NAAIIIIBANwoQnO3GWiPPCCCAAAIIIIAAAp0SIDirk04WnA1fCOaKcOOKu2XJdQsad8q6u1VXr92wXxBUV8z2pebO2fbZcmQEEEAAAQTqIEBwtg61QB4QQAABBBBAAAEE6ipAcFZXM7UIzk48eLx89n/fKdd9an4jOOu2OwiDtboitjc1wdn2+nJ0BBBAAAEEUgsQnE1dA5wfAQQQQAABBBBAoM4CBGd1tZMsOBtua3DmaSc3tjKYPm2KuP/O21pAV8z2pSY42z5bjowAAggggEAdBAjO1qEWyAMCCCCAAAIIIIBAXQUIzupqJllwNpttt83B5dd+Xp54epNMnTJJvrDsSplxxFRd6TqQmuBsB5A5BQIIIIAAAgkFCM4mxOfUCCCAAAIIIIAAArUXIDirq6LaBGd1xUiXmuBsOnvOjAACCCCAQCcECM52QplzIIAAAggggAACCHSrAMFZXc0lC86GLwTL3iHLC8F0lUpqBBBAAAEEELATIDhrZ8mREEAAAQQQQAABBHpPgOCsrk5rGZzlhWC6SiU1AggggAACCNgJEJy1s+RICCCAAAIIIIAAAr0nQHBWV6e1DM7yQjBdpZIaAQQQQAABBOwECM7aWXIkBBBAAAEEEEAAgd4TIDirq9OOB2fdXbGXXnOTbNm6rWnOeSGYrlJJjQACCCCAAAJ2AgRn7Sw5EgIIIIAAAggggEDvCRCc1dVpx4OzPrut9pzVFamzqXkhWGe9ORsCCCCAAAKdFiA422lxzocAAggggAACCCDQTQIEZ3W1lSw4q8t2fVITnK1PXZATBBBAAAEE2iFAcLYdqhwTAQQQQAABBBBAoFcECM7qapLgrM5PCM4qAUmOAAIIIIBAzQUIzta8gsgeAggggAACCCCAQFIBgrM6/qTB2Zu/uFp++eI2ueGqixul+MznVsq69RuFPWd1lUpqBBBAAAEEELATIDhrZ8mREEAAAQQQQAABBHpPgOCsrk6TBWfdnrOXX/t5WfTJs+WEY4+Ux378jKxeu6ERqH3yp5uG/3vcuLG6ErY5NXfOthmYwyOAAAIIIJBYgOBs4grg9AgggAACCCCAAAK1FiA4q6uepMHZxZ+9Va6+7FyZccRUcXfRup9FC+fKpue2yI0r7pYl1y2QiRPG60rY5tQEZ9sMzOERQAABBBBILEBwNnEFcHoEEEAAAQQQQACBWgsQnNVVT7Lg7I4dOxvbGMw9/RR51/TDDriL9uZbVsnypVcQnNXVL6kRQAABBBBAQClAcFYJSHIEEEAAAQQQQACBnhYgOKur3mTBWZdtd4fspdfcJFu2bpNL5s1p3DXrtzs44biZjd/r/sOds3WvIfKHAAIIIICAToDgrM6P1AgggAACCCCAAAK9LUBwVle/SYOzuqzXIzXB2XrUA7lAAAEEEECgXQIEZ9sly3ERQAABBBBAAAEEekGA4KyuFmsdnHVbHyy/Y41cdM6ptd3egOCsrgGSGgEEEEAAgboLEJytew2RPwQQQAABBBBAAIGUAgRndfoEZ3V+QnBWCUhyBBBAAAEEai5AcLbmFUT2EEAAAQQQQAABBJIKEJzV8ROc1fkRnFX6kRwBBBBAAIG6CxCcrXsNkT8EEEAAAQQQQACBlAIEZ3X6BGd1fgRnlX4kRwABBBBAoO4CBGfrXkPkDwEEEEAAAQQQQCClAMFZnT7BWZ0fwVmlH8kRQAABBBCouwDB2brXEPlDAAEEEEAAAQQQSClAcFanT3BW50dwVulHcgQQQAABBOouQHC27jVE/hBAAAEEEEAAAQRSChCc1ekTnNX5EZxV+pEcAQQQQACBugsQnK17DZE/BBBAAAEEEEAAgZQCBGd1+gRndX4EZ5V+JEcAAQQQQKDuAgRn615D5A8BBBBAAAEEEEAgpQDBWZ0+wVmdH8FZpR/JEUAAAQQQqLsAwdm61xD5QwABBBBAAAEEEEgpQHBWp1/r4KyuaJ1JvWXb7zpzIs6CAAIIIIAAAkkECM4mYeekCCCAAAIIIIAAAl0iQHBWV1HJg7P33veQXL9s5XAppk6ZJF9YdqXMOGKqrmQdSk1wtkPQnAYBBBBAAIFEAgRnE8FzWgQQQAABBBBAAIGuECA4q6umpMFZF5hdvXaDLF96hUycML5Rkk3PbZFLr7lJlixeICcce6SudB1ITXC2A8icAgEEEEAAgYQCBGcT4nNqBBBAAAEEEEAAgdoLEJzVVVGy4Oz2V16Ty6/9vCz65NkHBGEf+/EzjaDtDVddLOPGjdWVsM2pCc62GZjDI4AAAgggkFiA4GziCuD0CCCAAAIIIIAAArUWIDirq56kwdnFn71Vrr7s3AO2MHB3z9644m5Zct2C4TtqdcVsX2qCs+2z5cgIIIAAAgjUQYDgbB1qgTwggAACCCCAAAII1FWA4KyuZpIFZ3fs2Cmf+dxKmXv6KQfcOUtwVleppEYAAQQQQAABOwGCs3aWHAkBBBBAAAEEEECg9wQIzurqNFlw1mW72fYFbi/azc9vlUUL5+pK14HU3DnbAWROgQACCCCAQEIBgrMJ8Tk1AggggAACCCCAQO0FCM7qqihZcNbvOfvE05sKS3DMzBn7vTSsMEEHP0BwtoPYnAoBBBBAAIEEAgRnE6BzSgQQQAABBBBAAIGuESA4q6uqpMHZZnvO8kIwXaWSGgEEEEAAAQTsBAjO2llyJAQQQAABBBBAAIHeEyA4q6vTWgZn2XNWV6mkRgABBBBAAAE7AYKzdpYcCQEEEEAAAQQQQKD3BAjO6uq0lsFZt+fsxsefkhuuuljGjRurK2GbU7OtQZuBOTwCCCCAAAKJBQjOJq4ATo8AAggggAACCCBQawGCs7rq6Xhw1t0Ve+k1N8mWrdua5nzqlEnyhWVXyowjpupKVyL1jh075TOfWynr1m8c/vSX/79r5YRjjxz+3QWLr1+2svH7nNmz9gsaE5wtgcxHEEAAAQQQ6GIBgrNdXHlkHQEEEEAAAQQQQKDtAgRndcQdD8767LoXgjXbc1ZXpLjULh9f+vq35fILzmjcpev2u1285Nbh4LD7/eZbVg2/kOzmL65unGDRwrmN/yc4G+fNpxFAAAEEEOg2AYKz3VZj5BcBBBBAAAEEEECgkwIEZ3XayYKzumy3L7UL1l5+7edl0SfPbtw964Kx06dNkTNPO7lx0mywluBs++qCIyOAAAIIIFAHAYKzdagF8oAAAggggAACCCBQVwGCs7qaSRacbXXnrAuArl67Icmes27bhcVL/16WXPt3MnXKIY0tD2Ydf9RwcDb8u9t2geCsrgGSGgEEEEAAgboLEJytew2RPwQQQAABBBBAAIGUAgRndfq1DM66AOiNK+6WJdctkIkTxutKGJHa7z/rg7H+97mnnzK8B202OPvr13ZGnIGPIoAAAggggEA3CQwMDMp3HxD53gP9pbM97bBBOX/eoEyc0Fc6DR9EAAEEEEAAAQQQQKBbBd4+fmy3Zr0W+a5lcNa9gGvj40919M5ZH4g9dPKk4f1ks8FaV2PZ4OyOnXtqUZFkAgEEEEAAAQTsBXbvHpRvfWdA1j9QPtDqgrMXny8yedIo+wxxRAQQQAABBBBAAAEEaiYwbizrXk2VdDw464Kbl15zk2zZuq1pvqdOmTT8Qi5N4cqmzQvM+rTsOVtWkc8hgAACCCDQmwJsa9Cb9UqpEEAAAQQQQAABBGwE2NZA59jx4KzPbqs9Z3VFikudd3dseITsC8BcsNb9LFo4t/H/7Dkb582nEUAAAQQQ6DZKRn4aAAAgAElEQVQBgrPdVmPkFwEEEEAAAQQQQKCTAgRnddrJgrO6bNulbnYn7yXz5gwHYN02C9cvW9k46ZzZs/bbboHgrF1dcCQEEEAAAQTqKEBwto61Qp4QQAABBBBAAAEE6iJAcFZXEyM+OKvj485ZrR/pEUAAAQQQqLsAwdm61xD5QwABBBBAAAEEEEgpQHBWp580OOu2Nrj82s/LE09vOqAUx8ycIcuXXiETJ4zXlbDNqblzts3AHB4BBBBAAIHEAgRnE1cAp0cAAQQQQAABBBCotQDBWV31JA3OZvdv1RUlTWqCs2ncOSsCCCCAAAKdEiA42ylpzoMAAggggAACCCDQjQIEZ3W1liw4W5cXgun42NZA60d6BBBAAAEE6i5AcLbuNUT+EEAAAQQQQAABBFIKEJzV6ROc1fkJd84qAUmOAAIIIIBAzQUIzta8gsgeAggggAACCCCAQFIBgrM6/mTBWZdtt63B9GlT5MzTTtaVImFqgrMJ8Tk1AggggAACHRAgONsBZE6BAAIIIIAAAggg0LUCBGd1VZc0OLvpuS1y573r5erLzpVx48bqSpIoNcHZRPCcFgEEEEAAgQ4JEJztEDSnQQABBBBAAAEEEOhKAYKzumrraHDW7TN7+bWflyee3lSY62NmzpDlS6+QiRPGF3425QcIzqbU59wIIIAAAgi0X4DgbPuNOQMCCCCAAAIIIIBA9woQnNXVXUeDs7qs1jM1wdl61gu5QgABBBBAwEqA4KyVJMdBAAEEEEAAAQQQ6EUBgrO6WiU4q/PjhWBKP5IjgAACCCBQdwGCs3WvIfKHAAIIIIAAAgggkFKA4KxOn+Cszo/grNKP5AgggAACCNRdgOBs3WuI/CGAAAIIIIAAAgikFCA4q9MnOKvzIzir9CM5AggggAACdRcgOFv3GiJ/CCCAAAIIIIAAAikFCM7q9AnO6vwIzir9SI4AAggggEDdBQjO1r2GyB8CCCCAAAIIIIBASgGCszp9grM6P4KzSj+SI4AAAgggUHcBgrN1ryHyhwACCCCAAAIIIJBSgOCsTp/grM6P4KzSj+QIIIAAAgjUXYDgbN1riPwhgAACCCCAAAIIpBQgOKvTJzir8yM4q/QjOQIIIIAAAnUXIDhb9xoifwgggAACCCCAAAIpBQjO6vQJzur8CM4q/UiOAAIIIIBA3QUIzta9hsgfAggggAACCCCAQEoBgrM6fYKzOj+Cs0o/kiOAAAIIIFB3AYKzda8h8ocAAggggAACCCCQUoDgrE6f4KzOj+Cs0o/kCCCAAAII1F2A4Gzda4j8IYAAAggggAACCKQUIDir0yc4q/MjOKv0IzkCCCCAAAJ1FyA4W/caIn8IIIAAAggggAACKQUIzur0Cc7q/AjOKv1IjgACCCCAQN0FCM7WvYbIHwIIIIAAAggggEBKAYKzOn2Cszo/grNKP5IjgAACCCBQdwGCs3WvIfKHAAIIIIAAAgggkFKA4KxOn+Cszo/grNKP5AgggAACCNRdgOBs3WuI/CGAAAIIIIAAAgikFCA4q9MnOKvzIzir9CM5AggggAACdRcgOFv3GiJ/CCCAAAIIIIAAAikFCM7q9AnO6vwIzir9SI4AAggggEDdBQjO1r2GyB8CI0vgt7+tVt43vVmkr1pSUiGAAAIItBDokz75zW8HKxm9+c2VktUuEcFZXZUQnNX5EZxV+pEcAQQQQACBugsQnK17DZE/BEaWwEsviaxdNyqq0Cf+6YDMnDlIcDZKjQ8jgAAC5QRccHbzc4Py/Q1xY/NHTxuQd7yjWlC3XM469ymCszprgrM6P4KzSj+SI4AAAgggUHcBgrN1ryHyh8DIEnDB2S9/ZbS8+lr5cp87dw/B2fJcfBIBBBCIEvDB2dtuH1063ZjRg/LJBQRnS4P1+AcJzioreMu23ymPQHIEEEAAAQQQqLMAwdk61w55Q2DkCRCcHXl1TokRQKDeAgRnRbhzVtdGCc7q/LhzVulHcgQQQAABBOouQHC27jVE/hAYWQIEZ0dWfVNaBBCovwDBWYKz2lZKcFYpyJ2zSkCSI4AAAgggUHMBgrM1ryCyh8AIEyA4O8IqvElx3cvdfvVSvMWb3iTylrfEpyMFAgg0FyA4S3BW2z8IzioFCc4qAUmOAAIIIIBAzQUIzta8gsgeAiNMgODsCKvwFsHZ73yvX378RH9pkAkTBmXeOXsIzpYW44MIlBMgOEtwtlxLaRHgHxwc7I1Xw2klKqYnOFsRjmQINF1ouvsA4n8GhaEsXo0UCCBQRoDgbBklPoMAAp0SIDjbKel6n8etmF1w9uFHygdnD59GcLbetUruulWA4CzBWW3b5c5ZpSDBWSUgyRHICPzqpT75wQ/iArRHzhyUP3wXwVkaEwIItEeA4Gx7XDkqAghUEyA4W82t11IRnO21GqU83SxAcJbgrLb9EpxVChKcVQKSHIGc4OxtX+6X3/62fID2vHl7CM7SkhBAoG0CBGfbRsuBEUCgggDB2QpoPZiE4GwPVipF6loBgrMEZ7WNl+CsUpDgrBKwh5K7DUK2/KJ8QNEXfeLBg/LmN/cQhLIo7s5ZgrNKRJIjgICpAMFZU04OhgACSgGCs0rAHklOcNamIl96qU/e2Bl/rMOm8tRevFrvpiA4S3BW27oJzioFCc4qAXsouQvO/tN3+mXjo+X3ffr9IwblnLl7CM4G7YDgbA91CoqCQI8IEJztkYqkGAj0iADB2R6pSGUxCM4qAfcmd8HZlXf0y+uvl7/J5uNnD8jMIwdsMsBRekKA4CzBWW1DJjirFCQ4qwTsoeQEZ20qM3lwdlCiFmdhqd86nm/QbVqBiHu/W8wi2Z+3f9TQneiuJn7zWvlFNvVoVnMHHOj1HqgHgrPtax8cGQEE4gUIzsab9WIKi+BsL8zR2rolOKsVJL0TqENw1sUjfhPxJYOvuYPGiYwZo7+OnTrpTTQGhQDBWQWeS0pwVgnYQ8kJztpUZh2Cs//6b/3yr4/HBfbOOnOPvH2ijQFHGQrOrru/X154oXw9jBktw3eiu+XF5s398t3vlU/v3D/2N3vkHe+gBiwFHvvXfvnRv8XVw9y/HRC35UtdfgjO1qUmyAcCCDgBgrO0g6FgkMh3vtcvDz9S/qm9w6cNyrxz9shb3jJk+PPnRf7p/lFRoB/7mwF5xzvqM0dHZT7nwwRntYKkr1Nw9h/WjJJfbytfJ29+86Ccc9YgwdnyZG37JMFZJe1ID866b4gGG/eo8UNw1qYN1CU4u2Zt+YXupLeLnD9/dw8FZ12fjgum2dR+cJS9wdlH/6V8PYTbhPjg7JfuKJ/+oLEiCy/ZTXDWuDJdcHbtuvL1cMghIufP20Nw1rgeOBwCCPSOAMHZ3qlLTUmsgrO3rhxdOhujRg3K5QsJzrKtQekm0/YPun5Qh2hEXe6cdcHZJ54ofx33h+8eIDjb9lZa7gQEZ0s43XvfQ3L9spWNT86ZPUtuuOpiGTdubOP3XgnO/upXfbL5v8t3Ylf2yYcMyPQjjIKzgyKPPV7+4t1X2x+9e1De9rY6DMciBGdLdKYSH+nW4OwF83fLxJ65c3ZQfvHLUfL8CyUqLPjI9N8btLuTguBsHH6bPv3Gzj554sm4ucFl5YT3unF5aGyuEpy9YN4eOZg7Z4dr9ZWXRf7jZ/Fz5Anv7Z398Nwc+8MK64T3HT8gffFNuE09isMiYCOgDc7u3jMoP/q3uLslXc7fd9yA9MUPRTaF5igHCBCctWkU3Dkr8tvfivzk6fjObTnHbt3aJ//9fNyEffhhg/LOQ+txqxjBWfac1Y5IBGcLBB/78TNy8y2rZPnSK2TihPFy8xdXN1IsWji354Kzt9zaL7t2lx8QL/nEbtPg7MP/1z2CXH5ScAPx/HMHCM5qR4GapSc4W4cKGQrOrvhi+f7ocv2py9yWAEZflhCcrUNDEBec/fqqPnl2U/m2cNxxA/Kx0wnOzjtnQN76Vpv+4IKzX/naaHnxV+WbxZxTB+TEP+2t4Ozdq0fJ08+UX6fMPHJQzp27h+Bs+WbDJ7tEwCI4u2r1GHnmP8oX+D0zB+Xsv91DcLY8Wds/SXDWhpjg7FBw9uurR8l/PVd+jp114oD89UfsvgB1wdn//wtxXxpdvnAPwdmgG7gvsrlz1mZcSHEUgrMF6i4YO33aFDnztJMbn8wGa92ds25Ar/IzaZIbzPpk164+eeWV+CNMmjS494Kjr7H3VOyPeyzF3+nn7pzVBGfdgP7b38Y7HHKIu3Dsa9xgpQnOujO7oF6Vn0MOGbp4fvWVPtm5K/4I7zhk6Ns69Z2zgyIvbdOVYfuvRfYMxB/DG7iCVMnDhAkDMmbM0Hmr9gefB21wdudOkVdf1Rm4PWdjtzUI75zVGvzmNyK/+118GXxbrFqPYw8SeVvjpWb64OzLL4vsjviyx/c890h7Y0CoQXD2178WGVD0p8EBkW2/jq/HgycOyOhR7qkEkW2VxrVBGXKs3h99W6pDcFbbn9zLTna8UX1sdym1e85qy2ARnK2Sh/FvFTlo3NAcV60tivixfds2N0/G9wef3s2x2uBsFYO+vkGZNEnXnyYdMtjYKOaNHX3y2uvxbXF4jq7Yp8eMHpQJB+vK4PPw2msib7xRvR6rrtfGHSTiX7pZpR5d6X0ZXn65T3bv1tRDtXX3+LeJHDR2qC1o16x1CM5WqYe+/kFxW0Fp5iffnypfe0wa3LtzU7V6HD16UA5W96eh659XX+uTnRXmp0P2lqEOwdnt20X27KkwJgzXQ7W1intycuzQg6yVrj3cvObWOj79yjv6o15EG25rsGvXoLzySvkvsYfXvEqD/v5BebuyP/m2pA3OVh3Xxo4ReduEoXrQBmfd9Z+7Doz98Qbu4uOll+Lr0e3Z6l5GbHHnbOX+tPf6SRucHRwclG3b4g38HMsLwWJb3/6fJzjbwm/Hjp3ymc+tlFnHHzUcnN303BZZvPTvZcm1fyczjpja2NbALU5uu71f3IV42Z+PnTEgbn8PH5z9+j198nzEbfzverfI357h7wbpk8d/1CffWV9+Yhw3rk8+cd6+x7AtgrNfWzVKfhVxV8/xx4l8ZLZbHdsEZ3/xyz758lfiBpOLLhiQKVP2BWe/ene/vPpq2VoUOfkDg3LSrAGz4KzbWuLuVXFluOTCfS8wcsHZL391tLzxRvm7tU47VeSYo/cMFXpQ5Ov3jJL/2lze4PBpImeftXs4OPv0My6wWb4t9o8SufiCgeGLJovg7N2r+2XLlvJ5+KM/FPnYGfsMtMFZ159u+3JcPc7/+B5xlu7HBWfv+vooccGMsj/vPX5QPvLhobbo/ufBf+6XH2wsb+AuNOa5O9ENg7N33j1aXnutfFs85eQBmXXi3gLUJDj7pa+Mkl0RC73TTh2UY44emgzcnLDqH+L60+8d3idnz901HJx96uk+Wfut8m1p9Og+ufD83cPBWXen5covx92FcNbHBuTd7xoKyNUhOPurF0Vuuz2uDOfNG5Bphw21PRecvWtVv7hge9mfE943KLP/Ym9/MgjOvrClT75yZ/l6dPm8+BN7ZPLkoRxbBGfX3tcvP/lJ+THhne8clHPPGhwOzv7sZ31yz71xZQjnJzeeffkro8VdxJb9+ehpA/LH7xn6vEVw9t9/0iffuq98GdyXjq4/+eCsW+PcFtufzhyQP/iDfcHZu+/pk1/8onw9vOc9g3L6afsWmG4f7gceLJ/+rW/tk/M/vns4OPviiyIrI/vT+fMH5LCpQ/XggrNuvRfTn2adOChufHc/LufrH+iXx35Yvgwu+DDv7IHh4OzzL/TJV+8qX4/uvJdcuG+PTBecveOuUfLb35Rvix/+0KDs2yakT76xtk9+GnEX99R3Dso5Zw8OB2f/89k+uecbcWW4+MI9MnnvCyvrEJx94sl+ue/b5etxzFiRC8/fMxycrdKfzpk7KNOnDzTakQ8mbX2x7IgicvTRgzLnrwaGg7Mb/6VPNkT0p/Hj+2T+ubuHg7NV1nufON89hu3WnEPB2bvu7hf3hXbZn/fPGpQP/vlQGeoSnL3jztHyu9+V709/OXtQ3vsnvh5EvrFmlPw04i7uqVPdUxEDw8HZ/3i2T+6N6U99e8cEw+DsqntGN16uVvbn96eLnHPWnuFXPDzx5Ci579tlU4scdNDQtbwPzlbpT+eePSBuSzLXkCyCs49s7JeHHi4/JrztbSLnuWsPw+DsnXf3R930dtKfDcoH/sy3xUH5zvrR8viPyteDe4nwx8/eYxqcvf2ro2XHjvL96SOzB8TFVdwFoEVw9j/+s1++sab8/OS2urnkE0PX8gRny7edvE8SnG3h54Ozc08/RU449sjGJ7PBWfdvP920U+77TlxFvO84kfe/b7SMHtUvL7+2R750597AUMnDjB4j8nfnjZI3HTRK3L5R331olzzz05KJ937sjNNEZvze0FeOTz27U+5fH5f+z98/KO875qDG3bu/fGmXfO2e8oOIO9Okt/fJOR/rl4PGjJKduwbkH+/fHTWpuWOcdUafHP7OMY2MP/HMG/K9DeUnBJdm9l8MytF/dFAj/X9v2SX/8I9xZZh+hMhH/3K0jBndLzt27pE779kTFdx15503t0+mTBojAwOD8sMnd8kjP4irh1NnD8rMdw2V4WfP7ZR//Ke49H98VJ/8xUmuLfbJ797YI7d8Ka4turNdfF6/THjraNkzMCj//C+75fF/i3M87SMifzRjqC0+s2mn/FNkfzrhvSLvf+8YGdXfJ9tf3S1fvivimxKRxuLukvNGybixo2TX7gH57kO7oxaJLt/a/nTynw/K8e8Z6k+/+NUuufsf4gzdnZLnnDFaxo7pb/Snb/zTbtmyJa4tnPU/+uTwQ8eI+9b0yZ/uku9tiEv/kQ8PynvePdQWNz+/U77xrbj0vz99UObMHitjRvfJGzv3yFdW72kEAmJ+5p/VJ5MPGdNoiz98Ypf8340xqUXC/vTscztlbWR/OvookVNOGtPoT7/dsUe+8OX4/nTJ+f3ytreMboztD//LLvm3H8eVYc5fifzh7w/1p6d/9oZ8+7tx4+Kfvk/k/cePkf7+Ptn2ym6542tx/cndaXnxvDEybqzbKmdA7t+wW/7z2bgyfOyjfTJ92tDY/pP/fEO+8724MnzwA4Ny3FFD/WnL1l3y9W/E9ScXAJn7N/v607337ZZf/CKuDOec2SdTJ7v+JPLjp9+QBx6KK8P+/WmXfONbcWWY8fsip3143/x0x6o98pvIuzbPP6dfDpk4NLY/+qNd8uhjcQZhf/rPzTvlWxEXnu5Mx/yxyAffP9SffrNjj3yxQn9aeOEoecu4obXSgz/YJU/8e1wZPnqqyLun7+1Pz74h3474Ityd6cQTRE48bmh+emn7bvnK1+P601veKnLB2fvmp/u+t1s2/VdcGbT96S9OHpRjZw71pxe27pRV34g7/zvfKXLmafv60+p/3B21RYc72zkf65OpU4b604+eekMejAgAuPTa/vTud4n81Sm+Pw3Iyrt2Ne6Ejvm54OP9MmnC6MZ67weP75J/+WFMapFT/3JQZv7B0Bz7H/+1U9bdH5f+uGNF/vxPh/rTq7/ZLbd9Ja4turNdeuEoefPe/rThkV3y5FNxefjoX4u8+4jq/enPZom875ih/vTiS7vkzshrj/HjRc6fO0oOaqz3BuW+7+2q0J9Epk8bKkOV+enDp4gc/UdjGjfo/PyXu+Seb8aN7VOninzsr/f1p6+v2R39BOW5f9sn73zHUH96/CdvyEP/HNeW/2q2yFHvGjLY9N87Zc19ce3A3RTxlyfvm59u++qe6DseL5zXLxPfNjQ//eBfd8lj/xqXh7/+iMiRe689qlzLH/8nffLnfzq60RZfeX23rPxqfH/65EX7ruUfeGS3/PtTcW3h9L8Wedfe/vTUs2/I/ZHz00nvF3nf0UPrva3bdsldq+PO74Kr88/aNz9967u7ZfNzcfXwt3/TJ783dWi99+RP35D1D8S1xQ+fMijHHDk0Lv78F7vknjVxZXA3xvzNXw31pzd27ZGvf2NAtv067hgfP6tPDj1kqD/98Ik35J9/EFcGbX868g8H5S8/OHb4Wv7vv7pHdkc+DXzR/FFy8Hi3VhqQH/xwt/wwIkDt7MNr+bgWwKdDAYKzLdpDmTtnaU4IIIAAAggggAACCCCAAAIIIIAAAggggEAVAYKzBWpFe85WQScNAggggAACCCCAAAIIIIAAAggggAACCCBAcLagDWRfAOaCte5n0cK5tB4EEEAAAQQQQAABBBBAAAEEEEAAAQQQQKCyAMHZEnT33veQXL9sZeOTc2bPkhuuuljGjdv7esgS6fkIAggggAACCCCAAAIIIIAAAggggAACCCCQFSA4S5tAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQSCBCcTYDOKRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAYKztAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCBAMHZBOicEgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQIDhLG0AAAQQQQKBHBba/8ppcfu3n5YTjZsqihXMPKOWOHTvlnnUPyllzPpj7okttendC7TFSp6cMQ82GehhyuPmLqxv/n9efWv0t2/n8y2b/1zUXy5mnnRw1AmXPE7641h3omJkzZPnSK2TihPG5x02dPs8xtgzuGNk07t9iXtyrTV+HPGjLoE3fCwatOp8b9z77v++U6z41v2l/qnN6P3Z3Qxn8HPPE05uGx7AHHvlR46XcRWNaOEd1a3rKsP9aI1U95vVnN2fedte6xp9i5hh/rNTp/ZybsgxRi5wR/GGCswaV7yaTL33923L5BWcccHHb6m/+1Nr0fjBPmQfKsG9CoR7S9gfaIm3Ramztlba0+LO3yvZXXpcrP3m2nHDskfvNekUXnu7vmvR+ftIcQ5sHbXrKsG9MSVmPdagH92XGjSvulvlnzpYZR0w9YAW56bktcue96+Xqy87N/bIjTOCCYpuf39r4p1++uE1uuOriwjTus3l5eOzHz8jDjz7ZCBgX9enU6S3K4C80Qzd38fuBE4+Wn7/woqy4fY18YdmVuXUUXixr0tchD67MmjJo0/eCgZ8fXJ/N69NF/Sl1+nBc7OYy+LY0fdqUxpdVPlDr/t190fTs5heGx7hml+6uPXdz+l4w6IUyZPu0m6s3Pv7U8Bxd9CVs6vR5Y0Kny2AQXhuxhyA4a1D1RRfwRd9WatOXCc62Ow+UoVxAjHoovgNB25a06elP9WjL1INdPbhx57ILzpBly7/WCBqFF6BlLjw16X09ao7h80gZqtcj9bCvP1m0xfAuOh8UdF98FPWnvOCsC6i64OrNt6xqeberT5t3jpjgbOr0YVsMHWPL4L4oCMezMH3433nL/LyAWkz6ZgGxmGNo85A6fS8Y+LbhvlS59JqbGr9mg/pl+nTq9C7fqfOgPX+eswsoHX7Y5MaXyu5LpeV3rJGLzjk19w7mbk/fbFzsJoNeLUM4x/u+5r6kXXLdglJtsdPp8+ohRR4MQmwj8hAEZw2q3X+7526/b/bT6nEMbXrfCd2jq6nyQBn2XfhRD0OPUdMW0xkwJtSjP9alHvyXQttffq1x11+4oHQXVGUXmVXSZxeJVY4RXnSlSE8Z9g9suoDaSK6HbFAwvFurqD81C86GwZUlixcccId7mC4vKOfvwi1z52zq9M2CetoyWAZ3ywTkioKjRcfo9vRlgrN1N8hes7k2dOGnl+73CH1RGcJjpE7v8pI6D1XPn72xIuteJjgbPrnYbel9f6IM+z992el69P05DGbGBjbdMVKnr0seDMJsI+4QBGcNqrzVnXplDq9NnzeglzlvdrHf7HH8MseiDPsuXlM6Ug9D+yJq6oD+VI+2TD3Y1UN4x767cFq85Nbhu4PCgEjeWJ9dGMemzwY23R6YscfQ5kGbnjIcGJxNUY91qAd/weP+3wVCXTD2m/c/IpMnHdzYt/m+72/c7/HHbJ+y+CLbHTMbyHRfiC7au21JmWBS6vQWZQgfLXWBm898bqXMOv6oxiPRZYLk2vTZtpAiD9oyaNP3gkHevBcGGN2XmSvuWBO152zq9NkgbbeUIQxouTFq1doN8qGTjpOF553eWDesXruh5fYv3Z4+G1DrRoNeKYO/E9x9Wep+/LZBfpw/dPKk3H3n/XiSOr3LRx3yUCaGxGf2FyA4a9AitMEgbXqCGHZBDIJ6+uCmtj2nTk9/oj/5aUHbFuvSlrLbqfgF25at2wpfspEX6IlJnxdQCxeNncgDZcgPrlIPQy/Lim3P/uJs3fqNMnXKpMYXHdtefrVxx53/PW/vyuxys+iLkaLlafiCkfClYmWCs/4C2r8cJEV6bR7CenDHumTenJYXy1lPbXp3PO0xuj19Lxi06md5d4EW9cvw76nTu7ykzkPM+cP+4J849S8EKzO2dnv6bH/qRoNeKUPe2Ob7dtmXeGbH906nr0MZYsZLPjskQHCWloAAAggggAACCCCAQAcFtMHZDmaVUyGAAAIIIIAAAgi0WYDgbJuBOTwCCCCAAAIIIIAAAggggAACCCCAAAIIIJAnQHDWsF24uyCuX7bygCOWvf1dm96d2OIYhiRRh/J7sZ1w3MzcR9Pc4wH3rHuwsa/buHFjDzi2Nr07YLj/VvYErf4WflZ7DG16nxffFsq2v7zKqnqMbBmy7bLVC/KKGk2ZRzbDff2yjwWVPbfFMbLtwj9COmf2rJb7ZuUZhI+wVknv23fKPFCGoZrVOlRJr50btOkt5idtHrTpLcpQNL7x9/YLaOdYi7khry1WHderimn7gzZ93hpLMz/FOFisF63WjNq2kDp9K/cy6zXrdlBlfrRaN6dcM2vX3RbjmsWa13pciRkXtO1AWwd5Y0rs9ZNFHrRjSl3akq/PqmNCN7dFi7ZkXY9V+uJITENw1qjWXcf/5Vpe2VMAACAASURBVIvbDgi4lN04Wpved8KqeWi1t2KZfRe16V3+3THcW5C3v/K6XLn3xRZh9RQt8rTpXV25t5bPP3O25O0X5/alu/Pe9XL1ZefmBoddXrXH0KYPvfwjk+7f8tpFmaZf5Rh5ZdC+RTmmHfi+MH3alMaLQfzk4v59+dIr5NnNLwxv7N7KIHwDd+wxfFt0bcW1Jee48fGnhseHokC/Nn3Yn1LlgTIMtS6tgza9dm6wSG9xDO0cqU2vLYN2jtSm922x2b7qnZjn61AGizlWMzfktSP/Epufv/CirLh9zfDL+prNT0WBxTJzu7Y/aNNrxzVtW9KuFy3WexZtIVsPsW1Jmz5bj9m2V3bdnmqdks1vlTWvdt2tXTM3a4sx627tulnbn72hZlzRjgm9UI8WbUk7JqRuS7TFoZZs1Ra019Jl1iN8Zn8BgrMGLaJocVL01lht+rwAQLZYZfLQ6qIt+0KZvAWYJr0vgzvPZRecIcuWf60RBA2DpGUWeRbpr/vUfHFvovYTzAdOPFpOOPbIRpCljEP2M+HbQ4uOkff3mPR5iwv3Rmm3SLv5llWN4KQvW5mmH+6JV/YYeWWIXST6F7S4PLqXrVRpB2E9unIcftjkRj26CWv5HWvkonNObWqRV4aYY2TTh3XoylSmP4btKDZ92J+8Q+wxKMNQYLUX6sF96ZUdT33/L9MWNemt5idNHphjh2q76OK1zPymmee157cqg/UcHTs3ZNtyOD+G/11mjq7yGW1/0Ka3mp+0bVGzXswrQ+yaMc8xpi2kTh/OIZdec1PjV+16rdPrlGz/qbLm1a67LdbM2mOkXvNarRM0Y0Kv1mPM9Zd2TGk2LsbOkZp1t9W6XbvmTNkWm9VDbFvIrpVi6rHK2oQ0QwIEZw1agnahqk1vNaldfu3n5YmnNzUVafU4uCuDJn12INn+8muNu1iXXLdgOIBWJojgB5Kq6bODcXiHTNH5m9VDzDHy2kJM+maLC/fvPuC5ZPGCRpCyzE/2hSVljpFXhvA4RQHqMF95b3ktSp8NAGQ/XzY4G06sVY4RXmTEXnBkL/KqpLc4BmUY2oLAf0HTjfWgnV+06a3mJ+1CWZPeqgyaOdJqjk2Zh7qUQTPPa+eXoovfovmtzLxd9Bltn9am9/nTjK3athQ6V1kvtmu9F3vx3CrQX9SWrNtilfVaHdYpluvmVGtm7bpbO65Z1KN2XNGOCdp2oK2DZmNKzPWTNg8WY0Id2pJmbqnDek/bFq3akvY6uGgtwt/zBQjOGrUMzaMYflKruiVBuNCteozsYBrLok2fDc66uzvdQm/xkluHv4nPLnqyecwuRGPT+3pw/+/uNnWByG/e/4hMnnRwY5/b+76/cb9H05sZhY+sVzmGJr3F4sTiGNnFhAsILNq7VUXRBUOea7jodwH7FXeskfDO2GyacGJ2eVm1doN86KTjZOF5pzfa1eq1Gwr3fNUeIwxku/w9/OiTjXZVdqsTbXp3Tu0xUqenDEMtW1sP3T4/WcyRWgNtHrRzpDa9n2Ob3c1RZs7X5kGb3qIMFvO8dm4I53g/H8w6/qjGNjxlvgTOqyt3zJj9WrX9QZteO65p25LFetGqLfk1Z5W2oG1L2vQW6zXt/KZNr13zatM7Q4s1s/YY2nFNWw91mGM1X17WpR4t2oFmTPL16G9qqHINpm1L2vS90BYt2qN2TCizruQzBwoQnDVsFdqNo7XpfUes8lIyi4Wu5qLPX3Rlb6H3A+yWrduk6EVOeUG/mPQuD35xvG79Rpk6ZVIjMLzt5Vflwk8vHf49bz/asBlpj6FN7/NSFMwu0/Q1xwgvFsOXklUJzvq85t2ZkVeO0DD7QjBfrzH1aHGMMJ9lX9IWlqNK+mybrnIMbR606SnDUK1pHbXziza9Zn4Kx7Qq85tVek0Z6jLHaubpXiiDxTyvnV+yffmSeXNyX4LabI7O3t0Uu6e5VX+wGBOqjmsWbVGz3vSG2vWati2kTt9qHVl2vWYxv1VtR9n8a9a82WBImTV2+BmLNbPmGNpxzaIeU86xYV1o2oGmDnwetMfQpNeOKdl20M3XT1XnOO38ZNUW3XGs2kLVeowdB/k82xrQBhDoWQHN4iK8eNv8/NaoC8eeBaVgCCCAAAIIJBbIfsFZdbuVxMXg9AjUTkC7btamrx3ICM0Q9ThCK76GxaYt1rBS2pwl7pxtM3DKw8c+5qbNa/h4lDtW9hunMne+ukdKTjhuZm4w0H2bd8+6BxtbDIwbN7ZUdqsYVP2mLPtNl+YOr1KF69IPlb1zNq8e5syeVbgdgWPJtsWQqtXfws+Fj6plvzEsasthcLtKO/Dn1vQFi2NYOIZjQdk7hlvVV9Vxxe2nXbUes/mJeXw4r5tWGZe0ebAc16rUo7Y/pU7v/LV5yJsXfb0WmVr051bjUtmxtVkZYtI3m7rKzg3Z9Nr+1I1TaRiQJTjbjTVInhFAAAEEEEAAgf0FCM4atIhWt6+XubVdm95fNIYvBoh9zE2bBxc4dS/wmn/mbPGPi8e82CAsw/ZXXpcr9+5Pmg2WtXqbtMWjfhb7qGmOoa2Hogv4Ms1de4xsPWTPWeYCPGvoLz5//sKLsuL2NQe8ETg8R15bDP/utrq48971jbfXtwryu3NOnzalsQ+gN3HHWb70Cnl28wvDe8g2M9W2A9efq/YFi/5k5eiDOe4ObPeTty92M0OLcUVTjxZjivYY2vTOVtMWw7rx3+DH1qPPg7Y/pUxvVQbNvvDaMSGvLcSMrdr0FnODtj9YzG+tvkQummO15/fH1+ypp82DNr2fn1I6UoZ9XzY1+xK4qC1Tj0NC2rakTV+HPFAGfTugHulPfszthf5UZv7gM/kCBGcNWkZRQK1VQNEPxs32gSsTyPLHCM8TeyeFRRmy5awSnHXHuOyCM2TZ8q81gmfhvqBFFtm/VzGowxu9tW3BoEmrD+EvHN2B3L69sfXY6g3EYbvKy2heOwnbQlE7yutP7t9cYOrwwybLCcce2dj/c/kda+Sic04V9/K67E9REKLopS8+j1X7QliGqsewcPQu4WM5rv5uvmVVI8idZxda5uUhZlzJSx9bj5px1Wps1uRB2xbD+rCsR009VOmP2fkp5vy9NCZox1ZNeueomRss+pN6cqvRAaz22axRkcgKAggggAACCCAwYgUIzhpUvf+Gwz022+yn1WPQ2vT+nJrH3LR5yAsAZN8YWSZI7T+z/eXXGnfiLrluwXAApyig5Ry0BnUIzmrfFmrQpM0OkfdCiKLgaF5big3IZesxvHuyTDvKflmRzXOngrPXfWq+VO0LYZ6rHCOvHmId84KzYYBmyeIFjWB3sx/tuKKtR+2YYjE2a/PQruBsbD2GXzpV6U8p0/ugoDYPmvlF2599GVoFV9s9Nof9vMrcYNWfzCY4DoQAAggggAACCCCAgJEAwVkDyFZ3nZY5vDa9P4f2MTfNW5xdHrLBWBdkXLR3e4Kiiz5/4RgGcN3F2+Iltw7feVlmU2yNgQ+CVH3sNLxwrHoMq7ZQpt118jPhhbgLuK+4Y424wGOzOyfDvU793UGzjj+qscVAmeBqmN59/pv3PyKTJx3c2K/4vu9vlI2PP1W4d20Y6Hdtb9XaDfKhk46TheedLq48q9duaHkMzaPk2f5SpS9YHEPjqP3Cx7dP7biirUftmJINYrrfH370yca+2r5tHzp5UsuX7mnzoG2LFl8YaeshdfpskLwbxwRfBvf/YfurOrZWGZuz807s3GDRnzo593EuBBBAAAEEEEAAAQTKCBCcLaNU8BltQE2bPsxe1cfcrPIQvpgjfMFJleBseBG2Zeu24Zf5FD0KXdUgDAZVeYlTWA9VX75jVQ8Gzboth8i7WyrvRNk6vGTenJbBq+wxwvRTp0xqBPi3vfyqXPjppeJ/D7daKMpD9kVSZY+haQfZO819gK5sX8jrc7HHsHB0tmW+WGnV4DTjSliGqvWoHVNc2bTH0Kav2haz45rbO9gF9mJ/tPWQOn22Dqu2par1YNGf89qhZmx1x4tN36zdlJ0bfPqq/cF/aaR52WK2DDEvJGvH+WP7ovt8+MWbH6PDdU/RSy/DL98sXrRYpQyaNHWph5RlsDCwOIbGwCKttgza9K2uPTQvWowZlywcOUa9BPxao+hlo2Gurdpydn4Jz9Hqb/USrJ4braM2fZmcl4nLlDkOn7EXIDhrb8oREUgm0Cq4Wzbwa3GMZACcuJYC2uBsLQs1AjNFPY7ASu+xIrv5TfNiNZ/e74lf5eWrmvO76ii6cCuqstQvWvRlaLW/ftGTXNp1irYd9EIZrAw07dmiHjXtyNejtgya9C4PmpfghmXQjEsaR2091qU/dbtBOPZXeYGrxZigfZmwti1p01u1Rc2YYFEP2bVKdl1QFJy1cCxai/D3fAGCs7QMBHpIoGgwLdr3t8ykVOYYPURKURBAAAEEekTAX5BYvSixyotHNS8+taiGvIuy2H3dLV6wp3n5qXato20HFmul1GWwMtC0ZwsDTTvy9agtgza99kWL2T5dZVzSOGrrsS79qdsN8oKz7kmnsi/itRwTwq3rYl7KrG1L2vRWbVE7JmjS+3ageQGrhaPFemUkHoPg7EisdcrcswL+jpqqL6fzk5LFHpM9i0zBEEAAAQS6UiAMYlR5UaIrtPbFo9oXn2rh8+6oiXmBa/aiLRsYKnphpsU6Q7vWsWgHFnnQrLW0ZdCmDwObVV9emtrQqgyaPp3XH2O+LPHjgXZc0rZFTfq6jAmaMmjbsoVBs+Cs+/fw3QXNXsRrNSZoXsqsddSmt6gHraM2fXaNUOUFrBaO2rXKSE1PcNag5n0DbraHWdEptOnDgSRVHijDUC1rHSzSFz0OWKY9ao5hUQa3QErVlutSjxoDylCP/tgL9aDtz71gQBl6qz+lfPFoNpBZ5WWPRXN4mb+nftFiq7tyyuTfIr22HVjkQbvW0pTBoi1qj5HaMBucde+0iO2TWgP/hY/7/6ovaswG39zvMS8erUs9aPtDN6f3bVFbBm2AWTOmhF8U+PYc+1LmXmmLGkeLMSVvHo15Aau2HsrM43wmX4DgLC0DgR4SsBhMLY7RQ6QUBQEEEECgRwSyFz1hUKPsyxZdGs0LySxe9qjZGzG8gL7trnWNX2Nf4Kp9QZ92nWGRvp31UKa7pC6DRV/QHsPCQBPMygvOxo4JWoO88aTqixY145LGUVuPVoHJlGWog0E47lR5R4BFW86259iXMmsdtemt2qJmfrGqh2bzUJkXsFo4lpkH+cyBAgRnaRUIIIAAAggggAACCHSBQKuLpryLui4oEllEAAEEEDAUqBKcNTw9h0IAgYoCBGcrwlkmK3ps1H0Tes+6B+WsOR+UcePGVjo1C/ZKbNGJOlGXZTPlJubrl63c746Ysmnd53z6MM2c2bPkhqsuLmyHbu8r9+Me0co71jEzZ8jypVeIe4SszI87nr/Dp2wewuNq05fJY/iZOrWD2Lz7z9ehDNo8aNNXtatbumx/zPaNsK82y7tmPLD0qDquWY9JrkydHleyjqnPH1uvlv1R2x7z0rvyhHeQli1fbD14B7c3vJ8LH3jkR435uszcGKZvlsei42jz0MomZr2prcdwfVGl7izSWxyj6rjm6yF1+rJ9JfZzMW0p79gx6bVjgjZ9M5uYMrTrGNo8xKTXOmrGFIu1UmwbL/p87PyiLUM754aisoZ/b0c7qDrHZ/Ndpj1r68FibNfWpVUZYuqdz4oQnDVoBUV3MRQ9ZuHSu82zt7/yulz5ybMlu1F3mUHAH+Pqy86VGUdMPaBURcewKIP2MbvUedCe36Fr69IiD+GAvvn5rY1ff/nitlJBVZ/WDchhGv+igZ+/8KKsuH2NfGHZlbntzKV3XybcuOJumX/m7OHPxLzcINuW3QS98fGnhvPfarII68D3hdj0/hia9lyHdqBtS3Upg2ZsrEsZtG1Jkz6vP4YThNsP7M5714vrL82+/NOMBxb9Kbtgjx3XtGOSxbhi1R9Tj2uatqjtjxbzkztGtj374/pHgg+dPGn4i8W8i7LwZSdV5hd3/unTpsiZp508vE+9O4/7wvLZzS8M7xXZKtBStK4sWtpq8qBdb1rVo8Vaxx3D32FWZa1Ulzxoy1A1vfW4FhsEaVdbjBkTrMeUWIO8+Sn2GFpHbfpmY4K2HrTXLjFrJW1fsFhnWK33tPOT9p0Zmjla2x8t+pNFPVjMLZp53rIMResR/r6/AMFZgxZRNCBn9x1pNmledsEZsmz51xoXyWGAtSiw6o/n38Tofs8Gz4qOYVGGVhdtRQZ+MNQcoy5lcGWtWpfaMoRtK3ykxQVHb75lVam7VfMWWWFwNfzvvO6T19Zig7NhewnfQOvO59q5C/4uuW5B7p232fPHprdqi6nbgbYteceUbdkiD71QD9pxMTv+hn2izNyQffNuzHhg0Z+045p2TPJl0I5LlvWYalyzKEPVMaXZRVNMeywKIrR7fslri26uPvywyY0v5t0F0fI71shF55za9MmSVmN7mSWtRR40602LetSOCZbp3bGqrreyF+DuaaOY9Vrq9Np1hl/TXXrNTY2ixF67WKS3GBOyc2Q2qNdqzWpRBotjaPu0Nn076iF2btCulTTzo9U6Q1uGbPrY+anMHNTqM+1oB7H9Uduf8ubYmHW3xfyknecty6BtEyMtPcFZgxp3Ddjq7YjbX37tgMBT0cVCtgh5Gz2XuQDXlkGT3k9KmmNY1IPm/NmJtUpdasvQbEAPJ5olixcccHd2mK4oOFumLWUXqtk3QxcF68NJrEoQQpteWw+hUap20Ctl8G2lqqM2vcWYoDmGRT1m+2P4bXrR/KIdDyzGdu24lleG2DHJ5UEzrmjrUXt+i3rQlkE7LvoytPqyoMr8FHvhpm0H4QV8Nr9lgrPaZWs2oKbJQ5X1pkU9ascEy/TuWNn9HX2gqmi95fPRrem1Y0JYD1Xbkj9G1fR1CQa5clQtQx0c61gPsTeGaNdKmrWe99POL9oy1GF+0nzZoe3PVjEVTT1YzE/aeT7PMebaQbtOGcnpCc4a1H6rb47LHD67MHaTyeIltw5/g1x1U+9wknd3Ga64Y41c96n5Te821DwmpzXwi/WUebAqQxh4jK1LbR6sFsrh1gH+Uc9Zxx/VeAyzKJiTvVDxeVq0d8uOoovnbCDZ/f7wo082HjMt89ipRXqLekjZDqz6Ux3KoM2DNr1mTLKqB20ewv7s+u83739EJk86uLGP+X3f37jftiF5c5Z2PLDoT9qLnmww1h0vZkzSjitaA+3569AWrdY62vaofWQyDLxVmZ/Ci2/XLlet3SAfOuk4WXje6Y3gzOq1G6K2ISqzzsx+xjoPMevNMAjh/juc28uuM7RrHW16358045I2D6nTW4wpeW23SltqFpwsuvYJ22Le9l9l15zaMaVVQKhsGayP0a31UHVMcek0ayWLOd5inteUwRt84MSjGzfxpJyf6tQfnUtsf9DUg3ZsD8c1TV1qylBlXUKaIQGCswYtQTsg5wWr/OJ/y9ZtpV4Q0aoYed/EZj9vUQZtACF1HrTn9wvV7F2hMXVpkQdft1WD+i69X5CuW7+xcbhL5s1pugdfs7bnBnX/Eq/wRR1lgrN5efDnKfvSj2wZYtJr60Hbp7Xnt7hoqksZtP1Jm77bx7VsX5o6ZVLji79tL78qF356qfjf8/Yq931GOx5YtGeLcU07JmnGJSuD1OOapj9oxxSr9uiOo33ZiKYewrTZF4KV6Y/hnFv1RVCWeQjzU2a9aVmPvi7dPtT+BaSxy3rNWsliXKpDGaoaWI1reXUW05Ys0mvHBG16izK04xjdVA/atUqYPnatZNkXrOaX2DJk1zhV56cwqJdtk63+lje3ZdOXvQZsR390eSnbHzRtKetQdX7TzvNWZYidk0f65wnOjvQWQPl7VqDqYrtnQSgYAgh0vQDjWtdXIQUwFKj6IifDLCQ/lHZM0Kbv5uCqVXA5eSMgAwggUAsBXiRlWw0W85NtjjhauwUIzrZbmOMjgAACCCCAAAIIIGAsoH0RlXF2OBwCCCCAwAgWyHtCpurLsEYwI0UfwQIEZ2tQ+X5vkROOm5n7WJb7FuqedQ829gccN25sYY6rPuaWPXD4COic2bPavgeaP3/eowhlzm/hGO7zkn2cw/8+ccL4lnXQK49zaB4JyRpkj9XK0qIeCztJyQ9UbYvu8BoDl96iLVocw+Wl6phicX6tY3ZcKftIVNhENH2hZFNr+TELx6r5qEt/rMO4WtXQp6tTGar2aYv+qBlX8/pllT6trcu6pNe+SCplOerUHzQO7Zofym4BFeZdu26vkt5iTND4W6TVzrHa9BZl0B7Doj9q82DtWKU9NytDmf7YC33Bog6tXoaVl5cy9dCqDGXTW9Rl1bVOXdbd4fVf1nQkr7u0faQoPcHZIqESf2+1z0yZPWjcZ9xAtv2V1+XKvS9NCk9bdiAJgxBufxL3k7ehdrPBLhxM3YCy8fGnhgOyRXvEaA3Ci9cwz/7btp+/8KKsuH3N8EvSWpVB4+jON33alMaLr/zg6M61fOkV8uzmF4ZfTNWsWVg8zqF9sYA2vSub5hh5BlXemFq1HuvQFrUGvg40bdHqGH5yjh1TLM5v4agZF7V9waW3aI+acUl7fov5SZuHOoyrvVCGcN6q8ji8RX/Mzi0xc3x23q1ShqKLnqIlX+r0fkyxeBFVsxsC2m3gjp+6T2vrsdma1f97mRdJ+bH16svOlbw9v4vW/tn0VdbtmnV/s3qMXe8128e67PWTJn1Yj5r1lnaOdv25an8Mx4Sqx9D2R+38aFEP1v0hOw4W9UeL+VE7LqVOH9aj+2+3D3jsS2itx8XYerQY1/KuHWLWOlbrbu24ookFFK0j+HtzAYKzBq2jaFLKvpCm2UBx2QVnyLLlX5PsQq1oQmh2weIGRbdIuvmWVY3gYqs7PrPnCB9BcMd3g+uNK+4W99bQvONoDfziIvttW7jIC/87r9p8Gao65jm7xe7hh01uvLXSTbzL71gjF51zalPLvGPEPM5RNCmVqYesYWhVlL5ZPcQcI88gdrHu+oymHlst1ov6o2VbvO5T84fbShWDML1FW4w9hq/3Ko/Otqs/xTjmBaNix0WL/qRpj1pH7disHVd9f7I26OS42itlsOgP2fEzpj/mzW8xc7zFWsdgyVerQ3TrfnSp10oWlahdr/m19aXX3NTIjntRYxikLVr7W6zbw/4cu+7346J2TNDODZr0zcoQs1bSztEWbVF7DIv+WLd6qNKe/QucLfqjO0bM/Kitwzql175ISlMP2nHValxLGc+waAsW85tFPkbiMQjOGtS6/6bqiac3NT1a0WPcfnGz/eXXDgiClgmoNbvoCgepJYsXNIKMzX7CiSx2UtMalAmIxSxUqzhmgxjZ85UNzmoe59AOhtr0zeohbDNF7TEvD+EFZCfqUXNXkVVbzLaDWINwoVu1LWqP4eu9yqOz7epPMY7acdGqP2nao9ZROzaHba/KuOr7k9Yg5bjaK2VoR3+I6Y9FwdmiuSG7dqkyLhks+Wp1iG4Ozqbu09qKtJgffB7y3gBepj9o1u3u3Nr0Fus97dygSe/Hds1aSTtHa9uhRfq8egzvBi6z7k9dDxbtWdMftX3Boh577RhVx0VNPTa7BuzkWsdi3a1tC5bzmzYvIy09wVmDGs9OzLGHzC7A3GC0eMmtw9+il1l8ay/As0Fc9/vDjz7ZeCSh7ONZzb41jfEIt0/w5511/FGNbQbKLA7Cb/CrOIYLVee+au0G+dBJx8nC805vfAO6eu2Gwr13wzLEPs7hFxd521GUqQeL9BbHyE5ibtG2aO+WHUUXHNr+oO2Pvr1q2qI7hsYgu8jUtMUPnHh040uZ2GNYjCkW/UnjaFUGTX+0aI8aR+35tf0x7+I3Zk7I648pxlWto+/T7v+rPOpnMS5b9AdNf8waxM7xvi1ZBAH8MWL3lveGVu8IqNIXso7ZYxRtQ1X1nNbpUq+VLMpj/dhnGIxwT6qtuGONhE/QZPPs7zBzN1/Ertu1636fF82YoB1XtenD+aXqWslqvebXjdcvWykW+zm6tnnbXesaRSzz3g5Nf6xLPWj7Q7Z/xfZHTV8oMx4VXT+VOUarz3RifqtShth60Naj1TWcX+/FrnUs1t1564TsHrhF79Kxnt+07XOkpCc4a1DT2kkpb6DyE8yWrdukqPNki1AmmNus2OGjCOFnihYKWgN/ruz5L5k3J/claXn5t3AMz5+9aJs6ZVLLPW/zyuDTbHv5Vbnw00ul7DG0L5jQpg8XiVnrorYQLnb9wjBMUzQxa+uxDm1Ra+DSW7fFqu05u0iJGTItyuAXGFXaUphXzbio6U8W7VHjqD2/tj+6OtDmIdsfUoyrvVAGq/4QXvTHjO3ZenS/x8zxVmsd7f6QmncEtGpHZdtY6v0hLcqQuk9blcFirZQ3p+bdMWa9bm+27vb/Xnatp5mjy7b5ZmXXps8zqLJW0szReeOy+7ey7wzxc6zF/sGf+dxKWbd+4/C1Stlrl7rUQ94cU6U9Z9tbTH/UzI/OsdVWWmWunzR7MPvzV33nR15bzFoWlaHVNUZMPWjHVc24pl3rWKy7LfZAbtf8FnMdORI/S3C2B2tdE4ToQQ6KhAACSoFeGFN6oQzKaiQ5AsMCvdAfqpQh76Knyv6SqfdEz+7zGbsHs2Z/yKLAZpl93VN3xV4oQ2pDzm8vEI5pZd8Z4gNi2v2D7UvDEasIaPZb1Y5rfn6sOr/58mrKUMWMNAcK5K11RuoeyN3WPgjOdluNkV8EEEAAAQQQQACBaIHsxWv2AqZob/nw81X2YHbpLbZl0O7XqsmDRRmiK844QS+UwZiEw9VAQLOPtnb/4BoUnywEAlX2W9WOa9r5LVuBVcpAI7ARyLsLO2bfXJtccJQqAgRnq6iVSBO71487ZN6js2X2CSqRnUofGnNr/QAAIABJREFUiSmDnxAs9mFL6ZDdqy12f5YiaM3jHO7Y2vRF+ePv+wQs2oLmcXiL81scIxybYh5z9JIW/TmVY13HtZixuS592qot1qU8Izkfmv5YBzftHs6ave2tHv9NuT+kVRlStoVeKENKP85tJ6ANqPmcWO+3aldCjqQRiNlvVTuuZa8xq7y7Ja+sMWXQWJF2f4F274GMd3sECM4auGa/nXCdYePjTw2/OKrMyxmymy77i4efv/CirLh9TeFep0VBhKJiastgsU+Ny6PGoehxjqIXllnsz5L3TVVoXxRctUjv7ohpFiQvagc+AKw5hkVbTHl+Z2DRFjQbqVuc3+IYYYB18/NbG7/G7IOm6c/+3Ckd6zKuafaSS90fLfpTHcqQOg/a81uM7XlztO+nZV5YWZcyaPaHzJvDY94RoL14znqn2B/SogzatmCRvmhNWLResshDyrWONv8WY4o2D9r0dShD2M6qbNUSpte8NyRlW6xDPWjbkjZ90XhTZr9V7disnd+sykBbHHrCRnMtH15DVXlnR7vbc1FbGcl/JzhrUPvZwSy8K8Md3i3cb1xxt7g3r06cMP6AM+YF5MJ9QcL/Nshu7iEsyuDuJtHsU6N1KArOFu2DljcpVdmfRbvXjjZ9u9rISDquti0UBdnLjAnZ9hrbFrVlaHbBUHYfNG1/9ov1Vi9HaLejN0w9rnX7XnKWbXEkjUN1K6t2XKtbecgPAgggUCcBbXC2TmUhLwgggAAC8QIEZ+PNclNo9vopCmLkXdgaZXu/w2jL4AMIVfZhaxaIiQlI+W95nnh6U1Me/xbWskFyzf4s2r12tOnb0UZGyjHz+mRMW9AGMbTnb9afYsrQLDjr/j18fO6EY49s+oVPNrAa05+tgrPZPMQYhGNvqnHNOWjG5jr0WYv2XIdyjPQ8aMe1ke5H+RFAAAEEEEAAAQQQaCZAcNaobWj3+gm3PvCPpcw6/ig587STC++8NSrCfgEXd8yHH31SFi2c23jE+zOfWymHTp7U+D3vJxtArrpPjcZB+ziHK1c79mfR7rWjTV+1fWj2Cm21lUeZbT5a5blTX1Zo24LmcXyrtqgpg/bLDh9UdP8fjiOx41pKxzqMa9lgeOzYXLX/h+ks9ou1aItV9zQvejzLzXH3rHtQzprzQRk3bqwFWdN50r+IyX9R+MAjP5Lrl62UVl8cWmXIwkHTHy3Onx1XsjZl5hft/KRN78d3V+/Znyr7eldtH5o53p/THyM231ZtoWrZ23X+mP3A25UHb6JdK2nTl6kbrYE2fZk8tvszvVAGC6PUDhbnt1graS3DtXvVdUa37yuvNbRYZ2iuYy3aYnj+KvO0dR4s6mSkHIPgrGFNV93rx2Uhm/aSeXOaBkLzstwqMBkTtKxahrxFXMw+bL5MGoeYcraq9nBxHV5waBeqZfYLapWvMumt2oFmr9C8vU7Dcrl2cee96+Xqy87NDYQU3Z1VVA9WBn5yrrJXT/bCteoFuEVbtDhG1UftNP05b2HRacc6jGvNxkb/70VBEW1/sNy7uGpb9GPC9ldelys/ebZk79YuMya4O6irpnfWWkc/nkyfNqXxpatf+Lp/X770Cnl28wvDX4i2a47XOmrHNYvza+eX1Ol9O8jbu7vMF+G+LWr3o9PM8dmxucp+5Nq2oO2P2vP7etDuB64ZlyzWSq22DSoaVy3GRW09aNNblaHZ/sVlrkusyqAZEyz6k8Yg7E9V52mLMmj6o8VaSVsG7TqjDvOT1kCb3sdk3HaU88+cLTOOmHrAkqwT17GatpjNsL+Gc/9e9r0hFuOSYYhtRB2K4GyPVHfRYFS032qPMIz4Yli0g7wFf8weyHkL+vCx7DILfs2+uxYGI74hZQCqBmdxTC+g7Q95/TV2ewqtgs9D1b1/tenLXMAXzbF5jq5fHX7Y5Eaw2V3YLb9jjVx0zqlN96ZvdfFbdH5fBu3e8Jq6tKqHbFlj5hft/GSRXrOPtsbfp9XO8XnBWfd0RNn9yC3aotW4VnVMCctw3afmN/pslfdNaPujZq3kyqBNn7oerMYUzdia2sBqTEhp0AtjgsVayaot+THJucauM+owP9WlLYaOMesM7dhqMa5p52nrPFiMUyPlGARne6SmXSfyj0s2K1InHpvsEc6uLYZFOyi6cCsKruald5Oav2Os6CVOIX6VfXctDLq2AZBxBDIC2v6Q159j9u21qJBwzKmy9682vb9w1Myx2Yuu7DhaJjirOX82mFTFUVuXVvWQvXiMmV+081M70oeuMfNj1frQzvHNLvrCC9IlixcccId7mE7bFizGNe17Elx5NPuBaw20ayWL9KnrwcLQogyasdmiDFXHAp8utYHF/GRRBs2YYLFWsihDGNisss6oQ3BW25806X1b1KwztGOr9ZiQvcGm7HtDNP1BOyaN5PQEZw1q3w+mzfbDKzqFNr0fSJp901R0/vDCM3UZtI/lpExfB8dsAKBM3ed9RrP3r79gcf/v7qZxk8A3739EJk86uLGn433f3ygbH39Kbrjq4tL7O8bsu2thoO2TqdPXpS1q+iNlGOqZFm1JMze4PGj2i7UqQ3i3ZOye5tkLlNj0FnNsNpDjTFet3SAfOuk4WXje6Y27Dlev3dB0XLQa17SOmj5tUQ8W80s4v1WZnyzSa7Y1qDqvh+k0c7w2gJANxLi7TmP7pLY/WLVFzfsmrPLQLBCw5LoFsuKONRLe/VXUdmLWWhbjotZAm96qDJo51qIM2XHRz9vhvtZFL0TWlkGTvlfGBIu1ktYx/MIodp3h25HF/FR1T3OLsV1raLHOyI61MWOrxZignact8lA03/D3fAGCsz3SMrSDWY8wjPhiWLUD7V6hYfqpUybJF5ZdKdteflUu/PRS8b/n7eNTVIHafXeLjs/fEeg1Aasxoep+sRae2UWiO2bMnuba9BYX8O4Y4biYfVFH0bhoUY8WDpr6tDq/dn5JnT4vcOJdi/aQLmqLZduJdo73+a265Y22LZQtZ7P2qj1/eNzU72rIK2OZtVKrvlw2fep6sKhHizJogkEWZdDud5raIC84W2WeT10PPqhX9V0V2nrQrjPCcV3zwkrNnuZaA216b6BdJzQbX8uMrRZjQnj+KvO0dR40a8eRlpbg7EirccqLAAIIIIAAAggg0JUCrS4+8y6o2lnIKhd97cwPx0ZgJArk9ftO7w0/Et0p84ECri1mtwSIeW8JpvYCzNP2pu08IsHZdupybAQQQAABBBBAAAEEjAS0jysaZYPDIIBATQTyAmKd3hu+JhRkI7FAUXC2018gJubg9AhECxCcjSarb4JwDzGXy+x+L0X7DbXaS87d3n/Pugcbe4aOGzf2AAR/sdBsz9qi9PVV3ZezMhNKXRyq7vXjS6tpS2Fd+nyUeVQzTJf6/Np61KZ3FuEFePYR6LIv99MeI1sPreoo24ctDNwxNXnwedL2B216zfhm5dgsD2XGtbz5xP3bnNmzovaO1jhoxwRt+ry2GDPHWrXlsC5ix9VW/cH9rerx/HHLtiVNO7CYXyzOrxkTtG3R6rFNSwdt28mbP8L9kfPyqpnfrMZVTR4s2rJ2ftSmL2pDZcYEbR606S3WCVbtoMiz1d+1+51mHWL6tFV/0o6NmjJYzI+p24FVPWjXi5o9zYv6QJkxJXU9tGO9GLveLHLk7/UVIDhrUDdFj5gV7YGjTe+KYLHfkHsMYfsrr8uVnzz7gLfsFg2G/puyquldGbQOFulbvaWyyMCXQevYrL2UvSDT7PVj0ZayFxybn9/a+Ke8Debzup+2LWvPb1WPmnbgJ/bp06bImaedPByodf++fOkV8uzmF+ThR59svHCt1U/4FnO/WCl7jLx6CM/l9vy88971cvVl5zb9wkZroM2Ddwzbnn9Zws9feFFW3L6msR9yq/2Ptf3JalyqOrb6sdnVU145y4xrqQ20Y4I2vcW4aNGWw4vH2HHVp83Wpf93v7/aoZMnNR1XtG1J2xeyY50PRsTML0UXr2WWhJr+YNEWy64FWl1ga9cZ2raobUvaOdJizarNg3atoh1TtOnDtVLV+UWbB236ZuNilXVC1fWaxZgUlqPqfqeaPm3RnyzGRk0Z8taLMfOjxXigbQvaerAYl/166TOfWynr1m9sEF4yb07h9Yq3tsiD5trHj2uaOVLblrXpfRm0L3DVpC+zluIz+QIEZw1aRtEFR5lv/1sNAkXpfSfMfi5mvyF/gX7ZBWfIsuVfawRcwgv5ogt4bfoyg2GRg7YeXB78S2bcf2eDNkUGYT1oHDVtIW9Si93rJ6+cMW0p74LDBRHdMW6+ZVUjuOjeztzqwlHTlrXnt6pHVwZNO8gauEDE4YdNbnxx4ibu5XeskYvOObWpZV49xhwjL334Ftii/mA1JmQdYvOg2fvKqj9p+7SmLWnHtToZhG8djxmTLMY07TG0/clqXGv1BaSb/25ccbe4t7w3G6M1c6TFHG3hoFn2afuDth1p8h5e/GrGJKs60LYlzRzZrvkpZo7VOmrHFG16n3/reoyd4zVrBL/e064TNG3Rok9bHiO8Azd23V51zWtxHWvRnzTzo3bNbVGHFuOapj9blMFizartj9q1inae16a3qgeOk0aA4KyBu/+m64mnNzU9WpktBaqmb7a4iNlvKBwItr/82gEXaEUXbdr0vgzuW5qqDtp6CCsv722KRcGo7OKiqqPWoNUis2wZsseIaUvNFkjhhLtk8YID7s4OLxxTnt+qHv3ioGo7CC+es/VWNjirOUZeECL8NrpTY0K2LcTmQdMfigIxZfuTtk9r2pJ2XKuLgWZMyCtD7JimPYa2P2nH1WbrhPC4RX3aoi1p+kJ2gZV9yYW/qGw1v2iXfNr+oG1H2vxbrLUs2qJFW9LOb9pxNXsBX2We9g5V2rJ2TNGmz7bFKutmbR606ZuNi7Ff/mnaokWftjxG1bZo0Z8087x2XMprSzHzo+V4ULU+La7F/bmr9Oeq+W6WrkoeLOpBG0/QzvPa9Nb1wPE6K0Bw1sC71TcsZQ6vTZ+3uPMDy6K9WxQUBRGyf3cD4uIltw7fPVr0pj9ter9AKtoCopWnlWOziwZ3N9GKO9ZIePdWNj9aB4syWOz1o9m7SjupOdPU57eox/Cb29j+5AzCu0ecx6q1G+RDJx0nC887vXEX8uq1Gwr3+9QeI2xLLvDxzfsfkcmTDm7sPX3f9zfKxsefapoHraHvW5o8eEf3/+7ubf/o9qzjj2psF1EmGKXtT9o+beWoGddSG2jHBIv0FsfQtGWLcdX3h7wtZspsa5A3/4YXT0VzpLYv+HWCZYC3zBot+xltf9DMb3njom+b1y9bOZzVohsCtGutdtRBTFvSzpFW46pmjrXo05oxJTs/xs7xZQIqRWOCRR60BlbrhA+ceHTjpoPY9ZpvB9bv7HAufouDov3htW3Rqj9pxkZtGSzmR814UGUusr4G1c7x4Rxt2Z47OTdYxCMs1ouavtCsLcWMCRbtkWNUEyA4W81tv1TaCw5t+jAzYccLN3OPDc66Y/q7ULZs3SZFLyDKO35MeovB0NIx2yzyvr3LazpaB4sy+IvsKnv9WLSl8BhFQf1W3a9qW7Y4v0U9Zh+rie0PYT1mXwg2dcqkwr1SnYP2GGF6f85tL78qF356qRTlQWvo61GTh6yB+z1m7yuL9No+beVYtOhutd2IdkzRGvi8a8cEbXp/8VZ1Tz9tW/YOmnHVXzSEgTx/3JgXwFSZI63agcahVR7K5k/bHyzakdt+Yv6Zs4e3n9Lc6adZBmvbotW4FDtHWo2r2jlW05az81PsHG2RvlXbKbtu1o6L2vQW87ymHbi2qN2f3x/Db0nn+mX45XkYwC7q71X6tFV/0o6N2v6knR817aDoOrjM/GRZD1XmeF8GbXtu1karjCmxc0NRPRT1n/Dv2jWnJr12TLBYK8VY8dl9AgRnaQ0IINA2gSqLPMvMpD6/ZVk4FgIIIOAvHt0LwYpeCNjrWlXG96ILjqK97etgmncBHhOctSxDlTqwPH+vHAvHXqnJ+HL4/my5X2t4B6fLUZmnhCwCm/Glb0+Kbu1PvTQ/adpze1rFyDpqdp0QOyb0Qlvs1honOGtUc+HjFNlvaYruOg0nxOzdLEWPohhlv3GYVt+slvnWVZs+LIubWJ2F5k6erE2Zu4dbvZnQfSN6z7oHG490jxs31pL+gGP58od/KNsWLOuhrYXskoNXbYt1qAdtHrTpfSDJ4i69qvXQzmZWNKZYn7uqgUU9Wpel08fLGmTH2G6Ypy3WGRbH0MxPlmNClTYUlr9Z+rJtocr5LdJk74jxpj5g3+lxyaJMVY7RS+Na1bG9iptlGt+fLB9hDvOnbcva9DFWeeOiS190HRPmsco7Cnwew+BLbCCm1XVomTIUOXWyHsI5psg+7zrRb9lS9Vq+yKLV33tlftLuP1xkVOZL1Kr9UVN/lmkt1qyaMaEX2qJlfXTyWARnjbRdB5g+bUpjH0PfoN2h3aOiz25+QR5+9MmWd7m49OE+cL5D/fyFF2XF7WsKH2Eu+oajaH8xF3jMPiYX0rhvXe+8d724R2byApPa9Nlq8N96un/P2x8vr9ryLlhiFnlWjxa1egtyUT24/GragkU9FC22i7pMt6e3aIvaetD2Z1cGbR606fPasretsr9l1TFB0x+1Y4orr0VdhhdOLgATMy5q61Hbny0MtIZ5BlXuNNSMzRaO2nWG75Mp1ypZw9gxQevYqi0VzW2+Lbf6ErfoGNr8Z8cCd/e0P2bMOwZSl0HrUJdxTeMYtpWq85vm/No68P1B8wizdo7Vprfo09q1TjZwWeUdBS4P4QsR3e/+urPsekszNtelHjRrJe38aNWfylwnNptntHnQpvf9SfPODYu2pGnLFmOC1tFqzaoZE7RrpaK1EH9vLkBw1qB15H0j6BZahx82ubE5fNGb1fMGovDCMfzvVgNyqyBE0bdMeWUIv3HJ+3uYF236ZgExd+Hhyn/zLasage6JE8a3rDE/ELkPfWHZlcP7seVNGNkD+TJoHsUoCiKUqYdWb5cvagvW9WDQPbr+EOHjUWXborYetO2oWXvvZJ8uWmDFPGbnylO1HjTjYnjBU2VM8fWgzUNeQKZTbdGiA2vbs0X67NgbG5y1mKc1ltp1RrMxoZNrFesxoYpnL11waPajq2JXpzTaObZOZak6v9WhDBbrZs263WKO1jpqx7W8thz7jgJfhux+2P7fi+4g1ZahDvUQ1mPV9WJ2nRAzP2rbUdF60eL4nTiGRXvWjAkWbbkTTq3OkWcYu2a1GBM0XxSkNuzm8xOcNai97GI/26m0wdmiwKgf0DVvz80bzMK7dIoCKdr02WrI7hcUfvvjAt5FP3mbhhc5hn+v+miRO4Z1PcQMyNb1UOQ8Ev5epS1q60HbjvyYkA30d7JPWy+QqtaDpj+G7bvKmGIxNje74AgvhpYsXtD4IjDvR9sWLfq4tj1bpM/2hbA9Fc0NzfpTzNisddSuM/Iu/Dq9VrEeE7SmpO9egTqMa5Z6VeY3y/NXPZbFutmfu+oca5VeY5CdX8JjFV0/VT2vZTrLsVlbjxblqtKfLOZYi7xzjH0CVdqSZVtOVRd5ZYhds6bKO+fVCxCc1Rs2jhDekeY60Kq1G+RDJx0nC887vXHn5+q1G+SGqy5uuldpuLeI/+Zz1vFHNbZJKDOx/7/2zi/kr+LM43MVciMqLySStli8qoItKUgDUguSi2IQl9BqMeLauLFNoYhGQxPQC4W3IbX2YiHRdZulAdtuFGnIRraQ7cYtLm9ZcFkLuhciLlZZZbNJ1IuyV8scnR+Tyfn9zpn5Puc95/zO573Jn/c3M8/zeZ55Zs7zO/NMuqiUqBXL4Mf8zW9fdZtWrqpqrL78u7VLbv6s619trz6A18kUB/bVA3vc0eMn3YEf7qp9Azd9UC05WmRthxJfUO1Q4jvL1sbCFxU7WPhRiEv+T/8Geh9z2upo0etvvj3XxRbVh7TiGA+eE1N8O1WGvn3RYm5bMFC/wU83tj5p3/YYeGCgrtMqS3WfMYS9ihoTVIa0Xx4Cyho7BAoWsb1vPSz2zakOuWusdfsSpssQ16x1UO2YaweL+WSxxubKzeebCeT6krUvN0to/wmLPau9VPS4HgRIzhpRjo+SpEXEt2xeaawZmx5Fuf/uHVk3MasPvx5DLEOQ+dyFj9x9Dx5yuTqUtI9NYX3TZt23b6np696eyj1aZG0HL2OuL6h2DBscywse4uOXbS82K710xlr+Ul9U7GDhR0OZ01ZF+UvsYMWxbploE1MskrMWcVHxxZDQ83/6JH/6k15aUMdKtYPaPsikHgNX12l1u6HuM9KY0MdexctgERNK14c6f869HC71+dz2cRJBuXRG5agwVH3Zor0S16z2CZa2DBe6WbBZrz4s9s3zZG27xnbVPpdh6Xy08sVcees+X6rDorHb2tGSQ8l+0WJ9tLDBvDWy7bOTIoOlDRQ5LOZ0F77cVicrjuqeddH+vM3eva2+fM6WAMlZW570ZkSgdGE1Gn7S3YTjFOcvfuL2ff/Oy45L123GY2Chvb887rprt1QP4muvvTF7c7zNgpB+6xm+zW5zQZ4qf2p8fHEY0wE7XFp3d72sol68s15yDn2cRQlmq+Tz0BlYyaesD+pFG2p7zyAuLxMe4vz/t71ANvRRd1lq6eU/uWusctGil7/v+WC1T7CwZUjG5CZnVYZqe6v53Hc/fXOw8sW+OarjW3LoY79o5UfK+qbKYGkD1R/6bL8MHNW9u8qgT/uNfWySs2O3IPJDwJhASL6WXoyWJm/jY0Je1KYyHWly17fJuSBPld8YJ91BYNQE6r6Mied005c1o1beUPimjW7TZZGGooy6K6v1IS5vlFM7uM7f1fa5l87UMYiNuh5rrHrJYd/zwWKfUOcLubZUJqPKUG2vyD6ktn1zsPDFIfEslWXsHCz8yGJ9U2Lz2G1Q6ntpO9WWQ+Co7t1VBla2mGI/JGcHYnU/CcLFNcoxN0Ud9aie+vp8YKAep+/7qJ6FLfs+jhESBaUXo8XJG+vkbFMyKP59qfx+Hln5s6+X2tecVuJB122b7Nj1+EPpvw0Hi5hSqm/dw0L8tlhTIiiMq86nUvmH0i624TyZFtVPHooefcvR9PDaNJ/q2udctGHRPn54TuVtukDW8+86OduGoXrRYt/zwWKfkD68lthSmU8qQ7W9IvuQ2vbNwcIXh8SzVJaxc7DwI4v1TYnNY7dBqe/VJWfHzlHdu1v4s5U9ptYPyVkDizclFdsMoR6NUmVQj+qpr8/HDxylx+lDQi0+6pd7VM8H43nJ4TZ2DDJ88fObq8vcgl38/7c9sqgUMlf9INghfour5GK0UKvX3yLvf37/hz9W9Spzjlz6dnGbthfkpQ9IJfJb+LMyp63sqPizKkNTAqEpARB8sW8dlPHbJFLacOjbl+LEasnFcup8svBFCzsqfaSJnLbrSficymBZ5lNYY0vXB99OvWhDbW9x6YyyT1AZqr4cfFG55E+dDxb7hMDx61+7sSr/lHsZsIUOKkOl/bLEFNWfLeyo7rlz15N5yajS5x+VgcWzhyqDRXt1PvUdm63iouKPFnZQ9mpW65Myp1UGgb+yd1fjouIDU29LcnYAHlD3cL6eR6PqFkX/f+pRvdyjr4GDcpz+4I+fc6HWaapDrE9XZldt2ZTQavuWmqJfnQ65F6P58dPLc4JMT+7fXSWuF/0oF+9YyF/XR44/q36g2G9IbYPfeJmePbyvqkEcJ5umcpRb4TAEX1Iu3pm3vuTMpyH5dKksbHRLyV3eTlkf4oeWn//ydPXPeE1q82VJeIAubW9xsZuXQTlhozC08GWLPhSPstgnpPuckgv2VB2UZFDfNlB0t2zbNwcrX7Rk0kdfY+dg5Ud9xuax28DKb1VbDoWjsndXGVjZYor9kJwdgNXTCZBO6jbH3FQ16pKC6lG/3KOvsd4lx9HrdMhJMKsMQxJCObI4hOSsBYex91Fnhxx/HsKcHpIN6m7rbZsEGZIeqiwlHJbBl9T5pHKnPQQgAAEIQAACEIAABCAAgSETIDlrZB21np7FMTdVFYujel4GfxS95OhrmqwpOY4e2yF8Y9T2OHzgp9asVW1peVzR65Tq01TX0Nth0ZEQz/XF06+4b+34htu4cUOt2ynzwWJ8dS749spxkNC+9LijhfyWfQQfavPW86Jx4+Tk6oE97ujxky6+mMdS5rQvKx0sZMzloMYUC5nVPtT5ZDl+2teieKWOG7cPsW2sdajV2Ky2DyxVjmp9/bp1NcjWNkYqb71a+WTpXsfKjtZ6tGUfxrXwAwtfUDgoey0/rjqXFNm7auuZhLfad2zf5p54ZPfcvaqFDF3Mh/XWwYKD6ovpvruvdTqe07kxpev51PRSg+qLansLP7LoYwi+aLW+WPAo7aNrfy6Va9nbkZw1sLBaT8+LoB5zW/T6ec6r6fGGIPeon/L6fNgkpsecc4/TK8dBwsagtGZtcCXVlspmX60dHOzgy0OU1v5V50N4y650fKu5oPqz4gcWOlj0EXw6fHHj/x3Pj9LwWfcGaV1ffetgOX6dfm059O1LpXaO2ynzSbWDGpNCXFx0C3Kb48Vq7WB1fJWjRWxW1pY4qVZa191ijbT4ArUujratyW4xH1MdwhdA7773oTv6i5OXlaGJx1T9wGo+KeuThR/U7RnTfeA1m1aqFxa6WN8s4poSkyzsaBWTQjkzv1dZe+2NWUK2zRdvVjIoe9a4JFuJDmpMUBlY+KLah6pDzLB0z2sxn9LyfGnsXVQOTI3NanvVDy1iiupHISfzk6O/drt2br+kHFvQz+cmnn/pTFVGse4lJXV9sfRlxSaqPytjT7ktyVkD69d9k7Xe9fSaJvJUajsq5gyLUp81axX5w6KW2jq3tEPwZ6X2bypDznywGH9REmMMc8FiPlv0kT78+odM709PP3PNpYSBAAAZWElEQVSiuuDu6iuvUF12Yfu+dbAcv1NQCzpHh0/fDlNiUpsHhqa4UidDTm15CzuqfVjEZs+pdG2Zt8blclTWyLp9Qjz9murCq+0t4oi611H9wGI+1SVSctanuvlYsldalEhp4wvKXkWNa2pMsrCjVUwKJ3DivaaXr8kGVjoocS21Q4kOalywtoOXJ2ffPy+25/Sh6tBFTMlZm+LE3/f2/7T6Z+5dDWpsVturfmg5H+NTeTl+ZOWL6j5DWRus7JDqUOLPFrJMrQ+SswYWr9voxt82tNkcqGJ4GfxRdH9cct5P03F2VYaxt296YKnbyA5N5zodcmoHp4uSVe3fnPkQcy4df+xzwWI+W/QR/Dv2ofDA4zePqwf3VLdUd/XTtw6W43fFqKlfdPg0OZsmUXJiUoiLSlxJHxzT9aSptryFHdU+LGJz2OyXxPa6B7cSjqkv5KyRanJVbd8039v8Xt3rqH5gMZ/mJVLark9WeyU1OavGFCWuqTHJwo5qTPIyxImXksSmKoPFfFB1aDPvF33GgoHii8GXlD5UHSxiinLnSGqf0jsKlDXWwpfxxfo9Z+4+Q1kbVBtY7LUsZJhqHyRnjSzfdz29dJNlpNbkuontWFqztm9oau3g9GFXrf2bW39YHX8Z5oKFDmoflhvd0jnRtw7q+KV6W7ZDh09pqmu0Bcf4AdzH6ROnzrpbb97qHrjn9uqN9BdOnZ1bH9FifLUPi9gcv4lRsrakyZhcjr69ukYuS1kDz8K/bZq711H9oO7BLzfmWaxPqh8EXywtUaHOR4u4psQkKzu2KQmzyD9C+TP/ZbH/+f0f/niJXy8qLWGlgxrXVB1y50/6+SH4ourPqg4WMUWdT3V2zLmjQI3NanvVDy3mo+pHQQd1z6isL6ovW9jBYq9lJcfU+iE5a2RxtZ7eoguY2oioTuSwKN209fq59bEWyaG2DwFZ4WAhg1qzVpVBbR8vKuFChNzaweni7PtUav9u2bxSHc05d+Ejd9+Dh1z493XXbql1KXV8dS4MwRetdFAfeoKB0jdn28YkZT5bbdJUHVSG6py2aK/q0MbeXa4PFvNBWaOtfLGr2sFt7aNytIjNal15r6vC0WKN9H2oF3qp7dvafN7nlL2O6gdW80mJ7VZ+oPiCOh/TuZC717KYS6oOavtgx9Sfw/+3udBJlcFiPqS2iOdtGx3UeKAysPBFtQ8LHdSYYrE2zbNlmzsKVF9U26t+aLU2qPs91RfV9cXSlxWbdOnPilzL3pbk7LJbGP0gAAEIiARKkrPikObNl0EHcyh0CAEIQGDkBIjtIzcg4kNgYASIKQMzCOJAYEIESM5OyNioCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCAyHAMlZI1vEtUl8l+mRtfW8jCuMnXMUpunorH+1/cXTr7hv7fiG27hxQza1uqMS2Z00NOhah7byBjn85WzB7v/86r+7xw4fm/0755Z771uhRMGO7dvm1iT08g2FQVtW6/W5HIapTCXzKbZFqR+kMSWWa9Hv4s9Z+2Lad9MN9Zb2LbWDBce6I8hNczHo3sWcLPHnvo9Rq76otq9bl4ONctZKS58u6cvCjhZ9lMge2vQ9viI7bT8lYDEfp87SYm1Qnz3U9rENS9foIcRmlYPFPmMI88EiNpf6QRfzoWTfHPtjyd7AguEQfKFPGazWl1Jf9Lr3PaetGPRpR8YuI0BytozbJa184vInR3/tdu3c7kIdTV8bJhSlb0pMLqotUlJ3JBzH8ELWXVRQp7Ifx9+Sef7iJ27f9++87Ab2NjosurW2qX3Y7M+rjdiGg6qDgStUXcS3gIfg6v//yKGH3FvvvDfzi0V2eHTvdypf8rZce+2NWUK2KSk3FAZWLEv6CQxKGaZjlswn1Q/qYkosl68B/PxLZ5zXcdGXJZa+mHJpmtNDiGsWHNPLf8KFD+++96E7+ouTVT3lefWTQ1yzjK25MSH4YumlNSVzsK6N4ovqfLJgYO3PJVzVi6hUDhYMLHQoYUcbWwLqfFalsfBFVQa1vbpfU5891PaWe6U+1yeVg8U+Q/Uli/ZWsbl0z9zFfCjZN/s2pTpYMbSw55j7sFpfSu04hDltxWDMfjBV2UnOGli+LklhmZzNfTstrpXj5Xj6mRNVYnDR25pBh7333uEOH/lVlfSJEw5NiRiPMVwa5f+eJizatG/abDdxsNBBdYc6Pb09vvC5TVXC2wf8I8dPuu/e9c1ae6Tt45s/A2P/RcDqgT0L2yt2VBn03V5lOO+Bw99qnTufDvxw18xOih+EpMrXv3Zj5Udt51M6Z3JkUOe0Op+7skM8p5o4pol+L1Mc2+O/z/N7NS6p/lynQ/rAsiimWMxn67gYHp5y4uqiLw/92tXEwNqfc7la2FHtQ2Wgjp/LjM93Q0CdzxZSqb5oIYPah/XakK5Pbda3dI+Q8+xitUarsdnKDvF+LYdDHeecfYYqv0V7y9hc8gzqdehiPpTaoUQHS4YWNh1rH5brS4kdY1+MY0KpL5XYwZJByfi06ZcAyVkD/nUBOQ4IbTZI/lZzf/x53k9OWYS0kHlImq4e3HPZG7FhvFjG8xc+vuxBtc3Da+ir7kbJJgYhGCocLHUodYv0gSHVuyk568eNF4DS5KxfUFQ7ljIYQjuF4aIHDv+7tvMpfgs81w/qYkr8LWqb+Wjhi8qc9uMr89nKDumDXw7HpuRs27gWHoBL56Tiz0N4YFB90aK9mgCw9ufcOGlhR7UPlYE6fi4zPt8NAXU+Wkil+qKFDGof6p7V4tkjjYs5zy5drdFxv232OhZ2UDhY7NdUHdT2lrG55Bk0TYiV7JUs7VCigyVD1Z5jbm+5vpTYMfii8uyg8rdkoMpC+/UnQHLWiHm6ofFJiYc/Kw/Q9ACfTsISkdSNaiqjT7AeXH1u9gZsGuDayBgnaf2bnkePn3Txt1BpHyqHLnRoo2f6mTiR4rmdOHXW3XrzVvfAPbdXb929cOrswrqxcfLP9x3KY/jE7uNPHXPXbFpx/i3Oup+hMCjhZtlGYRgWZjWxqPpBXMLC6/Ob377qNq1cVdV9fvl3a5eUu5jHTpUh7TdnTqvz2dIOvi8/Z0o4xnYIc3DbV29wO2+7peqvzRuX8dtJJbFV9echHLVTfdGivXJ01sKf1RhnYUelDwsGyvgqP9rbEVDnoyqJhS+qMqjtLfZryrOHl19trz57eBmGEBNUDhb7NdWf1PaKHSz8wGI+KHaw0EFhqNpvmdor64uFHUNcUp4dVHsoDNSxad8vAZKzhvz9RAoXN8VFxNcjORurUZJIrZMxJATe/+Bc0UVWQaa6N2nnJRbn1ZxtY6YudWgzfvhMSOCcPrN22YVgWzavNNao9P3EfcRjNxWnHwqDHF5dfbaUYSpPyXxKbZheDNfGD2L5w+fPXfjI3ffgIdemvYUM82zTZk5bPzxb2KGEY+pH99+9Y+6XI/PiWnp0tCS2qv7c9yUValxU24dEhL+YMf1piqv+89b+XBr3LOxY2ocVg9LxS5nRzp6AxXxUpLLyRUUGta3Vfq302SPIr7YP/ZSu0WpsVu1gwcFiv2alh9KPRWwu9QOL+WBlh1IdhuLLig8Moa3V+qLY0cqXSnlaMSgdn3b9ESA52x/7zkZWglFnQtExBEZKgPk0DMNhh2HYASkgAAEIQAACKQHWaHwiJCff+dMHWV9iD40cvjw0i5TJgx3LuNGqXwIkZ/vlz+gQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDARAmQnB2o4eNjRju2b1tYo3SeCrl9xLV60j4X/S58Nv1Mejym7aVmpcdqQp2Zm7ZeX/uNrT8i8OLpV6qanRs3bujU8nU65Nox9NHmyG2nyky0c8WfLX1x7H5QOp9Ttxs7B2UaKb4YxrWISYoOcR2wtMxH27VBGX/Z2zaVT/L6W8Ql7LjsnoR+602g79i83voy3nAJjN0XLfZKw7UOkk2JAHutKVn7Ul1Jzg7A9n4CxrcC+sVx7bU3ZgnZNolRtQ+fuPQX2+zaud1dd+2Wy6j4GonPv3TGPbr3O7WJzbr2vi5luMyqzYOjH1Qpph4YnL/4idv32WVssSJtZVBdItUhFPV+970P3dFfnGxVc9bLEI5j+L/XXWSjykn7+QRUf7b0xVI/WFSTb73q9SnzuS4564/KjW0+qHZQfbEurpbGJCVm+DG/+PnN1UVqYdPp+zty6CH31jvvzdaKujFUhorcQ2mbrvGpXG3WN4u4pNhxKCyRAwJDIWC1XxyKPsgxXgJj90WLvdJ4rYfky0aAvdayWbS9PiRn27Pq7JPpQ1V8Q58ftORG8Nw+6h7s4j6aHvzqfp+bnG16+GziEGTYe+8d7vCRX1WJ5DjR3KSDhYHrdIg5xH9vGi+ulePbPf3MiSqRcfWVVzQ15fciAdWfLX2x1A+aElrpJVUissuaq/N5XnL24Qe+7cY0H1Q7WPhi/OWf51oak0p9pE4H79df+Nwmd9NXvlRdgHjk+En33bu+WRvfVIalcg+tXbhIzsv17OF92eubGpdUOw6NJ/JAoE8ClvvFPvVg7PETWAZfVPdK47ciGiwLAfZay2LJMj1IzpZxM28VJ0JzE6tBGKWPuoU5/tamTWI0TQDESaU2iVE1mROPcf7Cx9WbwKsH9swe9pt0sDBq0wanDYcgR1rIPDyYrx7cUyU0+OmOQJ0dc/zZ0hdL/cDL8IMf/cy9/ubbc0F1eZxcnc+LkrP+d2OZD6odLHxxUXI2JyaVzrg0uZqO2SY526cvl+rdVTufXL/vwUMunr9t7KjGJdWOXfGgXwiMkYDlfnGM+iPzcAgsgy+qe6XhWANJpk6Avda0PYDk7EDsHycavEihHIB/aH38qWPumk0rjTdfqn3E5RN8X7/57atu08pVVY3Wl3+3dkmphTpsafLKP0w//Fl5gTYPjr5P5Rh0OoZ/gD24+tzsDaP1urUx5hjst+2rN1THeZsSxGoiZyDuvBRiKP6s+qKFH6SLex9GUeazl9eCQx96x2Na2EHxxRBX/Z/+rePcmGTFL/7y0Otz4tRZd+vNW90D99xevcn7wqmzc2urWzC00mNI/cRJWv9F5NHjJ92BH+6ae7pCjUvBl77+tRurLwhz7TgkdsgCgSEQUPaLQ5AfGZaHwDL4orpXWh5rosnYCSh75rHrPnX5Sc4OyAPCQ/PpM2uXSJVzIZTSR9x2y+aVKql57sJH1Rs64d919WhjYX0w+fkvT1f/FcvdNjnr25VeIFQ3RkhYv//BuUveMurS7KkN7r97R2NivU6e9Uomd8li7H2X+rOlL5b6wVASWqXzOfWdUg59+6CVHUp90etvFZMUlrEM6YVgTeuLFUNF/iG3rXuTtk5ei7ik2HHIDJENAn0QGEJs7kNvxhwegWXxRWWvNDyrINFUCbDXmqrlnSM5O13bo/nACYw1GTVwrKMTDz/41GRwGJ3rIjAEIAABCEAAAhCAAAQgAAEItCBAcrYFpPX4SHx8N32rqMu6kIt0i7993LF929wjp5Z8VA5qe0td6AsCUycQH5MLCdbHDh+bYekrtq2nXUJMumnr9bVv0Ptvx188/UpVPmbjxg3rKRpjQQACEIAABCAAAQhAAAIQgMAACJCcHYARvAjx5VvhYd7//5FDD7m33nlvVoO2K3HTQur+LbW1196YJWTTJEtXcqgc1PZd6UW/EJgaAZ909Jfy7dq5fXarvD9+Hepp55Q6GTO7EFvPX/zE7fusBnesz1Q4jNmGyA4BCEAAAhCAAAQgAAEIQKBLAiRnu6Tbsu+6h3OfHP3C5zZVl2403WTdcpiFH0tliAtR+4ZNF1l1IYPvM4fDEDhacKAPCCwDgbr5ONXk7I//+nm399473OEjv3KP7v3OLFnt7Uxydhm8HR0gAAEIQAACEIAABCAAAQiUEyA5W87OrGV62Un6sL4eyVmvTJyQ7Ss5+3d//4/uB/feUR3vzeUwFI5mjkFHEBgxgfRt/PBlyzt/+qA63j+VpGSs5/kLH1dvE68e2OOuvvKKyrrr8cXXiN0I0SEAAQhAAAIQgAAEIAABCCw9AZKzAzFxnAz1b4ueOHXW3XrzVvfAPbc7/7bZC6fOdl7z1ScJvrf/p2714J6KSjh+HG4MvGbTSm3NREuEKge1vaUu9AWBqROIL/EK5Voe/uxo/xSTsz4h6+P5wdXn3LOH91Vv0HLR2dRnCfpDAAIQgAAEIAABCEAAAlMnQHJ2IB4QEqCnz6y59EKwLZtXZg/yXYsbyxGP9eT+3W7nbbd0PXxVwuHxp465Ug5q+84VZAAITIxAfLFgHEemmpz15g9fhL3/wblZvA9v0k7MPVAXAhCAAAQgAAEIQAACEIDA5AmQnJ28CwAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ6IMAydk+qDMmBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMHkCJGcn7wIAgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPogQHK2D+qMCQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEyeAMnZybsAACAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIE+CJCc7YM6Y0IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKTJ0BydvIuAAAIQAACEIAABCAAAQhAAAIQgAAEIAABCECgDwIkZ/ugzpgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDA5AmQnJ28CwAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ6IMAydk+qDMmBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMHkCJGcn7wIAgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPogQHK2D+qMCQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEyeAMnZybsAACAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIE+CJCc7YM6Y0IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKTJ0BydvIuAAAIQAACEIAABCAAAQhAAAIQgAAEIAABCECgDwIkZ/ugzpgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDA5AmQnJ28CwAAAhCAAAQgAAEILDeBP//5/9zjTx1z12xacQ8/8O3lVhbtIAABCEAAAhCAAARGRYDk7KjMhbAQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAshAgObsslkQPCEAAAhCAAAQgMBICT//NC+7nvzw9k/b+u3dUb7Sev/ix+8GPfub2/uVfuH8486/u9Jk1t2P7NvfEI7vdxo0bXNruyf273c7bbmnUOrw5u+2rN1SfrxvHd9K2v8YB+QAEIAABCEAAAhCAAARaEiA52xIUH4MABCAAAQhAAAIQ0Am89PK/uLXX3pglXH3i9Mjxk+67d32z6twnZ//nfy+6Zw/vc9ddu2U2oE/M/veH52btfIL15X/6g9u1c3ujUPOSs/E4b//X++57+3/qVg/ucTd95UuNffIBCEAAAhCAAAQgAAEIWBAgOWtBkT4gAAEIQAACEIAABFoR8ElW/1NX+zW80frw9++8JEHqE6cHD/2tW/3RX12SsG01oHNuXnI2HWeRbG3H4nMQgAAEIAABCEAAAhDIIUByNocWn4UABCAAAQhAAAIQkAj823/8p7vvwUNVH1++/jp35NBD7uorr6j+PS8569u8cOrs7K3ZXAHaJmfTt3pzx+HzEIAABCAAAQhAAAIQyCVAcjaXGJ+HAAQgAAEIQAACEJAJ1CVpfae+rEH6RivJWRk3HUAAAhCAAAQgAAEIDJQAydmBGgaxIAABCEAAAhCAwBQIxCULrr7qitrkLGUNpuAJ6AgBCEAAAhCAAASmSYDk7DTtjtYQgAAEIAABCEBg3Qn48gI/Ofrr6hKvcNmXfyv26WdOVOUN/E/dm7OhLIH//ROP7HYbN26oSiCoF4LFb+h6OQ6uPnfZRWTrDokBIQABCEAAAhCAAAQmRYDk7KTMjbIQgAAEIAABCECgXwK+rutjh4/NhNiyeWWWEJ1Xc9Z/OCRoT59Zm7V9cv9ut/O2WxoVmldz9vU3366Vo7FDPgABCEAAAhCAAAQgAAEjAiRnjUDSDQQgAAEIQAACEIDAOAgsSgKPQwOkhAAEIAABCEAAAhBYFgIkZ5fFkugBAQhAAAIQgAAEJkYgJFnjN2BTBF++/rqqZMLVV14x+xXJ2Yk5CupCAAIQgAAEIACBARMgOTtg4yAaBCAAAQhAAAIQgIA9AZKz9kzpEQIQgAAEIAABCECgjADJ2TJutIIABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgIBEgOSvhozEEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgTICJGfLuNEKAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIBEgOSshI/GEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATKCJCcLeNGKwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEgGSsxI+GkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKCNAcraMG60gAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEgESM5K+GgMAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKCMAMnZMm60ggAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAgEfh/9fdGu7OfKnsAAAAASUVORK5CYII=",
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},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"title\":{\"text\":\"Failed browsers\"},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"ip\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"status\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('042b70ba-38e2-45ad-b497-7c8e9765411d');\n",
+       "var gd = document.getElementById('63e84904-3b79-4ce7-b082-e7b04e151586');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -4125,12 +4793,12 @@
     }
    ],
    "source": [
-    "px.bar(fail_visits.groupby(\"src_ip\").count().reset_index(), x=\"src_ip\", y=\"http_status\")"
+    "px.bar(fail_visits.groupby(\"ip\").count().reset_index(), x=\"ip\", y=\"status\", title=\"Failed browsers\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 40,
    "id": "f9758ac0-7abb-42d2-96b8-fab51fb52c1b",
    "metadata": {},
    "outputs": [
@@ -4155,17 +4823,23 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>http_method</th>\n",
-       "      <th>uri</th>\n",
-       "      <th>http_status</th>\n",
-       "      <th>response_size</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
        "      <th>referrer</th>\n",
        "      <th>user_agent</th>\n",
        "      <th>_time</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>src_ip</th>\n",
+       "      <th>ip</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
@@ -4187,6 +4861,23 @@
        "      <td>60</td>\n",
        "      <td>60</td>\n",
        "      <td>60</td>\n",
+       "      <td>60</td>\n",
+       "      <td>60</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144.76.95.39</th>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>66.249.73.135</th>\n",
@@ -4198,14 +4889,6 @@
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>91.236.75.25</th>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
@@ -4220,6 +4903,9 @@
        "      <td>6</td>\n",
        "      <td>6</td>\n",
        "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>176.92.75.62</th>\n",
@@ -4231,6 +4917,9 @@
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -4242,9 +4931,15 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23.20.83.155</th>\n",
+       "      <th>207.241.237.104</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -4255,7 +4950,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>38.99.236.50</th>\n",
+       "      <th>200.31.173.106</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -4266,7 +4964,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46.28.105.80</th>\n",
+       "      <th>199.189.248.95</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -4277,7 +4978,10 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5.9.143.150</th>\n",
+       "      <th>199.116.117.212</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -4297,1110 +5001,1201 @@
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>75 rows × 8 columns</p>\n",
+       "<p>90 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "               timestamp  http_method  uri  http_status  response_size  \\\n",
-       "src_ip                                                                   \n",
-       "208.91.156.11         60           60   60           60             60   \n",
-       "66.249.73.135          8            8    8            8              8   \n",
-       "91.236.75.25           8            8    8            8              8   \n",
-       "75.97.9.59             6            6    6            6              6   \n",
-       "176.92.75.62           5            5    5            5              5   \n",
-       "...                  ...          ...  ...          ...            ...   \n",
-       "23.20.83.155           1            1    1            1              1   \n",
-       "38.99.236.50           1            1    1            1              1   \n",
-       "46.28.105.80           1            1    1            1              1   \n",
-       "5.9.143.150            1            1    1            1              1   \n",
-       "98.130.2.118           1            1    1            1              1   \n",
+       "                 remote_log_name  userid  date  request_method  path  \\\n",
+       "ip                                                                     \n",
+       "208.91.156.11                 60      60    60              60    60   \n",
+       "144.76.95.39                  14      14    14              14    14   \n",
+       "66.249.73.135                  8       8     8               8     8   \n",
+       "75.97.9.59                     6       6     6               6     6   \n",
+       "176.92.75.62                   5       5     5               5     5   \n",
+       "...                          ...     ...   ...             ...   ...   \n",
+       "207.241.237.104                1       1     1               1     1   \n",
+       "200.31.173.106                 1       1     1               1     1   \n",
+       "199.189.248.95                 1       1     1               1     1   \n",
+       "199.116.117.212                1       1     1               1     1   \n",
+       "98.130.2.118                   1       1     1               1     1   \n",
        "\n",
-       "               referrer  user_agent  _time  \n",
-       "src_ip                                      \n",
-       "208.91.156.11        60          60     60  \n",
-       "66.249.73.135         8           8      8  \n",
-       "91.236.75.25          8           8      8  \n",
-       "75.97.9.59            6           6      6  \n",
-       "176.92.75.62          5           5      5  \n",
-       "...                 ...         ...    ...  \n",
-       "23.20.83.155          1           1      1  \n",
-       "38.99.236.50          1           1      1  \n",
-       "46.28.105.80          1           1      1  \n",
-       "5.9.143.150           1           1      1  \n",
-       "98.130.2.118          1           1      1  \n",
+       "                 request_version  status  length  referrer  user_agent  _time  \n",
+       "ip                                                                             \n",
+       "208.91.156.11                 60      60      60        60          60     60  \n",
+       "144.76.95.39                  14      14      14        14          14     14  \n",
+       "66.249.73.135                  8       8       8         8           8      8  \n",
+       "75.97.9.59                     6       6       6         6           6      6  \n",
+       "176.92.75.62                   5       5       5         5           5      5  \n",
+       "...                          ...     ...     ...       ...         ...    ...  \n",
+       "207.241.237.104                1       1       1         1           1      1  \n",
+       "200.31.173.106                 1       1       1         1           1      1  \n",
+       "199.189.248.95                 1       1       1         1           1      1  \n",
+       "199.116.117.212                1       1       1         1           1      1  \n",
+       "98.130.2.118                   1       1       1         1           1      1  \n",
        "\n",
-       "[75 rows x 8 columns]"
+       "[90 rows x 11 columns]"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "fail_visits.groupby(\"src_ip\").count().sort_values(by=\"http_status\", ascending=False)"
+    "fail_visits.groupby(\"ip\").count().sort_values(by=\"status\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d9aaeb4-f9f9-423f-a440-15bd7c73af6f",
+   "metadata": {},
+   "source": [
+    "## POSTers\n",
+    "\n",
+    "Exceedingly high amounts of `POST` requests may indicate malicious activity."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "763f9831-dfdb-4ae0-a508-cdae800ed79e",
+   "execution_count": 41,
+   "id": "2d63f31f-f930-490e-94c8-69ae3e26f2ab",
    "metadata": {},
    "outputs": [],
    "source": [
-    "visits_208_91_156_11 = df[df.src_ip == \"208.91.156.11\"]"
+    "# Filter for only POST data\n",
+    "post_df = df[df.request_method == \"POST\"]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "9685dd67-abfd-4683-a1f1-d307f055ec22",
+   "execution_count": 42,
+   "id": "29badf48-b1df-43f3-a8c4-0f0da683a734",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       },
-       "data": [
-        {
-         "hovertemplate": "_time=%{x}<br>uri=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "symbol": "circle"
-         },
-         "mode": "markers",
-         "name": "",
-         "orientation": "v",
-         "showlegend": false,
-         "type": "scatter",
-         "x": [
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{\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"_time\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"uri\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
-       "                            \n",
-       "var gd = document.getElementById('e3033235-4ea9-4fb8-bc2d-a27e8aa32a2b');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
-       "        var display = window.getComputedStyle(gd).display;\n",
-       "        if (!display || display === 'none') {{\n",
-       "            console.log([gd, 'removed!']);\n",
-       "            Plotly.purge(gd);\n",
-       "            observer.disconnect();\n",
-       "        }}\n",
-       "}});\n",
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
+       "      <th>referrer</th>\n",
+       "      <th>user_agent</th>\n",
+       "      <th>_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ip</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>78.173.140.106</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37.115.186.244</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91.236.74.121</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                remote_log_name  userid  date  request_method  path  \\\n",
+       "ip                                                                    \n",
+       "78.173.140.106                3       3     3               3     3   \n",
+       "37.115.186.244                1       1     1               1     1   \n",
+       "91.236.74.121                 1       1     1               1     1   \n",
+       "\n",
+       "                request_version  status  length  referrer  user_agent  _time  \n",
+       "ip                                                                            \n",
+       "78.173.140.106                3       3       3         3           3      3  \n",
+       "37.115.186.244                1       1       1         1           1      1  \n",
+       "91.236.74.121                 1       1       1         1           1      1  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group by IP\n",
+    "post_df.groupby(\"ip\").count().sort_values(by=\"_time\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a98c6ca8-07b4-4197-ae2c-d7dc92b663c2",
+   "metadata": {},
+   "source": [
+    "### POST Timechart\n",
+    "\n",
+    "Time-clustered activity may also indicate malicious activity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "bd5efece-764c-4577-9462-74026d8e2e79",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"altair-viz-b99278473055435d888d42d7e96cd819\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
+       "  (function(spec, embedOpt){\n",
+       "    let outputDiv = document.currentScript.previousElementSibling;\n",
+       "    if (outputDiv.id !== \"altair-viz-b99278473055435d888d42d7e96cd819\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-b99278473055435d888d42d7e96cd819\");\n",
+       "    }\n",
+       "    const paths = {\n",
+       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
+       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
+       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
+       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
+       "    };\n",
+       "\n",
+       "    function maybeLoadScript(lib, version) {\n",
+       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
+       "      return (VEGA_DEBUG[key] == version) ?\n",
+       "        Promise.resolve(paths[lib]) :\n",
+       "        new Promise(function(resolve, reject) {\n",
+       "          var s = document.createElement('script');\n",
+       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
+       "          s.async = true;\n",
+       "          s.onload = () => {\n",
+       "            VEGA_DEBUG[key] = version;\n",
+       "            return resolve(paths[lib]);\n",
+       "          };\n",
+       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
+       "          s.src = paths[lib];\n",
+       "        });\n",
+       "    }\n",
+       "\n",
+       "    function showError(err) {\n",
+       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
+       "      throw err;\n",
+       "    }\n",
+       "\n",
+       "    function displayChart(vegaEmbed) {\n",
+       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
+       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
+       "    }\n",
+       "\n",
+       "    if(typeof define === \"function\" && define.amd) {\n",
+       "      requirejs.config({paths});\n",
+       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
+       "    } else {\n",
+       "      maybeLoadScript(\"vega\", \"5\")\n",
+       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
+       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
+       "    }\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-6c74f39fceb06d8d2183d43fe4ff2832\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"field\": \"ip\", \"type\": \"nominal\"}, \"x\": {\"field\": \"_time\", \"type\": \"temporal\"}, \"y\": {\"aggregate\": \"count\", \"field\": \"status\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-6c74f39fceb06d8d2183d43fe4ff2832\": [{\"ip\": \"91.236.74.121\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"20/May/2015:08:05:41 +0000\", \"request_method\": \"POST\", \"path\": \"/projects/xdotool/\", \"request_version\": \"HTTP/1.1\", \"status\": \"200\", \"length\": \"12292\", \"referrer\": \"-\", \"user_agent\": \"Mozilla/5.0\", \"_time\": \"2015-05-20T08:05:41+00:00\"}, {\"ip\": \"78.173.140.106\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"19/May/2015:11:05:57 +0000\", \"request_method\": \"POST\", \"path\": \"/blog/geekery/pyblosxom-mdate-vim-hack.html/trackback/\", \"request_version\": \"HTTP/1.1\", \"status\": \"404\", \"length\": \"7861\", \"referrer\": \"http://www.semicomplete.com/blog/geekery/pyblosxom-mdate-vim-hack.html\", \"user_agent\": \"-\", \"_time\": \"2015-05-19T11:05:57+00:00\"}, {\"ip\": \"78.173.140.106\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"19/May/2015:10:05:15 +0000\", \"request_method\": \"POST\", \"path\": \"/blog/geekery/pyblosxom-mdate-vim-hack.html/trackback/\", \"request_version\": \"HTTP/1.1\", \"status\": \"404\", \"length\": \"7861\", \"referrer\": \"http://www.semicomplete.com/blog/geekery/pyblosxom-mdate-vim-hack.html\", \"user_agent\": \"-\", \"_time\": \"2015-05-19T10:05:15+00:00\"}, {\"ip\": \"78.173.140.106\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"19/May/2015:09:05:53 +0000\", \"request_method\": \"POST\", \"path\": \"/blog/geekery/pyblosxom-mdate-vim-hack.html/trackback/\", \"request_version\": \"HTTP/1.1\", \"status\": \"404\", \"length\": \"7861\", \"referrer\": \"http://www.semicomplete.com/blog/geekery/pyblosxom-mdate-vim-hack.html\", \"user_agent\": \"-\", \"_time\": \"2015-05-19T09:05:53+00:00\"}, {\"ip\": \"37.115.186.244\", \"remote_log_name\": \"-\", \"userid\": \"-\", \"date\": \"19/May/2015:04:05:16 +0000\", \"request_method\": \"POST\", \"path\": \"/blog/geekery/xvfb-firefox\", \"request_version\": \"HTTP/1.0\", \"status\": \"200\", \"length\": \"10975\", \"referrer\": \"http://zoomq.qiniudn.com/ZQScrapBook/ZqFLOSS/data/20110811235550/\", \"user_agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.91 Safari/537.11\", \"_time\": \"2015-05-19T04:05:16+00:00\"}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alt.Chart(post_df) \\\n",
+    ".mark_bar() \\\n",
+    ".encode(x=\"_time:T\", y=\"count(status):Q\", color=\"ip:N\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "677688de-a1d3-42f0-9c8b-9f60d5f5c187",
+   "metadata": {},
+   "source": [
+    "## User Agents\n",
+    "\n",
+    "User Agents may indicate scanning data, or uncommon agents in your org."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "016a6f3e-dc68-481d-b569-edbc279e35cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ip</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
+       "      <th>referrer</th>\n",
+       "      <th>_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>user_agent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>&amp;as_qdr=all</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I9300 Build/JSS15J) AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile Safari/534.30 GSA/3.2.17.1009776.arm</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I9505 Build/JSS15J) AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile Safari/534.30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I9300 Build/JSS15J) AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile Safari/534.30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_One Build/JSS15J) AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile Safari/534.30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS X; en-us) AppleWebKit/533.17.9 (KHTML, like Gecko) Version/5.0.2 Mobile/8L1 Safari/6533.18.5</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) AppleWebKit/537.51.1 (KHTML, like Gecko) CriOS/32.0.1700.21 Mobile/11B554a Safari/9537.53</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC Desire Build) AppleWebKit/533.1 (KHTML,like Gecko) Version/4.0 Mobile Safari/533.1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) GSA/3.2.1.25875 Mobile/11B554a Safari/8536.25</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) Version/6.0 Mobile/10B329 Safari/8536.25</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) Version/6.0 Mobile/10A523 Safari/8536.25</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv:11.0) Gecko/20100101 Firefox/11.0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (compatible; theoldreader.com; 2 subscribers; feed-id=2e78188bde2b643b822a26d6)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT-I8190 Build/JDQ39) AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile Safari/534.30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (compatible; theoldreader.com)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (compatible; MojeekBot/0.6; http://www.mojeek.com/bot.html)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) AppleWebKit/534.50.2 (KHTML, like Gecko) Version/5.0.6 Safari/533.22.3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (compatible; MSIE or Firefox mutant; not on Windows server; + http://tab.search.daum.net/aboutWebSearch.html) Daumoa/3.0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0; MALC)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) AppleWebKit/536.11 (KHTML, like Gecko) Chrome/20.0.1132.47 Safari/536.11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    ip  remote_log_name  \\\n",
+       "user_agent                                                                \n",
+       "&as_qdr=all                                          1                1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I...   1                1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I...   1                1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I...   1                1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_...   1                1   \n",
+       "Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS ...   1                1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...   1                1   \n",
+       "Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC De...   1                1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...   1                1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) ...   1                1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) ...   1                1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv...   1                1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com; 2 su...   1                1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT...   1                1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com)           1                1   \n",
+       "Mozilla/5.0 (compatible; MojeekBot/0.6; http://...   1                1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) ...   1                1   \n",
+       "Mozilla/5.0 (compatible; MSIE or Firefox mutant...   1                1   \n",
+       "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6...   1                1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) ...   1                1   \n",
+       "\n",
+       "                                                    userid  date  \\\n",
+       "user_agent                                                         \n",
+       "&as_qdr=all                                              1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I...       1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I...       1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I...       1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_...       1     1   \n",
+       "Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS ...       1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...       1     1   \n",
+       "Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC De...       1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...       1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) ...       1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) ...       1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv...       1     1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com; 2 su...       1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT...       1     1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com)               1     1   \n",
+       "Mozilla/5.0 (compatible; MojeekBot/0.6; http://...       1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) ...       1     1   \n",
+       "Mozilla/5.0 (compatible; MSIE or Firefox mutant...       1     1   \n",
+       "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6...       1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) ...       1     1   \n",
+       "\n",
+       "                                                    request_method  path  \\\n",
+       "user_agent                                                                 \n",
+       "&as_qdr=all                                                      1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I...               1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I...               1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I...               1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_...               1     1   \n",
+       "Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS ...               1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...               1     1   \n",
+       "Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC De...               1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...               1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) ...               1     1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) ...               1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv...               1     1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com; 2 su...               1     1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT...               1     1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com)                       1     1   \n",
+       "Mozilla/5.0 (compatible; MojeekBot/0.6; http://...               1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) ...               1     1   \n",
+       "Mozilla/5.0 (compatible; MSIE or Firefox mutant...               1     1   \n",
+       "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6...               1     1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) ...               1     1   \n",
+       "\n",
+       "                                                    request_version  status  \\\n",
+       "user_agent                                                                    \n",
+       "&as_qdr=all                                                       1       1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I...                1       1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I...                1       1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I...                1       1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_...                1       1   \n",
+       "Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS ...                1       1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...                1       1   \n",
+       "Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC De...                1       1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...                1       1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) ...                1       1   \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) ...                1       1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv...                1       1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com; 2 su...                1       1   \n",
+       "Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT...                1       1   \n",
+       "Mozilla/5.0 (compatible; theoldreader.com)                        1       1   \n",
+       "Mozilla/5.0 (compatible; MojeekBot/0.6; http://...                1       1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) ...                1       1   \n",
+       "Mozilla/5.0 (compatible; MSIE or Firefox mutant...                1       1   \n",
+       "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6...                1       1   \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) ...                1       1   \n",
+       "\n",
+       "                                                    length  referrer  _time  \n",
+       "user_agent                                                                   \n",
+       "&as_qdr=all                                              1         1      1  \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-gb; GT-I...       1         1      1  \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-nz; GT-I...       1         1      1  \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; GT-I...       1         1      1  \n",
+       "Mozilla/5.0 (Linux; U; Android 4.3; en-us; HTC_...       1         1      1  \n",
+       "Mozilla/5.0 (iPad; U; CPU OS 4_3_5 like Mac OS ...       1         1      1  \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...       1         1      1  \n",
+       "Mozilla/5.0 (Linux;u;Android 2.3.7;zh-cn;HTC De...       1         1      1  \n",
+       "Mozilla/5.0 (iPad; CPU OS 7_0_4 like Mac OS X) ...       1         1      1  \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_1_3 like Mac OS X) ...       1         1      1  \n",
+       "Mozilla/5.0 (iPad; CPU OS 6_0_1 like Mac OS X) ...       1         1      1  \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv...       1         1      1  \n",
+       "Mozilla/5.0 (compatible; theoldreader.com; 2 su...       1         1      1  \n",
+       "Mozilla/5.0 (Linux; U; Android 4.2.2; fa-ir; GT...       1         1      1  \n",
+       "Mozilla/5.0 (compatible; theoldreader.com)               1         1      1  \n",
+       "Mozilla/5.0 (compatible; MojeekBot/0.6; http://...       1         1      1  \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8) ...       1         1      1  \n",
+       "Mozilla/5.0 (compatible; MSIE or Firefox mutant...       1         1      1  \n",
+       "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6...       1         1      1  \n",
+       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) ...       1         1      1  "
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group by User Agent\n",
+    "agents = df.groupby(\"user_agent\").count()\n",
+    "# Look at rare UAs\n",
+    "agents.sort_values(by=\"ip\", ascending=True).head(20)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b6938024-ff6e-45a6-a653-0669268b9476",
+   "metadata": {},
+   "source": [
+    "### Short UAS\n",
+    "\n",
+    "Short User Agents may indicate programmatic access, like by scanners."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "3c1b9825-07d4-40f8-bb97-307b413f24ae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
        "\n",
-       "// Listen for the removal of the full notebook cells\n",
-       "var notebookContainer = gd.closest('#notebook-container');\n",
-       "if (notebookContainer) {{\n",
-       "    x.observe(notebookContainer, {childList: true});\n",
-       "}}\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
        "\n",
-       "// Listen for the clearing of the current output cell\n",
-       "var outputEl = gd.closest('.output');\n",
-       "if (outputEl) {{\n",
-       "    x.observe(outputEl, {childList: true});\n",
-       "}}\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ip</th>\n",
+       "      <th>remote_log_name</th>\n",
+       "      <th>userid</th>\n",
+       "      <th>date</th>\n",
+       "      <th>request_method</th>\n",
+       "      <th>path</th>\n",
+       "      <th>request_version</th>\n",
+       "      <th>status</th>\n",
+       "      <th>length</th>\n",
+       "      <th>referrer</th>\n",
+       "      <th>_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>user_agent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-</th>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "      <td>175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Feedbin - 1 subscribers</th>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Twitterbot/1.0</th>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>portscout/0.8.1</th>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Embedly +support@embed.ly</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Python-urllib/2.7</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wget/1.14 (linux-gnu)</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>fetch libfetch/2.0</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MAXX_MAUI WAP Browser</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ruby</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Googlebot-Image/1.0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>binlar_2.6.3 test@mgmt.mic</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Opera 9.6</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Robosourcer/1.0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wget/1.12 (linux-gnu)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wget/1.13.4 (linux-gnu)</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YisouSpider</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ZDM/4.0; Windows Mobile 8.0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nutch-1.4/Nutch-1.4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>&amp;as_qdr=all</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              ip  remote_log_name  userid  date  \\\n",
+       "user_agent                                                        \n",
+       "-                            175              175     175   175   \n",
+       "Feedbin - 1 subscribers       50               50      50    50   \n",
+       "Twitterbot/1.0                14               14      14    14   \n",
+       "portscout/0.8.1                7                7       7     7   \n",
+       "Embedly +support@embed.ly      5                5       5     5   \n",
+       "Python-urllib/2.7              4                4       4     4   \n",
+       "Wget/1.14 (linux-gnu)          4                4       4     4   \n",
+       "fetch libfetch/2.0             4                4       4     4   \n",
+       "MAXX_MAUI WAP Browser          3                3       3     3   \n",
+       "Ruby                           3                3       3     3   \n",
+       "Googlebot-Image/1.0            2                2       2     2   \n",
+       "binlar_2.6.3 test@mgmt.mic     2                2       2     2   \n",
+       "Opera 9.6                      1                1       1     1   \n",
+       "Robosourcer/1.0                1                1       1     1   \n",
+       "Wget/1.12 (linux-gnu)          1                1       1     1   \n",
+       "Wget/1.13.4 (linux-gnu)        1                1       1     1   \n",
+       "YisouSpider                    1                1       1     1   \n",
+       "ZDM/4.0; Windows Mobile 8.0    1                1       1     1   \n",
+       "nutch-1.4/Nutch-1.4            1                1       1     1   \n",
+       "&as_qdr=all                    1                1       1     1   \n",
        "\n",
-       "                        })                };                });            </script>        </div>"
+       "                             request_method  path  request_version  status  \\\n",
+       "user_agent                                                                   \n",
+       "-                                       175   175              175     175   \n",
+       "Feedbin - 1 subscribers                  50    50               50      50   \n",
+       "Twitterbot/1.0                           14    14               14      14   \n",
+       "portscout/0.8.1                           7     7                7       7   \n",
+       "Embedly +support@embed.ly                 5     5                5       5   \n",
+       "Python-urllib/2.7                         4     4                4       4   \n",
+       "Wget/1.14 (linux-gnu)                     4     4                4       4   \n",
+       "fetch libfetch/2.0                        4     4                4       4   \n",
+       "MAXX_MAUI WAP Browser                     3     3                3       3   \n",
+       "Ruby                                      3     3                3       3   \n",
+       "Googlebot-Image/1.0                       2     2                2       2   \n",
+       "binlar_2.6.3 test@mgmt.mic                2     2                2       2   \n",
+       "Opera 9.6                                 1     1                1       1   \n",
+       "Robosourcer/1.0                           1     1                1       1   \n",
+       "Wget/1.12 (linux-gnu)                     1     1                1       1   \n",
+       "Wget/1.13.4 (linux-gnu)                   1     1                1       1   \n",
+       "YisouSpider                               1     1                1       1   \n",
+       "ZDM/4.0; Windows Mobile 8.0               1     1                1       1   \n",
+       "nutch-1.4/Nutch-1.4                       1     1                1       1   \n",
+       "&as_qdr=all                               1     1                1       1   \n",
+       "\n",
+       "                             length  referrer  _time  \n",
+       "user_agent                                            \n",
+       "-                               175       175    175  \n",
+       "Feedbin - 1 subscribers          50        50     50  \n",
+       "Twitterbot/1.0                   14        14     14  \n",
+       "portscout/0.8.1                   7         7      7  \n",
+       "Embedly +support@embed.ly         5         5      5  \n",
+       "Python-urllib/2.7                 4         4      4  \n",
+       "Wget/1.14 (linux-gnu)             4         4      4  \n",
+       "fetch libfetch/2.0                4         4      4  \n",
+       "MAXX_MAUI WAP Browser             3         3      3  \n",
+       "Ruby                              3         3      3  \n",
+       "Googlebot-Image/1.0               2         2      2  \n",
+       "binlar_2.6.3 test@mgmt.mic        2         2      2  \n",
+       "Opera 9.6                         1         1      1  \n",
+       "Robosourcer/1.0                   1         1      1  \n",
+       "Wget/1.12 (linux-gnu)             1         1      1  \n",
+       "Wget/1.13.4 (linux-gnu)           1         1      1  \n",
+       "YisouSpider                       1         1      1  \n",
+       "ZDM/4.0; Windows Mobile 8.0       1         1      1  \n",
+       "nutch-1.4/Nutch-1.4               1         1      1  \n",
+       "&as_qdr=all                       1         1      1  "
       ]
      },
+     "execution_count": 45,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "px.scatter(visits_208_91_156_11, x=\"_time\", y=\"uri\")"
+    "pd.set_option(\"display.max_rows\",100)\n",
+    "agent_clean = df.dropna(subset=[\"user_agent\"])\n",
+    "not_moz = agent_clean[~agent_clean.user_agent.str.contains(\"Mozilla\")]\n",
+    "short_agents = not_moz[not_moz.user_agent.str.len() <= 30]\n",
+    "short_agents.groupby(\"user_agent\").count().sort_values(by=\"ip\", ascending=False).head(100)"
    ]
   }
  ],