{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/html"
   },
   "source": [
    "<style>\n",
    "pre {\n",
    " white-space: pre-wrap !important;\n",
    "}\n",
    ".table-striped > tbody > tr:nth-of-type(odd) {\n",
    "    background-color: #f9f9f9;\n",
    "}\n",
    ".table-striped > tbody > tr:nth-of-type(even) {\n",
    "    background-color: white;\n",
    "}\n",
    ".table-striped td, .table-striped th, .table-striped tr {\n",
    "    border: 1px solid black;\n",
    "    border-collapse: collapse;\n",
    "    margin: 1em 2em;\n",
    "}\n",
    ".rendered_html td, .rendered_html th {\n",
    "    text-align: left;\n",
    "    vertical-align: middle;\n",
    "    padding: 4px;\n",
    "}\n",
    "</style>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vaex introduction in 11 minutes \n",
    "\n",
    "[Because vaex goes up to 11](https://en.wikipedia.org/wiki/Up_to_eleven)\n",
    "\n",
    "If you want to try out this notebook with a live Python kernel, use mybinder:\n",
    "\n",
    "<a class=\"reference external image-reference\" href=\"https://mybinder.org/v2/gh/vaexio/vaex/latest?filepath=docs%2Fsource%2Ftutorial.ipynb\"><img alt=\"https://mybinder.org/badge_logo.svg\" src=\"https://mybinder.org/badge_logo.svg\" width=\"150px\"></a>\n",
    "\n",
    "## DataFrame\n",
    "Central to Vaex is the DataFrame (similar, but more efficient than a Pandas DataFrame), and we often use the variable `df` to represent it. A DataFrame is an efficient representation for a large tabular dataset, and has:\n",
    "\n",
    " * A number of columns, say `x`, `y` and `z`, which are:\n",
    "   * Backed by a Numpy array;\n",
    "   * Wrapped by an expression system e.g. `df.x`, `df['x']` or `df.col.x` is an Expression;\n",
    "   * Columns/expression can perform lazy computations, e.g. `df.x * np.sin(df.y)` does nothing, until the result is needed.\n",
    " * A set of virtual columns, columns that are backed by a (lazy) computation, e.g. `df['r'] = df.x/df.y` \n",
    " * A set of selections, that can be used to explore the dataset, e.g. `df.select(df.x < 0)`\n",
    " * Filtered DataFrames, that does not copy the data, `df_negative = df[df.x < 0]`\n",
    " \n",
    "Lets start with an example dataset, which is included in Vaex."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.933975Z",
     "start_time": "2020-04-15T18:56:48.859098Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                  </th><th>id  </th><th>x                   </th><th>y                   </th><th>z                   </th><th>vx                 </th><th>vy                 </th><th>vz                 </th><th>E             </th><th>L                 </th><th>Lz                 </th><th>FeH                </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>      </td><td>0   </td><td>1.2318683862686157  </td><td>-0.39692866802215576</td><td>-0.598057746887207  </td><td>301.1552734375     </td><td>174.05947875976562 </td><td>27.42754554748535  </td><td>-149431.40625 </td><td>407.38897705078125</td><td>333.9555358886719  </td><td>-1.0053852796554565</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>      </td><td>23  </td><td>-0.16370061039924622</td><td>3.654221296310425   </td><td>-0.25490644574165344</td><td>-195.00022888183594</td><td>170.47216796875    </td><td>142.5302276611328  </td><td>-124247.953125</td><td>890.2411499023438 </td><td>684.6676025390625  </td><td>-1.7086670398712158</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>      </td><td>32  </td><td>-2.120255947113037  </td><td>3.326052665710449   </td><td>1.7078403234481812  </td><td>-48.63423156738281 </td><td>171.6472930908203  </td><td>-2.079437255859375 </td><td>-138500.546875</td><td>372.2410888671875 </td><td>-202.17617797851562</td><td>-1.8336141109466553</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>      </td><td>8   </td><td>4.7155890464782715  </td><td>4.5852508544921875  </td><td>2.2515437602996826  </td><td>-232.42083740234375</td><td>-294.850830078125  </td><td>62.85865020751953  </td><td>-60037.0390625</td><td>1297.63037109375  </td><td>-324.6875          </td><td>-1.4786882400512695</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>      </td><td>16  </td><td>7.21718692779541    </td><td>11.99471664428711   </td><td>-1.064562201499939  </td><td>-1.6891745328903198</td><td>181.329345703125   </td><td>-11.333610534667969</td><td>-83206.84375  </td><td>1332.7989501953125</td><td>1328.948974609375  </td><td>-1.8570483922958374</td></tr>\n",
       "<tr><td>...                                </td><td>... </td><td>...                 </td><td>...                 </td><td>...                 </td><td>...                </td><td>...                </td><td>...                </td><td>...           </td><td>...               </td><td>...                </td><td>...                </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,995</i></td><td>21  </td><td>1.9938701391220093  </td><td>0.789276123046875   </td><td>0.22205990552902222 </td><td>-216.92990112304688</td><td>16.124420166015625 </td><td>-211.244384765625  </td><td>-146457.4375  </td><td>457.72247314453125</td><td>203.36758422851562 </td><td>-1.7451677322387695</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,996</i></td><td>25  </td><td>3.7180912494659424  </td><td>0.721337616443634   </td><td>1.6415337324142456  </td><td>-185.92160034179688</td><td>-117.25082397460938</td><td>-105.4986572265625 </td><td>-126627.109375</td><td>335.0025634765625 </td><td>-301.8370056152344 </td><td>-0.9822322130203247</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,997</i></td><td>14  </td><td>0.3688507676124573  </td><td>13.029608726501465  </td><td>-3.633934736251831  </td><td>-53.677146911621094</td><td>-145.15771484375   </td><td>76.70909881591797  </td><td>-84912.2578125</td><td>817.1375732421875 </td><td>645.8507080078125  </td><td>-1.7645612955093384</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,998</i></td><td>18  </td><td>-0.11259264498949051</td><td>1.4529125690460205  </td><td>2.168952703475952   </td><td>179.30865478515625 </td><td>205.79710388183594 </td><td>-68.75872802734375 </td><td>-133498.46875 </td><td>724.000244140625  </td><td>-283.6910400390625 </td><td>-1.8808952569961548</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,999</i></td><td>4   </td><td>20.796220779418945  </td><td>-3.331387758255005  </td><td>12.18841552734375   </td><td>42.69000244140625  </td><td>69.20479583740234  </td><td>29.54275131225586  </td><td>-65519.328125 </td><td>1843.07470703125  </td><td>1581.4151611328125 </td><td>-1.1231083869934082</td></tr>\n",
       "</tbody>\n",
       "</table>"
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      "text/plain": [
       "#        id    x                     y                     z                     vx                   vy                   vz                   E               L                   Lz                   FeH\n",
       "0        0     1.2318683862686157    -0.39692866802215576  -0.598057746887207    301.1552734375       174.05947875976562   27.42754554748535    -149431.40625   407.38897705078125  333.9555358886719    -1.0053852796554565\n",
       "1        23    -0.16370061039924622  3.654221296310425     -0.25490644574165344  -195.00022888183594  170.47216796875      142.5302276611328    -124247.953125  890.2411499023438   684.6676025390625    -1.7086670398712158\n",
       "2        32    -2.120255947113037    3.326052665710449     1.7078403234481812    -48.63423156738281   171.6472930908203    -2.079437255859375   -138500.546875  372.2410888671875   -202.17617797851562  -1.8336141109466553\n",
       "3        8     4.7155890464782715    4.5852508544921875    2.2515437602996826    -232.42083740234375  -294.850830078125    62.85865020751953    -60037.0390625  1297.63037109375    -324.6875            -1.4786882400512695\n",
       "4        16    7.21718692779541      11.99471664428711     -1.064562201499939    -1.6891745328903198  181.329345703125     -11.333610534667969  -83206.84375    1332.7989501953125  1328.948974609375    -1.8570483922958374\n",
       "...      ...   ...                   ...                   ...                   ...                  ...                  ...                  ...             ...                 ...                  ...\n",
       "329,995  21    1.9938701391220093    0.789276123046875     0.22205990552902222   -216.92990112304688  16.124420166015625   -211.244384765625    -146457.4375    457.72247314453125  203.36758422851562   -1.7451677322387695\n",
       "329,996  25    3.7180912494659424    0.721337616443634     1.6415337324142456    -185.92160034179688  -117.25082397460938  -105.4986572265625   -126627.109375  335.0025634765625   -301.8370056152344   -0.9822322130203247\n",
       "329,997  14    0.3688507676124573    13.029608726501465    -3.633934736251831    -53.677146911621094  -145.15771484375     76.70909881591797    -84912.2578125  817.1375732421875   645.8507080078125    -1.7645612955093384\n",
       "329,998  18    -0.11259264498949051  1.4529125690460205    2.168952703475952     179.30865478515625   205.79710388183594   -68.75872802734375   -133498.46875   724.000244140625    -283.6910400390625   -1.8808952569961548\n",
       "329,999  4     20.796220779418945    -3.331387758255005    12.18841552734375     42.69000244140625    69.20479583740234    29.54275131225586    -65519.328125   1843.07470703125    1581.4151611328125   -1.1231083869934082"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "df = vaex.example()\n",
    "df  # Since this is the last statement in a cell, it will print the DataFrame in a nice HTML format. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columns\n",
    "The above preview shows that this dataset contains $> 300,000$ rows, and columns named x ,y, z (positions), vx, vy, vz (velocities), E (energy), L (angular momentum), and an id (subgroup of samples). When we print out a column, we can see that it is not a Numpy array, but an Expression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.942305Z",
     "start_time": "2020-04-15T18:56:49.935689Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = x\n",
       "Length: 330,000 dtype: float32 (column)\n",
       "---------------------------------------\n",
       "     0    1.23187\n",
       "     1  -0.163701\n",
       "     2   -2.12026\n",
       "     3    4.71559\n",
       "     4    7.21719\n",
       "       ...       \n",
       "329995    1.99387\n",
       "329996    3.71809\n",
       "329997   0.368851\n",
       "329998  -0.112593\n",
       "329999    20.7962"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.x  # df.col.x or df['x'] are equivalent, but df.x may be preferred because it is more tab completion friendly or programming friendly respectively"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can use the `.values` method to get an in-memory representation of an expression. The same method can be applied to a DataFrame as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.949040Z",
     "start_time": "2020-04-15T18:56:49.944388Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.2318684 , -0.16370061, -2.120256  , ...,  0.36885077,\n",
       "       -0.11259264, 20.79622   ], dtype=float32)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.x.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most Numpy functions (ufuncs) can be performed on expressions, and will not result in a direct result, but in a new expression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.958000Z",
     "start_time": "2020-04-15T18:56:49.950537Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = sqrt((((x ** 2) + (y ** 2)) + (z ** 2)))\n",
       "Length: 330,000 dtype: float32 (expression)\n",
       "-------------------------------------------\n",
       "     0  1.42574\n",
       "     1  3.66676\n",
       "     2  4.29824\n",
       "     3  6.95203\n",
       "     4   14.039\n",
       "      ...      \n",
       "329995  2.15587\n",
       "329996  4.12785\n",
       "329997  13.5319\n",
       "329998  2.61304\n",
       "329999  24.3339"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.sqrt(df.x**2 + df.y**2 + df.z**2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Virtual columns\n",
    "Sometimes it is convenient to store an expression as a column. We call this a virtual column since it does not take up any memory, and is computed on the fly when needed. A virtual column is treated just as a normal column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.981786Z",
     "start_time": "2020-04-15T18:56:49.959056Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                  </th><th>x                   </th><th>y                   </th><th>z                   </th><th>r                 </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>      </td><td>1.2318683862686157  </td><td>-0.39692866802215576</td><td>-0.598057746887207  </td><td>1.425736665725708 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>      </td><td>-0.16370061039924622</td><td>3.654221296310425   </td><td>-0.25490644574165344</td><td>3.666757345199585 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>      </td><td>-2.120255947113037  </td><td>3.326052665710449   </td><td>1.7078403234481812  </td><td>4.298235893249512 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>      </td><td>4.7155890464782715  </td><td>4.5852508544921875  </td><td>2.2515437602996826  </td><td>6.952032566070557 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>      </td><td>7.21718692779541    </td><td>11.99471664428711   </td><td>-1.064562201499939  </td><td>14.03902816772461 </td></tr>\n",
       "<tr><td>...                                </td><td>...                 </td><td>...                 </td><td>...                 </td><td>...               </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,995</i></td><td>1.9938701391220093  </td><td>0.789276123046875   </td><td>0.22205990552902222 </td><td>2.155872344970703 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,996</i></td><td>3.7180912494659424  </td><td>0.721337616443634   </td><td>1.6415337324142456  </td><td>4.127851963043213 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,997</i></td><td>0.3688507676124573  </td><td>13.029608726501465  </td><td>-3.633934736251831  </td><td>13.531896591186523</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,998</i></td><td>-0.11259264498949051</td><td>1.4529125690460205  </td><td>2.168952703475952   </td><td>2.613041877746582 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>329,999</i></td><td>20.796220779418945  </td><td>-3.331387758255005  </td><td>12.18841552734375   </td><td>24.333894729614258</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#        x                     y                     z                     r\n",
       "0        1.2318683862686157    -0.39692866802215576  -0.598057746887207    1.425736665725708\n",
       "1        -0.16370061039924622  3.654221296310425     -0.25490644574165344  3.666757345199585\n",
       "2        -2.120255947113037    3.326052665710449     1.7078403234481812    4.298235893249512\n",
       "3        4.7155890464782715    4.5852508544921875    2.2515437602996826    6.952032566070557\n",
       "4        7.21718692779541      11.99471664428711     -1.064562201499939    14.03902816772461\n",
       "...      ...                   ...                   ...                   ...\n",
       "329,995  1.9938701391220093    0.789276123046875     0.22205990552902222   2.155872344970703\n",
       "329,996  3.7180912494659424    0.721337616443634     1.6415337324142456    4.127851963043213\n",
       "329,997  0.3688507676124573    13.029608726501465    -3.633934736251831    13.531896591186523\n",
       "329,998  -0.11259264498949051  1.4529125690460205    2.168952703475952     2.613041877746582\n",
       "329,999  20.796220779418945    -3.331387758255005    12.18841552734375     24.333894729614258"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['r'] = np.sqrt(df.x**2 + df.y**2 + df.z**2)\n",
    "df[['x', 'y', 'z', 'r']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selections and filtering\n",
    "Vaex can be efficient when exploring subsets of the data, for instance to remove outliers or to inspect only a part of the data. Instead of making copies, Vaex internally keeps track which rows are selected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:49.992283Z",
     "start_time": "2020-04-15T18:56:49.983254Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.16370061, -2.120256  , -7.7843747 , ..., -8.126636  ,\n",
       "       -3.9477386 , -0.11259264], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.select(df.x < 0)\n",
    "df.evaluate(df.x, selection=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Selections are useful when you frequently modify the portion of the data you want to visualize, or when you want to efficiently compute statistics on several portions of the data effectively.\n",
    "\n",
    "Alternatively, you can also create filtered datasets. This is similar to using Pandas, except that Vaex does not copy the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.056954Z",
     "start_time": "2020-04-15T18:56:49.994132Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                  </th><th>x                   </th><th>y                  </th><th>z                   </th><th>r                 </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>      </td><td>-0.16370061039924622</td><td>3.654221296310425  </td><td>-0.25490644574165344</td><td>3.666757345199585 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>      </td><td>-2.120255947113037  </td><td>3.326052665710449  </td><td>1.7078403234481812  </td><td>4.298235893249512 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>      </td><td>-7.784374713897705  </td><td>5.989774703979492  </td><td>-0.682695209980011  </td><td>9.845809936523438 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>      </td><td>-3.5571861267089844 </td><td>5.413629055023193  </td><td>0.09171556681394577 </td><td>6.478376865386963 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>      </td><td>-20.813940048217773 </td><td>-3.294677495956421 </td><td>13.486607551574707  </td><td>25.019264221191406</td></tr>\n",
       "<tr><td>...                                </td><td>...                 </td><td>...                </td><td>...                 </td><td>...               </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>166,274</i></td><td>-2.5926425457000732 </td><td>-2.871671676635742 </td><td>-0.18048334121704102</td><td>3.8730955123901367</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>166,275</i></td><td>-0.7566012144088745 </td><td>2.9830434322357178 </td><td>-6.940553188323975  </td><td>7.592250823974609 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>166,276</i></td><td>-8.126635551452637  </td><td>1.1619765758514404 </td><td>-1.6459038257598877 </td><td>8.372657775878906 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>166,277</i></td><td>-3.9477386474609375 </td><td>-3.0684902667999268</td><td>-1.5822702646255493 </td><td>5.244411468505859 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>166,278</i></td><td>-0.11259264498949051</td><td>1.4529125690460205 </td><td>2.168952703475952   </td><td>2.613041877746582 </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#        x                     y                    z                     r\n",
       "0        -0.16370061039924622  3.654221296310425    -0.25490644574165344  3.666757345199585\n",
       "1        -2.120255947113037    3.326052665710449    1.7078403234481812    4.298235893249512\n",
       "2        -7.784374713897705    5.989774703979492    -0.682695209980011    9.845809936523438\n",
       "3        -3.5571861267089844   5.413629055023193    0.09171556681394577   6.478376865386963\n",
       "4        -20.813940048217773   -3.294677495956421   13.486607551574707    25.019264221191406\n",
       "...      ...                   ...                  ...                   ...\n",
       "166,274  -2.5926425457000732   -2.871671676635742   -0.18048334121704102  3.8730955123901367\n",
       "166,275  -0.7566012144088745   2.9830434322357178   -6.940553188323975    7.592250823974609\n",
       "166,276  -8.126635551452637    1.1619765758514404   -1.6459038257598877   8.372657775878906\n",
       "166,277  -3.9477386474609375   -3.0684902667999268  -1.5822702646255493   5.244411468505859\n",
       "166,278  -0.11259264498949051  1.4529125690460205   2.168952703475952     2.613041877746582"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_negative = df[df.x < 0]\n",
    "df_negative[['x', 'y', 'z', 'r']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistics on N-d grids\n",
    "\n",
    "A core feature of Vaex is the extremely efficient calculation of statistics on N-dimensional grids. This is rather useful for making visualisations of large datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.088048Z",
     "start_time": "2020-04-15T18:56:50.059487Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(330000), array(-0.0632868), array(-5.18457762))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.count(), df.mean(df.x), df.mean(df.x, selection=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar to SQL's groupby, Vaex uses the binby concept, which tells Vaex that a statistic should be calculated on a regular grid (for performance reasons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.106014Z",
     "start_time": "2020-04-15T18:56:50.089858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1374, 1350, 1459, 1618, 1706, 1762, 1852, 2007, 2240, 2340, 2610,\n",
       "       2840, 3126, 3337, 3570, 3812, 4216, 4434, 4730, 4975, 5332, 5800,\n",
       "       6162, 6540, 6805, 7261, 7478, 7642, 7839, 8336, 8736, 8279, 8269,\n",
       "       8824, 8217, 7978, 7541, 7383, 7116, 6836, 6447, 6220, 5864, 5408,\n",
       "       4881, 4681, 4337, 4015, 3799, 3531, 3320, 3040, 2866, 2629, 2488,\n",
       "       2244, 1981, 1905, 1734, 1540, 1437, 1378, 1233, 1186])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts_x = df.count(binby=df.x, limits=[-10, 10], shape=64)\n",
    "counts_x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This results in a Numpy array with the number counts in 64 bins distributed between x = -10, and x = 10. We can quickly visualize this using Matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.280131Z",
     "start_time": "2020-04-15T18:56:50.108151Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(np.linspace(-10, 10, 64), counts_x)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do the same in 2D as well (this can be generalized to N-D actually!), and display it with Matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.291041Z",
     "start_time": "2020-04-15T18:56:50.281350Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5,  2,  3, ...,  3,  3,  0],\n",
       "       [ 8,  4,  2, ...,  5,  3,  2],\n",
       "       [ 5, 11,  7, ...,  3,  3,  1],\n",
       "       ...,\n",
       "       [ 4,  8,  5, ...,  2,  0,  2],\n",
       "       [10,  6,  7, ...,  1,  1,  2],\n",
       "       [ 6,  7,  9, ...,  2,  2,  2]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xycounts = df.count(binby=[df.x, df.y], limits=[[-10, 10], [-10, 20]], shape=(64, 128))\n",
    "xycounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.432969Z",
     "start_time": "2020-04-15T18:56:50.292129Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jxAdlrYsAAGmPhLZV1smygAnKMjcgEZ+6L8Vpj0yR5iA1ex4nQLH9TABzzN0z1WorvoKligMAm9qa+y+ySee4pG5q6QCE6j0QyY8zgGJJnK3kM62cT9wpNQDJMhGT1ax/aDKDFXkLoCtN2JlTHtf0yl8F8E0ALjjnXgbwzwB8k3PuaxDcoS8A+MHHsa9WWnnc8lheAu/9dxe+/sVTbcy5RKupvlIEYZNdTeOEzK9N2OImWXsmtXyhnVD3X+DyybWztTYxqKN/fHywljNSJCJaOmeLcJYUgOfGZU3BUAP0fI6yDWgVTyTrMXFgrUUWI3Hijp0S1EjRWuvL60d8kB6zOY4MaZoX5gBzfzMepSKx7ymkxQ61svSyYLAJAN6nGQr610STFpro1YcvtCqq0Dpws0SjrpuCmmw7T+0BMJYoS/uV/H02xgs2v4TM1NQktbxt4FG+HuYUw99So3uOD7LHWEqtxp2kmZ8SHX3OkcQCVpKVybBQSQFLZ8Dlzfh2vnQ4Vo3rSqx7GVaoxCP7xGOCxyXee/jJNJkZQMmxNmkOX25oluu2+flqRZZnsMeqpQ0Qmbpj7cDmqjMItL5UvlCvyIcC2n24zA3T3lqzTF6R1ZSi+Z77kIeHPceAcXGyKfUp3Fny8nyJMgwRYHL1J7h1DcxQQoiVBdACqU6GLhLcl1WlEyAfjz+HSydMIQywjz3UY6V1h1pZelkoS+Ccg+t1k/Sn/ibuQh6gAoiaMx+zWtmCmrg64v6UCmLmQJJ9AQD6WfXWp2m/5DhEqnxwHaIlYXtk0cXJ3DpNC1tXI3Onkh7jnDVDU5x2ck8n/U7YPGygrpifnM6x05x95guFwRyzdOLgP50FR/LgQsU4Y6SwGCm1WqfwilpL0MrSy0JZAu990BoluIOI8nQabVJl2Hj1gQ0/p+uJ73t0PH9Rg3HNpvuYnsso4pNehqzxRht4bDOM4nDSFKUN+POJN3FdC2kg5qabrGPXa0ARjCXQoF32r9reWqYsxRr7JJoFwqpTSCbkqdESs0eGGuUsuNrel3wIOP/2YrHMlZIhc8pCvQSlinGjBsALWmA21kxFKSDNiXALIDu9qCUCKgZ5fUKPCxAPbiuvaZTQIAzm+dCYG9qYMUwX0OKUMoYNZs+AQvW4kE3J6S3ZiJRO90kTBKWRWeryoOkeusw9jUmAE6ga+aKZ66uKL084mAd/rlFSx0jrDrWy9LJQlsD7utkoUdLKSPPq1Aj5ZJcSTfjJpFeSj8+Itux6GiwXGlV028WUpJ5k8lsx583/sJVTNbHRWQyaS9SI7KcWF0th5NZlUnpLnpesY11RuoxZIFsKwvP5EaVza1DW299W0iSCrcRrk9IB08CCIrXnU6KjnFNaS9DK0stCWQJIo70VbXlkAEkNUUgXVlnaM0lNZstGRKQJFkVzsrkmCb6Nz52IifXiXLMMz2+0VG2KWlaS1skMT+SzohcQA1md0mMq3/5IAuucdc9o13qSBvY5gjY5piq9J9ZqudUsDWrwWnlfRGn4iGdAXGUWdtrEZCXTO7PjOKmg9yBpLUErSy8LZQkcwltvW+uYeovpMWrFZsm8kUkqIDRz/qJkTBK7xU6YtqjrE+NvkarsWss4jhKsDTH+A3ZkpZCPcNKSDSJURCxJVSAOKM0601gk41RNfPljNKftB8izQdWWjMEyfKX59M3E33fZeShxgCnIZWltavSOcKMCKSQEABzhI9ZqfalghyhJQJkxFvgssEzW08F96cMDmDSqVmwLk26yVsHcDQgLZVNTLGYnY85W1ovCg+pHbDksMDgwTch5BGSgtmS5TAwUyIM1fZrnzm01F1lgX2ivzEmHNdC2YD1eM9+EdJdaP3OJSiQb/J0A8dLZb1zHUkkuZHtlK618schiWYIqsE0kKTm6Onzrc8wLTPU2CwRLomk6WhTXbJzR5m+rXdcFu6SBm6QWLdaGSNNs//WBaQUVdjuM2R7JKZgFDFKWck0KQrwevA6WjU1xUmxFPYGbkJXrUnNPBlGvS5VsciQVmow0tVlosNdd9AV2vr+fHEdSZef+sqanx8U20VqCVpZeFsoS+LpGfXiYsphpkJrh8AtDpxUaIdo1wdhnxZgEpkAR391Rm9m+BoVNpMvUNm25KYGj+PuMESrLlkc/m5qX/rZFxRLSkM0l89anV9hEk7cob3BXLlAbYOZEAdk+gRg/8Tp2GBhPmjGBWurSoO5snyXR2IKWLZmnjGS/eeoVQHEo+7yyUC+BEzLeBMTFjAsfYrooSdUxfUHoztjMifbJ5v26psFDA9CCq6TBNn8TGK+zN5oB8ZoErYUJ8BoIZhSLSSPRLA2WeT0SvBIDyBIZWRbQ6/nYKnse/BNDZDNzcs24NXV1Sqzhs0KAT6XEfdRNSHfu5p40AYi1kFKA3vYYt9LKI8hCWQKFUpcYIE4yrfmMLwZrNg1KstwMRQpbvcxSm4lWpBZWAlnRwIVWUN0e3RI7blbz4XKMpQkrytKQ9lcnfD8Vz1GmuJjgN69uO+7fWEa6bLr/qplUUCujrkqTd0jHzeazy4AmUpauktXaeW9zaXAfq9HEiBVqAtVGcNVwv/HTA6W1BK0svSyUJQAQtIzVFHlrHskubUywHYpK9a1AjK3cNYVpjToEYpDOLgPQxBXNfOM3tyZYm3tB5SRBItcv4HCa2xH/nH52QpuezlfT1kUbE7BizpjJFgYZN+WI1VIfAIuQB8P03IEGk0WxPbJKU7yJZdPYLE2xJohXprXZ1EN/3y7TTZuCSsjZIsPInLJQLwFhE1Y8GYizCm/ymYFjXrFds3OIyS4hF66QO1coQ2birdQ3w4sWm3vMjWDmiC4TH6L7kWVb3QZ5idSdMg9fg3qSGRibuRFYgc/Yqe0xReBccw4yMz1OiSyalfQG7JwPrL0uM1aaBYZuaiKul02hOQHuzDqBNkYlLN1p5km3Y4vshb70eaV1h1pZelkoS0BxNrAbNUecAkj5/IV2kG6QasBDOzBPtNIkC2htIEjtTM170GS00FoAR5caa6NV08NUcyWgMj0e0WYll6mXBaDUgAZUpts7IfeuyxCAV5i34OfASbmM2NfWG3LK+jTVm+KStL/bEo0Rvs5h4rTQzlaMM4ssAXcyPrflHWqlldPL42Kl/iUAfxfAde/9W+W7XQD/CcAbEVip//6DJtXAOaCqIsISTRyM+pzWB2wMemAV0wSC9NeVLlC0yLDQoleaoJilVrXZx3LfsP2PGlzh1jZoFQuSYYbSwg/TlhlFvA3ieyfgo1hUoiVjgH33XjyOvAW1NJ41Z3dgmnndFN1OsCh5TELclLXQOn+M6eDSvLcMc+Qf86Sax2UJfhnAO7Lv3gfgD7z3bwbwB/K5lVYWTh4XNftHnXNvzL5+F8LMAgD4IID/BeBHTtyQc3D93olDuEvDLapM40SS2YIP7LOGeYtToianVrJkvcz0sC9BG8stViaDFVDrJzgnQgjSGWjVzrm4nWyYt2p029bI37ToZweSZNQxZKQrIUWZdmXro429JLvjqInrbIYzzP0oTJJUuAdT2DIXOkmj8jrQz9cCnc1ApVYmEiHEZRQic4ok0VkGxpc4qcZ7f9U5d7G0UDKzzK3Djydp7r2XmmtNxVlXhzcyz2fbB4MV0Txwsg0iEvQqhHlYgCBnmB2tVAKRNZl5/cHxKUE+vLW4KJ2VAjnRJK3YltgV9GGZNnFSXh46fRjtS8AXRK5jXpsIH+TFVzJi2b59iLPOsMoG73x46TqyFmCBjXRzj1I3MTJLNF02dWkT0NwXMduEnVnWb2eWtfIE5CwtwTXOLXPOXQZwfd4VrRsT+2VTNoIS9038LC6LnQuQaVUGW7b/t7OykyybSOXSz3SPDgrFKjnm2Z27YVWb8q3SqrL+Zs9HrIMeP8/ZniMbXJg+tXTnWa90KSB1WfpW+4dtomBVtikWBYWJn3FZ0egm+M5Z+k6agplL0k+dtaDqedmkxIIy0H0YwLvl/+8G8JtnuK9WWjm1nOXgvp8A8CHn3HsAvAjgO+faWKdTbo/UBuyhLmf2H37LCja+QKibc+kkDTx5cGeCs/qeFOREc2vKNWnsSNdnYa3YTJIjMkvEwKRkJyrWakcp7KFQGFQIxCBrvLFCEgC2ULLJyC6rhAUpb2nx2jPlWpjKozEFi26FhIXeX+HfqwoIYLVSXKdnkcSntwRnObgPAL7loTdW12klkAwSgi1hZTGZeE4ze8LUFAa9rAqr2MwNA9tJCncG4o1jhVjNvq2QNmoRKVGwFQWICZTbBvGaKWKATnfEVKfjhgoPeE56dVBoVNFOPYEnMwlgg2fy6A5SwJrNydcZDWMJyJbjwUr4JF2GeCOjkBr3l66cXeaEsbIPkiceGLfSypOWxcIOeQ/MZklFUiuzJhUJpFogkrqm8Gir+ai5G66WaaqpD5ssBroPyXUrRkaCPmd6lf1UNGQ21LvICcSULVOKlmZcrJ7CpEs08JoalWMuBMY1e52l3lFb3qKcKlKur+7biK5Ht8y6Q1vkOCpQX2YWUNkqSqlarsP0q7UWGTU8CpDuisPayyyXJ0prCVpZelksS+Bc8AkL/l2c8JI2kwCAW2UVOUul2XGk2fyw0qQa1TRaBTWxSU+CUp3oyBSjKdjkE2EmUtm0Vizvl2CK1rQVqlZmC+SG7NuOryXzHH17W8BiCpEYIr1mJsbJmDFKLB66HbGC7IuwRTs9mwIfVD79sthKWqepWrXUFht1mFbM4wSgJsX7aWSxXoKSZDSMygG6YQ6dDz8vTomBgReZjTclqkaaa35hB//dvpNukybduFMMmv2+BKKcA2zpArMBhMrK3C24YPyO57URs0OOGReFC9gKuhzHNHV5EmgGG32yijzPEzAdeoQpyPkVp/SUiLm47S6vS9NXUVc27yUvzYfOwX42m1d6weaU1h1qZell8SzBbJbM5qq2JSWaN9cUGCk0j15IGzK41Hw6NYedVEPtTqthgk23KxaD7gM1ud1JDvLTfmYTINKNEq3uCnWCejecc3U/WBRfgk2PMrCg1YSEYK9JupGBrcVJ7Z5Lz4erkiYSMehn+lTbLQu9ykXJsEORJK1JGalYqJxUDMZ60yLyWllLXWoznVNaS9DK0sviWYJOJ9VqDPwmWbWyMFtLKbxFEgpxxhI5/aFBijqXWRATSGqRjRqq29Ty2jDDtKn45H7T+PKHssyQdJByHCtxO9VdSVPS7y8w2eWp2iRo1oYdjlAtUE6S1YGzz0oVY16/E2IttXalltQ8wcFzTZqd0jlmHHKeNFYdZRSLar3jM9C5cCH8Z26EWpTWErSy9LJYlsC5Y4tZ2nzPLIZBK6rPuJ82xSSSEbYWfWlqVWakLASA/i0tCbWZsQTaj6CTMdk4U2BcI8SC1mItFpByxjhPyMbQaEeZsKPkwSVtTx++Pt4iaJaKlsSy1PH8eawZbAEwmahhsymHbZ7U9jNmnoyFiOjeNC1d4i+K1C9yPcyzMrt5s3Fu88pCvQRkpbYXgDlu5RTKGJ8BRKBXBrU9kQVZsSrGnTlMU4FJIMlcP4+t9NDxgRL3xwvAq7oXU4P68GdgNDc2VI3ygNfiIlXy8PstE6hLr3W9SeVgSLMO+cJLsMlqrn1h9eURd4YKwIIO83G1dB27BiR3lCYaEgBdBjOPbmthTkE+98FiuuR+uMwtK9WBTtNZ1rpDrSy9LJQlcFWFam0tNanUuFnVMcHjZJSCOccQAKUrV7NbGuatw/RI2VjQ9qxw0h2xQRu1KHFBmsozuoazE3YFi0Q6fgML7twL6qzaC5q03hG2OGsttoK1qfalPXLDtkWmVOizp0Las3MzImgZiDvZh8+Hg8Okk3nNqJ0LhaxG5RlNNzUyxzVZIrS9U1K3CTQ8S2tr1d9OCRo30avzSmsJWll6WShLAO+bLXjULERtUpsUuCe1iV6Z20zBpZ+lAFlosQxwTLFqg4c5FmrKDE2aaHkGoAx2xbLMbIp0IlaG1mYY/o6fjg3q3VcFBbodNGndlQYgc7s8a32MKSZRA/tBN/mucyMkEbwZV6vC2EgUqU3VYpg1wbDgaLlVc2vpzPpsCz2/G85D1kvaZ3uyD0I0cquBGNjrtc5mqQH40plUg06Fah7vavAAACAASURBVH1NqTkSYXCX5ekBgwNi5xJvjK2GZqNBG/OEEW+uBsaFKmx941b4uCWVbBusimukFV66RbYBSMB+fEB9PyzT3Y/mfHYhfdFmq2F71Z45H3ZbDeRBM5kjTFLgmgbEFktUpcA7fyk8qHSvAEQ3KHMh3Uqhv5vKyioVdvNltCpJBooNP6tpw5AvkKvlYh98DaRP4RW17lArSy+LZQlqDz8aJ1Pifdasoe6ITY8RFiwBFJGZVuNo80muVaz7lU1bcQWyquqp8+E/1Ir7UWPV5zl8O00BWlfFjWTg37qkQaUZpDqynP9cOGjpzqiAqJRtzsSy+N31xm9e3KjOvliogSGrOgjfMWiu7gY3xLpDtGB5TcIbTiDN8zNlXUix6rBCXnvbTy1WW0mVs3qQldxVTqDUJ4ztfZC0lqCVpZfFsgQI7ZVJipSaP/c9bdXxMAuSifFPZnxls7mIWbFam0Em0ZM2SGRRaS8tAKn2BxoWgGlPbwxSvRI+VGPR5Cuy3alJ1XKOyNPBT159lVTv8XzG58NvtBK2Rl6NwqeZxAtO2Ok6B6bi3E1HpbJiXd0yRATTtHKtx2eQphAWjlLatGF9eQ9MgdLRop/AjOFzBADvYWG66GlksV4CLyfca7oxOeAtMX8MAJlxqQpMy4Qe8AFnNdOOJ2JVWANbk8Vg4ElGCroIQ2P+SREprs54O9zs1c9EVJeTjI9SvkhFfLZuXBV5sHt74dwnm2E703UDGtRgU1yeUXyJxufC/vv3pLp+GP7ONg00Q1666ogzj4WMzLzUWnmWa1TvhN+qeyZx8bQA124GojF0jXNBEjDWb+r0+3CScq15n7N5BwCArBmnxFytvLHt4L5WWnl4WSxLADRxJQomy+ZlJcGVuBT6N20GCV+mJL3qZllTS+2jmBmjI6YS5NES9Fk9NW7ZSno5e/eDBh59+VP6XcW6wLmg3ft3JeA3Fmn4VNDYHXFrmD6t+vF46AZNVyWwnsbjoMWoSNIrVqa7Z5IJYgFqBsvEHtnrsU6iY7EaewWAIhkxCu2hGEjtQ1LPahHsLDmtC8g9OyqQq2WsFRqMP0IwbKW1BK0svSyeJaiqBBeEFfHltQhDAlo7V0BScNtZirLEx3+UIhGTZXYl4KOmOSo0qojGq6UqWx3GmKBmINwhDbwEqP2mrqnEghy8PmjFlZtxO/37khYW6zBbIYQ5auCjC6Ldh+G70Y4pQDHmleOoxuF6jC5EDdzb6yb7YKDu7NhauY7V3b3k3BMmiKsS7/Da298Ii+a94n0ZFXBfOaTaBshZE77SbNrmnLbRvpVWTi9nbgmcc18AsAdgBmDqvX/bsQt7D0wmCSY96RsAUEtZP5lwSQ3DDAfZ5swy2mhPahA20dsmeCIq2Q9g0Y6MN8iIJ1mh6TmD3iSmXjI+07WwzmQjbmciLYGdcdB0g7the+Pt5q2gJVFtbfx+rj/rNzXgdEWgGIMq2Y7V8rXCLTgFhsQBUS8ybphd3pUNixW2/EXU3NkAcQANWheFW9h+Eaa3yaOUNd4DpnjJe1iIGxrU+Q8hr5U79M3e+we3/lQOrt9PyXbJbJx3HFkcTDbOp7oQblrS1CHLO3LvTFKXAzCBtfQB+7X4gE8uhBeje09uEh8Ec0NnEqR6GenCtCUDXADoHobjGO3KCyIvSu8wPliT9So5Nq4/uB3z/IdPB0Wxcitcl8lmvJWj7bD+eEvqBHz4rcsg12y2xqHkvAhxEdYriCcaXQ4uz+AlM3+RVWFeO3NfHO+DDEBHPyVHCxvnEL4sNWpqE1XGvE3cVi3zH8I2C67vnNK6Q60svbwWlsAD+D0XqBx+3nv/AftjPrMMSFNoMQWXQqATLc9iGa1FJU0odg5YVtH0JP01aVAytmnroQnOOhIAT3bDNrsHkra0uCBxg8Y7UtySQHI2iOq1mrK4Jdvm4ByjHHv7dKfCsoM7U9lOXIguDy2A3cfq7XBMw3Pi8mzQMhloOYfwKSQ7/Kd3YDifBF80uRiuZ5dJAJMO1eQBqR5tWpn3QzS3uko2naqNOoRLN90aHfgn1qY2UO640Omp2V+Ll+AbvfevyOC+jzjn/sJ7/1H+KC/FBwBgu3vh9GfSSiunlDN/Cbz3r8jf68653wDwdgAfLS8s0Ac7WyvDtMeZYyZuyFjUtGHejmClX7mSNp/PtmIzC+EFteBovPGhFYnZTT1IQiMAYLaSavm6F9anJgeAoaQ2B7eZEk3jByCmVGtRmHfeEvYxuBvPee1aWH98LpxX/360SDMJiPtiUXgctB4A0JmEZZia5d5tjDQ9F6xl/4XQQzGUop+zqNY1Ns+HPwnlO5X7zRBDKMHwOYO3ogXImqcSdC+DZp2imbbTht9OP8z7TF8C59w6gMp7vyf//1YA//zElSRDpB+Zq94SwFuBbi9vyMAaKRdNHrlLVoe0Kty5FU0r+3QJRR4+G1+Qwe00WJ1uhIe5t2/oEzlqtccskeTwd+Nl5sN6+HQKSqtNsNiZpFib1Vv8HG/67a8ML+rmy2F7NgM1PFfJevJgcLrRQdPQzlblhbkjCsC4XHQBx68X+DgvnXEBWWkmYZi30+7FvZw9G14e7XAzTVOarcvmLSQ0jHSZ+JfLJJXrJzyu6QS5BOA3JKPTBfAr3vvfOeN9ttLKQ8mZvgTe+88B+KtzryAT7ROOfEJ9mYdm4GVNIZGlDITJLGHnieWztOjq2PkEI0mbCtx5cD26ZVNBZhKrw0ByvBX3QS0/FM3PHP7Knag5R9vZZBb5qT+MmuzgUlhmKt7c+lUJlFcMqlVOf7oqAfJadGNW7oblGRj3jsLC994Y993bD9+t3ZRjvhjOo7tv3Kr11PWspE6QY6SA2BJqaxFMFHSuhOw4h3i7Zy7pMhzDqq5SNhAdMNX9nJPIegwLOsK1lVa+KGSxsEPehzd6ZudepbxDagmSqZMS9JJNgdrEcPlQy+cUjfVunCLDCunw6ZCq7Zp0YUfaH6eC4xlvSBA8idtjQMpAeLQTjuvofDyOSpavxZLUJLubRU0+uCcBoHw33GHlNx53/56XbYfftl6Kx3rvua4cs6BQJTRauR03UHG82mpaVa6MJj8S67ByI2VymBlLQM3fkWvnDgxylwS8RO6K1nf7Ma5jqyYr+BovGEyXXhne86xPATCDQ7IpvPNIawlaWXpZLEtAsemuiRTH6JeuNEcFceKiYtLle1t2caQiH6TYdNvWyI4wxgK+F3XE6AJxL+HP2nVJLXbjXg4uc3aapD0nxP7E/TFzdPSUpE8l7Unf3v6/lkOdiLFavRY138EzUtyS5NbeM/FWVuIq03IwNUq8EQDM5DhWb5HklvuK2yHEgxmgjvRHWN5T9lO4I/HpLZyF0BRhlSN/qoVEuEqoa4ZZm6UZg6UoUmYG2ZdgMUglEuY5ZbFeAucCMZM5Oc31s++YgbJhPHC7O+E/DK54QfYMK4K0BrJNUusFltpQagB8+Gdr8WYxjz88Lz3CI1Z1o6uzdl1uujwkdDWs0B3qSxsgg+dh7LvRKq6mSK8x1Wp6auXOjQX9XZlnbybP0aqgnMdbYb21GyaZIIc9OpcC+np7cUPEHrFJp8/2UQMNV74kuXbuyDCFCBNGdUdcnBLui6nrQRqEJ8wSdIPk7Vb313ITPUKKtHWHWll6WShL4Osa9cFRQtOXU3X7bpMFTbUAGzo4F2wrHQAOGHY3ulcHJhUngfRoR5gXJjaQTDUlEaO2Cjtk9VYqteN1Fs3i/o8upFXlqSlq63F0iPoMf6brTMda7I8clxT/rCVYvR6Wm8h6ox059gODeBVrMd5kYS1ssGvcO7UOkjaNgb9pihF3kk1GttG+e5dkBvId76tJZ+rshXHqzlhmQA4T18C683h1d2sJWll6WShL4Fgss99lTdbF5uphRu3B5gsbgMkyig+SNB8x8gDQvx5iiI7EApNNAyEQze1FUzLAnWxEzdk9lLTlhRRiMTZQmcmmpC0PJeAnJajR5NNtWUY093ibWKS4TIfUSoPw2zCxKBKTsNh2Rfa9bo71KG20GUhBb2jSucROdYZspgnLHj4ToRGrr0rvhVyX7r0Y0E7Oh7Rn75bEZmwSstCK2zJxiEmNUoo0ny+nTfkxJvgSCowDOCoduJe+BGpac/ZqoDEwz1lKQFmPVVAGwd39eNOmO+HmMPCz1V1mUWLDS/h+45V4HPuXpe+YU17lxoy3TaBPvNiquGOS/Zp1zE3M0MTj87KSXUSg0Fo5Pmcg3TfCcXTl2WNA3TWwq9FO+t2dt0jP8qHJvZOpussXVirg1w1rhbiM4zVOvIlvavd+eUhhUifYFgpNSWJoFtDed9Z9pKGJzNcJZozPwyk4uFp3qJWll8WyBD4EwskEEuJDWDvIKRcBuJ2QJ9Qxq5cvhs+2YkzkozI4SFujoTun5qp7wY9YfzVaEja40AKsSOMKtT8A9OgOSRWX+f3DZ6O12PhCWH4orROOw2wmJufdFVa650Tz3RGtWGijnWwJW93deK77z4Xv+oJ8nXEO+W7U8qvXicGSY99rulyVHNtoK617lITV9crWXQSDpSx9ZOqwVfoXroVlclp9K6TH5IyKlRLcumWbaKWVU8tiWQIXgqDa9Awo2wRJXIk/N80wGgOQS5Szvi6di5tmZVM0VWdIbiHDGyQBMflB9y9Fi7RyOyxPzM/es+HSEecDAAdPi+9KeJP4p5vPx8t8+Az9e7ZHSjq3b7Ss/Hc2lPbICXmM4iKztfBh5algGUeTyKyx/mJYb//LwzH3b4km3zNMEjSA5CkWQ2kD/fVr0quwljb8k04eiEx6LL6tvWyKmBlXkw4Xt+TDTF6wSCbBro7DBeA5rlcC6/ogNPlYNhH/JUXIO53GcZwwfcMCXNMKss0GsMd4mtYQmAkCjGskL8OsBAdeYS1CIAU3zPQYqQswK9TfT+lQABP0kmCZc+rM/ZltyELi8nTuCtjNPKD1GyTjwsEuz4YXfzwyx1xLpfm+1DTM5Th4a1i//1L4jS9a777pUZaYspJnkI07MxOPErhHaPZoK3y2tZFVkoaxtDFtVm5nW+F+cCBhHDGLCKGgIqM7ZAnYOLv6IGSOOpdCeZ1wGeCYrOGc0rpDrSy9LJYlABLcUCKk7uuICrNzr5iKEypAX6gockrL6LxYiXFTY00kAKzG1PKmcs3Z3weSEtxk0Nk83uFTzL1Lnv+cUdMVAWfCRCGWoR6Zfe1x4LdUfCXFWnXjdroDwSm9si7HbA5ArMNkizBnOVbbY7Qd9rv+cvht71lJGVsOY7G2+8+EY916gXByY/0kRcp202otmhJtwiE3EQf53TdU64Rbk+pe7p2/Z4YDSrq0EgRAffuOfG89hlNM8eZxnnrNVlr5EpHFsgSVC2kwU+TS4Ioag7GATZVyRhlRpKI5fMGq9O8Kl45oLrYVAkDvfoqRsVMnp9KAPhMDxEByvGlSm0yf3hJ/nSnJgnFz58KxdnsyzLqO+mh2EHby7FtuAABeekUmSxqA0MogXKODN4Tr8NRunE5x9dWAqu1cl6KSHMboTVHN9yReYAwwEwPbNZdVA/ysQX/tejQ7DIzJV+QNwrRWNKysL0kFv2FG2gq8Wq91NhC9JMpLZTBI2kp7CoPQWoJWll4WyxLUHv5omEyvRD63eNpEkWpbpZTnJ5dC8axjEKLk05xthvUGN6kyYumdvEHdo6BxSX8OGKqUi6lFsn72imRYji6Rn1OO3SpS8es7YgGmY4E4XIkbWv2Ke7DylW+8CgD49JXYoM5N1sIfdP1P4m9O9jvdFMvRk9TkHeOvT8g4J9tjzLNvkKpU4BIjMTtkh7DxWtHqOnOynJHGzJwWzayW570m4UGX5L3mwtI65NgwS91SiPHmlcV6CYCA8bGEreT838u6x6zLVKUGjZVf22gxviQdTOySkp7h2nSPdbJGGXL/A7EyzKowG1X69+Mye28kuE4aZ+5IQLpiOrokAJ4MpfpJn+E50wAkNYSLayE4vHoQAv7zO/uNZfZk/Td87RX97fOfuiwXQoB4t8iRFB++yboEva8Pn3t74sJdMEEvx4jJofHcDy/a2Wnh/2womhnnYrIWAllO48FGkzS3M8oQAYUxrznbhAImbRr1EQB0rTvUytLLYlmCqgpuzqRAGaD4kdXkcyIkbJV5YtUoWgtOYiHqkVXP/v24DNkV2AJJxCgQXYKhoC+VttwAVT3Tn/Lb8HLYZ2ffNJpsh3Ob3hPXZFN6lWemCiun//U7nwcA/O/6zWEdEzzvj8OxXngqWIvh1LQ1kgK9YmGwxDxHAt3wZ3Bbrq/xKnLGOtLHd8bRWuSUk7Y9k9ecrHbd22JSrDtEi67062zEMfeXVUNWjIWQV2dMAPB7BZLeOaW1BK0svSyWJfA1MBolDRIsh2tfAS1AwQfkoIgOeTHNMO7u3RAIk1GCsYCFPTAm4ESYCZqWYEXmQhxckqZz0zCTszww2qymhh1uPcQr1WbQeOv9sNLLV3d1mTddDh3y16Ub5+ef+3UAwM/e/gZd5q2rLwMAfv361wIA/vKW6dQXviIn8QdjgfEz0cKuvCBWT9zq4UXBIl03qdrzYb3tz4ffjnbDtSf1OxDJBNiCaRuRVoU02HN223aw4t0bMZ3LBhsnxTGdPJo8A0KQzLhQimSWl1Y9hFOkSBfrJYADOp2E2ZjAKIKlOAIomWHAtUdkkpAc+HZcRukBJVjWrq9zlmIknQuQTJg5kgfhPAPB8Pnem4yrI/dkItg+VmU1SwRgeD382F0PD8htqQmsnIs5/Mtr4SH5G5ufBgD8yTgQ4n7Dxmd0mZm8YH99+yUAwGdvX9DfOlKD6EkGajISMNrQBLSsc0g1uyOdbiT1AuI1mggFTH8vnM9kLZ7zxkvhLRo+JfWC+5bWktkpUQbiHlnlxEq+G8p3dI8s07i8GLzntckK6XZGo8Z388qZu0POuXc45z7tnHveOfe+s95fK608rJw1NXsHwM8C+NsAXgbwMefch733f15eAemkE8Q33BEqS7yIHapHk0oqdrEkndsm7SgzB6abKZNEZRpF2E65opNhDPmW8POwQsyWyfUrTUKsmfT9+gFJ++P5VPuS8hVLQIvQ6cSI9I2rASrcF3X9vn/9nrCsSdn+t3/6rwAAH7jyNwEAbz5/Q3/7o/03hGMcSqJgh/n5eBwzgW7TdSPi9fCZuMy5T8s1Yj+SKPmOYeE4eEZcE7kdfVPi4FSf3l1BxbKCPzCNM8QXsfWS99WktxVeTYvAEa42TU4smYElzStnbQneDuB57/3nvPdjAL8G4F1nvM9WWnkoOeuY4HUAXjKfXwbw9XaBZGZZtR4KIi6+myRa1Sklki5LmvFlbpZOrNmS1JllOuP4UeJNRCtZS8BJkGRcG+5Ea0MuIVZaWR2+96a4Cw2M9bio9c0gjzU5prtB9X7Zm0IQvDeKfvIP7X4MAPDTN0Mg/NSfiiY0VdEXpCHg63ZeAAB87M6X6W+dbtjH+JBYfbmepulgsiM8Q0zfsjo8tAU1JLLxirDwmevClsvBPekHMMM1KokJaH3Za6DsE4DeB5191kuRAQAa04l0eLudRLTAM8tKKKjkaNOZZQGDbKk0tPeU5o4viOUrZTldTaJwiRpqD6UEJPR3vdnLyiF4HXnYVm+aLIgEgxuvhptz//UcORrXH5+X5SX3D4FEV/dtDl8C0YOwvRdeCgHt33rrp3QZPvz/4tKfAgCe+76vAwD01+LxbEta5wtHIWi+M4znOt4LD83aTrgOhzfDw+LGZr6BvMyT7bDNdel9TgNj+UtaSbkG5GEFDCUjWS9WrJsatrl6RZgkOAXHzhIgzJrQl7sxc6RCF0nuuT78pqpcP0Jn2Vm7Qy8DeL35/CyAV854n6208lBy1pbgYwDe7Jx7DsAVAN8F4B+cuIarEj4ZDYxXWR8Qt8aaQgmQ/KaMgGVL5p7JIxOD1OfQaTHNe4YdQfqYmfue2tGrooTpChxdJDFVPIyB9PKOZWbYyo2wzP2vjBqruxVctsEzMi3+Skhf/uG1Z3WZ7dWw0X83CAHy89/6CwCAv5zEnb0w3YGV57Zux/N4XdjvjdtCQrwq1XJjkXg+bkZ8k3xvRq57WXz9KkFycg3sDLZ9DiwXd9EC2QgylHlzHXI8WfJcBsQCtkNh6n2jJiQWoTZp0UeZT3DW45qmzrn3AvhdhAL9L3nvP3mW+2yllYeV12KE628D+O25FnYO6PcSiCxhs6oZSmhBnW7IeWIMBE2AnU1XnK0EqzFZL2CQdOfxvyTXZZpw+7Np+hAAbvw1YXUT+sT7Xy0Dvw9Mgzur2hK8Yjsss9qPfna3Ctv+lZfeDgD4ikGAUn9y9BZd5ldfDHHCQAiKX7mzrb9NviBtiMJI4VeZ47QwZylgMTCVRexQcJdda1bSWTgEgPFmyrDhO/GRWr0mCQumYYW0t5Mw0BnWEAB+U+KXuxELxAmmOpqXKALbXN87/aPcYodaWXpZMNiEB2azrIFa/Pt8dpml9+bADTZwiyWY7UZgj9sOmn+2TsxM0KA9k1qbSWZjKpkkO3Xy8IKgHEVtsGhG9CQArEi9aiTscmtfCNs5fL2JCW4K2W9ftn0/fH7lMMIezl0OGZK1QXBwP3T77cjl1p7EPwJZHV2LMdL6m0LF6uCKaNmh4JwuGLJcyDUTnBGLZSQKBoCB4KQ4VLx/mCJGAUNLQxp5M7RkKtmhnky4IeUKB6YAiDyllJthp6WEpz4DzAoZS19krptTFuwlCJJ0FR2QFUpOnO6RrSzfDEGhvxgeJDdqRkekYSQDAtkRkpvGzjLBEPHBB4DRubSJhqzQEwugk+/oDk3Xmp1l7PZy96UPuuCqHI3Cse0fhHP9Hy+ENOjGRUtsJc09six7lgHg6PngGnWfDW7HRFKmnavNYXi9+2kW28Knh+dJukV27abryECYqdJVQ75FMrPOXnCLOCx9ZgaG9wSD5Xh/mfgwro6yUesoJ+kutOOaCvSc80rrDrWy9LJYlsB7YDzBzHDOVCx4SZFMWymNG6P0i8pUIMtOTNTKZeW7uke3KLpVgyMiTMPn3lETSk1XgDihtasGe7SbtlfSxUiY3xisrtOtc+lfAKO7wti2Iecj23t6K16Xz10NVq8v/EPECYX9SmryIHURatNcs/pqODdOv+mLRbD8RZyLxuCfnznbAIiFtN6eUNfvmAlCPLVL0mZ5+0jWN5gfDvcjspSFUpsipVVgQYzEvMZa1HfTvuyHkdYStLL0smCWIDRTVHaSCUvmbL+r6UNGbaITashexgKMKauzQDPbCQFk/1bQOOPzhm1iwCZ8wdUcRivBsapcZu1VYZa46Mz6cjzyVeeINPBGc65Ike5a0NIziRvqTXussp5MgqwGQRV/9s+faSwzlBRlb9XQyEuDvTtIb6/FBQ3Pp7EN+YcsIa8208jkHQ4D9yY0oAUgwfFkM2KgSGZAqAoHpDiT1KjIO8Q5c/K9NwU1MosQGuEEV5Tgx9YkMdBsNXigLNZLUDXHNZFRwHUkGBI26mR8J/tR2YdME7s6aCzDDjNK58g0eLiwDOcR9w6bZl9dJfnNZlPoSgxuywMaxiRooAwAgzvMGLEKG7bDBx0A3DXBS10Wmpix5OINdqjqk4RYHtDV6MfsOVIayrHeE/fQdLitSubn8HLY/+qr4bMdJMhZx2wgIu2MzQ6NZKRtR9wxHekKoEGpKS5std9MXGhgezEkAXAjVsAVNSAPOgNlS7vjuifUex4grTvUytLLYlkCkm/ZoW1r2YxTmkDj6rit4NKw9RLnA67GYoc4G4tuEXuNacYBoJKgmWwRR+fj5VEiKmm51NZLk/7kMqQ0HIgyO7oYF6rZE7TPwdjy23VTG2FfCS2AQLJ75yJWhmlPEmsdfTrOYmDxmYE5t2eZMUgRuf4SK+Hh8+ZLpqosyYCcdLg2Y14JnR7cCtp5vBPPY3Bdrr+kpStJjdr22QYl+537csxGsxMbJgPc2WapqVMgYo5OIa0laGXpZbEsgZO0l2GA4NvOiTXKOmZjBwbGm1mq1BbUiD/hwAcO7r5gNNct2bZot54JjJWLaEMabs419QdnlPUkOOMgDFK0A7EJf3w+WKCupE9tbDGSvgR3V85xV+glD21boixf83xMM4vwAtUSIOtnMyFz+7PhL1tBSbc+NQqVc9mc9BFwLtl0NcZRKzfCNWPx0bJ36EQb+csqva301udDtbG6IUEK+0csbomxBZMhRBHY+7vIjfattLLosliWwEvay2iBitkgcs6UskPUFOSoZOO9bcQesedAkIwyymlg8PMzmcXL0Ux2wDbjg8jCBvkbj7UvfJ7EFfUkRLETIaVFALVkMwitsGOSWGSqBVLRNXAHPdZLaYbFm8zPeCto3NXPp1MvO0ZZ7r8u/F1/Jex/Q7S+9fcjNXv4jZmgldtm30ShSkwx2DNdgWxp5bXnyCzbRO+66XdMlVpOIbZX5mO5LLTiS2aYt8wnsEPYNHXGXmPOqeqZ1CZTZhJQc1i05cGHkHfxxtQyUaVj5ppp/tqH30Y78fIM7hN7RKrF8IQcXjAgLrkPrKgSe2Pz6tqHLBXijRfDX6YqAcCTRXqaGmoO6wOAwec4jYbYnbj+4Epflk/dIRsY66BuPpfy8Nup9/19wqzlAb8ZrhVnElhZe1HaIk1a1I2FtUOYwDu3ee9Mc48A6HivtNfYCBWe9pnz4bd0jrPTvwStO9TK0stiWYLah8C3NLeMTdaSCkvSY6TlYwptM7hMFqbrSePIFGlXCkiulAYVN+Qw6gg2mXOeGQNJi7rU4dfCSTSVQHnjxbjM4dPSeCMGjoGyDYzZ16jHw8qzKaTTAvC3npl+ORbmu4FQww/uyPcG8doXxU2rxUr4wFDN0wKwnbIvSNHOkSnsscF+q9kWyfQz5xQ0ZhHA3CMd88q+z+YzoIgAJkcMfNoV5tTNK60laGXpZbEsgUNkIKNQrGjXxgAAFolJREFUMxA7xDSZiQm0mEKcOX3FsRn0QM0/Jumu+JdmmeHTIQ07uB7U9MBgXLqC4yEn0frVoMGGu1Eb0a9mALr7yZksE3UNGdoITyDxnDPQIWJ8JpuSqhWI/sqteG3uvzmsuBlohzDateuTbFgug1ib838edzIVdj2NCQixOIhanrggDayHcs0K3ELde8Ey12Y+tM40puYnvcpGgUd2mt5nHJhCp3DVVztSEJR7n9Cxd5rJg3llsV4CD/jZLMkjMzesTMTEEvXNSyA1A5cNhoZpztFRQTSbvEEmqzC4LdmlATM3ZkwsEdzyoO8/E/Zvu8/IRNGXMa+14I0s57/CkeUeHz4tldoX4jIHwhax9opgkKTpbLQTj5V4ID78HQulkppGZJSQ9S1j9G2BYMt3q3fScatAZO4eS22EV9yS7uqynAlx307+E1drN/iFnReuhWVGZtQW79lQLkhhKDeZRRRUN2o+A4vMO9RKKwsvi2UJgDCtxgY5jgGtBMYZG1kQsQS0INRmpk4AadrQAd10jw5jSo7meyxNIL29GFiz+sk+5LUbTW3ImgE1/0hSpKs3rSlI3ZD+vbQRBwC2nxc80EVBiEotw5scPusKbPe0+X0Gt8T80DI4k0Ucb6ZuJ5e1Wl6Hm0uA3LsnJML3TQpbLEDnnrDMWeTulJN66B8KI4blg6KLxPQnGewsIoD3UUfBSpV8P7ZyKu/QKQxCawlaWXpZLEvggmbwlquSMQE/M81mZ1oRWSo+ol+T9rs905gu6EROvKk7kr9MrI5ow1tSbDMU4vSP+3vheA4vBY1nZ3SROp2zzhggD3fMUIurUkCSdGMlI1h7pmVxeI4cS3KIglidGSIkwoBq0eCWQ3S0xfQtzyv8mRlrsXZTei6q1FrYAuHqzUlyrLSGLDQCiIM48mHcQEx7ZoFxIlxvmi1jt0PJmOcSQoYThn8/SBbrJaBYmj5+JWX0zoXQdFGaVqIXUB542A41TrGRF6QqmG+W9X2hR5kZm5lkPzZeDMdz8Gzcx0CCTbo6E2GySCDM5+hihM9szuFAQCA+vC5jWma1GgDqKm14GZtKLyEdK3dlHrNM17EEw3zB+ML25WVeuWUySOKa9A6lQ0we+MpU2ZnEYPCbEJ7d2U/Pg8GrTXwQ/JiT7NqHmtD6I466CvvyhlXEl16aOaV1h1pZelkoS+Brj3o0SlJfbKqhXlCc0KpJs1EjMGimabVuFbFDxKqIBVDCLgCTN4Wp8F1OVukX0nUSPA8viEWZ+sYyPbYhdghpNmlHenOTNHi1lVpWo6nR1c1as9pe1hePzdJBMp17IEO3z30uuA+HF81E+ylrEOynDhuwnEArN0K6c0ZaezYgWWZ19v2K61ObeWSgO0otT/fFam3eOwbInF9rU6XT1DpoutzyS5VG+s4pZ2YJnHM/7py74pz7Y/n3zrPaVyutPIqctSX4Ge/9T867sHMuLYLBQGqr7H0dG8gurUKOO7GMFONUY7Npw8YE3XsScEnadGYCwI5w5TCltyr+8axQIfX9dKypZW6jdlfrIH8OL8bzW78qfv5GGuzZxn9qctLH9w3FvI6gFbzT/uvCeWxcMSx1F1JCAzJD2Ap4R6bndO9KEbHHgd+FIRvyG8fnhgORc2IswKp/YdaYMkfQAtgJpuP02uswb5NGbWOCVlp5BDlrS/Be59z3Avg4gB/23t85cWmmSO0g5x4xQ1lrnuWh5AwrQY9CeWli5UQHf1DTEFphsO1aOJPvauMfd4VMlhZkuhtwRrYfgRxGpHvv3xMsk1GcjAE462siVuP8J2LRjmnKvrjU9NvrpFiWWgk7e42UKJzCSRToZKOJmO3tC9JT+EI3P2vwVj36+VIQE2toY6VqX66xpHrZ2BROQDQ1tTSv9dhkdYaplYgZJNOXwDR2Rqlji2WuALeYVx7pJXDO/T6Apws//RiAnwPwfoRk3PsB/BSA7y9sIw7uwxrqo2GS/1WsEB9w9pKuFtgFNCBu0i/qi8LONNYSbJpNvmParn8tArQ0N870qQTdsw0TxIsbsnYl7Gv0VNgeXwYAOHoqPBgk9iLX/3jbdEl1CMRLYc52iPaqVKz5MNthekzRWrKtXDoSbBMrdPiGLTkeA6C7LfWSFenUkw6xesUQlgnbN5tjbKWXJGgEw/FokkHsec84az33zOwyxYTJw1/ADlnX92HlkV4C7/3fmmc559wvAPitY7ahg/u2qvOnbw9qpZVTypm5Q865y977q/LxOwB8Yo514FYGMU0GoGKh5CQ2AQa57D1l3+tu5OLRVBy1E6uZBjrM6Sj+nFiLXjPtVh0IzbhYBotz6oqmrASxOrglzTUGjcpRp14RpsJkNzQDssUqrF0Tlgnh+Sd7BBCDba63ds0Em3WKJ1q9zqk6cR90jWYyn23lukChu5ahI/zp3QzBbmyTNG4Ir2s2Gtcehza/iBVVfihA8UAaINPyb8cOIFoFz8YqTqqxFWhahVMwtJ9lTPAvnXNfg+AOfQHAD57hvlpp5dRyZi+B9/57Hnol5+A6VTqphn4+gyLRvLWlb5e5V6qVmYqzdN1swiHcgg38NvWqqVY2ups0XT8UfOpByq9DrW+3NbooQfOkCf+gkMGBqcn9L4t+8rrgi4hXYp9D3Y9xELU807BW2BY5ljRob58D0Jv770pAPDknWv6wiY5VC3BX0tWWLYLxm1hWZ+aRqYXOekKUHwqIDCH35b7QIowtNEOsJgTWItu10ytdCZc0pyxUxRh1Hcyhqf5pdZAXZa1Jp6IgrF6TBSEuIzdOMxVyg86bUah8sfhSmZeATAnKoy/X3x1E+zu7GNyvlSvBfCvVo8l2kbiWRFSjC80uK8pUA+HwYPTvmuHVkgEiGVjfQKDZ22tnJwDAeCu6ZV3p+9X8vjz8NttVyQPtJuL66TQZy4whrgkr74YYV2lysvpATroMGDAcXaYT3F994C2yYHB6d6itE7Sy9LJQlsAjNFc446JosEvrQKyKTbMp7SKxx4V3W+HWWe7auFVKCisWwNsaAq0Cad+JRTJmuLobtOFsR9KGY8EQ9W36UlCXG2zyIf9QVGGjXbEgR3TL2KxjKsZy+F1xxyZrZmqLplilvkAY+L2o5VkXmO6E60i3qDLkWbWkP92BYKmo5c14VWstAcDfMqUgXmvm8IdiTS0AeBKOya0LzSbTn3YKjQTfeq1ZQzAoX1+YUzevtJaglaWXhbIEDhLc2iBHgqo6o9lL6L35G7HpnP9VIO2lxqgkFvC378ZFaC1Y3MkGTQMGN8PB4bY4tCIDK6S6zADSdTN6eUScEn1xFqIAYIUYJFqNVfGpO/G6TFdJ5Bs+kxrdrkeqeRbNbPrTCzKU6U+lP7TscHvpeagV3DaBLa0TNfGgyfqggXFW0QcAL+37ig6mn2/jQj4PHVLVy3FZ3iF6BqbGNq8s1EuATgW3vqbVXQB6ohUfNrnoCRcpJWOedtZC8jte0GkzqwLWFe5IVslCAGieGQjuCzWgpQ/JzXXVrDN09QUJfzxdJdPFRnqYzn1xUSTQTarTMm7WzlfQfdwSt0PYo6fM/JgJMcwgsXuuuiMujp0PTbj5Ic9VYO357GEgMn5YOAsffoWqyEtkMj+EsyiVDh/0fQvEY2scoS7ZTGsAtVFmDyutO9TK0stiWYJZHayAzd3zbZduFLUA1lyuMI2apeAM3Z8G2BLQqpZKcCySNqRrYPj8VcPlzR91zN1X9wVrQw3KoXSm8pyD9NxM2i2NRnd0W3gZ5LNaEQCdfVnvkBXs6IbU26KxxR3qXefABKM5z0nwLhVwxVIZQlz+328F94fVYW9wOppMmBRwW3SVsnbZZPp81ptMMmZivAADsuP95T0cFZAFcdTZ3NJaglaWXhbKEmiK1LbK5bigQuBE39s5+pyZLwqoP6oTD7ndQxNb8P/0by3/vWh+Qqk1jWtTc9S0YglUu5qqsqYUxdpUxM5Yq7UpfrJCh2kN465qwRPN1iXAvWOKdqIVK06SdM1EQedGiHui3z9Ml4WxlgzRiN0x1rO+eVtWk/UsulcCaH9PimZyPbwhQHD8jSxzpGG3+CLea/4tNNAkFeaHlNYStLL0slCWwFUVqo31ZEizCv3KUkO1FFiIMtSJJnbbbM27HYo52pJpC2t5Y4YdKK1pOlmelsTABKjNFUIgxzF73QVdpnMj01iS+bBtnjrhZSz+OaEEZlZYJUTCSn+St59aofWxqWf64tw2rd/QZm5EcxP+IKQH9bUb8Th2JdVMv90U9JTUgPeH0BXTDMN+BrW6tIg21ZpDKIhBst8/QqP9Qr0EgAdmswSeXB+kqVC3WqJhlLXl5WGQZDvUFIYrlUlNu9kLSeyRbwLOFLh345Ych7g61n3IzDQD9mrPcAMyBclz1ODRQLrlnP2muAh0i/bjtfA7JlcPJC9s97oky/M+auty0TXKIOZp+lLOUYYm0g2pbNDKdLaSIpsJQuLaENLOlylRNkx50/Vi05N1hyh80CdN16c2450eVlp3qJWll4WyBL6uUR8eJgEpiVZz+GxVqExW54TwlUxlpTQbNT+1ijHfWrUkUtVqeQbEWVunLeq4DQkEGdwRJnwr5u3cxeAaaUDKSrG1ItTSN0MBqJJA0rpenZv30+1Yi8mCExGvJWi4/KYpUVmmfioOOnB3M23MVLRNJvBe0eWx15P9wvm1ti6TFOD8XTmfrGiWCN2pjJkPACpWo9sUaSutPLwslCUAHNDppMMX6Os5aXBfKWBTmL6sUoxJbZpq6K9XGUeRDcK1yEatZrSRz9CrLPhYH1r9WFop8fOr82aMDNsHs2A1QUESNUnNy31bAgIW24R31U7qJBGx0wKUWKaL5+MyHKuaxQuV1f56jSSeytobk+PnR5toIHsg7yevmZk3RwtALa/BOIzQovC6KptIvHdV4bmYVxbqJXDOwXU6aXDGC0gwGrM8tqtIbgqDaD4szkKh+X+a0irLSgCR1oXr2Ko0l5OXUaem2AD98sXw91bGLGMD9E0JMvmwKbVgcyQt8nm9llYyo1xJRp/yQboT3CknbqK3GSS6X9w/3SlzHFoX6GZ5envOfPhYG7ljuvkofGipANaaeCufs0UUMoS8Ljq+ybjEdSmQnlNad6iVpZeFsgQAgE4n5vuByFVTqhRnQlOsAa0N0jL+e+1XtcwWMhhOtbwNwITxlrSQaiUsSRRTm44EYbJvi3iVQJpBdCnVyx5cugqJ5qSQGYPr2OtCq7mR0aVfN1EjEaEHaZXcImd1TgQbXYQBwlssEIPkDNcDGO3OVCvbLM3APU1Z01oIGlSp2gHUhLYzVSvbLXoMp5DWErSy9LJQlsD7MMy7FPzOpMpYrWfBFtDAmecMFYAplmVN2krPCKAWfhv1wQ3WhtMRqXE1ZerMPhjc0pcXDe4LsBZdVlsFDb4IhWq22S5gg+ajdHt2m9TOUzlX2wRPVog6DXaTRAGvZyXHw7jKFqbYM1GaOimBsWeVnlrf3pcDck1yCJvECNba5Nafn02s9SjTKxfqJQis1L0UDCUPb4emmDfdBIkua+jQMaTmQmq9IYf82htC2EPehwyg85Tk9xmAFaaza38sH366Ct4cq1asJcCma2AfIr6wOrZWXkALQeaDTterMK5I3ahC8Kkvke5fqtI2UUA3hOdzv3CsmdgqvcIj1D0UV9QoHmQdg7xm9qV22UOvGSS7jI55OvbQjpXWHWpl6WWhLIH3vgGeoxszuyMmlWYzYS2WugBdFmpym5qklicITGoI1VbE4LAyGyucRsuLVszZLxIG7YxPRzWx5dpnapeBIKu5hgFbrQT3xRZEE2Crls4xSEZ8NuQw4fOn60esDnE9LupFhTez8s3U5Faz91pxStZCM0imluYyBwdoSObyFDFMYgl1PoFJGCRV7IeU1hK0svSyUJYA3geNbXzoBkaIwZrRiqwqM1huzDSQbQNATYvCQNAGVPRZWZ22zSPUvPTp6f8nTSicRyAaL+NKAtDQeK7AkeSzyZylKSyVpAtVKzJ9CMQAOm9wNxSLSoWoqePCcTCGUIQoEw8mhU3WDdHE7kKsjqu1UkLeZkyQUzQy/qnsTDq2u4r1VmtjINkLObOslVa+WORRh3R8J4AfB/CVAN7uvf+4+e1HAbwHwAzAP/Te/+5cG/VpeyW1u6bAJN9YrZliStZU4+pmuq/KCzb05W3jjPrQrrG+0r1T87GmZLMyPsvUyDEnxT9ue5bCQGxfg6ZfaSVKvRPESzFVbPsisqkviry12pXnRivDfdhYayVF8Cr738523A6JdGl9C7AJjVYKcYsuQ+vH62OsuMZfHJDCmMle18I1mlce1R36BIC/B+Dn7ZfOua8C8F0AvhrAMwB+3zn3V7z3Jx+pc3DdXoL5yfO/vDh14bsOmzdYU7DYEsKr2ZV0woA4dOQBLbgqWkvQoNe8RN3soeUNHZmXUarSIA5GjjUZW5sFu/pyW5PPh4QP34HBUvVlPXl4c4i53baC5ORvtRYTBUxBKrsDXZZDsx26rryMlhSZ7o/SWxbqN7nrN2lihjQdzcCazTrWrXpSPcbe+0957z9d+OldAH7Nez/y3n8ewPMA3v4o+2qllbOSswqMXwfg/5rPL8t3DbEzywCMPjL+lU/MVfAo2ZQb2edS1uzhC4sXANxsfFvI8s0lLx3z/fwZvvLxnLSth6Em3H/wIpk8+HgeVY47pvKYsrc87OYf+BKcNJzPe/+bx61W+K7oENqZZc65j3vv3/agY3otZdGOqT2ek8U59/EHL5XKA1+CeYfzZfIygNebz88CeOUU22mllTOXs0qRfhjAdznnBs655wC8GcD/O6N9tdLKI8kjvQTOue9wzr0M4BsA/Hfn3O8CgPf+kwA+BODPAfwOgB96YGYoyAce5XjOSBbtmNrjOVke+nic98fnbltpZRmkrRi3svTSvgStLL0sxEvgnPtO59wnnXO1c+5t2W8/6px73jn3aefc33kCx/bjzrkrzrk/ln/vfK2PQY7jHXINnnfOve9JHEMuzrkvOOf+TK7LQ6cmH8P+f8k5d9059wnz3a5z7iPOuc/I352TtgEsyEuACL/4qP0yg1+8A8C/dbaf8bWTn/Hef438++3Xeudyzj8L4NsAfBWA75ZrswjyzXJdnkSt4JcRngsr7wPwB977NwP4A/l8oizES9DCLx4obwfwvPf+c977MYBfQ7g2Sy3e+4+iSbz4LgAflP9/EMC3P2g7C/ESnCCvQwo0OBZ+ccbyXufcn4r5faB5PQNZlOuQiwfwe865PxT4yyLIJe/9VQCQvxcftMJr1lRz1vCLR5GTjg3AzwF4v+z3/QB+CsD3P+5jeIC8JtfhFPKN3vtXnHMXAXzEOfcXop2/qOQ1ewkWGX4x77E5534BwG897v3PIQsJQ/HevyJ/rzvnfgPBbXvSL8E159xl7/1V59xlANcftMKiu0NPHH4hF5LyHQhB/GstHwPwZufcc865PkKy4MNP4DhUnHPrzrlN/h/At+LJXJtcPgzg3fL/dwM4zsuI4r1/4v8QHq6XAYwAXAPwu+a3HwPwWQCfBvBtT+DY/gOAPwPwp3KBLz+ha/ROAH8p1+LHFuCefTmAP5F/n3wSxwTgVwFcRQBVv4zQyXgeISv0Gfm7+6DttLCJVpZeFt0daqWVM5f2JWhl6aV9CVpZemlfglaWXtqXoJWll/YlaGXppX0JWll6+f86tt4HQqsAawAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(xycounts.T, origin='lower', extent=[-10, 10, -10, 20])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.509302Z",
     "start_time": "2020-04-15T18:56:50.434273Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[156.15283203, 226.0004425 , 206.95940653, ...,  90.0340627 ,\n",
       "        152.08784485,          nan],\n",
       "       [203.81366634, 133.01436043, 146.95962524, ..., 137.54756927,\n",
       "         98.68717448, 141.06020737],\n",
       "       [150.59178772, 188.38820371, 137.46753802, ..., 155.96900177,\n",
       "        148.91660563, 138.48191833],\n",
       "       ...,\n",
       "       [168.93819809, 187.75943136, 137.318647  , ..., 144.83927917,\n",
       "                 nan, 107.7273407 ],\n",
       "       [154.80492783, 140.55182203, 180.30700166, ..., 184.01670837,\n",
       "         95.10913086, 131.18122864],\n",
       "       [166.06868235, 150.54079764, 125.84606828, ..., 130.56007385,\n",
       "        121.04217911, 113.34659195]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v = np.sqrt(df.vx**2 + df.vy**2 + df.vz**2)\n",
    "xy_mean_v = df.mean(v, binby=[df.x, df.y], limits=[[-10, 10], [-10, 20]], shape=(64, 128))\n",
    "xy_mean_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.633637Z",
     "start_time": "2020-04-15T18:56:50.510776Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(xy_mean_v.T, origin='lower', extent=[-10, 10, -10, 20])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Other statistics can be computed, such as:\n",
    "\n",
    "* [DataFrame.count](api.rst#vaex.dataframe.DataFrame.count)\n",
    "* [DataFrame.mean](api.rst#vaex.dataframe.DataFrame.mean)\n",
    "* [DataFrame.std](api.rst#vaex.dataframe.DataFrame.std)\n",
    "* [DataFrame.var](api.rst#vaex.dataframe.DataFrame.var)\n",
    "* [DataFrame.median_approx](api.rst#vaex.dataframe.DataFrame.median_approx)\n",
    "* [DataFrame.percentile_approx](api.rst#vaex.dataframe.DataFrame.percentile_approx)\n",
    "* [DataFrame.mode](api.rst#vaex.dataframe.DataFrame.mode)\n",
    "* [DataFrame.min](api.rst#vaex.dataframe.DataFrame.min)\n",
    "* [DataFrame.max](api.rst#vaex.dataframe.DataFrame.max)\n",
    "* [DataFrame.minmax](api.rst#vaex.dataframe.DataFrame.minmax)\n",
    "* [DataFrame.mutual_information](api.rst#vaex.dataframe.DataFrame.mutual_information)\n",
    "* [DataFrame.correlation](api.rst#vaex.dataframe.DataFrame.correlation)\n",
    "\n",
    "Or see the full list at the [API docs](api.rst#statistics)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting your data in\n",
    "\n",
    "Before continuing with this tutorial, you may want to read in your own data. Ultimately, a Vaex DataFrame just wraps a set of Numpy arrays. If you can access your data as a set of Numpy arrays, you can easily construct a DataFrame using [from_arrays](api.rst#vaex.from_arrays)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.641040Z",
     "start_time": "2020-04-15T18:56:50.634827Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  x</th><th style=\"text-align: right;\">  y</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  3</td><td style=\"text-align: right;\">  9</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">  4</td><td style=\"text-align: right;\"> 16</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    x    y\n",
       "  0    0    0\n",
       "  1    1    1\n",
       "  2    2    4\n",
       "  3    3    9\n",
       "  4    4   16"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "import numpy as np\n",
    "x = np.arange(5)\n",
    "y = x**2\n",
    "df = vaex.from_arrays(x=x, y=y)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Other quick ways to get your data in are:\n",
    " \n",
    "  * [from_arrow_table](api.rst#vaex.from_arrow_table): [Arrow](https://arrow.apache.org/) table support\n",
    "  * [from_csv](api.rst#vaex.from_csv): Comma separated files\n",
    "  * [from_ascii](api.rst#vaex.from_ascii): Space/tab separated files\n",
    "  * [from_pandas](api.rst#vaex.from_pandas): Converts a pandas DataFrame\n",
    "  * [from_astropy_table](api.rst#vaex.from_astropy_table): Converts an astropy table\n",
    "\n",
    "Exporting, or converting a DataFrame to a different datastructure is also quite easy:\n",
    " \n",
    " * [DataFrame.to_arrow_table](api.rst#vaex.dataframe.DataFrame.to_arrow_table)\n",
    " * [DataFrame.to_dask_array](api.rst#vaex.dataframe.DataFrame.to_dask_array) \n",
    " * [DataFrame.to_pandas_df](api.rst#vaex.dataframe.DataFrame.to_pandas_df)\n",
    " * [DataFrame.export](api.rst#vaex.dataframe.DataFrameLocal.export)\n",
    " * [DataFrame.export_hdf5](api.rst#vaex.dataframe.DataFrameLocal.export_hdf5)\n",
    " * [DataFrame.export_arrow](api.rst#vaex.dataframe.DataFrameLocal.export_arrow)\n",
    " * [DataFrame.export_fits](api.rst#vaex.dataframe.DataFrameLocal.export_fits)\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nowadays, it is common to put data, especially larger dataset, on the cloud. Vaex can read data straight from S3, in a lazy manner, meaning that only that data that is needed will be downloaded, and cached on disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.793454Z",
     "start_time": "2020-04-15T18:56:50.642071Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>vendor_id  </th><th>pickup_datetime              </th><th>dropoff_datetime             </th><th style=\"text-align: right;\">  passenger_count</th><th>payment_type  </th><th style=\"text-align: right;\">  trip_distance</th><th style=\"text-align: right;\">  pickup_longitude</th><th style=\"text-align: right;\">  pickup_latitude</th><th style=\"text-align: right;\">  rate_code</th><th style=\"text-align: right;\">  store_and_fwd_flag</th><th style=\"text-align: right;\">  dropoff_longitude</th><th style=\"text-align: right;\">  dropoff_latitude</th><th style=\"text-align: right;\">  fare_amount</th><th style=\"text-align: right;\">  surcharge</th><th style=\"text-align: right;\">  mta_tax</th><th style=\"text-align: right;\">  tip_amount</th><th style=\"text-align: right;\">  tolls_amount</th><th style=\"text-align: right;\">  total_amount</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>VTS        </td><td>2009-01-04 02:52:00.000000000</td><td>2009-01-04 03:02:00.000000000</td><td style=\"text-align: right;\">                1</td><td>CASH          </td><td style=\"text-align: right;\">           2.63</td><td style=\"text-align: right;\">          -73.992 </td><td style=\"text-align: right;\">          40.7216</td><td style=\"text-align: right;\">        nan</td><td style=\"text-align: right;\">                 nan</td><td style=\"text-align: right;\">           -73.9938</td><td style=\"text-align: right;\">           40.6959</td><td style=\"text-align: right;\">          8.9</td><td style=\"text-align: right;\">        0.5</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        0   </td><td style=\"text-align: right;\">             0</td><td style=\"text-align: right;\">          9.4 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>VTS        </td><td>2009-01-04 03:31:00.000000000</td><td>2009-01-04 03:38:00.000000000</td><td style=\"text-align: right;\">                3</td><td>Credit        </td><td style=\"text-align: right;\">           4.55</td><td style=\"text-align: right;\">          -73.9821</td><td style=\"text-align: right;\">          40.7363</td><td style=\"text-align: right;\">        nan</td><td style=\"text-align: right;\">                 nan</td><td style=\"text-align: right;\">           -73.9558</td><td style=\"text-align: right;\">           40.768 </td><td style=\"text-align: right;\">         12.1</td><td style=\"text-align: right;\">        0.5</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        2   </td><td style=\"text-align: right;\">             0</td><td style=\"text-align: right;\">         14.6 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>VTS        </td><td>2009-01-03 15:43:00.000000000</td><td>2009-01-03 15:57:00.000000000</td><td style=\"text-align: right;\">                5</td><td>Credit        </td><td style=\"text-align: right;\">          10.35</td><td style=\"text-align: right;\">          -74.0026</td><td style=\"text-align: right;\">          40.7397</td><td style=\"text-align: right;\">        nan</td><td style=\"text-align: right;\">                 nan</td><td style=\"text-align: right;\">           -73.87  </td><td style=\"text-align: right;\">           40.7702</td><td style=\"text-align: right;\">         23.7</td><td style=\"text-align: right;\">        0  </td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        4.74</td><td style=\"text-align: right;\">             0</td><td style=\"text-align: right;\">         28.44</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td>DDS        </td><td>2009-01-01 20:52:58.000000000</td><td>2009-01-01 21:14:00.000000000</td><td style=\"text-align: right;\">                1</td><td>CREDIT        </td><td style=\"text-align: right;\">           5   </td><td style=\"text-align: right;\">          -73.9743</td><td style=\"text-align: right;\">          40.791 </td><td style=\"text-align: right;\">        nan</td><td style=\"text-align: right;\">                 nan</td><td style=\"text-align: right;\">           -73.9966</td><td style=\"text-align: right;\">           40.7318</td><td style=\"text-align: right;\">         14.9</td><td style=\"text-align: right;\">        0.5</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        3.05</td><td style=\"text-align: right;\">             0</td><td style=\"text-align: right;\">         18.45</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td>DDS        </td><td>2009-01-24 16:18:23.000000000</td><td>2009-01-24 16:24:56.000000000</td><td style=\"text-align: right;\">                1</td><td>CASH          </td><td style=\"text-align: right;\">           0.4 </td><td style=\"text-align: right;\">          -74.0016</td><td style=\"text-align: right;\">          40.7194</td><td style=\"text-align: right;\">        nan</td><td style=\"text-align: right;\">                 nan</td><td style=\"text-align: right;\">           -74.0084</td><td style=\"text-align: right;\">           40.7203</td><td style=\"text-align: right;\">          3.7</td><td style=\"text-align: right;\">        0  </td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        0   </td><td style=\"text-align: right;\">             0</td><td style=\"text-align: right;\">          3.7 </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  vendor_id    pickup_datetime                dropoff_datetime                 passenger_count  payment_type      trip_distance    pickup_longitude    pickup_latitude    rate_code    store_and_fwd_flag    dropoff_longitude    dropoff_latitude    fare_amount    surcharge    mta_tax    tip_amount    tolls_amount    total_amount\n",
       "  0  VTS          2009-01-04 02:52:00.000000000  2009-01-04 03:02:00.000000000                  1  CASH                       2.63            -73.992             40.7216          nan                   nan             -73.9938             40.6959            8.9          0.5        nan          0                  0            9.4\n",
       "  1  VTS          2009-01-04 03:31:00.000000000  2009-01-04 03:38:00.000000000                  3  Credit                     4.55            -73.9821            40.7363          nan                   nan             -73.9558             40.768            12.1          0.5        nan          2                  0           14.6\n",
       "  2  VTS          2009-01-03 15:43:00.000000000  2009-01-03 15:57:00.000000000                  5  Credit                    10.35            -74.0026            40.7397          nan                   nan             -73.87               40.7702           23.7          0          nan          4.74               0           28.44\n",
       "  3  DDS          2009-01-01 20:52:58.000000000  2009-01-01 21:14:00.000000000                  1  CREDIT                     5               -73.9743            40.791           nan                   nan             -73.9966             40.7318           14.9          0.5        nan          3.05               0           18.45\n",
       "  4  DDS          2009-01-24 16:18:23.000000000  2009-01-24 16:24:56.000000000                  1  CASH                       0.4             -74.0016            40.7194          nan                   nan             -74.0084             40.7203            3.7          0          nan          0                  0            3.7"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in the NYC Taxi dataset straight from S3\n",
    "nyctaxi = vaex.open('s3://vaex/taxi/yellow_taxi_2009_2015_f32.hdf5?anon=true')\n",
    "nyctaxi.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting\n",
    "\n",
    "### 1-D and 2-D\n",
    "\n",
    "Most visualizations are done in 1 or 2 dimensions, and Vaex nicely wraps Matplotlib to satisfy a variety of frequent use cases.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.811936Z",
     "start_time": "2020-04-15T18:56:50.794692Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import numpy as np\n",
    "df = vaex.example()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest visualization is a 1-D plot using [DataFrame.viz.histogram](api.rst#vaex.viz.DataFrameAccessorViz.histogram). Here, we only show 99.7% of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:50.975982Z",
     "start_time": "2020-04-15T18:56:50.814126Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.histogram(df.x, limits='99.7%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A slighly more complication visualization, is to plot not the counts, but a different statistic for that bin. In most \n",
    "cases, passing the `what='<statistic>(<expression>)` argument will do, where `<statistic>` is any of the statistics mentioned in the list above, or in the [API docs](api.rst#statistics)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.125491Z",
     "start_time": "2020-04-15T18:56:50.977310Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.histogram(df.x, what='mean(E)', limits='99.7%');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An equivalent method is to use the `vaex.stat.<statistic>` functions, e.g. [vaex.stat.mean](api.rst#vaex.stat.mean)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.277231Z",
     "start_time": "2020-04-15T18:56:51.126753Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8aooN8M5sCmAasCvFp9WIl9sMpJcrHgsMpvi5VW2ebHAYZmbWRHUnqIj4383sSIWkkyLi5fRw8GeB29OhtcB9km4CTqEohtgSEQckvSHpbGAzsBS4tdSmF9gEXAQ8EREhaT1wQ6kwYgGwvBXjMzOz+jRSxXe2pK2S/kXSW5IOSHq9CX36TUn/CPyAYib0FwARsQN4CNgJ/DVwRUQcSG0up6j+6weepyiQALgTmJwKKq4GrknXGgSuB7amz3WVggkzM8tDI0t8X6Eo8/5Lioq+pRSzmDGV3tj75SGOrQJW1Yj3AWfWiL9JUWhR61prgDWj6qyZmTVNIwmKiOiXdESaufyFpL9vUr/MzGycayRB/aukI4GnJX0J2A28pzndMjOz8a6RBPXbFPesrgT+iKI67teb0Skz63zeudxGq5Eqvh9JOgaYEhFfaGKfzLJT/QJD8EsMD8c7l9to1Z2gJH2MYi++I4GZkuZQVL81/KCuWSep9Q/qzt1FAasT1PC8c7mNRqMP6s4jPdAaEU8f7m27Zt2g+gWG4JcYmrVCI3vx7Y+I15rWEzMzs5JGZlDbJV0KHCFpFvBJwGXmZmbWFI3MoP6Q4l1M+4D7KHYGv6oZnTIzM2skQc1OnwnA0RTvWtrajE6ZmZk1ssT3NeDTFO9rers53TEzMys0kqD2RMQ3m9YTMzOzkkYS1EpJdwB/y8EvLPzGmPfKzMzGvUYS1H8D/gPwbt5Z4gvACcrMzMZcIwnqFyLi/U3riZmZWUkjVXxPSZrdtJ6YmZmVNDKD+jDQK+kFintQAiIiPtCUnpmZ2bjWSIJa1LRemJmZVWnodRvN7IiZmVlZI/egzMzMWqaRJT4zK/FLDM2aywnKbAT8EsOD+fXu1gxtWeKTdLGkHZLeltRTdWy5pH5Jz0paWIrPlfT9dOwWSUrxoyQ9mOKbyy9RlNQr6bn06S3FZ6Zzn0ttj2z+qK2bXHrWdB78/XMO+oznf4wrr3cv8+vdbbTaNYPaDnwC+Go5mJ6zWkLxWo9TgI2STo+IA8BtwDLgKeBxiqrCdcBlwN6IOE3SEuBG4BJJk4CVQA/FjhfbJK2NiL3pnJsj4gFJt6dr3NbsQZt1M7/e3cZaW2ZQEfFMRDxb49Bi4IGI2BcRLwD9wDxJU4CJEbEpIgK4B7ig1Obu9P1h4Pw0u1oIbIiIwZSUNgCL0rHz0rmktpVrmZlZJnKr4psKvFT6eSDFpqbv1fGD2kTEfooXKU4e5lqTgVfTudXXOoSkZZL6JPXt2bNnhMMyM7NGNW2JT9JG4OQah1ZExKNDNasRi2HiI2kz3LUOPRCxGlgN0NPTM+R5ZmY2tpqWoCJi/giaDQCnln6eBuxK8Wk14uU2A5ImAMcCgyl+blWbJ4FXgOMkTUizqPK1zMwsE7kt8a0FlqTKvJnALGBLROwG3pB0drqHtBR4tNSmUqF3EfBEuk+1Hlgg6XhJxwMLgPXp2LfSuaS2Q83ozMysTdpVZn6hpAHgHOAxSesBImIH8BCwE/hr4IpUwQdwOXAHReHE8xQVfAB3ApMl9QNXA9ekaw0C1wNb0+e6FAP4DHB1ajM5XcPMzDLSljLziHgEeGSIY6uAVTXifcCZNeJvAhcPca01wJoa8R8C8xrrtZmZtVJuS3xmZmaAE5SZmWXKCcrMzLLkBGVmZllygjIzsyw5QZmZWZb8PiizMeSXGJqNHScoszEynl5iWP2CQr+c0JrBCcpsjFx61vRDElH1bKpbVF5QWElKfjmhNYMTlJmNiF9QaM3mIgkzM8uSE5SZmWXJCcrMzLLkBGVmZllygjIzsyw5QZmZWZacoMzMLEtOUGZmliU/qGvWZN6fz2xknKDMmqgb9uer3ncPvPeetYYTlFkTdcP+fNX77oH33rPWaEuCknQxcC3w88C8iOhL8cnAw8AHgbsi4spSm7nAXcAxwOPAVRERko4C7gHmAj8BLomIF1ObXuCz6RJfjIi7U3wm8AAwCfgO8NsR8VYTh2zW0bzvnrVDu4oktgOfAL5dFX8T+Bzw6RptbgOWAbPSZ1GKXwbsjYjTgJuBGwEkTQJWAmcB84CVko5PbW4Ebo6IWcDedA0zM8tIWxJURDwTEc/WiP/fiPg7ikT1M5KmABMjYlNEBMWM6YJ0eDFwd/r+MHC+JAELgQ0RMRgRe4ENwKJ07Lx0Lqlt5VpmZpaJTikznwoMlH4eSLHKsZcAImI/8BowuRyvajMZeDWdW32tQ0haJqlPUt+ePXvGYChmZlaPpt2DkrQROLnGoRUR8Wijl6sRi8McazReU0SsBlYD9PT0DHmemZmNraYlqIiYP4aXGwCmlX6eBuwqHTsVGJA0ATgWGEzxc6vaPAm8AhwnaUKaRZWvZWZmmeiIJb6I2A28IensdA9pKVCZha0FetP3i4An0n2q9cACScen4ogFwPp07FvpXFLbRmd0ZmbWZG1JUJIulDQAnAM8Jml96diLwE3A70gakDQ7HbocuAPoB54H1qX4ncBkSf3A1cA1ABExCFwPbE2f61IM4DPA1anN5HQNMzPLSFueg4qIR4BHhjg2Y4h4H3BmjfibwMVDtFkDrKkR/yFF6bmZmWWqI5b4zMxs/HGCMjOzLDlBmZlZlpygzMwsS97N3Mx+xq/WsJw4QZm1Qa4vMfSrNSwnTlBmLZb7Swz9ag3LhROUWYt1w0sMzVrBRRJmZpYlJygzM8uSE5SZmWXJCcrMzLLkBGVmZllygjIzsyw5QZmZWZacoMzMLEtOUGZmliXvJGGWiVz35zNrFycoswy0Y38+71xuuXOCMstAO/bn887lljsnKLNxzDuXW87aUiQh6WJJOyS9LamnFP8VSdskfT/997zSsbkp3i/pFklK8aMkPZjimyXNKLXplfRc+vSW4jPTuc+ltke2ZuRmZlavdlXxbQc+AXy7Kv4K8LGIeD/QC9xbOnYbsAyYlT6LUvwyYG9EnAbcDNwIIGkSsBI4C5gHrJR0fGpzI3BzRMwC9qZrmJlZRtqSoCLimYh4tkb8uxGxK/24Azg6zZCmABMjYlNEBHAPcEE6bzFwd/r+MHB+ml0tBDZExGBE7AU2AIvSsfPSuaS2lWuZmVkmcn4O6teB70bEPmAqMFA6NpBipP++BBAR+4HXgMnleFWbycCr6dzqa5mZWSaaViQhaSNwco1DKyLi0cO0PYNiGW5BJVTjtDjMsUbjQ/VlGcXSItOn+3kUM7NWaVqCioj5I2knaRrwCLA0Ip5P4QFgWum0acCu0rFTgQFJE4BjgcEUP7eqzZMU97mOkzQhzaLK16o1jtXAaoCenp4hE5mZmY2trMrMJR0HPAYsj4j/U4lHxG5Jb0g6G9gMLAVuTYfXUhRUbAIuAp6IiJC0HrihVBixIF03JH0rnftAajvsjM6sXap3l/DOEjaetKvM/EJJA8A5wGMpmQBcCZwGfE7S0+lzUjp2OXAH0A88D6xL8TuByZL6gauBawAiYhC4HtiaPtelGMBngKtTm8npGmZZWTxn6kEP0e7c/fohOz+YdTMVRXFWj56enujr62t3N2ycqsykRvJg7XDbGvlBXWs3Sdsioqc6nnMVn5mNkcq2RmXe1shyl9U9KDNrHs+WrNN4BmVmZllygjIzsyw5QZmZWZZ8D8qsg/ituzaeOEGZdYh2vHXXrJ2coMw6RL1v3fWr3K1b+B6UWZfxM0/WLTyDMutCfubJuoETlFmHqy6c8HKedQsnKLMOVmvZzst51i2coMw6WK3CCbNu4SIJMzPLkhOUmZllyQnKzMyy5ARlZmZZcoIyM7MsOUGZmVmWnKDMzCxLTlBmZpYlJygzM8uSIqLdfegYkvYAP6oKnwC80obuNFu3jgs8tk7UreMCjw3g30XEidVBJ6hRktQXET3t7sdY69ZxgcfWibp1XOCxDcdLfGZmliUnKDMzy5IT1OitbncHmqRbxwUeWyfq1nGBxzYk34MyM7MseQZlZmZZcoIyM7MsOUGNgKTrJX1P0tOS/kbSKaVjyyX1S3pW0sJ29nMkJP2JpB+k8T0i6bjSsU4f28WSdkh6W1JP1bFOH9ui1Pd+Sde0uz+jIWmNpJclbS/FJknaIOm59N/j29nHkZB0qqRvSXom/T28KsW7YWxHS9oi6R/S2L6Q4qMbW0T40+AHmFj6/kng9vR9NvAPwFHATOB54Ih297fBsS0AJqTvNwI3dtHYfh54H/Ak0FOKd/TYgCNSn38OODKNZXa7+zWK8fwy8IvA9lLsS8A16fs1lb+XnfQBpgC/mL7/G+Af09+9bhibgPem7+8GNgNnj3ZsnkGNQES8XvrxPUCl0mQx8EBE7IuIF4B+YF6r+zcaEfE3EbE//fgUMC1974axPRMRz9Y41Oljmwf0R8QPI+It4AGKMXWkiPg2MFgVXgzcnb7fDVzQ0k6NgYjYHRHfSd/fAJ4BptIdY4uI+Jf047vTJxjl2JygRkjSKkkvAb8FfD6FpwIvlU4bSLFO9bvAuvS928ZW1ulj6/T+1+PfRsRuKP6hB05qc39GRdIM4D9SzDS6YmySjpD0NPAysCEiRj02J6ghSNooaXuNz2KAiFgREacCXwOurDSrcans6vgPN7Z0zgpgP8X4oIvGVqtZjVh2YxtGp/d/XJH0XuDrwKeqVmM6WkQciIg5FKsu8ySdOdprThh9t7pTRMyv89T7gMeAlRS/uZ5aOjYN2DXGXRu1w41NUi/wa8D5kRaP6ZKxDaEjxjaMTu9/PX4saUpE7JY0heK39I4j6d0UyelrEfGNFO6KsVVExKuSngQWMcqxeQY1ApJmlX78OPCD9H0tsETSUZJmArOALa3u32hIWgR8Bvh4RPxr6VDHj20YnT62rcAsSTMlHQksoRhTN1kL9KbvvcCjbezLiEgScCfwTETcVDrUDWM7sVLxK+kYYD7Fv4ujG1u7qz868UPxG9B24HvAN4GppWMrKCqqngX+S7v7OoKx9VPcz3g6fW7vorFdSDHb2Af8GFjfRWP7KEVV2PPAinb3Z5RjuR/YDfw0/e91GTAZ+FvgufTfSe3u5wjG9WGKpdfvlf7/9dEuGdsHgO+msW0HPp/ioxqbtzoyM7MseYnPzMyy5ARlZmZZcoIyM7MsOUGZmVmWnKDMzCxLTlBmZpYlJygzM8uSE5RZF5H0wfQur6MlvSe9m2fUe6KZtYMf1DXrMpK+CBwNHAMMRMT/aHOXzEbECcqsy6T9+LYCbwIfiogDbe6S2Yh4ic+s+0wC3kvx1taj29wXsxHzDMqsy0haS/FW3ZnAlIi48jBNzLLk90GZdRFJS4H9EXGfpCOAv5d0XkQ80e6+mTXKMygzM8uS70GZmVmWnKDMzCxLTlBmZpYlJygzM8uSE5SZmWXJCcrMzLLkBGVmZln6/wVG7gT+eCfyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.histogram(df.x, what=vaex.stat.mean(df.E), limits='99.7%');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `vaex.stat.<statistic>` objects are very similar to Vaex expressions, in that they represent an underlying calculation. Typical arithmetic and Numpy functions can be applied to these calulations. However, these objects compute a single statistic, and do not return a column or expression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.282105Z",
     "start_time": "2020-04-15T18:56:51.278479Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "log((mean(x) / std(x)))"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(vaex.stat.mean(df.x)/vaex.stat.std(df.x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These statistical objects can be passed to the `what` argument. The advantage being that the data will only have to be passed over once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.439852Z",
     "start_time": "2020-04-15T18:56:51.283377Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.histogram(df.x, what=np.clip(np.log(-vaex.stat.mean(df.E)), 11, 11.4), limits='99.7%');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A similar result can be obtained by calculating the statistic ourselves, and passing it to plot1d's grid argument. Care has to be taken that the limits used for calculating the statistics and the plot are the same, otherwise the x axis may not correspond to the real data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.591002Z",
     "start_time": "2020-04-15T18:56:51.443366Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb Cell 46'\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb#ch0000045?line=0'>1</a>\u001b[0m limits \u001b[39m=\u001b[39m [\u001b[39m-\u001b[39m\u001b[39m30\u001b[39m, \u001b[39m30\u001b[39m]\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb#ch0000045?line=1'>2</a>\u001b[0m shape  \u001b[39m=\u001b[39m \u001b[39m64\u001b[39m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb#ch0000045?line=2'>3</a>\u001b[0m meanE  \u001b[39m=\u001b[39m df\u001b[39m.\u001b[39mmean(df\u001b[39m.\u001b[39mE, binby\u001b[39m=\u001b[39mdf\u001b[39m.\u001b[39mx, limits\u001b[39m=\u001b[39mlimits, shape\u001b[39m=\u001b[39mshape)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb#ch0000045?line=3'>4</a>\u001b[0m grid   \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mclip(np\u001b[39m.\u001b[39mlog(\u001b[39m-\u001b[39mmeanE), \u001b[39m11\u001b[39m, \u001b[39m11.4\u001b[39m)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/nickcrews/Documents/projects/vaex/docs/source/tutorial.ipynb#ch0000045?line=4'>5</a>\u001b[0m df\u001b[39m.\u001b[39mviz\u001b[39m.\u001b[39mhistogram(df\u001b[39m.\u001b[39mx, grid\u001b[39m=\u001b[39mgrid, limits\u001b[39m=\u001b[39mlimits, ylabel\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mclipped E\u001b[39m\u001b[39m'\u001b[39m)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "limits = [-30, 30]\n",
    "shape  = 64\n",
    "meanE  = df.mean(df.E, binby=df.x, limits=limits, shape=shape)\n",
    "grid   = np.clip(np.log(-meanE), 11, 11.4)\n",
    "df.viz.histogram(df.x, grid=grid, limits=limits, ylabel='clipped E');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of plotting the density across one dimension (a histogram), we can also plot the density across two dimensions. This is done with the [DataFrame.viz.heatmap](api.rst#vaex.viz.DataFrameAccessorViz.heatmap) function. It shares many arguments and is very similar to the histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:51.848222Z",
     "start_time": "2020-04-15T18:56:51.593184Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap(df.x, df.y, what=vaex.stat.mean(df.E)**2, limits='99.7%');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selections for plotting\n",
    "\n",
    "While filtering is useful for narrowing down the contents of a DataFrame (e.g. `df_negative = df[df.x < 0]`) there are a few downsides to this. First, a practical issue is that when you filter 4 different ways, you will need to have 4 different DataFrames polluting your namespace. More importantly, when Vaex executes a bunch of statistical computations, it will do that per DataFrame, meaning that 4 passes over the data will be made, and even though all 4 of those DataFrames point to the same underlying data.\n",
    "\n",
    "If instead we have 4 (named) selections in our DataFrame, we can calculate statistics in one single pass over the data, which can be significantly faster especially in the cases when your dataset is larger than your memory.\n",
    "\n",
    "In the plot below we show three selection, which by default are blended together, requiring just one pass over the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:52.132039Z",
     "start_time": "2020-04-15T18:56:51.849560Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/image.py:113: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  rgba_dest[:, :, c][[mask]] = np.clip(result[[mask]], 0, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap(df.x, df.y, what=np.log(vaex.stat.count()+1), limits='99.7%',\n",
    "        selection=[None, df.x < df.y, df.x < -10]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Advanced Plotting\n",
    "Lets say we would like to see two plots next to eachother. To achieve this we can pass a list of expression pairs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:52.681087Z",
     "start_time": "2020-04-15T18:56:52.133282Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/viz/mpl.py:779: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  ax = plt.subplot(gs[row_offset + row * row_scale:row_offset + (row + 1) * row_scale, column * column_scale:(column + 1) * column_scale])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap([[\"x\", \"y\"], [\"x\", \"z\"]], limits='99.7%',\n",
    "        title=\"Face on and edge on\", figsize=(10,4));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, if you have multiple plots, they are shown as columns, multiple selections are overplotted, and multiple 'whats' (statistics) are shown as rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:53.619766Z",
     "start_time": "2020-04-15T18:56:52.682666Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap([[\"x\", \"y\"], [\"x\", \"z\"]], \n",
    "        limits='99.7%',\n",
    "        what=[np.log(vaex.stat.count()+1), vaex.stat.mean(df.E)],\n",
    "        selection=[None, df.x < df.y],\n",
    "        title=\"Face on and edge on\", figsize=(10,10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the selection has no effect in the bottom rows.\n",
    "\n",
    "However, this behaviour can be changed using the `visual` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:54.584188Z",
     "start_time": "2020-04-15T18:56:53.620928Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap([[\"x\", \"y\"], [\"x\", \"z\"]],\n",
    "        limits='99.7%',\n",
    "        what=vaex.stat.mean(df.E),\n",
    "        selection=[None, df.Lz < 0],\n",
    "        visual=dict(column='selection'),\n",
    "        title=\"Face on and edge on\", figsize=(10,10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Slices in a 3rd dimension\n",
    "If a 3rd axis (z) is given, you can 'slice' through the data, displaying the z slices as rows. Note that here the rows are wrapped, which can be changed using the `wrap_columns` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:56.186741Z",
     "start_time": "2020-04-15T18:56:54.585321Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.heatmap(\"Lz\", \"E\", \n",
    "        limits='99.7%',\n",
    "        z=\"FeH:-2.5,-1,8\", show=True, visual=dict(row=\"z\"),\n",
    "        figsize=(12,8), f=\"log\", wrap_columns=3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization of smaller datasets\n",
    "\n",
    "Although Vaex focuses on large datasets, sometimes you end up with a fraction of the data (e.g. due to a selection) and you want to make a scatter plot. You can do so with the following approach:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:56.210052Z",
     "start_time": "2020-04-15T18:56:56.188230Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "df = vaex.example()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:56.363403Z",
     "start_time": "2020-04-15T18:56:56.211753Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x = df.evaluate(\"x\", selection=df.Lz < -2500)\n",
    "y = df.evaluate(\"y\", selection=df.Lz < -2500)\n",
    "plt.scatter(x, y, c=\"red\", alpha=0.5, s=4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using [DataFrame.viz.scatter](api.rst#vaex.viz.DataFrameAccessorViz.scatter):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:56.533319Z",
     "start_time": "2020-04-15T18:56:56.365035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.viz.scatter(df.x, df.y, selection=df.Lz < -2500, c=\"red\", alpha=0.5, s=4)\n",
    "df.viz.scatter(df.x, df.y, selection=df.Lz > 1500, c=\"green\", alpha=0.5, s=4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In control\n",
    "\n",
    "While Vaex provides a wrapper for Matplotlib, there are situations where you want to use the [DataFrame.viz](api.rst#vaex.viz.DataFrameAccessorViz) methods, but want to be in control of the plot. Vaex simply uses the current figure and axes objects, so that it is easy to do."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:57.199913Z",
     "start_time": "2020-04-15T18:56:56.534518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14,7))\n",
    "plt.sca(ax1)\n",
    "selection = df.Lz < -2500\n",
    "x = df[selection].x.evaluate()#selection=selection)\n",
    "y = df[selection].y.evaluate()#selection=selection)\n",
    "df.viz.heatmap(df.x, df.y)\n",
    "plt.scatter(x, y)\n",
    "plt.xlabel('my own label $\\gamma$')\n",
    "plt.xlim(-20, 20)\n",
    "plt.ylim(-20, 20)\n",
    "\n",
    "plt.sca(ax2)\n",
    "df.viz.histogram(df.x, label='counts', n=True)\n",
    "x = np.linspace(-30, 30, 100)\n",
    "std = df.std(df.x.expression)\n",
    "y = np.exp(-(x**2/std**2/2)) / np.sqrt(2*np.pi) / std\n",
    "plt.plot(x, y, label='gaussian fit')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Healpix (Plotting)\n",
    "[Healpix](https://en.wikipedia.org/wiki/HEALPix) plotting is supported via the [healpy](https://healpy.readthedocs.io) package. Vaex does not need special support for healpix, only for plotting, but some helper functions are introduced to make working with healpix easier. \n",
    "\n",
    "In the following example we will use the TGAS astronomy dataset.\n",
    " \n",
    "To understand healpix better, we will start from the beginning. If we want to make a density sky plot, we would like to pass healpy a 1D Numpy array where each value represents the density at a location of the sphere, where the location is determined by the array size (the healpix level) and the offset (the location). The TGAS (and Gaia) data includes the healpix index encoded in the `source_id`. By diving the `source_id` by 34359738368 you get a healpix index level 12, and diving it further will take you to lower levels.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:57.398687Z",
     "start_time": "2020-04-15T18:56:57.201064Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import healpy as hp\n",
    "tgas = vaex.datasets.tgas(full=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will start showing how you could manually do statistics on healpix bins using `vaex.count`. We will do a really course healpix scheme (level 2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:57.420757Z",
     "start_time": "2020-04-15T18:56:57.400053Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4021,  6171,  5318,  7114,  5755, 13420, 12711, 10193,  7782,\n",
       "       14187, 12578, 22038, 17313, 13064, 17298, 11887,  3859,  3488,\n",
       "        9036,  5533,  4007,  3899,  4884,  5664, 10741,  7678, 12092,\n",
       "       10182,  6652,  6793, 10117,  9614,  3727,  5849,  4028,  5505,\n",
       "        8462, 10059,  6581,  8282,  4757,  5116,  4578,  5452,  6023,\n",
       "        8340,  6440,  8623,  7308,  6197, 21271, 23176, 12975, 17138,\n",
       "       26783, 30575, 31931, 29697, 17986, 16987, 19802, 15632, 14273,\n",
       "       10594,  4807,  4551,  4028,  4357,  4067,  4206,  3505,  4137,\n",
       "        3311,  3582,  3586,  4218,  4529,  4360,  6767,  7579, 14462,\n",
       "       24291, 10638, 11250, 29619,  9678, 23322, 18205,  7625,  9891,\n",
       "        5423,  5808, 14438, 17251,  7833, 15226,  7123,  3708,  6135,\n",
       "        4110,  3587,  3222,  3074,  3941,  3846,  3402,  3564,  3425,\n",
       "        4125,  4026,  3689,  4084, 16617, 13577,  6911,  4837, 13553,\n",
       "       10074,  9534, 20824,  4976,  6707,  5396,  8366, 13494, 19766,\n",
       "       11012, 16130,  8521,  8245,  6871,  5977,  8789, 10016,  6517,\n",
       "        8019,  6122,  5465,  5414,  4934,  5788,  6139,  4310,  4144,\n",
       "       11437, 30731, 13741, 27285, 40227, 16320, 23039, 10812, 14686,\n",
       "       27690, 15155, 32701, 18780,  5895, 23348,  6081, 17050, 28498,\n",
       "       35232, 26223, 22341, 15867, 17688,  8580, 24895, 13027, 11223,\n",
       "        7880,  8386,  6988,  5815,  4717,  9088,  8283, 12059,  9161,\n",
       "        6952,  4914,  6652,  4666, 12014, 10703, 16518, 10270,  6724,\n",
       "        4553,  9282,  4981])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "level = 2\n",
    "factor = 34359738368 * (4**(12-level))\n",
    "nmax = hp.nside2npix(2**level)\n",
    "epsilon = 1e-16\n",
    "counts = tgas.count(binby=tgas.source_id/factor, limits=[-epsilon, nmax-epsilon], shape=nmax)\n",
    "counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And using healpy's [mollview](https://healpy.readthedocs.io/en/latest/generated/healpy.visufunc.mollview.html#healpy.visufunc.mollview) we can visualize this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:57.646074Z",
     "start_time": "2020-04-15T18:56:57.422151Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VI1dJLwMA8PTRHdj92GXpZQAAjn+7jn+jXcc9Ttyh4zCgIckKfPHEdbj0BR3P551P6JCs9R3AMz6iIM0CMDpzHriyJr2MKf6KkhdOFy7iI6f/rfQqFgkbfJfmFbveCADiguUvbcqDO7BPbh27dkzflparSwfGtdzars1gV1qyLh7aHHo/c4tcXbjr+OZTX1qybrh7/Phnbt78edz22nullgNgLFkBSdk69pIHpm8/9IFniq0DGEtW4OgnLwAAVk/LVmWjM+c33xGULn8x+jmsCI8BTOpLky0SrC6UJAiWJP7S5RnBkiQWLEkuHdg2FayU89dtL7yaTWLBkiQWLEluuNtPBSvlnvc/D/e8/3mFV1TNjttPSy8BAHDzD3xN7LHXa57aawd2Yu2AjlQW21alVzBmfX38nzB3Hvgx6SUsNJZkMVIlVxJJVpVcSaRYVXIlkWJViVWcYsWUTrSqBEsiyaoTrNJpVpVcxUlWTOlUK06xYiQSrTjJCpROtOoEK6RZMRLJ1kyaFRBItWbSrIBEqlUxiG+pVmesLizFvNSqlGTNS61KSda81KqEZNWlVYE6wQqUEq2mBKukaDUlWKUkqy65AuolK1BKtuokCygrWlWCFSglWnWCFagSrZgS0lUpWTGFhKtSsmJKCdecsx1NuFphdWEJhlILlhAsv2vHIARLAxcPbVNREe467lVUhE2ClYOG+nDH7adV1Ic3/8DXROvDXEpUiRv7djd/wrbVIlWi2znne7UacaEwySJCi2BpIGfmiluwmuatYualWFrY9yDvQVeDXAH9BSugQbQA/jmtphRLE4++eP5lu0rMbc0VLUDXzJYwJlr9sbqwB13Eirou7CJW1ElW20F2LsFqk1p1kSvq2rBLekVdG3aRK47KsI1czasLUzjqw6aqsA7qCrGLYFHXh/NqwirmVYcxXDXi3OowhbhKnFsZVkFdI3bYHNUqxFqsLqTGBGuyBuEzBUNiNYRaUBsa0qumMwep0HIGoob6cGiEdEv8zETidGtuZVgFdbLVYZ9ES7baY0lWS/rUghSS1acSpBKsPmJFlWL1kao+FSFFmtVn/ooqyeojWBRJVh+xaptkpVAkW12SrABVotWnKqRItLqkWIE2aVYKVbrVOs2KIUq2OiVaAYpkq8elfizVmsGSrL68YtcbxeeupGeucobZm+grWBSplfQMlpYBd0m4k6t5SKdaGhIt6WH4nBmtOqjSraz5rDoKDck3IjyzdeeBH7NkKwOTrAyk5QrQIViSUNSBFIIluUkp0H8AftkFKzB00ZIeeO+TYgX6iFZg0WrE1thwvHqsLmyAUq66VIWUYtWlKqQWq7ZJFuWcFXWC1bY2pE6w2taGlHLVpS6klKu+dWFKl/qwT12Y0rY+pBasttUhhWDF9KkOU9pWib0qwyo61Ii9KsOULhVij8owZYkrRKsL2yKdXkkmV31rwSraCNaiDbJrqAgl0ZJe1SGdakkjXR1S0rZG7FUZViFdIyqoEI1ZTLIqkBQs6WsMctSCbQWLGuk5LGmoK8Ijn6590bYF7YIVaCNalCkWoGNGSxKK2jBFVLQAedESlC0TrVmsLozgkqucqpBTrHKqQq6ZqxzB4kytOAVrXmXInWDNqww556/mVYacckVdF6bMqw+pJStmXnXIPYs1rzqkrgpjKGvDlJwakbw6DGRUiKSVYUpOhUhYGcYsUX1odWET0mcOSidXkkPtQ64Fm4bgpStCyQH3oaRXdUjWh9KpVlN1yClY3IgOyC9xhWhnIJpkibKI1WAuJeaulrUmlD6D0OiHtGhJwVEbxohvaiotWgrORFxGlrYuLJlcpXVhSbFKq8KSYpVWhSVTq5KCldaGpVKsqrqwpGDFlWHJ9Iq7LkyJ60POqjClqjostXVDWhuWTLE4a8OUtEZkqwyrSGpE1sowJa0QmerCKha0QrS6MGZZqkFJwUoZci3YhpI1YbpnliVYi0WaaJXcG2uRzjhsQlOy1elSO12xwfhiLFWSJSVXKwcPiNSC7sA+MbG6cuQqEbGSqgh3P3ZZZA4rpFkSgnXiDv7rDlZROskK3Pbae4smWYGQaElsQPrQB54pNotVMtEKrJ6+WDbNirmyVjbNCqysFE2yYhYo1bIka1nSq5nHFRKsc88+sDTJVUBq0H3fg+uWYC04O24/LbbD+7IkWoG1Aztx+aarZR5cambLUi1WlkKyXrn7R0Ue1zmH0W6GPVhy2L5ckgMA54/IJBwH735Q5HEBYN9fnRB77Of+5imRx73hrpMij/vQrz5H5HEB4Av33iT22N/zQ38h8rgnb+MdhFcJxUWfu7B9GzDK3/+OEqm/z6VY6Low/ONlfo9kODf+ZXW7BA4SsVwdan8pn65cOrp3+vaVPWUPFLFcbT9X9t86Fqyn/ubNRR87FqwnXnxtscc99JdPTt8+e6zc7xgA7P3yptg98srDRR97z8Obr/jPvuFMscc9+9jmc+v253292OMCwC1XPTF9+4//r/+q6GNvO7v59uF7ylaHK2c224eV0+eKPa4/H32fEgnT2mQYf6PscdRfHv+87zr/O0Ufl5Dlqwsl0ysRtm9TIVilkUqvgOVNsKSIBQuQS7QkWcZEC5BNtdYP7Cn2WG539H2urMglW5ZqkbGwkhUolWI552QFSwgTrPJIClacYgHA3vuWY0+nOMUCgL2/2/6C61SYaJWnpGhtQVK0CsmW216/sfPQWai6MLVgbsGaJ1XsdWGTXDEnWU1yxV0XNskVd104T664K8M6wSpRF6aCFcNdG6YpVgx3bZgKVkyJ2jCuC2O4q8O4KqyCuz6M68IU7vowrgu33MZcH85UhincFeLanEsAMdeIoTYMDKg+XL66kBux1ArYWg2mCAoWN5LplTRNCdahTz7O+thNgrXMcCdadYIFyCZa0ixyqjVTGaZIVoiAWI04ZBZGskqmWDmCxZZiCZ81uMyCtawVoTRNKRawnLNZgWWtDoHFFq25cInWasY2EoyildaGizCjNfi6sO4fgVqy2iZX5JLVRq4Ykqw2ckVdF7aVK+rKsI1ccdSFbQSLujZsk2BxVIbzBCuGozZsqgpTqKvDphQrhaM6nFcXxlBXh01VYRXU9WFTXbjlcxnqw8bKMIW6QpxXGaYQV4hpZRhQXh1aXdiHQQkWMZeO7rX0ShBNQ+7zWLQh+DaCBSzvMDxgqdZCDcbnpFkxViE2MtgkqylGpEix+sxckUlWV7kiSrK6yhVFktVHriiSrD5yRZVmdRUsijSrzwwWRaLVJsFKoUi02gpWDEWi1SbFiqFKtNqkWCkUqVbbJCuGItVqk2TNfB1RqtUqyYqhSrXaplkxBMlWXZoFqE20FivJ4u5pRYfagfmD7cwse3qlgSElWNT0ESxAfkZrmRMtDSx9qiU5GA+wJ1tDm9ManGQthWAZvbi8p9+/Yd+KcP+fPdTr6/sKFveZhgYvXVOsQF/R6pNiAf2rwz4pljHBREsNg6oLc36wXapCSrHqVBVSi1WHupAyuepaF1ImWF0qQ8r5qy6VIXV61aU2pEyxutSGfVOsmC61YZ+aMKVLbdhXsFK61Id9JSumS3VIKVldq8OudWHlfXWoEDvXhXV0qRH7VIYpHSrEpsowoKg6HH5dOCRzHRqS1WBAuiJc5gH3wNBrwpRlrg0D0vXhMg/EB8S3e1hghuAFg5Asrh+k6KVwAPHZK0BesM4fWTHBWlDBGtrZhpQpVsBES4doScuWuGhJz2oxXqJHu2iprwvb/ABzvhduqcqqC7nFKqMu5JSr3LqQU65y6kJuucqpDLkFK6cy5EywcitD6hQrJrc25JCsQE51SF0VpuRUh5RVYRU59SHnTFZufUhZF26574z6kLwuTMmpDynrwioyKsScyjAgXB0Osy6kNlTxoXZAPLkC+NOrbeean8Al0qt5w+/S6RWwuAlWTE6axSlYQF5tyClYgCVagXmpFvfQe06qxSlYgIJUC5AfjAfIky2tiZZayTLB4kG6Hlwm+p5lSEHTmYalZrCaRItbsAJNosUtWIEm0eJOsXLgTrGMTUy0JiyBaKmsC7v+oKq+l9JyVVkXlparirqwtFxVVYYSs1dpbSiRYKW1oUSCldaGpYfcq2rDUoIVU1UdlpKsQFodSghWWh1KCFZaHUps3VBVH3InWVser6I+ZK8LU6rqQ+66MKWiPmxTF8YIVIfDqQupTFR8qD2wpOlVWhlKD7cDVhEGJM4i1DoEX1qwAKsOA9ID8cDWsw9LCxZgqdYUwuF4TYmWqiSr7w/Gey8uVm7XLhVihUMHxKvBK3vkzxzcfs6Ly1VIsqQF64kXXyu+TcPZYwdEEqyUR155WESwYs6+4Yx4TRgSLemq8E/+He0Fprtw+J4LIpIVs3L6XPkUq4r19fJJVsqG75xkBQomWvqTLArzlBYsADoECzpmr6QFC9CRXu3/s4fEBQsADn3kK9JLUJNoSQsWADzjrfJbm3/h3pvEBUsL0ts8AEpSLUBPstUTDYmWGsnqi1/fkF4CNi5fkV4C1m++Fus3979AcF9OvGAHLu+Tl15/9X7pJbS/qj0Hp+X/oAOAf/Bh6SUAAA58Rselh57/jm9KLwEf+vi3Sy8B54/KX1Tk4Fcu4/IRedFyq6twCo4Z/uIl6SUsBOJ1YR/TTMXKrcg4YyxXK0cOiawhFau1vdtF1nHiBTtm3t9+Rubgec2fb9Zi7smnRNaQypXfKfNvskWwrrm6+BJSuXI331B8DdPHvjhbQZz+9vIvSg588pGZ97/0C9cXXwMArJybPWa++qWfEVnHXR++Y/r27kdlXpwd/Mrs78X2EzK13crx2TrdC9V2/qnNEzTczh0Nn8m4BkLRY64O9deFbdGQXAFb06v1Ezqi99Wz5WcLUsGSIhYsQCjNqnglmv5xL4KSBCvFP/TI/E9iQOTfIAOJRCsVLEAm1YoFC9CRagEQSbVSwZIiFizAUq0+iEpW560aFAjWxuUrKupBYGuKJYFWwTIqOK7jZ1RatLQIVppiGVtZZtFK0VAdAmPRGrJsSc1nidWFXb7heXJVoi7MEatSleE8uSpRGebIVanKcJ5gFakNMw6IxWrDeSlWgdowZwarRHWYI1glasN5glWqNqxKsVJKVIdpipVSqjpMq8IqStSH85KsUtVhmmRVUaJC5JA6ptpQV13YVrD8+oaK9EoLWobbNWEJVoLSmtBoRsMgvCa0JFpa0DIUP2RKJ1rFk6xWF3xuKVZcSVaXWpArzWojV1xJVpdqkCvNaitXbGlWhwMfS6LVVq6Y0qwuZxFyJFpdKkKuRKttTciRauUkWClcida8FCuFK9XKSbFSuFKtNjNZXKlWToqVwpVqcdaTxImWriQrB0uuZumSXkkMv9fBsZ2DmvRqyK8sGeaztGzT0BWO7R2GPIelYYsHgCfV6iJYXLQderdUaxgUlazcFEuLYGkabtfC0AfcVeybxUXXinBBB+GHPui+yNVh2xQroKU+1DAQr4khDsWXqg2L1YU53xCFXFFUhlRi1bcypJq7oqgNKeSKojKkSq9614ZEryDJKsO+M1hEtSFFikVRG1IIFlVt2DfFoqoNu1SFVfStD7sKVgpFfUiRZFFUh1RbN/StELtUhVVQ1IelpI2oNtRfF2pKr4xZhp5eaYYkbaEYcidIs4ZeE6ZQ1IYUNSFFokUlWJqwVEsvQ0u1OCnyzGtKsTSdOahJsCjPHuwzm0UpWBous0OCpjkIyrMIe4gWpWD1rQ0pa8I+okU5h6WpOtQyo9UXynmsPqJFuQGpphmtoYgWd23IXhfWfQOcYtW2MuSSqy51IdfWDG0rQ870qm1tyJVgdaoMmQ5inWpDrm0aWlaHnAlWm+qQcwarbXXINejepTrkSrG61IZUVWFK2+qQc+C9bX3Itct7l+qQqi5MaVsfSghaz9pQV12oJbkCFje96oOWehDgrQhbD8ErepWoZR+sRasI67ALSm+lbaLFJViAnuoQ0FMfWqqlA1bJqkqxlkmwcq9jaJuLVlNiBitbtJgPWK1SGG7BUnK24VDh3q6hjWhxz2LlihanYAU0iZYW2mzzwJViTe9fuWhx1YZsdWG64NJy1VQZlk6vmmrDknLVVBmWTq+aKsPSA5bhipcAACAASURBVO5za8OCrwgba8PS6VVDbVg6wWqqDUtv1dBUHZbeD6upPiw57D6vOiwhWTFN9WHpvbGa6sOSF4Ruqg+5BSulqT6UlrGOtWHZulBasOrQtu9V6fRq0TcnZUFL5K6kHgRkKsK6YXiJvbC0VIeAnvpwKMPwQ958tC/a6kNpmaqDOtFiSbLCIiXlKk2yJOUqTbKkq8E40ZKev4oTLektGmYSLeED0kyiJS1YUaIlPYMVJ1rSm43GiZb0ju5xoiW9XUOcapVOsFLiREtasOJEq7RgpaSpVukkKyZNtTTIV4c0q2ySpWlbBsCG2+uQFqwYacGaQdErPnHBAqYzWtKCBWwmWtKCBWwmWtKCBehJtABdqZamOS0tA/GAvlRrkSGXrNJXuK4jSJ4GwQoD8CZY1ZhgbcVdvKxDsCZoECyNaKsOpVOsgIlWNRpFSzLFCgTR0iJclB5D+ox85Z43q0mw/Pq6CsECALdtFRune17GhZDHvkOPYI10/BOpY+PESfizeiQLeWMFZXj4MekVTNl47Lj0Eqb43TvxnN86Kb2MKR/+T7JVYcyuJ3X8XQIAp+i5tPHkaT1/sy9eQub4UhFeuefNJPdD/rLHbZNPAvz6uvQSpmj4eQQe/tt78fDf3gsAWFfgWTufGD+hTt5Bc928PkznsXpe+4uCjRN6/lACgH/66ckb8gdAt7ICAPAn5dPPIFgbT8ivJUaDaLn18YjKBtGlOftw6J7x7+3Fq+WPxTuOnwcAbBw5gI0jB4RXs4kG0QqCpUK0RnRqpCNbJsKvr6sWLPf5vxZaCaZypYGdT/ipYGlgyxYOgqKVCpZ0mjUVrOkH5P7dgmAFJEUrTbCkRcvv3jnzvqRoBcEKaBCtwMWrV1XIVkBStNaPJ8caBaIV8N7rkC0CyCSLKlrrija50pZgaaFOrqTSrE6X1mGiLsGSEq0tgiVIKlgBDYlWQEq0UsEKaEi0AlKiFVKsFBOtaqROWqsTKmnRovCawSdZ2tMrSeJ6sIrSlaGm9AqYI1iF06x5FWFp0WoUrMIHvjrBCpQWraY5rNKiVSdYgdKilaZYMZoSLaC8aIWqsAqrD+sZeqpFIlmp7WkSDW1IVoZVaJjNCpRMs7ISrEKipXYGq/GTyhz05glWoJRo5Qy6S1eHKaVEq0mwAiVFqy7FkqBJsCRIq0IjIpnH6ptm9d6MtGkB/grfH6mhp1f+Bc9hWMmYLvXgCuOZs20TrMOf5vsj1akeZNzWoa1gub281W/ritDx7tyfK1kA4A7zSnrbMwlHh3jXMy/FSvnrHz/MtJI8wUoZMW511lawdj7J97eqi2CNTpxmWMmYLoLVdJm6vrRNqRznMadh4P2uc+9p+sqym5Fyo0mwusKVaGmavwJ0VYSa5q+AbgkWZ23YaQaLMdFqI1gAb5rVZasGzkSrrWABuma0AF31oaYZLYBvTktbgtWlBhxadcgqWdS1oab5qzDcrqUanTd/NQ/q2rDPGYQn77iavDrsJVhra+TVYZ+KkEO0eg25Ex/03MpKa8GaLuXkk+Sy1WcvLA7R6iJYAWrRcuuuU4oVoBatQ/f4zjUhx5mHfWpCTXNaYSBey6wWy5wW4bYNM3fb54tLnlGoRa6M+WhKr4DFSLBSKEVL01mEiwilaPURrIAlWs1oS7UWFQpJKplqdfWdQdSF2gSLKr2iqgypKkJNQ/AAzSA8qWARpFmDHHLPuiOag13XBCuFKs2i2tF9EYfh+yRYHGgadAfoht2p0iyqqlBLmhXQXh92HnxvY3VdB+AXVa5Sug7Bc81fdR2C50qwug7CsyVYHQfhuQSr6zA8W4LVcTCVSrBm7rPjMDzX5XK6DsNTJFhVdB2G5xKsrsPwXILVdSCe62zCrgPxXLNYXQfiucSo81B8i6qwZgBedvC909l3SyJYXbEB92YWsSKso0t1qK0i5BAsQNdmpUC3RItLsACrDuehrTrUMqMV6JJqcSZPne6baRZreves974gcAtW29qQW7Da1obcgqXh2oYztKwNF7YirH2AlqdkMwlWoK1ocV/0eejV4bLVhG1Fi3tPrLaixX1Gobb6UBud6sKuA2DzakNt6RVQNsHKqQ1LJlg5tWHJBGtebVg8vcqoDUsKVk5tWDTByojuuQVr5rEyqkNuwYrJqQ45U6yUnOqwtGDNqw9LzmHlVIclNx3NqQ5LbtmQUx2Wnp+aWx92TLEqKsPF2ierBBLbM8xLtEpXhPMSLW0VYXHmJFqlE6x5tWHxinDOAbWkYAHzE62SggXMT7RKChYwP9HSlmCVZl6iVXpX93mJVuk9seZt8aB9QJ2LopLVJC0aUyxN2AxWc20oNoNVI1pLVxG2pLRgBRZhRouTOtGSEqymGS2JswltRmtYNIod8yxWoGhdOL2zqDbUJlcaBtzj2lCDXKW1oYYEK1SHKgbck9pQg2DF1aEKwYpieynBiomrw9IJVhVxdVg6waoirQ41pFihOtSwVUNaHWq4NmFcH2rY2T2uDzWkWDPVYU/BYq0LKTcgNcGqJtSGGgQLmK0NNQiWOqI0S4NgAZvVoQrBitAgWIDeREuDYAGziZYGwdJGnGhpECxgM9XSIFgaoRS9Nh4kMpOl6fI4AOBGDm6k60Dit+n4YxQ4e+yKKsG6cnCXjhQrsLYGf5nxircdUCVY3mPjwkXpVcyw/vWHVaRYAW3V4a3/zyVVgrWxHbj5wzqEBhiL1q6v6BIaf/mK9BKm+PUNbFy6hI1LHTdeZMB7j42LZY9DNviukI07nie9hBnO3zJ+4p74m3xXqu/C5W+5TnoJU/yGstOYC80b5LJxcXygXT+nQ/w2zo//WGsSY3/5Mja++qD0Mma45UN6xPjWP9AjWABw8FOPAQBGZ3Sta3Rgv/QS1OIFhK/VkZiiKgwHWy1oS7BiwbrhE/JP3iBYmtj/1QvSS5ghFiy3f5/gSiYoEyxjPrHsaRCtK9dtjipoEi0A2PN1Xc9/QIdouUdOTN/WIFp+bfNvh4YXM7FghRdZfcj1oVaD730ka1ByJTQ3UpdgPfKS3YVXMqZOsI78mczsWpNcbf/qYwVXMqYpvfJPnSm4kghlgtX0vF/Zc1XBlYxpOri67TLbjdf9ARp9yy1lFzIhFqyUB19dfmasKcE6d9OugivZJKRYKRv7ZI7VsWDFbJyWGamIBStF7HlWk2KNdnf/N4sG4GX3ydImWNrYuON5jRWhRKLVlGBpqw2B8tWhunoQUCdY8yhdHVK8eqWm6RW+hkQrpXSqpa0iBOoFC5BJtOoECxgnWhpSLWmaakLu40L2UblriqVRsOZWhIqG8iXIqQhLi5a2inAexWtDhYKl8bnfROlKI+fxSotWU4qlkdLVYZNgBTRUh5I0pViAwPMsYw6rq2jleFF2XdhFsrQdZFvPXzHXhl0G3Lmrw7YzWNzVYVu54q4NuyRY7NWhMsFq+7wvURu2PYhyVxpt/9BwV4dd5Iq7OmybYnFXhzmCFcNdHTYlWHVw14fzBCuF/XnWctC9S3U4qQzL14WDFyxg6RItjUPubdF0xmERlAlWF7hrQ201YZdX8hqrQ0401oRtWbZEq61gAToG4mM4jhUsR+iFEKwAk2hp3aahLZy1YdeKkEu0us5hsVWHCgWr63OfS7S6HjS1HfwBPtHqWhFyzWd1FSzO6rBtihXQJlpc81ldBGv6tUzPta7bNVCLFmldqE2uAKItGghrQyq5oqwNKRIsytqQav6KqjqkGnInrQ2VCRbVc5+yOqQ6WFJWGhR/UCirQ6oZLKrqkCrBoqwOuwpWDGV12KUmrIKyOuwjWQHS5xnRflg59aFYXagBsj2wFNaGVGccUlWEdsbhfMgSLWWCRQlVoqWtIgToXrFTJVrahtw1VoQUggXQJVpUgkUJhWABdM8PiQ1HmyBJshY2waqiY6rFVQ/2SbS4ZrC6plocZxD2SbO4tmnolWgpEyyu536fRItLsLq+0uaqQ/okWlyC1TXR4hKsrokWlVyl9Em0uASra6JFJVcpfRItLsFqSrTYk6ylEqyOcM5fdU20FmHIPYeuaRbnPlidEy1lgsVJ10RLY4LFRddEizPB0rY7vDa6JlqcCZa2fbS6vijhTLD6HFcW7qjNLlgKq8O2aBQszn2wtNWGQAfRUihY3C+w2ooWt2B1OfhzD9C3FS1tFSHAWxPaJXh44Eqxpvev8MSTrnSuC5c+wcqoDUueQZhbG5YUrJzasOQmoznVYemd3LOqQ2WCVfq5n1Mdlk6w5lUapf9I5FSHpQUrpzosOYeVUx1y1YRV5FaHJeewcqpDbsGKya0OS85hpdUhS1249IKlkJzasHSCpW0YfpCJljLBkmBeorVMFWEd8xKtZUuwulBSsIC8REvjoHtJcl6slB50b3u8WYgjuIhgzakNJfbBahKtZasI62gSLXXXI1QoWFIvsOpES0qwmg7+UlWHtg1Lm+azJARraNWhhGDNm88qmWJNH7PpuabsTMIqWtWFlmDVEFWHGjYZTatDDYIVV4carkOYVocaBGtLdahIsrQ89+PqUEuCFVca0rMkaW2oIcFKa0MNCVZcHZZOsKpIq0MNCVZcHUrIVUpaHWoQrNHu3XR1oZaDbIwKwVJInGhpECxAd3WoQbCApDpUJFiaCImWFsGKkRYsYDbN0iBYwGyipUGwYjQIFjCbaGkQLI3Ezy8NggXkHYcGeyRXJViT6lBDihW44RPn1QhWjIYUK6BxRguACdYcTLCa0VYbBjQJltbqUJNghepQQ4oV8JcvqxGsXAZ5NHfbVkkvddOXleuuxcqRw9j2kJ4nyPZ3PI7bjj0svYwZrnp8DWt7tkkvY8q2J8/DH2S6rmBXtAnWxsb4P0W4HTuklzDDxoUL8Iq2dhnt3wecfFJ6GTMc/pzH2ZvpLnXTl9V7v44Dd90nvYwZ/FNngA09v0e4chmjq3Zhhevaqx1wKytwq3SXcCtB9hF9tFPHgc1ti37AikRLE9vf8fj0bS2idcsHpFcwy7Yno1fVhw7ILSTCnz0nvYRZlMkVAIx2jed7tIkWABWiNYr+IG774kOCK9nk3PWb/1aaRAsA/Cm66/f1YWYeU5NoKcJFf++1iFbOtQ077ZMlNZ81I1gxQge3leuurb3tys1HCq5kk1iwYu6578bCKxnTJFer52Ri6BnBinnidNmFTFAnV0CtYG1clqsOgmDFSFYHdVLlBF/8jWpShyvfenPhlYyJBStm70Mydd3qvV+vvc0dlNn5vHavvJHQ79GV+up7nfIi9y2oe075NZlZ31iuFuYC0bWCBYgkWk2CBUCkOqwTLEBPohUjUR3WChagJtESpyHBGm2XqXurBAuQS7SaUiupRKtOsKSoEyxAJtFqEiwpGjcjlki0GgQLgEh12PSiRUui1UQnySpdHTYKVmDJq8MmwQqUFi3VFaESVKZYyqgTrIDG6rA08wRLS3UYs+zVYdbVHpa8OsxJhUuLVk5FGNP5sjoB7uowS7BiCryKnJdipXBXhzmCFcNdHXaRK+7qsLVgFagO1QlWyxmsEtXhPMGKKVEdtk2pSlSHbRKsErVhU4JVBXd12CXB4q4OswQrhrs6nJNgpZSoDds+d7irwzq5Wpi6MBvmg1pbwdLIslWHlmBl0GHInbs6bCNYAH+i1aUG5K4O21aEy5ZoDa4iHAjctaHkXCM1vSWLszpsnWIFlP0Dcc5ntU2xAhpFi4POgsU4n6VOsBTSVrACy1Qddp3B4hSttinWstFZsDhrw5YpFjddBYuzNmxbEcb0rgtjKKvDzoIVQ/gqkirBoqwOuwpWDGV1SDWDRVkdkqRYhNWhOsEi2qaBsjrsKlgxlNUhVRpF+eqcYsidsjqkkCvK2pAqwaKsDUkSLMrakEiuKKtDiucIZW2YI1eDrAtJBAsgS7Q0VoQUggXQJVrahtwBfTXhogoWJRSCBehMtKhkjeosQm3VobZBeIBuGJ6sIlQ4CE9VHVK9CNF2xiFpkhXok2iRCVZMz4Mbh2R1TbSo5CqlT6LFJVh9Ei0WweqRaC2LYPVJtKgEK6ZPosU1T9XnjwnHNg19Ei2OerBPosU1g9Un0WKbweqaajHUg33TLI4ZrD6JVpt6UCTJ6jqnxSJYQK9EiyvF0nQJHqB7osWZYHUdhmdLsDrOaakTLEa6DsNzCBbQPdHSsHt7Ctc+WF0TLa75q66JFueQe9dES92QO9P8VZ80i2vIvWui1Wf+qvL+SO8tvmMll+GZ0uEfUmNNyMkiDMNrqwhVoqwm5BKsgLbqsIvAadtolBuN1WFb1AkWM11ES9tZhNSCBTDVhTG51SFbilVFxkGupGDlVIdcNWEVudVhyTmsnOqwqGBlVIcqE6yCgpVTHXILVkxOdVgywcr9A1NSsHKqw5JnEOZUhyW3acitDYsKVk5tWPAMwpzqsKRc5daGXQWLrC6c3FFrchKtooIFzE21li3BSslJtEoPuktcgqcPyy5YgNwleLpSuiLMebzSCZa2Yfh5lN4HK6c2XLYEK2VeolU6vcqpDXsKVvN9d7rnljSJVnHBUsi2h040zmiVTLECTaJlZxJieNc5VFYRAmVTLEBfbQg0i5bGirD0Plgaa8Mm0RIRrKYzDq9cVrcPlgRNosVREc48dm5dCABdK8OYtD4Ul6zoIKchwUqrQwnBikmrQw2CFVeHKmawkupQXYqlQLDi6rC0XFURV4cahtzTV/fSgpXWhho2GY2rQw07uafVoXiCldaGwnKV1obS81dpbUghV1GSRXN2YdfKcOYBo1RLXLAA1bvDSwsWoHMYXl11GKVaJlhGF2LRkxYsYLY21CBYMRoEK0VcsIDZREtBehXXhtKCBcymWcSC1YjYZqQqBEspWrd30JBixahIsQIa60NFghXmszSkWMBmdaghxQr49XUVghWjSbC0VYehNlQhWDEKBEsrEhuVikjW6g1HsXIN3eVl+rJy7TVYufYa6WXMcP+bdKU1bscGHnqdnj/aGztWcOnoXullTHFnz8Nt3y69jFkUvHoMuO3bsbLnKullzOBWVzFSNKe1slfP7zMAjC6tY98Dil7IQJloHToAP6ptiWTYv0d6BVPcrl1Yve5arCoYw5niRnDbyh6nW0sWRWUY0CRaAIC8+TR2vvTPrwdAe13BPnzpweunb2sSLS24s5t/iEaHrhZcSYSbHPwViRagozYAQHpdUwqmgnWF7rprfVh/9uaxR5toqSBOrgmvb9iLsI7DSo5B2nB0mVIbDyqeZKV/hFauOSIqWyuHD81+wHtR2QqCFbjnvhtFZSsWrICkaI2ubGB0ZfPxLx3dqyrRAoRFy7lNwQoIio3bvn1LwicuWolgjXbsEE20tiRYV9ZEZSsWLI2cuvMYTt15TG4BVaMBkqJ1cP/WxxcULbdrF9yu2cRx5chhodVgLFeJYPmCz6+iktX0x0ddqqUMLalWQEK0YrlKkRKtOMWKUZNoBaTFJkFMtLQmWEqoEyyNaZaIaGmbvdSSommlIb0qJVpig+8a2JJixQgkWmmKlVJatKpSrJhlrw7rBCtQXLTSBCul9CaAc2bUiovWHMEqnWbNFazCada8BEujaBVlnmCVFp55j1c4zapKsGJE0yxBWu2TFdN2z6y2f3DWj/OeYdcoWCnz/ngRME+wYkpsqzBPsGJufh+/qzelWFXsePQs00rGzBOsmI0nnmRcyYQ2v6MF0pw2JwEUOcOvxWNsZFx+py+tEqwCZ2K3qQjP3Mq7eWNbDn7kPv4HaZNgdbyYdCvaCN1J/uNPk1ylrJ84ybgStJ69arvTQc08Fs0+WUsLc6LVRrAA/kSrjWAB/IlWW8Hipo1gActXHbY9y5I90WopcdyJ1lAqwjq0JVrstWHbipA70Wp7/8yJVhvBWkbKXFanwx8ZzhmtVilWQMmZhwGb0WpmqYbhuyStyzKjtQgzWIy1ofYhd3FsBquRLoLFWht2OIOQezarc10I5FWGFH9cKKvDToKVQlgftk2xqqCsD9umWFVQ1od9Uyzq2rBtipVCWh1S/B4SSgjFPmGk1SHBfVFWhyQJFmF12FewFro2pJArytqQQq4Ia0OK9Iq0NiTYniGnNmzYumHYdaG6Mw+JUi0KwQLoUi0KwaKEoiakTLT6ChawuNUh1UasZIkWkaxRVYdDrwirWLrasC1UqRPV/RDVhurqQcL9rzjotTrKjUnnQSFaJCmWMRerDpshES3KkzGUVYeLBqlgEVQbVhHOQVtFuKCQ1IYFBaur77CukPpVu/TGpTOELR6UzGr13bSUOsV66HXdL8OTbjhKQR/RcmfPk6RYMb2eGxxnu/YQLerLCbmVle6J1vo6+RxWnzSLJcHqIVrUgrXvgfOqEq1eG5UeOkAvWH1SqKpNRoUI2zOoSbEqNhjtC9dslu6crYYuoqUtxaKqClNsIL6ehUi0OLcT6SA2nNdrbC1ajEPuXUSLtSLs8AfBEqwGtKVXXHKl7JI7ndIs5fVgSq/B90DVAHyp2ZOcofiigpXxR5BLsFJyB+JLzWLlDMSX2q4hdyCeOsGqInsYvsB+bQCyZaXEBbFbDcIXOJMwdxC+2AxW5iB8CcEa5CB8KbnKHYIvlVxlDMGXTK2yhuALyVXVAHxGVcg7+J4uQN1wryJKCVYumobdS+6HlZNqlRAsQOHzJSNBKiFYQIs0q9BWDTmJ1iIOueegqTYElA3CK6n9pihLtDSR1oZ9Z8+HlbtVoGpOC1AzowXMn9MqLViaqkOgWbRKCVZgrmiVSrECDXJTSrCmjzdPtArvhdUkWsUFa05tWLoi1CZajZSuCJtES9H8FaDsDEKG+auSkK285JmGVdSJlsgslqKBeEDXnFadaEnt6q5pTqtWtEoLVkDRWYe1oqVos1GxBKtGtGwGqyHN0jSDpUyuJASrdjZLWK4ovGa4eliB9lRLsirUJlqaUq1UtEqnWDFbREtKsAKJ3JROsWYeOxUtQcFK0yzxijARLUnBUp1mcZxB2AdJwUoqQ0uveCD/LjTMlwTRUnFGobJEK8iWhlmsIFoark0YREtSsAIankMzTORGUrACU9FSkGAF0RIXrAQNCZYm0ZqmWRrkKkiV1YNbmKZZCuSKcjsH0u/mrnPvgd8pfyAGxqJ14XlHpZcxxns88Pdull7FlBceoLsMT1+evpbuMiF98avyT+7A6NDV8ilWhAbBCuRc/qIU3BeTbsWVNRWCFbjq0cvSS5jyzR99nvQSpmzcpOTvEgB/yw0qBAsANg4dUCFYADC65UayESjy7+gj972T+i47ceHYteP/KxCtB/7+LQCAXd/YJrqOmNe/8FPSS5hy9kY9f8A3Du6RXsKYtTWM9ilKSBTNZ2lClXwevhqrx89ILwMAsL5TjwhfOKLjDzcAbOzVs82F3zOWq41r5ZPzjUnK6I49U3glYyg9huW3z+/cribRAnSIVsBEqxoTrWo0iNZUJDSI1mic7rmd8gmSNsHSgglWNRoFSwMbGmrcCaNbbsToFto0mPU3UJNsaRMtKdl6w4s+OfP+61/4KTHZOvyx2d+NszduF5Gt7SeexvYTT898bOPgHhnZWlsb/xchJVpu+/atIiEpWqPZ+lRStDQL1urxMyKJ1vrO1S2CddWjl0VqwwtHRlsE65uvlvkbsLF39xbBkhIuv2eXCVYFHHI1vW+OO02jNk2ipU22SpIKliSpYGlFS6qlIdGaIiFao+r5NAnR0ixYUmhKr5qQEq0qSouWNrnSJFgx1CNPJJfVqePOY2/b+oAX+V/VhHmseey691HmlWzOYzVx4RlX2NfRRrB+73PfwbiSfMHa+3CZV8BpilXF6NQ5/oWs5Z3RsnEm75JAfcgWCe6z/Grkqgp/Me+SN10ZolytXbOPeSV5gvX00TI/u9x68PoP8R772wjUqMAZzTmCNXo88/JePcgVK3/f15hXslWugF6CxXtZnTqqFqwl1QL4K8QcwQJk60PNlKgOcwQLKJBoZQoWwJ9qaZIJYytt0ivu2jA3wSpRGWqav9JCm3qQewBeS3IFkAtW82Ox3Osclkm02qBFtJZlID5XsAJaqkNAUX2oYRi+AFrEU0s9CLSvCDlFS5NgaRlw11YPaoFr9qoO1rowUFUbThdAXB/mVoVVUNeHuUlWFdQVYtd5LOrqsM8sFmV92FawYsirwxYpVgp1ddhZJqhrwxY1YQp1bbgIgkVdG/aZwaKsDvvIFXVl2FWuqOvCPnJFXRn2kSvqyrBJrghSLJm6MND0DdgZiNVQplp9Bt4pU62hDLvPY1ETrV4yQZlo9RAsgHYYfhEEi5qhDLnPg3IIvk96RZl8WXq1lXlnDnLv7akmYzXR0ouW+lDTXlpk9EixAhSiRSITC1YdLpJgadmklBItFaGWelATmgRLmiJ1YaCpNozpWiH2qQqr6FMf9qkKq+haH1Jv29CnPqRMsvpUh32qwio614cEghXTpzokFYo+1WHPFCumT224SIIV07U2pE6v+lSGlHLVpzKklquutSF1etWnMqSWq66VYa5cEaZYsnVhIPcb0pRqWbI1y9BTLWrB0kTXREuLUFAKFqBjV/g+aKoIqek6BG/plU4073tVR6lLAOr4ja1Ai2hpocs2D4u++aiW+lDTjFZbWARr4LWhGulUgpYZLA7BGvLmpNp2b9eAhnowpWhdGMitDQO59SF1XVhFToVIXRWm5FaHJSQrpz4sMfCeUx+WSLGyqkPimrCKnOqwiEzkVIfECVYVOdWhFrkqkWDl1IYl5CqnNiyRXuXUhiXSq9zKkFuucirDEslVbl3YVq4YUiwddWGg7Teo6QxEDdjmpVvRkmppQc0+WkYrFrki7IKWelALll7N0uWag6VqwoDYb3CXb1SDbGma09IgW/MuMF1y24Ym0So1izX3wtIFUqxAk2gVS21WVprrwwIpFtA8n1V5IWwBSgpW09mGVRd65qJpNqukYDXVhlUXeC6NdLw4AwAAHNdJREFUJrnSMH/V9YLOpQULEJ7J6voNS4sWoE+2pBn6QPwyoUEoABQTrMDQB+GXCS0JlrRcAXr2vtIgV0D3uSsJwQIUD77PQ4NoAVv31eKex8pFYuhdq2hJnFFYmWYVTLECamvDwoIV0CpaEjVhVZolMeSeplnLLFgapA7Yeh1DDXIF6Bxsn4f4aSPBLtsOwwOzokV9eZ42BNGivixPG0KaRX05nrYE0aK+HE9bgmhRXoqnLUG0RqfOiQhWYLRv73QQXizFCpXh+rqYYAXczh3wFy+pSfQk57BWj5/B2jX7VJxBuMxyVYWGBEuDXPUVK6kEK6Djt5oADcmWhvpQw5wWMJYtDZfR0bAvloYtHtQkWkq2dzDB2sQEa8w3X31UhWBpmb9aBMHSgPxv9gQK2zz1XPkq4MKNcolFzEcfea70ErAh73pY2y9/sBqdOQ/skP+j7vZcJb0EYLuCXwpAhey5Qwell4CLtx6CX5FNFrUwukK6U1EnHnnZfuklAADOPFv+RdnFG/uvQTrFAhTUhTEfue+dnWrDmCBaB7/c/ZIafYlFa9fD5X/Ee/7GCQCbovWKG75cfA2BIFojwRYziNbqUxfkFgGMReuSTH3pNzbGb2zfBlwW+scIgrVj8mLoksBz1EWvK1dW+l0CqM8ygmB5DzgZybl46yGRx405efvO8RseDTsN8aJNrh5++QHc+Eeni69Bg1gBNHIF6BAsQFGSFaD6wZx67g5LtiZIpFof+fXvmnnfUq0JChItkTRJS4KVIpBoaUmwpJkKliCpYB1/cbdrO/ZBQ3qlQbAu3rh34QQLUJZkBSgSrYCmZEsi1QosY6q1/2sXt3ysdKo1OlOxg3MQrUKp1jTFipFMtAI7dpRNs5z8a8pKwSqYZtXJlV9xcOtlEp1auSqYZmlLr6TQIleUaBIsQGGSFaD+QVmqNUbDrNayUClYhakUrECpdKnpcXYUel42CVahNKsxwcq7vBkrNptVDhOsMYsuWIBiyQJMtLjgFq20KkzZ2MZfH1alWDFWHU7gFq2c++cWrZwEi1m0rCIcM7ciZHbN0RU/N8XirgxNsMYsg2ABSuvCmDbV4dG7HsOjr7yu8XNi0ZKqEK0+HLOxbXEH4rNTLMZh+MYUK2aRq0OtFWEVjLVhrmBx1YYa569KY3LVTqx2ffWJ7M/VKliA8iQrwPUDlB6Ov3DjmniyJV0flki15iGeai1qoqV12L0OhjTLEix5wcpJr7iRFqwzz94rKliUQ+0pmgULGIhkAfp/kENGWrQAE62FFa02UNeGwimWCZYOwZJGWrAWmSF4gfN5A5fyv6kTcqrDeZVhExQV4gOv7f6KmKJCDPtkdaVvhThvJmseFBXivJmsJijqw15D7wT1YXZVWEXf6rCvrFHUhn0Fq+f+Wb0Ei6Ay7CNXFHVhL7kiaEz7ytU1n9x6Xcc29BUrin2y+iRX++59qvfj90mucqpCZYJV+1s7mCQrwP2DlR6Ol64PF4E+ggX0T7V6n1XYM9XqJViGPD3PNOybXvU9y7B3eqXmJf1wGdLsVReUCVYjg5MsYDlES1K2PvrIc0UrROnqUAWS9eHQa8Mlrgml60ENSFaEj7xsv2g9KD17BZhgpag/u7CO8IOuqg9zzjKch52FOJYtqbMPpS/H0/XMQ9K9sTqceUiWYnU945BK0LpceodSrjpecodMsDqcaUgpWF3OMlz2+StpuZKEUqzqqsKhyVVgkElWadomW7e+n/Z6aJZqybHUA/FthUk6AaOm5dmGy5xgLbNgaUivKGk7j8WdXA2dwSZZgaZEixLpZEtDqgXI7KvVJtXqO49VhfgFpjMTLZZZrCBO81ItLsHK3T+LqyLMSLTY5CozzZIULDa5yrzEjrRcSSK9JUMphppgBRYmyUr/IY7e9RjbY+UkW9RpVkB6MN5SLSE0bPEgxbwZLQUbjkqxkIKViQkWPTkpFqdgpVXh0AULWCDJKo3mTUzP/fkR1sdfZtESpUG02M8oXLQqkAj2irDhTEPpilCSRRaspu0bpAfbrRpsz+DrwpjYeu889jaSAfgmlrlCHEp9SE1TdVjkgtCMl+GZS90wfAkBq6sNS6RYNZXhos9g1Q2/SyZYiyxXTSyDWIUUaxHSq5iFT7I4a8MYyUv0SA/GSyGZai1tdZgK1bIkXMkQ/KILVh0mWOWREizOS+GktLlO4dBYWMmSsmFJ0Ypli7syjDHREmAZZ7TS2awlnMUywSpPScGKq0LJalCqFly0FAsY4GV1unDnsbex1oZ1HPzypV6X2OnDrodXe19epysbHzgs8rijKzxnF85j9akLZarCKi5dltvh/fIVmSTr0iUZwVpfl0uwnBMTLLfuZQTLycnVlT0E1/bpwI1/dFpMrPbd+5SIXO366hOLIFeLc1mdLkimWge+KDP2Jn0WogRSqdayJlpuz1VCDyx02LpGLkVaxgRLenNRCaQEa/vZDUuvmFgKyQKAz//az4g99gPf+5sij7u2LvPPO/qBk3A8O1ioZf3wPpkHXluH27Ykc1FLytqRfVg9K3Oyw9pumSReitPP3xBLsdZf1O+i1F157PuETqQBcPeHfk7ssUuxFHVhygt+6t1FH++zP/+/T9++9Q//UbHHPXj97J4nqytlayX//s3a0Bc+Vh+8r1xtuHJh84y7lZOFD5Rrmzbrr5Q93dJt30zR/OWCB+oul/vpw6ED0zfdetnn0NqRTXlf21s2tYwF66lbyiXyo7Wyf25OP3/z3/Sqr5c9UKVidfDfl0uHY7m66b1lG5cFlKvlrgtTliXVOvXN2YFNqWQLwNIkW0UTrbXZH6olWotFLFgAiqZZy5JgxYJVGi2CVZoFFKxGljLJSuFOtuIkK6ZUqpUmWoESyVacZs18vMAxvESaFadYMx8vkWitVZtriUQrTrG2PD53qlUiyYrSq5QSaVYqWNOPF0iz6gSrRJpVIsWqE6sSKVZdJVhKsOrkijvJWgKxqk2yFmoz0qERUq2SFWLM2vqoeIUYCMkWp2ydOrazaG2oBbdtW/Hq0KCjTrAWHW7BkkytALmZK0A2uVp2lrIuTPn8r/3M0lSIKWvrI6sRO1KXYgGCg/ATJKvDppRrEDSkWNxIC1ZTTbj/weGesSxdCy6rYN39oZ9bhhSrEasLK+CoD+sqwxSuVKuuMkzhSLbqKsPKz2VItjjSrCbB2vK5HNVhTVVYBUeqlStSLNUhV12YKVccdWEbueKoDNvMYHHUhhwpVhux4qgKc8WKqyrMlSuOqnAJxcoG39sgnWpJJ1vUuNeezP9chmTr1DG5nao1QJ1qtUmqBpNqtUiv/Artc0Q6vZJmmQWLg8e+77J4emVsYpJVg6RoAYtXIbYVrSHXiCnS1aE06kVLsB7UwCKdSXj6+RuigrXM1SBgglWF1YUZUNWHuZVhFRQ1Ym5lWAVFjdimNtzytQTHQqrasE1VuOVrKarDFlVhCkV12EeaSOpDqrqwh1xRVIZ9EiyKyrCPXFFVhhQpVp95KwrJ6iNVFFVhH7GiqgpNrqwu7IV0qgXIJluA7B5bAE2yRVEb9hEsEnoIFiC/l5aaVEs4vepbEUrtAB+gGIKXFiwKJFMrQD65Akyw5mFJVkv6pFp9kqxAn0SrT5IV0yfV6pNmzdxPjxegfRItCsnqlWb1lKxAn0SLQpR6JVp9kywCweqTZFHNYPVJsygqwj5pVh/BohKrPikWlVz1SbIoBKtPkmVyNUNtkmWS1ZEuskUhWTFdhItKtAJdhItKtIDustVFtKhTrE6yRSRZQHfRokyjOslWV8kiTK+6ShblkHsXyaKev+oiWl0FizK16iJY1KlVF8GiTq66SJbJVSVWF1LTpUL8tl/+b0nX0KVCTC+10xcNNeKiDcqXQro6BMbCxl4hHjogXg8CdhZhF8Ig+6LVgiZYy4MlWUTkJlvUaVZMbrJFnWal5KRblGlW5f1nvlDNSbS457CyEy3CFCslN9XiFqKsZCs3yWIWq9w0i1OuctMs7jMIcxKt3ASLW6hyUizuWatcyeKcucqVLBOrLCzJ4saG4zfJSbfabOnQhdx0azB7aDEKFqAj1QIIJU5BcgXwp1fSA/C55AhWicRKg2DlYkPti4FJFiFaRGuebFFXhlXk7LXFLVrAMGrE9cP7VOyl5bZtUyFbvUVLgWCtHdmnoh5c270yiH2wStSB8wSr1B5X81Is6c1EAyZYNNgFoomJRYvj8jy5xKIldQFqYDbVkr4YdSCtEpsuJF1yy4b1w/uqq0PmFCtFwwWmg2i1GoxXIFdA+dmr1bOXK2vDknK1/8G12sqwKsWSnrEKWGo1i4kVPTaTVYBYtjhnspqoEi3u2aw6Utnins+qI5WtVLSk9sTaIlqFJSuQipbUHldbRKtqJktIsNK5LKn0KpUsqfQqFa1UsKTkKk2xpOSqKsWSEqx4Jsvkqjc2kyXJUGrEUkifkRhomtuS3HRUQ3UI6JrTqhU8JWcOAnrOHpSsB+s2KdVwhmBAU3qlIcEyweLFkqzCvOCn3i2WZqX8l5/+YeklTFld2RBLtFIOfOWi/M7uE1YeOyW9BADjVEvLbu1+hw75A8ZJlha5unjtLuklABinWWeeo2MY8qqvr6iRKgC4dFHH7+5N7101uaLFNiPVxsZjz5ZeAgDgjQ++FF86ea30MgAAO953EGs7an9Xi3LoC2ellwAAcFfWMXpC/o+E3zkWLHdJXj61SJa/anxm6sYO+dFWLYIFAN94hY7n8E3HHsfxM3uklwEA+MXbP4hf+Ivvl14GAOCB1/+89BIWEasLtTG67n7pJUx5/uHHpZcwZfWS+XzAXdGRBsRoERxpgmAZOrnpmJ5j2i/e/kHpJUwxwSqPJVlKkEy23vjgS7d8TDLd2vG+gzPvS6ZbkolWlWRJpVohyYqRSrUkRa9KrqSSLE3pFSCbYKVSJZlgVUmVZIplYlUEqwuHgpRsVYkWICNbqWQFpGRLSrS0SxYgI1pSklWXXplkyQlWXWIlIVl1iZWUYJlcFaX2CSA/TGDMENeIGua24iqxlHBdet2pStFKq8RS0vXE7XuLilZTTbhxaHPIWsWs1kR4NMxqcaGpGtQkVoGSgpVTA5YULE1VIGBipRGTLMUE4dIgW8CmcJWQrTrRignSVUK2nrh9LwA9A/ElqUuxZj5nAWUrV65Gl9ZUDL+XRptcAeUEy+TKyMXqwoFQQrTqKsM6SsjWPNGKKSFb3JLVdti9RJqVI1kx3KJVoi5sm16VkCxtKVYJyWozwF5CsNrKVYmq0ARLBTaTtWhwSVdb0QpwCVcbyaqCS7y4ZKvrGYWcstVWsmI4hItLsvrUgpyStSxy1feMQC7J6ppacQmWSZVKbCZr0Rhdd7+aGhHgm93KqQ2bKFkp9qXPlg1hVotatvoIFjAWoiFUiH3nrjgqQ21yxQXFdgvUgqWtDgyYYA0PS7IWAGrZ6ppmpVDKVt9EK0ApW9RpFsW+WNokK0ApWtRJFtVg+zJIFmWKRbWXFaVgUckVdYplcqUeS7IWGW1nJAbSTU77SFffRCtQtdlpV/GiGoan3HSU8uxDKsECZsVIQ7LFccYgRZqlUayA/nLFtTloX8HSmlgBJlaLgiVZC0wf4aJKs6roI1tUiVYVfVKuPqLFubN7H9GilKyUPqLVN8ni3JKhj2QtomBx7rzeR7A45apPimViNVgsyVpGtM1tBfpsBUGVaFXRZ36r9F5auXDNavVFYssHTftdxWiVK6C7YHFf1qarYFlyZZTGkqwlo410caZZVbSRLs5Eq4o24tVGtkpfn7CNbHEmWVXkClebJKu0WLVJshZFrkpfJ7CNYJWWqjYplknVQmFbOBiz5MpWadEC8mSrtGQFcmUrR7SkLgCdI1qlBSuQI1q5kiWVXOWI1iIIltRFmHMkSyKxyhUsk6uFxOpCY5Z4WB7QPTAPbBWvS687BaC8bOUOzs8bipcSLEBvhQj0H5DXWgkGhipXUkIVUydXmitAwKRq2bEky5ihSrYk0qw6UtmSSrTqqBKuVLQkBauKVLakUqw6UtmqSrK0yVWaZmmWK6BasDSIVUwqWZrkqirFMrlaKizJMvLQdr3ElHRonnMQvgtx0hWES+tQfGDj0D6VqVagaUhem1xVMSTB0iZWgViwNMlVFSZXRowlWUYWr//kj0svYS5f/fXnSi9hLgfueUp6CXNxT1+UXkIjQxCr8zftlV7CXNxbj0svYS4/cfPd0kuYy+uf/SnpJRjyWJJl9OP3Xvxb07e1CteOU5s13KWDK4Irqef0bftVi5YfjeD37gYAjM6eF17N8Ag14c7HL6hOsDQL1qkPX7/5zk/IraMJEysjF0uyjM5olK2H/+VszalVtrSKlh+NZt7XKFpak6yhzGFpFKwZsZrw9p/4fYGVNGNyZdRgWzgY/GiSrlS2UjTJlxbhSgUrRYtwaZKseds1aBEtTWJVJVQxmuTKpMrIxCTLKIsG4ZonWgFp4dIgWfMEK0ZatjRI1tA2HZWWrHliFdAgWCZWRgdMsgx5JMQrV7RSpMRLSrjaSFaMhHBp3mS0CinJkhKrXKGKkZIrEyqDCJMsQw+lZauraAVKC5eEaHWVrEBJ2dJ8qZwqJCSrtGB1EauY0pJlcmUQY5Jl6KSUcPUVrZhS0lVKtvoKVqCUaJWUrL6CFSglWqXkqq9UxZQSLBMrgxGTLGM4cIkXpWhVwSVfXLJFJVd1cEkXp2RRSVUdXLLFJVeUMlUFl2CZUBmFMckyhgmHcHHLFsAjXNSyxS1ZAWrZ4pAsbrkKUEsWh1xxixXAI1cmVoYgJlnG8KEUrhKiFUMlXZSiVUqyAlSyRSlZpeQqQClZVIJVQqpiKAXLxMpQgkmWsbh0la/SolVHVwHrKlyl5aqJLuLVVbJKC1UTXWWrq1iVFqk6ugqWyZShHJMsYzloK1xaRCumrXS1lS1NkhVoI1ttJUuTXAXaSlZbudIiVTFtBcvEyhgQJlnGcpIjXRpFKyZHunJFS6NgxeTIVq5kaZSrmFzRyhEsjVIVkyNYJlXGgDHJMoyYKvnSLltNpCKWSpd2uWoiFa8qydIuVE2kspVKlXaBaqJKrkymjAWkVrKGe2QyjB783ot/a+Z9DZcB6sOOU+sz75++bb+Ky/VQsLF39/TtWLiGLFZ1uLceH7RUVWFSZSwzlmQZRgYv+Tv/WnoJJOx8TMdFnvvgtw03lYt57Dv3Si+BhC+862ekl2AY0lhdaBiUDF26hixbQ5esocuVSZVhbMEkyzA4Gap0DVG2hipZQ5UrkyrDmItJlmFoYAgypl28hiBZQxAqkyfDIMMkyzC0olW8tMqWZsnSKlcmVIbBikmWYQwNTfKlSbi0SZYmsTKZMgwRTLIMY9GRkDIJ+ZKSLAmZMmkyjEFgkmUYy04JCSshXaUkq4RUmUQZxkJgkmUYRh7UMkYtXhySRS1UJk+GsVSYZBmGYRiGYTDQ+7I6tXdgGIZhGIZhbEXXaTqGYRiGYRgLgkmWYRiGYRgGAyZZhmEYhmEYDJhkGYZhGIZhMGCSZRiGYRiGwYBJlmEYhmEYBgMmWYZhGIZhGAyYZBmGYRiGYTBgkmUYhmEYhsGASZZhGIZhGAYDJlmGYRiGYRgMmGQZhmEYhmEwYJJlGIZhGIbBgEmWYRiGYRgGAyZZhmEYhmEYDJhkGYZhGIZhMGCSZRiGYRiGwYBJlmEYhmEYBgOr0gswloPD7jp/GZfH7zgHF27Y+gbg4rerbk/eTz8vuanyY433AfjK+9n6eVX37ys/p+5rATg3/prGz0nuP/NzZz6/zZrQ8H1k3M/cNc577DaPW3ubb/nvkHxt9PHKu3Hhf37rTcl9zbw7c3++4vM37zP9NZ35+PR2H92efN70a9Ov2/q4s/e9uWa35f79lvuZuS36ucTfVt39x49Rd/8z32/VfTggHFXSzx2/Hd+2efz5zF9dust7fycMgwmTLKMIl3EZLxq9HG7kADea/h+jcER2cKPR+Kg//b+Dc5OwdeTGH4tvd5tfu3n7aPZzk9u9c+P8Nrk9/fj0/fh2N3k7fB4mMjC5LXzN9HOj28f/H38f07crbp95H5OPjSpum/n6rf8f3+ZmP7bldjTfjq0fj2/Pue/Kjzfd7+SPbeXXp7fPrMFvfg6iz01vD/90M58/fnsqE+Ftt/m5zkXy4DY/303ej28fTd/3k189P73vEWY/Fv9/8/bx+zP/TWSj6uPjtzc2b48+tjJ9f/P2lcn7I+cnt8e3hY9vYITJ/ydfG75u8/8b068BMPs1GD/2+HPC129MH28lfP3k+1oJ9zu9zc/e9/T9sP7Jxyb/3CsOWIHDCMCKcxjBTd53k9sdRhiNP+7GbwHAytH7D8MwGLG60DAMwzAMgwGTLMMwDMMwDAZMsgzDMAzDMBgwyTIMwzAMw2DAJMswDMMwDIMBkyzDMAzDMAwGTLIMwzAMwzAYMMkyDMMwDMNgwCTLMAzDMAyDAZMswzAMwzAMBpz3W6+7ZRjUOOe+COCi9DoMwzAidnrvv1V6EcbiYtcuNEpx0Xt/h/QiDMMwAs65T0uvwVhsrC40DMMwDMNgwCTLMAzDMAyDAZMsoxS/Kb0AwzCMBDsuGazY4LthGIZhGAYDlmQZhmEYhmEwYJJlGIZhGIbBgEmW0Qnn3E7n3Kecc593zt3jnPsXk49f7Zz7I+fc/ZP/H5x8/A3Ouc9F/204516Y3OcfTvbTMgzDyMY5t+Kc+6xz7j9O3q87Dr3cOfcZ59wXJv//nsnHdzvnPuic+/LkePYr0X2/Ozpu/bVz7rTMd2kMEZvJMjrhnHMArvLen3PObQPwpwD+CYDXAHjSe/8rzrn/DsBB7/3bkq+9HcAfeO+fGX3sNQBeC+C/sM0BDcNog3PuZwHcAWCf9/7vOuf+NSqOQ865bwPwuPf+m865bwVwl/f+BufcbgAv8t5/zDm3HcB/AvDL3vsPJ4/zVgDf5r3/B2W/Q2OoWJJldMKPOTd5d9vkPw/g+wC8Z/Lx9wD4/oov/xEAvx/ecc7tAfCzAH6JbcGGYSwkzrkbAfwdAP8m+nDlcch7/1nv/TcnH78HwE7n3A7v/Xnv/ccmn3MZwF8CuLHi4WaOXYYxD5MsozOTiP5zAI4D+CPv/f8H4Frv/aMAMPn/NRVf+sOYPVD9SwDvAnCeecmGYSwevwrg5wBsRB/LOQ79IIDPeu8vxR90zh0A8N9gnGbFH78ZwK0A/phu6caiY5JldMZ7v+69fyHGr/i+YxK/N+KcexGA8977L07efyGAZ3nvP8C7WsMwFg3n3N8FcNx7/5mWX3cbgHcC+MfJx1cxfgH4a977ryVf9joA7/fer/dYsrFk2LULjd5470875z4O4E4AjzvnjnrvH3XOHcU45Yp5HWZTrL8B4Nudcw9i/Pt4jXPu4977l/Kv3DCMgfOdAL7XOfdqADsB7HPOvRcNx6FJvfgBAG/y3n81ub/fBHC/9/5XKx7rdQB+kuW7MBYWS7KMTjjnjkxidTjndgF4GYAvA/hDAG+efNqbAfxB9DUjAD8E4H3hY977/8N7f733/hYA3wXgr02wDMPIwXv/du/9jZPjx+sA/LH3/o2oOQ5NjlkfBPB27/1/ju/LOfdLAPYD+On0cZxzxwAcBPDnTN+KsaCYZBldOQrgY865vwLwFxjPZP1HAL8C4OXOufsBvHzyfuAlAB6uiOENwzAoqTsOvQXAswD882hbhmsm6dYvAHg+gL+cfPwfRvf3IwDe5+10fKMltoWDYRiGYRgGA5ZkGYZhGIZhMGCSZRiGYRiGwYBJlmEYhmEYBgMmWYZhGIZhGAyYZBmGYRiGYTBgkmUYhmEYhsGASZZhGIZhGAYD/z/UaEQcqYa8bAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.mollview(counts, nest=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To simplify life, Vaex includes [DataFrame.healpix_count](api.rst#vaex.dataframe.DataFrame.healpix_count) to take care of this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:58.039252Z",
     "start_time": "2020-04-15T18:56:57.647674Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = tgas.healpix_count(healpix_level=6)\n",
    "hp.mollview(counts, nest=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or even simpler, use [DataFrame.viz.healpix_heatmap](api.rst#vaex.viz.DataFrameAccessorViz.healpix_heatmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:58.297136Z",
     "start_time": "2020-04-15T18:56:58.040572Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tgas.viz.healpix_heatmap(\n",
    "    f=\"log1p\",\n",
    "    healpix_level=6,\n",
    "    figsize=(10,8),\n",
    "    healpix_output=\"ecliptic\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [xarray](http://xarray.pydata.org) suppport\n",
    "\n",
    "The `df.count` method can also return an [xarray](http://xarray.pydata.org) data array instead of a numpy array. This is easily done via the `array_type` keyword. Building on top of numpy, xarray adds dimension labels, coordinates and attributes, that makes working with multi-dimensional arrays more convenient. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:58.804751Z",
     "start_time": "2020-04-15T18:56:58.298223Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 64</li><li><span class='xr-has-index'>y</span>: 64</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-60e52cf5-fc3e-4126-a66f-96fb42431982' class='xr-array-in' type='checkbox' ><label for='section-60e52cf5-fc3e-4126-a66f-96fb42431982' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>6 3 7 9 10 13 6 13 17 7 12 15 7 14 ... 11 8 10 6 7 5 17 9 10 10 6 5 7</span></div><pre class='xr-array-data'>array([[ 6,  3,  7, ..., 15, 10, 11],\n",
       "       [10,  3,  7, ..., 10, 13, 11],\n",
       "       [ 5, 15,  5, ..., 12, 18, 12],\n",
       "       ...,\n",
       "       [ 7,  8, 10, ...,  6,  7,  7],\n",
       "       [12, 10, 17, ..., 11,  8,  2],\n",
       "       [ 7, 10, 13, ...,  6,  5,  7]])</pre></div></li><li class='xr-section-item'><input id='section-a4f73431-9a5d-40d3-bcdd-73643baa394d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a4f73431-9a5d-40d3-bcdd-73643baa394d' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.844 -9.531 ... 9.531 9.844</div><input id='attrs-913f1511-2a0a-48e3-b59a-d5a9cc758cdc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-913f1511-2a0a-48e3-b59a-d5a9cc758cdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dbc0dfa-3ba1-41e5-977d-47fb522c782e' class='xr-var-data-in' type='checkbox'><label for='data-3dbc0dfa-3ba1-41e5-977d-47fb522c782e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([-9.84375, -9.53125, -9.21875, -8.90625, -8.59375, -8.28125, -7.96875,\n",
       "       -7.65625, -7.34375, -7.03125, -6.71875, -6.40625, -6.09375, -5.78125,\n",
       "       -5.46875, -5.15625, -4.84375, -4.53125, -4.21875, -3.90625, -3.59375,\n",
       "       -3.28125, -2.96875, -2.65625, -2.34375, -2.03125, -1.71875, -1.40625,\n",
       "       -1.09375, -0.78125, -0.46875, -0.15625,  0.15625,  0.46875,  0.78125,\n",
       "        1.09375,  1.40625,  1.71875,  2.03125,  2.34375,  2.65625,  2.96875,\n",
       "        3.28125,  3.59375,  3.90625,  4.21875,  4.53125,  4.84375,  5.15625,\n",
       "        5.46875,  5.78125,  6.09375,  6.40625,  6.71875,  7.03125,  7.34375,\n",
       "        7.65625,  7.96875,  8.28125,  8.59375,  8.90625,  9.21875,  9.53125,\n",
       "        9.84375])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.844 -9.531 ... 9.531 9.844</div><input id='attrs-3fe829e8-69bf-4c9b-9537-64f4505c9bb5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fe829e8-69bf-4c9b-9537-64f4505c9bb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42a5e827-8276-4a25-bd6b-c92989638303' class='xr-var-data-in' type='checkbox'><label for='data-42a5e827-8276-4a25-bd6b-c92989638303' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([-9.84375, -9.53125, -9.21875, -8.90625, -8.59375, -8.28125, -7.96875,\n",
       "       -7.65625, -7.34375, -7.03125, -6.71875, -6.40625, -6.09375, -5.78125,\n",
       "       -5.46875, -5.15625, -4.84375, -4.53125, -4.21875, -3.90625, -3.59375,\n",
       "       -3.28125, -2.96875, -2.65625, -2.34375, -2.03125, -1.71875, -1.40625,\n",
       "       -1.09375, -0.78125, -0.46875, -0.15625,  0.15625,  0.46875,  0.78125,\n",
       "        1.09375,  1.40625,  1.71875,  2.03125,  2.34375,  2.65625,  2.96875,\n",
       "        3.28125,  3.59375,  3.90625,  4.21875,  4.53125,  4.84375,  5.15625,\n",
       "        5.46875,  5.78125,  6.09375,  6.40625,  6.71875,  7.03125,  7.34375,\n",
       "        7.65625,  7.96875,  8.28125,  8.59375,  8.90625,  9.21875,  9.53125,\n",
       "        9.84375])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-71af23c1-3c0c-42bf-b070-526f3bc74610' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-71af23c1-3c0c-42bf-b070-526f3bc74610' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (x: 64, y: 64)>\n",
       "array([[ 6,  3,  7, ..., 15, 10, 11],\n",
       "       [10,  3,  7, ..., 10, 13, 11],\n",
       "       [ 5, 15,  5, ..., 12, 18, 12],\n",
       "       ...,\n",
       "       [ 7,  8, 10, ...,  6,  7,  7],\n",
       "       [12, 10, 17, ..., 11,  8,  2],\n",
       "       [ 7, 10, 13, ...,  6,  5,  7]])\n",
       "Coordinates:\n",
       "  * x        (x) float64 -9.844 -9.531 -9.219 -8.906 ... 8.906 9.219 9.531 9.844\n",
       "  * y        (y) float64 -9.844 -9.531 -9.219 -8.906 ... 8.906 9.219 9.531 9.844"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xarr = df.count(binby=[df.x, df.y], limits=[-10, 10], shape=64, array_type='xarray')\n",
    "xarr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T13:34:25.071193Z",
     "start_time": "2020-04-15T13:34:24.727816Z"
    }
   },
   "source": [
    "In addition, xarray also has a plotting method that can be quite convenient. Since the xarray object has information about the labels of each dimension, the plot axis will be automatially labeled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:56:58.989125Z",
     "start_time": "2020-04-15T18:56:58.806381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xarr.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having xarray as output helps us to explore the contents of our data faster. In the following example we show how easy it is to plot the 2D distribution of the positions of the samples (x, y), per id group.\n",
    "\n",
    "Notice how xarray automatically adds the appropriate titles and axis labels to the figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:04.920827Z",
     "start_time": "2020-04-15T18:56:58.990698Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1584x1080 with 36 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.categorize('id', inplace=True)  # treat the id as a categorical column - automatically adjusts limits and shape\n",
    "xarr = df.count(binby=['x', 'y', 'id'], limits='95%', array_type='xarray')\n",
    "np.log1p(xarr).plot(col='id', col_wrap=7);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive widgets\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note:** The interactive widgets require a running Python kernel, if you are viewing this documentation online you can get a feeling for what the widgets can do, but computation will not be possible!\n",
    "\n",
    "</div>\n",
    "\n",
    "Using the `vaex-jupyter` package, we get access to interactive widgets (go see the [Vaex Jupyter tutorial](tutorial_jupyter.ipynb) for a more in depth tutorial)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:09.171846Z",
     "start_time": "2020-04-15T18:57:09.124140Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import vaex.jupyter\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "df = vaex.example()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest way to get a more interactive visualization (or even print out statistics) is to use the `vaex.jupyter.interactive_selection` decorator, which will execute the decorated function each time the selection is changed.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:11.646040Z",
     "start_time": "2020-04-15T18:57:11.387641Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "842936575e3f4d6fadd7a39ea3a60ca1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.select(df.x > 0)\n",
    "@vaex.jupyter.interactive_selection(df)\n",
    "def plot(*args, **kwargs):\n",
    "    print(\"Mean x for the selection is:\", df.mean(df.x, selection=True))\n",
    "    df.viz.heatmap(df.x, df.y, what=np.log(vaex.stat.count()+1), selection=[None, True], limits='99.7%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After changing the selection programmatically, the visualization will update, as well as the print output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:15.981977Z",
     "start_time": "2020-04-15T18:57:15.730129Z"
    }
   },
   "outputs": [],
   "source": [
    "df.select(df.x > df.y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, to get truly interactive visualization, we need to use widgets, such as the [bqplot](https://github.com/bloomberg/bqplot) library. Again, if we make a selection here, the above visualization will also update, so lets select a square region.\n",
    "\n",
    "See more interactive widgets in the [Vaex Jupyter tutorial](tutorial_jupyter.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joining\n",
    "\n",
    "Joining in Vaex is similar to Pandas, except the data will no be copied. Internally an index array is kept for each row on the left DataFrame, pointing to the right DataFrame, requiring about 8GB for a billion row $10^9$ dataset.\n",
    "Lets start with 2 small DataFrames, `df1` and `df2`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:27.091686Z",
     "start_time": "2020-04-15T18:57:27.084302Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>a  </th><th style=\"text-align: right;\">  x</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>a  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>b  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>c  </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  a      x\n",
       "  0  a      1\n",
       "  1  b      2\n",
       "  2  c      3"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.array(['a', 'b', 'c'])\n",
    "x = np.arange(1,4)\n",
    "df1 = vaex.from_arrays(a=a, x=x)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:27.730164Z",
     "start_time": "2020-04-15T18:57:27.723485Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>b  </th><th style=\"text-align: right;\">  y</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>a  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>b  </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>d  </td><td style=\"text-align: right;\">  9</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  b      y\n",
       "  0  a      1\n",
       "  1  b      4\n",
       "  2  d      9"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = np.array(['a', 'b', 'd'])\n",
    "y = x**2\n",
    "df2 = vaex.from_arrays(b=b, y=y)\n",
    "df2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default join, is a 'left' join, where all rows for the left DataFrame (`df1`) are kept, and matching rows of the right DataFrame (`df2`) are added. We see that for the columns b and y, some values are missing, as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:28.583281Z",
     "start_time": "2020-04-15T18:57:28.574794Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>a  </th><th style=\"text-align: right;\">  x</th><th>b  </th><th>y  </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>a  </td><td style=\"text-align: right;\">  1</td><td>a  </td><td>1  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>b  </td><td style=\"text-align: right;\">  2</td><td>b  </td><td>4  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>c  </td><td style=\"text-align: right;\">  3</td><td>-- </td><td>-- </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  a      x  b    y\n",
       "  0  a      1  a    1\n",
       "  1  b      2  b    4\n",
       "  2  c      3  --   --"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.join(df2, left_on='a', right_on='b')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A 'right' join, is basically the same, but now the roles of the left and right label swapped, so now we have some values from columns x and a missing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:29.191184Z",
     "start_time": "2020-04-15T18:57:29.182878Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>b  </th><th style=\"text-align: right;\">  y</th><th>a  </th><th>x  </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>a  </td><td style=\"text-align: right;\">  1</td><td>a  </td><td>1  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>b  </td><td style=\"text-align: right;\">  4</td><td>b  </td><td>2  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>d  </td><td style=\"text-align: right;\">  9</td><td>-- </td><td>-- </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  b      y  a    x\n",
       "  0  a      1  a    1\n",
       "  1  b      4  b    2\n",
       "  2  d      9  --   --"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.join(df2, left_on='a', right_on='b', how='right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also do 'inner' join, in which the output DataFrame has only the rows common between `df1` and `df2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:29.558155Z",
     "start_time": "2020-04-15T18:57:29.549878Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>a  </th><th style=\"text-align: right;\">  x</th><th>b  </th><th style=\"text-align: right;\">  y</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>a  </td><td style=\"text-align: right;\">  1</td><td>a  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>b  </td><td style=\"text-align: right;\">  2</td><td>b  </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  a      x  b      y\n",
       "  0  a      1  a      1\n",
       "  1  b      2  b      4"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.join(df2, left_on='a', right_on='b', how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Other joins (e.g. outer) are currently not supported. Feel free to [open an issue on GitHub](https://github.com/vaexio/vaex/issues) for this."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Group-by\n",
    "\n",
    "With Vaex one can also do fast group-by aggregations. The output is Vaex DataFrame. Let us see few examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:29.979292Z",
     "start_time": "2020-04-15T18:57:29.970125Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>animal    </th><th style=\"text-align: right;\">  age</th><th style=\"text-align: right;\">  cuteness</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>dog       </td><td style=\"text-align: right;\">    2</td><td style=\"text-align: right;\">         9</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>dog       </td><td style=\"text-align: right;\">    1</td><td style=\"text-align: right;\">        10</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>cat       </td><td style=\"text-align: right;\">    5</td><td style=\"text-align: right;\">         5</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td>guinea pig</td><td style=\"text-align: right;\">    1</td><td style=\"text-align: right;\">         8</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td>guinea pig</td><td style=\"text-align: right;\">    3</td><td style=\"text-align: right;\">         4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>5</i></td><td>dog       </td><td style=\"text-align: right;\">    7</td><td style=\"text-align: right;\">         8</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  animal        age    cuteness\n",
       "  0  dog             2           9\n",
       "  1  dog             1          10\n",
       "  2  cat             5           5\n",
       "  3  guinea pig      1           8\n",
       "  4  guinea pig      3           4\n",
       "  5  dog             7           8"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "animal = ['dog', 'dog', 'cat', 'guinea pig', 'guinea pig', 'dog']\n",
    "age = [2, 1, 5, 1, 3, 7]\n",
    "cuteness = [9, 10, 5, 8, 4, 8]\n",
    "df_pets = vaex.from_arrays(animal=animal, age=age, cuteness=cuteness)\n",
    "df_pets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The syntax for doing group-by operations is virtually identical to that of Pandas. Note that when multiple aggregations are passed to a single column or expression, the output colums are appropriately named."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:30.271075Z",
     "start_time": "2020-04-15T18:57:30.243960Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>animal    </th><th style=\"text-align: right;\">    age</th><th style=\"text-align: right;\">  cuteness_mean</th><th style=\"text-align: right;\">  cuteness_std</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>dog       </td><td style=\"text-align: right;\">3.33333</td><td style=\"text-align: right;\">              9</td><td style=\"text-align: right;\">      0.816497</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>cat       </td><td style=\"text-align: right;\">5      </td><td style=\"text-align: right;\">              5</td><td style=\"text-align: right;\">      0       </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>guinea pig</td><td style=\"text-align: right;\">2      </td><td style=\"text-align: right;\">              6</td><td style=\"text-align: right;\">      2       </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  animal          age    cuteness_mean    cuteness_std\n",
       "  0  dog         3.33333                9        0.816497\n",
       "  1  cat         5                      5        0\n",
       "  2  guinea pig  2                      6        2"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pets.groupby(by='animal').agg({'age': 'mean',\n",
    "                                  'cuteness': ['mean', 'std']})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vaex supports a number of aggregation functions:\n",
    "\n",
    "  * [vaex.agg.count](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.count): Number of elements in a group\n",
    "  * [vaex.agg.first](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.first): The first element in a group\n",
    "  * [vaex.agg.max](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.max): The largest value in a group\n",
    "  * [vaex.agg.min](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.min): The smallest value in a group\n",
    "  * [vaex.agg.sum](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.sum): The sum of a group\n",
    "  * [vaex.agg.mean](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.mean): The mean value of a group\n",
    "  * [vaex.agg.std](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.std): The standard deviation of a group\n",
    "  * [vaex.agg.var](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.var): The variance of a group\n",
    "  * [vaex.agg.nunique](https://vaex.readthedocs.io/en/latest/api.html#vaex.agg.nunique): Number of unique elements in a group\n",
    "\n",
    "In addition, we can specify the aggregation operations inside the groupby-method. Also we can name the resulting aggregate columns as we wish. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:30.546198Z",
     "start_time": "2020-04-15T18:57:30.528028Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>animal    </th><th style=\"text-align: right;\">  mean_age</th><th style=\"text-align: right;\">  cuteness_unique_values</th><th style=\"text-align: right;\">  cuteness_unique_min</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>dog       </td><td style=\"text-align: right;\">   3.33333</td><td style=\"text-align: right;\">                       3</td><td style=\"text-align: right;\">                    8</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>cat       </td><td style=\"text-align: right;\">   5      </td><td style=\"text-align: right;\">                       1</td><td style=\"text-align: right;\">                    5</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>guinea pig</td><td style=\"text-align: right;\">   2      </td><td style=\"text-align: right;\">                       2</td><td style=\"text-align: right;\">                    4</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  animal        mean_age    cuteness_unique_values    cuteness_unique_min\n",
       "  0  dog            3.33333                         3                      8\n",
       "  1  cat            5                               1                      5\n",
       "  2  guinea pig     2                               2                      4"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pets.groupby(by='animal', \n",
    "                agg={'mean_age': vaex.agg.mean('age'),\n",
    "                     'cuteness_unique_values': vaex.agg.nunique('cuteness'),\n",
    "                     'cuteness_unique_min': vaex.agg.min('cuteness')})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A powerful feature of the aggregation functions in Vaex is that they support selections. This gives us the flexibility to make selections while aggregating. For example, let's calculate the mean cuteness of the pets in this example DataFrame, but separated by age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:30.880176Z",
     "start_time": "2020-04-15T18:57:30.859704Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>animal    </th><th style=\"text-align: right;\">  mean_cuteness_old</th><th style=\"text-align: right;\">  mean_cuteness_young</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>dog       </td><td style=\"text-align: right;\">                  8</td><td style=\"text-align: right;\">                  9.5</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>cat       </td><td style=\"text-align: right;\">                  5</td><td style=\"text-align: right;\">                nan  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>guinea pig</td><td style=\"text-align: right;\">                nan</td><td style=\"text-align: right;\">                  6  </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  animal        mean_cuteness_old    mean_cuteness_young\n",
       "  0  dog                           8                    9.5\n",
       "  1  cat                           5                  nan\n",
       "  2  guinea pig                  nan                    6"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pets.groupby(by='animal', \n",
    "                agg={'mean_cuteness_old': vaex.agg.mean('cuteness', selection='age>=5'),\n",
    "                     'mean_cuteness_young': vaex.agg.mean('cuteness', selection='~(age>=5)')})\n",
    "                           "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that in the last example, the grouped DataFrame contains NaNs for the groups in which there are no samples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## String processing\n",
    "String processing is similar to Pandas, except all operations are performed lazily, multithreaded, and faster (in C++). Check the [API docs](api.rst#string-operations) for more examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:31.249744Z",
     "start_time": "2020-04-15T18:57:31.241735Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th>text       </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td>Something  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td>very pretty</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td>is coming  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td>our        </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td>way.       </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #  text\n",
       "  0  Something\n",
       "  1  very pretty\n",
       "  2  is coming\n",
       "  3  our\n",
       "  4  way."
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "text = ['Something', 'very pretty', 'is coming', 'our', 'way.']\n",
    "df = vaex.from_arrays(text=text)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:31.316820Z",
     "start_time": "2020-04-15T18:57:31.310893Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = str_upper(text)\n",
       "Length: 5 dtype: str (expression)\n",
       "---------------------------------\n",
       "0    SOMETHING\n",
       "1  VERY PRETTY\n",
       "2    IS COMING\n",
       "3          OUR\n",
       "4         WAY."
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.text.str.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:31.382732Z",
     "start_time": "2020-04-15T18:57:31.376450Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = str_replace(str_title(text), 'et', 'ET')\n",
       "Length: 5 dtype: str (expression)\n",
       "---------------------------------\n",
       "0    SomEThing\n",
       "1  Very PrETty\n",
       "2    Is Coming\n",
       "3          Our\n",
       "4         Way."
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.text.str.title().str.replace('et', 'ET')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:31.457494Z",
     "start_time": "2020-04-15T18:57:31.451171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = str_contains(text, 'e')\n",
       "Length: 5 dtype: bool (expression)\n",
       "----------------------------------\n",
       "0   True\n",
       "1   True\n",
       "2  False\n",
       "3  False\n",
       "4  False"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.text.str.contains('e')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:31.939436Z",
     "start_time": "2020-04-15T18:57:31.933906Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = str_count(text, 'e')\n",
       "Length: 5 dtype: int64 (expression)\n",
       "-----------------------------------\n",
       "0  1\n",
       "1  2\n",
       "2  0\n",
       "3  0\n",
       "4  0"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.text.str.count('e')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Propagation of uncertainties\n",
    "\n",
    "In science one often deals with measurement uncertainties (sometimes refererred to as measurement errors). When transformations are made with quantities that have uncertainties associated with them, the uncertainties on these transformed quantities can be calculated automatically by Vaex. Note that propagation of uncertainties requires derivatives and matrix multiplications of lengthy equations, which is not complex, but tedious. Vaex can automatically calculate all dependencies, derivatives and compute the full covariance matrix.\n",
    "\n",
    "As an example, let us use the TGAS astronomy dataset once again. Even though the TGAS dataset already contains galactic sky coordinates (l and b), let's add them again by performing a coordinate system rotation from RA. and Dec.\n",
    "We can apply a similar transformation and convert from the Sperical galactic to Cartesian coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:32.491945Z",
     "start_time": "2020-04-15T18:57:32.357136Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                    </th><th>astrometric_delta_q  </th><th>astrometric_excess_noise  </th><th>astrometric_excess_noise_sig  </th><th>astrometric_n_bad_obs_ac  </th><th>astrometric_n_bad_obs_al  </th><th>astrometric_n_good_obs_ac  </th><th>astrometric_n_good_obs_al  </th><th>astrometric_n_obs_ac  </th><th>astrometric_n_obs_al  </th><th>astrometric_primary_flag  </th><th>astrometric_priors_used  </th><th>astrometric_relegation_factor  </th><th>astrometric_weight_ac  </th><th>astrometric_weight_al  </th><th>b                  </th><th>dec                 </th><th>dec_error          </th><th>dec_parallax_corr   </th><th>dec_pmdec_corr      </th><th>dec_pmra_corr        </th><th>duplicated_source  </th><th>ecl_lat            </th><th>ecl_lon           </th><th>hip        </th><th>l                  </th><th>matched_observations  </th><th>parallax          </th><th>parallax_error     </th><th>parallax_pmdec_corr  </th><th>parallax_pmra_corr    </th><th>phot_g_mean_flux  </th><th>phot_g_mean_flux_error  </th><th>phot_g_mean_mag   </th><th>phot_g_n_obs  </th><th>phot_variable_flag  </th><th>pmdec              </th><th>pmdec_error        </th><th>pmra               </th><th>pmra_error         </th><th>pmra_pmdec_corr     </th><th>ra                </th><th>ra_dec_corr          </th><th>ra_error           </th><th>ra_parallax_corr   </th><th>ra_pmdec_corr         </th><th>ra_pmra_corr         </th><th>random_index  </th><th>ref_epoch  </th><th>scan_direction_mean_k1  </th><th>scan_direction_mean_k2  </th><th>scan_direction_mean_k3  </th><th>scan_direction_mean_k4  </th><th>scan_direction_strength_k1  </th><th>scan_direction_strength_k2  </th><th>scan_direction_strength_k3  </th><th>scan_direction_strength_k4  </th><th>solution_id        </th><th>source_id          </th><th>tycho2_id     </th><th>distance           </th><th>x                  </th><th>y                   </th><th>z                   </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>        </td><td>1.9190566539764404   </td><td>0.7171010000916003        </td><td>412.6059727233687             </td><td>1                         </td><td>0                         </td><td>78                         </td><td>79                         </td><td>79                    </td><td>79                    </td><td>84                        </td><td>3                        </td><td>2.9360971450805664             </td><td>1.2669624084082898e-05 </td><td>1.818157434463501      </td><td>-16.121042828114014</td><td>0.23539164875137225 </td><td>0.21880220693566088</td><td>-0.4073381721973419 </td><td>0.06065881997346878 </td><td>-0.09945132583379745 </td><td>70                 </td><td>-16.121052173353853</td><td>42.64182504417002 </td><td>13989      </td><td>42.641804308626725 </td><td>9                     </td><td>6.35295075173405  </td><td>0.3079103606852086 </td><td>-0.10195717215538025 </td><td>-0.0015767893055453897</td><td>10312332.172993332</td><td>10577.365273118843      </td><td>7.991377829505826 </td><td>77            </td><td>b'NOT_AVAILABLE'    </td><td>-7.641989988351149 </td><td>0.08740179334554747</td><td>43.75231341609215  </td><td>0.07054220642640081</td><td>0.21467718482017517 </td><td>45.03433035439128 </td><td>-0.41497212648391724 </td><td>0.30598928200282727</td><td>0.17996619641780853</td><td>-0.08575969189405441  </td><td>0.15920649468898773  </td><td>243619        </td><td>2015.0     </td><td>-113.76032257080078     </td><td>21.39291763305664       </td><td>-41.67839813232422      </td><td>26.201841354370117      </td><td>0.3823484778404236          </td><td>0.5382660627365112          </td><td>0.3923785090446472          </td><td>0.9163063168525696          </td><td>1635378410781933568</td><td>7627862074752      </td><td>b''           </td><td>0.15740717016058217</td><td>0.11123604040005637</td><td>0.10243667003803988 </td><td>-0.04370685490397632</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>        </td><td>nan                  </td><td>0.2534628812968044        </td><td>47.316290890180255            </td><td>2                         </td><td>0                         </td><td>55                         </td><td>57                         </td><td>57                    </td><td>57                    </td><td>84                        </td><td>5                        </td><td>2.6523141860961914             </td><td>3.1600175134371966e-05 </td><td>12.861557006835938     </td><td>-16.19302376369384 </td><td>0.2000676896877873  </td><td>1.1977893944215496 </td><td>0.8376259803771973  </td><td>-0.9756439924240112 </td><td>0.9725773334503174   </td><td>70                 </td><td>-16.19303311057312 </td><td>42.761180489478576</td><td>-2147483648</td><td>42.76115974936648  </td><td>8                     </td><td>3.90032893506844  </td><td>0.3234880030045522 </td><td>-0.8537789583206177  </td><td>0.8397389650344849    </td><td>949564.6488279914 </td><td>1140.173576223928       </td><td>10.580958718900256</td><td>62            </td><td>b'NOT_AVAILABLE'    </td><td>-55.10917285969142 </td><td>2.522928801165149  </td><td>10.03626300124532  </td><td>4.611413518289133  </td><td>-0.9963987469673157 </td><td>45.1650067708984  </td><td>-0.9959233403205872  </td><td>2.583882288511597  </td><td>-0.8609106540679932</td><td>0.9734798669815063    </td><td>-0.9724165201187134  </td><td>487238        </td><td>2015.0     </td><td>-156.432861328125       </td><td>22.76607322692871       </td><td>-36.23965835571289      </td><td>22.890602111816406      </td><td>0.7110026478767395          </td><td>0.9659702777862549          </td><td>0.6461148858070374          </td><td>0.8671600818634033          </td><td>1635378410781933568</td><td>9277129363072      </td><td>b'55-28-1'    </td><td>0.25638863199686845</td><td>0.1807701962996959 </td><td>0.16716755815017084 </td><td>-0.07150016957395491</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>        </td><td>nan                  </td><td>0.3989006354041912        </td><td>221.18496561724646            </td><td>4                         </td><td>1                         </td><td>57                         </td><td>60                         </td><td>61                    </td><td>61                    </td><td>84                        </td><td>5                        </td><td>3.9934017658233643             </td><td>2.5633918994572014e-05 </td><td>5.767529487609863      </td><td>-16.12335382439265 </td><td>0.24882543945301736 </td><td>0.1803264123376257 </td><td>-0.39189115166664124</td><td>-0.19325552880764008</td><td>0.08942046016454697  </td><td>70                 </td><td>-16.123363170402296</td><td>42.69750168007008 </td><td>-2147483648</td><td>42.69748094193635  </td><td>7                     </td><td>3.1553132200367373</td><td>0.2734838183180671 </td><td>-0.11855248361825943 </td><td>-0.0418587327003479   </td><td>817837.6000768564 </td><td>1827.3836759985832      </td><td>10.743102380434273</td><td>60            </td><td>b'NOT_AVAILABLE'    </td><td>-1.602867102186794 </td><td>1.0352589283446592 </td><td>2.9322836829569003 </td><td>1.908644426623371  </td><td>-0.9142706990242004 </td><td>45.08615483797584 </td><td>-0.1774432212114334  </td><td>0.2138361631952843 </td><td>0.30772241950035095</td><td>-0.1848166137933731   </td><td>0.04686680808663368  </td><td>1948952       </td><td>2015.0     </td><td>-117.00751495361328     </td><td>19.772153854370117      </td><td>-43.108219146728516     </td><td>26.7157039642334        </td><td>0.4825277626514435          </td><td>0.4287584722042084          </td><td>0.5241528153419495          </td><td>0.9030616879463196          </td><td>1635378410781933568</td><td>13297218905216     </td><td>b'55-1191-1'  </td><td>0.31692574722846595</td><td>0.22376103019475546</td><td>0.2064625216744117  </td><td>-0.08801225918215205</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>        </td><td>nan                  </td><td>0.4224923646481251        </td><td>179.98201436339852            </td><td>1                         </td><td>0                         </td><td>51                         </td><td>52                         </td><td>52                    </td><td>52                    </td><td>84                        </td><td>5                        </td><td>4.215157985687256              </td><td>2.8672602638835087e-05 </td><td>5.3608622550964355     </td><td>-16.118206879297034</td><td>0.24821079122833972 </td><td>0.20095844850181172</td><td>-0.33721715211868286</td><td>-0.22350119054317474</td><td>0.13181143999099731  </td><td>70                 </td><td>-16.11821622503516 </td><td>42.67779093546686 </td><td>-2147483648</td><td>42.67777019818556  </td><td>7                     </td><td>2.292366835156796 </td><td>0.2809724206784257 </td><td>-0.10920235514640808 </td><td>-0.049440864473581314 </td><td>602053.4754362862 </td><td>905.8772856344845       </td><td>11.075682394435745</td><td>61            </td><td>b'NOT_AVAILABLE'    </td><td>-18.414912114825732</td><td>1.1298513589995536 </td><td>3.661982345981763  </td><td>2.065051873379775  </td><td>-0.9261773228645325 </td><td>45.06654155758114 </td><td>-0.36570677161216736 </td><td>0.2760390513575931 </td><td>0.2028782218694687 </td><td>-0.058928851038217545 </td><td>-0.050908856093883514</td><td>102321        </td><td>2015.0     </td><td>-132.42112731933594     </td><td>22.56928253173828       </td><td>-38.95445251464844      </td><td>25.878559112548828      </td><td>0.4946548640727997          </td><td>0.6384561061859131          </td><td>0.5090736746788025          </td><td>0.8989177942276001          </td><td>1635378410781933568</td><td>13469017597184     </td><td>b'55-624-1'   </td><td>0.43623035574565916</td><td>0.30810014040531863</td><td>0.2840853806346911  </td><td>-0.12110624783986161</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>        </td><td>nan                  </td><td>0.3175001122010629        </td><td>119.74837853832186            </td><td>2                         </td><td>3                         </td><td>85                         </td><td>84                         </td><td>87                    </td><td>87                    </td><td>84                        </td><td>5                        </td><td>3.2356362342834473             </td><td>2.22787512029754e-05   </td><td>8.080779075622559      </td><td>-16.055471830750374</td><td>0.33504360351532875 </td><td>0.1701298562030361 </td><td>-0.43870800733566284</td><td>-0.27934885025024414</td><td>0.12179157137870789  </td><td>70                 </td><td>-16.0554811777948  </td><td>42.77336987816832 </td><td>-2147483648</td><td>42.77334913546197  </td><td>11                    </td><td>1.582076960273368 </td><td>0.2615394689640736 </td><td>-0.329196035861969   </td><td>0.10031197965145111   </td><td>1388122.242048847 </td><td>2826.428866453177       </td><td>10.168700781271088</td><td>96            </td><td>b'NOT_AVAILABLE'    </td><td>-2.379387386351838 </td><td>0.7106320061478508 </td><td>0.34080233369502516</td><td>1.2204755227890713 </td><td>-0.8336043357849121 </td><td>45.13603822322069 </td><td>-0.049052558839321136</td><td>0.17069695283376776</td><td>0.4714251756668091 </td><td>-0.1563923954963684   </td><td>-0.15207625925540924 </td><td>409284        </td><td>2015.0     </td><td>-106.85968017578125     </td><td>4.452099323272705       </td><td>-47.8953971862793       </td><td>26.755468368530273      </td><td>0.5206537842750549          </td><td>0.23930974304676056         </td><td>0.653376579284668           </td><td>0.8633849024772644          </td><td>1635378410781933568</td><td>15736760328576     </td><td>b'55-849-1'   </td><td>0.6320805024726543 </td><td>0.44587838095402044</td><td>0.41250283253756015 </td><td>-0.17481316927621393</td></tr>\n",
       "<tr><td>...                                  </td><td>...                  </td><td>...                       </td><td>...                           </td><td>...                       </td><td>...                       </td><td>...                        </td><td>...                        </td><td>...                   </td><td>...                   </td><td>...                       </td><td>...                      </td><td>...                            </td><td>...                    </td><td>...                    </td><td>...                </td><td>...                 </td><td>...                </td><td>...                 </td><td>...                 </td><td>...                  </td><td>...                </td><td>...                </td><td>...               </td><td>...        </td><td>...                </td><td>...                   </td><td>...               </td><td>...                </td><td>...                  </td><td>...                   </td><td>...               </td><td>...                     </td><td>...               </td><td>...           </td><td>...                 </td><td>...                </td><td>...                </td><td>...                </td><td>...                </td><td>...                 </td><td>...               </td><td>...                  </td><td>...                </td><td>...                </td><td>...                   </td><td>...                  </td><td>...           </td><td>...        </td><td>...                     </td><td>...                     </td><td>...                     </td><td>...                     </td><td>...                         </td><td>...                         </td><td>...                         </td><td>...                         </td><td>...                </td><td>...                </td><td>...           </td><td>...                </td><td>...                </td><td>...                 </td><td>...                 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2,057,045</i></td><td>25.898868560791016   </td><td>0.6508009723190962        </td><td>172.3136755413185             </td><td>0                         </td><td>0                         </td><td>54                         </td><td>54                         </td><td>54                    </td><td>54                    </td><td>84                        </td><td>3                        </td><td>6.386378765106201              </td><td>1.8042501324089244e-05 </td><td>2.2653496265411377     </td><td>16.006806970347426 </td><td>-0.42319686025158043</td><td>0.24974147639642075</td><td>0.00821441039443016 </td><td>0.2133195698261261  </td><td>-0.000805279181804508</td><td>70                 </td><td>16.006807041815204 </td><td>317.0782357688112 </td><td>103561     </td><td>-42.92178788756781 </td><td>8                     </td><td>5.0743069397419776</td><td>0.2840892420661878 </td><td>-0.0308084636926651  </td><td>-0.03397708386182785  </td><td>4114975.455725508 </td><td>3447.5776608146016      </td><td>8.988851940956916 </td><td>69            </td><td>b'NOT_AVAILABLE'    </td><td>-4.440524133201202 </td><td>0.04743297901782237</td><td>21.970772995655643 </td><td>0.07846893118669047</td><td>0.3920176327228546  </td><td>314.74170043792924</td><td>0.08548042178153992  </td><td>0.2773321068969684 </td><td>0.2473779171705246 </td><td>-0.0006040430744178593</td><td>0.11652233451604843  </td><td>1595738       </td><td>2015.0     </td><td>-18.078920364379883     </td><td>-17.731922149658203     </td><td>38.27400588989258       </td><td>27.63787269592285       </td><td>0.29217642545700073         </td><td>0.11402469873428345         </td><td>0.0404343381524086          </td><td>0.937016487121582           </td><td>1635378410781933568</td><td>6917488998546378368</td><td>b''           </td><td>0.19707124773395138</td><td>0.13871698568448773</td><td>-0.12900211309069443</td><td>0.054342703136315784</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2,057,046</i></td><td>nan                  </td><td>0.17407523451856974       </td><td>28.886549102578012            </td><td>0                         </td><td>2                         </td><td>54                         </td><td>52                         </td><td>54                    </td><td>54                    </td><td>84                        </td><td>5                        </td><td>1.9612410068511963             </td><td>2.415467497485224e-05  </td><td>24.774322509765625     </td><td>16.12926993546893  </td><td>-0.32497534368232894</td><td>0.14823365569199975</td><td>0.8842677474021912  </td><td>-0.9121489524841309 </td><td>-0.8994856476783752  </td><td>70                 </td><td>16.129270018016896 </td><td>317.0105462544942 </td><td>-2147483648</td><td>-42.98947742356782 </td><td>7                     </td><td>1.6983480817439922</td><td>0.7410137777358506 </td><td>-0.9793509840965271  </td><td>-0.9959075450897217   </td><td>1202425.5197785893</td><td>871.2480333575235       </td><td>10.324624601435723</td><td>59            </td><td>b'NOT_AVAILABLE'    </td><td>-10.401225111268962</td><td>1.4016954983272711 </td><td>-1.2835612990841874</td><td>2.7416807292293637 </td><td>0.980453610420227   </td><td>314.64381789311193</td><td>0.8981446623802185   </td><td>0.3590974400544809 </td><td>0.9818224906921387 </td><td>-0.9802247881889343   </td><td>-0.9827051162719727  </td><td>2019553       </td><td>2015.0     </td><td>-87.07184600830078      </td><td>-31.574886322021484     </td><td>-36.37055206298828      </td><td>29.130958557128906      </td><td>0.22651544213294983         </td><td>0.07730517536401749         </td><td>0.2675701975822449          </td><td>0.9523505568504333          </td><td>1635378410781933568</td><td>6917493705830041600</td><td>b'5179-753-1' </td><td>0.5888074481016426 </td><td>0.4137467499267554 </td><td>-0.38568304807850484</td><td>0.16357391078619246 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2,057,047</i></td><td>nan                  </td><td>0.47235246463190794       </td><td>92.12190417660749             </td><td>2                         </td><td>0                         </td><td>34                         </td><td>36                         </td><td>36                    </td><td>36                    </td><td>84                        </td><td>5                        </td><td>4.68601131439209               </td><td>2.138371200999245e-05  </td><td>3.9279115200042725     </td><td>15.92496896432183  </td><td>-0.34317732044320387</td><td>0.20902981533215972</td><td>-0.2000708132982254 </td><td>0.31042322516441345 </td><td>-0.3574342727661133  </td><td>70                 </td><td>15.924968943694909 </td><td>317.6408327998631 </td><td>-2147483648</td><td>-42.359190842094414</td><td>6                     </td><td>6.036938108863445 </td><td>0.39688014089787665</td><td>-0.7275367975234985  </td><td>-0.25934046506881714  </td><td>3268640.5253614695</td><td>4918.5087736624755      </td><td>9.238852161621992 </td><td>51            </td><td>b'NOT_AVAILABLE'    </td><td>-27.852344752672245</td><td>1.2778575351686428 </td><td>15.713555906870294 </td><td>0.9411842746983148 </td><td>-0.1186852976679802 </td><td>315.2828795933192 </td><td>-0.47665935754776    </td><td>0.4722647631556871 </td><td>0.704002320766449  </td><td>-0.77033931016922     </td><td>0.12704335153102875  </td><td>788948        </td><td>2015.0     </td><td>-21.23501205444336      </td><td>20.132535934448242      </td><td>33.55913162231445       </td><td>26.732301712036133      </td><td>0.41511622071266174         </td><td>0.5105549693107605          </td><td>0.15976844727993011         </td><td>0.9333845376968384          </td><td>1635378410781933568</td><td>6917504975824469248</td><td>b'5192-877-1' </td><td>0.16564688621402263</td><td>0.11770477437507047</td><td>-0.10732559074953243</td><td>0.045449912782963474</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2,057,048</i></td><td>nan                  </td><td>0.3086465263182493        </td><td>76.66564461310193             </td><td>1                         </td><td>2                         </td><td>52                         </td><td>51                         </td><td>53                    </td><td>53                    </td><td>84                        </td><td>5                        </td><td>3.154139280319214              </td><td>1.9043474821955897e-05 </td><td>9.627826690673828      </td><td>16.193728871838935 </td><td>-0.22811360043544882</td><td>0.131650037775767  </td><td>0.3082593083381653  </td><td>-0.5279345512390137 </td><td>-0.4065483510494232  </td><td>70                 </td><td>16.193728933791913 </td><td>317.1363617703344 </td><td>-2147483648</td><td>-42.86366191921117 </td><td>7                     </td><td>1.484142306295484 </td><td>0.34860128377301614</td><td>-0.7272516489028931  </td><td>-0.9375584125518799   </td><td>4009408.3172682906</td><td>1929.9834553649182      </td><td>9.017069346445364 </td><td>60            </td><td>b'NOT_AVAILABLE'    </td><td>1.8471079057572073 </td><td>0.7307171627866237 </td><td>11.352888915160555 </td><td>1.219847308406543  </td><td>0.7511345148086548  </td><td>314.7406481637209 </td><td>0.41397571563720703  </td><td>0.19205296641778563</td><td>0.7539510726928711 </td><td>-0.7239754796028137   </td><td>-0.7911394238471985  </td><td>868066        </td><td>2015.0     </td><td>-89.73970794677734      </td><td>-25.196216583251953     </td><td>-35.13546371459961      </td><td>29.041872024536133      </td><td>0.21430812776088715         </td><td>0.06784655898809433         </td><td>0.2636755108833313          </td><td>0.9523414969444275          </td><td>1635378410781933568</td><td>6917517998165066624</td><td>b'5179-1401-1'</td><td>0.6737898352187435 </td><td>0.4742760432178817 </td><td>-0.44016428945980135</td><td>0.18791055094922077 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2,057,049</i></td><td>nan                  </td><td>0.4329850465924866        </td><td>60.789771079095715            </td><td>0                         </td><td>0                         </td><td>26                         </td><td>26                         </td><td>26                    </td><td>26                    </td><td>84                        </td><td>5                        </td><td>4.3140177726745605             </td><td>2.7940122890868224e-05 </td><td>4.742301940917969      </td><td>16.135962442685898 </td><td>-0.22130081624351935</td><td>0.2686748166142929 </td><td>-0.46605369448661804</td><td>0.30018869042396545 </td><td>-0.3290684223175049  </td><td>70                 </td><td>16.13596246842634  </td><td>317.3575812619557 </td><td>-2147483648</td><td>-42.642442417388324</td><td>5                     </td><td>2.680111343641743 </td><td>0.4507741964825321 </td><td>-0.689416229724884   </td><td>-0.1735922396183014   </td><td>2074338.153903563 </td><td>4136.498086035368       </td><td>9.732571175024953 </td><td>31            </td><td>b'NOT_AVAILABLE'    </td><td>3.15173423618292   </td><td>1.4388911228835037 </td><td>2.897878776243949  </td><td>1.0354817855168323 </td><td>-0.21837876737117767</td><td>314.960730599014  </td><td>-0.4467950165271759  </td><td>0.49182050944792216</td><td>0.7087226510047913 </td><td>-0.8360105156898499   </td><td>0.2156151533126831   </td><td>1736132       </td><td>2015.0     </td><td>-63.01319885253906      </td><td>18.303699493408203      </td><td>-49.05630111694336      </td><td>28.76698875427246       </td><td>0.3929939866065979          </td><td>0.32352808117866516         </td><td>0.24211134016513824         </td><td>0.9409775733947754          </td><td>1635378410781933568</td><td>6917521537218608640</td><td>b'5179-1719-1'</td><td>0.3731188267130712 </td><td>0.2636519673685346 </td><td>-0.24280110216486334</td><td>0.10369630532457579 </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#          astrometric_delta_q    astrometric_excess_noise    astrometric_excess_noise_sig    astrometric_n_bad_obs_ac    astrometric_n_bad_obs_al    astrometric_n_good_obs_ac    astrometric_n_good_obs_al    astrometric_n_obs_ac    astrometric_n_obs_al    astrometric_primary_flag    astrometric_priors_used    astrometric_relegation_factor    astrometric_weight_ac    astrometric_weight_al    b                    dec                   dec_error            dec_parallax_corr     dec_pmdec_corr        dec_pmra_corr          duplicated_source    ecl_lat              ecl_lon             hip          l                    matched_observations    parallax            parallax_error       parallax_pmdec_corr    parallax_pmra_corr      phot_g_mean_flux    phot_g_mean_flux_error    phot_g_mean_mag     phot_g_n_obs    phot_variable_flag    pmdec                pmdec_error          pmra                 pmra_error           pmra_pmdec_corr       ra                  ra_dec_corr            ra_error             ra_parallax_corr     ra_pmdec_corr           ra_pmra_corr           random_index    ref_epoch    scan_direction_mean_k1    scan_direction_mean_k2    scan_direction_mean_k3    scan_direction_mean_k4    scan_direction_strength_k1    scan_direction_strength_k2    scan_direction_strength_k3    scan_direction_strength_k4    solution_id          source_id            tycho2_id       distance             x                    y                     z\n",
       "0          1.9190566539764404     0.7171010000916003          412.6059727233687               1                           0                           78                           79                           79                      79                      84                          3                          2.9360971450805664               1.2669624084082898e-05   1.818157434463501        -16.121042828114014  0.23539164875137225   0.21880220693566088  -0.4073381721973419   0.06065881997346878   -0.09945132583379745   70                   -16.121052173353853  42.64182504417002   13989        42.641804308626725   9                       6.35295075173405    0.3079103606852086   -0.10195717215538025   -0.0015767893055453897  10312332.172993332  10577.365273118843        7.991377829505826   77              b'NOT_AVAILABLE'      -7.641989988351149   0.08740179334554747  43.75231341609215    0.07054220642640081  0.21467718482017517   45.03433035439128   -0.41497212648391724   0.30598928200282727  0.17996619641780853  -0.08575969189405441    0.15920649468898773    243619          2015.0       -113.76032257080078       21.39291763305664         -41.67839813232422        26.201841354370117        0.3823484778404236            0.5382660627365112            0.3923785090446472            0.9163063168525696            1635378410781933568  7627862074752        b''             0.15740717016058217  0.11123604040005637  0.10243667003803988   -0.04370685490397632\n",
       "1          nan                    0.2534628812968044          47.316290890180255              2                           0                           55                           57                           57                      57                      84                          5                          2.6523141860961914               3.1600175134371966e-05   12.861557006835938       -16.19302376369384   0.2000676896877873    1.1977893944215496   0.8376259803771973    -0.9756439924240112   0.9725773334503174     70                   -16.19303311057312   42.761180489478576  -2147483648  42.76115974936648    8                       3.90032893506844    0.3234880030045522   -0.8537789583206177    0.8397389650344849      949564.6488279914   1140.173576223928         10.580958718900256  62              b'NOT_AVAILABLE'      -55.10917285969142   2.522928801165149    10.03626300124532    4.611413518289133    -0.9963987469673157   45.1650067708984    -0.9959233403205872    2.583882288511597    -0.8609106540679932  0.9734798669815063      -0.9724165201187134    487238          2015.0       -156.432861328125         22.76607322692871         -36.23965835571289        22.890602111816406        0.7110026478767395            0.9659702777862549            0.6461148858070374            0.8671600818634033            1635378410781933568  9277129363072        b'55-28-1'      0.25638863199686845  0.1807701962996959   0.16716755815017084   -0.07150016957395491\n",
       "2          nan                    0.3989006354041912          221.18496561724646              4                           1                           57                           60                           61                      61                      84                          5                          3.9934017658233643               2.5633918994572014e-05   5.767529487609863        -16.12335382439265   0.24882543945301736   0.1803264123376257   -0.39189115166664124  -0.19325552880764008  0.08942046016454697    70                   -16.123363170402296  42.69750168007008   -2147483648  42.69748094193635    7                       3.1553132200367373  0.2734838183180671   -0.11855248361825943   -0.0418587327003479     817837.6000768564   1827.3836759985832        10.743102380434273  60              b'NOT_AVAILABLE'      -1.602867102186794   1.0352589283446592   2.9322836829569003   1.908644426623371    -0.9142706990242004   45.08615483797584   -0.1774432212114334    0.2138361631952843   0.30772241950035095  -0.1848166137933731     0.04686680808663368    1948952         2015.0       -117.00751495361328       19.772153854370117        -43.108219146728516       26.7157039642334          0.4825277626514435            0.4287584722042084            0.5241528153419495            0.9030616879463196            1635378410781933568  13297218905216       b'55-1191-1'    0.31692574722846595  0.22376103019475546  0.2064625216744117    -0.08801225918215205\n",
       "3          nan                    0.4224923646481251          179.98201436339852              1                           0                           51                           52                           52                      52                      84                          5                          4.215157985687256                2.8672602638835087e-05   5.3608622550964355       -16.118206879297034  0.24821079122833972   0.20095844850181172  -0.33721715211868286  -0.22350119054317474  0.13181143999099731    70                   -16.11821622503516   42.67779093546686   -2147483648  42.67777019818556    7                       2.292366835156796   0.2809724206784257   -0.10920235514640808   -0.049440864473581314   602053.4754362862   905.8772856344845         11.075682394435745  61              b'NOT_AVAILABLE'      -18.414912114825732  1.1298513589995536   3.661982345981763    2.065051873379775    -0.9261773228645325   45.06654155758114   -0.36570677161216736   0.2760390513575931   0.2028782218694687   -0.058928851038217545   -0.050908856093883514  102321          2015.0       -132.42112731933594       22.56928253173828         -38.95445251464844        25.878559112548828        0.4946548640727997            0.6384561061859131            0.5090736746788025            0.8989177942276001            1635378410781933568  13469017597184       b'55-624-1'     0.43623035574565916  0.30810014040531863  0.2840853806346911    -0.12110624783986161\n",
       "4          nan                    0.3175001122010629          119.74837853832186              2                           3                           85                           84                           87                      87                      84                          5                          3.2356362342834473               2.22787512029754e-05     8.080779075622559        -16.055471830750374  0.33504360351532875   0.1701298562030361   -0.43870800733566284  -0.27934885025024414  0.12179157137870789    70                   -16.0554811777948    42.77336987816832   -2147483648  42.77334913546197    11                      1.582076960273368   0.2615394689640736   -0.329196035861969     0.10031197965145111     1388122.242048847   2826.428866453177         10.168700781271088  96              b'NOT_AVAILABLE'      -2.379387386351838   0.7106320061478508   0.34080233369502516  1.2204755227890713   -0.8336043357849121   45.13603822322069   -0.049052558839321136  0.17069695283376776  0.4714251756668091   -0.1563923954963684     -0.15207625925540924   409284          2015.0       -106.85968017578125       4.452099323272705         -47.8953971862793         26.755468368530273        0.5206537842750549            0.23930974304676056           0.653376579284668             0.8633849024772644            1635378410781933568  15736760328576       b'55-849-1'     0.6320805024726543   0.44587838095402044  0.41250283253756015   -0.17481316927621393\n",
       "...        ...                    ...                         ...                             ...                         ...                         ...                          ...                          ...                     ...                     ...                         ...                        ...                              ...                      ...                      ...                  ...                   ...                  ...                   ...                   ...                    ...                  ...                  ...                 ...          ...                  ...                     ...                 ...                  ...                    ...                     ...                 ...                       ...                 ...             ...                   ...                  ...                  ...                  ...                  ...                   ...                 ...                    ...                  ...                  ...                     ...                    ...             ...          ...                       ...                       ...                       ...                       ...                           ...                           ...                           ...                           ...                  ...                  ...             ...                  ...                  ...                   ...\n",
       "2,057,045  25.898868560791016     0.6508009723190962          172.3136755413185               0                           0                           54                           54                           54                      54                      84                          3                          6.386378765106201                1.8042501324089244e-05   2.2653496265411377       16.006806970347426   -0.42319686025158043  0.24974147639642075  0.00821441039443016   0.2133195698261261    -0.000805279181804508  70                   16.006807041815204   317.0782357688112   103561       -42.92178788756781   8                       5.0743069397419776  0.2840892420661878   -0.0308084636926651    -0.03397708386182785    4114975.455725508   3447.5776608146016        8.988851940956916   69              b'NOT_AVAILABLE'      -4.440524133201202   0.04743297901782237  21.970772995655643   0.07846893118669047  0.3920176327228546    314.74170043792924  0.08548042178153992    0.2773321068969684   0.2473779171705246   -0.0006040430744178593  0.11652233451604843    1595738         2015.0       -18.078920364379883       -17.731922149658203       38.27400588989258         27.63787269592285         0.29217642545700073           0.11402469873428345           0.0404343381524086            0.937016487121582             1635378410781933568  6917488998546378368  b''             0.19707124773395138  0.13871698568448773  -0.12900211309069443  0.054342703136315784\n",
       "2,057,046  nan                    0.17407523451856974         28.886549102578012              0                           2                           54                           52                           54                      54                      84                          5                          1.9612410068511963               2.415467497485224e-05    24.774322509765625       16.12926993546893    -0.32497534368232894  0.14823365569199975  0.8842677474021912    -0.9121489524841309   -0.8994856476783752    70                   16.129270018016896   317.0105462544942   -2147483648  -42.98947742356782   7                       1.6983480817439922  0.7410137777358506   -0.9793509840965271    -0.9959075450897217     1202425.5197785893  871.2480333575235         10.324624601435723  59              b'NOT_AVAILABLE'      -10.401225111268962  1.4016954983272711   -1.2835612990841874  2.7416807292293637   0.980453610420227     314.64381789311193  0.8981446623802185     0.3590974400544809   0.9818224906921387   -0.9802247881889343     -0.9827051162719727    2019553         2015.0       -87.07184600830078        -31.574886322021484       -36.37055206298828        29.130958557128906        0.22651544213294983           0.07730517536401749           0.2675701975822449            0.9523505568504333            1635378410781933568  6917493705830041600  b'5179-753-1'   0.5888074481016426   0.4137467499267554   -0.38568304807850484  0.16357391078619246\n",
       "2,057,047  nan                    0.47235246463190794         92.12190417660749               2                           0                           34                           36                           36                      36                      84                          5                          4.68601131439209                 2.138371200999245e-05    3.9279115200042725       15.92496896432183    -0.34317732044320387  0.20902981533215972  -0.2000708132982254   0.31042322516441345   -0.3574342727661133    70                   15.924968943694909   317.6408327998631   -2147483648  -42.359190842094414  6                       6.036938108863445   0.39688014089787665  -0.7275367975234985    -0.25934046506881714    3268640.5253614695  4918.5087736624755        9.238852161621992   51              b'NOT_AVAILABLE'      -27.852344752672245  1.2778575351686428   15.713555906870294   0.9411842746983148   -0.1186852976679802   315.2828795933192   -0.47665935754776      0.4722647631556871   0.704002320766449    -0.77033931016922       0.12704335153102875    788948          2015.0       -21.23501205444336        20.132535934448242        33.55913162231445         26.732301712036133        0.41511622071266174           0.5105549693107605            0.15976844727993011           0.9333845376968384            1635378410781933568  6917504975824469248  b'5192-877-1'   0.16564688621402263  0.11770477437507047  -0.10732559074953243  0.045449912782963474\n",
       "2,057,048  nan                    0.3086465263182493          76.66564461310193               1                           2                           52                           51                           53                      53                      84                          5                          3.154139280319214                1.9043474821955897e-05   9.627826690673828        16.193728871838935   -0.22811360043544882  0.131650037775767    0.3082593083381653    -0.5279345512390137   -0.4065483510494232    70                   16.193728933791913   317.1363617703344   -2147483648  -42.86366191921117   7                       1.484142306295484   0.34860128377301614  -0.7272516489028931    -0.9375584125518799     4009408.3172682906  1929.9834553649182        9.017069346445364   60              b'NOT_AVAILABLE'      1.8471079057572073   0.7307171627866237   11.352888915160555   1.219847308406543    0.7511345148086548    314.7406481637209   0.41397571563720703    0.19205296641778563  0.7539510726928711   -0.7239754796028137     -0.7911394238471985    868066          2015.0       -89.73970794677734        -25.196216583251953       -35.13546371459961        29.041872024536133        0.21430812776088715           0.06784655898809433           0.2636755108833313            0.9523414969444275            1635378410781933568  6917517998165066624  b'5179-1401-1'  0.6737898352187435   0.4742760432178817   -0.44016428945980135  0.18791055094922077\n",
       "2,057,049  nan                    0.4329850465924866          60.789771079095715              0                           0                           26                           26                           26                      26                      84                          5                          4.3140177726745605               2.7940122890868224e-05   4.742301940917969        16.135962442685898   -0.22130081624351935  0.2686748166142929   -0.46605369448661804  0.30018869042396545   -0.3290684223175049    70                   16.13596246842634    317.3575812619557   -2147483648  -42.642442417388324  5                       2.680111343641743   0.4507741964825321   -0.689416229724884     -0.1735922396183014     2074338.153903563   4136.498086035368         9.732571175024953   31              b'NOT_AVAILABLE'      3.15173423618292     1.4388911228835037   2.897878776243949    1.0354817855168323   -0.21837876737117767  314.960730599014    -0.4467950165271759    0.49182050944792216  0.7087226510047913   -0.8360105156898499     0.2156151533126831     1736132         2015.0       -63.01319885253906        18.303699493408203        -49.05630111694336        28.76698875427246         0.3929939866065979            0.32352808117866516           0.24211134016513824           0.9409775733947754            1635378410781933568  6917521537218608640  b'5179-1719-1'  0.3731188267130712   0.2636519673685346   -0.24280110216486334  0.10369630532457579"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert parallas to distance\n",
    "tgas.add_virtual_columns_distance_from_parallax(tgas.parallax)\n",
    "# 'overwrite' the real columns 'l' and 'b' with virtual columns\n",
    "tgas.add_virtual_columns_eq2gal('ra', 'dec', 'l', 'b')\n",
    "# and combined with the galactic sky coordinates gives galactic cartesian coordinates of the stars\n",
    "tgas.add_virtual_columns_spherical_to_cartesian(tgas.l, tgas.b, tgas.distance, 'x', 'y', 'z')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since RA. and Dec. are in degrees, while ra_error and dec_error are in miliarcseconds, we need put them on the same scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:32.777760Z",
     "start_time": "2020-04-15T18:57:32.773963Z"
    }
   },
   "outputs": [],
   "source": [
    "tgas['ra_error'] = tgas.ra_error / 1000 / 3600\n",
    "tgas['dec_error'] = tgas.dec_error / 1000 / 3600"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now let Vaex sort out what the covariance matrix is for the Cartesian coordinates x, y, and z. Then take 50 samples from the dataset for visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:37.810340Z",
     "start_time": "2020-04-15T18:57:33.259288Z"
    }
   },
   "outputs": [],
   "source": [
    "tgas.propagate_uncertainties([tgas.x, tgas.y, tgas.z])\n",
    "tgas_50 = tgas.sample(50, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this small subset of the dataset we can visualize the uncertainties, with and without the covariance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:38.843387Z",
     "start_time": "2020-04-15T18:57:37.812561Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tgas_50.scatter(tgas_50.x, tgas_50.y, xerr=tgas_50.x_uncertainty, yerr=tgas_50.y_uncertainty)\n",
    "plt.xlim(-10, 10)\n",
    "plt.ylim(-10, 10)\n",
    "plt.show()\n",
    "tgas_50.scatter(tgas_50.x, tgas_50.y, xerr=tgas_50.x_uncertainty, yerr=tgas_50.y_uncertainty, cov=tgas_50.y_x_covariance)\n",
    "plt.xlim(-10, 10)\n",
    "plt.ylim(-10, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the second plot, we see that showing error ellipses (so narrow that they appear as lines) instead of error bars reveal that the distance information dominates the uncertainty in this case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Just-In-Time compilation\n",
    "\n",
    "Let us start with a function that calculates the angular distance between two points on a surface of a sphere. The input of the function is a pair of 2 angular coordinates, in radians. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:38.849222Z",
     "start_time": "2020-04-15T18:57:38.844949Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import numpy as np\n",
    "# From http://pythonhosted.org/pythran/MANUAL.html\n",
    "def arc_distance(theta_1, phi_1, theta_2, phi_2):\n",
    "    \"\"\"\n",
    "    Calculates the pairwise arc distance\n",
    "    between all points in vector a and b.\n",
    "    \"\"\"\n",
    "    temp = (np.sin((theta_2-2-theta_1)/2)**2\n",
    "           + np.cos(theta_1)*np.cos(theta_2) * np.sin((phi_2-phi_1)/2)**2)\n",
    "    distance_matrix = 2 * np.arctan2(np.sqrt(temp), np.sqrt(1-temp))\n",
    "    return distance_matrix\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us use the New York Taxi dataset of 2015, [as can be downloaded in hdf5 format](datasets.ipynb#New-york-taxi-dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:38.878216Z",
     "start_time": "2020-04-15T18:57:38.851270Z"
    },
    "tags": [
     "skip-ci"
    ]
   },
   "outputs": [],
   "source": [
    "# nytaxi = vaex.open('s3://vaex/taxi/yellow_taxi_2009_2015_f32.hdf5?anon=true')\n",
    "nytaxi = vaex.open('/Users/jovan/Work/vaex-work/vaex-taxi/data/yellow_taxi_2009_2015_f32.hdf5')\n",
    "# lets use just 20% of the data, since we want to make sure it fits\n",
    "# into memory (so we don't measure just hdd/ssd speed)\n",
    "nytaxi.set_active_fraction(0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although the function above expects Numpy arrays, Vaex can pass in columns or expression, which will delay the execution untill it is needed, and add the resulting expression as a virtual column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:38.886698Z",
     "start_time": "2020-04-15T18:57:38.879695Z"
    },
    "tags": [
     "skip-ci"
    ]
   },
   "outputs": [],
   "source": [
    "nytaxi['arc_distance'] = arc_distance(nytaxi.pickup_longitude * np.pi/180,\n",
    "                                      nytaxi.pickup_latitude * np.pi/180,\n",
    "                                      nytaxi.dropoff_longitude * np.pi/180,\n",
    "                                      nytaxi.dropoff_latitude * np.pi/180)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we calculate the mean angular distance of a taxi trip, we encounter some invalid data, that will give warnings, which we can safely ignore for this demonstration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:44.897122Z",
     "start_time": "2020-04-15T18:57:38.888070Z"
    },
    "tags": [
     "skip-ci"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/functions.py:121: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return function(*args, **kwargs)\n",
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/functions.py:121: RuntimeWarning: invalid value encountered in sin\n",
      "  return function(*args, **kwargs)\n",
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/functions.py:121: RuntimeWarning: invalid value encountered in cos\n",
      "  return function(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 44.5 s, sys: 5.03 s, total: 49.5 s\n",
      "Wall time: 6.14 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(1.99993285)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "nytaxi.mean(nytaxi.arc_distance)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This computation uses quite some heavy mathematical operations, and since it's (internally) using Numpy arrays, also uses quite some temporary arrays. We can optimize this calculation by doing a Just-In-Time compilation, based on [numba](https://numba.pydata.org/), [pythran](https://pythonhosted.org/pythran/), or if you happen to have an NVIDIA graphics card [cuda](https://developer.nvidia.com/cuda-zone). Choose whichever gives the best performance or is easiest to install."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:45.341496Z",
     "start_time": "2020-04-15T18:57:44.898707Z"
    },
    "tags": [
     "skip-ci"
    ]
   },
   "outputs": [],
   "source": [
    "nytaxi['arc_distance_jit'] = nytaxi.arc_distance.jit_numba()\n",
    "# nytaxi['arc_distance_jit'] = nytaxi.arc_distance.jit_pythran()\n",
    "# nytaxi['arc_distance_jit'] = nytaxi.arc_distance.jit_cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.646357Z",
     "start_time": "2020-04-15T18:57:45.343679Z"
    },
    "tags": [
     "skip-ci"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jovan/PyLibrary/vaex/packages/vaex-core/vaex/expression.py:1038: RuntimeWarning: invalid value encountered in f\n",
      "  return self.f(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 25.7 s, sys: 330 ms, total: 26 s\n",
      "Wall time: 2.31 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(1.9999328)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "nytaxi.mean(nytaxi.arc_distance_jit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can get a significant speedup ($\\sim 3 x$) in this case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parallel computations\n",
    "As mentioned in the sections on selections, Vaex can do computations in parallel. Often this is taken care of, for instance, when passing multiple selections to a method, or multiple arguments to one of the statistical functions. However, sometimes it is difficult or impossible to express a computation in one expression, and we need to resort to doing so called 'delayed' computation, similar as in [joblib](https://pythonhosted.org/joblib) and [dask](https://dask.pydata.org)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.676432Z",
     "start_time": "2020-04-15T18:57:47.647763Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<vaex.promise.Promise at 0x7ffbd64072d0>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "df = vaex.example()\n",
    "limits = [-10, 10]\n",
    "delayed_count = df.count(df.E, binby=df.x, limits=limits,\n",
    "                         shape=4, delay=True)\n",
    "delayed_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that now the returned value is now a promise (TODO: a more Pythonic way would be to return a Future). This may be subject to change, and the best way to work with this is to use the [delayed](api.rst#vaex.delayed) decorator. And call [DataFrame.execute](api.rst#vaex.dataframe.DataFrame.execute) when the result is needed.\n",
    "\n",
    "In addition to the above delayed computation, we schedule more computation, such that both the count and mean are executed in parallel such that we only do a single pass over the data. We schedule the execution of two extra functions using the `vaex.delayed` decorator, and run the whole pipeline using `df.execute()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.691698Z",
     "start_time": "2020-04-15T18:57:47.679009Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before calling mean\n",
      "before calling execute\n",
      "calculating mean\n",
      "means [ -94323.68051598 -118749.23850834 -119119.46292653  -95021.66183457]\n",
      "same means [ -94323.68051598 -118749.23850834 -119119.46292653  -95021.66183457]\n"
     ]
    }
   ],
   "source": [
    "delayed_sum = df.sum(df.E, binby=df.x, limits=limits,\n",
    "                         shape=4, delay=True)\n",
    "\n",
    "@vaex.delayed\n",
    "def calculate_mean(sums, counts):\n",
    "    print('calculating mean')\n",
    "    return sums/counts\n",
    "\n",
    "print('before calling mean')\n",
    "# since calculate_mean is decorated with vaex.delayed\n",
    "# this now also returns a 'delayed' object (a promise)\n",
    "delayed_mean = calculate_mean(delayed_sum, delayed_count)\n",
    "\n",
    "# if we'd like to perform operations on that, we can again\n",
    "# use the same decorator\n",
    "@vaex.delayed\n",
    "def print_mean(means):\n",
    "    print('means', means)\n",
    "print_mean(delayed_mean)\n",
    "\n",
    "print('before calling execute')\n",
    "df.execute()\n",
    "\n",
    "# Using the .get on the promise will also return the result\n",
    "# However, this will only work after execute, and may be\n",
    "# subject to change\n",
    "means = delayed_mean.get()\n",
    "print('same means', means)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extending Vaex\n",
    "Vaex can be extended using several mechanisms.\n",
    "\n",
    "### Adding functions\n",
    "Use the [vaex.register_function decorator](api.rst#vaex.register_function) API to add new functions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.699090Z",
     "start_time": "2020-04-15T18:57:47.693328Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import numpy as np\n",
    "@vaex.register_function()\n",
    "def add_one(ar):\n",
    "    return ar+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function can be invoked using the `df.func` accessor, to return a new expression. Each argument that is an expresssion, will be replaced by a Numpy array on evaluations in any Vaex context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.711545Z",
     "start_time": "2020-04-15T18:57:47.701046Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = add_one(x)\n",
       "Length: 4 dtype: int64 (expression)\n",
       "-----------------------------------\n",
       "0  1\n",
       "1  2\n",
       "2  3\n",
       "3  4"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = vaex.from_arrays(x=np.arange(4))\n",
    "df.func.add_one(df.x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default (passing `on_expression=True`), the function is also available as a method on Expressions, where the expression itself is automatically set as the first argument (since this is a quite common use case)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.718551Z",
     "start_time": "2020-04-15T18:57:47.713174Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = add_one(x)\n",
       "Length: 4 dtype: int64 (expression)\n",
       "-----------------------------------\n",
       "0  1\n",
       "1  2\n",
       "2  3\n",
       "3  4"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.x.add_one()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In case the first argument is not an expression, pass `on_expression=True`, and use `df.func.<funcname>`, to build a new expression using the function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.727382Z",
     "start_time": "2020-04-15T18:57:47.720853Z"
    }
   },
   "outputs": [],
   "source": [
    "@vaex.register_function(on_expression=False)\n",
    "def addmul(a, b, x, y):\n",
    "    return a*x + b * y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.743127Z",
     "start_time": "2020-04-15T18:57:47.731628Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Expression = addmul(2, 3, x, y)\n",
       "Length: 4 dtype: int64 (expression)\n",
       "-----------------------------------\n",
       "0   0\n",
       "1   5\n",
       "2  16\n",
       "3  33"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = vaex.from_arrays(x=np.arange(4))\n",
    "df['y'] = df.x**2\n",
    "df.func.addmul(2, 3, df.x, df.y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These expressions can be added as virtual columns, as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.760904Z",
     "start_time": "2020-04-15T18:57:47.745297Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  x</th><th style=\"text-align: right;\">  y</th><th style=\"text-align: right;\">  z</th><th style=\"text-align: right;\">  w</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  5</td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\">  4</td><td style=\"text-align: right;\"> 16</td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  3</td><td style=\"text-align: right;\">  9</td><td style=\"text-align: right;\"> 33</td><td style=\"text-align: right;\">  4</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    x    y    z    w\n",
       "  0    0    0    0    1\n",
       "  1    1    1    5    2\n",
       "  2    2    4   16    3\n",
       "  3    3    9   33    4"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = vaex.from_arrays(x=np.arange(4))\n",
    "df['y'] = df.x**2\n",
    "df['z'] = df.func.addmul(2, 3, df.x, df.y)\n",
    "df['w'] = df.x.add_one()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding DataFrame accessors\n",
    "\n",
    "\n",
    "When adding methods that operate on Dataframes, it makes sense to group them together in a single namespace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.768395Z",
     "start_time": "2020-04-15T18:57:47.762336Z"
    }
   },
   "outputs": [],
   "source": [
    "@vaex.register_dataframe_accessor('scale', override=True)\n",
    "class ScalingOps(object):\n",
    "    def __init__(self, df):\n",
    "        self.df = df\n",
    "\n",
    "    def mul(self, a):\n",
    "        df = self.df.copy()\n",
    "        for col in df.get_column_names(strings=False):\n",
    "            if df[col].dtype:\n",
    "                df[col] = df[col] * a\n",
    "        return df\n",
    "\n",
    "    def add(self, a):\n",
    "        df = self.df.copy()\n",
    "        for col in df.get_column_names(strings=False):\n",
    "            if df[col].dtype:\n",
    "                df[col] = df[col] + a\n",
    "        return df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.788893Z",
     "start_time": "2020-04-15T18:57:47.770082Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  x</th><th style=\"text-align: right;\">  y</th><th style=\"text-align: right;\">  z</th><th style=\"text-align: right;\">  w</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  1</td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\">  6</td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  3</td><td style=\"text-align: right;\">  5</td><td style=\"text-align: right;\"> 17</td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  4</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 34</td><td style=\"text-align: right;\">  5</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    x    y    z    w\n",
       "  0    1    1    1    2\n",
       "  1    2    2    6    3\n",
       "  2    3    5   17    4\n",
       "  3    4   10   34    5"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.scale.add(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-15T18:57:47.802525Z",
     "start_time": "2020-04-15T18:57:47.790145Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  x</th><th style=\"text-align: right;\">  y</th><th style=\"text-align: right;\">  z</th><th style=\"text-align: right;\">  w</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\">  2</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  4</td><td style=\"text-align: right;\">  8</td><td style=\"text-align: right;\"> 32</td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  6</td><td style=\"text-align: right;\"> 18</td><td style=\"text-align: right;\"> 66</td><td style=\"text-align: right;\">  8</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    x    y    z    w\n",
       "  0    0    0    0    2\n",
       "  1    2    2   10    4\n",
       "  2    4    8   32    6\n",
       "  3    6   18   66    8"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.scale.mul(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convenience methods\n",
    "\n",
    "### Get column names\n",
    "\n",
    "We often want to work with a subset of columns in our DataFrame. With the `get_column_names` method, Vaex makes it quite easy and convenient to get the exact columns you need. By default, `get_column_names` returns all the columns:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['pclass', 'survived', 'name', 'sex', 'age', 'sibsp', 'parch', 'ticket', 'fare', 'cabin', 'embarked', 'boat', 'body', 'home_dest']\n"
     ]
    }
   ],
   "source": [
    "import vaex\n",
    "df = vaex.datasets.titanic()\n",
    "print(df.get_column_names())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same method has a few arguments that makes it easy to get right subset of columns you need. For example, one can pass a regex expression on how to select columns based on their names. In the cell below we select all columns whose names are 5 characters long:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['sibsp', 'parch', 'cabin']\n"
     ]
    }
   ],
   "source": [
    "print(df.get_column_names(regex='^[a-zA-Z]{5}$'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also select columns based on type. Below we select all columns that are integers or floats:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pclass', 'age', 'sibsp', 'parch', 'fare', 'body']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.get_column_names(dtype=['int', 'float'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The escape hatch: apply\n",
    "In case a calculation cannot be expressed as a Vaex expression, one can use the `apply` method as a last resort. This can be useful if the function you want to apply is written in pure Python, a third party library, and is difficult or impossible to vectorize.\n",
    "\n",
    "We think apply should only be used as a last resort, because it needs to use multiprocessing (which spawns new processes) to avoid the Python Global Interpreter Lock (GIL) to make use of multiple cores. This comes at a cost of having to transfer the data between the main and child processes.\n",
    "\n",
    "Here is an example which uses the `apply` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:23.880238Z",
     "start_time": "2020-11-27T18:59:23.282738Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  x</th><th>is_prime  </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  0</td><td>False     </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  1</td><td>False     </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  2</td><td>True      </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  3</td><td>True      </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">  4</td><td>False     </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>5</i></td><td style=\"text-align: right;\">  5</td><td>True      </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>6</i></td><td style=\"text-align: right;\">  6</td><td>False     </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>7</i></td><td style=\"text-align: right;\">  7</td><td>True      </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>8</i></td><td style=\"text-align: right;\">  8</td><td>False     </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>9</i></td><td style=\"text-align: right;\">  9</td><td>False     </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    x  is_prime\n",
       "  0    0  False\n",
       "  1    1  False\n",
       "  2    2  True\n",
       "  3    3  True\n",
       "  4    4  False\n",
       "  5    5  True\n",
       "  6    6  False\n",
       "  7    7  True\n",
       "  8    8  False\n",
       "  9    9  False"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import vaex\n",
    "\n",
    "def slow_is_prime(x):\n",
    "    return x > 1 and all((x % i) != 0 for i in range(2, x))\n",
    "\n",
    "df = vaex.from_arrays(x=vaex.vrange(0, 100_000, dtype='i4'))\n",
    "# you need to explicitly specify which arguments you need\n",
    "df['is_prime'] = df.apply(slow_is_prime, arguments=[df.x])\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:25.178658Z",
     "start_time": "2020-11-27T18:59:23.881404Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 9592 prime number between 0 and 100000\n"
     ]
    }
   ],
   "source": [
    "prime_count = df.is_prime.sum()\n",
    "print(f'There are {prime_count} prime numbers between 0 and {len(df)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:25.181779Z",
     "start_time": "2020-11-27T18:59:25.179695Z"
    }
   },
   "outputs": [],
   "source": [
    "# both of these are equivalent\n",
    "df['is_prime'] = df.apply(slow_is_prime, arguments=[df.x])\n",
    "# but this form only works for a single argument\n",
    "df['is_prime'] = df.x.apply(slow_is_prime)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## When not to use apply\n",
    "You should not use `apply` when your function can be vectorized. When you use Vaex' expression system, we know what you do, we see the expression, and can manipulate it in order to achieve optimal performance. An `apply` function is like a black box, we cannot do anything with it, like JIT-ting for instance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:25.210441Z",
     "start_time": "2020-11-27T18:59:25.182779Z"
    }
   },
   "outputs": [],
   "source": [
    "df = vaex.from_arrays(x=vaex.vrange(0, 10_000_000, dtype='f4'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:25.216243Z",
     "start_time": "2020-11-27T18:59:25.211135Z"
    }
   },
   "outputs": [],
   "source": [
    "# ideal case\n",
    "df['y'] = df.x**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:27.620809Z",
     "start_time": "2020-11-27T18:59:25.217020Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29.6 ms ± 452 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "df.y.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:27.623180Z",
     "start_time": "2020-11-27T18:59:27.621623Z"
    }
   },
   "outputs": [],
   "source": [
    "# will transfer the data to child processes, and execute the ** operation in Python for each element\n",
    "df['y_slow'] = df.x.apply(lambda x: x**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:30.575048Z",
     "start_time": "2020-11-27T18:59:27.623860Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "353 ms ± 40 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "df.y_slow.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:30.577718Z",
     "start_time": "2020-11-27T18:59:30.576036Z"
    }
   },
   "outputs": [],
   "source": [
    "# bad idea: it will transfer the data to the child process, where it will be executed in vectorized form \n",
    "df['y_slow_vectorized'] = df.x.apply(lambda x: x**2, vectorize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:37.285060Z",
     "start_time": "2020-11-27T18:59:30.578516Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "82.8 ms ± 525 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "df.y_slow_vectorized.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:37.287763Z",
     "start_time": "2020-11-27T18:59:37.286036Z"
    }
   },
   "outputs": [],
   "source": [
    "# bad idea: same performance as just dy['y'], but we lose the information about what was done\n",
    "df['y_fast'] = df.x.apply(lambda x: x**2, vectorize=True, multiprocessing=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-27T18:59:39.625575Z",
     "start_time": "2020-11-27T18:59:37.288527Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28.8 ms ± 724 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "df.y_fast.sum()"
   ]
  }
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\n",
          "text/plain": "<Figure size 432x288 with 2 Axes>"
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       "x_scale": "IPY_MODEL_6aef757e47d743fabaf10c809e53f9ee",
       "y_scale": "IPY_MODEL_7c0a40baa16e4ad7914a5622617be667"
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     },
     "7251c78b4aa44b3aafef4a3c71190fa1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "73847d97eead4b1f990224d8ca3f30d9": {
      "buffers": [
       {
        "data": "u+8t4DD5UcAiCOnvlBdhQA==",
        "encoding": "base64",
        "path": [
         "x",
         "value"
        ]
       },
       {
        "data": "2zesccvDY8BKkKdMRLZSQA==",
        "encoding": "base64",
        "path": [
         "y",
         "value"
        ]
       }
      ],
      "model_module": "bqplot",
      "model_module_version": "^0.5.3",
      "model_name": "ImageModel",
      "state": {
       "image": "IPY_MODEL_c3bc9f00db3d4fbca6b1ad3c3f914877",
       "scales": {
        "opacity": "IPY_MODEL_e4ad13fe7d924f21be68bf08036e0fe8",
        "rotation": "IPY_MODEL_5bb259cd75574e218ab89fbde129d211",
        "size": "IPY_MODEL_dc217eb6a0104e66876d20daa68fe283",
        "x": "IPY_MODEL_7da66842454a4e5e8fbc5eb0dbc1642c",
        "y": "IPY_MODEL_4f657e093c544bad93d686ffaf307852"
       },
       "x": {
        "dtype": "float64",
        "shape": [
         2
        ],
        "type": null
       },
       "y": {
        "dtype": "float64",
        "shape": [
         2
        ],
        "type": null
       }
      }
     },
     "73b07ce95f68487c9d3082a5f8db99d4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_e06443ac6c624d6db708a1d73b6d658c",
        "IPY_MODEL_2859fac637024f84abd230945cd6cd72"
       ],
       "layout": "IPY_MODEL_5796ed7d436b4fc5864d008b8c6f7352"
      }
     },
     "744892a916b846f6bbb4fecaa58d8048": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "redo",
       "disabled": true,
       "icon": "arrow-right",
       "layout": "IPY_MODEL_3a49c685fa5a4cbf8796cd0eece3ac91",
       "style": "IPY_MODEL_3abc68d4ba794b379d1df51fb953e7b3"
      }
     },
     "7485e64449ec4b4686d11429d2c8f894": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_55c3e7ba9fe3473bb11aa4dc53e301dd",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Mean x for the selection is: 3.5815299313347593\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 432x288 with 2 Axes>"
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8HWLs3KrAGsrZgUKALIMHD4JXXofBQK271rDzR+/V2N5WTgCgPDPN0Rfn5MrXapANZPwgzyDLZPidLbX7Naajh7BwLFYCekFxkikJxvwxnS+V2FjLuHVjyPq6ROfkSU0vDs4BCwvwrW/J+I/OKWm5sqJQYHNTPQ1fIq46BKoUPMdoO/Al4nqG1iDknkBxODAewHjWf7wCMEOs+c8QV9TZRDMBkwTWUglAq6XBdqouu0x3oD4FU1MShFpo7qnVoN+H6VaF4U7Gv3gezn5mSg0CjaAGVhIolaQqrVndME1jPS8JKlMqydiNSgXSbXkInQdyKzodfb4r92TQSSnXgjcQHIalpVgC3NyMfQlWdLh2La5hAHGugHUB2vyAfGXAXnubcLE4MB7AuPHb6A/R+GfC+U0U859L9LqP7G8yPFu77XAgW2vNyvjn5pScL5dl14OBnnd7GaWkyh/fhOUbPRlrZ0sGP9yVO281OZs00JiWVzAXuorsGusnrk9BpaxcgX1xqyXLtjwCUG4k9NMhDzaV6d/pKfs/GML16zL+K1d0y8VFicCLL8ZWYZDxf4nRFY/N+I/kjp3icWA8ABg1/nypz0KAlNj0U0WuPqjWv7YBUyEMOHFCLn+zOVpWazZl9LWakoMTE8oFTNXRBaUSTE7yL1+u8synGyGpV9UHKqG0MH9MX2pVgJlmbAJqNDTi9/rxfXt0OnDntix45a7uvbkBnc5er8HGSsr6ui7f3FRewBKC167F3qP1VCGArTn4uOnDlhuwLcmcYvFU5wJ8FPIdf9eJHX/56b72/gZqAjrb0Gj+ow2FBAsz8X7NJnzwgcpsWSbPvFpVCJAkoRd/AmqTE1KCiQnFA40G//mdIV+dzVhYqMjAa5NxqmClopG/UpGHMDkNlKAfEnud4PbfeT8KQqkU8gFNicPCMQlCT99XpsPGSspsS19x40ZcS6Dd1vyA55+XN3DzplYturoUOiFTeQPvhdJgftUjCwnyxj/eIegcbg5cCGClPhj9T3oG1foT4oy/lY5G9JcbMJ/I6y6X1J+T7sQyWrOpST3D3RhbV6uw3Q0HVitsNvfchf/4gx5v/d+V2CVUn1L98Llz0DwBU6dg8hkUic9AdRHKLV1bm4STJ0IJsSUvol5XbAISk2RKz6FMMTtfod/T6L8Y3PtWS0WIagXuruqnpKmikPeAXz8jEbBJQ8+hUf8CcUUkw47d8IvFgQoB8lgYcBxl/Qmvz1ZgJVMPAMTRfDvTXIDZWZ3f2oIjR2R3u7txCnClLCPr9+U91OrlGBskiS5uNuURVCr8Sr3Or//+P4LjJ9GEYptnmCAHqwRshV8zQCa5Aduh3a/XHy0Hmn/f60mlhgO9V5tkt7PF+vroAiVXr8r4bSERY2ZGawaAwoAfBm2xPQkgegLL7L9ngovB4efAeAAQR/5zxBzAO0TvYBP4dhZMrwI/zn22ikbCUgnu3dO5qSnZdbksDzxNZX8Wnvf76ILBQF6A1eCybE8A/qZa5fv/7W3VG2kh6TkafmEDicKx3OuWHlOhqaBWjQ1FyVRo+K+qtNjtSgyGQ8j6tNsxp1gqKQnYaMCnnpeA2WNmRiLxbBIrASDjfw4Z/jPIwMeN/01GuwSdw82BEoB8GHA9dy6/sIj1/rczmdzkpI6TRA0+S+/D0aOys40NeQKW8Esmg0hUS3uhwN6obx1DExPBNaipMaDe4JsbVf7Hv/0u0EPfOh0eLSQIU6gvbzK8P6/XzSPB3Z+Mq4ia21+rhmpCY68ueWShwnAIJ05KCJJEE4U6HTUCvXFdnsDmppYbvxVmPn4nlcG/msj/eJPRDUlfY3QxUcM9gMPPgRIAeHhUskagGZT9N5GYRKPf7Q0JQqUiYzn3LCzfhVOnFEPPzckT2OqGRT6m0IgLTDcnYi1/MJDxV6uyvImJ0LpbAyZ5g4TLl/8a+SENYI7YjHwCeQUt5J9Uw/EMTM/GBGKtpsShzfqphG6lsEDA9qYWD7i/rr8lTbXGYCU0JNry4Zb9bxO3LasjQWihtQHfJa4qfB71BvhKQcXjwAmAjUr5Ud+MvpkoGWgmtoOMIEGDNkT3P8s0cu7syNNuTMuQyqEuMhiEDw2HsSlgN6RLrEuoVkMplBpQBmpcvvwd4H1iPmAqPKaRFzBLXJQshAVZyC9UNKV4r1uwVpOlz8xCMqV1A2qlvekErRbspHGZMktqWsz/2URbkFkY8C6jS4bZNminiSKQTww+6RDAQ4pPHgdOAM4x2v5rJcEEWE7VANRAMW2rEmfB3d6A48e1vNeZE3GOv9X9azVgQjm34QAqzUSjfamkZECSKJ4olyUEk5M5D2ACSc4EUOby5T8HroVf1QzvTSJRmArH1fAo7cX4KhN2oiAALJ6ALGP5qlYSGvSG1GrqAajW4oxjgOkGe7MInyF2B94lbjRyGu0x+CVi598yoxOFflEVAQ8pPnkcCAHI9/pbu6/N+7eOwDQ8ZlADUIIMfBkJwqkw+We7K6OxWbyzszKgByEozgbyCoZbqQx9YkKxvo3Iw6FUwxbtYxf9Mw5Q1r8MlLh8+dvAT8I108jYrSpQQiIAMNQPmJnRd1SqykhC/I7eDicW4f6dlO00Vg+PhcrF5qbmEvV7KglC3Fas1dLIbxuMXETrBL7Nw4uDWAjg7cDF4UAIgDX5mAgkxCrA2Ordex7BLGoBPpdoMN3a0uB9+nTIuyV6Hg7h/fdlVLtDKE3Ejl4qFalFpxNqidu6SbksYdgz6t3wGOaO4fLl/w2D19H4mwIZ+2LfAfIEFo5rcpAtCTQcsp3Gxh9bGShNZeBnz4Z+gOARnDkjT6CJrv8SWvr81UT9ARYGnEdiYGsCvJE77xSDA90HkD82gZglrvk3VVH9P4ynzId5O+ZdD4aaSddsarC385NT1gM8NbohgPXd1uv60LRl/M2lrxFj/3J4THD5d47DC18OrzeJ05RWgXuw8YESf+vrsHpX5cB2W/F/1ofNTQadlE5HQjVRip7MtWtxNyGQF7C5qURgkzjyv9bW83Ph260NeByfHlwsDoQHAKNTgCF6BTPElYAS1BeQoHbgdjD+U7MyySNHNGpac99MUza+tqaQ3jp+tx7sytKyLBq/dQMOhzpWk0B47BA9gP7Yo8fl/7rE8P/8B5Qc3A6PDtCDwbZm/tmcgNqkJhttbsQpxGmqdQeB5kLCIExo2twM84hq2mn49nLUK3P777SlJcuoAaid+ze9gHICVve/gDZLBTf+onBgPIDxKcD56b/5VYEvVuBKBp9L4HqqzsDpaVXX+j3ZdJbBsZBon5qS6zwbyu/lskL8UknPlXo1xgyhPMjsrG6aJFBJ0Mg/jcKBWngOCb69/MCA35rvcf5f/ZPw/hbQhgfvy6dfuauhvBu6Bq1LsBvWFMgydodx38G1NYUzb76p3Ymn6zL+mzfjngG2zZklAK8gD+Bd4pwA2yLdKSYHxgNYfcS5M8QpwCDjn0HLf58NIcBPNuQy3+/EdfP6/bgY6GQo9Zs4DAYwUZ6QvU9MxFphqRQ9gcFAFtffRg1AKTL0fjjuhscWGu13+JO1jMuXvwnpzXAujbP/ejtxVmCvH3cDsQakSoX19bjbULcrvcgyGX+7rUVCbBmCt9vx3+n5RcX+IA9gmTgB6A1iDsCnBRePA+kB2Ov8uRniZqAvoFBgAS0Bbt27oOPJSdnvqVNx8Z5WCA+aDZianmB3sMvEZDWWAq0MaG6DrRpiSYWqlfcsH2DaalWCXSQUfWCHy789oxLf+rom+JcmtDBI3rLT7b0lxXd6MJXAdqrn735XjkEl9/dduRJ3I1pYUG/A3xL3BmgSpwW/En7du8QyoMf9xeNAeADjCT+bBpz/z3o9d7yBQoFZ4GaIl1eyaCylsvIBvV6cHzBZU04AgIkJJmoVelv9GA9YG7DNDbDM/c6OqgNZqj3G6CJ/pIti/R5xYbItPQZdLv/Rdfjzb8Pt24r3e31YvxeVqlSCdnsv3gcZ/P2QK5yf16zAa9f0/s2bcUWg9VRlwSRRBQCU+X+AQgDQjkHtcJz/d3QvoFhUnvYP+LDk1wKw+n9+9J8hJgVXgSSL7cBGlsnwAe6HfbRmZ2OXYK8fdgQaBj97NwvJPmKZoFLRsbUGhzLdXh9xbQjlGkoIToRHSBgOB3Hfr60tLv/pkK++dJOFi4sa7UEdPq0WrH2wN/2309HPmZtTOuLaNV06UdJInyQSg3pd6wK+B5Aq/k8SeClV1v+v0MhvzVH5sp+tDPwN3BMoEgcmBDDyJb8Fous6S5wWDHFqcDsMqPNJfG9yMlb0zIOfmwuzAEMZv9YI7r9NBLLnZjN+sNeLcwWmpyUI1la4uxtbifv90dV/zO3Y2YEs4ysLA176xwtw66YWBWm3GbQf7O0WVCrFrcSvXZOhr67qNqthHYBKBX78Y43+AHOJji32bzGa/Dsdjq3918IA6w50isGBFYDHHZsg7KB0nOUBKhW42dFrqwwcnZMdzs3ptYUBu7tonz+QBdqaANVqFIRqVR+u10eSdVSrEodSKXYTBmPfayXudPS8uwvDIeeA3311ArI+GzfbWv2nVGLQG1JOKjAccm9VDUEAb/1Y6wDMzgSHoqsqx39fktufJJr8A5ob8J1U5+8SG4FeYXRugI/6xeNA5ADyPGpx0Bm0ItC5cN72AkhQJcA658J6IJTKWpRnZSXurpMkKBlXq8rzt4aBclmjuM3bN8POzwnY3dU1aaqwYDCQkVvrXpbpmp0dPSzuCPe5vrHBn/2vDbrvbzDbgo02UKuxncLGWkZnc0ipBB+swve/J+MH5Q8rFW0L1uvFGD9JFP60kRAcQe2/bWIC8OvEcMA8KfBOwCJx4ATAsJwAxPUB2sT24A6j24Bb7z/IOB5swq1bygl0u6EykLF3US0J3YBWFyyVlOzrdmNJMN8wYCN9pRITgyYQWRZLiQ8exPkE5iVkyjX8ze4u/+kvd7l/X7/x7s2U3dAN/O4NXTY3p9egvv+VFfUEXLm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 },
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}