{ "cells": [ { "cell_type": "raw", "metadata": { "raw_mimetype": "text/html" }, "source": [ "" ] }, { "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", "\"https://mybinder.org/badge_logo.svg\"\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": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# id x y z vx vy vz E L Lz FeH
0 0 1.2318683862686157 -0.39692866802215576-0.598057746887207 301.1552734375 174.05947875976562 27.42754554748535 -149431.40625 407.38897705078125333.9555358886719 -1.0053852796554565
1 23 -0.163700610399246223.654221296310425 -0.25490644574165344-195.00022888183594170.47216796875 142.5302276611328 -124247.953125890.2411499023438 684.6676025390625 -1.7086670398712158
2 32 -2.120255947113037 3.326052665710449 1.7078403234481812 -48.63423156738281 171.6472930908203 -2.079437255859375 -138500.546875372.2410888671875 -202.17617797851562-1.8336141109466553
3 8 4.7155890464782715 4.5852508544921875 2.2515437602996826 -232.42083740234375-294.850830078125 62.85865020751953 -60037.03906251297.63037109375 -324.6875 -1.4786882400512695
4 16 7.21718692779541 11.99471664428711 -1.064562201499939 -1.6891745328903198181.329345703125 -11.333610534667969-83206.84375 1332.79895019531251328.948974609375 -1.8570483922958374
... ... ... ... ... ... ... ... ... ... ... ...
329,99521 1.9938701391220093 0.789276123046875 0.22205990552902222 -216.9299011230468816.124420166015625 -211.244384765625 -146457.4375 457.72247314453125203.36758422851562 -1.7451677322387695
329,99625 3.7180912494659424 0.721337616443634 1.6415337324142456 -185.92160034179688-117.25082397460938-105.4986572265625 -126627.109375335.0025634765625 -301.8370056152344 -0.9822322130203247
329,99714 0.3688507676124573 13.029608726501465 -3.633934736251831 -53.677146911621094-145.15771484375 76.70909881591797 -84912.2578125817.1375732421875 645.8507080078125 -1.7645612955093384
329,99818 -0.112592644989490511.4529125690460205 2.168952703475952 179.30865478515625 205.79710388183594 -68.75872802734375 -133498.46875 724.000244140625 -283.6910400390625 -1.8808952569961548
329,9994 20.796220779418945 -3.331387758255005 12.18841552734375 42.69000244140625 69.20479583740234 29.54275131225586 -65519.328125 1843.07470703125 1581.4151611328125 -1.1231083869934082
" ], "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": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# x y z r
0 1.2318683862686157 -0.39692866802215576-0.598057746887207 1.425736665725708
1 -0.163700610399246223.654221296310425 -0.254906445741653443.666757345199585
2 -2.120255947113037 3.326052665710449 1.7078403234481812 4.298235893249512
3 4.7155890464782715 4.5852508544921875 2.2515437602996826 6.952032566070557
4 7.21718692779541 11.99471664428711 -1.064562201499939 14.03902816772461
... ... ... ... ...
329,9951.9938701391220093 0.789276123046875 0.22205990552902222 2.155872344970703
329,9963.7180912494659424 0.721337616443634 1.6415337324142456 4.127851963043213
329,9970.3688507676124573 13.029608726501465 -3.633934736251831 13.531896591186523
329,998-0.112592644989490511.4529125690460205 2.168952703475952 2.613041877746582
329,99920.796220779418945 -3.331387758255005 12.18841552734375 24.333894729614258
" ], "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": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# x y z r
0 -0.163700610399246223.654221296310425 -0.254906445741653443.666757345199585
1 -2.120255947113037 3.326052665710449 1.7078403234481812 4.298235893249512
2 -7.784374713897705 5.989774703979492 -0.682695209980011 9.845809936523438
3 -3.5571861267089844 5.413629055023193 0.09171556681394577 6.478376865386963
4 -20.813940048217773 -3.294677495956421 13.486607551574707 25.019264221191406
... ... ... ... ...
166,274-2.5926425457000732 -2.871671676635742 -0.180483341217041023.8730955123901367
166,275-0.7566012144088745 2.9830434322357178 -6.940553188323975 7.592250823974609
166,276-8.126635551452637 1.1619765758514404 -1.6459038257598877 8.372657775878906
166,277-3.9477386474609375 -3.0684902667999268-1.5822702646255493 5.244411468505859
166,278-0.112592644989490511.4529125690460205 2.168952703475952 2.613041877746582
" ], "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": [ "
" ] }, "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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", "text/plain": [ "
" ] }, "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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" ] }, "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": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# x y
0 0 0
1 1 1
2 2 4
3 3 9
4 4 16
" ], "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": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# vendor_id pickup_datetime dropoff_datetime passenger_countpayment_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
0VTS 2009-01-04 02:52:00.0000000002009-01-04 03:02:00.000000000 1CASH 2.63 -73.992 40.7216 nan nan -73.9938 40.6959 8.9 0.5 nan 0 0 9.4
1VTS 2009-01-04 03:31:00.0000000002009-01-04 03:38:00.000000000 3Credit 4.55 -73.9821 40.7363 nan nan -73.9558 40.768 12.1 0.5 nan 2 0 14.6
2VTS 2009-01-03 15:43:00.0000000002009-01-03 15:57:00.000000000 5Credit 10.35 -74.0026 40.7397 nan nan -73.87 40.7702 23.7 0 nan 4.74 0 28.44
3DDS 2009-01-01 20:52:58.0000000002009-01-01 21:14:00.000000000 1CREDIT 5 -73.9743 40.791 nan nan -73.9966 40.7318 14.9 0.5 nan 3.05 0 18.45
4DDS 2009-01-24 16:18:23.0000000002009-01-24 16:24:56.000000000 1CASH 0.4 -74.0016 40.7194 nan nan -74.0084 40.7203 3.7 0 nan 0 0 3.7
" ], "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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", 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" ] }, "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='()` argument will do, where `` 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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", 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" ] }, "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.` 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": [ "
" ] }, "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.` 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": [ "
" ] }, "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\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m limits \u001b[39m=\u001b[39m [\u001b[39m-\u001b[39m\u001b[39m30\u001b[39m, \u001b[39m30\u001b[39m]\n\u001b[1;32m 2\u001b[0m shape \u001b[39m=\u001b[39m \u001b[39m64\u001b[39m\n\u001b[0;32m----> 3\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 4\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 5\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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", 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" ] }, "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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" ] }, "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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", 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" ] }, "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": [ "
" ] }, "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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