{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn: Strip Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Strip Plot\n", "\n", "Welcome back to another lecture on visualizing *categorical data* with Seaborn! In the last lecture, we discussed in detail the importance of Categorical data and general representation. In this lecture, we shall continue from where we left previously. Our discussion has majorly been around beeswarm visualization using Seaborn's Swarmplot. Today, we are going to discuss another important type of plot, i.e. **Strip Plot**, which is pretty similar to what we have already seen previously. \n", "\n", "- A **[Strip Plot](http://seaborn.pydata.org/generated/seaborn.stripplot.html?highlight=stripplot#seaborn.stripplot)** can be drawn on its own, but it is also a good complement to a box or violin plot in cases where you want to show all observations along with some representation of the underlying distribution.\n", "\n", "So, let us begin by importing our requisities, that we have gathered over time. Then, slowly we shall start exploring parameters and scenarios where this plot could come in handy for us:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:55.759509Z", "start_time": "2021-11-16T07:12:10.603239Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib is building the font cache; this may take a moment.\n" ] } ], "source": [ "# Importing intrinsic libraries:\n", "import numpy as np\n", "import pandas as pd\n", "np.random.seed(0)\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "sns.set(style=\"whitegrid\", palette=\"rocket\")\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": [ "We have already observed **Strip Plot** representation earlier as well so let us plot it at a basic level once again to begin our discussion with:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:56.256301Z", "start_time": "2021-11-16T07:12:55.759509Z" } }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load tips dataset\n", "\n", "tips = sns.load_dataset(\"tips\")\n", "tips.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:57.745422Z", "start_time": "2021-11-16T07:12:56.272081Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw a single horizontal strip plot:\n", "\n", "sns.stripplot(x=tips[\"total_bill\"], size=4, color=\"green\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group the strips by a categorical variable" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:58.014702Z", "start_time": "2021-11-16T07:12:57.755506Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:58.233468Z", "start_time": "2021-11-16T07:12:58.014702Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x='day', y='total_bill', data=tips, size=7, order=['Fri','Sat','Sun','Thur'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:58.450730Z", "start_time": "2021-11-16T07:12:58.233468Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting basic Strip Plot by adding little noise with 'jitter' parameter:\n", "\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:58.664949Z", "start_time": "2021-11-16T07:12:58.450730Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use of jitter\n", "\n", "sns.stripplot(x='day', y='total_bill', data=tips,size=7, order=['Fri','Sat','Sun','Thur'], jitter=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:58.898312Z", "start_time": "2021-11-16T07:12:58.664949Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw horizontal strips:\n", "sns.stripplot(x=\"total_bill\", y=\"day\", data=tips, jitter=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:59.142173Z", "start_time": "2021-11-16T07:12:58.898312Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw outlines around the points:\n", "sns.stripplot(x=\"total_bill\", y=\"day\", data=tips,jitter=True, linewidth=1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:12:59.335148Z", "start_time": "2021-11-16T07:12:59.142173Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Control strip order by passing an explicit order:\n", "\n", "sns.stripplot(x=\"time\", y=\"tip\", data=tips, order=[\"Dinner\",\"Lunch\"], size=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks quite familiar, right? Indeed it is! This is again a *scatterplot presentation* with one of it's variable as *Categorical*. From *Tips* dataset, we have chosen *Days* of a Week as our categorical variable against the *Total bill* generated in the restaurant for that particular *day*. Just like *Swarm plot*, even [Strip Plot](https://seaborn.pydata.org/generated/seaborn.stripplot.html) can be plotted on it's own but generally it is coupled with other plots like **Violin plot**, as discussed earlier, and we shall go through those kind of coupling as well later on in this lecture.\n", "\n", "Important to note is that sometimes you might find professionals referring to **Strip plot** as **Dot Plot**, so that shouldn't actually confuse you as both refer to the same type of plot that we're looking at right now.\n", "\n", "For now, let us quickly go through the *parameters* to find if there is something that requires extra attention, or better to say, something that we haven't covered as of now:\n", "\n", "**`seaborn.stripplot(x=None, y=None, hue=None, data=None, order=None, hue_order=None, jitter=False, dodge=False, orient=None, color=None, palette=None, size=5, edgecolor='gray', linewidth=0, ax=None)`**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not that difficult to guess by now that **`x`**, **`y`** and **`data`** are our three mandatory parameters. Quick note here would be that you would often find me as well as other domain specific people abbreviating *parameters* as **params**, so I just thought of letting you know so that it doesn't ever confuse you. Moving on, rest of the *optional parameters* are similar to our Swarm plot and in the same order so nothing new out here for us to explore. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us then add few more *optional params* to our previous code to check it's flexibility:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:00.259537Z", "start_time": "2021-11-16T07:12:59.335148Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Nest the strips within a second categorical variable:\n", "\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, hue='sex', palette='Set1')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:00.705703Z", "start_time": "2021-11-16T07:13:00.259537Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Nest the strips within a second categorical variable:\n", "\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, hue='sex', palette='Set1', split=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:01.192234Z", "start_time": "2021-11-16T07:13:00.705703Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Nest the strips within a second categorical variable: with legend\n", "\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, hue=\"sex\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:01.752795Z", "start_time": "2021-11-16T07:13:01.194253Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw each level of the hue variable at different locations on the major categorical axis:\n", "\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, hue=\"sex\", dodge=True)\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:02.433447Z", "start_time": "2021-11-16T07:13:01.752795Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, jitter=True, palette=\"icefire\", size= 7, dodge=True, lw=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Swarm Plot\n", "\n", "The **Swarm Plot** is similar to **`stripplot()`**, but the points are adjusted (only along the categorical axis) so that they don’t overlap. This gives a better representation of the distribution of values, although it does not scale as well to large numbers of observations (both in terms of the ability to show all the points and in terms of the computation needed to arrange them)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:03.086263Z", "start_time": "2021-11-16T07:13:02.433447Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:04.069244Z", "start_time": "2021-11-16T07:13:03.086263Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", hue='sex', data=tips, palette=\"Set1\", split=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Draw swarm observations on top of a violin plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:05.379431Z", "start_time": "2021-11-16T07:13:04.069244Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"tip\", y=\"day\", data=tips,palette='rainbow')\n", "sns.swarmplot(x=\"tip\", y=\"day\", data=tips,color='black',size=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There isn't much to explain here that we not aware of in terms of inference, though remember that if you need to plot these scattered points *horizontally*, all that you need to do is *interchange* **`x`** and **`y`** variable position. Let us slightly alter the aesthetics of our plot now:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:05.490539Z", "start_time": "2021-11-16T07:13:05.379431Z" } }, "outputs": [], "source": [ "# Loading Iris dataset for this experiment:\n", "iris = sns.load_dataset(\"iris\")\n", "\n", "# Melt dataset to 'long-form' or 'tidy' representation:\n", "iris = pd.melt(iris, \"species\", var_name=\"measurement\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:06.609901Z", "start_time": "2021-11-16T07:13:05.490539Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"measurement\", y=\"value\", hue=\"species\", order=['sepal_width','petal_width','sepal_length','petal_length'], \n", " data=iris, palette=\"hsv_r\", size=15, marker=\"D\", alpha=.30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Personally, I am not really a great fan of these kind of strips but I have often seen it's implication in FinTech so if work for a bank or any closely related domain, you can play around with this by increasing the *size* or transparency with `alpha`, etc. You even have the option to change marker. Let me quickly replace this plot with `+` sign marker:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:07.309701Z", "start_time": "2021-11-16T07:13:06.609901Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f8Nprr5Gfn096ejqXXnopZ44di6WZdVBNnDixqYsghIhSUVvRm6bJVVdeyY8//ojT6QRgx44d3HHnnXz+xRe8+OKLB1XZX3vttYwZM4ZTTz0VgHHjxnHvvfcya9YsSktLiYmJ4e677+aII47g9ttvp7S0lM2bN3PLLbewbNkyfvrpJywWCyNHjuTaa6/lmWeeAWDKlCnMmzePF154AU3TGDBgAPfffz9+v59p06axZs0aNE3j0ksv5ayzzgorU3Z2Ng8++CAej4eUlBRmzJjBYYcdxqRJk0hKSmLdunU8+eSTMjmqBanZsdfDE3gflz7zEm67FYhF83iINUzs1c01evW+mgGJBJpoVPU/DfDpVhw2HUtMDABdrQ46FpaiVq2l0BFX55ytQbDZpb7ml7I/V4Waamrm84/r0jnsmOZ+zZpXWNuA5n7ySVglH+RyOvnhhx+YN3fuQT3/2LFj+eyzzwDYtGkTHo+Hhx56iFtuuYWPPvqI+++/nxtvvDG0f3JyMl988QW9e/fm+++/Z+7cubz77rusX78ej8cT2q+goICHH36Y119/nc8++wzDMPjuu+945plnSElJ4dNPP+XNN9/kmWeeYfXq1aHjvF4vN910E3fffTdz585lwoQJ3HTTTaHHe/fuzVdffSWVvBCtUNRG9K+99lqdSj7I5XTy6quvMrZWRLw/hg0bxowZM6isrOTTTz9l9OjRvPDCC9xxxx2hfZxOJyUlJQAMHDgQgA4dOuBwOJgwYQLDhw9n6tSpYdOVf/vtN4466qjQRLPgYiTPP/88Dz30EACpqamcdNJJLF26lISEBCDwxyYxMTF0nlGjRjF9+nQqKirCzi9alrAUCNWpD7qVBn6nhs9A+U2s7IrYAzG8DhhogR+BbYaB0nWU34/HNLDExZGQ3pGEdql0696t2XcmNqQ9DbGsvV/tjlpP0Y7Q2rv7cnxzEbUVfX5+/kE9vjd2u53hw4ezcOFCvvzyS1566SVee+21UJpiCCQ+C041j6n+qmy1Wpk9ezZLly7l+++/Z8KECbz11luhY6xWa9ioiOLiwId7d+mNg0yz7iIrNfcJnl8I0fpEbdNNevqe0xDv7fF9MXbsWN544w2Sk5Pp1KkTXbt2DVX0P/30E//3f/9X55i//vqLCy+8kMGDB3PbbbfRo0cPcnJyQo8PGDCA7OxsioqKAHjooYdYsGBBWHrj4uJiFixYELYObffu3SktLWXFihUAfP755xxyyCG7cpoIIVqtqI3oL730Uu64805c9TTfxMbFcdlllx30OTIzM6moqAiNmHnssce49957efXVV7HZbMyaNSssOgc44ogjyMjI4IwzziA2NpajjjqKE044gT//DKRP7dChA3fddReXXnoppmmSkZHBuHHjcLlc3HvvvYwZMwbDMLjqqqvo168fa9asAQLfMGbNmsX999+Py+UiKSmJWbNmHfRrFE0rOzubNtsKiN1ZiqMiMJs1xlr9sfUFvq0pDPSwZQqMsB+BfQDDwK6D3wRVXAJeP8l6oPu27M9VHH7VpRF9LS1BsKnGuSWX/C/mh3XAOtq3C3XCBjtoa46pTx91ciOWdP9EPB/9/mqoNMXBUTc//PhjWGUfGxfH8ccff9CjbqKJpCluvh5//PG6FX11WmLl8qD8fqwYWPeyHk3wQ6508ANK04lLaENy98NIycwAaNUVfbCNvWZFD+y1oq+pdkXf2G30TZamuClZLBZefOkl5s2dy6uvvhoaR3/ZZZcx5swzpZIXLUJGRgZkhG/b9tb/cFRUEUM5/ioDi29XRV7z+6PJrrbZXdt1dMCnwFNVRWlePqWGAe1S2ZyV1Wpmx9ZWu1J2bskNq+R391iwYzauS+dm1flaW9RW9BCo7MeeddZBja4RQoiWTsJaIYSIclEd0QvR0tVsSgmOqc/LzSPJb+DweIlRUIVJG91CMJ+ZQmGtMaJeJ7DdBHwYgXVkrTo2m5WE9ilg+HD5PfD5VwxshbNjC39YVG9is2CzTOX6jQD4ysopXbESo8YER19ZOQk9u4eep7bmch0jGtEvXLiQcePGMWrUKB544IFInkoIIcRuRCyi37p1K/fccw+zZ8+mbdu2XHzxxXz33XcMGzYsUqcUIqplZ2fj/G0FeX4PbV0evB4PaVYbht8gXQUSFidrFvy1jjNq/jQAHRJMiLXo6BVVpCQng9VR70LhrUHtYZQQiNSDPNWz23WHIxTNm77AVfY7nXiKdoQd3xxnGUesop8/fz6jR48OTeWfNWtWnSE/QgghIi9iTTebN28OTewZO3Ys77zzDklJSZE6Xb2UaZL/5XwWX3Ql3542jsUXXUn+l/NR9aQLaAh33XUXf/zxxz7vv2DBAp566qkGfU4hhKgtYhOmpk2bxm+//cZbb71FXFwcV199NWPGjGHcuHF7PC446L82q9VKz5499/n8yjRZPf0hSpdnY7rdoe2WmBiS/5ZBn/vuRJOx9ACsX78ev7/2F37RlJYtW1Zn27p169i2bRvFxcX8rdSJx+OmvabTBguxGlQpk7YWKx6lUErhRBGvWahSCqVMLJqFOM2CC0ADhyMWm91BfFoKvqQ2eNq35fDDD8c+sF+jv96m5Jz7Rei2URBIPeLP245ZWhq2nxYbi56aEtivuATl86HZbKHH9dQULMmJ6B3aY+3aBaBJrmWjTphq164dQ4cOJTU1FQiMHlixYsVeK/qg+mbGxsfH7/P587+cT9mv4ZU8gOl2U7Y8m4qflpB+2oFPDqkvH/3mzZt5/vnngUA6BNM0Ofzww5k2bRq33norW7Zs4dBDD2X79u08++yzLF26lKVLl/LII48wYsQIzjzzTH788UdcLhePPvoo/fv3Z9KkSVx77bUcffTRPP7442RlZaHrOueffz4XX3wxS5cuZdasWbjdbsrLy7njjjv2e9KL3W7nyCOPPOBrIRpeMOtpTZWVlbjdbnw+H7YqHz6fD02zoCnQqv8LTY3SqJ5FpaGhUGjV6S0Dj1sAXdex6lYSEtpASipaejo9evYkLTOzcV5kM7FuWXbotrM6rURlcSmuCj1sP5vdRmybQLZYV2UlhjLR7bsq+tg2CThSU4lLTyepOihtzGu5uyAZIljRDx8+nNtuu43y8nLi4+P54YcfOOmkkyJ1ujo2v/MBhstd72OGy83md2cfVEU/duxY5s2bx6mnnhrKR3/EEUeEHt+0aRPffPMNbdq04ZFHHqFbt2688MIL/PHHH5x//vn1PmdycjIffPABb731Fi+99FJoMRKAL7/8kl9//ZV58+bh8/m44IILGD16NG+//TYPPPAAPXr04Oeff+ahhx5qtbMbo5VatZaNOTmk7SzFXlpK50oncabiEKsdw+8nFgtKmSil2Gn4SLBY0dCI1wKVe6pmZYfhQylAC0T7aww/ybZU2qak0G5Q/6Z+iY2m9hDIYEdssPPV73RijYvDU1KC8lfnEqr+tuv1G2FDKwGscXF1zlEzPULUD6888sgjueyyy0IV0iGHHMI555wTqdPV4S4s2vPjBXt+fG+GDRvGb7/9FspHf+aZZ4Y93q1bN9q0aQMEMlmOHTsWCGSn7NWrV73PefzxxwNw+OGHU1rra+OyZcsYNWoUdrud+Ph4PvnkE9q3b89jjz3GunXreO6553jjjTeoqqo6qNclhIg+EW2kHj9+PJ9++ilfffUV06dPb9T8MjFp7ff8eIc9P743tfPRn3HGGeHPXyP/u67rdfLJ1yfYVFU74yXUzVOfm5uL0+nkggsuYMWKFfTv35+rrrrqQF+OECKKRW1v5GEXjEePrX+xDT02hsMmnnvQ56idj353hg4dyrx58wBYs2YN69atq7cy35PBgwfz9ddf4/P5cLlcXHbZZaxfv55NmzZx/fXXc8IJJ7BgwYKwxUhEyzVy5MhQE5zaug3Phk1UbtqCL387FBdTVeXE6/VhGCaVhp8q0wwtDhtsxlHKpNIwcGNSZhoowIVGORpbgS3Y+NSvePOPfN78I5/PthbzvzWFLFpRt38gGpX9uSrUbOMpKcFTUoLh8eB3OjFcHjSrjmbVwWKB6kDNX+XCX+XCcO1qwkno2Z2Ent1JycwgrkvnUIZLqH+2bFOI2hQIHU85ie0LvqN46fKwtno9NobUo/9Gx1NGHPQ5auej351rrrmGO+64gzFjxtClSxfatWu33ys+nXzyyaxcuZJx48ZhmiYXXXQRAwcOZPz48Zx++ulYrVaGDBmC2+3G6XQSV0/boRCidYrafPQQGGK5/euFbH53Nu6CImI6tOewiefS8ZQRjTq08pNPPqFz585kZmaybds2LrzwQrKysppNqmTJR998ZWVlseHzrygoKCAvNw+320VVlZMuemBGbC97TKBZUIMy0yDZYqXU7wMCAX6RabBFBb7lddVt6DZ76LnzrVZWA7HxiQDEOXTGjP8HmUcP49iBKY39UiNu3YuvAeG55n1l5YEIvsaMV+U3Qh2wNVlidtVHym+gxwbuO1IC1yptxAn1zoptrA7ZVpmPHkCzWEg/beRBja5pCN27d+eee+7BNE0sFgszZsxoNpW8aDk8XgO318DnVxgolAq1KASosB+B28rENEzQLIHsZqJewZQGym8EJlQqFRqKGrzIwVE4LVFUV/TNxYABA5gzZ05TF0MI0Uq1qIpeKbXfnZhiz5pZy52oISsri0+/Xkx+QSl524qp8Bi4PT4Mw6CbzYGiOvJEgYICvxeAQsNX/QwWNE0HTWGx6GxFoVc348TGxFKUlETPtmkMHtQ7dM4pl53VuC+yCQXTEHtqTE5TpgnBAQ01Pxu6jjJNLNUTpJTfwHB5sCcn4q9eqtS5JbfZLsfYYtoPbDYbLperqYsRdXw+H1Zri/p7L4TYTy3mE56WlkZeXh6dOnUiNjZWIvsGYJomBQUFjZ5sTuyf9E6HUV7lw+pIoay0CLezgi2mD8M02OyuBC0Qsf1h+LCYfvpb7WiaFd1qx2KxkGiPZXnFDnSLht0W6KRrm5QU1R2v9akv2g520LrytwOEzXzVqzs0a3bUWmyBKlNPCKRjSR64a1ZxzWGVzU2LqegTEwMjA7Zt24bP59vL3mJfxcfH065du6Yuhqhl0YoS5i8p4s8Ngan5JSWBZhm/AaapqsfJG1CdidUA/D4vmqEwNBsWXaEpMA0T5TfxegOVlddnols0dgK5BS5aV1abgJpj20uWZ+PK3x6qzIPj52FXBy3U6KStFqz0a+ahl4q+gSQmJoYqfCGEEPumRVX0QrQmvQccR3xaeMy9Ze3P/PnnCtaX5OEu24LhLwsNp7TYk9CtsVgdcej2Nli0wKRO3ZFKGz0QpcbEt8VhsxAbo9N7wHGN/Iqap9j0jqHx9MFI3V9eGRheabEEOmeVAosF0xtoTbDYbThSUkIdukHrXnwtbCx91Cc1E0II0TxIRC9EC+RIOASfqxgInyCl2xNYaYJNcxCXdAi6ruFI6snhKbsiy8R4K22T7QhIycwI3XZuyaVy/UYgkNMGApMuFQT6QqxWqP5mFOyUbSlaVmmFaCWOHZjCsQNTQgnGPpn3JTtLvWze+CfO0jwMEwxvJVBjjRECLQyGL7DdWb3N4zGBXiTE7poae+zxI+jTNaFxXkwzsbsEYzkbc2BHMZRXgNMFHm+guUbTAte1+nawkg+Ms7eGFgaHwJh855bcZtshK003QggR5SSiF6IZW72pktwCFzl5TpxuA+K6o8f5sJigTOhH+IpHuiOFFZ5ALB9s2vG5ivFU5FOkQfvuwwDIXlMWiuiD3xpay3h6CKQoDjXVFBSFZsP6TT+aqdCrZ8UaoeRmCmpM2DR8XqACT0VVoEknL5/kTunEdencbDpga5KIXggholxEI/pJkyZRXFwcmmI/Y8YMWYRaCCEaWcQqeqVUaIFsyaUixIHp0zWB3AIXifGBz1BcjM7Obbvf3/CUALVykTtSAzcU+HwmlcCKX39ge4499Lxtk+0cO3DPC+hEg9+zs4HAql3sKIbKql1JzEwTzaxusoHwpGa1c/8F8sjh9PnwmwY2TCgpxbElN9Tp25yacCLWdLNxY2CY0iWXXMKZZ57J22+/HalTCSGE2IOIhdrl5eUMHTqUu+++G5/Px0UXXUS3bt34+9//vk/Hr1y5MlJFE6LFcADd2prkmlV0KckDIN4Rh6nA64sDAktGeiu3hI7pQwUAuqNN9c84VlkDietcJevxWEC3QGEllNqga7fDsRpOli9f3ngvrAl4168nPz8/cMeqQce2JFRWoFvA5XJjr3JiqY7odcPAooNZc62RsIVbdDzANgwwDJIccZQ6K6lcv56S/xajd2jPhvXrAbAP7NcYL2+PIlbRDxo0iEGDBoXujx8/nu+++26fK/r6lsMSojXy2EpYuWo99uLAKBpLhRtlKjSt1gpT+0IDi0XDomvY7DqxMTopqSl07BBLZmZ0pzgrdHqorKwM26a27wQTDMPE4vKAqh5lo1f/Tzeq23FAq1HTa5oGGlhtgfz0MTGxACQktCElNZW49HSSevYEIK2RrmtwKcH6RKzp5pdffuHnn38O3VdKSVu9EEI0gYjVvBUVFTz99NO89957+Hw+PvroI+67775InU6IqBIc2x7Ue8BxxDji2VHqwYzxUFLuC1szNtAJGxhHH2SLTwfAVxVorrBUB6S6rtGv38BQGoSxY05rFWPo044/lpOrO0iDHab5+UWsLi2lyvRjsUB8zYAeYFdAjxnstNXBgg5oODyB9NE7d+6kzKpDWSmdDB8udyXdfYE5Dic3g07ZiFX0w4cP5/fff+ess87CNE0uuOCCsKYcIYQQjSOibSk33HADN9xwQyRPIUSr0KdrAnQ9HvemSkoLXDjznKxf6eRw5zaUgpjUIwCISe7J+uRAmlxnQaBz1e1xElyQLSH1cBwOC116DaVzh9hWl+8GAmvxqlVr2ZiTQ/7S5VRWBDqvTdOkrWbBquskWayAiWEaaGiUGD4KDR8drHY0v0ayrhOv6dh1jeB8WV/HdhQkt8HWrRsAWt9eTfMC6yEzY4UQIspJRS+EEFFOhsHso9qdY9C6kkCJxhV8bwXfd6s3VZK9piz0eGK8lU49h9Bux5+4PYG1TP1GoGdWg1BTDUBcak+semBDx+7H0LFtYNhyn64Jre49nJWVRXb17Ngcj5Nf/U7KfVUA9MHKBsNPD3ssBQQWX8/xeuhmc7DJ7wkbylpgWEjTrVixUqpb6JicSIcOHTh29Kn1nnPkyJGN8fJ2SyJ6IYSIchLRC9EClVf5iYvR2dF5YCB9cbUql4HuC0T4iemZmAocdgvxsTpxMTqJ8VYyeieF9q/9TTWaI/xrrrmGgoKC0P3S0lLiExJwu914vYFhkhbNwobqNM9KwQqvk642B12tDtBA0yxYNI3tVgvb/F6spsJmteH2eWD1mrDzde/Wrdl0yEpEL4QQUU4qeiGEiHL71HTjdrvZvHkzvXr1wu12ExsbG+lyNanX526ts62+8cbSQSsiLfh+Cvw8FAi874IrT23McxIXsysHS1yMjtNt4KluvgFw2CyhZhsg1KmbWxAYAd6axtN36NAh7H5paSkQyBPzm+nCNM06x2yqnuEa7OC2WHRirbHExsXh8/pCeW4ACgoK6NChA927dePIjIxmk6p4rxF9dnY2I0eO5Morr6SgoIATTzyRX3/9tTHKJoQQogHsNaKfOXMm//73v5k6dSodO3Zk5syZPPjgg3z44YeNUb4WYfWmyjrbJLIXDaX2N8f63m8ATrdBXIwe+geEovj6dO4QiERbyzDL5557jqysrND97Oxs3nj9dfx+P6ZpoqrHTwaTLwa3/WUGOmp3ZdM1OZJdGSvj4+Pp3ac3FYcEvi30yMho8uGUte01one73fSsTrcJMGzYMAzD2MMRQgghmpO9VvRWq5WysrJA/mV2rRwlhBCiZdhr083VV1/NhRdeyI4dO7jpppv46aefmDFjRmOUrVHU16FaX8dUfV+XLznz0H3arzV8LRaNJ/j+3F0HavA9GOxsralmx2trf18uXrwYj8dTbwesruuh7aZpYrFY8Pv9WK1WPB4PHqxQXg7Azp07gN5MnTq1MYu/X/Za0Q8fPpzu3bvz008/YZom11xzDT169GiMsgkhhGgAe63oS0tLSUpKYvTo0WHbkpOTI1muZqtmlFTft4EgiexFQ6nvfbOvQ3trDqGE1tPxWltWVhYfffRR2LbS0lLat29PeXVkDuD3+/H5fOh62AKxtGkTWH83JiYGt9vNtpgY4hMC34ySk5NDHbHN1V4r+iFDhoTa54Pat2/P999/H7FCNSe1vwbvKPXSLtnOjlJvncq8tYxFFiKaKaXw+XyhphulFF6vF7vdHrZfVY31Z3NycppF8rLd2WtFv3r16tBtr9fLp59+Sk5Ozj6f4NFHH6WkpIRHHnnkwEoohBDioOxXUjO73c64ceMYN24cN9988173//nnn/noo4848cQTD7R8EbcvX4tj1v7G8VVb2VnmpbzST2KClW1xncle0zcU3W/f6eH7X3eGjqmZPEqacURjCp9NK2qqmdQsqHakHhw+HuyADbZoxMTEANC2Xbs6TdcFBQW8+OKLYc1DZ599drOJ8PepjT5IKcXKlSvD2rT2dNysWbO46qqrwr4VCCGEaFz73EYfnDXWtm1b7rrrrr0+8fTp07nxxhvJz88/+FI2I4kJVtom2fHGOyhNstO5Qyw7Sr119muXbJc2exExEq3vn5EjRzJy5MiwmbEfffQRvy5fHorUYVfU7na7AXA6AymL7XZ7qPO1JdqvNvp9NXv2bNLT0xk6dChz5sw5oIKtXLnygI47GH9tDnS+LF8XPq42IWcnHqMYpzvwx66gCPLj41ifXMymXCipBJ8fnC5f6Bi3201xcQmZh9c/J83hk8ShQjS29evXh24XFxdTUVGB3+8P2yeYAgEIdchWVlZSWaPzNVfXiYuLo31aWtixFdULjQN88cUXrF+/nsGDBzfoazgQu63o33jjjT0e+I9//GO3j33++ecUFRUxduxYysrKcDqdPPTQQ9x55537XLD+/fvXyC3RODy2QNt8zs6isO2W7TG00RJQ2q43RExsDDExMSTEW6n0eDAJ/+MQE2MjNTWOHj3b13uuTInIhGh0JSW7+t/++OMPbDZbqLUiyGazhW77fD7qo+s6DocjNOyyPunp6fTs2ZPMzMyDLPW+8Xg8uw2Qd1vRr1279oBPWPOPxJw5c1i6dOl+VfJNadPXP9B57RqcnvB8PuWOwLhabUc+VW6DJDOXTBYD0M7RFt1qobDNoaxJ6IOua5RU+Fi+uoyNeU66d4oDAmOZ65tNK4SIrJpNNkHdunXj1+XLQ6tLQaCJpnZnazC1cbAjNy83N9S0EzRkyBAyMjIavuANZLcV/cMPP9yY5RBCCBEhe22j/+2333j55ZdxOp0opTBNk9zcXL799tt9OkFwOGY00ywaVh1sVg1d17Batb0fJIRoUhkZGeTk5LBmzZq979zC7bWinzZtGmPHjuWrr75iwoQJLFiwgFNOOaUxytYo6ptK7vQYeL0mVW4DZQba78qsgc7TNH/gvlIqNL5WmQqvD3x+hWEEc1oHHnO6jbBROYtWlMiICSGaiW7dutUZW19aWkppaWlo5mtpaSm9e/cONc989NFHFBQUhPYDQpNIM5phLnrYh4pe0zSuuOIKSkpK6N69O2PGjOGcc85pjLIJIYRoAHut6OPiAh2JXbp0Yd26dWRmZmKxRMfQwODam2F6DWKt6s72nR5St6ygQ8VWUjw7SPAFJolpgGlPpDimHdvjD8Wqa6SVb0GZisS8JQxmCQCLOw7ksI6xHHvsiLCnD55PonohGk/tMfQQWGEKwteR7datGzk5OfXOoA06++yzw45vCfZa0R955JHccMMNXH/99Vx55ZVs2rQpbJypEEKI5m2voXlhYSG9e/emW7du3HXXXZimyb/+9a/GKJsQQogGsE8pED766CPmzJnD+PHjufzyy2nfvv5JQC1RMP3wyg27ZrR5fCYej8kRVVvpXLmRWL8Tu+EBwKs7qLAlkuzagbcikN4hwQgcW2D4sTpSsOj1j7qRlAhCNK2azS01s/DWbKrZXbNNfVl7m2vna217jegnTpzI+++/z4svvkhZWRkTJkzgmmuuaYyyCSGEaAD73Njudrvxer0opeqsvtJSHTswhdWbKsleU0aVy+DQoj9RCoIzopNdO0L7enUHdsOD3fCQWpEDho9kw4Oz+nFNt5JsGFhNDxow2FNM8c5EcnZspVvnQIe2M24gQIuIAISINrU/dxkZGfV2qNbsnI0We63o33jjDebMmYPX62X8+PG8//77tGvXrjHKJoQQogHstaJfuXIl06ZN45hjjmmM8gghhGhge63oo32EzSVnHsrrc6Fn2Spic1bgN00cVWU4qjtgTdNLjOnDQKEw0QEbgAE6BsmAH/AbEIuB01OKplsxDRcYVRQBiQndyeiV2ISvUggBdZtvsrOz64yb79ChA926ddvrczXnJGa1RcfMJyGEELslM58IRPXf/DYXs3McZav/wuesJEEFcs9bDKPeY0wCs2StQGDFSYN4IBmDUr8PBSi/BeV3Y42LpchbjLvQTdVh3YmTfDdCNAt7i8rrG2q5L9F+cyMRvRBCRDmp6IUQIsq1+qab7//zNUbOOvL/yqGqYicxThemMnEYBjq7/0togbDFA7XqbRYgQbOgAboOMTpYKQeiZzaxENEiuGh4TbtbjQpazkzY2iIa0T/11FOMHj2a008/fa9r0AohhIiMiEX0S5cuZfHixcydOxe/38/o0aMZNmwY3bt3j9Qp99v8Z55n7XfLaLstFxSkej3EVD+mVf/bk9p/JTVAAbHV95UBFt2Cf2cRmxIT6Qj07ZqAs3A50PKiAiGiWTCSD86WrS+3Tc39amruUX7EIvqjjz6a//znP1itVnbu3IlhGKHc9kIIIRpPRJtubDYbTz/9NKeffjpDhw6NyhwSQgjR3GlKBVN4RY7L5eKqq65i9OjRnH/++Xvc1+PxsHLlykgXCYA/P/yYbdu2Yf9rHYbhpz0WkrFg48D/Avqrf3pQbDcNdKsDm26lILEt3kN64u/eiUPTNAYPHtxAr0II0RCWLVt2wMc2p89z//79cTgcYdsi1ka/YcMGvF4vffv2JTY2llNOOWW/Vluvr7ANrXjRElxuN26rjkKh1T836oBpaGhaoJ3e7rBhb5NAzCHp9OyaQGZmZsOeTAhxUEpKSg742Obwed5TkByxij43N5enn36ad999F4AFCxY0u0XFT57yT7Kysvh89Rp27twBVhjqt5CERgJaaLjk/rAAPsCKRhuLzg5NUZYQT4LDSllVPjH0afYdN0K0RvV9Lltix2t9IlbRDxs2jBUrVnDWWWeh6zqnnHIKp59+eqRO16Bs1ZX83kbdCCFESxDRCVNTpkxhypQpkTyFEEKIvWj1M2Ozs7NJTkmmvcdPkt8gxeXCUt1Wr9j/qD64v6mDbrES47BhjdExfJV0NqwcIuvGUvjDIsr+XBW2Lalf33r3TTv+2MYokhBRTXLdCCFElGv1EX1GRgZkZKBWrUVt3cb2ggKqthdgKynF8BsopWhjCayR61MKNIjFQn3jgUpRlKKoBKpi4rH37MPgQb1Djx+ZkSERqhAtSEvseK1Pq6/o1aq1gZ9bt8GOYio3bcHn85JsmASnGFjR0AGrFmiYse3muWxoxKrqlag8Hnx5W9mYbKd7C8xf3VicW3LrvV2b/IEU4sBJ040QQkS5Vh/RH1m9wszvAIcewg5PJXm5eSS5/SSbJkkWnTQCnaw6gQ5a2JWiOPjTQuBiJmgW2mBBUyau0hIqAa1vL6B1RqWFPywi/4v5AHiKduDK3x56zPB4AHCkpFC5fiN+p7POY5XrN2JLSiT/i/nEdelMUr++rfI6CnEwJKIXQogo1+oj+vrEx8dTBlBRhVXTcBG4UDpgAP7quN6nFG5lgqYRo1mwBAdXVg+ttFhkypUQoum1+oo+2Azw+5JFAMQNGgi/rQAgxerA4XLh8/jxAbFo+FH4lMKmadg0DbcCTdPQ0HCjqvPYa1iUwlc9WieY37qmaOnN35v8L+ZTuX4jAJ6SEgyXBz3Wgenzo/yBCQse6uYYMX2B9HCuwiI8JSW48rdTuX4jJcuzQ/tIE44Q+0aaboQQIsq1+og+KKO6UxZAOeLYmJNDQUEBm0tKWZKfz6+uKvparCgz0P06Ni6JGE1D0yxoaHhQfI2fVcogxhZHQptEUtqmkW5NonP18wYj+5rnijaFPwS+GZX9uYqS5dm48rdjeDyhCF6ZJobLE7iOhgFK4fd6w59E09Bsuwax1lyb1+90suk/7+Jo346yP1dJ56wQ+0AieiGEiHJS0QshRJSTpptqNTtHswBycsjLzQPAZreRaUnC43HhiI3H5/fhVKp6YREtsGgJGp2xgAY5QErbtNDz1W6qidaO2HUvvhaa3RocMx9stjG9vsBOpokyglnjdrO4mVIof6Az1hLjwGKzojscWOPisCUlhnarOZNWmm+E2D2J6IUQIspJRL8b3bt1o6CgIGxbXm4e8fHxVFVVsdTtwu83aJOUAkBCm2QAeidYSU5uQ7fq/DYZGRlRG8HviaN9OwB8ZeX4nU58lVWBqN406+5ssQT++f27tlXvZ7o9oWGYsekdScnMCDt0d+mNhTgQi1bUHep77MCU/d6nuZGIXggholxEI/pnn32WL774AggsLXjrrbdG8nRCCCHqEbGKftGiRfz444989NFHaJrGZZddxvz58zn55JMjdcoGM3LkSLKAY6uTkUFgDHwnoLSklPj4eAA03UFJeifSOx1GsNEhLi2Gs2t0vramZptgM0pY6uFt28PGzNfLNOtv0ql+THm9+H0+ytdtwFdWTtqIE8J2kY5YIfYsYhV9+/btuf3227Hb7QD06NGDbdu2Rep0QgghdiNiFf3hhx8eur1p0ya++OIL3n333X0+fuXKlZEo1j5bv3592P38/Hza22xYrYH8NUlJiaSmphLfNpHDu7cL2zclZVfHzPLlyyNf2GbCu349OGz4bTpGQRFmRWUgmq+O1o09HKvX3qBpgX9mIGkcgOn14SwtY3t+PgDWrl3YsX49W+PqW+9LiD37a3PgfbmlsO43zS5pgffc8nUm7wdanyl3BvZLjNNon6RRVKZonxTY75tF4ccBHHFY8+kCjfiom3Xr1nHllVdy66230rVr130+rn///jgcTfcBLikJ71mvrKykjbLg9flC21JSU7Gmd6Bnz55h+2ZmZjZKGZubQmcgh3yZx4fTZ+AxTMoslkCuT9MMVOZKhVX4dSp42FXJWyyB5p7qil6zWLDbbXRMTwcgqfq6p7XS6y0OjscW+Iz7rJV1HuvRNQGAnJ1FoW2mJZCqIzXZTnqHWAzdRXqH2HqPA8hs5JE4Ho9ntwFyRP/kLF++nMmTJ3PzzTdz9tlnR/JUQgghdiNiEX1+fj7XXHMNs2bNYujQoZE6TcTU7kQdOXIkWVlZ9NjLfq1Z2Z+rgEBnbMHa9VC0M/SYocxdy3PVUF9zjh7stDWMUDSPZVdMUrjwe2xJiTi35BLXJZAyTjpkxf5avamS3AIXO0p3JdVrl2ync3WUnrWkiI15TpzuwLu0ymUQH6tTXuVnR6mX8ip/2PN1rhXdNycRq+hfe+01PB4PjzzySGjbhAkTmDhxYqROKYQQoh4Rq+inTZvGtGnTIvX0orlLbANOF77yMrx+PxbDwAaErbkVXLIrdD+wwUAHpdCr2+k1iwU91oHucBCb3hHYNfNWiP1R36zWoPIqP5u3u1i+uowPFyg8XhNTBd6zisBPn8+ktNzHNsBi0Sgq8WK1ahzWMZbOHWJZvamSPtXt9MFzNYdZs82nW1gIIURESEUvhBBRTpKa7QfpeN2zw6+6FICsrKxQBFH5/Ots3ryJDliIx0IsEByg6jfAp0xyDC/pFiuxKGxoaLqBwwCvDppf4bVo4IbEQQPpO2a0dLyK/bZoRUmo8zUo2AlbXuWnpMKHx2Pi9dcdMaBq/PTXnMBtKvAr8MDazVVs3+mhY9vwIeF9agy3bEoS0QshRJSTiF40qGuuuYY1a9bQw6dwu13084PP58PUbVRggkXHVz180q1MYjQL6ZbA29BlGijNQonPJMViAT/YNEWFz0Dzetn87XdsLyggPTubI6vzCUl0Lw7U9p0ePD4Tl8sIj9QPgNevKK/0Exejk72mLDRMszl0xIJE9EIIEfWkohdCiCgnTTeiQdVelesXrxOP1xtYB7a6V6urLdBhlabbAOhktVFVnfgsz/RRaPioTdNA9+lUbNhAXm4eq7K+ITk5mUM8TukkF/ukZsdoboELj8/E4zExDrLZJsjrV2zf4Qn82+lhR6mX1+fCJWce2jAnOAgS0QshRJSTiF40mKysLIYMGQLAl19+SZXHxK1DqceJUoqB9jgANvk8oWM2+TyhCL/mYzW3aYBu0cnFwFpVAVUVUFyEbbuNqhdfBGToq9h3wfw2DlsgztX1XUMqg7NhD4aua8TF1JuXtclIRC+EENV2twhaSycVvRBCRDlpuhENJjs7u842r9eL2k2YtMnnYYXXyQqvs85jNZtuAEyl+NP0khgfU3MrnQ6mwKLVqD2evXOH2NAs2Y15gfef021gGAqfX9WXUXu3Ak2LYLNZ6NE5LizVcXPoiAWJ6IUQIupJRC8aTEb1bNWat1988UXycnMpLy9npcuFae5+LJumaei6Tps2bdhugM/nx1SB/S2mBXuMnaMyM+nWrVvYeaQjVuyrYwemhKL7YBrhrCVFYYuPAMTF6CTGW2mXbGdHqZcNuU4MQ4XlwglG8smJNuJidLp3imPkMe0b7bXsD6noRYMLNuHk5OSEKnm/37/HSh5AKYVpmjidTgxrTKCSDzb7aHs8VIj9tnpTYK3Y4GpRwZWkaiuv8mMYCvNgh+M0oYg23VRWVnLGGWeQm5sbydMIIYTYg4hF9L///jvTpk1j06ZNkTqFaIays7NZvHgxAKWlpZSXlwNgtVr32DELgaab2NhY7HY7q71e/MqPYQSiLB2dQ9t1pFu3bmFNRNJsIw5U7Zmyu9O9U1zodjDq9/hMUtrYQs07QFizTXNJZhYUsYj+/fff55577iEtLS1SpxBCCLEPIhbRP/jgg5F6atGC2O32sPsej6fOPqZpYrFY0HU9tL/dbicxMTG0T3xCAqeddlpYNC9EQ+jTNaHOAiG1Fynp3ikuNGSyJWq2nbErV65s6iKI/bR+/Xry8/Ox2QLJytq3b4/LGRij7HK5cDgceL27Rjfouo5hGOi6jq7rWK3WUPONy+XCYtn1hdPldJKfn09CQvgHMiWleX1FFi2Ho55tf20ODBjIL1QUlwWaGdsnBUYC2Pxlof22FNZtgrT5d40YcPia18j1ZlvR9+/fH4ejvl+FaK5KSkqorKzE7XaHthUVFQGERtxUVVWFHtN1PdRmr+s6NpsNh8NBbFwcpmkSGxdHTenp6fTs2TNsW2ZmZkRei2idPLbAkEuftRJDD0T06dWRfI8aUb/PWlnn2JqPZzZBG73H49ltgNxsK3rR8owcObJO52hWVlZYB218dUSenJzMkCFDyMnJoaCggA4dOgCBoW7pnQ6jR6/+oefoW/0Bko5X0VhqNufU7FgNjr2v2dTT3Dpe69O8vl8IIYRocBGP6BcuXBjpUwghhNgDaboRjSLYNBP8GRwPn5GRwUcffRRKa1C2towdpR4cNUY89K01IkKISGkJzTAHQppuhBAiyklELyJq5MiRbHH2JrVX+PY+XRN476s8tu/0QJtLKNoRSCSVeriVjN5JYfvGpQUi+mBHGERv5CWat5b6vpOIXgghopxU9EIIEeWk6UZEXG6BK7SKDwQSQ2WvKWP7Tg9VrkCSKKtVC9s/mB+8vMpP9prAjMRg8qjOHWJb7FdoIZqCRPRCCBHlJKIXDer1uVvD7n/y3XaqnAa112zYUeoL3+CBCgzAx5bt7rCHrNXrcZZX+eneKa5OAiohxJ5JRC+EEFFOKnohhIhy0nQjGlTtjtf6mm32V/B4p9tgR6mXrCVFofU+60s8JYQIJxG9EEJEOYnoRYOZfG82RSVe3B6Tgwziw5gKXB4Tn8+kvNLPhlwny1cHhlxmr4klo3eSRPRC7IFE9EIIEeWkohdCiCgnTTeiQVmtGroPDJMGbb6pKT5WBwJJ0Nol22VcvRB7EdGIft68eYwePZpTTjmF//73v5E8lRBCiN2IWERfUFDArFmzmDNnDna7nQkTJnDMMcfUWdxZRI9/35sBhKcTfvKdjZSW+/Cb+/YcGqBXhx/BYZUWDSwWjcQEKx3bOphwaidAhlQKsa8iFtEvWrSIIUOGkJycTFxcHKeeeipffvllpE4nhBBiNyJW0RcWFtK+ffvQ/bS0NAoKCiJ1OiGEELsRsaYb0zTRtF2pZ5VSYff3ZuXKlZEolmgEjhq3Lfiw28D07mqKCb4LdEtgm1IQfGtYNLDbwGYFnz/wE8BhU3RM8ZPZw8Th2wjA8uWN8nKEaPEiVtF37NiRX375JXS/qKiItLS0fT6+f//+OByOve8omrWYedm4fD4sPgOlAiNxQpW6RQNTYRKo4IPbdKsFm82CiYnNFvjSGROjk5oaR4+e7cmUtnkh6vB4PLsNkCNW0R977LE888wzFBcXExsby9dff839998fqdOJZqq+DlqA1Zsq6dM1IZSzZnckl40QBy9iFX2HDh248cYbueiii/D5fIwfP56BAwdG6nRCCCF2I6ITpsaMGcOYMWMieQohhBB7ITNjRaOo3fQSvC9NMkJEXrOr6JUKDM3wer1NXBIhhGg5gnVmsA6tqdlV9D5fYC3RtWvXNnFJhBCi5fH5fMTExIRt01R91X8TMk2TqqoqbDbbfo27F0KI1kwphc/nIz4+HoslfC5ss6vohRBCNCzJRy+EEFFOKnohhIhyUtELIUSUk4peCCGinFT0QggR5aSiF0KIKCcVvRBCRDmp6PfBM888wzPPPHNQz3H55ZfXu8LWpEmTWLJkCRUVFVxzzTUA5ObmMmLEiIM6X1O44447yMvL2+M+wdd7oAoKCrj88svrfax3794ArFixgsceewyAOXPmcPvttx/w+ZqrfXlPjhgxgtzc3AY9b83fcSSev6E1xHsyEp/Hxv68S0XfSF555RU6dOiw28fLyspYtWpVI5ao4S1ZsqTePBsNqUOHDrzyyit73Gf9+vXs3LkzouVorRrjd9yQmmt5G/vz3uxy3Ryo7du3M3XqVJxOJxaLhWnTpmGxWHj44Ydxu92kpKRw3333ceihhzJp0iT69OnDL7/8gsfj4c477+S4445j7dq13H///TidToqLi7niiiuYOHHiXs/9+uuvs3PnTm655RZ+/PFHrrvuOpYuXYrVamXUqFG89dZbnHfeefznP/8hLS2Nu+66i5UrV9KpUydKSgILcjzwwAMUFhZyzTXXcMcdd+B2u7nxxhtZt24diYmJPPfcc6SkNG6mxyVLlvD8889jtVrJzc1l4MCBPPjgg3z++ee8+eabmKZJv379uOeee3jzzTcpLCzkiiuu4L///S+LFy/mjTfewO124/V6eeihhzjqqKP2es6rrrqKiRMnMmzYMJ544gn++usvXn31VQoLC7nkkkt48cUXueiii1i4cCG5ubnccsstOJ1OjjzySADKy8t5+umncTqdvPDCC3To0IHNmzczadIktm3bxtChQ3nggQcifemApn1P1mQYBjNnzmTp0qUYhsG4ceOYPHkyS5Ys4aWXXiImJoYNGzbQu3dvHn/8cex2O//5z394++23adOmDd27d6dLly44HI6w3zHAc889x6pVq3C5XMycOTP0e4iUpnhP1rRjxw6mT5/O9u3b0TSNm2++ObTIUkFBAZs3byYvL49zzz2Xq6++Gp/Pxz333MPy5cvp0KEDmqbxz3/+kzfeeKNxP+8qSjzzzDPqlVdeUUop9d1336mXX35ZjRkzRuXl5SmllPr+++/VxRdfrJRS6sILL1S33367Ukqpv/76S/39739XHo9HPfDAA2rRokVKKaW2bNmiMjIylFJKPf300+rpp5/e7bnXr1+vzj77bKWUUo899pgaOnSo+v3339WWLVvUueeeq5RSavjw4Wrr1q3q1VdfVVOnTlVKKZWTk6MGDBigFi9erLZu3aqGDx+ulFJq69atqnfv3ur3339XSik1ZcoU9fbbbzfYtdpXixcvVgMGDFAbNmxQpmmqKVOmqOeff15NnDhRud1upZRSjz/+uHruuefCXqNhGOqiiy5SO3fuVEopNXv2bHXllVcqpQLXfvHixbs95zvvvKMeeeQRpZRSEydOVMOHD1d+v1998MEHaubMmWHX6YorrlDvv/++Ukqpjz76SPXq1UsppdSHH36obrvtttDtYcOGqZKSEuXxeNTxxx+v1q5d29CXql5N+Z5Uatfv45133lEPPfSQUkopj8ejLrzwQrVs2TK1ePFilZGRofLz85VhGOqcc85RCxYsUKtWrVKnnHKKqqioUG63W5177rmhcwWfM3j71VdfVUop9dZbb6kpU6Y01KXbraZ4T9Z8z91www0qKytLKaVUQUGBOumkk1RFRYV6+umn1fjx45XH41E7duxQGRkZqqysTP3nP/9RN9xwgzJNU+Xm5qpBgwY1yec9aiL6oUOHMmXKFFatWsWwYcMYNmwYzz//PFdffXVon8rKXcvWnXfeeQD07duX9u3bs2bNGm6//XZ++OEHXnrpJdauXYvT6dync/fo0YPKykrKysr45ZdfuOCCC1i6dCmxsbEMGzYsbN+lS5dy/vnnA9C1a1cGDRpU73OmpaWFVuTq2bNnKPJvbIMHD6Z79+4AjB07lilTppCSkhK6fj6fjyOOOCLsGIvFwnPPPcfChQvJyclh6dKldZIs7c6JJ57I1VdfHfpd9e7dmz///JPvv/+eSZMmhe27dOlS/vWvfwFw5plnMm3atHqf829/+xvJyckAdOnSpdGuZVO+J2v6+eefWbVqFYsXLwbA6XSyZs0aevbsyeGHH07Hjh2BwPu4rKyMzZs3M3z4cBISAss4nn766ZSXl9f73CNHjgQC79Gvvvpqv8t2IBr7PVnTokWL2LhxI08//TQAfr+frVu3AnDMMcdgt9tp27YtycnJVFRU8NNPP3HeeeehaRqdOnVi6NCh9T5vpD/vUVPRZ2Zm8tlnn/Htt9/y+eefM3v2bDp37swnn3wCBL6+7tixI7S/ruuh26ZpYrVaueGGG0hMTGT48OGMHj2aTz/9dJ/Pf/zxxzN//nw0TWPEiBE89dRTaJrGddddF7afpmlhbYZWa/2/gprbax/TmGpeJ6UUhmEwatSoUKVaVVWFYRhhx1RVVTF+/HjOPPNMBg8eTO/evUNf9fcmPT0d0zT5+uuvOeqoo2jXrh2LFy/mzz//ZNCgQeTn54ftH7wumqbt9oPbVNeyqd+TQYZhcMstt3DKKacAUFxcTHx8PNnZ2TgcjtB+wWtjsVgwTXOfnjtY5sbMNNvY78maTNPkzTffDAUOhYWFtG3blqysrHqvpa7r+3QtI/0ejZrO2JkzZzJ37lzOPvtspk+fzurVq0MRNsCHH37I1KlTQ/t//vnnAPzxxx+Ul5fTq1cvfvrpJ6677jpGjhzJ999/D1DnDbM7w4YN46WXXiIzM5O+ffuyYcMGcnJy6kQWQ4cOZd68eZimSV5eHr/++isQ+EX7/f6Dvg4Nbfny5RQUFGCaJh9//DF33nkn8+fPZ+fOnSiluPfee3nzzTeBwAfQMAw2bdqEpmlcddVVHHPMMcyfP3+fryPACSecwAsvvMDRRx/NkCFDeOuttzjyyCPDPuAQWIB+7ty5AHz99dd4PJ5QOZrDtWzq92TQkCFDeP/99/H5fFRVVXHBBReQnZ292/2HDh3Kd999R2VlJV6vl6+//jpUkQd/x02pKd6TQUOGDOGdd94BAp3+Y8aMweVy7Xb/Y489ls8//xylFAUFBSxduhRN0xr98x41Ef2kSZO4+eabmTNnDrqu89hjj5GUlMSDDz6Ix+MhISGBRx99NLT/1q1bOfvsswGYNWsWuq4zZcoULrjgAhwOB3369KFTp077PHzsmGOOoaioiKOPPhpN0+jbt2+9nSkXXHAB69atY9SoUXTq1IlevXoB0LZtWw455BAmTZrEww8/3ABXpGGkpaVx6623UlBQwN///ncuvPBC4uLiuPjiizFNk759+3LFFVcAgWaXK664gldeeYW+ffsyatQoNE3juOOOY/ny5ft8zhNPPJE33niDzMxM4uLi8Pl8DB8+vM5+06dP55ZbbuF///sf/fv3Jz4+HoCBAwfy7LPP8vjjj4e+4jeFpn5PBk2YMIHNmzdz9tln4/f7GTduHMccc8xuhxT26tWLiy66iPPPP5+4uDhSUlJC0Wrwd/zqq68e4FU5eE3xngyaNm0a06dPD62FPXPmzFATV33OO+88Vq9ezZgxY2jfvj2HHHIIMTExjf95b9AW/xZib50vImDx4sXqwgsvbOpitArN6T25ceNG9cYbb4TuX3XVVWrBggVNV6AaWtp78ptvvlELFy5USilVXl6uRowYoUpKShq9HFET0TeGSZMm1dspNWHChP0e8taabdmyhSlTptT72AMPPMCAAQMauUQtVyTek506deKPP/7gjDPOCEW/9X2jiiaRek/26NGDW2+9lSeffBKA6667LtS+35hkhSkhhIhyUdMZK4QQon5S0QshRJSTil4IIaKcVPRCtEDPPvssWVlZTV0M0UJIRS9EC7RkyZJmMSlMtAwyvFI0a0uWLOGJJ54gPT2dnJwcYmNjueKKK3jrrbfIycnhlFNO4c4772ThwoW88MIL+Hw+YmJiuO222xg0aFAo2+DOnTspKiqiU6dOPPnkk7Rt25Z33nmH9957D5vNhsPhYMaMGfTs2TOUwiI4pC54PyUlhf/7v/+jR48e5OXl8dZbb5Gbm8vjjz+Oy+XCYrFw7bXXMnz4cObMmcPXX3+NaZps27aNDh06cN555/H222+zadMm/vGPf3DJJZcAMHv2bN59911M0yQ5OZm7776bHj16cPvtt5OQkMCaNWvYvn07vXv35tFHH+Xjjz9m5cqVzJw5E13XOfnkk5vyVyRagkYfuS/Efli8eLHq27ev+vPPP5VSSl166aXq/PPPVx6PR+3cuVP169dPLVmyRJ1xxhmquLhYKaXU2rVr1d///ndVVVWl/v3vf6uXXnpJKaWUaZrqsssuU6+99pry+/2qX79+qqCgQCkVyH753nvvKaUCGQ9XrFgRKkPw/tatW1WvXr3UsmXLlFJKlZaWqlNOOSWUzXH79u3qhBNOUHl5eerDDz9UmZmZatu2bcowDDV69Gg1ZcoUZRiGWrVqlRowYIAyDEMtWbJEXXDBBcrpdCqllPrhhx/UaaedppRS6rbbbgu9Vq/Xq8466yz1wQcfKKUCE6y++OKLiF57ET0kohfNXufOnUM5g7p06UKbNm2w2+2kpqYSHx/P6tWrKSwsZPLkyaFjNE1jy5YtXHzxxfzyyy+88cYbbNq0iXXr1oXy5px22mlMmDCBE088keOOO65OptH6WK1WMjIyAMjOzqaoqCi0UlDwvGvWrAFgwIABpKenh17Dcccdh8Vi4dBDD8Xj8eByufj222/ZvHkzEyZMCD1HeXk5paWlQCBZnt1uBwKpCcrKyg74OorWSyp60ewFK7qg2hk/NU1j6NChodmHAPn5+aSlpfHYY4+xYsUKzjnnHI455hj8fn8oM+Djjz/O2rVrWbRoES+//DKffPIJTz31FEBY9kCv1xtWluD5DcOgR48ezJ49O/R4QUEBqampzJs3b6/lhkA2xLFjx3LLLbeE7hcWFpKUlARATExM2OtUMr9RHADpjBUt3uDBg/npp5/YsGEDAN999x1nnnkmbrebH3/8kYsvvpizzjqLtm3bsmjRIgzDoLi4mGHDhpGcnMzkyZO54YYb+OOPPwBITU1l5cqVQKCPoKioqN7zZmRksHnzZpYtWwbAqlWrOPXUU+tdG3h3jjvuOD777DMKCwsBePfdd7n44ov3elxzydApWgaJ6EWLZ7FYmDFjBjfddBNKKaxWKy+88ALx8fFcc801zJw5k6eeegqbzcZRRx3Fli1bSE1N5eqrr2by5MnExMSg63poicGpU6dy77338r///Y9+/frRr1+/es+bmprK008/zcyZM/F4PCilmDlzJp07d2bp0qX7VPbjjjuOyy+/nEsuuQRN00hISODZZ5/da373ESNG8MQTT+Dz+UIZL4XYHcl1I4QQUU6aboQQIspJRS+EEFFOKnohhIhyUtELIUSUk4peCCGinFT0QggR5aSiF0KIKCcVvRBCRLn/B6OazMNkJd3XAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"measurement\", y=\"value\", hue=\"species\", order=['sepal_width','petal_width','sepal_length','petal_length'], \n", " data=iris, palette=\"icefire\", size=15, marker=\"P\", alpha=.30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graphical data analysis technique for summarizing a univariate data set, pretty well suits the requirement to plot the sorted response values along one axis. So now let us try to enhance it even more by coupling with other plots.\n", "\n", "Meanwhile, I would also like you to know that generally in real-world, **Strip Plot** acts as a replacement to **Histogram** or **Density Plot**; but again *Strip Plots* are much more efficient with *long-form data* and not so good with *wide-form data*. For wide-form dataset, histograms and Density plot that we discussed in our previous lecture are going to be a better choice. Also need to remember that there is no *thumb-rule* for choosing a type of plot for any dataset because as mentioned earlier, it majorly depends upon the dataset in-hand and associated requirements." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Draw strips of observations on top of a box plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like we explored pairing of plots with Swarm plot, let us now try thise with Strip plot on our Tips dataset:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:07.705809Z", "start_time": "2021-11-16T07:13:07.319912Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"day\", y=\"tip\", data=tips, whis=np.inf, palette=\"cividis\")\n", "sns.stripplot(x=\"day\", y=\"tip\", data=tips, jitter=True, color=tableau_20[2])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:08.172986Z", "start_time": "2021-11-16T07:13:07.705809Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"tip\", y=\"day\", data=tips, whis=np.inf)\n", "sns.stripplot(x=\"tip\", y=\"day\", data=tips,jitter=True, color=\".3\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We shall be discussing **Box plot** later in detail but for now, the *horizontal bar* at the top that you see is actually known as **whisker** and marks the extreme values for particular variable. Here, it marks the top **tip amount** given for **each day**. `np.inf` is a Python or say Cython attribute for getting float values. As always, `jitter` helps in adding *noise* to our dataset. Let us get a mix with Violin plot now. As stated earlier, such mixes get a broader visualization impact on insight extraction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Draw strips of observations on top of a violin plot" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:08.417048Z", "start_time": "2021-11-16T07:13:08.172986Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n", "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True, color=tableau_20[7])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:08.843856Z", "start_time": "2021-11-16T07:13:08.417048Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips, jitter=True)\n", "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,inner=None, color=\".8\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Violin plot** has few different *optional params* that we shall discuss in it's specific lecture, but for now I would just like you to focus on the **strip plot** that gets beautifully enclosed within a Violin plot. \n", "\n", "You must have noticed by now that everytime I am adding noise to the dataset with `jitter`, but not necessarily had been doing this earlier, so let me explain why I add this parameter. The reason is that *Strip plots* in general struggle to display multiple data points with the same value. And `jitter` adds that random noise to vertical axis to compensate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OKAY! That pretty much gets us done with everything that Seaborn Strip plot in general has to offer so now it is time for me to share with you few *tips and tricks* of real-world business. \n", "\n", "For illustration purpose, I shall build a simple Pandas DataFrame with just 3 variables, *City*, *Gender* and *Age*. And then try to plot a **Strip plot** with just 2 data points, one for each *Gender*. Let's do this:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:09.301044Z", "start_time": "2021-11-16T07:13:08.843856Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample = [[\"Brooklyn\", \"Female\", 80], [\"Brooklyn\", \"Male\", 66], [\"Manhattan\", \"Female\", 90], \n", " [\"Manhattan\", \"Male\", 53], [\"Queens\", \"Female\", 75], [\"Queens\", \"Male\", 63]]\n", "\n", "sample = pd.DataFrame(sample, columns=[\"City\", \"Gender\", \"Age\"])\n", "\n", "sns.stripplot(x=\"City\", y=\"Age\", hue=\"Gender\", data=sample, palette=\"hsv\", size=12, lw=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this *sample* dataframe, we get our data points plotted but this plot doesn't give us too much of a feel, because obviously we do not have that many data points. This is a scenario you may come across, and then it is a better idea to have this plot modified a little to look good. And for that, let us add a *line* attaching both data points:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:09.747514Z", "start_time": "2021-11-16T07:13:09.301044Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Customization help from underlying Matplotlib:\n", "from matplotlib import collections\n", "\n", "# Copy-paste previous code:\n", "sample = [[\"Brooklyn\", \"Female\", 80], [\"Brooklyn\", \"Male\", 66], [\"Manhattan\", \"Female\", 90], \n", " [\"Manhattan\", \"Male\", 53], [\"Queens\", \"Female\", 75], [\"Queens\", \"Male\", 63]]\n", "\n", "sample = pd.DataFrame(sample, columns=[\"City\", \"Gender\", \"Age\"])\n", "\n", "ax = sns.stripplot(x=\"City\", y=\"Age\", hue=\"Gender\", data=sample, palette=\"hsv\", size=12, lw=1.5)\n", "\n", "# Modifications - Creating a Line connecting both Data points:\n", "lines = ([[x, i] for i in df] for x, (_, df) in enumerate(sample.groupby([\"City\"], sort=False)[\"Age\"]))\n", "mlc = collections.LineCollection(lines, colors='red', linewidths=1.5) \n", "ax.add_collection(mlc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I believe that looks much better and shows relevance upto an extent. Well, this can be customized further by adding *markers*, etc. but I shall leave that as a homework for you." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moving on, let us try to plot a Strip plot with Tips dataset once again. There is something I want to show you regarding Legends on the plot here:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:10.143857Z", "start_time": "2021-11-16T07:13:09.747514Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"sex\", y=\"total_bill\", hue=\"day\", data=tips, jitter=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we want to *remove the legend* from our plot? Let's try that:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:11.403471Z", "start_time": "2021-11-16T07:13:10.143857Z" } }, "outputs": [ { "ename": "AttributeError", "evalue": "'PathCollection' object has no property 'legend'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstripplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"sex\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"total_bill\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"day\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtips\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mjitter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 44\u001b[0m )\n\u001b[0;32m 45\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 46\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 47\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 48\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\categorical.py\u001b[0m in \u001b[0;36mstripplot\u001b[1;34m(x, y, hue, data, order, hue_order, jitter, dodge, orient, color, palette, size, edgecolor, linewidth, ax, **kwargs)\u001b[0m\n\u001b[0;32m 2817\u001b[0m linewidth=linewidth))\n\u001b[0;32m 2818\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2819\u001b[1;33m 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"sex\", y=\"total_bill\", hue=\"day\", data=tips, jitter=True, legend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Explanation:**\n", "\n", "Do you notice the **\"AttributeError\"** at the end? Generally a simple addition of **`legend=False`** should get you rid of Legends but with **Strip Plot**, it doesn't work and people often struggle with it. So let me show you how simple it actually is to remove that legend:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:11.414249Z", "start_time": "2021-11-16T07:12:10.764Z" } }, "outputs": [], "source": [ "ax = sns.stripplot(x=\"sex\", y=\"total_bill\", hue=\"day\", data=tips, jitter=True)\n", "\n", "ax.legend_.remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we successfully removed Legend from our plot. Okay! Now let me show you something that might be useful, if you into *Research domain* or trying to get into one such domain. What if we require *Mean*, *median*, *mode* from our plot. Let me show you **how to get median line** for a random dataset:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every time we try to customize our plot, be it any of *Seaborn* plot, we shall be referencing underlying *Matplotlib*, just as we're going to do here for getting **horizontal lines for the median** points of our dataset. Let us try to get this done:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-11-16T07:13:11.414249Z", "start_time": "2021-11-16T07:12:10.770Z" } }, "outputs": [], "source": [ "# Creating sample DataFrame:\n", "sample = pd.DataFrame({\"City\": [\"X\", \"X\", \"X\", \"Y\", \"Y\", \"Y\"], \"Moisture\": [0.2, 0.275, 0.35, 0.7, 0.8, 0.9]})\n", "\n", "# Calculating Median for both axes:\n", "x_med = sample.loc[sample[\"City\"] == 'X'].median()['Moisture']\n", "y_med = sample.loc[sample[\"City\"] == 'Y'].median()['Moisture']\n", "\n", "sns.stripplot(x=\"City\", y=\"Moisture\", data=sample, hue=\"City\", palette=\"icefire\")\n", "\n", "x = plt.gca().axes.get_xlim()\n", "\n", "# how to plot median line?\n", "plt.plot(x, len(x) * [x_med], sns.xkcd_rgb[\"denim blue\"])\n", "plt.plot(x, len(x) * [y_med], sns.xkcd_rgb[\"pale red\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With all these variations that we've learnt, we now have a good idea to deal with **Strip Plot**, as & when required. In the next lecture, we shall be dealing with a plot that we've already observed umpteen number of times but this time, it would be a detailed discussion about it's scope, variations and few more real-world scenarios.\n", "\n", "Till then, I would highly recommend to play around with these plots as much as you can and if you have any doubts, feel free to post in the forum. Also, it would be nice if you could take out a minute of your time to leave a review or at least rate this course using Course Dashboard; because that shall help other students gauge if this course is worth their time and money.\n", "\n", "And, I shall meet you in the next lecture where we will discuss **[Box Plot](/content/tools/matplotlib/seaborn/011_Seaborn_Categorical_Box_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 }