{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<small><small><i>\n", "All the IPython Notebooks in **[Python Seaborn Module](https://github.com/milaan9/12_Python_Seaborn_Module)** lecture series by **[Dr. Milaan Parmar](https://www.linkedin.com/in/milaanparmar/)** are available @ **[GitHub](https://github.com/milaan9)**\n", "</i></small></small>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a href=\"https://colab.research.google.com/github/milaan9/12_Python_Seaborn_Module/blob/main/016_Seaborn_PairGrid_Plot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PairGrid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to another important lecture on *Data Visualization with Seaborn*! Today our topic of interest is a **<span style=\"color:red\">PairGrid</span>**, which shall be eventually followed up with **<span style=\"color:red\">Pair Plot</span>**, that acts a companion function to **PairGrid**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**[PairGrid](http://seaborn.pydata.org/generated/seaborn.PairGrid.html?highlight=pairgrid#seaborn.PairGrid)** acts as a very important tool in our arsenal because it returns a *subplot grid for plotting pairwise relationships in a dataset*. That is more like visualizing correlation between every critical feature of our dataset, depending upon what we choose to plot. The representation ideally has a **Histogram** plotted across it's *diagonal* and **Scatterplots** forming *triangles* above and below the *diagonal axes*.\n", "\n", "The technique is often referred to as **\"Panel Charts\"** or even, **“lattice”**, or **“trellis”** plotting, and it is related to the idea of **[Small multiples](https://en.wikipedia.org/wiki/Small_multiple)**. In general, our objective of using visualizations is to allow us to tap into our brain’s skill at interpreting visual complexity. Human brain is better at interpreting visualizations that use fewer dimensions and by splitting up a big visualization into smaller and simpler visualizations, thus known as “small multiples”, the great skill of our brain, i.e. *understanding patterns* comes into play.\n", "\n", "This visualization concept of **Small Multiples** was originally introduced by *Edward Tufte* (I hope I pronounced it correctly!). And he described these as: **\"Illustrations of postage-stamp size are indexed by category or a label, sequenced over time, like the frames of a movie, or ordered by a quantitative variable, not used in the single image itself.\"** In simpler words, *small multiples* use the same basic graphic or chart to display different slices of a Pandas DataFrame, that are rich, multi-dimensional data points, without trying to cram all that information into a *single, overly-complex* chart." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us try to *break-down the important features of PairGrid* that comes handy in resolving real-time data:\n", "\n", "- They display multiple variables with less risk of confusing our audience (be it our clients/stakeholders). Because ideally, trying to draw three or more variables in a single chart is a challenge, that statistician *Stephen Few* once referred to as overplotting.\n", "- Adience can quickly adapt to read an individual chart and apply this knowledge as they scan the rest of the charts. This also shifts our effort from understanding how the chart works, to what the DataFrame says.\n", "- Finally we may say that *Small multiples* enable comparison across variables and reveal the range of potential patterns in our charts.\n", "\n", "Now bigger question is to comprehend what we visualize because with any visualization, there are many ways to end up *undermining value of the data presentation* so let us try to figure out how Seaborn actually makes our life easier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, we shall import all our package and style dependancies that we've constantly been using throughout and then plot a simple **<span style=\"color:red\">PairGrid</span>** using a built-in dataset, before getting into our discussion on available parameters." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:00.215459Z", "start_time": "2021-07-18T13:32:42.286888Z" } }, "outputs": [], "source": [ "# Importing dependancies:\n", "import numpy as np\n", "import pandas as pd\n", "np.random.seed(101)\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "sns.set(style=\"ticks\", palette=\"ocean\")\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Let us also get tableau colors we defined earlier:\n", "tableau_20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120),\n", " (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150),\n", " (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148),\n", " (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199),\n", " (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)]\n", "\n", "# Scaling above RGB values to [0, 1] range, which is Matplotlib acceptable format:\n", "for i in range(len(tableau_20)):\n", " r, g, b = tableau_20[i]\n", " tableau_20[i] = (r / 255., g / 255., b / 255.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: with `Tips` dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:03.131450Z", "start_time": "2021-07-18T13:33:00.223271Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 540x540 with 9 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Loading Built-in Dataset:\n", "tips = sns.load_dataset(\"tips\")\n", "\n", "# Drafting a simple PairGrid plot:\n", "ax = sns.PairGrid(tips)\n", "ax.map(plt.scatter);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As visible, three important variables from our *Tips* DataFrame (and yes! we need to ensure that the dataset being inputted is a Pandas DataFrame) have been returned as subplots on this grid, plotted against each other. Even here, at first we initialize our grid, then pass plotting function to a **`map`** method, and that in turn gets called on each subplot. \n", "\n", "It is also intrinsic to understand the difference between a **FacetGrid** and a **PairGrid**. In *FacetGrid*, each facet shows the same relationship conditioned on different levels of other variables; whereas in *PairGrid*, each plot shows a different relationship (although as visible, our upper triangle very well epitomizes lower triangle). Using *PairGrid*, we may fetch a very quick and high-level summary of interesting relationships in our DataFrame.\n", "\n", "In a **PairGrid**, each *row* and *column* is assigned to a different variable, so the resulting plot shows each *pairwise relationship* in our dataset. Note that this style of plot is sometimes also called as a **“Scatterplot matrix”**, being utmost common way to show each relationship; though it is certainly not limited to *Scatterplots*, and we shall see that shortly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now closely look at the parameters offered by Seaborn to aid in plotting **PairGrid()**:\n", "\n", "**`seaborn.PairGrid(data, hue=None, hue_order=None, palette=None, hue_kws=None, vars=None, x_vars=None, y_vars=None, diag_sharey=True, size=2.5, aspect=1, despine=True, dropna=True)`**\n", "\n", "To have a firmer grip on our plot, Seaborn seems to additionally provide us with options like **`vars`**, **`x_vars`** and **`y_vars`** that help us to further determine if we would like consider just a few selective features overall on the plot or on any particular axes. We are well acquainted with rest of the available parameters, so for further customization, we would be using respective plot params, and I shall demonstrate that very shortly. Inference is not actually a pain area for us anymore so let us once again, focus more on varieties available:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:06.617753Z", "start_time": "2021-07-18T13:33:03.139264Z" } }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c4e273c70>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 540x540 with 12 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ensuring visible Edge lines:\n", "plt.rcParams['patch.force_edgecolor'] = True\n", "\n", "# Plotting our PairGrid:\n", "ax1 = sns.PairGrid(tips)\n", "\n", "# Let us now map Histogram to diagonals of our grid, & we shall call Matplotlib under cover:\n", "ax1.map_diag(plt.hist, color=tableau_20[5])\n", "ax1.map_offdiag(plt.scatter, color=tableau_20[10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmm! That seems to do our job pretty well in presenting correlation between variables. Let us now try to use some other types of plots on some other DataFrame, and this we shall fetch a DataFrame from **[Scikit-Learn](http://scikit-learn.org/)** which is actually a *Machine Learning library* for *Python* language, featuring various *Classification, Regression and Clustering algorithms*:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:19.541482Z", "start_time": "2021-07-18T13:33:06.625565Z" } }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c4cb88d90>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 955.225x864 with 12 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generating Data using Sklearn Blobs. Don't really have to focus on data generation:\n", "n = 700\n", "from sklearn.datasets import make_blobs\n", "X, y = make_blobs(n_samples=n, centers=3, n_features=3, random_state=0)\n", "\n", "sample = pd.DataFrame(data= np.hstack([X, y[np.newaxis].T]), columns= ['X','Y','Z','model'])\n", "\n", "# Distplot has a problem with the color being a number:\n", "sample['model'] = sample['model'].map('model_{}'.format)\n", "\n", "list_of_cmaps=['coolwarm','rocket','icefire','winter_r']\n", "\n", "ax = sns.PairGrid(sample, hue='model', hue_kws={\"cmap\":list_of_cmaps}, size=4)\n", "\n", "# Now we shall map Scatterplot to Upper & KDE Plot to Lower triangle while Distplot shall take diagonal axes:\n", "ax.map_upper(plt.scatter)\n", "ax.map_lower(sns.kdeplot)\n", "ax.map_diag(sns.distplot) # ax.map_diag(plt.hist) For a Histogram on diagonals.\n", "\n", "# Let us also add a Legend:\n", "ax.add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you have noticed, we may either use **`.map_offdiag()`** or just use **`.map_diag()`** to refer to the triangles formed above and below the **`diags`**, i.e. the diagonals. And we also have the privilege to either map *Matplotlib* plots or *Seaborn* plots to our **Pairgrid**.\n", "\n", "Let us now deal with a special case where we have a square grid with identity relationships on the diagonal axes, where we have freedom to plot with different variables in the *rows* and *columns*:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:21.177696Z", "start_time": "2021-07-18T13:33:19.545388Z" } }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c50e26c10>" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Still working on our \"Tips\" Dataset:\n", "ax2 = sns.PairGrid(tips, y_vars=[\"tip\"], x_vars=[\"total_bill\", \"size\"], size=6)\n", "\n", "ax2.map(sns.regplot, color='r')\n", "ax2.set(ylim=(-1, 11), yticks=[0, 5, 10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot isn't really something new for us as we have previously seen this while discussing **Regplot**, but I still wanted you to once again have a look at it. " ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:21:31.350710Z", "start_time": "2021-07-18T13:21:31.331180Z" } }, "source": [ "With that done, let us now move on to another dataset, i.e. Iris dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: with `Iris` dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Draw a scatterplot for each pairwise relationship" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:25.250417Z", "start_time": "2021-07-18T13:33:21.183558Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 16 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "x = sns.PairGrid(iris)\n", "x = x.map(plt.scatter)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:30.354873Z", "start_time": "2021-07-18T13:33:25.258235Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show a univariate distribution on the diagonal:\n", "x = sns.PairGrid(iris)\n", "x = x.map_diag(plt.hist)\n", "x = x.map_offdiag(plt.scatter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Iris dataset to get better **`hue`** parameter specific plots:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:39.542789Z", "start_time": "2021-07-18T13:33:30.361222Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c4df5c1c0>" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1238.85x1152 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue=\"species\", palette=\"rocket\", diag_kind=\"kde\", size=4)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:47.333254Z", "start_time": "2021-07-18T13:33:39.556464Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 806.85x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Color the points using a categorical variable:\n", "x = sns.PairGrid(iris, hue='species')\n", "x = x.map_diag(plt.hist)\n", "x = x.map_offdiag(plt.scatter)\n", "x = x.add_legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:54.307811Z", "start_time": "2021-07-18T13:33:47.341558Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 806.85x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use a different style to show multiple histograms:\n", "x = sns.PairGrid(iris, hue='species')\n", "x = x.map_diag(plt.hist,histtype = 'step',linewidth =3)\n", "x = x.map_offdiag(plt.scatter)\n", "x = x.add_legend()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:55.223817Z", "start_time": "2021-07-18T13:33:54.314647Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a subset of variables\n", "x = sns.PairGrid(iris, vars=[\"sepal_length\", \"sepal_width\"])\n", "x = x.map(plt.scatter)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:57.137865Z", "start_time": "2021-07-18T13:33:55.229676Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 446.85x360 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = sns.PairGrid(iris, hue='species',vars=['petal_length','petal_width'])\n", "x = x.map_diag(plt.hist)\n", "x = x.map_offdiag(plt.scatter)\n", "x = x.add_legend()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:33:58.232580Z", "start_time": "2021-07-18T13:33:57.143725Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use different variables for the rows and columns:\n", "x = sns.PairGrid(iris,x_vars=[\"sepal_length\", \"sepal_width\"],\\\n", " y_vars=[\"petal_length\", \"petal_width\"])\n", "x = x.map(plt.scatter)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:34:06.267671Z", "start_time": "2021-07-18T13:33:58.238929Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 728.8x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Use different functions on the upper and lower triangles:\n", "\n", "x = sns.PairGrid(iris)\n", "x = x.map_diag(plt.hist)\n", "x = x.map_upper(plt.scatter)\n", "x = x.map_lower(sns.kdeplot)\n", "x = x.add_legend()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:34:11.437063Z", "start_time": "2021-07-18T13:34:06.270603Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 806.85x720 with 16 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use different colors and markers for each categorical level:\n", "\n", "g = sns.PairGrid(iris, hue=\"species\", palette=\"Set2\",\n", " hue_kws={\"marker\": [\"o\", \"s\", \"D\"]})\n", "g = g.map(plt.scatter, linewidths=1, edgecolor=\"w\", s=40)\n", "g = g.add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now how about a requirement where we only wish to draw the lower triangle on our grid thus excluding the area above diagonal axes, because anyways upper is a mirror of lower triangle. Let us try that on our *Iris* dataset:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:34:16.123551Z", "start_time": "2021-07-18T13:34:11.443903Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We shall make little use of \"NumPy\" here:\n", "ax4 = sns.pairplot(iris)\n", "ax4.map_offdiag(plt.scatter, color=tableau_20[18])\n", "ax4.map_diag(plt.hist, color=tableau_20[2])\n", "for i, j in zip(*np.triu_indices_from(ax4.axes, 1)):\n", " ax4.axes[i, j].set_visible(False)\n", "\n", "## Let us have little more fun: Let us now also remove the Diagonals from our Grid: \n", "#for ax in ax4.diag_axes: \n", " #ax.set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That seems to be a handy option, isn't it? We don't know which way the requirements going to flow in, so it is better we remain prepared. Just to keep our learning process versatile enough, let me also show you a simple *statistical approach* with **PairGrids**, where we shall try to plot **Correlation Coefficient** as well for our plot on randon data points:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:34:20.292464Z", "start_time": "2021-07-18T13:34:16.133317Z" } }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c53affc10>" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x864 with 12 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Importing another library for statistical assistance:\n", "from scipy import stats\n", "\n", "# Declaring few variables to be plotted:\n", "mean = np.zeros(3)\n", "cov = np.random.uniform(.2, .4, (3, 3))\n", "cov += cov.T\n", "cov[np.diag_indices(3)] = 1\n", "\n", "# Creating Dataset:\n", "data = np.random.multivariate_normal(mean, cov, 100)\n", "sample = pd.DataFrame(data, columns=[\"Variable 3\", \"Variable 2\", \"Variable 1\"])\n", "\n", "# Let us create a wrapper function to get our job done:\n", "def corr_func(x, y, **kws):\n", " r, _ = stats.pearsonr(x, y)\n", " ax = plt.gca()\n", " ax.annotate(\"r = {:.2f}\".format(r), xy=(.1, .9), xycoords=ax.transAxes)\n", "\n", "ax5 = sns.PairGrid(sample, size=4)\n", "ax5.map_upper(plt.scatter, color=tableau_20[16])\n", "ax5.map_diag(sns.distplot, kde=True, color=tableau_20[6])\n", "ax5.map_lower(sns.kdeplot, cmap=\"prism\")\n", "ax5.map_lower(corr_func)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I highly recommend to keep your Seaborn version above 0.8 or else you might face issues with hues on the diagonal of **PairGrid**. \n", "\n", "Let us now plot another *PairGrid* with some *random data points* and then try to play with the **size of those data points** in our Scatterplot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T13:34:22.329557Z", "start_time": "2021-07-18T13:34:20.295394Z" } }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x12c53a52d60>" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 100\n", "category = pd.DataFrame(np.array(['a', 'b'])[np.random.randint(0, 2, size=[n,1])], columns=[\"Variables\"], dtype=\"object\")\n", "data = pd.DataFrame(np.random.rand(n,2), columns=list('AB'))\n", "sample = pd.concat([data,category], axis=1)\n", "\n", "ax6 = sns.PairGrid(sample, hue=\"Variables\", size=4)\n", "ax6.map_diag(plt.hist)\n", "ax6.map_upper(sns.regplot,scatter_kws={'s':10})\n", "\n", "def size_func(*args, **kwargs): \n", " if 'scatter_kws' in kwargs.keys():\n", " kwargs['scatter_kws'].update({\"color\": kwargs.pop(\"color\")})\n", " sns.residplot(*args,**kwargs)\n", " \n", "ax6.map_lower(size_func, scatter_kws={'s':10})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we have been able to get the two classes to be coloured, whilst also being able to change the size of our data points. If I wouldn't have defined **`size_func`**, the two classes of our **Residplot** wouldn't be color-separated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And with that, we shall here end our discussion on **PairGrid** and in our next lecture, we shall be discussing **[FacetGrid](https://github.com/milaan9/12_Python_Seaborn_Module/blob/main/017_Seaborn_FacetGrid_Plot.ipynb)**." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }