02_collecting_and_cleaning_data.ipynb

{
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    "# Let's clean up here\n",
    "## 02. Collecting and cleaning data\n",
    "Typically, we will initially receive a file containing more or less structured data and a task to be solved. It is rarely prepared for solving our particular issue - most of the times it is just a raw output of some kind of application or the database exported to CSV, JSON or so. \n",
    "\n",
    "Sometimes gathering the data is a part of the job, however we will assume we have already got the file with the data extracted from the system that it comes from."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 01. Lyrics from Metrolyrics\n",
    "As a first example we are going to take a dataset consisting of 380 000 lyrics of songs. It is available as a CSV file. Let have a look at what is inside."
   ]
  },
  {
   "cell_type": "code",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>song</th>\n",
       "      <th>year</th>\n",
       "      <th>artist</th>\n",
       "      <th>genre</th>\n",
       "      <th>lyrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>ego-remix</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Oh baby, how you doing?\\nYou know I'm gonna cu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>then-tell-me</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>playin' everything so easy,\\nit's like you see...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>honesty</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>If you search\\nFor tenderness\\nIt isn't hard t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>you-are-my-rock</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Oh oh oh I, oh oh oh I\\n[Verse 1:]\\nIf I wrote...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>black-culture</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Party the people, the people the party it's po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>all-i-could-do-was-cry</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>I heard\\nChurch bells ringing\\nI heard\\nA choi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>once-in-a-lifetime</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>This is just another day that I would spend\\nW...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>waiting</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Waiting, waiting, waiting, waiting\\nWaiting, w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>slow-love</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>[Verse 1:]\\nI read all of the magazines\\nwhile...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>why-don-t-you-love-me</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>N-n-now, honey\\nYou better sit down and look a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>song</th>\n",
       "      <th>year</th>\n",
       "      <th>artist</th>\n",
       "      <th>genre</th>\n",
       "      <th>lyrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>ego-remix</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Oh baby, how you doing?\\nYou know I'm gonna cu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>then-tell-me</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>playin' everything so easy,\\nit's like you see...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>honesty</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>If you search\\nFor tenderness\\nIt isn't hard t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>you-are-my-rock</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Oh oh oh I, oh oh oh I\\n[Verse 1:]\\nIf I wrote...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>black-culture</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Party the people, the people the party it's po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>all-i-could-do-was-cry</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>I heard\\nChurch bells ringing\\nI heard\\nA choi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>once-in-a-lifetime</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>This is just another day that I would spend\\nW...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>waiting</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Waiting, waiting, waiting, waiting\\nWaiting, w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>slow-love</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>[Verse 1:]\\nI read all of the magazines\\nwhile...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>why-don-t-you-love-me</td>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "      <td>N-n-now, honey\\nYou better sit down and look a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
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   ],
   "source": [
    "import pandas as pd\n",
    "import pandas_profiling\n",
    "\n",
    "# Load the CSV file\n",
    "lyrics_df = pd.read_csv(\"./datasets/380000-lyrics-from-metrolyrics/lyrics.csv.zip\", \n",
    "                        compression=\"zip\")\n",
    "# Show a table with the first 10 entries\n",
    "lyrics_df.head(n=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we may see, the file contains 6 columns: index, song title, release year, artist, genre and lyrics. Let try to have a brief overview of what is really inside. We need to have some kind of intuition about the data, in order to be able to work with it more.\n",
    "\n",
    "First of all, let try to find all the years that the songs come from."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2009 2007 2013 2010 2012 2006 2016 2011 2015 2008 2014 1998 2002 1995 2004\n 1972 2005 1978 1970 1981 1994 1997 2003 1976 2001 1983 1987 1993 1982 1986\n 1992 1984 1977 1989 1979 1996 1988 1974 1975 1973 1971 1999 1990 1991 1985\n 2000 1980  702  112 2038 1968   67]\n"
     ]
    }
   ],
   "source": [
    "print(lyrics_df[\"year\"].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At the first look we may see there might be a data issue, or we have quite old songs in a database (67, 112, 702). What's more, we have at least one example of the song coming from a future: year 2038 also appears on our list. Let have a look at these examples more in details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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       "      <th>112163</th>\n",
       "      <td>112163</td>\n",
       "      <td>todos-os-patinhos</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>112164</th>\n",
       "      <td>112164</td>\n",
       "      <td>joana-come-a-papa</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112165</th>\n",
       "      <td>112165</td>\n",
       "      <td>atirei-o-pau-ao-gato</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112166</th>\n",
       "      <td>112166</td>\n",
       "      <td>eu-vi-um-sapo</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112167</th>\n",
       "      <td>112167</td>\n",
       "      <td>pipi-das-meias-altas</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112168</th>\n",
       "      <td>112168</td>\n",
       "      <td>minhoca</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>147914</th>\n",
       "      <td>147914</td>\n",
       "      <td>it-s-over-now-remix</td>\n",
       "      <td>112</td>\n",
       "      <td>g-dep</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>What is this?\\nNumbers in your pocket\\nI remem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238541</th>\n",
       "      <td>238541</td>\n",
       "      <td>come-see-me-remix</td>\n",
       "      <td>112</td>\n",
       "      <td>black-rob</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>Baby, you can come see me 'cause I need you he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315540</th>\n",
       "      <td>315540</td>\n",
       "      <td>let-s-lurk</td>\n",
       "      <td>67</td>\n",
       "      <td>giggs</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>Verse 1:\\nStill pulling up on smoke\\nSkeng in ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335205</th>\n",
       "      <td>335205</td>\n",
       "      <td>i-can-t-believe</td>\n",
       "      <td>112</td>\n",
       "      <td>faith-evans</td>\n",
       "      <td>Pop</td>\n",
       "      <td>[Chorus]\\nI can't believe that love has gone a...</td>\n",
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       "      <th></th>\n",
       "      <th>index</th>\n",
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       "      <th>year</th>\n",
       "      <th>artist</th>\n",
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       "      <td>clipse</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>You're my star\\nIt's such a wonder how you shi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69708</th>\n",
       "      <td>69708</td>\n",
       "      <td>anywhere-remix</td>\n",
       "      <td>112</td>\n",
       "      <td>dru-hill</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>Here we are all alone\\nYou and me, privacy\\nAn...</td>\n",
       "    </tr>\n",
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       "      <td>112159</td>\n",
       "      <td>atchim</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112163</th>\n",
       "      <td>112163</td>\n",
       "      <td>todos-os-patinhos</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112164</th>\n",
       "      <td>112164</td>\n",
       "      <td>joana-come-a-papa</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112165</th>\n",
       "      <td>112165</td>\n",
       "      <td>atirei-o-pau-ao-gato</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112166</th>\n",
       "      <td>112166</td>\n",
       "      <td>eu-vi-um-sapo</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112167</th>\n",
       "      <td>112167</td>\n",
       "      <td>pipi-das-meias-altas</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112168</th>\n",
       "      <td>112168</td>\n",
       "      <td>minhoca</td>\n",
       "      <td>2038</td>\n",
       "      <td>anita</td>\n",
       "      <td>Rock</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147914</th>\n",
       "      <td>147914</td>\n",
       "      <td>it-s-over-now-remix</td>\n",
       "      <td>112</td>\n",
       "      <td>g-dep</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>What is this?\\nNumbers in your pocket\\nI remem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238541</th>\n",
       "      <td>238541</td>\n",
       "      <td>come-see-me-remix</td>\n",
       "      <td>112</td>\n",
       "      <td>black-rob</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>Baby, you can come see me 'cause I need you he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315540</th>\n",
       "      <td>315540</td>\n",
       "      <td>let-s-lurk</td>\n",
       "      <td>67</td>\n",
       "      <td>giggs</td>\n",
       "      <td>Hip-Hop</td>\n",
       "      <td>Verse 1:\\nStill pulling up on smoke\\nSkeng in ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335205</th>\n",
       "      <td>335205</td>\n",
       "      <td>i-can-t-believe</td>\n",
       "      <td>112</td>\n",
       "      <td>faith-evans</td>\n",
       "      <td>Pop</td>\n",
       "      <td>[Chorus]\\nI can't believe that love has gone a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the dataframe to get only the rows which have the \"year\" property set to 67, 112, 702 or 2038\n",
    "old_lyrics_df = lyrics_df.loc[lyrics_df[\"year\"].isin([67, 112, 702, 2038])]\n",
    "old_lyrics_df.head(16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several possibilites if we face such an issue. The first one is to just leave the values as they are and to assume we received correct data. That is the simplest, and probably the worst approach. The second one would be to correct the entries using some external knowledge, but in some of the cases it won't be possible, as the data is unique and impossible to be reproduced. Another possibility is to correct the values with a mean, or any other value that might be calculated using the rest of the data we have. Neverthless, we'll just remove this entries to not impact our further results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'lyrics_df' (DataFrame)\n"
     ]
    }
   ],
   "source": [
    "lyrics_df = lyrics_df[lyrics_df[\"year\"] > 702]\n",
    "lyrics_df = lyrics_df[lyrics_df[\"year\"] < 2038]\n",
    "%store lyrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It might be also interesting to see how many songs come from each year. For that we can simply generate a chart that will show it in an easy to understand manner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9e09c8ed68>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate number of entries for each unique year and display a chart\n",
    "counted_by_year = lyrics_df.groupby(\"year\").count()\n",
    "counted_by_year[\"index\"].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Automating the process\n",
    "We probably should perform the same process again for every column of our file. Due to the fact it is a common problem for all the people working with data, we may try to automate the process, just in order to have an overview of all the data available. We will leave two columns (song and lyrics) for now, as they will be used a lot in the next steps, we will perform. The next example shows how to do such analysis almost effortlessly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
       "            .extrapadding{\n",
       "                padding: 2em;\n",
       "            }\n",
       "\n",
       "</style>\n",
       "\n",
       "<div class=\"container pandas-profiling\">\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Overview</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Dataset info</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Number of variables</th>\n",
       "                <td>4 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Number of observations</th>\n",
       "                <td>362221 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total Missing (%)</th>\n",
       "                <td>0.0% </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total size in memory</th>\n",
       "                <td>11.1 MiB </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Average record size in memory</th>\n",
       "                <td>32.0 B </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Variables types</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Numeric</th>\n",
       "                <td>2 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Categorical</th>\n",
       "                <td>2 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Date</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Text (Unique)</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Rejected</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-12\" style=\"padding-left: 1em;\">\n",
       "        <p class=\"h4\">Warnings</p>\n",
       "        <ul class=\"list-unstyled\"><li><code>artist</code> has a high cardinality: 18230 distinct values  <span class=\"label label-warning\">Warning</span></l> </ul>\n",
       "    </div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Variables</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">artist<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"alert\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>18230</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>5.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-818621307838793885\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>dolly-parton</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        755\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>american-idol</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
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       "        700\n",
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       "    <th>elton-john</th>\n",
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       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        680\n",
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       "</tr><tr class=\"other\">\n",
       "    <th>Other values (18227)</th>\n",
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       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 99.4%\">\n",
       "            360086\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
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       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
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       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-818621307838793885\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">dolly-parton</td>\n",
       "        <td class=\"number\">755</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">american-idol</td>\n",
       "        <td class=\"number\">700</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">elton-john</td>\n",
       "        <td class=\"number\">680</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">b-b-king</td>\n",
       "        <td class=\"number\">667</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">chris-brown</td>\n",
       "        <td class=\"number\">655</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">eddy-arnold</td>\n",
       "        <td class=\"number\">628</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">barbra-streisand</td>\n",
       "        <td class=\"number\">624</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">ella-fitzgerald</td>\n",
       "        <td class=\"number\">623</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">bob-dylan</td>\n",
       "        <td class=\"number\">614</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">bee-gees</td>\n",
       "        <td class=\"number\">599</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (18220)</td>\n",
       "        <td class=\"number\">355676</td>\n",
       "        <td class=\"number\">98.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">genre<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>12</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable6813394246296541405\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Rock</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:89%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 36.3%\">\n",
       "            131367\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Pop</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:34%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 13.6%\">\n",
       "            49443\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Hip-Hop</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:23%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 9.4%\">\n",
       "            33960\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (9)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 40.7%\">\n",
       "            147451\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable6813394246296541405, #minifreqtable6813394246296541405\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable6813394246296541405\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">Rock</td>\n",
       "        <td class=\"number\">131367</td>\n",
       "        <td class=\"number\">36.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Pop</td>\n",
       "        <td class=\"number\">49443</td>\n",
       "        <td class=\"number\">13.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Hip-Hop</td>\n",
       "        <td class=\"number\">33960</td>\n",
       "        <td class=\"number\">9.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Not Available</td>\n",
       "        <td class=\"number\">29814</td>\n",
       "        <td class=\"number\">8.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Metal</td>\n",
       "        <td class=\"number\">28408</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Other</td>\n",
       "        <td class=\"number\">23683</td>\n",
       "        <td class=\"number\">6.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:18%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Country</td>\n",
       "        <td class=\"number\">17286</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Jazz</td>\n",
       "        <td class=\"number\">17147</td>\n",
       "        <td class=\"number\">4.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Electronic</td>\n",
       "        <td class=\"number\">16205</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">R&B</td>\n",
       "        <td class=\"number\">5935</td>\n",
       "        <td class=\"number\">1.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (2)</td>\n",
       "        <td class=\"number\">8973</td>\n",
       "        <td class=\"number\">2.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">index<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>362221</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>100.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>181120</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>362236</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram3057379760962050527\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAAPpJREFUeJzt1TENQgEQREE%2BQRIi8ESNJ0Tg6agh5LVHMaNgm5c9ZmZOwE/n7QHwzy7bA75d78/tCSx6PW7bEz54EAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBcMzMbI%2BAf%2BVBIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAILwB%2BwILj9G2cTUAAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives3057379760962050527,#minihistogram3057379760962050527\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives3057379760962050527\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles3057379760962050527\"\n",
       "                                                  aria-controls=\"quantiles3057379760962050527\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram3057379760962050527\" aria-controls=\"histogram3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common3057379760962050527\" aria-controls=\"common3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme3057379760962050527\" aria-controls=\"extreme3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles3057379760962050527\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>18111</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>90557</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>271680</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>344120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>362236</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>362236</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>104570</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.57735</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>90560</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-4.591e-05</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>65605384766</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>10935000000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>2.8 MiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram3057379760962050527\">\n",
       "            <img 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ioKFgfgYiIhJgGZ/MdhLHRZsxmk1ebe9Pnj6psuFwdW3Ii4SvsAtann37qtfYKICMjgy1btvD888%2BTlJTE3Llz2bBhAyNGjABgwoQJlJWVMX36dFJSUti2bRvl5eXEx8cDsGTJEsaMGcPNN9/MwIEDSUhI8JR4gOYpyaqqKvr06cMdd9zBQw89xJw5cwL3pkVEJKRd3Cbn8q/V/0i/Dku0mS/sTirPBG/RtQRW2K3BKikpoaSk5LLHx44dy969e694XFFR0RVHnWJjY1m9ejWrV69usz0zM5Py8vLOXbCIiEQ8T8BqtfbKLTrKzA3XJ7LvxFn2//scA9OuC/TlSRCE3QiWiIhIqLl0H8JLDW/Z%2BFlb5nQfClgiIiI%2BsntGsNr%2BWnWvwzqgiu7dhgKWiIiIj9rah7C1i3cSnutwbUUJTwpYIiIiPmprH8LWBvfpSbTZxOf1DqrONQTy0iRIFLBERER85F7kbrnCFKElOors3s1bq%2B3/t9ZhdQcKWCIiIj661hQhXFzofkABq1tQwBIREfGR%2By7C%2BKsFrJaF7vtV0b1bUMASERHxUcM17iIEGN6vZQRLpRq6BQUsERERH9mvUmjU7cbrEzGZoNpm53SdFrpHOgUsERERH7n3IrxawOoRG81/pPcEtPFzd6CAJSIi4qOr7UXY2jAtdO82FLBERER8dLFMw5VHsOBiwdH9quge8RSwREREfHStvQjdhvXTnoTdhQKWiIiIj9pzFyHAsJYRrJOfX%2BBcvaPLr0uCRwFLRETER55F7lfYKsctKT6GL6X0AFSuIdIpYImIiPiooR1lGtzcC901TRjZFLBERER81N4pQmhV0V0L3SOaApaIiIiPNIIll1LAEhER8VF77yKEiwvdP6k57wlmEnkUsERERHzUkSnC1OtiMZvAMMDWoDsJI5UCloiIiI86MkVoNpvoaYkGoK7B2aXXJcGjgCUiIuKj9uxF2FpCXAwAtgsawYpUClgiIiI%2BcLkMGj11sNr3tZoQpxGsSKeAJSIi4gN7S7iC9o9gJcY3j2ApYEUuBSwREREftL4TsN0Bq2UES4vcI5cCloiIiA8anM0BKybKRJTZ1K5j3Guw6hSwIpYCloiIiA88NbCusQ9ha1qDFfkUsERERHzgniK0tHN6ECAxTmuwIp0CloiIiA86UmTUzT2CpTINkSvsAlZpaSnXX3891113HePGjePYsWMA7Nixg9GjR5OYmMiwYcPYuHGj13GrVq1iyJAhJCYmctttt2G1Wj1tDQ0NFBYWkpmZSVpaGtOmTaO2ttbTXllZyaRJk0hNTaV///7MmzcPl8uFiIjIhQ4UGXXz1MHSCFbECquAtXr1ajZs2MB7773HqVOnGDp0KMuXL%2BfUqVNMnTqVwsJCTp8%2BzcqVK5k1axa7du0CYPPmzSxatIj169dTXV3NlClTmDx5MufPnwdgwYIFWK1Wdu7cyZEjRzAMgxkzZnhet6CggH79%2BnH06FG2b9/OG2%2B8wYoVK4LyGYiISGixe/Yh7PgIlha5R66wCljPPvsspaWlnpGoVatWsWrVKjZu3MjgwYN59NFHiYuLY9y4cUydOpV169YBsGbNGmbMmEF%2Bfj7x8fE89dRTmEwmNm/ejNPp5OWXX2bhwoVkZWWRkpJCaWkpW7Zsoaqqil27drFv3z6WLVtGUlIS2dnZFBcXs3bt2iB/GiIiEgrcU4TxHVmDpTpYES862BfQXv/%2B97/55JNP%2BPzzzxk6dCjV1dXceeedvPDCC1itVnJzc72en5uby6ZNmwCwWq3cf//9njaz2czIkSOpqKggJyeHc%2BfOeR1/ww03EB8fj9VqpaqqigEDBpCcnOx17sOHD1NXV0dCQsJl12q327Hb7Z6fbTYbAA6HA4fD9/9acZ/DH%2BcS36k/Qov6I7R0h/4439AIQGyUud3vM77l29d2oTGgn0136I/Wgvk%2BwyZgnTx5EoDf/e53bN%2B%2BHZfLxbRp05g1axb19fVkZmZ6PT8lJYWamhoAamtrvQJS63b3WqtL25OTkz3tbR0LUFNT02bAKisrY/HixZc9vnXrVnr06NGRt31V27Zt89u5xHfqj9Ci/ggtkdwfFdUmIIpzZz6jvLy8Xcd8Wg8QzZm6C%2B0%2Bxp8iuT9aq6%2BvD9prh03AMgwDgB/%2B8If07dsXgMWLF/P1r3%2BdcePGedqvdXxn2q917KVKSkooLi72/Gyz2cjKymL8%2BPEkJiZ26FxtcTgcbNu2jbvvvpuYmBifzye%2BUX%2BEFvVHaOkO/fHZzko4epj%2B/foyceKIdh1TbWugbN9fsBtmvv718ZhM7StQ6qvu0B%2BtuWeQgiFsAlafPn0A6NWrl%2BexAQMGYBgGDofD664/aB61ysjIACA9Pb3N9uHDh5Oenu75uWfPnp72M2fOkJGRgdPpbPNYk8nkOfZSFosFi8Vy2eMxMTF%2B/YX29/nEN%2BqP0KL%2BCC2R3B8OV3M4irdEt/s9piY0L4Fuchk4DDPXxQb26ziS%2B6O1YL7HsFnknpmZSWJiInv37vU8duzYMWJiYpg4caJX2QWAiooK8vPzAcjLy/Nqb2pqYvfu3eTn5zNo0CCSk5O92vfv34/dbicvL4%2B8vDyOHz/umW50n3vo0KFegUxERLqnztTBiosxE92yrY72I4xMYROwoqOjeeyxxygtLeXjjz/m9OnTLFmyhAcffJCHH36YY8eOsW7dOhoaGigvL6e8vJzZs2cDUFRUxPr16/nggw%2Bor6%2BntLQUi8XCpEmTiIqKYvbs2ZSWlnLixAlqa2spKSmhoKCA3r17k5OTw6hRo5g/fz42m41Dhw6xfPlyioqKgvyJiIhIKHDvRdiRrXJMJpO2y4lwYTNFCM2Lx%2B12O6NHj8bhcHDvvfeyatUqevbsyZYtW3jyySf5zne%2Bw4ABA9iwYQMjRjTPhU%2BYMIGysjKmT5/O6dOnGTVqFOXl5cTHxwOwZMkS6urquPnmm3E6nUyePJkXXnjB87qvvfYas2fPpk%2BfPiQmJlJYWMicOXOC8hmIiEhouVgHq/0BC5qLjX5e71AtrAgVVgHLYrGwevVqVq9efVnb2LFjvaYPL1VUVHTFUafY2NgrnheapyeDcZeHiIiEvs5MEQIkttRqUDX3yBQ2U4QiIiKhqKETW%2BUAJFhatsvRfoQRSQFLRETEB%2B69CC0dniLUGqxIpoAlIiLigwb3Gqzojn2lujd8VsCKTApYIiIiPvDsRRjbsREs9xosLXKPTApYIiIiPmhwukewOn4XIagOVqRSwBIREfGBvZOL3BO1BiuiKWCJiIj4oLNlGrTIPbIpYImIiPigoZOFRhM9i9w1RRiJFLBERER84Nkqp8MjWO46WBrBikQKWCIiIj5wTxFaOrzIXXcRRjIFLBERkU4yDKPTU4RagxXZFLBEREQ6yd5SogE6sxdh8xThF41OXC7Dr9clwaeAJSIi0kl2R%2BuA1bkRLMOAOrtGsSKNApaIiEgnuRe4R5lNxER17CvVEh1FbMv2OlqHFXkUsERERDrpQmPLHYQd3IfQTcVGI5cCloiISCddLNHQselBt0Rt%2BByxFLBEREQ6qbN3ELq512HZLmiKMNIoYImIiHRSZ7fJcXMXG62zK2BFGgUsERGRTmro5EbPbqqFFbkUsERERDrJ1ylCrcGKXApYIiIinWTv5D6EblqDFbkUsERERDrJM0XYwX0I3TwbPmsEK%2BIoYImIiHSSv%2B4iVKHRyKOAJSIi0knuESxLJ6cI3fsRagQr8ihgiYiIdJJGsORKFLBEREQ6yVPJvdNrsFSmIVIpYImIiHSSr4VGL5Zp0AhWpFHAEhER6SRfC426A5btgkawIo0CloiISCe512DF%2B7gG64KjCUeTy2/XJcEXVgHLZDJhsViIi4vz/Pnud78LwI4dOxg9ejSJiYkMGzaMjRs3eh27atUqhgwZQmJiIrfddhtWq9XT1tDQQGFhIZmZmaSlpTFt2jRqa2s97ZWVlUyaNInU1FT69%2B/PvHnzcLn0D0FEpLvzdYqwZ0vAAvhC67AiSlgFLIDDhw/T0NDg%2BfPcc89x6tQppk6dSmFhIadPn2blypXMmjWLXbt2AbB582YWLVrE%2BvXrqa6uZsqUKUyePJnz588DsGDBAqxWKzt37uTIkSMYhsGMGTM8r1lQUEC/fv04evQo27dv54033mDFihVBef8iIhI6LpZp6NwIVkyU2TP6pYXukSXsAlZbNm7cyODBg3n00UeJi4tj3LhxTJ06lXXr1gGwZs0aZsyYQX5%2BPvHx8Tz11FOYTCY2b96M0%2Bnk5ZdfZuHChWRlZZGSkkJpaSlbtmyhqqqKXbt2sW/fPpYtW0ZSUhLZ2dkUFxezdu3aIL9rEREJNl/LNAAkxrdsl6OF7hEl%2BtpPCS3z58/n/fffx2azMX36dJYvX47VaiU3N9frebm5uWzatAkAq9XK/fff72kzm82MHDmSiooKcnJyOHfunNfxN9xwA/Hx8VitVqqqqhgwYADJycle5z58%2BDB1dXUkJCRcdo12ux273e752WazAeBwOHA4fP8H5D6HP84lvlN/hBb1R2iJ9P644GgedYoxGZ1%2Bjz0t0VRj5/MvGnA4evjz8i4T6f1xqWC%2Bz7AKWGPGjGHcuHG88sorHD16lPvuu485c%2BZQW1tLZmam13NTUlKoqakBoLa21isgtW53r7W6tD05OdnT3taxADU1NW0GrLKyMhYvXnzZ41u3bqVHD//949m2bZvfziW%2BU3%2BEFvVHaInU/visNgow8Y89Vho/MTp1jqYLzed47/0POXOoc%2BfoqEjtj0vV19cH7bXDKmDt3LnT8/cbb7yRZcuWMWXKFL7yla9gGFf/pfSl/VrHXqqkpITi4mLPzzabjaysLMaPH09iYmKHztUWh8PBtm3buPvuu4mJifH5fOIb9UdoUX%2BElkjvjxVH/gb19Xzl1jGMGpB87QPa8NpnVo59XMvgYSOYmNPPz1foLdL741LuGaRgCKuAdakBAwbQ1NSE2Wz2uusPmketMjIyAEhPT2%2Bzffjw4aSnp3t%2B7tmzp6f9zJkzZGRk4HQ62zzWZDJ5jr2UxWLBYrFc9nhMTIxff6H9fT7xjfojtKg/Qkuk9ofd2bwGq2d8bKffX1KPWADONxoB%2B4witT8uFcz3GDaL3Pfs2cP3v/99r8cOHjyIxWJh4sSJXmUXACoqKsjPzwcgLy/Pq72pqYndu3eTn5/PoEGDSE5O9mrfv38/drudvLw88vLyOH78uGe60X3uoUOHegUyERHpfhqcvi9yT/BUc9ddhJEkbAJWRkYGa9eu5ZlnnsFut3PkyBEWLlzI7Nmz%2Bfa3v82xY8dYt24dDQ0NlJeXU15ezuzZswEoKipi/fr1fPDBB9TX11NaWorFYmHSpElERUUxe/ZsSktLOXHiBLW1tZSUlFBQUEDv3r3Jyclh1KhRzJ8/H5vNxqFDh1i%2BfDlFRUVB/kRERCTYPHWwOrkXIUCiNnyOSGETsPr168fbb7/NW2%2B9RVpaGrfeeisTJkzgpz/9KRkZGWzZsoXnn3%2BepKQk5s6dy4YNGxgxYgQAEyZMoKysjOnTp5OSksK2bdsoLy8nPj4egCVLljBmzBhuvvlmBg4cSEJCgqfEA8Brr71GVVUVffr04Y477uChhx5izpw5QfkcREQkNBiG4XOhUdCGz5EqrNZgjR07lvfff/%2BKbXv37r3isUVFRVccdYqNjWX16tWsXr26zfbMzEzKy8s7fsEiIhKxGptcuFrugepsoVGAxPiW/Qg1ghVRwmYES0REJJS4i4yCRrDkcgpYIiIinWBvmR40myA2yoeAZXEvctcIViQJSMC67bbbWLNmDWfOnAnEy4mIiHS51tvkmEymTp9HI1iRKSAB62tf%2Bxovvvgiffv2ZerUqWzatImGhoZAvLSIiEiXaHC6F7h3fv0VaA1WpApIwFq4cCF79uzho48%2B4vbbb%2Be5557j%2BuuvZ8aMGWzfvj0QlyAiIuJXF0s0%2BPZV6h7BsmkEK6IEdA3WoEGD%2BP73v8%2BOHTtYunQpb7zxBuPHj2fQoEGsWbMmkJciIiLik9ZThL5wFxptdLqwt4yKSfgLaJmGd999l40bN/L666%2BTkJBAYWEhDz30ENXV1cydO5eDBw%2ByYsWKQF6SiIhIp7hHsHwp0QDQ03Lxq7iuwYmlp2/nk9AQkBGsp556iqysLKZOnUpjYyO/%2B93vqKys5JlnnmHo0KHceeed/OEPf%2BCVV14JxOWIiIj4zB9FRgGizCYSWkKW7YLWYUWKgIxg7dmzh9LSUu69916uu%2B66Np9z/fXXM2/evEBcjoiIiM88%2BxD6sE2OW0KKcHr9AAAgAElEQVRcNHV2p%2B4kjCABGcHavn07/fr14%2BTJk57H/vKXv7B161av582fPz8QlyMiIuIzf41ggTZ8jkQBCVjPPfcc9957L//%2B9789j509e5ZvfetbPP/884G4BBEREb%2ByO/xTpgEgMV4bPkeagASs5cuX8%2Bc//5m77rrL89jUqVN57733WL58eSAuQURExK/8dRchXBzBUi2syBGQgFVTU8MNN9xw2eMDBw7k9OnTgbgEERERv7rg1ylCVXOPNAEJWLfeeis/%2BtGPOHfunOex6upqvve97zFmzJhAXIKIiIhfNfhxilDFRiNPQALWiy%2B%2ByI4dO0hNTSUlJYVevXrRt29f9uzZw69//etAXIKIiIhf%2BXOKMDFOGz5HmoCUaRg4cCB79uxhz549HD16FLPZzKBBg7j55psD8fIiIiJ%2B59mL0C9lGlrWYF3QCFakCFgl96amJtLS0rzqYB05cgSAwYMHB%2BoyRERE/MK/ZRp0F2GkCUjA2rhxI0888QQ2m83rccMwMJlMNDVp7yUREQkvdr/eRahF7pEmIAFr/vz5fO9732P69On06NEjEC8pIiLSpfw5gpUY37IGy64RrEgRkIBls9l4%2BumniYrSBpYiIhIZPGuw/LLI3b0XoUawIkVA7iL8xje%2BwbvvvhuIlxIREQkI912EFj8uctcarMgRkBGsG2%2B8kRkzZnDrrbcycOBAzGbvXLd06dJAXIaIiIjfdM0id6dnfbKEt4AErK1bt/LlL3%2BZ06dPX1a5Xb9EIiISjvxZaNRdB8vpMrjgaKJHbMBu8pcuEpAe1PSgiIhEGn8WGu0RG0WU2USTy6CuwamAFQECsgYL4OTJk/zsZz/je9/7nuexv//974F6eREREb%2ByO/03RWgymehpUS2sSBKQgPXWW2%2BRnZ3NO%2B%2B8w4svvgjAiRMnuPvuu/mf//mfQFyCiIiIX11o9F8ld9B%2BhJEmIAFrwYIFvPrqq2zfvt2z5iorK4s333yTn/zkJ4G4BBEREb9qcDZPEcbH%2BidgJXq2y9EIViQISMA6evQoU6dOBbwXtY8dO5ZPPvkkEJcgIiLiN44mF00uA/D/CJaquUeGgASs/v37849//OOyx9955x169%2B7dqXPOnTvXK6zt2LGD0aNHk5iYyLBhw9i4caPX81etWsWQIUNITEzktttuw2q1etoaGhooLCwkMzOTtLQ0pk2bRm1trae9srKSSZMmkZqaSv/%2B/Zk3bx4ul6tT1y0iIuHPfQchgMUPa7CgdS0sBaxIEJCANWfOHL72ta/xox/9iKamJn7xi18wY8YMpk2bxg9%2B8IMOn2/v3r2sX7/e8/OpU6eYOnUqhYWFnD59mpUrVzJr1ix27doFwObNm1m0aBHr16%2BnurqaKVOmMHnyZM6fPw80T2FarVZ27tzJkSNHMAyDGTNmeM5fUFBAv379OHr0KNu3b%2BeNN95gxYoVPn4qIiISrtx3EJpMYIn2z1dpojZ8jigBCVhPPPEEL7zwAv/4xz8YNGgQv/71r/niiy946623mDNnTofO5XK5KCwspLi42PPYxo0bGTx4MI8%2B%2BihxcXGMGzeOqVOnsm7dOgDWrFnDjBkzyM/PJz4%2BnqeeegqTycTmzZtxOp28/PLLLFy4kKysLFJSUigtLWXLli1UVVWxa9cu9u3bx7Jly0hKSiI7O5vi4mLWrl3r189IRETCh3sEyxJt9ls9R/d%2BhDYFrIgQsEIbBQUFFBQU%2BHyeNWvWEBcXxwMPPMDTTz8NgNVqJTc31%2Bt5ubm5bNq0ydN%2B//33e9rMZjMjR46koqKCnJwczp0753X8DTfcQHx8PFarlaqqKgYMGEBycrLXuQ8fPkxdXR0JCQk%2BvycREQkvdj/uQ%2BimNViRJSABa8mSJVdt/3//7/%2B16zzV1dUsWrSI9957z%2Bvx2tpaMjMzvR5LSUmhpqbG0946ILVud6%2B1urQ9OTnZ097WsQA1NTVtBiy73Y7dbvf8bLPZAHA4HDgcvv%2BXifsc/jiX%2BE79EVrUH6ElUvvjiwuNQPMIlr/eW4%2BWtVzn6hu77POK1P64kmC%2Bz4AErD/84Q9ePzc1NXHs2DEAbr311nafp7i4mBkzZjB06FDP8W6GYVz1WF/ar3XspcrKyli8ePFlj2/dupUePXp06FxXs23bNr%2BdS3yn/ggt6o/QEmn9cdQGEE1TYwPl5eV%2BOeexahMQxb%2BO/5vy8hN%2BOeeVRFp/XEl9fX3QXjsgAWvnzp2XPeZyuVi6dCkWi6Vd5/jTn/7E%2B%2B%2B/z/79%2By9rS09P97rrD5pHrTIyMq7aPnz4cNLT0z0/9%2BzZ09N%2B5swZMjIycDqdbR5rMpk8x16qpKTEa42YzWYjKyuL8ePHk5iY2K73ezUOh4Nt27Zx9913ExMT4/P5xDfqj9Ci/ggtkdof//uvWjhgJTUpgYkT2z9QcDWm/Z%2By6eg/iEtMYeLE0X4556UitT%2BuxD2DFAxB2%2BzIbDYzb948MjMzeeqpp675/A0bNlBdXU3//v0BPGUS0tLS%2BP73v8%2Brr77q9fyKigry8/MByMvLw2q18vDDDwPNI2i7d%2B/mscceY9CgQSQnJ2O1Wj3n3r9/P3a7nby8PKqqqjh%2B/Dg1NTWkpaV5zj106FCvQNaaxWJpMzjGxMT49Rfa3%2BcT36g/Qov6I7REWn84Xc0L2%2BNio/32vnpdFwfAF/amLv%2BsIq0/riSY7zFgexG25c9//nO750eXL1/OkSNH2Lt3L3v37vUMye7du5cHHniAY8eOsW7dOhoamodry8vLmT17NgBFRUWsX7%2BeDz74gPr6ekpLS7FYLEyaNImoqChmz55NaWkpJ06coLa2lpKSEgoKCujduzc5OTmMGjWK%2BfPnY7PZOHToEMuXL6eoqKjLPhcREQltDe5F7n4q0QBa5B5pAjKCdf311192G2t9fT11dXXMnTu3XedITk72WmzudDb/AroXt2/ZsoUnn3yS73znOwwYMIANGzYwYsQIACZMmEBZWRnTp0/n9OnTjBo1ivLycuLj44HmRfh1dXXcfPPNOJ1OJk%2BezAsvvOB5rddee43Zs2fTp08fEhMTKSws7HB5CRERiRyefQj9ehehu9Bo91iAHukCErDKysouC1hxcXFkZ2dfVl6hvQYMGOC1%2BHzs2LHs3bv3is8vKiq64qhTbGwsq1evZvXq1W22Z2Zm%2Bm0Ro4iIhD/PPoR%2BDFiJ8S0jWHYnLpeB2eyf%2BloSHAEJWI888kggXkZERCQg7A73CJb/pgjdmz0bBpxvdHpGtCQ8BSRgDRw4sN2Vbo8ePdrFVyMiIuKbBof/pwgt0WZiokw4mgzqGhSwwl1AAtZ3vvMdnnvuOf7zP/%2BT7OxsXC4X//d//0d5eTlPPPGEp3CniIhIOHDvRejPgGUymUiIi%2BHM%2BUYtdPeT%2BsbgfY4BCVh/%2BtOf2LRpE2PGjPF6fOfOnSxevJg//vGPgbgMERERv/DsRejHKUJo3vD5zPlG7UfoB4ZhMHnVX4P2%2BgEp0/DXv/61zcXst9xyC3/7298CcQkiIiJ%2Bc7FMg/9GsEB3EvrTgSobp%2Bsag/b6AQlYffv2ZeHChZw9e9bzmM1m48c//jEDBgwIxCWIiIj4TVdMEYJqYfnTu4dOB/X1AzJF%2BMILL/DII4/w7LPPeraKsdlspKWl8dvf/jYQlyAiIuI3DV1wFyFcDFg2BSyfvXu4GwSsr371q1RWVlJRUcHJkycxDIO%2BffsyevRooqODtluPiIhIp3TVCJa7VIPtgqYIfXHmfCN7Tpy99hO7UMDSjdlsxmw2YzKZuPfeewFoaGhQwBIRkbBjd3bVCJZ7DZZGsHzxlyOfYRgwuHdPTgTpGkxG63LoXeTgwYMUFBRQWVmJy%2BWioaGByspKRo8ezR//%2BEdycnK6%2BhKCymazkZSUxMjvv0aU5TqfzxdrNpiX18iyXbE0ulTpN9jUH6FF/RFaIrU/zjY14QQSzGYs7azz2B7nXS4uGAZxJhM9zf5fJh2p/XGpOpcLu2EQ23iBf/7im5w7d86zRClQArLI/YknnuAb3/gGZ8%2Be9RQc7d%2B/P/Pnz2/3XoQiIiKhxt8Rxf2l3OUjHxHMMAwaW8aOYv0YfjsqIAHr73//O4sXLyY2Ntarovt3v/vdq%2B4fKCIiEoq6KgC5vyFdXT%2B5FLGcNPePiQCug2pDQAJWSkqKV4kGt3/961/ExGgrABERCS/u%2BOPv8RH3IITiVee5R69iTCaCOIAVmIA1ZcoUpk2bxtatWzEMg7179/LKK68wefJk7r///kBcgoiIiN90WcC65PzScZ7pwSBfR0BGz37%2B85/zwx/%2BkG9%2B85vY7XZyc3NJTU3l8ccfZ%2BHChYG4BBEREb9TwAotTYZBU8vfY02moH6OAQlYcXFxrFq1ipUrV3L69Gni4%2BMDvppfRETEX7rqi1uL3H3jaBm9igbMJpMnbAVDQKYIe/XqhWEYmEwmevfurXAlIiJhq3V1o64cwQpAFaWIEwp3D7oFJGBNmDCBl156KRAvJSIiEjBdFbBAo1gdZRgG7vr3oRCwAjJFeP78eZ5%2B%2BmkWLVpEVlbWZdXb33///UBchoiIiM%2B6Mvi0LmWkgNUxDi6WZ/DvBkadE5CAlZeXR15eXiBeSkREpEu1Dj6mLhgpMbW8hgJWx7SeHuyKfumoLg1YgwcP5siRIyxatMjz2OTJk9myZUtXvqyIiEiX6aoSDW5moAkFrI5yhND6K%2BjiNVgnTly%2BxeKOHTu68iVFREQCoqu%2Bxj3V3Lvo/JGodXmGUClf3qUBq60hOt0VISIi4ayrv8U8dxLq%2B7LdPNXbaS7PEAoCchdha6EwLyoiItJZXT1FqO1yOq719jihIuABS0REJBJ09RShAlb7hFp5BrcuXeTudDp56aWXvIY5m5qaLnts9uzZXXkZIiIiftPVwUfV3DvGHa7MhEZ5BrcuDVh9%2B/Zl6dKlV33MZDIpYImISNhwDxBokXtoCLXyDG5dGrCOHTvWlacXEREJuC5fg3XJ68iVGYYRUtvjtKY1WCIiIp3QVaMluouw/Zq4ONIXKuUZ3MIqYO3bt4%2BvfvWrJCUl0bt3b%2B677z4%2B/fRToLm%2B1ujRo0lMTGTYsGFs3LjR69hVq1YxZMgQEhMTue2227BarZ62hoYGCgsLyczMJC0tjWnTplFbW%2Btpr6ysZNKkSaSmptK/f3/mzZuHy6XBWxGR7qjLyzToLsJ2a12eIZSmByGMApbdbmf8%2BPHccccdnD59mv3791NdXU1RURGnTp1i6tSpFBYWcvr0aVauXMmsWbPYtWsXAJs3b2bRokWsX7%2Be6upqpkyZwuTJkzl//jwACxYswGq1snPnTo4cOYJhGMyYMcPz2gUFBfTr14%2BjR4%2Byfft23njjDVasWBGUz0FERIJLU4ShI1SnByGMAlZ9fT2lpaWUlJRgsVhIT0%2BnoKCA/fv3s3HjRgYPHsyjjz5KXFwc48aNY%2BrUqaxbtw6ANWvWMGPGDPLz84mPj%2Bepp57CZDKxefNmnE4nL7/8MgsXLiQrK4uUlBRKS0vZsmULVVVV7Nq1i3379rFs2TKSkpLIzs6muLiYtWvXBvkTERGRYOrKrXJAi9yvxWUYOFv%2BroDlg%2BTkZGbOnEl0dPO6/MOHD/Pf//3f3HfffVitVnJzc72en5ubS0VFBcBl7WazmZEjR1JRUcG//vUvzp0759V%2Bww03EB8fj9VqxWq1MmDAAJKTk73OffjwYerq6rryLYuISAgKWCX3Ln6dcOcuzxAFRIVgwOrSuwi7QmVlJdnZ2TidTmbPns3ixYv5%2Bte/TmZmptfzUlJSqKmpAaC2ttYrILVud6%2B1urQ9OTnZ097WsQA1NTUkJCRcdo12ux273e752WazARBjhmiz7/9kYlvOEeuHc4nv1B%2BhRf0RWiKxP8yu5vcSbeqa9%2BUyDM/wVYzJ5de1RZHUH%2BedzR9SnPnK78cZxGGksAtY/fv3x2638/HHH/P444/z7W9/G7j23Ra%2BtHf0To6ysjIWL1582eNzcxrp0cN/H/ncXMe1nyQBo/4ILeqP0BJJ/fHKETO7a82M%2B5KTO673f1BpMqD4g%2BbviidGOujZBbfHhXt/uAxYaI0Ch4lHbmhicJKzzefV1zfyrQBfm1vYBSxovlMgOzub0tJSbr31ViZOnOh11x80j1plZGQAkJ6e3mb78OHDSU9P9/zcs2dPT/uZM2fIyMjA6XS2eazJZPIce6mSkhKKi4s9P9tsNrKysvjFnliiLbGdf%2BMtYs0Gc3Md/GJ3DI2u0BsW7W7UH6FF/RFaIrE/zrSMnOw4Hs2H/%2B6qUg0uDGDl3hii/TyCFQn90egy%2BKLJwAT8/kj0FUf5nPa2g1cghE3A2rFjB0VFRRw8eBCzuXnMz/2/o0eP5vXXX/d6fkVFBfn5%2BQDk5eVhtVp5%2BOGHgebtenbv3s1jjz3GoEGDSE5Oxmq10r9/fwD279%2BP3W4nLy%2BPqqoqjh8/Tk1NDWlpaZ5zDx061CuQtWaxWLBYLJc97nCBy4%2B/0I0uU1j/A4k06o/Qov4ILZHUH03Gxf/tqvdkonkNVqPLhKsL1heFe3/Uuy6WZ3AY5isuWGsK4p0CYbPI/ZZbbuHcuXPMmzeP%2Bvp6PvvsM3784x/zla98haKiIo4dO8a6detoaGigvLyc8vJyzxY8RUVFrF%2B/ng8%2B%2BMBzN6LFYmHSpElERUUxe/ZsSktLOXHiBLW1tZSUlFBQUEDv3r3Jyclh1KhRzJ8/H5vNxqFDh1i%2BfDlFRUVB/kRERCQYPGUaunBhtbbLaZthGDgMA3sIl2dwC5uAlZSUxLZt26ioqCAtLY1hw4aRlJTEq6%2B%2BSkZGBlu2bOH5558nKSmJuXPnsmHDBkaMGAHAhAkTKCsrY/r06aSkpLBt2zbKy8uJj48HYMmSJYwZM4abb76ZgQMHkpCQ4CnxAPDaa69RVVVFnz59uOOOO3jooYeYM2dOUD4HEREJDV351a47CZvDlNMwuOByUedy8XlTE7UuF%2BdcLppanhMTwgErbKYIAW666Sbee%2B%2B9NtvGjh3L3r17r3hsUVHRFUedYmNjWb16NatXr26zPTMzk/Ly8g5fr4iIRJ5AhB6v7XJCOET4W2PL3oLOVjWuLmWiObxYTKaQLM/gFlYBS0REJNi6upI7tEw/Gka3GsFyGQa2S7ahc4epaJOp%2BQ/NU2%2Bhti1OWxSwREREOqErv%2BLd63e6U8Byj1iZgetaAlW4hKm2KGCJiIh0QCCnCLvTIneHe%2BNmkwmLOWyWiF9R%2BL8DERGRAArIFOElr9UdOI2LpRcigQKWiIhIO7Xe2SMgAauDO4mEK8MwPHsL%2BrOwajApYImIiHSCRrD8x73%2BykTz5s2RQAFLRESknQIVeMwtozjdJmC1jNRFE76L2i%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%2BsNnjWCJSIiIoGt5N7q75G00L31Bs9RClgiIiIS0ClCk8lT4dwRQSNYzgje4Lm1sApYlZWV3HPPPaSmptK7d28eeeQRzp49C8DevXu5/fbbSUpKIjs7m2effdbr2E2bNjFixAgSEhK45ZZb2Lp1q6fN5XKxYMECBg0aRHJyMhMmTODo0aOe9jNnznDffffRu3dvrr/%2BembOnMmFCxcC86ZFRCTkBCoaxLaEEMc1nhdOHBG8wXNrYRWwpkyZQq9evaisrMRqtXLgwAF%2B8IMfcOHCBSZPnsxdd91FVVUVmzZtoqysjN///vdAc/h6%2BOGHeeaZZ/jss88oLi7mnnvu4eTJkwCsXr2a3/zmN7z99tscP36c7Oxs7rnnHs%2Bc96xZszh//jwHDhzAarVy8OBB5s2bF7TPQUREgiPQ40juUR6HYUTEOizDMDxThBrBChFnz54lLy%2BPZ555hp49e5KZmcnDDz/MX/7yF95%2B%2B20aGxt5%2Bumnue6668jNzWXmzJmsXbsWgHXr1jFx4kQmTpxIXFwcDzzwADfddBMbNmwAYM2aNcydO5cbb7yRhIQEli5dykcffcSHH35IdXU1b775JkuXLiUtLY2%2BffuycOFCfvWrX%2BFwRNJ/U4iIyLUEcooQLt5l5yIy1mE10fwZRuoGz62FzQhdr169%2BOUvf%2Bn12IkTJ%2BjXrx9Wq5URI0YQFXWxu3Jzc3nppZcAsFqtTJo0yevY3NxcKioquHDhAh999BG5ubmetoSEBLKzs6moqODcuXNERUVx0003eR37xRdfcOjQIa/H3ex2O3a73fOzzWYDIMYM0Wbf/wsktuUcsX44l/hO/RFa1B%2BhJZL6o/UIUqzZICpAKSvWgEYDXBjE%2BzgsEuz%2BcDS1vL4JLFHQ1WOCziAOI4VNwLrUrl27eO6553jrrbf47W9/S3Jysld7SkoKZ86cweVyUVtb22b7gQMH%2BPzzzzEMo832mpoaUlNTSUpK8qo0m5KSAkBNTU2b11ZWVsbixYsve3xuTiM9evjvI5%2BbqxG0UKL%2BCC3qj9ASCf3hcMEPPmz%2B//DiHAdxAfoG3XrSxNsnoujfq4nHhvhnHCtY/fHKETO7a83c1a%2BJCVnOax/go/r6Rr7V5a/StrAMWP/7v//LlClTeOaZZxg3bhy//e1v25ybbh2KrjV3fbX2js57l5SUUFxc7PnZZrORlZXFL/bEEm2J7dC52hJrNpib6%2BAXu2NodEX2HHY4UH%2BEFvVHaImk/nAZBu4RlxV7YgK2xUujq/l1/%2B%2BMmWcqonx63WD3R7WjOSD%2B/VQ0%2B6q7/vWd9q4PcVcSdgFr8%2BbNPPjggzz33HM89NBDAKSnp/PPf/7T63m1tbWkpqZiNptJT0%2Bntrb2svaMjAxSUlIwm81XbE9PT%2BfcuXM0NTV5piDdz83IyGjzGi0WCxaL5bLHHS5w%2BfEXutFlCvv/w4ok6o/Qov4ILZHQH82zW80By2GYA7bi3TDAhIEB1LtMflkcHoz%2BaGpVYNQwAvP6TUFcuBY2i9wB3n//fR566CF%2B97vfecIVQF5eHvv27cPpvJhUKyoqyM/P97RbrVavc7nb4%2BLiGD58uFf72bNn%2Bfjjj8nPzycnJwfDMNi3b5/Xsb169WLIkCFd9VZFRCREBTommkwmz2L3cK6H5a5/FQWYI/wOQgijgOV0Opk5cybLli1j/PjxXm0TJ04kMTGRn/zkJ9TX1/Phhx/y8ssvU1RUBDSXWdi2bRtvv/02DQ0N/PKXv%2BTIkSM8%2BOCDABQVFbFy5UoOHTpEXV0d8%2BbNIycnh7y8PNLS0pg2bRpPP/00NTU1nDx5kiVLljBz5kyio8NuAFBERDopmNGmdbmGcOVe9RXp5RncwiZg7dy5k4MHD/Lkk08SFxfn9efTTz9ly5YtbN%2B%2BnZSUFKZPn87SpUs9dw4OHz6cjRs3MnfuXJKSknjuuefYsmULffr0AeDxxx/nkUce4fbbb6d3796cPHnSU0MLmss4JCUlMXDgQEaMGMHo0aMpLS0NyucgIiLBEegSDa21LjgarvWwnN1gg%2BfWwmYI5itf%2Bco1f6n%2B9re/XbGtoKCAgoKCNttMJhOLFy9u884/gKSkJF599dX2X6yIiESsYAQsc8sfF80hy/fbpQKrdYHRSN7gubWwGcESEREJpmCOG5lMprCeJnRPD0b6Bs%2BtKWCJiIi0QzCnCOHi1FpjGAYs9/Rgdxm9AgUsERGRdnEvUwlWRHCvw2rCXZMrfDi62forUMASEREJC2aTybN/XzjVxW80jG53ByGE0SJ3ERGRYPJMEQYxJMSYTDQZBg7DwBLiYaXJMDhvGJ4pzSgif4Pn1hSwRERE2iHYa7CgeZqwoVVoCUWGYdBgGNQbhuczizOZ6GEyBTWcBpoCloiISAcEMyK4v7RdNI8QhdodeQ7D4AuXy7MlTjTQ02zuVovb3RSwRERE2iEUxozMJhPRgJPmMBMqAcvVMmLV0OpGgB4mE3HdbNSqNQUsERGRdgiFKUJoniZ0GgaNQFyQr8UwDOwta63cn4/FZOI6k6lb7Dd4NQpYIiIi7RAqASvGZIKWhe6GYQRthMgwDGwul%2BcOwSjgOrPZU06iu1PAEhERCSPRNIc8g%2BaaWMH6Ir/QqvxCD5OJ%2BG48HdgW1cESERFph2AXGnUztazDguBVdXe2rLkC6Gky0cNsVri6hAKWiIhIO4TKFCFcrOoejH0JDcOgzuVqvg4I%2BXpcwaKAJSIi0gGhECc8Gz9zcWQtUOoNgyaaP4eeGrm6IgUsERGRdvDEmBAIFFFcDHqB3DbHYRhcaDU12N3vFLwaBSwREZF2CKUpQpPJFPBpQqOliCg0T1FazIoQV6NPR0REpANCIWABxLT8b6ACltfUoEaurkkBS0REpB1CoZJ7a%2B51WE6aK6l3Ja%2BpQbNZU4PtoIAlIiLSDqE0RQgQZTIR1fL3rlyH1Xpq0GIy6a7BdlLAEhERaYdQC1jQ6m7CLhzBOt8yNWgGrlO4ajcFLBERkWtoXQohlCJGVwcsR6sNnDU12DEKWCIiImHKvdC9CWjyc8hqXVDU0gST/0gAABkxSURBVOquRWkfBSwREZFraB1dQilmmFttm%2BPvUazzhoELTQ12ljZ7FhERCWMxJhPOlo2X41oec09pGlwMhwaAy6Dyi%2BYw5mxpaB2d3H93gqYGfaSAJSIicg1eI1ghFjZiTCYuGAZ2w8De1HTN5y//v2i8o9eVxWlqsNM0RSgiInINoXgHoVsM1/4yN7X8MQPJsQbmVo9d6T1FoalBX2gES0RE5BpCOWCZTCaSzWZPlXX3NZpatbvFmg3m3dLIsl2xNLrafjded0wqYHWaApaIiEg7hWrcMLVa7O6Pc4nvNEUoIiJyDaG2TY6EvrALWO%2B88w69e/fm/vvvv6xt06ZNjBgxgoSEBG655Ra2bt3qaXO5XCxYsIBBgwaRnJzMhAkTOHr0qKf9zJkz3HffffTu3Zvrr7%2BemTNncuHCBU/73r17uf3220lKSiI7O5tnn322a9%2BoiIiEjFCeIpTQFFYB66c//SlPPvkk2dnZl7Xt3buXhx9%2BmGeeeYbPPvuM4uJi7rnnHk6ePAnA6tWr%2Bc1vfsPbb7/N8ePHyc7O5p577vHMNc%2BaNYvz589z4MABrFYrBw8eZN68eQBcuHCByZMnc9ddd1FVVcWmTZsoKyvj97//feDevIiIBE/Ld4UClrRXWAWsuLg4/v73v/PlL3/5srZ169YxceJEJk6cSFxcHA888AA33XQTGzZsAGDNmjXMnTuXG2%2B8kYSEBJYuXcpHH33Ehx9%2BSHV1NW%2B%2B%2BSZLly4lLS2Nvn37snDhQn71q1/hcDh4%2B%2B23aWxs5Omnn%2Ba6664jNzeXmTNnsnbt2kB/BCIiEgSaIpSOCqtF7k8%2B%2BeQV26xWK5MmTfJ6LDc3l4qKCi5cuMBHH31Ebm6upy0hIYHs7GwqKio4d%2B4cUVFR3HTTTV7HfvHFFxw6dAir1cqIESOIioryan/ppZfavBa73Y7dbvf8bLPZAIgxQ7TZ93%2BmsS3niPXDucR36o/Qov4ILZHSH46WslFRpvB%2BL5HSH%2B3lDOIwUlgFrKupra0lOTnZ67GUlBQOHDjA559/jmEYbbbX1NSQmppKUlKS150TKSkpANTU1Fzx3GfOnMHlcmE2e/dgWVkZixcvvuwa5%2BY00qOH/z7yubkOv51LfKf%2BCC3qj9AS7v2xo8rE/1cZxU2pLh7Mdgb7cnwW7v3RXvX1jXwrSK8dMQELvGt3dLS9M8de6VbWkpISiouLPT/bbDaysrL4xZ5Yoi2xV32d9og1G8zNdfCL3TFXrGMigaP%2BCC3qj9ASKf1R19Q8hHXgjJllu8L3qzNS%2BqO9nPbgheHw/S25RHp6OrW1tV6P1dbWkpGRQUpKCmaz%2BYrt6enpnDt3jqamJs80oPu57vZ//vOflx2bmpp62egVgMViwWKxXPa4wwUuP/5CN7pM3eIfSLhQf4QW9UdoCff%2BcLb8R7bLCO/34Rbu/dFeTa7gvXZYLXK/mry8PKxWq9djFRUV5OfnExcXx/Dhw73az549y8cff0x%2Bfj45OTkYhsG%2Bffu8ju3VqxdDhgwhLy%2BPffv24XQ6Lzu3iIhEPpVpkI6KmIA1a9Ystm3bxttvv01DQwO//OUvOXLkCA8%2B%2BCAARUVFrFy5kkOHDlFXV8e8efPIyckhLy%2BPtLQ0pk2bxtNPP01NTQ0nT55kyZIlzJw5k%2BjoaCZOnEhiYiI/%2BclPqK%2Bv58MPP%2BTll1%2BmqKgoyO9aREQCSQFL2iuspgjj4uIAcDiaF%2Be9%2BeabADQ0NDB8%2BHA2btzI3LlzqaysZOjQoWzZsoU%2BffoA8Pjjj3Pq1Cluv/126urquPPOO73qWK1Zs4bCwkIGDhxITEwM3/rWtygtLQWap/y2bNlCYWEhzzzzDL1792bp0qWX3bUoIiKRqXvccyf%2BFFYBq6Gh4artBQUFFBQUtNlmMplYvHhxm3f3ASQlJfHqq69e8dzDhw/nb3/7W/svVkREIoamCKWjImaKUEREpKsYquQuHaSAJSIiIuJnClgiIiLX4JkivEL9Q5FLKWCJiIhcg9ZgSUcpYImIiLSTApa0lwKWiIjINahMg3SUApaIiMg1aIpQOkoBS0REpJ0UsKS9FLBERESuQVOE0lEKWCIiIlfhMi7GK41gSXuF1VY5Iv9/e/ce21T5/wH8fU4HXUd3KWOWAINxmSAq4hgSISqIDIQpgUDUTCcK3nDBBDFISGT81IAa/Iq3SQJEFwWVgEG8QUyMCorOKQgyUUG2BZnQXdtdu/bz%2B6PtsbetY%2BvWbnu/kqan5zk9fZ7z6eWz53nOGRFRT3KIoM7pBODqkWCCRR3FBIuIiCiIFhFYnU4IXMlVvKryQqPUYUywiIiIvIgIGkXQ4B4ajAGQoKpQmVzRZWCCRURE5CbuXqsW9%2BNYRcEgRWHPFV02JlhERET4b76Vw/3YqCiIVXkuGHUOEywiIur3vOdbKXANCQ5grxV1ARMsIiLqt4LNt4pXVeiYXFEXMcEiIqJ%2BySkCm9d8K72iwMj5VhQmTLCIiKhfERE0uXutPJcQHaQoiGVyRWHEBIuIiPoNu7vXyjORPQbAIM63om7ABIuIiPo8pwjqRdDsnmulwNVrpWevFXUTJlhERNRnBRsO1LuvbcULh1J3YoJFRER9EocDKZKYYBERUdRzisAOoFUETkDrjYJoS/%2Btcy%2B3upcVAHGcxE49jAkWERFFFXEnUXavpMoR6klt4HAgRQoTLCIi6jCnO/lxwJUICeBzc/qthwP4v591qLU7ocDVm6Qoiraseq1zimhJlQS8MqADMEBRtOd4C/ZYpyiIYWJFEcIEi4j6DKcIGp2CXyyuH%2BvAn92%2BS9xDZZ7EpK17b20dHYHrWDrgSpgc7qTKZ2juMlQ2%2B72SBNlLkHUxcCVUAxQFMQB7oahXYYJFRL2aiKDFffq954rcb/%2BpAyAYAAf0ioKBUThE5Onl8SQtnp4f70RGvM58877vSPLUnRS4epMUuJIerWfK%2B%2BZeP1AR3HuVHYUlA2B3erXN6%2BZ0t1OBb0LF%2BVLUmzHBIqJeR9zJVLM7ufKmAzDEIPi3UYEdrnk8EEEMoCVb7f2fOXH33Djg23PjLmy/Xn73bS0LeiYpUvzu2%2BJfF8/Qnc49HKeDK5HyLF9O4jNQBUbHA7GqArUf9SgSMcHqoNLSUqxcuRJHjx6F0WjE3XffjU2bNkFV1UhXTeM9RNDWF3ioeQtB9%2Bu3vfalHSV/XYrfj6D33A4geurZUZ449rZ6dydPT44dQIs7qfJ%2BX6pwJU96RYFBFTw9uRXPFQ1AvcO1fStcZ5S1ui82qXNvrwLafCKHO7GKRG%2BQ6n3vNcfI%2BwZ3jxDg9zls657vH6KIYoLVQYsXL8aUKVNw9uxZXLx4EQsWLIDZbMbq1avD/lr%2BwwSeSaWeYQQ4Bf87ocNFu9Onuz0Sgg0NaOu9vuAVv%2BcEW25vnfcEWqfX0IozyLah6qgCgKIE7Y1o6zgG1MndNgWA6hQU/qmiutUJh/eW7ezff5gnWM9H0GEX%2BE4QbvOH1u/HOFjb/E9zb6vXJdhj7zq299rac70nPSN4%2B72HxPxvwXiSqoF%2Bw0met90ARUGcqiAOruTJM4zYCldC1dBOb5RnCExVFNd9m1v6tt/nsdd7JNi99%2BRuIup7mGB1wE8//YTjx4/jyy%2B/RGJiIhITE7F69Wq88sorl5VgtYp7yMEvQQiYd9GBfZ2zhf5S9vz4dvTHsjParW%2BI4ZRw8/wI%2BtcpaB27Wje/5xdbvF89PNo8th2pew8f%2B556bRXAQHdP1eXM0dEpCgyKAgNcCbon2RJ3mQ5%2BCRWTHiLqIiZYHVBcXIy0tDSYTCZtXUZGBk6fPg2r1Yr4%2BHif7Zubm9Hc3Kw9rq2tBQBUN9qgOjvS5%2BLy33wH17KqACoUDFQFC0Y7cPCcDg6nAkVpv/coFPH7QWzvuf6Tbl29DoGnaUOCTcQNfpaTZyHYz7JnnWsyrav9qgKtV0H1art3vb3r6XTX0acXMNikk8DFgHp4P8%2BzqFMEM4Y5cOQfHRzi22vh/xoBcdLq7lvm2b9/3f9bFq3Ms23Q%2BT9e5b69TEGr17Fld9be3uRrz2t7v1bgkJf3Y0WLsU9vo99jIPR7W1UFDQ12qHY7VGfgtipcX3xx7e6FwiVUPKhn9bd4iL3BdR%2BBPzqZYHVAZWWlT3IFAIMHDwYAWCyWgARr06ZN2LhxY8B%2BzhcsC1udjodtTxQOJyJdAfJxJNIVIB%2BMR3Tpj/GwWq1ITEzs0ddkgtVBl5P9rlu3zmfo0Ol0oqqqCsnJyWGZb1FXV4fU1FSUl5cjISGhy/ujrmE8ogvjEV0Yj%2BjS3%2BIhIrBarRg2bFiPvzYTrA5ISUlBZWWlz7rKykooioKUlJSA7fV6PfR6vc%2B6pKSksNcrISGhX3xAegvGI7owHtGF8Ygu/SkePd1z5RE91xiIYpmZmSgrK4PFYtHWFRUVYeLEiTAajRGsGREREUUjJlgdcP3112Pq1Kl4%2BumnUVdXh99//x0vv/wyHnvssUhXjYiIiKKQLj8/Pz/SlegN5s2bh127diEvLw%2B7d%2B/G8uXL8dRTT0XsGjY6nQ4zZ85ETAxHeaMB4xFdGI/ownhEF8ajZygSiXMXiYiIiPowDhESERERhRkTLCIiIqIwY4JFREREFGZMsIiIiIjCjAlWFDh48CDMZjPuvvvugLKtW7di/PjxiIuLw9SpU1FcXKyVxcbGBtwURcHXX38NACgtLcWCBQuQnJyMUaNGYe3atXBexv9C7K86Gw%2BLxYL77rsPZrMZJpMJt956K37%2B%2BWetnPHonM7G499//8W9996LoUOHIikpCQ8%2B%2BCAaGxu18mPHjuGWW25BYmIi0tPTsWXLlh5pT29WWlqKRYsWITk5GWazGcuWLUNNTQ2A0Mfzgw8%2BwKRJkxAfH48pU6bg0KFDWpnT6cT69esxZswYmEwmzJs3D2fPnu3RtvVGXYmH3W7HmjVroKoqvvjiC5%2BypqYmPProoxgxYgSGDBmCJUuWBFxsmzpAKKJeeOEFufLKK2XGjBly1113%2BZQVFhZKfHy8fPPNN9LU1CTbtm0Ts9ksVqs16L4OHz4saWlp0tDQICIiGRkZ8tBDD0lNTY388ccfkp6eLlu2bOn2NvVmXYnH0qVLZc6cOWKxWKSpqUnWrVsnZrNZWltbRYTx6IyuxOPWW2%2BVrKwsqaiokEuXLsm8efNk5cqVIiLS0NAgw4cPl/z8fLHZbFJcXCzJycmyd%2B/eHm9jb3LttdfKsmXLxGq1Snl5uWRmZsry5ctDHs9ffvlF9Hq9fPrpp9LY2CjvvvuuxMXFSXl5uYiIvPrqq5KWlianTp2Suro6ycvLk0mTJonT6Yxkc6NeZ%2BNhs9nkhhtukGXLlgkA%2Bfzzz332u3r1asnMzJSysjKprKyUxYsXyx133BGJJvZqTLAibOvWrVJTUyP3339/wA/IkiVLZPny5T7rpk6dKrt27QrYT2trq1x33XXy4YcfiohIUVGR6HQ6qaqq0rYpKCiQ8ePHd0Mr%2Bo6uxGPMmDHy5ptvamUlJSUCQMrLyxmPTupsPKxWqyiKIt9%2B%2B61W9ttvv4nRaJTm5mbZs2ePpKSkaMmviMjatWtl7ty53dugXqy6uloeeOABqaio0Na99tprkp6eHvJ4Pv7447Jo0SKf/U2bNk02bdokIiJXX321bN26VSurq6uTmJgY%2Bf7777uzSb1aV%2BJRUVEhb731lohIQIJlt9slMTFR9u/fr60rKSkRRVHk/Pnz3d2sPoVDhBG2atWqdv9Pkv%2BFTE0mE44dOxawXWFhIfR6PZYuXQoAKC4uRlpaGkwmk7ZNRkYGTp8%2BDavVGqba9z1diUd2djZ2796NCxcuoL6%2BHu%2B88w4mT56M4cOHMx6d1NXPh3e5yWSCzWbDmTNnUFxcjEmTJkGn02nlGRkZKCoqCmPt%2B5akpCTs3LkTZrNZW1deXq69v9s7nsXFxcjIyPDZn6e8sbERp06d8imPj49Heno649GOrsTDbDbjkUceCbrfM2fOoLa21iceEyZMgMFg8BmCp9CYYEWx7OxsfPDBBzh8%2BDBaWlqwb98%2B/PDDD6iqqvLZzul0YvPmzVi3bp22rrKy0ufHHAAGDx4MAD7/U5E6LlQ8XnrpJej1egwbNgxGoxG7d%2B/G7t27oSgK49EN2ouH0WjELbfcgo0bN%2BLixYuorq7Ghg0bEBMTg6qqqjbjUVVVxXlxHfTTTz/htddew/r160Mez7bKLRYLqqurISJtllPHXE482uOZa%2BX/fJPJxHhcJiZYUSw3Nxdr1qzRJuoePHgQixcvDvj3Bp999hlaWlqwcOFCn/XCi/SHVah4rFy5EgBQVlaG2tparFixAllZWbDZbAAYj3ALFY/CwkIYDAaMHz8eN9xwA2bNmoWBAwdq5cHiEal/fdXbHDlyBFlZWdi8eTNuu%2B02AKGPZ6j3Pz8fndeZeITCeHQdE6wopigKnnnmGZw7dw5VVVXYtm0bLl26hOHDh/tst2fPHmRnZ/t8eFJSUgLO%2BqisrISiKEhJSemR%2Bvc17cWjvr4eO3fuxMaNG5GamoqEhASsX78eNpsNhw4dYjy6QajPR2pqKvbv34/q6mr8%2BeefyMrKQkNDA4YPH95mPJKTk6Gq/Fpsz4EDBzB//ny88sorWLVqFYC2v288x7Ot8iuuuAKDBw%2BGqqptllP7OhOP9ni%2Bj/yfX1VVxXhcJn6TRLE//vgDH3/8sfa4sbERhw8fxvTp07V1IoIDBw4gKyvL57mZmZkoKyvz6dItKirCxIkTYTQau7/yfVB78XA4HBAROBwOrVxEYLfbATAe3SHU5%2BPTTz9FSUmJVn7o0CGMHDkSI0aMQGZmJo4fP47W1latvKioCNOmTeu5BvRC3333HXJzc7Fnzx7k5uZq60Mdz8zMzID5O57y2NhYXHPNNT7lNTU1%2BOuvvxiPEDobj/Z4LpXhHY%2BTJ0%2BiubkZmZmZ4W1AXxeZufXkL9hZUl999ZUYDAb54YcfpLGxUR599FGZMmWKz6nLZ8%2BeFQBy4sSJgH1OmzZNli9fLrW1tVJSUiKjR4%2BW119/vdvb0hd0Jh4zZ87ULgvQ0NAgzz33nJhMJrFYLCLCeHRFZ%2BJx//33y6xZs6S2tlbOnDkjY8aM0c5Ua2pqklGjRsmGDRukvr5ejh49KklJSfLJJ5/0eNt6C7vdLldddZVs27YtoCzU8Txx4oTExsbKJ598Io2NjbJjxw6Jj4%2BXCxcuiIjrjNqRI0dKSUmJ1NXVycMPPyxTp07t0fb1Nl2JhzcEuUzD2rVrJSMjQ8rKysRisUh2drYsWbKk29rSVzHBijC9Xi96vV5UVRVVVbXHHi%2B%2B%2BKIMHTpUBg0aJPPnz9euG%2BPx3XffCQC5dOlSwL7Ly8vl9ttvF4PBIGazWTZs2MDryoTQlXhUVFRITk6ODB06VJKSkuTmm2%2BWo0ePauWMx%2BXrSjwsFossWLBAjEajmM1myc/P9zneJ06ckBkzZoher5eRI0f6XGKDAn3zzTcCQIuB9%2B3cuXMhj%2BfevXslPT1dBg4cKJMnT5avv/5aK3M6nfLMM8/IFVdcIQaDIeh3HfnqSjwKCwu1bQHIgAEDRK/Xy4oVK0REpLm5WVauXCkmk0ni4%2BPlnnvukZqamkg1tddSRDiTjYiIiCicOAeLiIiIKMyYYBERERGFGRMsIiIiojBjgkVEREQUZkywiIiIiMKMCRYRERFRmDHBIiIiIgozJlhEREREYcYEi4iIiCjMmGARERERhRkTLCLqN2bPno0nn3zSZ92zzz6L6dOno7S0FHfeeSeGDBkCk8mE3Nxc1NXVadu99957mDhxIoxGI0aPHo2CggKtLD8/H9nZ2bjrrruQkJDQY%2B0houjFBIuI%2Bo3c3Fy8//77cDqd2rq9e/ciJycHCxcuRGpqKsrKynD69GmcP38ea9asAQD8/fffyM3Nxauvvgqr1Yrt27cjLy8Pv/76q7afo0ePYubMmaiuru7xdhFR9OE/eyaifsNms2Ho0KHYv38/Zs%2BejbNnz2LChAk4cuQIbrzxRtTW1mLQoEEAgG%2B//RZz585FfX09AKCmpgYmk0nb17Bhw/D888/jgQceQH5%2BPgoKClBRUQFFUSLSNiKKLuzBIqJ%2Bw2g0YtGiRXjvvfcAAPv27UNWVhbOnDkDh8OB5ORkxMbGIjY2FnPmzEFLSwssFgsURUFBQQHGjh0Lg8GA2NhYXLhwAc3Nzdq%2BU1NTmVwRkYYJFhH1K7m5udi7dy%2Bam5vx0UcfIScnBwaDAUajEU1NTT631tZWpKSkYMeOHdi8eTO2b98Om82GpqYmjBgxwme/MTExEWoREUUjJlhE1K/Mnj0b8fHx2LFjB06ePImFCxdi7NixsNls%2BPvvv7XtrFYrKisrAQA//vgjbrrpJsyaNQs6nQ4VFRX4559/ItUEIuoFmGARUb%2BiqipycnKwbt06LFy4EHFxcbjmmmswffp0PPHEE7BYLKipqcEjjzyC%2B%2B67DwCQlpaG33//HdXV1SgtLcWqVaswatQonD9/PsKtIaJoxQSLiPodzyUYcnJytHW7du2C0%2BlEWloaxo0bB4fDgbfffhsA8Nhjj2HcuHEYMWIE5s%2Bfj7y8POTl5WHLli144403ItQKIopm/w%2BeQlTDTq/nVAAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common3057379760962050527\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2047</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">168711</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">92792</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">90745</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">96890</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">94843</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">84604</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">82557</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">88702</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">86655</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (362211)</td>\n",
       "        <td class=\"number\">362211</td>\n",
       "        <td class=\"number\">100.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme3057379760962050527\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">0</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">362232</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362233</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362234</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362235</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362236</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">year<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>48</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>2008.6</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>1968</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2016</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-3235239147150327653\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAARpJREFUeJzt3NEJwjAUQFErjuQQ7uS3OzmEO8UF5KKF0lDP%2BS%2B8j1ySQsgyxhgn4KPz3gPAzC57D8BxXe/Pn795PW4bTLKeHQSCQCA4YvGVNcelI7CDQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEV03%2B0L9eG1nDDgJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCwevuB%2BC19u0IZDIW%2B1ymC8QCYSbLGGPsPQTMyk86BIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIhDcyohKcHAIsIQAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-3235239147150327653,#minihistogram-3235239147150327653\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-3235239147150327653\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-3235239147150327653\"\n",
       "                                                  aria-controls=\"quantiles-3235239147150327653\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-3235239147150327653\" aria-controls=\"histogram-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-3235239147150327653\" aria-controls=\"common-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-3235239147150327653\" aria-controls=\"extreme-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles-3235239147150327653\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>1968</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>1999</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>2006</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>2008</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>2014</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>2016</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2016</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>48</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>8</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>6.5809</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.0032764</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>9.6324</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>2008.6</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>4.4149</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-2.4048</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>727545036</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>43.309</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>2.8 MiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram-3235239147150327653\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XtYVNehPv53D5cB5SJ3o/AVPUUTY1BxlDw5OTFNlXoETaXm8sREY7wETI4ncpKiVWvwF0TbxEStTUzUPrUaa3NtVBrBmktNTIKj2HqLTay3YERAGRQY5rJ%2BfwwzmeEOs2D2DO/neXhk9ppZe%2B9ZyLystfbaihBCgIiIiIik0Xj6AIiIiIh8DQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWT%2Bnj6A3sBqtaKsrAyhoaFQFMXTh0NERNQrCCFQU1ODAQMGQKPp2T4lBqweUFZWhoSEBE8fBhERUa908eJFxMfH9%2Bg%2BGbB6QGhoKABbA4eFhbldn8lkQlFREdLS0hAQEOB2feQetoe6sD3Uhe2hLr2tPQwGAxISEhyfwz2JAasH2IcFw8LCpAWsPn36ICwsrFf8B1E7toe6sD3Uhe2hLr21PTwxPYeT3ImIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIsl4s2ciIiJqlW7ph54%2BhC6zGG96bN/swSIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIskYsIiIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSTHUBa9%2B%2BfYiLi8PDDz/crOzdd9/FyJEjERISgmHDhuGNN95wKV%2B/fj2GDRuGsLAw3H333dDr9Y6y%2Bvp6ZGVlIT4%2BHtHR0Zg%2BfToqKysd5efPn0d6ejqioqIwaNAg5Obmwmq1OsoPHDiAcePGISwsDLfffjt27NjRDWdPREREvsDf0wfg7Ne//jW2bNmCpKSkZmVfffUVZsyYgT/96U9IT09HUVERfvazn%2BG2227D3Xffjd27d2PFihX48MMPkZycjPXr1yMjIwPffPMN%2Bvbti6VLl0Kv1%2BPQoUPo27cv5s2bh9mzZ%2BODDz4AAGRmZmLMmDE4e/YsysvLkZ6ejri4OOTk5ODy5cuYOnUq1q9fj0ceeQQHDx7E1KlTMWzYMOh0up5%2Bm4iIyIvoln7o6UNwCNQI5OqA8Sv3o8GqePpwfJqqerCCgoLw1Vdf4Uc/%2BlGzsqqqKvzyl7/E/fffD39/f0yePBnJycn49NNPAQCbNm3C7NmzkZqaiuDgYDz33HNQFAW7d%2B%2BG2WzGli1bsHz5ciQkJCAyMhL5%2BfnYs2cPysrKcPjwYRw7dgxr1qxBeHg4kpKSkJOTg9dffx0AsGPHDgwdOhRPPPEEgoKCMGHCBEydOhWbN2/u0feHiIiIvIOqerAWLlzYatmkSZMwadIkx2Oz2YzLly9j4MCBAAC9Xu8yrKjRaDBq1CiUlJRg9OjRqK6uRkpKiqP81ltvRXBwMPR6PcrKypCYmIiIiAhHeUpKCr7%2B%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%2BPDhCAkJaVa3vTw1NbWbzpSIiIi8mdcErM8%2B%2Bwzbt2/H3r17HfOjnGVnZ2Pbtm344osvUFtbi/z8fGi1WqSnp8PPzw/z589Hfn4%2BLl68iMrKSixZsgSZmZmIi4vD6NGjMXbsWCxevBgGgwGnT5/G2rVrkZ2dDQCYMWMGzp07h82bN6O%2Bvh6FhYUoLCzE/Pnze/ptICIiIi%2BgqiFC%2B3wq%2B9Um77//PgDbIqFbt25FdXU1Bg0a5PKae%2B65B0VFRZg0aRIKCgrw4IMPory8HGPHjkVhYSGCg4MBACtXrkRNTQ1GjhwJs9mMjIwMvPrqq4563n77bcyfPx/9%2B/dHWFgYsrKysGDBAgBAbGws9uzZg4ULF%2BKpp55CYmIitm/fjuTk5G5/T4iIiMj7qCpg1dfXt1q2ZcsWbNmypc3XZ2dnO3qdmgoMDMTGjRuxcePGFsvj4%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%2B3QvomIiIicqSpgBQUF4auvvsKPfvSjZmWbN2/G5MmTMXnyZAQFBWHGjBm44447sH37dgDApk2bsGjRItx2220IDQ3FqlWrcPLkSXz55Ze4cuUK3n//faxatQrR0dEYMGAAli9fjt///vcwmUzYu3cvGhoasGzZMvTt2xcpKSmYO3cuXn/99Q7tm4iIiMiZv6cPwNnChQtbLdPr9UhPT3fZlpKSgpKSEtTV1eHkyZNISUlxlIWGhiIpKQklJSWorq6Gn58f7rjjDpfX3rhxA6dPn4Zer0dycjL8/Pxcyt944412990So9EIo9HoeGwwGAAAJpMJJpOpvbehXfY6ZNRF7mN7qAvbQ13YHkCgRnj6EBzsx6KmY%2BpOZg92I6kqYLWlsrISERERLtsiIyNx4sQJXLt2DUKIFssrKioQFRWF8PBwKIriUgYAFRUVrdZdVVUFq9Xa5r5bUlBQgLy8vGbbi4qK0KdPn46fdDuKi4ul1UXuY3uoC9tDXXpze%2BTqPH0EzS1K6R2Bt7a2AY94aN9eE7AAOOZTdaW8K691DmTtvd7ZkiVLkJOT43hsMBiQkJCAtLQ0hIWFdbie1phMJhQXF2PixIkICAhwuz5yD9tDXdge6sL2AMav3O/pQ3AI1AgsSjHh5SMBaLAq7b/Ay5mNZo/t22sCVkxMDCorK122VVZWIjY2FpGRkdBoNK2Wx8TEoLq6GhaLxTEMaH%2Buvfxf//pXs9dGRUVBo9G0ue%2BWaLVaaLXaZtsDAgKk/oKRXR%2B5h%2B2hLmwPdenN7aHGINNgVVR5XLJZrJ7bt6omubdFp9NBr9e7bCspKUFqaiqCgoIwYsQIl/Lr16/jm2%2B%2BQWpqKkaPHg0hBI4dO%2Bby2n79%2BmHYsGHQ6XQ4duwYzGZzs7rb2zcRERFRU14TsObNm4fi4mLs3bsX9fX12Lp1K86cOYNHH30UAJCdnY1169bh9OnTqKmpQW5uLkaPHg2dTofo6GhMnz4dy5YtQ0VFBS5duoSVK1di7ty58Pf3x%2BTJkxEWFoYXXngBtbW1%2BPLLL7FlyxZkZ2d3aN9EREREzlQ1RBgUFATgh6tN3n//fQBAfX09RowYgR07dmDRokU4f/48hg8fjj179qB///4AgCeffBKXL1/G%2BPHjUVNTgx//%2BMeOdawA2zIOWVlZGDx4MAICAvDII48gPz8fgG1Ib8%2BePcjKysLq1asRFxeHVatWOa4cbG/fRERERM5UFbDq6%2BvbLM/MzERmZmaLZYqiIC8vr8Wr9wAgPDwcO3fubLXuESNG4ODBg13aNxEREZEzrxkiJCIiIvIWDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkmb%2BnD4CIiKgtuqUfevoQiDqNPVhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCSZVwWso0eP4r777kO/fv3Qv39/PProo7h69SoA4MCBAxg3bhzCwsJw%2B%2B23Y8eOHS6vXb9%2BPYYNG4awsDDcfffd0Ov1jrL6%2BnpkZWUhPj4e0dHRmD59OiorKx3l58%2BfR3p6OqKiojBo0CDk5ubCarX2zEkTERGR1/GagGU2m5Geno4777wTV65cwYkTJ1BeXo4FCxbg8uXLmDp1KrKyslBeXo5169Zh3rx5OHz4MABg9%2B7dWLFiBbZt24YrV65gypQpyMjIwM2bNwEAS5cuhV6vx6FDh3DmzBkIITB79mzHvjMzMzFw4ECcPXsW%2B/fvx3vvvYdXXnnFI%2B8DERERqZ/XBKzLly/j8uXLeOyxx6DVahEVFYXMzEwcPXoUO3bswNChQ/HEE08gKCgIEyZMwNSpU7F582YAwKZNmzB79mykpqYiODgYzz33HBRFwe7du2E2m7FlyxYsX74cCQkJiIyMRH5%2BPvbs2YOysjIcPnwYx44dw5o1axAeHo6kpCTk5OTg9ddf9/A7QkRERGrlNQFr4MCBGDVqFF5//XXcuHED5eXleOedd5CRkQG9Xo%2BUlBSX56ekpKCkpAQAmpVrNBqMGjUKJSUl%2BPbbb1FdXe1SfuuttyI4OBh6vR56vR6JiYmIiIhwqfvrr79GTU1NN581EREReSN/Tx9AR2k0GrzzzjuYMGGCY3ju3nvvRUFBAe6//37Ex8e7PD8yMhIVFRUAgMrKSpeA5Fxun2vVtDwiIsJR3tJrAaCiogKhoaHNjtVoNMJoNDoeGwwGAIDJZILJZOr0uTdlr0NGXeQ%2Btoe6sD3URUZ7BGqErMPp9ezvZW95T80e7EbymoBlNBoxZcoUPPDAA/jlL3%2BJmzdvYsGCBZgxYwYAQIi2f1jcKW/vtU0VFBQgLy%2Bv2faioiL06dOnU3W1pbi4WFpd5D62h7qwPdTFnfbI1Uk8EAIALErpHX%2BA1NY24BEP7VtKwLr77rvx2GOP4YEHHnD07sj2t7/9Df/%2B97%2BxatUq%2BPn5ITw8HHl5eRg1ahQmTZrkctUfYOu1io2NBQDExMS0WD5ixAjExMQ4HoeEhDjKq6qqEBsbC7PZ3OJrFUVxvLapJUuWICcnx/HYYDAgISEBaWlpCAsL6/qb0MhkMqG4uBgTJ05EQECA2/WRe9ge6sL2UBcZ7TF%2B5X7JR9V7BWoEFqWY8PKRADRYFU8fTrczG80e27eUgPXTn/4Ur732Gv73f/8XaWlpmDFjBu6//34EBQXJqB4AYLFYYLVaXXqT7MNwEyZMwB/%2B8AeX55eUlCA1NRUAoNPpoNfrMWvWLEddR44cwZw5czBkyBBERERAr9dj0KBBAIDjx4/DaDRCp9OhrKwMFy5cQEVFBaKjox11Dx8%2B3CWQOdNqtdBqtc22BwQESP2FL7s%2Bcg/bQ13YHuriTnv0hiDQ0xqsSq94Xy0eXFFJyujk8uXLcfToUZw8eRLjx4/Hhg0bcMstt2D27NnYv1/OXx533XUXQkJCsGLFCtTW1qKyshL5%2Bfm455578Nhjj%2BHcuXPYvHkz6uvrUVhYiMLCQsyfPx8AkJ2djW3btuGLL75AbW0t8vPzodVqkZ6eDj8/P8yfPx/5%2Bfm4ePEiKisrsWTJEmRmZiIuLg6jR4/G2LFjsXjxYhgMBpw%2BfRpr165Fdna2lPMiIiIi3yN1%2BteQIUPwf//3fzhw4ABWrVqF9957D2lpaRgyZAg2bdrkVt1RUVHYt28fPv/8cwwcOBC33347goODsXPnTsTGxmLPnj347W9/i/DwcCxatAjbt29HcnIyAGDSpEkoKCjAgw8%2BiMjISBQXF6OwsBDBwcEAgJUrV%2BLOO%2B/EyJEjMXjwYISGhjqWeACAt99%2BG2VlZejfvz/uvfdezJw5EwsWLHDrfIiIiMh3SZ3k/tFHH2HHjh145513EBoaiqysLMycORNXrlzBokWLcOrUKbcW6BwzZgw%2B%2BuijFsvuuecelJaWtvra7OzsVnudAgMDsXHjRmzcuLHF8vj4eBQWFnb%2BgImIiKhXkhKwnnvuOfzpT3/C9evXMW3aNLz11lv4yU9%2BAkWxje8OHz4cf/3rXzF8%2BHCugE5EREQ%2BT0rAOnr0KPLz8/Hzn/8cffv2bfE5t9xyC3Jzc2XsjoiISHWEEDBYrRAAwjUaRycD9U5S5mDt378fAwcOxKVLlxzbPv30UxQVFbk8b/HixTJ2R0REpDoCgAmAufFf6t2kBKwNGzbg5z//Ob777jvHtuvXr%2BORRx7Bb3/7Wxm7ICIiUjXnJakbOrlANfkeKQFr7dq1%2BOSTT3Dfffc5tk2dOhUff/wx1q5dK2MXREREquYcqYxCdPouIORbpASsiooK3Hrrrc22Dx48GOXl5TJ2QUREpGrOa1oK2IYKqfeSErDuuusu/PKXv0R1dbVj25UrV/DMM8/gzjvvlLELIiIiVWvaX2VkD1avJiVgvfbaazhw4ACioqIQGRmJfv36YcCAATh69Cj%2B%2BMc/ytgFERGRqjUdEmzgMGGvJmWZhsGDB%2BPo0aM4evQozp49C41GgyFDhmDkyJEyqiciIlI9e5QKBNAA25ChGQDviNk7SVvJ3WKxIDo62mUdrDNnzgAAhg4dKms3REREqmQPWIqi2EKWEGgQAgFcD6tXkhKwduzYgaeffhoGg8FluxACiqLAYrHI2A0REZFq2Se5a2D7cG2AbR5Wn8bPQupdpASsxYsX45lnnsGDDz6IPn36yKiSiIjIqzh6sABbr5UQsAKwQPKNf8krSGlzg8GAZcuWwc/PT0Z1REREXsc%2BoV0BoLEPE8LWi%2BXPHqxeR8pVhPfffz8%2B%2BugjGVURERF5JeceLAAIbAxVXNW9d5LSg3Xbbbdh9uzZuOuuuzB48GBoNK65bdWqVTJ2Q0REpFrOk9yBxoAlBCwALELAj71YvYqUgFVUVIQf/ehHKC8vb7ZyOyf2ERFRb2APWPYuBo2iIAC2Gz8bhUAffh72KlICFocHiYiot7NfRegco7SKAlPjcg28BKx3kTIHCwAuXbqE3/zmN3jmmWcc27766itZ1RMREala0zlYwA/zsMywDRNS7yElYH3wwQdISkrCvn378NprrwEALl68iIkTJ%2BJPf/qTjF0QERGplvMtcZwDlkZRHENFnOzeu0gJWEuXLsXOnTuxf/9%2Bx5yrhIQEvP/%2B%2B3jhhRdk7IKIiEi1nKNT05lW2sbPRd78uXeRErDOnj2LqVOnAnCd1H7PPffg3//%2Bt4xdEBERqZbz8GDTi7s4TNg7SQlYgwYNwj/%2B8Y9m2/ft24e4uDgZuyAiIlKtluZf2flxmLBXknIV4YIFC/DTn/4Uc%2BbMgcViwcsvv4x//OMf2LVrF1588UUZuyAiIlKtlq4gdBaoKDA3Xk0Y3FMHRR4lJWA9/fTTGDBgALZu3YohQ4bgj3/8I/7jP/4DH3zwASZMmCBjF0RERKrVVg8WYJuHVSsETACsQkDDNbF8nrT7T2ZmZiIzM1NWdURERF7D%2BT6ELfFTFPjBduPnBiEQxIDl86QErJUrV7ZZ/qtf/UrGboiIiFSp6W1yWmLvxTIKgaCeOSzyICkB669//avLY4vFgnPnzgEA7rrrLhm7ICIiUq2mt8lpSSCHCXsVKQHr0KFDzbZZrVasWrUKWq1Wxi6IiIhUq71J7gDgz2HCXkXarXKaVazRIDc3l1cREhGRz2tvkrudfU0sLtfg%2B7otYAHAJ598ApPJ1J27ICIi8rj2Jrnb2Vd1b4Dr7XXI90gZIrzllluaTeyrra1FTU0NFi1aJGMXREREqtXRHiw/2Ho2rLD1Ymk5TOizpASsgoKCZgErKCgISUlJSElJkbELIiIi1erIVYT2cq2ioE4IGAFwlrLvkhKwHn/8cRnVEBEReaWOXEVoF9gYsBqEgBCi3VBG3klKwBo8eHCHf0DOnj0rY5dERESq0ZGrCO2cP3itsA0bku%2BRErCeeuopbNiwAT/72c%2BQlJQEq9WKf/7znygsLMTTTz%2BNyMhIGbshIiJSpY7OwQJsw4T2eVgMWL5LSsD629/%2Bhl27duHOO%2B902X7o0CHk5eXhww8/lLEbIiIi1XG%2BGrCjg33OAYt8k5RlGv7%2B97%2B3OJl9zJgxOHjwoIxdEBERqZLzYgudCViAbUV38k1SAtaAAQOwfPlyXL9%2B3bHNYDDg%2BeefR2JiooxdOOTn5%2BOWW25B3759MWHCBMcteQ4cOIBx48YhLCwMt99%2BO3bs2OHyuvXr12PYsGEICwvD3XffDb1e7yirr69HVlYW4uPjER0djenTp6OystJRfv78eaSnpyMqKgqDBg1Cbm4urFb%2B3UFERK7Dgx2dj2y/TQ4/SXyXlID16quv4s0330R0dDQiIyMdX1u3bsXvfvc7GbsAAGzcuBHbt2/Hxx9/jMuXL2P48OFYu3YtLl%2B%2BjKlTpyIrKwvl5eVYt24d5s2bh8OHDwMAdu/ejRUrVmDbtm24cuUKpkyZgoyMDNy8eRMAsHTpUuj1ehw6dAhnzpyBEAKzZ8927DczMxMDBw7E2bNnsX//frz33nt45ZVXpJ0XERF5r85McLdz9GBJPhZSDylzsH7yk5/g/PnzKCkpwaVLlyCEwIABAzBu3Dj4%2B0vZBQDgpZdewosvvohhw4YBsPVKAcCLL76IoUOH4oknngAATJgwAVOnTsXmzZuh0%2BmwadMmzJ49G6mpqQCA5557DuvWrcPu3bsxffp0bNmyBdu2bUNCQgIAWy/Z8OHDUVZWhrKyMhw7dgz79%2B9HeHg4wsPDkZOTg1deeQU5OTnSzo2IiLxTZya423GI0PdJu1WORqOBRqOBoiiYPn067rrrLpjNZlnV47vvvsO///1vXLt2DcOHD0dUVBSmT5%2BOq1evQq/XN5sDlpKSgpKSEgBoVq7RaDBq1CiUlJTg22%2B/RXV1tUv5rbfeiuDgYOj1euj1eiQmJiIiIsKl7q%2B//ho1NTXSzo%2BIiLxTlwIWhwh9npTupVOnTiEzMxPnz5%2BH1WpFfX09zp8/j3HjxuHDDz/E6NGj3d7HpUuXAABvvfUW9u/fD6vViunTp2PevHmora1FfHy8y/MjIyNRUVEBAKisrHQJSM7l9rlWTcsjIiIc5S29FgAqKioQGhra7FiNRiOMRqPjscFgAACYTCYp92a018H7PKoD20Nd2B7qIqM9AjXq7uUxW23H56d0/FgVIQCrLZz15PnZ96X291QWc7fecbltUgLW008/jfvvvx8rV65EeHg4AGDQoEFYvHgxFi1ahI8//tjtfdgvg/3FL36BAQMGAADy8vLw3//935gwYUK7N810p7yzN%2BQsKChAXl5es%2B1FRUXo06dPp%2BpqS3FxsbS6yH1sD3Vhe6iLO%2B2Rq5N4IN3g48sK3jvnh9sjrZg1tGMjN4YGYLneHwICz45pgF8PL%2Ba%2BKKV3/AFSW9uARzy0bykB66uvvkJhYSECAwNdrqD4n//5nxaDRlf0798fANCvXz/HtsTERAghYDKZXK76A2y9VrGxsQCAmJiYFstHjBiBmJgYx%2BOQkBBHeVVVFWJjY2E2m1t8raIojtc2tWTJEpf5WQaDAQkJCUhLS0NYWFhnT70Zk8mE4uJiTJw4EQEBAW7XR%2B5he6gL20NdZLTH%2BJX7JR%2BVXDUWAUDg9DUN1hzu2Meq7Q93AQEFaw4HwK%2BHbpcTqBFYlGLCy0cC0GD1/Vv0mI3ypip1lpSAFRkZievXryMuLs5l%2B7fffivtF1x8fDzCwsLMqrIwAAAgAElEQVRQWlrqmC917tw5BAQEYPLkyfjjH//o8vySkhLHpHadTge9Xo9Zs2YBACwWC44cOYI5c%2BZgyJAhiIiIgF6vx6BBgwAAx48fh9FohE6nQ1lZGS5cuICKigpER0c76h4%2BfLhLIHOm1Wqh1Ta/hWdAQIDUX/iy6yP3sD3Uhe2hLu60h9qDgKlxlEMIpRPHqkADC6wAjFYF/j18P8IGa2eO1XtZPDjJTcro5JQpUzB9%2BnQUFRVBCIHS0lL84Q9/QEZGBh5%2B%2BGEZu4C/vz/mzJmD/Px8fPPNNygvL8fKlSvx6KOPYtasWTh37hw2b96M%2Bvp6FBYWorCwEPPnzwcAZGdnY9u2bfjiiy9QW1uL/Px8aLVapKenw8/PD/Pnz0d%2Bfj4uXryIyspKLFmyBJmZmYiLi8Po0aMxduxYLF68GAaDAadPn8batWuRnZ0t5byIiMi7dWWSO/DDB7BF4rGQekjpwXrxxRfxi1/8Ag888ACMRiNSUlIQFRWFJ598EsuXL5exCwC2uU1GoxHjxo2DyWTCz3/%2Bc6xfvx4hISHYs2cPFi5ciKeeegqJiYnYvn07kpOTAQCTJk1CQUEBHnzwQZSXl2Ps2LEoLCxEcHAwAGDlypWoqanByJEjYTabkZGRgVdffdWx37fffhvz589H//79ERYWhqysLCxYsEDaeRERkfeyz9PtasASQgA93INF3U8RnZ3B3QYhBMrLyxEcHCxlrpGvMBgMCA8PR3V1tbQ5WIWFhZg8eTKHQFSA7aEubA91kdEeuqXqvp9ttcUCE4AQRUGQpuMDQzesVtQLgWBFQd9OvM4dgRqBXF0D1hwO7B1DhMabKH1purTP386Q0qL9%2BvWDEAKKoiAuLo7hioiIeg17L4Wmk71Q9mf3jgUTeh8pAWvSpEl44403ZFRFRETkVbpyqxwA8LO/nqu5%2ByQpc7Bu3ryJZcuWYcWKFUhISGh2e5zPP/9cxm6IiIhUp6uT3BVFAYTgau4%2BSkrA0ul00OlUvhIcERFRN%2BhqwHL0YEk8FlIPtwLW0KFDcebMGaxYscKxLSMjA3v27HH7wIiIiNTO%2BTqxTvdgNf5rbaxH4ZWEPsWtOVgXL15stu3AgQPuVElEROQ1nGdPdXWZhqb1kG9wK2C1lLYlrvpARESkas7Dg53tgVIUxaUXi3yL9IU32MVJRES9RVevILSzfwgzYPmenlnZjIiIyAd1dYK7nSNgcfTH57g1yd1sNuONN95wGRa0WCzNttnvCUhERORL3A5YXKrBZ7kVsAYMGIBVq1a1uU1RFAYsIiLySV29D6Edhwh9l1sB69y5c5IOg4iIyPt09TY5dhwi9F2cg0VERNRFbk9ybwxm7MHyPQxYREREXSRtkruEYyF1YcAiIiLqIpkBi%2BtI%2BhYGLCIioi6SNckd4GruvoYBi4iIqIvc7cHiau6%2BiwGLiIioi9y9ihDgPCxfxYBFRETURe5eRQhwqQZfxYBFRETURe4OEQJcqsFXMWARERF1kZSA1fgvA5ZvYcAiIiLqAudlFThESE0xYBEREXWBcxziECE1xYBFRETUBc4T3BVeRUhNMGARERF1gYz5VwBXc/dVDFhERERdIDtgOddJ3o8Bi4iIqAtkBSyu5u6bGLCIiIi6wN37EDrjPCzfw4BFRETUBTJuk2PHpRp8DwMWERFRF8i4TY4dl2rwPQxYREREXSBrDhbAIUJfxIBFRETUBd0SsDhE6DMYsIiIiLpA6iR3DhH6HAYsIiKiLnBMcpdQF4cIfQ8DFhERURc4JrnLvIoQXM3dVzBgERERdUF3zMFyrpe8GwMWERFRF8gMWFzN3fd4bcBatGiRS7fsgQMHMG7cOISFheH222/Hjh07XJ6/fv16DBs2DGFhYbj77ruh1%2BsdZfX19cjKykJ8fDyio6Mxffp0VFZWOsrPnz%2BP9PR0REVFYdCgQcjNzYXVyv8CRES9lRBCasACOA/L13hlwCotLcW2bdscjy9fvoypU6ciKysL5eXlWLduHebNm4fDhw8DAHbv3o0VK1Zg27ZtuHLlCqZMmYKMjAzcvHkTALB06VLo9XocOnQIZ86cgRACs2fPdtSfmZmJgQMH4uzZs9i/fz/ee%2B89vPLKKz170kREpErSAxbnYPkErwtYVqsVWVlZyMnJcWzbsWMHhg4diieeeAJBQUGYMGECpk6dis2bNwMANm3ahNmzZyM1NRXBwcF47rnnoCgKdu/eDbPZjC1btmD58uVISEhAZGQk8vPzsWfPHpSVleHw4cM4duwY1qxZg/DwcCQlJSEnJwevv/66p94CIiLyMOcIJC1gcakGn%2BLv6QPorE2bNiEoKAgzZszAsmXLAAB6vR4pKSkuz0tJScGuXbsc5Q8//LCjTKPRYNSoUSgpKcHo0aNRXV3t8vpbb70VwcHB0Ov1KCsrQ2JiIiIiIlzq/vrrr1FTU4PQ0NBmx2g0GmE0Gh2PDQYDAMBkMsFkMrn9HtjrkFEXuY/toS5sD3WR0R6BGvX16JiEAKy2cKX1A2RMTQ8QAkYBKIrotnO216vG97Q7mD3YjeRVAevKlStYsWIFPv74Y5ftlZWViI%2BPd9kWGRmJiooKR7lzQHIut8%2B1aloeERHhKG/ptQBQUVHRYsAqKChAXl5es%2B1FRUXo06dPB860Y4qLi6XVRe5je6gL20Nd3GmPXJ3EA5HkXA3w8nF/RGgFclMapNT5yWUF757zQ1KEFbOHmqXU2ZpFKb3jD5Da2gY84qF9e1XAysnJwezZszF8%2BHCcO3fOpay9dUPcKe/smiRLlixxGcI0GAxISEhAWloawsLCOlVXS0wmE4qLizFx4kQEBAS4XR%2B5h%2B2hLmwPdZHRHuNX7pd8VO6rtwoAAgajgjWHA6XUWddY58kqDdYc7p6P50CNwKIUE14%2BEoAGq6zBTfUyG7s3qLbFawLW3/72N3z%2B%2Bec4fvx4s7KYmBiXq/4AW69VbGxsm%2BUjRoxATEyM43FISIijvKqqCrGxsTCbzS2%2BVlEUx2ub0mq10Gq1zbYHBARI/YUvuz5yD9tDXdge6uJOe6gxCJgEYB8WlHV81sY6zaL7z7nBqqjyfZXN4sEJbV4zyX379u24cuUKBg0ahOjoaMecqejoaIwYMcJl2QUAKCkpQWpqKgBAp9O5lFssFhw5cgSpqakYMmQIIiIiXMqPHz8Oo9EInU4HnU6HCxcuOIYb7XUPHz7cJZAREVHvIfM%2BhHZczd23eE3AWrt2Lc6cOYPS0lKUlpaisLAQgG3JhhkzZuDcuXPYvHkz6uvrUVhYiMLCQsyfPx8AkJ2djW3btuGLL75AbW0t8vPzodVqkZ6eDj8/P8yfPx/5%2Bfm4ePEiKisrsWTJEmRmZiIuLg6jR4/G2LFjsXjxYhgMBpw%2BfRpr165Fdna2J98OIiLyIHvHiEbCbXLsuJq7b/GaIcKIiAiXyeZms21c1T65fc%2BePVi4cCGeeuopJCYmYvv27UhOTgYATJo0CQUFBXjwwQdRXl6OsWPHorCwEMHBwQCAlStXoqamBiNHjoTZbEZGRgZeffVVx77efvttzJ8/H/3790dYWBiysrKwYMGCnjp1IiJSGdmLjAI/rOYuYAtwXtMDomK1Vs9FVa8JWE0lJia6dKHec889KC0tbfX52dnZrfY6BQYGYuPGjdi4cWOL5fHx8Y4eMyIiou4IWIAtVFnAtbBksAiBOg8OtTIgExERdVJ3BiyAq7nL4MlwBTBgERERdVp3THIHuJq7LBYhUM%2BARURE5F3sH92yP0R5w2c57L1XnpwHxYBFRETUSfYApEi8ihBgwJLB6tR7FazxXMxhwCIiIuokzsFSL%2BfeK08uNcyARURE1EndFrA4B8stTXuvJHcwdgoDFhERUScIIbq/Bwtczb0r6hvbxg%2BAnDtEdh0DFhERURd1V8ACuJp7Z1md1r3qoyjS58d1FgMWERFRJzgP38n%2BCLev5t50P9Q%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%2B%2BdgAb0nYAkhYHS6n6BW4/3X4Hn/GRAREXlAd36A9rbV3E2AY0X2QC/srWoJAxYREVEH9VSPkn1uUW/pwbIPD2pVuCJ7VzFgERERdZDz8GB3BoHeNERobbxyEFDvmlZdwYBFRETUQT0x/wpwXc1d%2BPgwodFpcrsvrfnFgEVERNRBPRWwnOv39V6seqfeK18ZHgQYsIiIiDrM3pvU7QGrcYkCwLcDlrlxQVHANv/KlzBgERERdZC9B6snPjx7w5WE9t6rQJUvGtoVDFhEREQd5LgPYQ%2BEAV%2B/ktB57Stfmtxux4BFRETUQT01Bwvw/SsJGxoXbdUACPD0wXQDBiwiIqIOYsCSxxfXvnLGgEVERNRBHglYPjgHyyIETI3f%2B%2BLwIMCARURE1GH2qwh7ZJK7D8/Bss%2B98gfgx4BFRETUuzkmuffAvnx1iFAI4bL2la/yqoB1/vx5TJs2DVFRUYiLi8Pjjz%2BO69evAwBKS0sxfvx4hIeHIykpCS%2B99JLLa3ft2oXk5GSEhoZizJgxKCoqcpRZrVYsXboUQ4YMQUREBCZNmoSzZ886yquqqvDQQw8hLi4Ot9xyC%2BbOnYu6urqeOWkiIlINxxBhT1xF6LRPiw8NEzrf2NnX1r5y5lUBa8qUKejXrx/Onz8PvV6PEydO4Nlnn0VdXR0yMjJw3333oaysDLt27UJBQQHeffddALbwNWvWLKxevRpXr15FTk4Opk2bhkuXLgEANm7ciDfffBN79%2B7FhQsXkJSUhGnTpjm6gufNm4ebN2/ixIkT0Ov1OHXqFHJzcz32PhARkWf06BwsRYF/4/f1PhSwjD4%2Bud3OawLW9evXodPpsHr1aoSEhCA%2BPh6zZs3Cp59%2Bir1796KhoQHLli1D3759kZKSgrlz5%2BL1118HAGzevBmTJ0/G5MmTERQUhBkzZuCOO%2B7A9u3bAQCbNm3CokWLcNtttyE0NBSrVq3CyZMn8eWXX%2BLKlSt4//33sWrVKkRHR2PAgAFYvnw5fv/738NkMrV1yERE5GN6MmABQLDG9jFdL4RP3JPQ6rT2lS/3XgFwhGPV69evH7Zu3eqy7eLFixg4cCD0ej2Sk5Ph5/fDbSJTUlLwxhtvAAD0ej3S09NdXpuSkoKSkhLU1dXh5MmTSElJcZSFhoYiKSkJJSUlqK6uhp%2BfH%2B644w6X1964cQOnT5922W5nNBphNBodjw0GAwDAZDJJCWX2Ohjw1IHtoS5sD3WR0R6BGnUEC9G4bhMAaDUCfj2QDwKEQK0VsAAwQ6Cvm90i9vfSU%2B/pTcsPk9v7aAS6O2OZPdiN5DUBq6nDhw9jw4YN%2BOCDD/DnP/8ZERERLuWRkZGoqqqC1WpFZWVli%2BUnTpzAtWvXIIRosbyiogJRUVEIDw936caMjIwEAFRUVLR4bAUFBcjLy2u2vaioCH369OnS%2BbakuLhYWl3kPraHurA91MWd9sjVSTwQN9RbgNyvbB%2Bbz6aYEOjXzgsk%2BfiygvfO%2BUEbaMVzoyzQSAgli1I88wfI2n/6ofqGgvRBFtw3oPtDXm1tAx7p9r20zCsD1meffYYpU6Zg9erVmDBhAv785z%2B32HXqHIra61ptq7yz3bJLlixBTk6O47HBYEBCQgLS0tIQFhbWqbpaYjKZUFxcjIkTJyIgwBfXv/UubA91YXuoi4z2GL9yv%2BSj6hrbRHPb58HaIwE9Nn/IKgQUCJTXK/j/SgIQ5EbCCtQILEox4eUjAWiw9uwQnUkIXDXb3r8vvvNHSVn3799sNHf7PlrjdQFr9%2B7dePTRR7FhwwbMnDkTABATE4N//etfLs%2BrrKxEVFQUNBoNYmJiUFlZ2aw8NjYWkZGR0Gg0rZbHxMSguroaFovFMQRpf25sbGyLx6jVaqHVapttDwgIkPoLX3Z95B62h7qwPdTFnfbo6SDQGls2EFAAmITmhwlZ3U6BVrGiXgjUWAQ0EqZPN1iVHn9fb1gbhycBWIQGlh54/yweXOPCaya5A8Dnn3%2BOmTNn4q233nKEKwDQ6XQ4duwYzOYfkmpJSQlSU1Md5Xq93qUue3lQUBBGjBjhUn79%2BnV88803SE1NxejRoyGEwLFjx1xe269fPwwbNqy7TpWIiFSmpye4Owtu7C0zATB74WR3lxs7a7wqenSZ15yl2WzG3LlzsWbNGqSlpbmUTZ48GWFhYXjhhRdQW1uLL7/8Elu2bEF2djYA2zILxcXF2Lt3L%2Brr67F161acOXMGjz76KAAgOzsb69atw%2BnTp1FTU4Pc3FyMHj0aOp0O0dHRmD59OpYtW4aKigpcunQJK1euxNy5c%2BHv73UdgERE1EWeDFh%2BioLAxpBV54UBqwG290%2BBb97YuSVeE7AOHTqEU6dOYeHChQgKCnL5%2Bv7777Fnzx7s378fkZGRePDBB7Fq1SrHlYMjRozAjh07sGjRIoSHh2PDhg3Ys2cP%2BvfvDwB48skn8fjjj2P8%2BPGIi4vDpUuXHGtoAbZlHMLDwzF48GAkJydj3LhxyM/P98j7QEREntGTt8lpib0XyyiEV92fUAiBeqttrC7Ix9e%2BcuY1XTD/9V//1e5k84MHD7ZalpmZiczMzBbLFEVBXl5ei1f%2BAUB4eDh27tzZ8YMlIiKf05O3yWlJQOPCo2bYerH6qjioCCFghm39rgbn5S1UfMyyeU3AIiIi8qSevE1Oa4IVBTWN9/LrI4TqeoMsjcdmFMLlHooaAH0UBf4qO97uxIBFRETUAZ6cg2UXqCjQNIYXoxCquFmytbGXqr6x18pOge14tYqCAHg2mHoCAxYREVEHqCFgKYqCIEVBrRCoEwJaD/ZiCSFwszFYOQuAbSjQ1%2B812B4GLCIiog5QQ8AC4AhYFtiWbQj0wDFYhYDBanX0WPnhh1Dl14tDlTMGLCIiog6wevgqQjtNYy9WvRCos1oR6NdD9%2BxpZGkMVxbYwmaoRtMrhwDb4%2BmfEyIiIq%2Bghknudp5aeNQsBKobw5UGQLhGg8BePhTYGgYsIiKiDlDLECHQuPBo4/dN50B1l4bGcGWFbUgwXKPpVVcFdhYDFhERUQeoKWABQHDjLWfqe2DhUaPVCoPVCgHb3KJwjYZzrdrBgEVERNQBagtY/rD1JAHd14slhECt1YqaxvoDFQXhGg00DFftYsAiIiJqh3BajVwtH5yKojjmYtUL0e7dTjrLvgxDrf0mzYqCUM636jC1/JwQERGplnN0UVO80CoKNIBj4VFZhBCosVodPWN9FQUhGg3DVSdwmQYiIqJ2qPXWys4Lj94UAnUWCwDX43X53gI8%2B4UfzMKK1iiNr7G/LlRRoNWwP6azGLCIiIja4Tz/Sm29OEGKgrrGIUxLB55vEm0fv/O5hjYuw0Cdx4BFRETUDrVNcHemURT002hcwpXS5F/79wEagexkE179RwBMVltpS71zArYJ9JzM3nUMWERERO1Qc8ACbOtidWQ9d38FiNQC/ooCK8NTt%2BKgKhERUTuESm6TQ96DPytERETtsE8JZ58PdRQDFhERUTvUdB9C8g4MWERERO1Q%2BxwsUh8GLCIionYwYFFnMWARERG1Q223ySH1488KERFRO6yNVxGyB4s6igGLiIioHZzkTp3FhUaJiHycbumHHtt3oEYgVweMX7kfDVbvDSecg0WdxR4sIiKidjBgUWcxYBEREbWDAYs6iwGLiIioDRYheBUhdRrnYBEREbXAIgRqhYBRCMc29mBRRzFgEREROTE3BqsGp2AVAKCPRsOrCKnDGLCIiNrhyavwqOeYhECd1YoGp22BAII1GgQwWFEnMWAREVGvZhICtVYrTE7bAhUFfRQF/gxW1EUMWERE1OtYG%2BdWGYWA2Wm7VlEQzGBFEjBgERFRryCEQAMAY5NhQAAIagxWfgxWJAkDFhER%2BSzR2ENV3zhpXTiV%2BcHWYxWkKNAwWJFkDFhE1O16cpK4r9yahZoTQsAKwNrWc5y%2BNzUOATo/XwNbqNJyGJC6GQMWERFJIxqXNhCNX2YhcLXOtqaUVfywjlRryx0IIWCBLURZGr%2B3OG3rCgW2SetaRUFAG/smkokBizqEl6m3rid6TA7nT%2BqWen2NEAINVoFzNbZJzL1lWUjhtF6Tcw9Oa9%2B3964Ipy9r47Ca1f4YP/QkCafnN92HgxV4odTfqUbX41CcvrfX356WVlNv6ZzsQ4CBisJQRT2OAauDzp8/jwULFuCLL75ASEgIHn74YRQUFECj6fiNE8avLIaftq/bx8IhkN6HAbc5e0%2BHqXGOjbnxMQC8fNz2ge4HC/wVBX4A/BUF/kCH59qIJsGiw8fV1mOnOUCita8mz2laR5thRoUUAIF%2BAkZL8/e9eeT64TUaAH6NbefX%2BL2mcTvDEnkDBqwOyszMxJgxY3D27FmUl5cjPT0dcXFxyMnJ6dHjEELAKgRqTI3d5qLlvyLb%2BuUr41dT0788W/oXkP%2BLsOnwQ9MPpsadNju%2Blr6XeUxC/PBvu89v8m9r21o9fh/9cGnatkDzn2mrU5gyN6vBRgMgJEDAYFIcw0uNO3CU%2B8MWuBQ49cw49cp0NlSpXUd6rJo%2B3x5yFNhCaWvbnJ/f7HtFafyDsAFrDgfCaGn595T9ewW2MOXLP%2BfUezBgdcDhw4dx7Ngx7N%2B/H%2BHh4QgPD0dOTg5eeeWVTgUsi/1DGM3/Wm3tr9iWvmAFlh1uucvdG7T2a7Ojwxbt6kjKkckKPPNFz7dHS2FRaeX7lrR2pG2dQVvDTK3tu70g6c47puCHsGTvoQrSCCzWmbGqJAB1VsUWxhoDmX2CdAPgchuU9vbRkY/6lp7T5nvkFFpa/GoMGK29ry3%2BQdN0fyoLKYpTKCPydQxYHaDX65GYmIiIiAjHtpSUFHz99deoqalBaGioy/ONRiOMRqPjcXV1NQCgqu4GNNauTtNsWet/OXbgxaJjH24tfVi29NdnT3P%2BMNI0OV9Hp0WTL7Vpq/dPzcfdE1r62VYUIFABAhQFAUrLw0V%2BGoHaWhMCzAEQTYbQrULALACTsA0tCth%2BdjQA/KA4vrf/y54U92ka20NjMkHDKQ0e19vaQ5hqbf/29B/eYMDqkMrKSpdwBQCRkZEAgIqKimYBq6CgAHl5ec3q%2Be7Vx7vtGInoB595%2BgDIBdtDXXpje9TU1CA8PLxH98mA1UGdSb9LlixxGTq0Wq2oqqpCVFSUlL%2BGDQYDEhIScPHiRYSFhbldH7mH7aEubA91YXuoS29rDyEEampqMGDAgB7fNwNWB8TExKCystJlW2VlJRRFQUxMTLPna7VaaLVal239%2BvWTflxhYWG94j%2BIt2B7qAvbQ13YHurSm9qjp3uu7Dq%2BxkAvptPpcOHCBVRUVDi2lZSUYPjw4QgJCfHgkREREZEaMWB1wOjRozF27FgsXrwYBoMBp0%2Bfxtq1a5Gdne3pQyMiIiIV8nv%2B%2Beef9/RBeINJkybhzTffxNNPP42dO3dizpw5eO655zx2hZGfnx/uvfde%2BPtzlFcN2B7qwvZQF7aHurA9eoYiPHHtIhEREZEP4xAhERERkWQMWERERESSMWARERERScaARURERCQZA5YK7Nu3D3FxcXj44Yebla1btw7Dhg1Dnz59MHbsWOj1ekdZUFBQsy9FUfDJJ58AAM6fP4/09HRERUVh0KBByM3NhVXyvRB9UVfbo6KiAo899hji4uIQERGB%2B%2B67D0eOHHGUsz26pqvtceXKFTz66KPo378/%2BvXrhyeeeAJ1dXWO8tLSUowfPx7h4eFISkrCSy%2B91CPn483Onz%2BPadOmISoqCnFxcXj88cdx/fp1AO2/n7t27UJycjJCQ0MxZswYFBUVOcqsViuWLl2KIUOGICIiApMmTcLZs2d79Ny8kTvtYTKZ8Oyzz0Kj0eDDDz90Kauvr0dWVhbi4%2BMRHR2N6dOnN1tsmzpAkEetWbNGDB06VPznf/6neOihh1zKtm3bJkJDQ8Wnn34q6uvrxaZNm0RcXJyoqalpsa6DBw%2BKxMREUVtbK4QQIiUlRcybN09cv35dnDlzRiQlJYmXXnqp28/Jm7nTHg888ICYOHGiqKioEPX19WLJkiUiLi5OmM1mIQTboyvcaY/77rtPpKWlie%2B//15cvXpVTJo0SSxYsEAIIURtba0YOHCgeP7558WNGzeEXq8XUVFR4p133unxc/Qmd9xxh3j88cdFTU2NuHjxotDpdGLOnDntvp9Hjx4VWq1W7N27V9TV1Ynt27eLPn36iIsXLwohhFi/fr1ITEwUJ0%2BeFAaDQTz99NMiOTlZWK1WT56u6nW1PW7cuCHGjRsnHn/8cQFA/PWvf3WpNycnR%2Bh0OnHhwgVRWVkpMjMzxZQpUzxxil6NAcvD1q1bJ65fvy5mzZrV7ANk%2BvTpYs6cOS7bxo4dK958881m9ZjNZjFy5Ejx5z//WQghRElJifDz8xNVVVWO57z66qti2LBh3XAWvsOd9hgyZM6Udt8AAAliSURBVIj43e9%2B5yg7deqUACAuXrzI9uiirrZHTU2NUBRF/P3vf3eUnThxQoSEhAij0SjeeustERMT4wi/QgiRm5srfvrTn3bvCXmxa9euidmzZ4vvv//esW3Dhg0iKSmp3ffzqaeeEtOmTXOpLzU1VRQUFAghhLj99tvFunXrHGUGg0H4%2B/uLQ4cOdecpeTV32uP7778Xr732mhBCNAtYJpNJhIeHi7/85S%2BObadOnRKKoojvvvuuu0/Lp3CI0MMWLlzY5n2Smi5kGhERgdLS0mbP27ZtG7RaLR544AEAgF6vR2JiIiIiIhzPSUlJwddff42amhpJR%2B973GmPjIwM7Ny5E5cvX8bNmzfxhz/8AaNGjcLAgQPZHl3k7v8P5/KIiAjcuHED3377LfR6PZKTk%2BHn5%2BcoT0lJQUlJicSj9y39%2BvXD1q1bERcX59h28eJFx893W%2B%2BnXq9HSkqKS3328rq6Opw8edKlPDQ0FElJSWyPNrjTHnFxcXjyySdbrPfbb79FdXW1S3vceuutCA4OdhmCp/YxYKlYRkYGdu3ahYMHD6KhoQHvvvsuvvzyS1RVVbk8z2q1YvXq1ViyZIljW2VlpcuHOQBERkYCgMs9Fanj2muP3/zmN9BqtRgwYABCQkKwc%2BdO7Ny5E4qisD26QVvtERISgvHjxyMvLw/l5eW4du0aVqxYAX9/f1RVVbXaHlVVVZwX10GHDx/Ghg0bsHTp0nbfz9bKKyoqcO3aNQghWi2njulMe7TFPteq6esjIiLYHp3EgKViM2fOxLPPPuuYqLtv3z5kZmY2u71BYWEhGhoacP/997tsF1ykX6r22mPBggUAgAsXLqC6uhpz585FWloabty4AYDtIVt77bFt2zYEBwdj2LBhGDduHH784x8jMDDQUd5Se3jq1lfe5rPPPkNaWhpWr16NCRMmAGj//Wzv55//P7quK%2B3RHraH%2BxiwVExRFPzqV7/CuXPnUFVVhU2bNuHq1asYOHCgy/PeeustZGRkuPzniYmJaXbVR2VlJRRFQUxMTI8cv69pqz1u3ryJrVu3Ii8vDwkJCQgLC8PSpUtx48YNFBUVsT26QXv/PxISEvCXv/wF165dw7/%2B9S%2BkpaWhtrYWAwcObLU9oqKioNHw12Jbdu/ejcmTJ%2BOVV17BwoULAbT%2B%2B8b%2BfrZWHhsbi8jISGg0mlbLqW1daY%2B22H8fNX19VVUV26OT%2BJtExc6cOYMPPvjA8biurg4HDx7EXXfd5dgmhMDu3buRlpbm8lqdTocLFy64dOmWlJRg%2BPDhCAkJ6f6D90FttYfFYoEQAhaLxVEuhIDJZALA9ugO7f3/2Lt3L06dOuUoLyoqwv/7f/8P8fHx0Ol0OHbsGMxms6O8pKQEqampPXcCXujzzz/HzJkz8dZbb2HmzJmO7e29nzqdrtn8HXt5UFAQRowY4VJ%2B/fp1fPPNN2yPdnS1PdpiXyrDuT2OHz8Oo9EInU4n9wR8nWfm1lNTLV0l9dFHH4ng4GDx5Zdfirq6OpGVlSXGjBnjcuny2bNnBQDxz3/%2Bs1mdqampYs6cOaK6ulqcOnVKDB48WPz2t7/t9nPxBV1pj3vvvdexLEBtba144YUXREREhKioqBBCsD3c0ZX2mDVrlvjxj38sqqurxbfffiuG/P/t3ctLW1sUBvAv8ZGkJmJQayg%2Bq4IVByJ0oMWiBBUfNAhCKQcDhaIoQQcKxYkGpFAKTgoSCgakYHESS8F/QKUSOlShdVCtFjXQSKJGTKxmdXDpoWJBLuYavfl%2BcAbZ%2B7Bh7QXhI5yzc/eu%2BqZaOByWgoICGRkZkcPDQ/F6vZKRkSGzs7NXXttN8fPnT7l37568efPm3NxF%2B7m8vCx6vV5mZ2fl6OhI3G63mEwm2dnZEZF/3qjNz8%2BXz58/y/7%2BvnR1dcn9%2B/evtL6b5jL9%2BBP%2BckzD8%2BfPpaqqSjY3N8Xv90tbW5t0dHT8Z7X8XzFgxZlOpxOdTidarVa0Wq36%2BbdXr16JxWKRtLQ0aWlpUc%2BN%2BW1xcVEAyI8fP86t/f37d2lubhaDwSA5OTkyMjLCc2UucJl%2B%2BHw%2BURRFLBaLZGRkyMOHD8Xr9arz7Me/d5l%2B%2BP1%2BaW1tFaPRKDk5OeJ0Os/s9/Lysjx48EB0Op3k5%2BefOWKDzpufnxcAag/%2BvL59%2B3bhfno8HiktLZXU1FSprKyUubk5dS4ajcrw8LDcvn1bDAbDX7/r6KzL9OPt27fqvQAkJSVFdDqdPHv2TEREIpGI9Pb2itlsFpPJJE%2BePJFgMBivUm8sjQifZCMiIiKKJT6DRURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARUQJw2q1YmBg4MzY6OgoampqsLGxgUePHiErKwtmsxl2ux37%2B/vqfVNTUygvL4fRaERRURFcLpc653Q60dbWhsePHyM9Pf3K6iGi64sBi4gSht1ux/T0NKLRqDrm8XigKApsNhvy8vKwubmJ1dVVbG1tYXBwEACwvr4Ou92O169f4%2BDgABMTE3A4HFhaWlLX8Xq9qKurQyAQuPK6iOj64Z89E1HCCIVCsFgs%2BPDhA6xWK9bW1lBWVoaPHz%2Biuroae3t7SEtLAwAsLCygqakJh4eHAIBgMAiz2ayudefOHbx48QJPnz6F0%2BmEy%2BWCz%2BeDRqOJS21EdL3wFywiShhGoxHt7e2YmpoCAMzMzKCxsRFfv37F6ekpMjMzodfrodfr0dDQgOPjY/j9fmg0GrhcLhQXF8NgMECv12NnZweRSERdOy8vj%2BGKiFQMWESUUOx2OzweDyKRCN6/fw9FUWAwGGA0GhEOh89cJycnyM7OhtvtxsuXLzExMYFQKIRwOIzc3Nwz6yYnJ8epIiK6jhiwiCihWK1WmEwmuN1urKyswGazobi4GKFQCOvr6%2Bp9BwcH2N3dBQB8%2BvQJtbW1qK%2BvR1JSEnw%2BH7a3t%2BNVAhHdAAxYRJRQtFotFEXB0NAQbDYbbt26hYqKCtTU1KC/vx9%2Bvx/BYBDd3d3o7OwEABQWFuLLly8IBALY2NhAX18fCgoKsLW1FedqiOi6YsAiooTz%2BwgGRVHUsXfv3iEajaKwsBAlJSU4PT3F5OQkAKCnpwclJSXIzc1FS0sLHA4HHA4HxsbGMD4%2BHqcqiOg6%2BwWF2w%2BrOG2UlAAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-3235239147150327653\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2006</td>\n",
       "        <td class=\"number\">76590</td>\n",
       "        <td class=\"number\">21.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2007</td>\n",
       "        <td class=\"number\">63677</td>\n",
       "        <td class=\"number\">17.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2016</td>\n",
       "        <td class=\"number\">37409</td>\n",
       "        <td class=\"number\">10.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:49%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2015</td>\n",
       "        <td class=\"number\">28766</td>\n",
       "        <td class=\"number\">7.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2014</td>\n",
       "        <td class=\"number\">28250</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:37%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2008</td>\n",
       "        <td class=\"number\">21497</td>\n",
       "        <td class=\"number\">5.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:28%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">17331</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">15789</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:21%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">12106</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2011</td>\n",
       "        <td class=\"number\">12067</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (38)</td>\n",
       "        <td class=\"number\">48739</td>\n",
       "        <td class=\"number\">13.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:63%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-3235239147150327653\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1968</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1970</td>\n",
       "        <td class=\"number\">429</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:79%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1971</td>\n",
       "        <td class=\"number\">541</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1972</td>\n",
       "        <td class=\"number\">509</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:94%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1973</td>\n",
       "        <td class=\"number\">520</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">15789</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:42%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">17331</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:46%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2014</td>\n",
       "        <td class=\"number\">28250</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:75%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2015</td>\n",
       "        <td class=\"number\">28766</td>\n",
       "        <td class=\"number\">7.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:77%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2016</td>\n",
       "        <td class=\"number\">37409</td>\n",
       "        <td class=\"number\">10.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Sample</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
       "        <table border=\"1\" class=\"dataframe sample\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>artist</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "<meta charset=\"UTF-8\">\n",
       "\n",
       "<style>\n",
       "\n",
       "        .variablerow {\n",
       "            border: 1px solid #e1e1e8;\n",
       "            border-top: hidden;\n",
       "            padding-top: 2em;\n",
       "            padding-bottom: 2em;\n",
       "            padding-left: 1em;\n",
       "            padding-right: 1em;\n",
       "        }\n",
       "\n",
       "        .headerrow {\n",
       "            border: 1px solid #e1e1e8;\n",
       "            background-color: #f5f5f5;\n",
       "            padding: 2em;\n",
       "        }\n",
       "        .namecol {\n",
       "            margin-top: -1em;\n",
       "            overflow-x: auto;\n",
       "        }\n",
       "\n",
       "        .dl-horizontal dt {\n",
       "            text-align: left;\n",
       "            padding-right: 1em;\n",
       "            white-space: normal;\n",
       "        }\n",
       "\n",
       "        .dl-horizontal dd {\n",
       "            margin-left: 0;\n",
       "        }\n",
       "\n",
       "        .ignore {\n",
       "            opacity: 0.4;\n",
       "        }\n",
       "\n",
       "        .container.pandas-profiling {\n",
       "            max-width:975px;\n",
       "        }\n",
       "\n",
       "        .col-md-12 {\n",
       "            padding-left: 2em;\n",
       "        }\n",
       "\n",
       "        .indent {\n",
       "            margin-left: 1em;\n",
       "        }\n",
       "\n",
       "        /* Table example_values */\n",
       "            table.example_values {\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "            .example_values th {\n",
       "                border: 0;\n",
       "                padding: 0 ;\n",
       "                color: #555;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "\n",
       "            .example_values tr, .example_values td{\n",
       "                border: 0;\n",
       "                padding: 0;\n",
       "                color: #555;\n",
       "            }\n",
       "\n",
       "        /* STATS */\n",
       "            table.stats {\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "            .stats th {\n",
       "                border: 0;\n",
       "                padding: 0 2em 0 0;\n",
       "                color: #555;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "\n",
       "            .stats tr {\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "            .stats tr:hover{\n",
       "                text-decoration: underline;\n",
       "            }\n",
       "\n",
       "            .stats td{\n",
       "                color: #555;\n",
       "                padding: 1px;\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* Sample table */\n",
       "            table.sample {\n",
       "                border: 0;\n",
       "                margin-bottom: 2em;\n",
       "                margin-left:1em;\n",
       "            }\n",
       "            .sample tr {\n",
       "                border:0;\n",
       "            }\n",
       "            .sample td, .sample th{\n",
       "                padding: 0.5em;\n",
       "                white-space: nowrap;\n",
       "                border: none;\n",
       "\n",
       "            }\n",
       "\n",
       "            .sample thead {\n",
       "                border-top: 0;\n",
       "                border-bottom: 2px solid #ddd;\n",
       "            }\n",
       "\n",
       "            .sample td {\n",
       "                width:100%;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* There is no good solution available to make the divs equal height and then center ... */\n",
       "            .histogram {\n",
       "                margin-top: 3em;\n",
       "            }\n",
       "        /* Freq table */\n",
       "\n",
       "            table.freq {\n",
       "                margin-bottom: 2em;\n",
       "                border: 0;\n",
       "            }\n",
       "            table.freq th, table.freq tr, table.freq td {\n",
       "                border: 0;\n",
       "                padding: 0;\n",
       "            }\n",
       "\n",
       "            .freq thead {\n",
       "                font-weight: 600;\n",
       "                white-space: nowrap;\n",
       "                overflow: hidden;\n",
       "                text-overflow: ellipsis;\n",
       "\n",
       "            }\n",
       "\n",
       "            td.fillremaining{\n",
       "                width:auto;\n",
       "                max-width: none;\n",
       "            }\n",
       "\n",
       "            td.number, th.number {\n",
       "                text-align:right ;\n",
       "            }\n",
       "\n",
       "        /* Freq mini */\n",
       "            .freq.mini td{\n",
       "                width: 50%;\n",
       "                padding: 1px;\n",
       "                font-size: 12px;\n",
       "\n",
       "            }\n",
       "            table.freq.mini {\n",
       "                 width:100%;\n",
       "            }\n",
       "            .freq.mini th {\n",
       "                overflow: hidden;\n",
       "                text-overflow: ellipsis;\n",
       "                white-space: nowrap;\n",
       "                max-width: 5em;\n",
       "                font-weight: 400;\n",
       "                text-align:right;\n",
       "                padding-right: 0.5em;\n",
       "            }\n",
       "\n",
       "            .missing {\n",
       "                color: #a94442;\n",
       "            }\n",
       "            .alert, .alert > th, .alert > td {\n",
       "                color: #a94442;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* Bars in tables */\n",
       "            .freq .bar{\n",
       "                float: left;\n",
       "                width: 0;\n",
       "                height: 100%;\n",
       "                line-height: 20px;\n",
       "                color: #fff;\n",
       "                text-align: center;\n",
       "                background-color: #337ab7;\n",
       "                border-radius: 3px;\n",
       "                margin-right: 4px;\n",
       "            }\n",
       "            .other .bar {\n",
       "                background-color: #999;\n",
       "            }\n",
       "            .missing .bar{\n",
       "                background-color: #a94442;\n",
       "            }\n",
       "            .tooltip-inner {\n",
       "                width: 100%;\n",
       "                white-space: nowrap;\n",
       "                text-align:left;\n",
       "            }\n",
       "\n",
       "            .extrapadding{\n",
       "                padding: 2em;\n",
       "            }\n",
       "\n",
       "</style>\n",
       "\n",
       "<div class=\"container pandas-profiling\">\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Overview</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Dataset info</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Number of variables</th>\n",
       "                <td>4 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Number of observations</th>\n",
       "                <td>362221 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total Missing (%)</th>\n",
       "                <td>0.0% </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total size in memory</th>\n",
       "                <td>11.1 MiB </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Average record size in memory</th>\n",
       "                <td>32.0 B </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Variables types</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Numeric</th>\n",
       "                <td>2 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Categorical</th>\n",
       "                <td>2 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Date</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Text (Unique)</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Rejected</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-12\" style=\"padding-left: 1em;\">\n",
       "        <p class=\"h4\">Warnings</p>\n",
       "        <ul class=\"list-unstyled\"><li><code>artist</code> has a high cardinality: 18230 distinct values  <span class=\"label label-warning\">Warning</span></l> </ul>\n",
       "    </div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Variables</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">artist<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"alert\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>18230</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>5.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-818621307838793885\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>dolly-parton</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        755\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>american-idol</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        700\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>elton-john</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        680\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (18227)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 99.4%\">\n",
       "            360086\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-818621307838793885, #minifreqtable-818621307838793885\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-818621307838793885\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">dolly-parton</td>\n",
       "        <td class=\"number\">755</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">american-idol</td>\n",
       "        <td class=\"number\">700</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">elton-john</td>\n",
       "        <td class=\"number\">680</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">b-b-king</td>\n",
       "        <td class=\"number\">667</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">chris-brown</td>\n",
       "        <td class=\"number\">655</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">eddy-arnold</td>\n",
       "        <td class=\"number\">628</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">barbra-streisand</td>\n",
       "        <td class=\"number\">624</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">ella-fitzgerald</td>\n",
       "        <td class=\"number\">623</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">bob-dylan</td>\n",
       "        <td class=\"number\">614</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">bee-gees</td>\n",
       "        <td class=\"number\">599</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (18220)</td>\n",
       "        <td class=\"number\">355676</td>\n",
       "        <td class=\"number\">98.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">genre<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>12</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable6813394246296541405\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Rock</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:89%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 36.3%\">\n",
       "            131367\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Pop</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:34%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 13.6%\">\n",
       "            49443\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Hip-Hop</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:23%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 9.4%\">\n",
       "            33960\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (9)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 40.7%\">\n",
       "            147451\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable6813394246296541405, #minifreqtable6813394246296541405\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable6813394246296541405\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">Rock</td>\n",
       "        <td class=\"number\">131367</td>\n",
       "        <td class=\"number\">36.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Pop</td>\n",
       "        <td class=\"number\">49443</td>\n",
       "        <td class=\"number\">13.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Hip-Hop</td>\n",
       "        <td class=\"number\">33960</td>\n",
       "        <td class=\"number\">9.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Not Available</td>\n",
       "        <td class=\"number\">29814</td>\n",
       "        <td class=\"number\">8.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Metal</td>\n",
       "        <td class=\"number\">28408</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Other</td>\n",
       "        <td class=\"number\">23683</td>\n",
       "        <td class=\"number\">6.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:18%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Country</td>\n",
       "        <td class=\"number\">17286</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Jazz</td>\n",
       "        <td class=\"number\">17147</td>\n",
       "        <td class=\"number\">4.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Electronic</td>\n",
       "        <td class=\"number\">16205</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">R&B</td>\n",
       "        <td class=\"number\">5935</td>\n",
       "        <td class=\"number\">1.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (2)</td>\n",
       "        <td class=\"number\">8973</td>\n",
       "        <td class=\"number\">2.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">index<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>362221</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>100.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>181120</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>362236</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram3057379760962050527\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAAPpJREFUeJzt1TENQgEQREE%2BQRIi8ESNJ0Tg6agh5LVHMaNgm5c9ZmZOwE/n7QHwzy7bA75d78/tCSx6PW7bEz54EAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBcMzMbI%2BAf%2BVBIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAILwB%2BwILj9G2cTUAAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives3057379760962050527,#minihistogram3057379760962050527\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives3057379760962050527\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles3057379760962050527\"\n",
       "                                                  aria-controls=\"quantiles3057379760962050527\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram3057379760962050527\" aria-controls=\"histogram3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common3057379760962050527\" aria-controls=\"common3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme3057379760962050527\" aria-controls=\"extreme3057379760962050527\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles3057379760962050527\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>18111</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>90557</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>271680</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>344120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>362236</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>362236</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>104570</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.57735</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>181120</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>90560</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-4.591e-05</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>65605384766</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>10935000000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>2.8 MiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram3057379760962050527\">\n",
       "            <img 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ioKFgfgYiIhJgGZ/MdhLHRZsxmk1ebe9Pnj6psuFwdW3Ii4SvsAtann37qtfYKICMjgy1btvD888%2BTlJTE3Llz2bBhAyNGjABgwoQJlJWVMX36dFJSUti2bRvl5eXEx8cDsGTJEsaMGcPNN9/MwIEDSUhI8JR4gOYpyaqqKvr06cMdd9zBQw89xJw5cwL3pkVEJKRd3Cbn8q/V/0i/Dku0mS/sTirPBG/RtQRW2K3BKikpoaSk5LLHx44dy969e694XFFR0RVHnWJjY1m9ejWrV69usz0zM5Py8vLOXbCIiEQ8T8BqtfbKLTrKzA3XJ7LvxFn2//scA9OuC/TlSRCE3QiWiIhIqLl0H8JLDW/Z%2BFlb5nQfClgiIiI%2BsntGsNr%2BWnWvwzqgiu7dhgKWiIiIj9rah7C1i3cSnutwbUUJTwpYIiIiPmprH8LWBvfpSbTZxOf1DqrONQTy0iRIFLBERER85F7kbrnCFKElOors3s1bq%2B3/t9ZhdQcKWCIiIj661hQhXFzofkABq1tQwBIREfGR%2By7C%2BKsFrJaF7vtV0b1bUMASERHxUcM17iIEGN6vZQRLpRq6BQUsERERH9mvUmjU7cbrEzGZoNpm53SdFrpHOgUsERERH7n3IrxawOoRG81/pPcEtPFzd6CAJSIi4qOr7UXY2jAtdO82FLBERER8dLFMw5VHsOBiwdH9quge8RSwREREfHStvQjdhvXTnoTdhQKWiIiIj9pzFyHAsJYRrJOfX%2BBcvaPLr0uCRwFLRETER55F7lfYKsctKT6GL6X0AFSuIdIpYImIiPiooR1lGtzcC901TRjZFLBERER81N4pQmhV0V0L3SOaApaIiIiPNIIll1LAEhER8VF77yKEiwvdP6k57wlmEnkUsERERHzUkSnC1OtiMZvAMMDWoDsJI5UCloiIiI86MkVoNpvoaYkGoK7B2aXXJcGjgCUiIuKj9uxF2FpCXAwAtgsawYpUClgiIiI%2BcLkMGj11sNr3tZoQpxGsSKeAJSIi4gN7S7iC9o9gJcY3j2ApYEUuBSwREREftL4TsN0Bq2UES4vcI5cCloiIiA8anM0BKybKRJTZ1K5j3Guw6hSwIpYCloiIiA88NbCusQ9ha1qDFfkUsERERHzgniK0tHN6ECAxTmuwIp0CloiIiA86UmTUzT2CpTINkSvsAlZpaSnXX3891113HePGjePYsWMA7Nixg9GjR5OYmMiwYcPYuHGj13GrVq1iyJAhJCYmctttt2G1Wj1tDQ0NFBYWkpmZSVpaGtOmTaO2ttbTXllZyaRJk0hNTaV///7MmzcPl8uFiIjIhQ4UGXXz1MHSCFbECquAtXr1ajZs2MB7773HqVOnGDp0KMuXL%2BfUqVNMnTqVwsJCTp8%2BzcqVK5k1axa7du0CYPPmzSxatIj169dTXV3NlClTmDx5MufPnwdgwYIFWK1Wdu7cyZEjRzAMgxkzZnhet6CggH79%2BnH06FG2b9/OG2%2B8wYoVK4LyGYiISGixe/Yh7PgIlha5R66wCljPPvsspaWlnpGoVatWsWrVKjZu3MjgwYN59NFHiYuLY9y4cUydOpV169YBsGbNGmbMmEF%2Bfj7x8fE89dRTmEwmNm/ejNPp5OWXX2bhwoVkZWWRkpJCaWkpW7Zsoaqqil27drFv3z6WLVtGUlIS2dnZFBcXs3bt2iB/GiIiEgrcU4TxHVmDpTpYES862BfQXv/%2B97/55JNP%2BPzzzxk6dCjV1dXceeedvPDCC1itVnJzc72en5uby6ZNmwCwWq3cf//9njaz2czIkSOpqKggJyeHc%2BfOeR1/ww03EB8fj9VqpaqqigEDBpCcnOx17sOHD1NXV0dCQsJl12q327Hb7Z6fbTYbAA6HA4fD9/9acZ/DH%2BcS36k/Qov6I7R0h/4439AIQGyUud3vM77l29d2oTGgn0136I/Wgvk%2BwyZgnTx5EoDf/e53bN%2B%2BHZfLxbRp05g1axb19fVkZmZ6PT8lJYWamhoAamtrvQJS63b3WqtL25OTkz3tbR0LUFNT02bAKisrY/HixZc9vnXrVnr06NGRt31V27Zt89u5xHfqj9Ci/ggtkdwfFdUmIIpzZz6jvLy8Xcd8Wg8QzZm6C%2B0%2Bxp8iuT9aq6%2BvD9prh03AMgwDgB/%2B8If07dsXgMWLF/P1r3%2BdcePGedqvdXxn2q917KVKSkooLi72/Gyz2cjKymL8%2BPEkJiZ26FxtcTgcbNu2jbvvvpuYmBifzye%2BUX%2BEFvVHaOkO/fHZzko4epj%2B/foyceKIdh1TbWugbN9fsBtmvv718ZhM7StQ6qvu0B%2BtuWeQgiFsAlafPn0A6NWrl%2BexAQMGYBgGDofD664/aB61ysjIACA9Pb3N9uHDh5Oenu75uWfPnp72M2fOkJGRgdPpbPNYk8nkOfZSFosFi8Vy2eMxMTF%2B/YX29/nEN%2BqP0KL%2BCC2R3B8OV3M4irdEt/s9piY0L4Fuchk4DDPXxQb26ziS%2B6O1YL7HsFnknpmZSWJiInv37vU8duzYMWJiYpg4caJX2QWAiooK8vPzAcjLy/Nqb2pqYvfu3eTn5zNo0CCSk5O92vfv34/dbicvL4%2B8vDyOHz/umW50n3vo0KFegUxERLqnztTBiosxE92yrY72I4xMYROwoqOjeeyxxygtLeXjjz/m9OnTLFmyhAcffJCHH36YY8eOsW7dOhoaGigvL6e8vJzZs2cDUFRUxPr16/nggw%2Bor6%2BntLQUi8XCpEmTiIqKYvbs2ZSWlnLixAlqa2spKSmhoKCA3r17k5OTw6hRo5g/fz42m41Dhw6xfPlyioqKgvyJiIhIKHDvRdiRrXJMJpO2y4lwYTNFCM2Lx%2B12O6NHj8bhcHDvvfeyatUqevbsyZYtW3jyySf5zne%2Bw4ABA9iwYQMjRjTPhU%2BYMIGysjKmT5/O6dOnGTVqFOXl5cTHxwOwZMkS6urquPnmm3E6nUyePJkXXnjB87qvvfYas2fPpk%2BfPiQmJlJYWMicOXOC8hmIiEhouVgHq/0BC5qLjX5e71AtrAgVVgHLYrGwevVqVq9efVnb2LFjvaYPL1VUVHTFUafY2NgrnheapyeDcZeHiIiEvs5MEQIkttRqUDX3yBQ2U4QiIiKhqKETW%2BUAJFhatsvRfoQRSQFLRETEB%2B69CC0dniLUGqxIpoAlIiLigwb3Gqzojn2lujd8VsCKTApYIiIiPvDsRRjbsREs9xosLXKPTApYIiIiPmhwukewOn4XIagOVqRSwBIREfGBvZOL3BO1BiuiKWCJiIj4oLNlGrTIPbIpYImIiPigoZOFRhM9i9w1RRiJFLBERER84Nkqp8MjWO46WBrBikQKWCIiIj5wTxFaOrzIXXcRRjIFLBERkU4yDKPTU4RagxXZFLBEREQ6yd5SogE6sxdh8xThF41OXC7Dr9clwaeAJSIi0kl2R%2BuA1bkRLMOAOrtGsSKNApaIiEgnuRe4R5lNxER17CvVEh1FbMv2OlqHFXkUsERERDrpQmPLHYQd3IfQTcVGI5cCloiISCddLNHQselBt0Rt%2BByxFLBEREQ6qbN3ELq512HZLmiKMNIoYImIiHRSZ7fJcXMXG62zK2BFGgUsERGRTmro5EbPbqqFFbkUsERERDrJ1ylCrcGKXApYIiIinWTv5D6EblqDFbkUsERERDrJM0XYwX0I3TwbPmsEK%2BIoYImIiHSSv%2B4iVKHRyKOAJSIi0knuESxLJ6cI3fsRagQr8ihgiYiIdJJGsORKFLBEREQ6yVPJvdNrsFSmIVIpYImIiHSSr4VGL5Zp0AhWpFHAEhER6SRfC426A5btgkawIo0CloiISCe512DF%2B7gG64KjCUeTy2/XJcEXVgHLZDJhsViIi4vz/Pnud78LwI4dOxg9ejSJiYkMGzaMjRs3eh27atUqhgwZQmJiIrfddhtWq9XT1tDQQGFhIZmZmaSlpTFt2jRqa2s97ZWVlUyaNInU1FT69%2B/PvHnzcLn0D0FEpLvzdYqwZ0vAAvhC67AiSlgFLIDDhw/T0NDg%2BfPcc89x6tQppk6dSmFhIadPn2blypXMmjWLXbt2AbB582YWLVrE%2BvXrqa6uZsqUKUyePJnz588DsGDBAqxWKzt37uTIkSMYhsGMGTM8r1lQUEC/fv04evQo27dv54033mDFihVBef8iIhI6LpZp6NwIVkyU2TP6pYXukSXsAlZbNm7cyODBg3n00UeJi4tj3LhxTJ06lXXr1gGwZs0aZsyYQX5%2BPvHx8Tz11FOYTCY2b96M0%2Bnk5ZdfZuHChWRlZZGSkkJpaSlbtmyhqqqKXbt2sW/fPpYtW0ZSUhLZ2dkUFxezdu3aIL9rEREJNl/LNAAkxrdsl6OF7hEl%2BtpPCS3z58/n/fffx2azMX36dJYvX47VaiU3N9frebm5uWzatAkAq9XK/fff72kzm82MHDmSiooKcnJyOHfunNfxN9xwA/Hx8VitVqqqqhgwYADJycle5z58%2BDB1dXUkJCRcdo12ux273e752WazAeBwOHA4fP8H5D6HP84lvlN/hBb1R2iJ9P644GgedYoxGZ1%2Bjz0t0VRj5/MvGnA4evjz8i4T6f1xqWC%2Bz7AKWGPGjGHcuHG88sorHD16lPvuu485c%2BZQW1tLZmam13NTUlKoqakBoLa21isgtW53r7W6tD05OdnT3taxADU1NW0GrLKyMhYvXnzZ41u3bqVHD//949m2bZvfziW%2BU3%2BEFvVHaInU/visNgow8Y89Vho/MTp1jqYLzed47/0POXOoc%2BfoqEjtj0vV19cH7bXDKmDt3LnT8/cbb7yRZcuWMWXKFL7yla9gGFf/pfSl/VrHXqqkpITi4mLPzzabjaysLMaPH09iYmKHztUWh8PBtm3buPvuu4mJifH5fOIb9UdoUX%2BElkjvjxVH/gb19Xzl1jGMGpB87QPa8NpnVo59XMvgYSOYmNPPz1foLdL741LuGaRgCKuAdakBAwbQ1NSE2Wz2uusPmketMjIyAEhPT2%2Bzffjw4aSnp3t%2B7tmzp6f9zJkzZGRk4HQ62zzWZDJ5jr2UxWLBYrFc9nhMTIxff6H9fT7xjfojtKg/Qkuk9ofd2bwGq2d8bKffX1KPWADONxoB%2B4witT8uFcz3GDaL3Pfs2cP3v/99r8cOHjyIxWJh4sSJXmUXACoqKsjPzwcgLy/Pq72pqYndu3eTn5/PoEGDSE5O9mrfv38/drudvLw88vLyOH78uGe60X3uoUOHegUyERHpfhqcvi9yT/BUc9ddhJEkbAJWRkYGa9eu5ZlnnsFut3PkyBEWLlzI7Nmz%2Bfa3v82xY8dYt24dDQ0NlJeXU15ezuzZswEoKipi/fr1fPDBB9TX11NaWorFYmHSpElERUUxe/ZsSktLOXHiBLW1tZSUlFBQUEDv3r3Jyclh1KhRzJ8/H5vNxqFDh1i%2BfDlFRUVB/kRERCTYPHWwOrkXIUCiNnyOSGETsPr168fbb7/NW2%2B9RVpaGrfeeisTJkzgpz/9KRkZGWzZsoXnn3%2BepKQk5s6dy4YNGxgxYgQAEyZMoKysjOnTp5OSksK2bdsoLy8nPj4egCVLljBmzBhuvvlmBg4cSEJCgqfEA8Brr71GVVUVffr04Y477uChhx5izpw5QfkcREQkNBiG4XOhUdCGz5EqrNZgjR07lvfff/%2BKbXv37r3isUVFRVccdYqNjWX16tWsXr26zfbMzEzKy8s7fsEiIhKxGptcuFrugepsoVGAxPiW/Qg1ghVRwmYES0REJJS4i4yCRrDkcgpYIiIinWBvmR40myA2yoeAZXEvctcIViQJSMC67bbbWLNmDWfOnAnEy4mIiHS51tvkmEymTp9HI1iRKSAB62tf%2Bxovvvgiffv2ZerUqWzatImGhoZAvLSIiEiXaHC6F7h3fv0VaA1WpApIwFq4cCF79uzho48%2B4vbbb%2Be5557j%2BuuvZ8aMGWzfvj0QlyAiIuJXF0s0%2BPZV6h7BsmkEK6IEdA3WoEGD%2BP73v8%2BOHTtYunQpb7zxBuPHj2fQoEGsWbMmkJciIiLik9ZThL5wFxptdLqwt4yKSfgLaJmGd999l40bN/L666%2BTkJBAYWEhDz30ENXV1cydO5eDBw%2ByYsWKQF6SiIhIp7hHsHwp0QDQ03Lxq7iuwYmlp2/nk9AQkBGsp556iqysLKZOnUpjYyO/%2B93vqKys5JlnnmHo0KHceeed/OEPf%2BCVV14JxOWIiIj4zB9FRgGizCYSWkKW7YLWYUWKgIxg7dmzh9LSUu69916uu%2B66Np9z/fXXM2/evEBcjoiIiM88%2BxD6sE2OW0KKcHr9AAAgAElEQVRcNHV2p%2B4kjCABGcHavn07/fr14%2BTJk57H/vKXv7B161av582fPz8QlyMiIuIzf41ggTZ8jkQBCVjPPfcc9957L//%2B9789j509e5ZvfetbPP/884G4BBEREb%2ByO/xTpgEgMV4bPkeagASs5cuX8%2Bc//5m77rrL89jUqVN57733WL58eSAuQURExK/8dRchXBzBUi2syBGQgFVTU8MNN9xw2eMDBw7k9OnTgbgEERERv7rg1ylCVXOPNAEJWLfeeis/%2BtGPOHfunOex6upqvve97zFmzJhAXIKIiIhfNfhxilDFRiNPQALWiy%2B%2ByI4dO0hNTSUlJYVevXrRt29f9uzZw69//etAXIKIiIhf%2BXOKMDFOGz5HmoCUaRg4cCB79uxhz549HD16FLPZzKBBg7j55psD8fIiIiJ%2B59mL0C9lGlrWYF3QCFakCFgl96amJtLS0rzqYB05cgSAwYMHB%2BoyRERE/MK/ZRp0F2GkCUjA2rhxI0888QQ2m83rccMwMJlMNDVp7yUREQkvdr/eRahF7pEmIAFr/vz5fO9732P69On06NEjEC8pIiLSpfw5gpUY37IGy64RrEgRkIBls9l4%2BumniYrSBpYiIhIZPGuw/LLI3b0XoUawIkVA7iL8xje%2BwbvvvhuIlxIREQkI912EFj8uctcarMgRkBGsG2%2B8kRkzZnDrrbcycOBAzGbvXLd06dJAXIaIiIjfdM0id6dnfbKEt4AErK1bt/LlL3%2BZ06dPX1a5Xb9EIiISjvxZaNRdB8vpMrjgaKJHbMBu8pcuEpAe1PSgiIhEGn8WGu0RG0WU2USTy6CuwamAFQECsgYL4OTJk/zsZz/je9/7nuexv//974F6eREREb%2ByO/03RWgymehpUS2sSBKQgPXWW2%2BRnZ3NO%2B%2B8w4svvgjAiRMnuPvuu/mf//mfQFyCiIiIX11o9F8ld9B%2BhJEmIAFrwYIFvPrqq2zfvt2z5iorK4s333yTn/zkJ4G4BBEREb9qcDZPEcbH%2BidgJXq2y9EIViQISMA6evQoU6dOBbwXtY8dO5ZPPvkkEJcgIiLiN44mF00uA/D/CJaquUeGgASs/v37849//OOyx9955x169%2B7dqXPOnTvXK6zt2LGD0aNHk5iYyLBhw9i4caPX81etWsWQIUNITEzktttuw2q1etoaGhooLCwkMzOTtLQ0pk2bRm1trae9srKSSZMmkZqaSv/%2B/Zk3bx4ul6tT1y0iIuHPfQchgMUPa7CgdS0sBaxIEJCANWfOHL72ta/xox/9iKamJn7xi18wY8YMpk2bxg9%2B8IMOn2/v3r2sX7/e8/OpU6eYOnUqhYWFnD59mpUrVzJr1ix27doFwObNm1m0aBHr16%2BnurqaKVOmMHnyZM6fPw80T2FarVZ27tzJkSNHMAyDGTNmeM5fUFBAv379OHr0KNu3b%2BeNN95gxYoVPn4qIiISrtx3EJpMYIn2z1dpojZ8jigBCVhPPPEEL7zwAv/4xz8YNGgQv/71r/niiy946623mDNnTofO5XK5KCwspLi42PPYxo0bGTx4MI8%2B%2BihxcXGMGzeOqVOnsm7dOgDWrFnDjBkzyM/PJz4%2BnqeeegqTycTmzZtxOp28/PLLLFy4kKysLFJSUigtLWXLli1UVVWxa9cu9u3bx7Jly0hKSiI7O5vi4mLWrl3r189IRETCh3sEyxJt9ls9R/d%2BhDYFrIgQsEIbBQUFFBQU%2BHyeNWvWEBcXxwMPPMDTTz8NgNVqJTc31%2Bt5ubm5bNq0ydN%2B//33e9rMZjMjR46koqKCnJwczp0753X8DTfcQHx8PFarlaqqKgYMGEBycrLXuQ8fPkxdXR0JCQk%2BvycREQkvdj/uQ%2BimNViRJSABa8mSJVdt/3//7/%2B16zzV1dUsWrSI9957z%2Bvx2tpaMjMzvR5LSUmhpqbG0946ILVud6%2B1urQ9OTnZ097WsQA1NTVtBiy73Y7dbvf8bLPZAHA4HDgcvv%2BXifsc/jiX%2BE79EVrUH6ElUvvjiwuNQPMIlr/eW4%2BWtVzn6hu77POK1P64kmC%2Bz4AErD/84Q9ePzc1NXHs2DEAbr311nafp7i4mBkzZjB06FDP8W6GYVz1WF/ar3XspcrKyli8ePFlj2/dupUePXp06FxXs23bNr%2BdS3yn/ggt6o/QEmn9cdQGEE1TYwPl5eV%2BOeexahMQxb%2BO/5vy8hN%2BOeeVRFp/XEl9fX3QXjsgAWvnzp2XPeZyuVi6dCkWi6Vd5/jTn/7E%2B%2B%2B/z/79%2By9rS09P97rrD5pHrTIyMq7aPnz4cNLT0z0/9%2BzZ09N%2B5swZMjIycDqdbR5rMpk8x16qpKTEa42YzWYjKyuL8ePHk5iY2K73ezUOh4Nt27Zx9913ExMT4/P5xDfqj9Ci/ggtkdof//uvWjhgJTUpgYkT2z9QcDWm/Z%2By6eg/iEtMYeLE0X4556UitT%2BuxD2DFAxB2%2BzIbDYzb948MjMzeeqpp675/A0bNlBdXU3//v0BPGUS0tLS%2BP73v8%2Brr77q9fyKigry8/MByMvLw2q18vDDDwPNI2i7d%2B/mscceY9CgQSQnJ2O1Wj3n3r9/P3a7nby8PKqqqjh%2B/Dg1NTWkpaV5zj106FCvQNaaxWJpMzjGxMT49Rfa3%2BcT36g/Qov6I7REWn84Xc0L2%2BNio/32vnpdFwfAF/amLv%2BsIq0/riSY7zFgexG25c9//nO750eXL1/OkSNH2Lt3L3v37vUMye7du5cHHniAY8eOsW7dOhoamodry8vLmT17NgBFRUWsX7%2BeDz74gPr6ekpLS7FYLEyaNImoqChmz55NaWkpJ06coLa2lpKSEgoKCujduzc5OTmMGjWK%2BfPnY7PZOHToEMuXL6eoqKjLPhcREQltDe5F7n4q0QBa5B5pAjKCdf311192G2t9fT11dXXMnTu3XedITk72WmzudDb/AroXt2/ZsoUnn3yS73znOwwYMIANGzYwYsQIACZMmEBZWRnTp0/n9OnTjBo1ivLycuLj44HmRfh1dXXcfPPNOJ1OJk%2BezAsvvOB5rddee43Zs2fTp08fEhMTKSws7HB5CRERiRyefQj9ehehu9Bo91iAHukCErDKysouC1hxcXFkZ2dfVl6hvQYMGOC1%2BHzs2LHs3bv3is8vKiq64qhTbGwsq1evZvXq1W22Z2Zm%2Bm0Ro4iIhD/PPoR%2BDFiJ8S0jWHYnLpeB2eyf%2BloSHAEJWI888kggXkZERCQg7A73CJb/pgjdmz0bBpxvdHpGtCQ8BSRgDRw4sN2Vbo8ePdrFVyMiIuKbBof/pwgt0WZiokw4mgzqGhSwwl1AAtZ3vvMdnnvuOf7zP/%2BT7OxsXC4X//d//0d5eTlPPPGEp3CniIhIOHDvRejPgGUymUiIi%2BHM%2BUYtdPeT%2BsbgfY4BCVh/%2BtOf2LRpE2PGjPF6fOfOnSxevJg//vGPgbgMERERv/DsRejHKUJo3vD5zPlG7UfoB4ZhMHnVX4P2%2BgEp0/DXv/61zcXst9xyC3/7298CcQkiIiJ%2Bc7FMg/9GsEB3EvrTgSobp%2Bsag/b6AQlYffv2ZeHChZw9e9bzmM1m48c//jEDBgwIxCWIiIj4TVdMEYJqYfnTu4dOB/X1AzJF%2BMILL/DII4/w7LPPeraKsdlspKWl8dvf/jYQlyAiIuI3DV1wFyFcDFg2BSyfvXu4GwSsr371q1RWVlJRUcHJkycxDIO%2BffsyevRooqODtluPiIhIp3TVCJa7VIPtgqYIfXHmfCN7Tpy99hO7UMDSjdlsxmw2YzKZuPfeewFoaGhQwBIRkbBjd3bVCJZ7DZZGsHzxlyOfYRgwuHdPTgTpGkxG63LoXeTgwYMUFBRQWVmJy%2BWioaGByspKRo8ezR//%2BEdycnK6%2BhKCymazkZSUxMjvv0aU5TqfzxdrNpiX18iyXbE0ulTpN9jUH6FF/RFaIrU/zjY14QQSzGYs7azz2B7nXS4uGAZxJhM9zf5fJh2p/XGpOpcLu2EQ23iBf/7im5w7d86zRClQArLI/YknnuAb3/gGZ8%2Be9RQc7d%2B/P/Pnz2/3XoQiIiKhxt8Rxf2l3OUjHxHMMAwaW8aOYv0YfjsqIAHr73//O4sXLyY2Ntarovt3v/vdq%2B4fKCIiEoq6KgC5vyFdXT%2B5FLGcNPePiQCug2pDQAJWSkqKV4kGt3/961/ExGgrABERCS/u%2BOPv8RH3IITiVee5R69iTCaCOIAVmIA1ZcoUpk2bxtatWzEMg7179/LKK68wefJk7r///kBcgoiIiN90WcC65PzScZ7pwSBfR0BGz37%2B85/zwx/%2BkG9%2B85vY7XZyc3NJTU3l8ccfZ%2BHChYG4BBEREb9TwAotTYZBU8vfY02moH6OAQlYcXFxrFq1ipUrV3L69Gni4%2BMDvppfRETEX7rqi1uL3H3jaBm9igbMJpMnbAVDQKYIe/XqhWEYmEwmevfurXAlIiJhq3V1o64cwQpAFaWIEwp3D7oFJGBNmDCBl156KRAvJSIiEjBdFbBAo1gdZRgG7vr3oRCwAjJFeP78eZ5%2B%2BmkWLVpEVlbWZdXb33///UBchoiIiM%2B6Mvi0LmWkgNUxDi6WZ/DvBkadE5CAlZeXR15eXiBeSkREpEu1Dj6mLhgpMbW8hgJWx7SeHuyKfumoLg1YgwcP5siRIyxatMjz2OTJk9myZUtXvqyIiEiX6aoSDW5moAkFrI5yhND6K%2BjiNVgnTly%2BxeKOHTu68iVFREQCoqu%2Bxj3V3Lvo/JGodXmGUClf3qUBq60hOt0VISIi4ayrv8U8dxLq%2B7LdPNXbaS7PEAoCchdha6EwLyoiItJZXT1FqO1yOq719jihIuABS0REJBJ09RShAlb7hFp5BrcuXeTudDp56aWXvIY5m5qaLnts9uzZXXkZIiIiftPVwUfV3DvGHa7MhEZ5BrcuDVh9%2B/Zl6dKlV33MZDIpYImISNhwDxBokXtoCLXyDG5dGrCOHTvWlacXEREJuC5fg3XJ68iVGYYRUtvjtKY1WCIiIp3QVaMluouw/Zq4ONIXKuUZ3MIqYO3bt4%2BvfvWrJCUl0bt3b%2B677z4%2B/fRToLm%2B1ujRo0lMTGTYsGFs3LjR69hVq1YxZMgQEhMTue2227BarZ62hoYGCgsLyczMJC0tjWnTplFbW%2Btpr6ysZNKkSaSmptK/f3/mzZuHy6XBWxGR7qjLyzToLsJ2a12eIZSmByGMApbdbmf8%2BPHccccdnD59mv3791NdXU1RURGnTp1i6tSpFBYWcvr0aVauXMmsWbPYtWsXAJs3b2bRokWsX7%2Be6upqpkyZwuTJkzl//jwACxYswGq1snPnTo4cOYJhGMyYMcPz2gUFBfTr14%2BjR4%2Byfft23njjDVasWBGUz0FERIJLU4ShI1SnByGMAlZ9fT2lpaWUlJRgsVhIT0%2BnoKCA/fv3s3HjRgYPHsyjjz5KXFwc48aNY%2BrUqaxbtw6ANWvWMGPGDPLz84mPj%2Bepp57CZDKxefNmnE4nL7/8MgsXLiQrK4uUlBRKS0vZsmULVVVV7Nq1i3379rFs2TKSkpLIzs6muLiYtWvXBvkTERGRYOrKrXJAi9yvxWUYOFv%2BroDlg%2BTkZGbOnEl0dPO6/MOHD/Pf//3f3HfffVitVnJzc72en5ubS0VFBcBl7WazmZEjR1JRUcG//vUvzp0759V%2Bww03EB8fj9VqxWq1MmDAAJKTk73OffjwYerq6rryLYuISAgKWCX3Ln6dcOcuzxAFRIVgwOrSuwi7QmVlJdnZ2TidTmbPns3ixYv5%2Bte/TmZmptfzUlJSqKmpAaC2ttYrILVud6%2B1urQ9OTnZ097WsQA1NTUkJCRcdo12ux273e752WazARBjhmiz7/9kYlvOEeuHc4nv1B%2BhRf0RWiKxP8yu5vcSbeqa9%2BUyDM/wVYzJ5de1RZHUH%2BedzR9SnPnK78cZxGGksAtY/fv3x2638/HHH/P444/z7W9/G7j23Ra%2BtHf0To6ysjIWL1582eNzcxrp0cN/H/ncXMe1nyQBo/4ILeqP0BJJ/fHKETO7a82M%2B5KTO673f1BpMqD4g%2BbviidGOujZBbfHhXt/uAxYaI0Ch4lHbmhicJKzzefV1zfyrQBfm1vYBSxovlMgOzub0tJSbr31ViZOnOh11x80j1plZGQAkJ6e3mb78OHDSU9P9/zcs2dPT/uZM2fIyMjA6XS2eazJZPIce6mSkhKKi4s9P9tsNrKysvjFnliiLbGdf%2BMtYs0Gc3Md/GJ3DI2u0BsW7W7UH6FF/RFaIrE/zrSMnOw4Hs2H/%2B6qUg0uDGDl3hii/TyCFQn90egy%2BKLJwAT8/kj0FUf5nPa2g1cghE3A2rFjB0VFRRw8eBCzuXnMz/2/o0eP5vXXX/d6fkVFBfn5%2BQDk5eVhtVp5%2BOGHgebtenbv3s1jjz3GoEGDSE5Oxmq10r9/fwD279%2BP3W4nLy%2BPqqoqjh8/Tk1NDWlpaZ5zDx061CuQtWaxWLBYLJc97nCBy4%2B/0I0uU1j/A4k06o/Qov4ILZHUH03Gxf/tqvdkonkNVqPLhKsL1heFe3/Uuy6WZ3AY5isuWGsK4p0CYbPI/ZZbbuHcuXPMmzeP%2Bvp6PvvsM3784x/zla98haKiIo4dO8a6detoaGigvLyc8vJyzxY8RUVFrF%2B/ng8%2B%2BMBzN6LFYmHSpElERUUxe/ZsSktLOXHiBLW1tZSUlFBQUEDv3r3Jyclh1KhRzJ8/H5vNxqFDh1i%2BfDlFRUVB/kRERCQYPGUaunBhtbbLaZthGDgMA3sIl2dwC5uAlZSUxLZt26ioqCAtLY1hw4aRlJTEq6%2B%2BSkZGBlu2bOH5558nKSmJuXPnsmHDBkaMGAHAhAkTKCsrY/r06aSkpLBt2zbKy8uJj48HYMmSJYwZM4abb76ZgQMHkpCQ4CnxAPDaa69RVVVFnz59uOOOO3jooYeYM2dOUD4HEREJDV351a47CZvDlNMwuOByUedy8XlTE7UuF%2BdcLppanhMTwgErbKYIAW666Sbee%2B%2B9NtvGjh3L3r17r3hsUVHRFUedYmNjWb16NatXr26zPTMzk/Ly8g5fr4iIRJ5AhB6v7XJCOET4W2PL3oLOVjWuLmWiObxYTKaQLM/gFlYBS0REJNi6upI7tEw/Gka3GsFyGQa2S7ahc4epaJOp%2BQ/NU2%2Bhti1OWxSwREREOqErv%2BLd63e6U8Byj1iZgetaAlW4hKm2KGCJiIh0QCCnCLvTIneHe%2BNmkwmLOWyWiF9R%2BL8DERGRAArIFOElr9UdOI2LpRcigQKWiIhIO7Xe2SMgAauDO4mEK8MwPHsL%2BrOwajApYImIiHSCRrD8x73%2BykTz5s2RQAFLRESknQIVeMwtozjdJmC1jNRFE76L2i%2BlgCUiItJOrQOPKrn7j3t6MJQLh3aUApaIiEgHdXUM6E5ThO6K7aCAJSIi0i0FKvC0DliRvtDdxcWRukiqHaWAJSIi0k6BKNEQiPOHEkcErr8CBSwREZF2C0bAiuzxq4t3EEZKeQY3BSwREZEO6vKAZTJ1m4XujghcfwUKWCIiIu0WyNGk7rDQ3WUYNLX8PVIquLspYImIiLSTe8F5IMZaukPAar3Bs1kjWCIiIt2bApZ/ROr0IChgiYiItJsn7AQgEHSH/QhbV3CPNApYIiIi7RSouwjh4pRZpC5yb73Bs0awREREurFABqxInyJ0L26PpA2eW1PAEhERCUGRHrAitcComwKWiIhIO2kEy38ieXoQFLBERETaLSgBK0IXuXsWuCtgiYiICARokXvL/0biIvcmw/C8r0grMOqmgCUiItJOgRxNcq9LisTxK2eEr78CBSwREZF20xos/3Cvv4rU6UFQwBIREWk3BSz/8FRwD/J1dCUFLBERkY4KZCV3Imuhe%2BsNnjWCJSIiIoGt5N7q75G00L31Bs9RClgiIiIS0ClCk8lT4dwRQSNYzgje4Lm1sApYlZWV3HPPPaSmptK7d28eeeQRzp49C8DevXu5/fbbSUpKIjs7m2effdbr2E2bNjFixAgSEhK45ZZb2Lp1q6fN5XKxYMECBg0aRHJyMhMmTODo0aOe9jNnznDffffRu3dvrr/%2BembOnMmFCxcC86ZFRCTkBCoaxLaEEMc1nhdOHBG8wXNrYRWwpkyZQq9evaisrMRqtXLgwAF%2B8IMfcOHCBSZPnsxdd91FVVUVmzZtoqysjN///vdAc/h6%2BOGHeeaZZ/jss88oLi7mnnvu4eTJkwCsXr2a3/zmN7z99tscP36c7Oxs7rnnHs%2Bc96xZszh//jwHDhzAarVy8OBB5s2bF7TPQUREgiPQ40juUR6HYUTEOizDMDxThBrBChFnz54lLy%2BPZ555hp49e5KZmcnDDz/MX/7yF95%2B%2B20aGxt5%2Bumnue6668jNzWXmzJmsXbsWgHXr1jFx4kQmTpxIXFwcDzzwADfddBMbNmwAYM2aNcydO5cbb7yRhIQEli5dykcffcSHH35IdXU1b775JkuXLiUtLY2%2BffuycOFCfvWrX%2BFwRNJ/U4iIyLUEcooQLt5l5yIy1mE10fwZRuoGz62FzQhdr169%2BOUvf%2Bn12IkTJ%2BjXrx9Wq5URI0YQFXWxu3Jzc3nppZcAsFqtTJo0yevY3NxcKioquHDhAh999BG5ubmetoSEBLKzs6moqODcuXNERUVx0003eR37xRdfcOjQIa/H3ex2O3a73fOzzWYDIMYM0Wbf/wsktuUcsX44l/hO/RFa1B%2BhJZL6o/UIUqzZICpAKSvWgEYDXBjE%2BzgsEuz%2BcDS1vL4JLFHQ1WOCziAOI4VNwLrUrl27eO6553jrrbf47W9/S3Jysld7SkoKZ86cweVyUVtb22b7gQMH%2BPzzzzEMo832mpoaUlNTSUpK8qo0m5KSAkBNTU2b11ZWVsbixYsve3xuTiM9evjvI5%2BbqxG0UKL%2BCC3qj9ASCf3hcMEPPmz%2B//DiHAdxAfoG3XrSxNsnoujfq4nHhvhnHCtY/fHKETO7a83c1a%2BJCVnOax/go/r6Rr7V5a/StrAMWP/7v//LlClTeOaZZxg3bhy//e1v25ybbh2KrjV3fbX2js57l5SUUFxc7PnZZrORlZXFL/bEEm2J7dC52hJrNpib6%2BAXu2NodEX2HHY4UH%2BEFvVHaImk/nAZBu4RlxV7YgK2xUujq/l1/%2B%2BMmWcqonx63WD3R7WjOSD%2B/VQ0%2B6q7/vWd9q4PcVcSdgFr8%2BbNPPjggzz33HM89NBDAKSnp/PPf/7T63m1tbWkpqZiNptJT0%2Bntrb2svaMjAxSUlIwm81XbE9PT%2BfcuXM0NTV5piDdz83IyGjzGi0WCxaL5bLHHS5w%2BfEXutFlCvv/w4ok6o/Qov4ILZHQH82zW80By2GYA7bi3TDAhIEB1LtMflkcHoz%2BaGpVYNQwAvP6TUFcuBY2i9wB3n//fR566CF%2B97vfecIVQF5eHvv27cPpvJhUKyoqyM/P97RbrVavc7nb4%2BLiGD58uFf72bNn%2Bfjjj8nPzycnJwfDMNi3b5/Xsb169WLIkCFd9VZFRCREBTommkwmz2L3cK6H5a5/FQWYI/wOQgijgOV0Opk5cybLli1j/PjxXm0TJ04kMTGRn/zkJ9TX1/Phhx/y8ssvU1RUBDSXWdi2bRtvv/02DQ0N/PKXv%2BTIkSM8%2BOCDABQVFbFy5UoOHTpEXV0d8%2BbNIycnh7y8PNLS0pg2bRpPP/00NTU1nDx5kiVLljBz5kyio8NuAFBERDopmNGmdbmGcOVe9RXp5RncwiZg7dy5k4MHD/Lkk08SFxfn9efTTz9ly5YtbN%2B%2BnZSUFKZPn87SpUs9dw4OHz6cjRs3MnfuXJKSknjuuefYsmULffr0AeDxxx/nkUce4fbbb6d3796cPHnSU0MLmss4JCUlMXDgQEaMGMHo0aMpLS0NyucgIiLBEegSDa21LjgarvWwnN1gg%2BfWwmYI5itf%2Bco1f6n%2B9re/XbGtoKCAgoKCNttMJhOLFy9u884/gKSkJF599dX2X6yIiESsYAQsc8sfF80hy/fbpQKrdYHRSN7gubWwGcESEREJpmCOG5lMprCeJnRPD0b6Bs%2BtKWCJiIi0QzCnCOHi1FpjGAYs9/Rgdxm9AgUsERGRdnEvUwlWRHCvw2rCXZMrfDi62forUMASEREJC2aTybN/XzjVxW80jG53ByGE0SJ3ERGRYPJMEQYxJMSYTDQZBg7DwBLiYaXJMDhvGJ4pzSgif4Pn1hSwRERE2iHYa7CgeZqwoVVoCUWGYdBgGNQbhuczizOZ6GEyBTWcBpoCloiISAcEMyK4v7RdNI8QhdodeQ7D4AuXy7MlTjTQ02zuVovb3RSwRERE2iEUxozMJhPRgJPmMBMqAcvVMmLV0OpGgB4mE3HdbNSqNQUsERGRdgiFKUJoniZ0GgaNQFyQr8UwDOwta63cn4/FZOI6k6lb7Dd4NQpYIiIi7RAqASvGZIKWhe6GYQRthMgwDGwul%2BcOwSjgOrPZU06iu1PAEhERCSPRNIc8g%2BaaWMH6Ir/QqvxCD5OJ%2BG48HdgW1cESERFph2AXGnUztazDguBVdXe2rLkC6Gky0cNsVri6hAKWiIhIO4TKFCFcrOoejH0JDcOgzuVqvg4I%2BXpcwaKAJSIi0gGhECc8Gz9zcWQtUOoNgyaaP4eeGrm6IgUsERGRdvDEmBAIFFFcDHqB3DbHYRhcaDU12N3vFLwaBSwREZF2CKUpQpPJFPBpQqOliCg0T1FazIoQV6NPR0REpANCIWABxLT8b6ACltfUoEaurkkBS0REpB1CoZJ7a%2B51WE6aK6l3Ja%2BpQbNZU4PtoIAlIiLSDqE0RQgQZTIR1fL3rlyH1Xpq0GIy6a7BdlLAEhERaYdQC1jQ6m7CLhzBOt8yNWgGrlO4ajcFLBERkWtoXQohlCJGVwcsR6sNnDU12DEKWCIiImHKvdC9CWjyc8hqXVDU0gST/0gAABkxSURBVOquRWkfBSwREZFraB1dQilmmFttm%2BPvUazzhoELTQ12ljZ7FhERCWMxJhPOlo2X41oec09pGlwMhwaAy6Dyi%2BYw5mxpaB2d3H93gqYGfaSAJSIicg1eI1ghFjZiTCYuGAZ2w8De1HTN5y//v2i8o9eVxWlqsNM0RSgiInINoXgHoVsM1/4yN7X8MQPJsQbmVo9d6T1FoalBX2gES0RE5BpCOWCZTCaSzWZPlXX3NZpatbvFmg3m3dLIsl2xNLrafjded0wqYHWaApaIiEg7hWrcMLVa7O6Pc4nvNEUoIiJyDaG2TY6EvrALWO%2B88w69e/fm/vvvv6xt06ZNjBgxgoSEBG655Ra2bt3qaXO5XCxYsIBBgwaRnJzMhAkTOHr0qKf9zJkz3HffffTu3Zvrr7%2BemTNncuHCBU/73r17uf3220lKSiI7O5tnn322a9%2BoiIiEjFCeIpTQFFYB66c//SlPPvkk2dnZl7Xt3buXhx9%2BmGeeeYbPPvuM4uJi7rnnHk6ePAnA6tWr%2Bc1vfsPbb7/N8ePHyc7O5p577vHMNc%2BaNYvz589z4MABrFYrBw8eZN68eQBcuHCByZMnc9ddd1FVVcWmTZsoKyvj97//feDevIiIBE/Ld4UClrRXWAWsuLg4/v73v/PlL3/5srZ169YxceJEJk6cSFxcHA888AA33XQTGzZsAGDNmjXMnTuXG2%2B8kYSEBJYuXcpHH33Ehx9%2BSHV1NW%2B%2B%2BSZLly4lLS2Nvn37snDhQn71q1/hcDh4%2B%2B23aWxs5Omnn%2Ba6664jNzeXmTNnsnbt2kB/BCIiEgSaIpSOCqtF7k8%2B%2BeQV26xWK5MmTfJ6LDc3l4qKCi5cuMBHH31Ebm6upy0hIYHs7GwqKio4d%2B4cUVFR3HTTTV7HfvHFFxw6dAir1cqIESOIioryan/ppZfavBa73Y7dbvf8bLPZAIgxQ7TZ93%2BmsS3niPXDucR36o/Qov4ILZHSH46WslFRpvB%2BL5HSH%2B3lDOIwUlgFrKupra0lOTnZ67GUlBQOHDjA559/jmEYbbbX1NSQmppKUlKS150TKSkpANTU1Fzx3GfOnMHlcmE2e/dgWVkZixcvvuwa5%2BY00qOH/z7yubkOv51LfKf%2BCC3qj9AS7v2xo8rE/1cZxU2pLh7Mdgb7cnwW7v3RXvX1jXwrSK8dMQELvGt3dLS9M8de6VbWkpISiouLPT/bbDaysrL4xZ5Yoi2xV32d9og1G8zNdfCL3TFXrGMigaP%2BCC3qj9ASKf1R19Q8hHXgjJllu8L3qzNS%2BqO9nPbgheHw/S25RHp6OrW1tV6P1dbWkpGRQUpKCmaz%2BYrt6enpnDt3jqamJs80oPu57vZ//vOflx2bmpp62egVgMViwWKxXPa4wwUuP/5CN7pM3eIfSLhQf4QW9UdoCff%2BcLb8R7bLCO/34Rbu/dFeTa7gvXZYLXK/mry8PKxWq9djFRUV5OfnExcXx/Dhw73az549y8cff0x%2Bfj45OTkYhsG%2Bffu8ju3VqxdDhgwhLy%2BPffv24XQ6Lzu3iIhEPpVpkI6KmIA1a9Ystm3bxttvv01DQwO//OUvOXLkCA8%2B%2BCAARUVFrFy5kkOHDlFXV8e8efPIyckhLy%2BPtLQ0pk2bxtNPP01NTQ0nT55kyZIlzJw5k%2BjoaCZOnEhiYiI/%2BclPqK%2Bv58MPP%2BTll1%2BmqKgoyO9aREQCSQFL2iuspgjj4uIAcDiaF%2Be9%2BeabADQ0NDB8%2BHA2btzI3LlzqaysZOjQoWzZsoU%2BffoA8Pjjj3Pq1Cluv/126urquPPOO73qWK1Zs4bCwkIGDhxITEwM3/rWtygtLQWap/y2bNlCYWEhzzzzDL1792bp0qWX3bUoIiKRqXvccyf%2BFFYBq6Gh4artBQUFFBQUtNlmMplYvHhxm3f3ASQlJfHqq69e8dzDhw/nb3/7W/svVkREIoamCKWjImaKUEREpKsYquQuHaSAJSIiIuJnClgiIiLX4JkivEL9Q5FLKWCJiIhcg9ZgSUcpYImIiLSTApa0lwKWiIjINahMg3SUApaIiMg1aIpQOkoBS0REpJ0UsKS9FLBERESuQVOE0lEKWCIiIlfhMi7GK41gSXuF1VY5Iv9/e/ce21T5/wH8fU4HXUd3KWOWAINxmSAq4hgSISqIDIQpgUDUTCcK3nDBBDFISGT81IAa/Iq3SQJEFwWVgEG8QUyMCorOKQgyUUG2BZnQXdtdu/bz%2B6PtsbetY%2BvWbnu/kqan5zk9fZ7z6eWz53nOGRFRT3KIoM7pBODqkWCCRR3FBIuIiCiIFhFYnU4IXMlVvKryQqPUYUywiIiIvIgIGkXQ4B4ajAGQoKpQmVzRZWCCRURE5CbuXqsW9%2BNYRcEgRWHPFV02JlhERET4b76Vw/3YqCiIVXkuGHUOEywiIur3vOdbKXANCQ5grxV1ARMsIiLqt4LNt4pXVeiYXFEXMcEiIqJ%2BySkCm9d8K72iwMj5VhQmTLCIiKhfERE0uXutPJcQHaQoiGVyRWHEBIuIiPoNu7vXyjORPQbAIM63om7ABIuIiPo8pwjqRdDsnmulwNVrpWevFXUTJlhERNRnBRsO1LuvbcULh1J3YoJFRER9EocDKZKYYBERUdRzisAOoFUETkDrjYJoS/%2Btcy%2B3upcVAHGcxE49jAkWERFFFXEnUXavpMoR6klt4HAgRQoTLCIi6jCnO/lxwJUICeBzc/qthwP4v591qLU7ocDVm6Qoiraseq1zimhJlQS8MqADMEBRtOd4C/ZYpyiIYWJFEcIEi4j6DKcIGp2CXyyuH%2BvAn92%2BS9xDZZ7EpK17b20dHYHrWDrgSpgc7qTKZ2juMlQ2%2B72SBNlLkHUxcCVUAxQFMQB7oahXYYJFRL2aiKDFffq954rcb/%2BpAyAYAAf0ioKBUThE5Onl8SQtnp4f70RGvM58877vSPLUnRS4epMUuJIerWfK%2B%2BZeP1AR3HuVHYUlA2B3erXN6%2BZ0t1OBb0LF%2BVLUmzHBIqJeR9zJVLM7ufKmAzDEIPi3UYEdrnk8EEEMoCVb7f2fOXH33Djg23PjLmy/Xn73bS0LeiYpUvzu2%2BJfF8/Qnc49HKeDK5HyLF9O4jNQBUbHA7GqArUf9SgSMcHqoNLSUqxcuRJHjx6F0WjE3XffjU2bNkFV1UhXTeM9RNDWF3ioeQtB9%2Bu3vfalHSV/XYrfj6D33A4geurZUZ449rZ6dydPT44dQIs7qfJ%2BX6pwJU96RYFBFTw9uRXPFQ1AvcO1fStcZ5S1ui82qXNvrwLafCKHO7GKRG%2BQ6n3vNcfI%2BwZ3jxDg9zls657vH6KIYoLVQYsXL8aUKVNw9uxZXLx4EQsWLIDZbMbq1avD/lr%2BwwSeSaWeYQQ4Bf87ocNFu9Onuz0Sgg0NaOu9vuAVv%2BcEW25vnfcEWqfX0IozyLah6qgCgKIE7Y1o6zgG1MndNgWA6hQU/qmiutUJh/eW7ezff5gnWM9H0GEX%2BE4QbvOH1u/HOFjb/E9zb6vXJdhj7zq299rac70nPSN4%2B72HxPxvwXiSqoF%2Bw0met90ARUGcqiAOruTJM4zYCldC1dBOb5RnCExVFNd9m1v6tt/nsdd7JNi99%2BRuIup7mGB1wE8//YTjx4/jyy%2B/RGJiIhITE7F69Wq88sorl5VgtYp7yMEvQQiYd9GBfZ2zhf5S9vz4dvTHsjParW%2BI4ZRw8/wI%2BtcpaB27Wje/5xdbvF89PNo8th2pew8f%2B556bRXAQHdP1eXM0dEpCgyKAgNcCbon2RJ3mQ5%2BCRWTHiLqIiZYHVBcXIy0tDSYTCZtXUZGBk6fPg2r1Yr4%2BHif7Zubm9Hc3Kw9rq2tBQBUN9qgOjvS5%2BLy33wH17KqACoUDFQFC0Y7cPCcDg6nAkVpv/coFPH7QWzvuf6Tbl29DoGnaUOCTcQNfpaTZyHYz7JnnWsyrav9qgKtV0H1art3vb3r6XTX0acXMNikk8DFgHp4P8%2BzqFMEM4Y5cOQfHRzi22vh/xoBcdLq7lvm2b9/3f9bFq3Ms23Q%2BT9e5b69TEGr17Fld9be3uRrz2t7v1bgkJf3Y0WLsU9vo99jIPR7W1UFDQ12qHY7VGfgtipcX3xx7e6FwiVUPKhn9bd4iL3BdR%2BBPzqZYHVAZWWlT3IFAIMHDwYAWCyWgARr06ZN2LhxY8B%2BzhcsC1udjodtTxQOJyJdAfJxJNIVIB%2BMR3Tpj/GwWq1ITEzs0ddkgtVBl5P9rlu3zmfo0Ol0oqqqCsnJyWGZb1FXV4fU1FSUl5cjISGhy/ujrmE8ogvjEV0Yj%2BjS3%2BIhIrBarRg2bFiPvzYTrA5ISUlBZWWlz7rKykooioKUlJSA7fV6PfR6vc%2B6pKSksNcrISGhX3xAegvGI7owHtGF8Ygu/SkePd1z5RE91xiIYpmZmSgrK4PFYtHWFRUVYeLEiTAajRGsGREREUUjJlgdcP3112Pq1Kl4%2BumnUVdXh99//x0vv/wyHnvssUhXjYiIiKKQLj8/Pz/SlegN5s2bh127diEvLw%2B7d%2B/G8uXL8dRTT0XsGjY6nQ4zZ85ETAxHeaMB4xFdGI/ownhEF8ajZygSiXMXiYiIiPowDhESERERhRkTLCIiIqIwY4JFREREFGZMsIiIiIjCjAlWFDh48CDMZjPuvvvugLKtW7di/PjxiIuLw9SpU1FcXKyVxcbGBtwURcHXX38NACgtLcWCBQuQnJyMUaNGYe3atXBexv9C7K86Gw%2BLxYL77rsPZrMZJpMJt956K37%2B%2BWetnPHonM7G499//8W9996LoUOHIikpCQ8%2B%2BCAaGxu18mPHjuGWW25BYmIi0tPTsWXLlh5pT29WWlqKRYsWITk5GWazGcuWLUNNTQ2A0Mfzgw8%2BwKRJkxAfH48pU6bg0KFDWpnT6cT69esxZswYmEwmzJs3D2fPnu3RtvVGXYmH3W7HmjVroKoqvvjiC5%2BypqYmPProoxgxYgSGDBmCJUuWBFxsmzpAKKJeeOEFufLKK2XGjBly1113%2BZQVFhZKfHy8fPPNN9LU1CTbtm0Ts9ksVqs16L4OHz4saWlp0tDQICIiGRkZ8tBDD0lNTY388ccfkp6eLlu2bOn2NvVmXYnH0qVLZc6cOWKxWKSpqUnWrVsnZrNZWltbRYTx6IyuxOPWW2%2BVrKwsqaiokEuXLsm8efNk5cqVIiLS0NAgw4cPl/z8fLHZbFJcXCzJycmyd%2B/eHm9jb3LttdfKsmXLxGq1Snl5uWRmZsry5ctDHs9ffvlF9Hq9fPrpp9LY2CjvvvuuxMXFSXl5uYiIvPrqq5KWlianTp2Suro6ycvLk0mTJonT6Yxkc6NeZ%2BNhs9nkhhtukGXLlgkA%2Bfzzz332u3r1asnMzJSysjKprKyUxYsXyx133BGJJvZqTLAibOvWrVJTUyP3339/wA/IkiVLZPny5T7rpk6dKrt27QrYT2trq1x33XXy4YcfiohIUVGR6HQ6qaqq0rYpKCiQ8ePHd0Mr%2Bo6uxGPMmDHy5ptvamUlJSUCQMrLyxmPTupsPKxWqyiKIt9%2B%2B61W9ttvv4nRaJTm5mbZs2ePpKSkaMmviMjatWtl7ty53dugXqy6uloeeOABqaio0Na99tprkp6eHvJ4Pv7447Jo0SKf/U2bNk02bdokIiJXX321bN26VSurq6uTmJgY%2Bf7777uzSb1aV%2BJRUVEhb731lohIQIJlt9slMTFR9u/fr60rKSkRRVHk/Pnz3d2sPoVDhBG2atWqdv9Pkv%2BFTE0mE44dOxawXWFhIfR6PZYuXQoAKC4uRlpaGkwmk7ZNRkYGTp8%2BDavVGqba9z1diUd2djZ2796NCxcuoL6%2BHu%2B88w4mT56M4cOHMx6d1NXPh3e5yWSCzWbDmTNnUFxcjEmTJkGn02nlGRkZKCoqCmPt%2B5akpCTs3LkTZrNZW1deXq69v9s7nsXFxcjIyPDZn6e8sbERp06d8imPj49Heno649GOrsTDbDbjkUceCbrfM2fOoLa21iceEyZMgMFg8BmCp9CYYEWx7OxsfPDBBzh8%2BDBaWlqwb98%2B/PDDD6iqqvLZzul0YvPmzVi3bp22rrKy0ufHHAAGDx4MAD7/U5E6LlQ8XnrpJej1egwbNgxGoxG7d%2B/G7t27oSgK49EN2ouH0WjELbfcgo0bN%2BLixYuorq7Ghg0bEBMTg6qqqjbjUVVVxXlxHfTTTz/htddew/r160Mez7bKLRYLqqurISJtllPHXE482uOZa%2BX/fJPJxHhcJiZYUSw3Nxdr1qzRJuoePHgQixcvDvj3Bp999hlaWlqwcOFCn/XCi/SHVah4rFy5EgBQVlaG2tparFixAllZWbDZbAAYj3ALFY/CwkIYDAaMHz8eN9xwA2bNmoWBAwdq5cHiEal/fdXbHDlyBFlZWdi8eTNuu%2B02AKGPZ6j3Pz8fndeZeITCeHQdE6wopigKnnnmGZw7dw5VVVXYtm0bLl26hOHDh/tst2fPHmRnZ/t8eFJSUgLO%2BqisrISiKEhJSemR%2Bvc17cWjvr4eO3fuxMaNG5GamoqEhASsX78eNpsNhw4dYjy6QajPR2pqKvbv34/q6mr8%2BeefyMrKQkNDA4YPH95mPJKTk6Gq/Fpsz4EDBzB//ny88sorWLVqFYC2v288x7Ot8iuuuAKDBw%2BGqqptllP7OhOP9ni%2Bj/yfX1VVxXhcJn6TRLE//vgDH3/8sfa4sbERhw8fxvTp07V1IoIDBw4gKyvL57mZmZkoKyvz6dItKirCxIkTYTQau7/yfVB78XA4HBAROBwOrVxEYLfbATAe3SHU5%2BPTTz9FSUmJVn7o0CGMHDkSI0aMQGZmJo4fP47W1latvKioCNOmTeu5BvRC3333HXJzc7Fnzx7k5uZq60Mdz8zMzID5O57y2NhYXHPNNT7lNTU1%2BOuvvxiPEDobj/Z4LpXhHY%2BTJ0%2BiubkZmZmZ4W1AXxeZufXkL9hZUl999ZUYDAb54YcfpLGxUR599FGZMmWKz6nLZ8%2BeFQBy4sSJgH1OmzZNli9fLrW1tVJSUiKjR4%2BW119/vdvb0hd0Jh4zZ87ULgvQ0NAgzz33nJhMJrFYLCLCeHRFZ%2BJx//33y6xZs6S2tlbOnDkjY8aM0c5Ua2pqklGjRsmGDRukvr5ejh49KklJSfLJJ5/0eNt6C7vdLldddZVs27YtoCzU8Txx4oTExsbKJ598Io2NjbJjxw6Jj4%2BXCxcuiIjrjNqRI0dKSUmJ1NXVycMPPyxTp07t0fb1Nl2JhzcEuUzD2rVrJSMjQ8rKysRisUh2drYsWbKk29rSVzHBijC9Xi96vV5UVRVVVbXHHi%2B%2B%2BKIMHTpUBg0aJPPnz9euG%2BPx3XffCQC5dOlSwL7Ly8vl9ttvF4PBIGazWTZs2MDryoTQlXhUVFRITk6ODB06VJKSkuTmm2%2BWo0ePauWMx%2BXrSjwsFossWLBAjEajmM1myc/P9zneJ06ckBkzZoher5eRI0f6XGKDAn3zzTcCQIuB9%2B3cuXMhj%2BfevXslPT1dBg4cKJMnT5avv/5aK3M6nfLMM8/IFVdcIQaDIeh3HfnqSjwKCwu1bQHIgAEDRK/Xy4oVK0REpLm5WVauXCkmk0ni4%2BPlnnvukZqamkg1tddSRDiTjYiIiCicOAeLiIiIKMyYYBERERGFGRMsIiIiojBjgkVEREQUZkywiIiIiMKMCRYRERFRmDHBIiIiIgozJlhEREREYcYEi4iIiCjMmGARERERhRkTLCLqN2bPno0nn3zSZ92zzz6L6dOno7S0FHfeeSeGDBkCk8mE3Nxc1NXVadu99957mDhxIoxGI0aPHo2CggKtLD8/H9nZ2bjrrruQkJDQY%2B0houjFBIuI%2Bo3c3Fy8//77cDqd2rq9e/ciJycHCxcuRGpqKsrKynD69GmcP38ea9asAQD8/fffyM3Nxauvvgqr1Yrt27cjLy8Pv/76q7afo0ePYubMmaiuru7xdhFR9OE/eyaifsNms2Ho0KHYv38/Zs%2BejbNnz2LChAk4cuQIbrzxRtTW1mLQoEEAgG%2B//RZz585FfX09AKCmpgYmk0nb17Bhw/D888/jgQceQH5%2BPgoKClBRUQFFUSLSNiKKLuzBIqJ%2Bw2g0YtGiRXjvvfcAAPv27UNWVhbOnDkDh8OB5ORkxMbGIjY2FnPmzEFLSwssFgsURUFBQQHGjh0Lg8GA2NhYXLhwAc3Nzdq%2BU1NTmVwRkYYJFhH1K7m5udi7dy%2Bam5vx0UcfIScnBwaDAUajEU1NTT631tZWpKSkYMeOHdi8eTO2b98Om82GpqYmjBgxwme/MTExEWoREUUjJlhE1K/Mnj0b8fHx2LFjB06ePImFCxdi7NixsNls%2BPvvv7XtrFYrKisrAQA//vgjbrrpJsyaNQs6nQ4VFRX4559/ItUEIuoFmGARUb%2BiqipycnKwbt06LFy4EHFxcbjmmmswffp0PPHEE7BYLKipqcEjjzyC%2B%2B67DwCQlpaG33//HdXV1SgtLcWqVaswatQonD9/PsKtIaJoxQSLiPodzyUYcnJytHW7du2C0%2BlEWloaxo0bB4fDgbfffhsA8Nhjj2HcuHEYMWIE5s%2Bfj7y8POTl5WHLli144403ItQKIopm/w%2BeQlTDTq/nVAAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common3057379760962050527\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2047</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">168711</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">92792</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">90745</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">96890</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">94843</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">84604</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">82557</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">88702</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">86655</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (362211)</td>\n",
       "        <td class=\"number\">362211</td>\n",
       "        <td class=\"number\">100.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme3057379760962050527\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">0</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">362232</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362233</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362234</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362235</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">362236</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">year<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>48</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>2008.6</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>1968</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2016</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-3235239147150327653\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAARpJREFUeJzt3NEJwjAUQFErjuQQ7uS3OzmEO8UF5KKF0lDP%2BS%2B8j1ySQsgyxhgn4KPz3gPAzC57D8BxXe/Pn795PW4bTLKeHQSCQCA4YvGVNcelI7CDQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEV03%2B0L9eG1nDDgJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCwevuB%2BC19u0IZDIW%2B1ymC8QCYSbLGGPsPQTMyk86BIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIhDcyohKcHAIsIQAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-3235239147150327653,#minihistogram-3235239147150327653\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-3235239147150327653\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-3235239147150327653\"\n",
       "                                                  aria-controls=\"quantiles-3235239147150327653\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-3235239147150327653\" aria-controls=\"histogram-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-3235239147150327653\" aria-controls=\"common-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-3235239147150327653\" aria-controls=\"extreme-3235239147150327653\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles-3235239147150327653\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>1968</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>1999</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>2006</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>2008</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>2014</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>2016</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2016</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>48</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>8</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>6.5809</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.0032764</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>9.6324</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>2008.6</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>4.4149</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-2.4048</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>727545036</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>43.309</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>2.8 MiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram-3235239147150327653\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XtYVNehPv53D5cB5SJ3o/AVPUUTY1BxlDw5OTFNlXoETaXm8sREY7wETI4ncpKiVWvwF0TbxEStTUzUPrUaa3NtVBrBmktNTIKj2HqLTay3YERAGRQY5rJ%2BfwwzmeEOs2D2DO/neXhk9ppZe%2B9ZyLystfbaihBCgIiIiIik0Xj6AIiIiIh8DQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWT%2Bnj6A3sBqtaKsrAyhoaFQFMXTh0NERNQrCCFQU1ODAQMGQKPp2T4lBqweUFZWhoSEBE8fBhERUa908eJFxMfH9%2Bg%2BGbB6QGhoKABbA4eFhbldn8lkQlFREdLS0hAQEOB2feQetoe6sD3Uhe2hLr2tPQwGAxISEhyfwz2JAasH2IcFw8LCpAWsPn36ICwsrFf8B1E7toe6sD3Uhe2hLr21PTwxPYeT3ImIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIsl4s2ciIiJqlW7ph54%2BhC6zGG96bN/swSIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIskYsIiIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSTHUBa9%2B%2BfYiLi8PDDz/crOzdd9/FyJEjERISgmHDhuGNN95wKV%2B/fj2GDRuGsLAw3H333dDr9Y6y%2Bvp6ZGVlIT4%2BHtHR0Zg%2BfToqKysd5efPn0d6ejqioqIwaNAg5Obmwmq1OsoPHDiAcePGISwsDLfffjt27NjRDWdPREREvsDf0wfg7Ne//jW2bNmCpKSkZmVfffUVZsyYgT/96U9IT09HUVERfvazn%2BG2227D3Xffjd27d2PFihX48MMPkZycjPXr1yMjIwPffPMN%2Bvbti6VLl0Kv1%2BPQoUPo27cv5s2bh9mzZ%2BODDz4AAGRmZmLMmDE4e/YsysvLkZ6ejri4OOTk5ODy5cuYOnUq1q9fj0ceeQQHDx7E1KlTMWzYMOh0up5%2Bm4iIyIvoln7o6UNwCNQI5OqA8Sv3o8GqePpwfJqqerCCgoLw1Vdf4Uc/%2BlGzsqqqKvzyl7/E/fffD39/f0yePBnJycn49NNPAQCbNm3C7NmzkZqaiuDgYDz33HNQFAW7d%2B%2BG2WzGli1bsHz5ciQkJCAyMhL5%2BfnYs2cPysrKcPjwYRw7dgxr1qxBeHg4kpKSkJOTg9dffx0AsGPHDgwdOhRPPPEEgoKCMGHCBEydOhWbN2/u0feHiIiIvIOqerAWLlzYatmkSZMwadIkx2Oz2YzLly9j4MCBAAC9Xu8yrKjRaDBq1CiUlJRg9OjRqK6uRkpKiqP81ltvRXBwMPR6PcrKypCYmIiIiAhHeUpKCr7%2B%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%2BPDhCAkJaVa3vTw1NbWbzpSIiIi8mdcErM8%2B%2Bwzbt2/H3r17HfOjnGVnZ2Pbtm344osvUFtbi/z8fGi1WqSnp8PPzw/z589Hfn4%2BLl68iMrKSixZsgSZmZmIi4vD6NGjMXbsWCxevBgGgwGnT5/G2rVrkZ2dDQCYMWMGzp07h82bN6O%2Bvh6FhYUoLCzE/Pnze/ptICIiIi%2BgqiFC%2B3wq%2B9Um77//PgDbIqFbt25FdXU1Bg0a5PKae%2B65B0VFRZg0aRIKCgrw4IMPory8HGPHjkVhYSGCg4MBACtXrkRNTQ1GjhwJs9mMjIwMvPrqq4563n77bcyfPx/9%2B/dHWFgYsrKysGDBAgBAbGws9uzZg4ULF%2BKpp55CYmIitm/fjuTk5G5/T4iIiMj7qCpg1dfXt1q2ZcsWbNmypc3XZ2dnO3qdmgoMDMTGjRuxcePGFsvj4%2BNRWFjYat333HMPSktL29w/EREREeBFQ4RERERE3oIBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIskYsIiIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIskYsIiIiIgkY8AiIiIikowBi4iIiEgyBiwiIiIiyRiwiIiIiCRjwCIiIiKSjAGLiIiISDIGLCIiIiLJGLCIiIiIJGPAIiIiIpKMAYuIiIhIMgYsIiIiIskYsIiIiIgkY8AiIiIikkx1AWvfvn2Ii4vDww8/3Kxs165dSE5ORmhoKMaMGYOioiJHmdVqxdKlSzFkyBBERERg0qRJOHv2rKO8qqoKDz30EOLi4nDLLbdg7ty5qKurc5SXlpZi/PjxCA8PR1JSEl566aUO75uIiIjImaoC1q9//WssXLgQSUlJzcpKS0sxa9YsrF69GlevXkVOTg6mTZuGS5cuAQA2btyIN998E3v37sWFCxeQlJSEadOmQQgBAJg3bx5u3ryJEydOQK/X49SpU8jNzQUA1NXVISMjA/fddx/Kysqwa9cuFBQU4N133%2B3QvomIiIicqSpgBQUF4auvvsKPfvSjZmWbN2/G5MmTMXnyZAQFBWHGjBm44447sH37dgDApk2bsGjRItx2220IDQ3FqlWrcPLkSXz55Ze4cuUK3n//faxatQrR0dEYMGAAli9fjt///vcwmUzYu3cvGhoasGzZMvTt2xcpKSmYO3cuXn/99Q7tm4iIiMiZv6cPwNnChQtbLdPr9UhPT3fZlpKSgpKSEtTV1eHkyZNISUlxlIWGhiIpKQklJSWorq6Gn58f7rjjDpfX3rhxA6dPn4Zer0dycjL8/Pxcyt944412990So9EIo9HoeGwwGAAAJpMJJpOpvbehXfY6ZNRF7mN7qAvbQ13YHkCgRnj6EBzsx6KmY%2BpOZg92I6kqYLWlsrISERERLtsiIyNx4sQJXLt2DUKIFssrKioQFRWF8PBwKIriUgYAFRUVrdZdVVUFq9Xa5r5bUlBQgLy8vGbbi4qK0KdPn46fdDuKi4ul1UXuY3uoC9tDXXpze%2BTqPH0EzS1K6R2Bt7a2AY94aN9eE7AAOOZTdaW8K691DmTtvd7ZkiVLkJOT43hsMBiQkJCAtLQ0hIWFdbie1phMJhQXF2PixIkICAhwuz5yD9tDXdge6sL2AMav3O/pQ3AI1AgsSjHh5SMBaLAq7b/Ay5mNZo/t22sCVkxMDCorK122VVZWIjY2FpGRkdBoNK2Wx8TEoLq6GhaLxTEMaH%2Buvfxf//pXs9dGRUVBo9G0ue%2BWaLVaaLXaZtsDAgKk/oKRXR%2B5h%2B2hLmwPdenN7aHGINNgVVR5XLJZrJ7bt6omubdFp9NBr9e7bCspKUFqaiqCgoIwYsQIl/Lr16/jm2%2B%2BQWpqKkaPHg0hBI4dO%2Bby2n79%2BmHYsGHQ6XQ4duwYzGZzs7rb2zcRERFRU14TsObNm4fi4mLs3bsX9fX12Lp1K86cOYNHH30UAJCdnY1169bh9OnTqKmpQW5uLkaPHg2dTofo6GhMnz4dy5YtQ0VFBS5duoSVK1di7ty58Pf3x%2BTJkxEWFoYXXngBtbW1%2BPLLL7FlyxZkZ2d3aN9EREREzlQ1RBgUFATgh6tN3n//fQBAfX09RowYgR07dmDRokU4f/48hg8fjj179qB///4AgCeffBKXL1/G%2BPHjUVNTgx//%2BMeOdawA2zIOWVlZGDx4MAICAvDII48gPz8fgG1Ib8%2BePcjKysLq1asRFxeHVatWOa4cbG/fRERERM5UFbDq6%2BvbLM/MzERmZmaLZYqiIC8vr8Wr9wAgPDwcO3fubLXuESNG4ODBg13aNxEREZEzrxkiJCIiIvIWDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkmb%2BnD4CIiKgtuqUfevoQiDqNPVhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCQZAxYRERGRZAxYRERERJIxYBERERFJxoBFREREJBkDFhEREZFkDFhEREREkjFgEREREUnGgEVEREQkGQMWERERkWQMWERERESSMWARERERScaARURERCSZVwWso0eP4r777kO/fv3Qv39/PProo7h69SoA4MCBAxg3bhzCwsJw%2B%2B23Y8eOHS6vXb9%2BPYYNG4awsDDcfffd0Ov1jrL6%2BnpkZWUhPj4e0dHRmD59OiorKx3l58%2BfR3p6OqKiojBo0CDk5ubCarX2zEkTERGR1/GagGU2m5Geno4777wTV65cwYkTJ1BeXo4FCxbg8uXLmDp1KrKyslBeXo5169Zh3rx5OHz4MABg9%2B7dWLFiBbZt24YrV65gypQpyMjIwM2bNwEAS5cuhV6vx6FDh3DmzBkIITB79mzHvjMzMzFw4ECcPXsW%2B/fvx3vvvYdXXnnFI%2B8DERERqZ/XBKzLly/j8uXLeOyxx6DVahEVFYXMzEwcPXoUO3bswNChQ/HEE08gKCgIEyZMwNSpU7F582YAwKZNmzB79mykpqYiODgYzz33HBRFwe7du2E2m7FlyxYsX74cCQkJiIyMRH5%2BPvbs2YOysjIcPnwYx44dw5o1axAeHo6kpCTk5OTg9ddf9/A7QkRERGrlNQFr4MCBGDVqFF5//XXcuHED5eXleOedd5CRkQG9Xo%2BUlBSX56ekpKCkpAQAmpVrNBqMGjUKJSUl%2BPbbb1FdXe1SfuuttyI4OBh6vR56vR6JiYmIiIhwqfvrr79GTU1NN581EREReSN/Tx9AR2k0GrzzzjuYMGGCY3ju3nvvRUFBAe6//37Ex8e7PD8yMhIVFRUAgMrKSpeA5Fxun2vVtDwiIsJR3tJrAaCiogKhoaHNjtVoNMJoNDoeGwwGAIDJZILJZOr0uTdlr0NGXeQ%2Btoe6sD3URUZ7BGqErMPp9ezvZW95T80e7EbymoBlNBoxZcoUPPDAA/jlL3%2BJmzdvYsGCBZgxYwYAQIi2f1jcKW/vtU0VFBQgLy%2Bv2faioiL06dOnU3W1pbi4WFpd5D62h7qwPdTFnfbI1Uk8EAIALErpHX%2BA1NY24BEP7VtKwLr77rvx2GOP4YEHHnD07sj2t7/9Df/%2B97%2BxatUq%2BPn5ITw8HHl5eRg1ahQmTZrkctUfYOu1io2NBQDExMS0WD5ixAjExMQ4HoeEhDjKq6qqEBsbC7PZ3OJrFUVxvLapJUuWICcnx/HYYDAgISEBaWlpCAsL6/qb0MhkMqG4uBgTJ05EQECA2/WRe9ge6sL2UBcZ7TF%2B5X7JR9V7BWoEFqWY8PKRADRYFU8fTrczG80e27eUgPXTn/4Ur732Gv73f/8XaWlpmDFjBu6//34EBQXJqB4AYLFYYLVaXXqT7MNwEyZMwB/%2B8AeX55eUlCA1NRUAoNPpoNfrMWvWLEddR44cwZw5czBkyBBERERAr9dj0KBBAIDjx4/DaDRCp9OhrKwMFy5cQEVFBaKjox11Dx8%2B3CWQOdNqtdBqtc22BwQESP2FL7s%2Bcg/bQ13YHuriTnv0hiDQ0xqsSq94Xy0eXFFJyujk8uXLcfToUZw8eRLjx4/Hhg0bcMstt2D27NnYv1/OXx533XUXQkJCsGLFCtTW1qKyshL5%2Bfm455578Nhjj%2BHcuXPYvHkz6uvrUVhYiMLCQsyfPx8AkJ2djW3btuGLL75AbW0t8vPzodVqkZ6eDj8/P8yfPx/5%2Bfm4ePEiKisrsWTJEmRmZiIuLg6jR4/G2LFjsXjxYhgMBpw%2BfRpr165Fdna2lPMiIiIi3yN1%2BteQIUPwf//3fzhw4ABWrVqF9957D2lpaRgyZAg2bdrkVt1RUVHYt28fPv/8cwwcOBC33347goODsXPnTsTGxmLPnj347W9/i/DwcCxatAjbt29HcnIyAGDSpEkoKCjAgw8%2BiMjISBQXF6OwsBDBwcEAgJUrV%2BLOO%2B/EyJEjMXjwYISGhjqWeACAt99%2BG2VlZejfvz/uvfdezJw5EwsWLHDrfIiIiMh3SZ3k/tFHH2HHjh145513EBoaiqysLMycORNXrlzBokWLcOrUKbcW6BwzZgw%2B%2BuijFsvuuecelJaWtvra7OzsVnudAgMDsXHjRmzcuLHF8vj4eBQWFnb%2BgImIiKhXkhKwnnvuOfzpT3/C9evXMW3aNLz11lv4yU9%2BAkWxje8OHz4cf/3rXzF8%2BHCugE5EREQ%2BT0rAOnr0KPLz8/Hzn/8cffv2bfE5t9xyC3Jzc2XsjoiISHWEEDBYrRAAwjUaRycD9U5S5mDt378fAwcOxKVLlxzbPv30UxQVFbk8b/HixTJ2R0REpDoCgAmAufFf6t2kBKwNGzbg5z//Ob777jvHtuvXr%2BORRx7Bb3/7Wxm7ICIiUjXnJakbOrlANfkeKQFr7dq1%2BOSTT3Dfffc5tk2dOhUff/wx1q5dK2MXREREquYcqYxCdPouIORbpASsiooK3Hrrrc22Dx48GOXl5TJ2QUREpGrOa1oK2IYKqfeSErDuuusu/PKXv0R1dbVj25UrV/DMM8/gzjvvlLELIiIiVWvaX2VkD1avJiVgvfbaazhw4ACioqIQGRmJfv36YcCAATh69Cj%2B%2BMc/ytgFERGRqjUdEmzgMGGvJmWZhsGDB%2BPo0aM4evQozp49C41GgyFDhmDkyJEyqiciIlI9e5QKBNAA25ChGQDviNk7SVvJ3WKxIDo62mUdrDNnzgAAhg4dKms3REREqmQPWIqi2EKWEGgQAgFcD6tXkhKwduzYgaeffhoGg8FluxACiqLAYrHI2A0REZFq2Se5a2D7cG2AbR5Wn8bPQupdpASsxYsX45lnnsGDDz6IPn36yKiSiIjIqzh6sABbr5UQsAKwQPKNf8krSGlzg8GAZcuWwc/PT0Z1REREXsc%2BoV0BoLEPE8LWi%2BXPHqxeR8pVhPfffz8%2B%2BugjGVURERF5JeceLAAIbAxVXNW9d5LSg3Xbbbdh9uzZuOuuuzB48GBoNK65bdWqVTJ2Q0REpFrOk9yBxoAlBCwALELAj71YvYqUgFVUVIQf/ehHKC8vb7ZyOyf2ERFRb2APWPYuBo2iIAC2Gz8bhUAffh72KlICFocHiYiot7NfRegco7SKAlPjcg28BKx3kTIHCwAuXbqE3/zmN3jmmWcc27766itZ1RMREala0zlYwA/zsMywDRNS7yElYH3wwQdISkrCvn378NprrwEALl68iIkTJ%2BJPf/qTjF0QERGplvMtcZwDlkZRHENFnOzeu0gJWEuXLsXOnTuxf/9%2Bx5yrhIQEvP/%2B%2B3jhhRdk7IKIiEi1nKNT05lW2sbPRd78uXeRErDOnj2LqVOnAnCd1H7PPffg3//%2Bt4xdEBERqZbz8GDTi7s4TNg7SQlYgwYNwj/%2B8Y9m2/ft24e4uDgZuyAiIlKtluZf2flxmLBXknIV4YIFC/DTn/4Uc%2BbMgcViwcsvv4x//OMf2LVrF1588UUZuyAiIlKtlq4gdBaoKDA3Xk0Y3FMHRR4lJWA9/fTTGDBgALZu3YohQ4bgj3/8I/7jP/4DH3zwASZMmCBjF0RERKrVVg8WYJuHVSsETACsQkDDNbF8nrT7T2ZmZiIzM1NWdURERF7D%2BT6ELfFTFPjBduPnBiEQxIDl86QErJUrV7ZZ/qtf/UrGboiIiFSp6W1yWmLvxTIKgaCeOSzyICkB669//avLY4vFgnPnzgEA7rrrLhm7ICIiUq2mt8lpSSCHCXsVKQHr0KFDzbZZrVasWrUKWq1Wxi6IiIhUq71J7gDgz2HCXkXarXKaVazRIDc3l1cREhGRz2tvkrudfU0sLtfg%2B7otYAHAJ598ApPJ1J27ICIi8rj2Jrnb2Vd1b4Dr7XXI90gZIrzllluaTeyrra1FTU0NFi1aJGMXREREqtXRHiw/2Ho2rLD1Ymk5TOizpASsgoKCZgErKCgISUlJSElJkbELIiIi1erIVYT2cq2ioE4IGAFwlrLvkhKwHn/8cRnVEBEReaWOXEVoF9gYsBqEgBCi3VBG3klKwBo8eHCHf0DOnj0rY5dERESq0ZGrCO2cP3itsA0bku%2BRErCeeuopbNiwAT/72c%2BQlJQEq9WKf/7znygsLMTTTz%2BNyMhIGbshIiJSpY7OwQJsw4T2eVgMWL5LSsD629/%2Bhl27duHOO%2B902X7o0CHk5eXhww8/lLEbIiIi1XG%2BGrCjg33OAYt8k5RlGv7%2B97%2B3OJl9zJgxOHjwoIxdEBERqZLzYgudCViAbUV38k1SAtaAAQOwfPlyXL9%2B3bHNYDDg%2BeefR2JiooxdOOTn5%2BOWW25B3759MWHCBMcteQ4cOIBx48YhLCwMt99%2BO3bs2OHyuvXr12PYsGEICwvD3XffDb1e7yirr69HVlYW4uPjER0djenTp6OystJRfv78eaSnpyMqKgqDBg1Cbm4urFb%2B3UFERK7Dgx2dj2y/TQ4/SXyXlID16quv4s0330R0dDQiIyMdX1u3bsXvfvc7GbsAAGzcuBHbt2/Hxx9/jMuXL2P48OFYu3YtLl%2B%2BjKlTpyIrKwvl5eVYt24d5s2bh8OHDwMAdu/ejRUrVmDbtm24cuUKpkyZgoyMDNy8eRMAsHTpUuj1ehw6dAhnzpyBEAKzZ8927DczMxMDBw7E2bNnsX//frz33nt45ZVXpJ0XERF5r85McLdz9GBJPhZSDylzsH7yk5/g/PnzKCkpwaVLlyCEwIABAzBu3Dj4%2B0vZBQDgpZdewosvvohhw4YBsPVKAcCLL76IoUOH4oknngAATJgwAVOnTsXmzZuh0%2BmwadMmzJ49G6mpqQCA5557DuvWrcPu3bsxffp0bNmyBdu2bUNCQgIAWy/Z8OHDUVZWhrKyMhw7dgz79%2B9HeHg4wsPDkZOTg1deeQU5OTnSzo2IiLxTZya423GI0PdJu1WORqOBRqOBoiiYPn067rrrLpjNZlnV47vvvsO///1vXLt2DcOHD0dUVBSmT5%2BOq1evQq/XN5sDlpKSgpKSEgBoVq7RaDBq1CiUlJTg22%2B/RXV1tUv5rbfeiuDgYOj1euj1eiQmJiIiIsKl7q%2B//ho1NTXSzo%2BIiLxTlwIWhwh9npTupVOnTiEzMxPnz5%2BH1WpFfX09zp8/j3HjxuHDDz/E6NGj3d7HpUuXAABvvfUW9u/fD6vViunTp2PevHmora1FfHy8y/MjIyNRUVEBAKisrHQJSM7l9rlWTcsjIiIc5S29FgAqKioQGhra7FiNRiOMRqPjscFgAACYTCYp92a018H7PKoD20Nd2B7qIqM9AjXq7uUxW23H56d0/FgVIQCrLZz15PnZ96X291QWc7fecbltUgLW008/jfvvvx8rV65EeHg4AGDQoEFYvHgxFi1ahI8//tjtfdgvg/3FL36BAQMGAADy8vLw3//935gwYUK7N810p7yzN%2BQsKChAXl5es%2B1FRUXo06dPp%2BpqS3FxsbS6yH1sD3Vhe6iLO%2B2Rq5N4IN3g48sK3jvnh9sjrZg1tGMjN4YGYLneHwICz45pgF8PL%2Ba%2BKKV3/AFSW9uARzy0bykB66uvvkJhYSECAwNdrqD4n//5nxaDRlf0798fANCvXz/HtsTERAghYDKZXK76A2y9VrGxsQCAmJiYFstHjBiBmJgYx%2BOQkBBHeVVVFWJjY2E2m1t8raIojtc2tWTJEpf5WQaDAQkJCUhLS0NYWFhnT70Zk8mE4uJiTJw4EQEBAW7XR%2B5he6gL20NdZLTH%2BJX7JR%2BVXDUWAUDg9DUN1hzu2Meq7Q93AQEFaw4HwK%2BHbpcTqBFYlGLCy0cC0GD1/Vv0mI3ypip1lpSAFRkZievXryMuLs5l%2B7fffivtF1x8fDzCwsLMqrIwAAAgAElEQVRQWlrqmC917tw5BAQEYPLkyfjjH//o8vySkhLHpHadTge9Xo9Zs2YBACwWC44cOYI5c%2BZgyJAhiIiIgF6vx6BBgwAAx48fh9FohE6nQ1lZGS5cuICKigpER0c76h4%2BfLhLIHOm1Wqh1Ta/hWdAQIDUX/iy6yP3sD3Uhe2hLu60h9qDgKlxlEMIpRPHqkADC6wAjFYF/j18P8IGa2eO1XtZPDjJTcro5JQpUzB9%2BnQUFRVBCIHS0lL84Q9/QEZGBh5%2B%2BGEZu4C/vz/mzJmD/Px8fPPNNygvL8fKlSvx6KOPYtasWTh37hw2b96M%2Bvp6FBYWorCwEPPnzwcAZGdnY9u2bfjiiy9QW1uL/Px8aLVapKenw8/PD/Pnz0d%2Bfj4uXryIyspKLFmyBJmZmYiLi8Po0aMxduxYLF68GAaDAadPn8batWuRnZ0t5byIiMi7dWWSO/DDB7BF4rGQekjpwXrxxRfxi1/8Ag888ACMRiNSUlIQFRWFJ598EsuXL5exCwC2uU1GoxHjxo2DyWTCz3/%2Bc6xfvx4hISHYs2cPFi5ciKeeegqJiYnYvn07kpOTAQCTJk1CQUEBHnzwQZSXl2Ps2LEoLCxEcHAwAGDlypWoqanByJEjYTabkZGRgVdffdWx37fffhvz589H//79ERYWhqysLCxYsEDaeRERkfeyz9PtasASQgA93INF3U8RnZ3B3QYhBMrLyxEcHCxlrpGvMBgMCA8PR3V1tbQ5WIWFhZg8eTKHQFSA7aEubA91kdEeuqXqvp9ttcUCE4AQRUGQpuMDQzesVtQLgWBFQd9OvM4dgRqBXF0D1hwO7B1DhMabKH1purTP386Q0qL9%2BvWDEAKKoiAuLo7hioiIeg17L4Wmk71Q9mf3jgUTeh8pAWvSpEl44403ZFRFRETkVbpyqxwA8LO/nqu5%2ByQpc7Bu3ryJZcuWYcWKFUhISGh2e5zPP/9cxm6IiIhUp6uT3BVFAYTgau4%2BSkrA0ul00OlUvhIcERFRN%2BhqwHL0YEk8FlIPtwLW0KFDcebMGaxYscKxLSMjA3v27HH7wIiIiNTO%2BTqxTvdgNf5rbaxH4ZWEPsWtOVgXL15stu3AgQPuVElEROQ1nGdPdXWZhqb1kG9wK2C1lLYlrvpARESkas7Dg53tgVIUxaUXi3yL9IU32MVJRES9RVevILSzfwgzYPmenlnZjIiIyAd1dYK7nSNgcfTH57g1yd1sNuONN95wGRa0WCzNttnvCUhERORL3A5YXKrBZ7kVsAYMGIBVq1a1uU1RFAYsIiLySV29D6Edhwh9l1sB69y5c5IOg4iIyPt09TY5dhwi9F2cg0VERNRFbk9ybwxm7MHyPQxYREREXSRtkruEYyF1YcAiIiLqIpkBi%2BtI%2BhYGLCIioi6SNckd4GruvoYBi4iIqIvc7cHiau6%2BiwGLiIioi9y9ihDgPCxfxYBFRETURe5eRQhwqQZfxYBFRETURe4OEQJcqsFXMWARERF1kZSA1fgvA5ZvYcAiIiLqAudlFThESE0xYBEREXWBcxziECE1xYBFRETUBc4T3BVeRUhNMGARERF1gYz5VwBXc/dVDFhERERdIDtgOddJ3o8Bi4iIqAtkBSyu5u6bGLCIiIi6wN37EDrjPCzfw4BFRETUBTJuk2PHpRp8DwMWERFRF8i4TY4dl2rwPQxYREREXSBrDhbAIUJfxIBFRETUBd0SsDhE6DMYsIiIiLpA6iR3DhH6HAYsIiKiLnBMcpdQF4cIfQ8DFhERURc4JrnLvIoQXM3dVzBgERERdUF3zMFyrpe8GwMWERFRF8gMWFzN3fd4bcBatGiRS7fsgQMHMG7cOISFheH222/Hjh07XJ6/fv16DBs2DGFhYbj77ruh1%2BsdZfX19cjKykJ8fDyio6Mxffp0VFZWOsrPnz%2BP9PR0REVFYdCgQcjNzYXVyv8CRES9lRBCasACOA/L13hlwCotLcW2bdscjy9fvoypU6ciKysL5eXlWLduHebNm4fDhw8DAHbv3o0VK1Zg27ZtuHLlCqZMmYKMjAzcvHkTALB06VLo9XocOnQIZ86cgRACs2fPdtSfmZmJgQMH4uzZs9i/fz/ee%2B89vPLKKz170kREpErSAxbnYPkErwtYVqsVWVlZyMnJcWzbsWMHhg4diieeeAJBQUGYMGECpk6dis2bNwMANm3ahNmzZyM1NRXBwcF47rnnoCgKdu/eDbPZjC1btmD58uVISEhAZGQk8vPzsWfPHpSVleHw4cM4duwY1qxZg/DwcCQlJSEnJwevv/66p94CIiLyMOcIJC1gcakGn%2BLv6QPorE2bNiEoKAgzZszAsmXLAAB6vR4pKSkuz0tJScGuXbsc5Q8//LCjTKPRYNSoUSgpKcHo0aNRXV3t8vpbb70VwcHB0Ov1KCsrQ2JiIiIiIlzq/vrrr1FTU4PQ0NBmx2g0GmE0Gh2PDQYDAMBkMsFkMrn9HtjrkFEXuY/toS5sD3WR0R6BGvX16JiEAKy2cKX1A2RMTQ8QAkYBKIrotnO216vG97Q7mD3YjeRVAevKlStYsWIFPv74Y5ftlZWViI%2BPd9kWGRmJiooKR7lzQHIut8%2B1aloeERHhKG/ptQBQUVHRYsAqKChAXl5es%2B1FRUXo06dPB860Y4qLi6XVRe5je6gL20Nd3GmPXJ3EA5HkXA3w8nF/RGgFclMapNT5yWUF757zQ1KEFbOHmqXU2ZpFKb3jD5Da2gY84qF9e1XAysnJwezZszF8%2BHCcO3fOpay9dUPcKe/smiRLlixxGcI0GAxISEhAWloawsLCOlVXS0wmE4qLizFx4kQEBAS4XR%2B5h%2B2hLmwPdZHRHuNX7pd8VO6rtwoAAgajgjWHA6XUWddY58kqDdYc7p6P50CNwKIUE14%2BEoAGq6zBTfUyG7s3qLbFawLW3/72N3z%2B%2Bec4fvx4s7KYmBiXq/4AW69VbGxsm%2BUjRoxATEyM43FISIijvKqqCrGxsTCbzS2%2BVlEUx2ub0mq10Gq1zbYHBARI/YUvuz5yD9tDXdge6uJOe6gxCJgEYB8WlHV81sY6zaL7z7nBqqjyfZXN4sEJbV4zyX379u24cuUKBg0ahOjoaMecqejoaIwYMcJl2QUAKCkpQWpqKgBAp9O5lFssFhw5cgSpqakYMmQIIiIiXMqPHz8Oo9EInU4HnU6HCxcuOIYb7XUPHz7cJZAREVHvIfM%2BhHZczd23eE3AWrt2Lc6cOYPS0lKUlpaisLAQgG3JhhkzZuDcuXPYvHkz6uvrUVhYiMLCQsyfPx8AkJ2djW3btuGLL75AbW0t8vPzodVqkZ6eDj8/P8yfPx/5%2Bfm4ePEiKisrsWTJEmRmZiIuLg6jR4/G2LFjsXjxYhgMBpw%2BfRpr165Fdna2J98OIiLyIHvHiEbCbXLsuJq7b/GaIcKIiAiXyeZms21c1T65fc%2BePVi4cCGeeuopJCYmYvv27UhOTgYATJo0CQUFBXjwwQdRXl6OsWPHorCwEMHBwQCAlStXoqamBiNHjoTZbEZGRgZeffVVx77efvttzJ8/H/3790dYWBiysrKwYMGCnjp1IiJSGdmLjAI/rOYuYAtwXtMDomK1Vs9FVa8JWE0lJia6dKHec889KC0tbfX52dnZrfY6BQYGYuPGjdi4cWOL5fHx8Y4eMyIiou4IWIAtVFnAtbBksAiBOg8OtTIgExERdVJ3BiyAq7nL4MlwBTBgERERdVp3THIHuJq7LBYhUM%2BARURE5F3sH92yP0R5w2c57L1XnpwHxYBFRETUSfYApEi8ihBgwJLB6tR7FazxXMxhwCIiIuokzsFSL%2BfeK08uNcyARURE1EndFrA4B8stTXuvJHcwdgoDFhERUScIIbq/Bwtczb0r6hvbxg%2BAnDtEdh0DFhERURd1V8ACuJp7Z1md1r3qoyjS58d1FgMWERFRJzgP38n%2BCLev5t50P9Q%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%2B%2BdgAb0nYAkhYHS6n6BW4/3X4Hn/GRAREXlAd36A9rbV3E2AY0X2QC/srWoJAxYREVEH9VSPkn1uUW/pwbIPD2pVuCJ7VzFgERERdZDz8GB3BoHeNERobbxyEFDvmlZdwYBFRETUQT0x/wpwXc1d%2BPgwodFpcrsvrfnFgEVERNRBPRWwnOv39V6seqfeK18ZHgQYsIiIiDrM3pvU7QGrcYkCwLcDlrlxQVHANv/KlzBgERERdZC9B6snPjx7w5WE9t6rQJUvGtoVDFhEREQd5LgPYQ%2BEAV%2B/ktB57Stfmtxux4BFRETUQT01Bwvw/SsJGxoXbdUACPD0wXQDBiwiIqIOYsCSxxfXvnLGgEVERNRBHglYPjgHyyIETI3f%2B%2BLwIMCARURE1GH2qwh7ZJK7D8/Bss%2B98gfgx4BFRETUuzkmuffAvnx1iFAI4bL2la/yqoB1/vx5TJs2DVFRUYiLi8Pjjz%2BO69evAwBKS0sxfvx4hIeHIykpCS%2B99JLLa3ft2oXk5GSEhoZizJgxKCoqcpRZrVYsXboUQ4YMQUREBCZNmoSzZ886yquqqvDQQw8hLi4Ot9xyC%2BbOnYu6urqeOWkiIlINxxBhT1xF6LRPiw8NEzrf2NnX1r5y5lUBa8qUKejXrx/Onz8PvV6PEydO4Nlnn0VdXR0yMjJw3333oaysDLt27UJBQQHeffddALbwNWvWLKxevRpXr15FTk4Opk2bhkuXLgEANm7ciDfffBN79%2B7FhQsXkJSUhGnTpjm6gufNm4ebN2/ixIkT0Ov1OHXqFHJzcz32PhARkWf06BwsRYF/4/f1PhSwjD4%2Bud3OawLW9evXodPpsHr1aoSEhCA%2BPh6zZs3Cp59%2Bir1796KhoQHLli1D3759kZKSgrlz5%2BL1118HAGzevBmTJ0/G5MmTERQUhBkzZuCOO%2B7A9u3bAQCbNm3CokWLcNtttyE0NBSrVq3CyZMn8eWXX%2BLKlSt4//33sWrVKkRHR2PAgAFYvnw5fv/738NkMrV1yERE5GN6MmABQLDG9jFdL4RP3JPQ6rT2lS/3XgFwhGPV69evH7Zu3eqy7eLFixg4cCD0ej2Sk5Ph5/fDbSJTUlLwxhtvAAD0ej3S09NdXpuSkoKSkhLU1dXh5MmTSElJcZSFhoYiKSkJJSUlqK6uhp%2BfH%2B644w6X1964cQOnT5922W5nNBphNBodjw0GAwDAZDJJCWX2Ohjw1IHtoS5sD3WR0R6BGnUEC9G4bhMAaDUCfj2QDwKEQK0VsAAwQ6Cvm90i9vfSU%2B/pTcsPk9v7aAS6O2OZPdiN5DUBq6nDhw9jw4YN%2BOCDD/DnP/8ZERERLuWRkZGoqqqC1WpFZWVli%2BUnTpzAtWvXIIRosbyiogJRUVEIDw936caMjIwEAFRUVLR4bAUFBcjLy2u2vaioCH369OnS%2BbakuLhYWl3kPraHurA91MWd9sjVSTwQN9RbgNyvbB%2Bbz6aYEOjXzgsk%2BfiygvfO%2BUEbaMVzoyzQSAgli1I88wfI2n/6ofqGgvRBFtw3oPtDXm1tAx7p9r20zCsD1meffYYpU6Zg9erVmDBhAv785z%2B32HXqHIra61ptq7yz3bJLlixBTk6O47HBYEBCQgLS0tIQFhbWqbpaYjKZUFxcjIkTJyIgwBfXv/UubA91YXuoi4z2GL9yv%2BSj6hrbRHPb58HaIwE9Nn/IKgQUCJTXK/j/SgIQ5EbCCtQILEox4eUjAWiw9uwQnUkIXDXb3r8vvvNHSVn3799sNHf7PlrjdQFr9%2B7dePTRR7FhwwbMnDkTABATE4N//etfLs%2BrrKxEVFQUNBoNYmJiUFlZ2aw8NjYWkZGR0Gg0rZbHxMSguroaFovFMQRpf25sbGyLx6jVaqHVapttDwgIkPoLX3Z95B62h7qwPdTFnfbo6SDQGls2EFAAmITmhwlZ3U6BVrGiXgjUWAQ0EqZPN1iVHn9fb1gbhycBWIQGlh54/yweXOPCaya5A8Dnn3%2BOmTNn4q233nKEKwDQ6XQ4duwYzOYfkmpJSQlSU1Md5Xq93qUue3lQUBBGjBjhUn79%2BnV88803SE1NxejRoyGEwLFjx1xe269fPwwbNqy7TpWIiFSmpye4Owtu7C0zATB74WR3lxs7a7wqenSZ15yl2WzG3LlzsWbNGqSlpbmUTZ48GWFhYXjhhRdQW1uLL7/8Elu2bEF2djYA2zILxcXF2Lt3L%2Brr67F161acOXMGjz76KAAgOzsb69atw%2BnTp1FTU4Pc3FyMHj0aOp0O0dHRmD59OpYtW4aKigpcunQJK1euxNy5c%2BHv73UdgERE1EWeDFh%2BioLAxpBV54UBqwG290%2BBb97YuSVeE7AOHTqEU6dOYeHChQgKCnL5%2Bv7777Fnzx7s378fkZGRePDBB7Fq1SrHlYMjRozAjh07sGjRIoSHh2PDhg3Ys2cP%2BvfvDwB48skn8fjjj2P8%2BPGIi4vDpUuXHGtoAbZlHMLDwzF48GAkJydj3LhxyM/P98j7QEREntGTt8lpib0XyyiEV92fUAiBeqttrC7Ix9e%2BcuY1XTD/9V//1e5k84MHD7ZalpmZiczMzBbLFEVBXl5ei1f%2BAUB4eDh27tzZ8YMlIiKf05O3yWlJQOPCo2bYerH6qjioCCFghm39rgbn5S1UfMyyeU3AIiIi8qSevE1Oa4IVBTWN9/LrI4TqeoMsjcdmFMLlHooaAH0UBf4qO97uxIBFRETUAZ6cg2UXqCjQNIYXoxCquFmytbGXqr6x18pOge14tYqCAHg2mHoCAxYREVEHqCFgKYqCIEVBrRCoEwJaD/ZiCSFwszFYOQuAbSjQ1%2B812B4GLCIiog5QQ8AC4AhYFtiWbQj0wDFYhYDBanX0WPnhh1Dl14tDlTMGLCIiog6wevgqQjtNYy9WvRCos1oR6NdD9%2BxpZGkMVxbYwmaoRtMrhwDb4%2BmfEyIiIq%2Bghknudp5aeNQsBKobw5UGQLhGg8BePhTYGgYsIiKiDlDLECHQuPBo4/dN50B1l4bGcGWFbUgwXKPpVVcFdhYDFhERUQeoKWABQHDjLWfqe2DhUaPVCoPVCgHb3KJwjYZzrdrBgEVERNQBagtY/rD1JAHd14slhECt1YqaxvoDFQXhGg00DFftYsAiIiJqh3BajVwtH5yKojjmYtUL0e7dTjrLvgxDrf0mzYqCUM636jC1/JwQERGplnN0UVO80CoKNIBj4VFZhBCosVodPWN9FQUhGg3DVSdwmQYiIqJ2qPXWys4Lj94UAnUWCwDX43X53gI8%2B4UfzMKK1iiNr7G/LlRRoNWwP6azGLCIiIja4Tz/Sm29OEGKgrrGIUxLB55vEm0fv/O5hjYuw0Cdx4BFRETUDrVNcHemURT002hcwpXS5F/79wEagexkE179RwBMVltpS71zArYJ9JzM3nUMWERERO1Qc8ACbOtidWQ9d38FiNQC/ooCK8NTt%2BKgKhERUTuESm6TQ96DPytERETtsE8JZ58PdRQDFhERUTvUdB9C8g4MWERERO1Q%2BxwsUh8GLCIionYwYFFnMWARERG1Q223ySH1488KERFRO6yNVxGyB4s6igGLiIioHZzkTp3FhUaJiHycbumHHtt3oEYgVweMX7kfDVbvDSecg0WdxR4sIiKidjBgUWcxYBEREbWDAYs6iwGLiIioDRYheBUhdRrnYBEREbXAIgRqhYBRCMc29mBRRzFgEREROTE3BqsGp2AVAKCPRsOrCKnDGLCIiNrhyavwqOeYhECd1YoGp22BAII1GgQwWFEnMWAREVGvZhICtVYrTE7bAhUFfRQF/gxW1EUMWERE1OtYG%2BdWGYWA2Wm7VlEQzGBFEjBgERFRryCEQAMAY5NhQAAIagxWfgxWJAkDFhER%2BSzR2ENV3zhpXTiV%2BcHWYxWkKNAwWJFkDFhE1O16cpK4r9yahZoTQsAKwNrWc5y%2BNzUOATo/XwNbqNJyGJC6GQMWERFJIxqXNhCNX2YhcLXOtqaUVfywjlRryx0IIWCBLURZGr%2B3OG3rCgW2SetaRUFAG/smkokBizqEl6m3rid6TA7nT%2BqWen2NEAINVoFzNbZJzL1lWUjhtF6Tcw9Oa9%2B3964Ipy9r47Ca1f4YP/QkCafnN92HgxV4odTfqUbX41CcvrfX356WVlNv6ZzsQ4CBisJQRT2OAauDzp8/jwULFuCLL75ASEgIHn74YRQUFECj6fiNE8avLIaftq/bx8IhkN6HAbc5e0%2BHqXGOjbnxMQC8fNz2ge4HC/wVBX4A/BUF/kCH59qIJsGiw8fV1mOnOUCita8mz2laR5thRoUUAIF%2BAkZL8/e9eeT64TUaAH6NbefX%2BL2mcTvDEnkDBqwOyszMxJgxY3D27FmUl5cjPT0dcXFxyMnJ6dHjEELAKgRqTI3d5qLlvyLb%2BuUr41dT0788W/oXkP%2BLsOnwQ9MPpsadNju%2Blr6XeUxC/PBvu89v8m9r21o9fh/9cGnatkDzn2mrU5gyN6vBRgMgJEDAYFIcw0uNO3CU%2B8MWuBQ49cw49cp0NlSpXUd6rJo%2B3x5yFNhCaWvbnJ/f7HtFafyDsAFrDgfCaGn595T9ewW2MOXLP%2BfUezBgdcDhw4dx7Ngx7N%2B/H%2BHh4QgPD0dOTg5eeeWVTgUsi/1DGM3/Wm3tr9iWvmAFlh1uucvdG7T2a7Ojwxbt6kjKkckKPPNFz7dHS2FRaeX7lrR2pG2dQVvDTK3tu70g6c47puCHsGTvoQrSCCzWmbGqJAB1VsUWxhoDmX2CdAPgchuU9vbRkY/6lp7T5nvkFFpa/GoMGK29ry3%2BQdN0fyoLKYpTKCPydQxYHaDX65GYmIiIiAjHtpSUFHz99deoqalBaGioy/ONRiOMRqPjcXV1NQCgqu4GNNauTtNsWet/OXbgxaJjH24tfVi29NdnT3P%2BMNI0OV9Hp0WTL7Vpq/dPzcfdE1r62VYUIFABAhQFAUrLw0V%2BGoHaWhMCzAEQTYbQrULALACTsA0tCth%2BdjQA/KA4vrf/y54U92ka20NjMkHDKQ0e19vaQ5hqbf/29B/eYMDqkMrKSpdwBQCRkZEAgIqKimYBq6CgAHl5ec3q%2Be7Vx7vtGInoB595%2BgDIBdtDXXpje9TU1CA8PLxH98mA1UGdSb9LlixxGTq0Wq2oqqpCVFSUlL%2BGDQYDEhIScPHiRYSFhbldH7mH7aEubA91YXuoS29rDyEEampqMGDAgB7fNwNWB8TExKCystJlW2VlJRRFQUxMTLPna7VaaLVal239%2BvWTflxhYWG94j%2BIt2B7qAvbQ13YHurSm9qjp3uu7Dq%2BxkAvptPpcOHCBVRUVDi2lZSUYPjw4QgJCfHgkREREZEaMWB1wOjRozF27FgsXrwYBoMBp0%2Bfxtq1a5Gdne3pQyMiIiIV8nv%2B%2Beef9/RBeINJkybhzTffxNNPP42dO3dizpw5eO655zx2hZGfnx/uvfde%2BPtzlFcN2B7qwvZQF7aHurA9eoYiPHHtIhEREZEP4xAhERERkWQMWERERESSMWARERERScaARURERCQZA5YK7Nu3D3FxcXj44Yebla1btw7Dhg1Dnz59MHbsWOj1ekdZUFBQsy9FUfDJJ58AAM6fP4/09HRERUVh0KBByM3NhVXyvRB9UVfbo6KiAo899hji4uIQERGB%2B%2B67D0eOHHGUsz26pqvtceXKFTz66KPo378/%2BvXrhyeeeAJ1dXWO8tLSUowfPx7h4eFISkrCSy%2B91CPn483Onz%2BPadOmISoqCnFxcXj88cdx/fp1AO2/n7t27UJycjJCQ0MxZswYFBUVOcqsViuWLl2KIUOGICIiApMmTcLZs2d79Ny8kTvtYTKZ8Oyzz0Kj0eDDDz90Kauvr0dWVhbi4%2BMRHR2N6dOnN1tsmzpAkEetWbNGDB06VPznf/6neOihh1zKtm3bJkJDQ8Wnn34q6uvrxaZNm0RcXJyoqalpsa6DBw%2BKxMREUVtbK4QQIiUlRcybN09cv35dnDlzRiQlJYmXXnqp28/Jm7nTHg888ICYOHGiqKioEPX19WLJkiUiLi5OmM1mIQTboyvcaY/77rtPpKWlie%2B//15cvXpVTJo0SSxYsEAIIURtba0YOHCgeP7558WNGzeEXq8XUVFR4p133unxc/Qmd9xxh3j88cdFTU2NuHjxotDpdGLOnDntvp9Hjx4VWq1W7N27V9TV1Ynt27eLPn36iIsXLwohhFi/fr1ITEwUJ0%2BeFAaDQTz99NMiOTlZWK1WT56u6nW1PW7cuCHGjRsnHn/8cQFA/PWvf3WpNycnR%2Bh0OnHhwgVRWVkpMjMzxZQpUzxxil6NAcvD1q1bJ65fvy5mzZrV7ANk%2BvTpYs6cOS7bxo4dK958881m9ZjNZjFy5Ejx5z//WQghRElJifDz8xNVVVWO57z66qti2LBh3XAWvsOd9hgyZM6Udt8AAAliSURBVIj43e9%2B5yg7deqUACAuXrzI9uiirrZHTU2NUBRF/P3vf3eUnThxQoSEhAij0SjeeustERMT4wi/QgiRm5srfvrTn3bvCXmxa9euidmzZ4vvv//esW3Dhg0iKSmp3ffzqaeeEtOmTXOpLzU1VRQUFAghhLj99tvFunXrHGUGg0H4%2B/uLQ4cOdecpeTV32uP7778Xr732mhBCNAtYJpNJhIeHi7/85S%2BObadOnRKKoojvvvuuu0/Lp3CI0MMWLlzY5n2Smi5kGhERgdLS0mbP27ZtG7RaLR544AEAgF6vR2JiIiIiIhzPSUlJwddff42amhpJR%2B973GmPjIwM7Ny5E5cvX8bNmzfxhz/8AaNGjcLAgQPZHl3k7v8P5/KIiAjcuHED3377LfR6PZKTk%2BHn5%2BcoT0lJQUlJicSj9y39%2BvXD1q1bERcX59h28eJFx893W%2B%2BnXq9HSkqKS3328rq6Opw8edKlPDQ0FElJSWyPNrjTHnFxcXjyySdbrPfbb79FdXW1S3vceuutCA4OdhmCp/YxYKlYRkYGdu3ahYMHD6KhoQHvvvsuvvzyS1RVVbk8z2q1YvXq1ViyZIljW2VlpcuHOQBERkYCgMs9Fanj2muP3/zmN9BqtRgwYABCQkKwc%2BdO7Ny5E4qisD26QVvtERISgvHjxyMvLw/l5eW4du0aVqxYAX9/f1RVVbXaHlVVVZwX10GHDx/Ghg0bsHTp0nbfz9bKKyoqcO3aNQghWi2njulMe7TFPteq6esjIiLYHp3EgKViM2fOxLPPPuuYqLtv3z5kZmY2u71BYWEhGhoacP/997tsF1ykX6r22mPBggUAgAsXLqC6uhpz585FWloabty4AYDtIVt77bFt2zYEBwdj2LBhGDduHH784x8jMDDQUd5Se3jq1lfe5rPPPkNaWhpWr16NCRMmAGj//Wzv55//P7quK%2B3RHraH%2BxiwVExRFPzqV7/CuXPnUFVVhU2bNuHq1asYOHCgy/PeeustZGRkuPzniYmJaXbVR2VlJRRFQUxMTI8cv69pqz1u3ryJrVu3Ii8vDwkJCQgLC8PSpUtx48YNFBUVsT26QXv/PxISEvCXv/wF165dw7/%2B9S%2BkpaWhtrYWAwcObLU9oqKioNHw12Jbdu/ejcmTJ%2BOVV17BwoULAbT%2B%2B8b%2BfrZWHhsbi8jISGg0mlbLqW1daY%2B22H8fNX19VVUV26OT%2BJtExc6cOYMPPvjA8biurg4HDx7EXXfd5dgmhMDu3buRlpbm8lqdTocLFy64dOmWlJRg%2BPDhCAkJ6f6D90FttYfFYoEQAhaLxVEuhIDJZALA9ugO7f3/2Lt3L06dOuUoLyoqwv/7f/8P8fHx0Ol0OHbsGMxms6O8pKQEqampPXcCXujzzz/HzJkz8dZbb2HmzJmO7e29nzqdrtn8HXt5UFAQRowY4VJ%2B/fp1fPPNN2yPdnS1PdpiXyrDuT2OHz8Oo9EInU4n9wR8nWfm1lNTLV0l9dFHH4ng4GDx5Zdfirq6OpGVlSXGjBnjcuny2bNnBQDxz3/%2Bs1mdqampYs6cOaK6ulqcOnVKDB48WPz2t7/t9nPxBV1pj3vvvdexLEBtba144YUXREREhKioqBBCsD3c0ZX2mDVrlvjxj38sqqurxbfffiuG/P/t3ctLW1sUBvAv8ZGkJmJQayg%2Bq4IVByJ0oMWiBBUfNAhCKQcDhaIoQQcKxYkGpFAKTgoSCgakYHESS8F/QKUSOlShdVCtFjXQSKJGTKxmdXDpoWJBLuYavfl%2BcAbZ%2B7Bh7QXhI5yzc/eu%2BqZaOByWgoICGRkZkcPDQ/F6vZKRkSGzs7NXXttN8fPnT7l37568efPm3NxF%2B7m8vCx6vV5mZ2fl6OhI3G63mEwm2dnZEZF/3qjNz8%2BXz58/y/7%2BvnR1dcn9%2B/evtL6b5jL9%2BBP%2BckzD8%2BfPpaqqSjY3N8Xv90tbW5t0dHT8Z7X8XzFgxZlOpxOdTidarVa0Wq36%2BbdXr16JxWKRtLQ0aWlpUc%2BN%2BW1xcVEAyI8fP86t/f37d2lubhaDwSA5OTkyMjLCc2UucJl%2B%2BHw%2BURRFLBaLZGRkyMOHD8Xr9arz7Me/d5l%2B%2BP1%2BaW1tFaPRKDk5OeJ0Os/s9/Lysjx48EB0Op3k5%2BefOWKDzpufnxcAag/%2BvL59%2B3bhfno8HiktLZXU1FSprKyUubk5dS4ajcrw8LDcvn1bDAbDX7/r6KzL9OPt27fqvQAkJSVFdDqdPHv2TEREIpGI9Pb2itlsFpPJJE%2BePJFgMBivUm8sjQifZCMiIiKKJT6DRURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARURERBRjDFhEREREMcaARUQJw2q1YmBg4MzY6OgoampqsLGxgUePHiErKwtmsxl2ux37%2B/vqfVNTUygvL4fRaERRURFcLpc653Q60dbWhsePHyM9Pf3K6iGi64sBi4gSht1ux/T0NKLRqDrm8XigKApsNhvy8vKwubmJ1dVVbG1tYXBwEACwvr4Ou92O169f4%2BDgABMTE3A4HFhaWlLX8Xq9qKurQyAQuPK6iOj64Z89E1HCCIVCsFgs%2BPDhA6xWK9bW1lBWVoaPHz%2Biuroae3t7SEtLAwAsLCygqakJh4eHAIBgMAiz2ayudefOHbx48QJPnz6F0%2BmEy%2BWCz%2BeDRqOJS21EdL3wFywiShhGoxHt7e2YmpoCAMzMzKCxsRFfv37F6ekpMjMzodfrodfr0dDQgOPjY/j9fmg0GrhcLhQXF8NgMECv12NnZweRSERdOy8vj%2BGKiFQMWESUUOx2OzweDyKRCN6/fw9FUWAwGGA0GhEOh89cJycnyM7OhtvtxsuXLzExMYFQKIRwOIzc3Nwz6yYnJ8epIiK6jhiwiCihWK1WmEwmuN1urKyswGazobi4GKFQCOvr6%2Bp9BwcH2N3dBQB8%2BvQJtbW1qK%2BvR1JSEnw%2BH7a3t%2BNVAhHdAAxYRJRQtFotFEXB0NAQbDYbbt26hYqKCtTU1KC/vx9%2Bvx/BYBDd3d3o7OwEABQWFuLLly8IBALY2NhAX18fCgoKsLW1FedqiOi6YsAiooTz%2BwgGRVHUsXfv3iEajaKwsBAlJSU4PT3F5OQkAKCnpwclJSXIzc1FS0sLHA4HHA4HxsbGMD4%2BHqcqiOg6%2BwWF2w%2BrOG2UlAAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-3235239147150327653\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2006</td>\n",
       "        <td class=\"number\">76590</td>\n",
       "        <td class=\"number\">21.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2007</td>\n",
       "        <td class=\"number\">63677</td>\n",
       "        <td class=\"number\">17.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2016</td>\n",
       "        <td class=\"number\">37409</td>\n",
       "        <td class=\"number\">10.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:49%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2015</td>\n",
       "        <td class=\"number\">28766</td>\n",
       "        <td class=\"number\">7.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2014</td>\n",
       "        <td class=\"number\">28250</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:37%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2008</td>\n",
       "        <td class=\"number\">21497</td>\n",
       "        <td class=\"number\">5.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:28%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">17331</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">15789</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:21%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">12106</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2011</td>\n",
       "        <td class=\"number\">12067</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (38)</td>\n",
       "        <td class=\"number\">48739</td>\n",
       "        <td class=\"number\">13.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:63%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-3235239147150327653\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1968</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1970</td>\n",
       "        <td class=\"number\">429</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:79%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1971</td>\n",
       "        <td class=\"number\">541</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1972</td>\n",
       "        <td class=\"number\">509</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:94%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1973</td>\n",
       "        <td class=\"number\">520</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">15789</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:42%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">17331</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:46%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2014</td>\n",
       "        <td class=\"number\">28250</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:75%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2015</td>\n",
       "        <td class=\"number\">28766</td>\n",
       "        <td class=\"number\">7.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:77%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2016</td>\n",
       "        <td class=\"number\">37409</td>\n",
       "        <td class=\"number\">10.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Sample</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
       "        <table border=\"1\" class=\"dataframe sample\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>artist</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009</td>\n",
       "      <td>beyonce-knowles</td>\n",
       "      <td>Pop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pandas_profiling.ProfileReport(lyrics_df[[\"year\", \"artist\", \"genre\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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