diff --git a/Seaborn Tutorial DTTD.ipynb b/Seaborn Tutorial DTTD.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..6bbb45f1fb0488830a886ba296f420b04b901888 --- /dev/null +++ b/Seaborn Tutorial DTTD.ipynb @@ -0,0 +1,906 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "37fdaf26", + "metadata": {}, + "source": [ + "# Seaborn is a visualization library for statistical graphics plotting in Python, it was made on top of the Matplotlib library and works well with Pandas.\n", + "### In this tutorial, we will explain and display how to make a variety of different seaborn plots in Python." + ] + }, + { + "cell_type": "markdown", + "id": "9981708f", + "metadata": {}, + "source": [ + "# Installing Seaborn to Get Started\n", + "### 1. Use pip installer\n", + "- Use the command: pip install seaborn\n", + "\n", + "### 2. For Windows, Linux & Mac using Anaconda\n", + "- Using conda: Run the command: conda install seaborn" + ] + }, + { + "cell_type": "markdown", + "id": "31ac5f08", + "metadata": {}, + "source": [ + "### 3. To install the development version of Seaborn directly from github\n", + "\n", + "- pip install git+https://github.com/mwaskom/seaborn.git" + ] + }, + { + "cell_type": "markdown", + "id": "7bb725e6", + "metadata": {}, + "source": [ + "# Dataset Information\n", + "\n", + "- This tutorial was made using the dataset diamonds, which contains 54,000 datapoints (diamonds). \n", + "- The dataset contains information on their carat, depth, price, and specific measurements of length/width/depth labeled as x, y, z. \n", + "- It also contains categorical variables, such as cut, color, clarity." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3a74860a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>carat</th>\n", + " <th>cut</th>\n", + " <th>color</th>\n", + " <th>clarity</th>\n", + " <th>depth</th>\n", + " <th>table</th>\n", + " <th>price</th>\n", + " <th>x</th>\n", + " <th>y</th>\n", + " <th>z</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0.23</td>\n", + " <td>Ideal</td>\n", + " <td>E</td>\n", + " <td>SI2</td>\n", + " <td>61.5</td>\n", + " <td>55.0</td>\n", + " <td>326</td>\n", + " <td>3.95</td>\n", + " <td>3.98</td>\n", + " <td>2.43</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>0.21</td>\n", + " <td>Premium</td>\n", + " <td>E</td>\n", + " <td>SI1</td>\n", + " <td>59.8</td>\n", + " <td>61.0</td>\n", + " <td>326</td>\n", + " <td>3.89</td>\n", + " <td>3.84</td>\n", + " <td>2.31</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>0.23</td>\n", + " <td>Good</td>\n", + " <td>E</td>\n", + " <td>VS1</td>\n", + " <td>56.9</td>\n", + " <td>65.0</td>\n", + " <td>327</td>\n", + " <td>4.05</td>\n", + " <td>4.07</td>\n", + " <td>2.31</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>0.29</td>\n", + " <td>Premium</td>\n", + " <td>I</td>\n", + " <td>VS2</td>\n", + " <td>62.4</td>\n", + " <td>58.0</td>\n", + " <td>334</td>\n", + " <td>4.20</td>\n", + " <td>4.23</td>\n", + " <td>2.63</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>0.31</td>\n", + " <td>Good</td>\n", + " <td>J</td>\n", + " <td>SI2</td>\n", + " <td>63.3</td>\n", + " <td>58.0</td>\n", + " <td>335</td>\n", + " <td>4.34</td>\n", + " <td>4.35</td>\n", + " <td>2.75</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>53935</th>\n", + " <td>0.72</td>\n", + " <td>Ideal</td>\n", + " <td>D</td>\n", + " <td>SI1</td>\n", + " <td>60.8</td>\n", + " <td>57.0</td>\n", + " <td>2757</td>\n", + " <td>5.75</td>\n", + " <td>5.76</td>\n", + " <td>3.50</td>\n", + " </tr>\n", + " <tr>\n", + " <th>53936</th>\n", + " <td>0.72</td>\n", + " <td>Good</td>\n", + " <td>D</td>\n", + " <td>SI1</td>\n", + " <td>63.1</td>\n", + " <td>55.0</td>\n", + " <td>2757</td>\n", + " <td>5.69</td>\n", + " <td>5.75</td>\n", + " <td>3.61</td>\n", + " </tr>\n", + " <tr>\n", + " <th>53937</th>\n", + " <td>0.70</td>\n", + " <td>Very Good</td>\n", + " <td>D</td>\n", + " <td>SI1</td>\n", + " <td>62.8</td>\n", + " <td>60.0</td>\n", + " <td>2757</td>\n", + " <td>5.66</td>\n", + " <td>5.68</td>\n", + " <td>3.56</td>\n", + " </tr>\n", + " <tr>\n", + " <th>53938</th>\n", + " <td>0.86</td>\n", + " <td>Premium</td>\n", + " <td>H</td>\n", + " <td>SI2</td>\n", + " <td>61.0</td>\n", + " <td>58.0</td>\n", + " <td>2757</td>\n", + " <td>6.15</td>\n", + " <td>6.12</td>\n", + " <td>3.74</td>\n", + " </tr>\n", + " <tr>\n", + " <th>53939</th>\n", + " <td>0.75</td>\n", + " <td>Ideal</td>\n", + " <td>D</td>\n", + " <td>SI2</td>\n", + " <td>62.2</td>\n", + " <td>55.0</td>\n", + " <td>2757</td>\n", + " <td>5.83</td>\n", + " <td>5.87</td>\n", + " <td>3.64</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>53940 rows × 10 columns</p>\n", + "</div>" + ], + "text/plain": [ + " carat cut color clarity depth table price x y z\n", + "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n", + "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n", + "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n", + "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n", + "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75\n", + "... ... ... ... ... ... ... ... ... ... ...\n", + "53935 0.72 Ideal D SI1 60.8 57.0 2757 5.75 5.76 3.50\n", + "53936 0.72 Good D SI1 63.1 55.0 2757 5.69 5.75 3.61\n", + "53937 0.70 Very Good D SI1 62.8 60.0 2757 5.66 5.68 3.56\n", + "53938 0.86 Premium H SI2 61.0 58.0 2757 6.15 6.12 3.74\n", + "53939 0.75 Ideal D SI2 62.2 55.0 2757 5.83 5.87 3.64\n", + "\n", + "[53940 rows x 10 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import seaborn as sns\n", + "diamond=sns.load_dataset('diamonds', cache=True, data_home=None)\n", + "diamond\n" + ] + }, + { + "cell_type": "markdown", + "id": "7fa48920", + "metadata": {}, + "source": [ + "# Line Plots\n", + "Line plots can be used for many things including time series and regression plotting. The most basic form would be to call seaborn using sns, then clarify lineplot. In the parentheses you simply need to define your x variable and y variable, as well as the dataset you want the software to use." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f8f75390", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='carat', ylabel='price'>" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df = sns.load_dataset('diamonds')\n", + "sns.lineplot(x='carat',y='price',data=df)" + ] + }, + { + "cell_type": "markdown", + "id": "d6e0f8fc", + "metadata": {}, + "source": [ + "**Seaborn can be combined with matplotlib** for adding more specific titles and formatting. To do this, all you need to do is import matplotlib:\n", + "\n", + "- After this, all you need to do is use plt to call matplot lib and simply add the formatting onto the plot you've already created. You can add titles, change the x and y limits and more." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f21e4931", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "sns.lineplot(x='carat',y='price',data=df)\n", + "\n", + "plt.title('Line plot of carat vs price of diamonds')\n", + "plt.xlim(0,4.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7322218d", + "metadata": {}, + "source": [ + "This is enough to get you started making simple line plots using seaborn. More customization is possible however, which can make your plot look cleaner and more polished or customize it to your needs. For example, the **set_style** function will allow you to change the aesthetic of your plot. There are several different styles available and they will change the overall look of your plot. In the below example, we use \"darkgrid\" as the theme. This makes the background darker and adds a grid pattern. You can also use just \"dark\" to remove the grid." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1cd54af8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x='carat',y='price',data=df)\n", + "\n", + "plt.title('Line plot of carat vs price of diamonds')\n", + "\n", + "plt.xlim(0,4.5)\n", + "\n", + "sns.set_style(\"darkgrid\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7cf0e5b7", + "metadata": {}, + "source": [ + "For certain applications, you may want to **change the color of your plots.** You can do this by adding the **color** parameter to your lineplot call. You can also remove the confidence interval by setting the **ci** parameter to **None**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c1324336", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x='carat',y='price',data=df,color='green',ci=None)\n", + "\n", + "plt.title('Line plot of carat vs price of diamonds')\n", + "\n", + "plt.xlim(0,4.5)\n", + "\n", + "sns.set_style(\"darkgrid\")\n", + "\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d5c2e552", + "metadata": {}, + "source": [ + "# Violin Plots\n", + "- A Violin Plot is similar to box plots, in that it shows the distribution of quantitative data across several levels of one, or more, categorical variables.\n", + "- Unlike a box plot, in which all of the plot components correspond to actual datapoints, the violin plot features a kernel density estimation of the underlying distribution.\n", + "- This type of plot allows the distributions to be compared, a great tool for data analysis." + ] + }, + { + "cell_type": "markdown", + "id": "1782e0b6", + "metadata": {}, + "source": [ + "***Violin Plot for Dimaond Cut: Ideal, Premium, Very Good, Good, and Fair.***\n", + "- First we want to determine our X and Y here. Lets say we want to know what categorical variable effects the carat of the diamonds the most, we'll start with **X as Cut, and Y as Carat.**\n", + "- Next we want to use sns.violinplot(), where we have to input our x and y, our data, and then use the optional parameters to make the plot more interpretable." + ] + }, + { + "cell_type": "markdown", + "id": "d08cbcd5", + "metadata": {}, + "source": [ + "Violin Plots have many options to choose from to make the design your own, lets start with basics, you can add a **chosen** color, and designate the **width** of all the elements for one level of the major grouping variable.\n", + "Here is an example below:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e5bd5743", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='cut', ylabel='carat'>" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(x=\"cut\", y=\"carat\", data=diamond, color=\"red\", width=.9)\n" + ] + }, + { + "cell_type": "markdown", + "id": "91a65af0", + "metadata": {}, + "source": [ + "If we want to make a **fancier plot**, we can use options like **palette**, which allows us to provided colors for the different levels of the hue variable. \n", + "- The options must be something color_palette() can interpret, or a dictionary mapping hue levels to matplotlib colors.\n", + "- This time, we will focus on the catergorical variable color, and how it effects the carat of the diamond." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c4a3bf94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='color', ylabel='carat'>" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(x=\"color\", y=\"carat\", data=diamond, palette=\"viridis\" , color=\"darkgreen\" , width=1.2)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9782724c", + "metadata": {}, + "source": [ + "We can also use **split** to for hue nesting with a variable that takes two levels, setting split to True will draw half of a violin for each level. \n", + "- This can make it easier to directly compare the distributions.\n", + "\n", + "Another great option is **inner**, which allows us use different representation of the datapoints in the violin interior.\n", + "- Options are box, quartiles, point, stick, or none.\n", + "\n", + "This one will focus on **clarity** of the diamond!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b20b9a18", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='clarity', ylabel='carat'>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(x=\"clarity\", y=\"carat\", data=diamond, palette=\"bright\", split=True, inner=\"quartile\", color=\"red\", width=.9)" + ] + }, + { + "cell_type": "markdown", + "id": "2d255975", + "metadata": {}, + "source": [ + "# Simple Barplot " + ] + }, + { + "cell_type": "markdown", + "id": "87ceac4c", + "metadata": {}, + "source": [ + "seaborn.barplot(data=None, *, x=None, y=None, hue=None, order=None, hue_order=None, estimator='mean', errorbar=('ci', 95), n_boot=1000, units=None, seed=None, orient=None, color=None, palette=None, saturation=0.75, width=0.8, errcolor='.26', errwidth=None, capsize=None, dodge=True, ci='deprecated', ax=None, **kwargs)" + ] + }, + { + "cell_type": "markdown", + "id": "627d2212", + "metadata": {}, + "source": [ + "A bar plot represents an estimate of central tendency for a numeric variable with the height of each rectangle and provides some indication of the uncertainty around that estimate using error bars. Bar plots include 0 in the quantitative axis range, and they are a good choice when 0 is a meaningful value for the quantitative variable, and you want to make comparisons against it." + ] + }, + { + "cell_type": "markdown", + "id": "9a065163", + "metadata": {}, + "source": [ + "- We will again compare cut, color, and clarity to carat." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d8def99b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='clarity', ylabel='price'>" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AMAAEIyAILm5v18Xt7eEuAwAAAGeI9xgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAIgR5rT68tACCyEYwAAAiB5rRmtdnb1JzWHO5SAAB9wH2MAAAIgVZnq1qdreEuAwCizq5dO/XKKy9q9uzrlZU1OWjHJRgBAAAAGDI2bqzSvn3vq6OjPajBiFPpAAAAAAwZ7e0dvbbBQjACAAAAYDyCEQAAABAFdu3aqfvvv0+7du0MdylDEu8xAgAAAKJAqN57YwpWjAAAAIAoEKr33piCYAQAAADAeAQjAABgjIMHD+qyyy5TU1OTPvjgA7ndbuXm5mrFihXq6emRJNXW1mru3LlyuVyqq6uTJHV0dGjBggXKzc3V7bffrkOHDoVzGABCgGAEAACM0NXVpeXLlyshIUGSVFxcrPz8fFVVVcnv92vz5s1qaWlRZWWlampqtG7dOpWVlcnn86m6uloZGRmqqqrSnDlzVFFREebRAAg2ghEAADBCSUmJ5s2bp7PPPluStGfPHk2ZMkWSNGPGDG3btk27d+/WxIkTZbPZ5HA4NHr0aDU2NqqhoUHTp08PtN2+fXvYxgEgNAhGAAAg6r3wwgtKSUkJhBtJ8vv9slgskiS73a62tjZ5PB45HI5AG7vdLo/H02v/8bbAqXDp7KGHy3UDAICot2nTJlksFm3fvl3vvPOOCgsLe71PyOv1yul0KikpSV6vt9d+h8PRa//xtqdjtVqUnDws+IPBkPDCCzV677331NXVqW9+c8bADtbdo7iEuNM2s1otgW1qquM0rT/T1dElWQd3rWSgr4vPjzOYrzGCEQAAiHobNmwI/D8vL08rV67U6tWrtWPHDmVnZ6u+vl5Tp05VZmam1qxZo87OTvl8PjU1NSkjI0NZWVnasmWLMjMzVV9fr0mTJp22z+5uv44cORrKYSGCeTxHA9uBfh+kpjpUMLzgtO1axrdICVJLU0uf2kvSI4cfUUtL7xXQvoaqMzXQ56O72x/Y9vdYpxobwQgAABipsLBQy5YtU1lZmdLT05WTkyOr1aq8vDzl5ubK7/eroKBA8fHxcrvdKiwslNvtVlxcnEpLS8NdPoAgIxgBAACjVFZWBv6/fv36Ez7vcrnkcrl67UtMTFR5eXnIawMQPlx8AQAAAIDxCEYAAAAAjEcwAgAAQNQz4fLZ1h5rry36h/cYAQAAIOpt3FilffveV0dHu7KyJp/xcZz2eMUPs5223ZlcOrvzqE+t3s4zri2tOU0taS1KPZB6xscIl74+r1L/n9u+Pq8EIwAAAES99vaOXtszFT/MFtJLZ2sAwcjZ6pSz9fT32IpEfX1epf4/t319XjmVDgAAAIDxCEYAAAAAjEcwOg0T3qgHAAAAmI73GJ1GsN6oBwAAACBysWJ0GsF6ox4AAACAyEUwAgAAAIKMewoNPQQjAAAAIMjSmtNkb7MrrTkt3KWgj3iPEQAg6uzatVOvvPKiZs++nveHAlEsEm4K+qW1DeF7CpmKYAQAiDpcOAcwQyTcFBTRI2qDUUpSrKyJiQM+Tn//unAq3e3tOuQ5NuCaAACnxoVzAAD9FbXByJqYqL+OGTPg4xwbNUqy2XRs374BH++8ffskT9uAawIAAAAQXFx8AQAAAIDxCEYAIt7Bgwd12WWXqampSR988IHcbrdyc3O1YsUK9fT0SJJqa2s1d+5cuVwu1dXVSZI6Ojq0YMEC5ebm6vbbb9ehQ4fCOQwAABDBCEYAIlpXV5eWL1+uhIQESVJxcbHy8/NVVVUlv9+vzZs3q6WlRZWVlaqpqdG6detUVlYmn8+n6upqZWRkqKqqSnPmzFFFRUWYRwMAACIVwQhARCspKdG8efN09tlnS5L27NmjKVOmSJJmzJihbdu2affu3Zo4caJsNpscDodGjx6txsZGNTQ0aPr06YG227dvD9s4AABAZIvaiy8ES4Lf32sLYPC88MILSklJ0fTp0/Xkk09Kkvx+vyyWz64Wabfb1dbWJo/HI4fj71eNtNvt8ng8vfYfb3s6VqtFycnDQjAaDES3upQQl9Dn9md6RdGOrg5ZFdfv+oItEr4HqQHRxtpj7bUFvohgdBrXHTqk3yQnK+fIkXCXAhhn06ZNslgs2r59u9555x0VFhb2ep+Q1+uV0+lUUlKSvF5vr/0Oh6PX/uNtT6e7268jR44GfzAYkNRUh4YXDO9z+/Et45WgBDW1NPXrcYcfOayWlpMH6IHesqE/vux70NQaBrNPRK+05jS1pLUo9UBquEtBhCIYncbF7e26uL093GUARtqwYUPg/3l5eVq5cqVWr16tHTt2KDs7W/X19Zo6daoyMzO1Zs0adXZ2yufzqampSRkZGcrKytKWLVuUmZmp+vp6TZo0KYyjAQCEk7PVKWfr6f9AhsgXqtU/ghGAIaWwsFDLli1TWVmZ0tPTlZOTI6vVqry8POXm5srv96ugoEDx8fFyu90qLCyU2+1WXFycSktLw10+AAAYoFCt/hGMAAwJlZWVgf+vX7/+hM+7XC65XK5e+xITE1VeXh7y2gAAwOAJ1eofV6UDAAAAYDyCEQAAAADjEYwAAFGnx9rTawsAwOkQjAAAUac5rVlt9jY1pzWHuxQAwBDBxRcAAFGn1dmqVmdruMsAAAwhrBgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAgmrXrp26//77tGvXznCXAgBAn8WGuwAAQHTZuLFK+/a9r46OdmVlTQ53OQAA9AkrRgCAoGpv7+i1BQBgKCAYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAONxuW4AwCnZnbEaFp/Y5/ZWqyWwTU119Kuvo53t8rYe69djAAAIBoIRAOCUhsUnanjB8D63H98yXglKUFNLU78eJ0mHHzksr9r6WyIAAAPGqXQAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAEBQ9Vh7em0BABgKCEYAgKBqTmtWm71NzWnN4S4FAIA+4z5GAICganW2qtXZGu4yAADoF1aMAAAAMKh27dqp+++/T7t27Qx3KUAAK0YAAAAYVBs3VmnfvvfV0dGurKzJ4S4HkMSKEQAAAAZZe3tHry0QCQhGAAAAAIxHMAIAAABgvJC8x6i7u1tFRUXat2+frFariouL5ff7tWTJElksFo0bN04rVqxQTEyMamtrVVNTo9jYWM2fP18zZ85UR0eHFi9erIMHD8put6ukpEQpKSmhKBUAAAAAQrNiVFdXJ0mqqanRwoULVVxcrOLiYuXn56uqqkp+v1+bN29WS0uLKisrVVNTo3Xr1qmsrEw+n0/V1dXKyMhQVVWV5syZo4qKilCUCQAAAACSQrRidOWVV+ryyy+XJDU3N2vkyJH63e9+pylTpkiSZsyYoa1btyomJkYTJ06UzWaTzWbT6NGj1djYqIaGBt12222BtgQjAAAAAKEUsvcYxcbGqrCwUA8++KBycnLk9/tlsVgkSXa7XW1tbfJ4PHI4HIHH2O12eTyeXvuPtwUAAACAUAnpfYxKSkp09913y+VyqbOzM7Df6/XK6XQqKSlJXq+3136Hw9Fr//G2p2O1WpScPCz4gwiyoVDjyVD34KJuAACAwRWSYPSrX/1KBw4c0I9+9CMlJibKYrHooosu0o4dO5Sdna36+npNnTpVmZmZWrNmjTo7O+Xz+dTU1KSMjAxlZWVpy5YtyszMVH19vSZNmnTaPru7/Tpy5Gjg49RUxylah8/nazwZ6g4u6h5cQ+E1CAAAcDIhCUZXXXWV7r33Xn33u9/VsWPHtHTpUo0dO1bLli1TWVmZ0tPTlZOTI6vVqry8POXm5srv96ugoEDx8fFyu90qLCyU2+1WXFycSktLQ1EmAAAAAEgKUTAaNmyYHn300RP2r1+//oR9LpdLLper177ExESVl5eHojQAAACEgNMer/hhtj61tVotgW1fzjDoPOpTq7fztO2AgQjpe4wAAABghvhhNhUML+hT25bxLVKC1NLU0qfHPHL4EYlghBAL2VXpAAAAAGCoIBgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAADCprj7XXFogEBCMAAAAMqrTmNNnb7EprTgt3KUBAbLgLAAAAgFmcrU45W53hLgPohRUjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAUAQ7dq1U/fff5927doZ7lIAAEA/xIa7AACIJhs3VmnfvvfV0dGurKzJ4S4HwBCza9dOvfLKi5o9+3rmEGCQEYwAIIja2zt6bQGgP/jjChA+BCMAABD1uru7VVRUpH379slqtaq4uFh+v19LliyRxWLRuHHjtGLFCsXExKi2tlY1NTWKjY3V/PnzNXPmTHV0dGjx4sU6ePCg7Ha7SkpKlJKSEvQ6+eMKED68xwgAAES9uro6SVJNTY0WLlyo4uJiFRcXKz8/X1VVVfL7/dq8ebNaWlpUWVmpmpoarVu3TmVlZfL5fKqurlZGRoaqqqo0Z84cVVRUhHlEAIKNFSMAABD1rrzySl1++eWSpObmZo0cOVK/+93vNGXKFEnSjBkztHXrVsXExGjixImy2Wyy2WwaPXq0Ghsb1dDQoNtuuy3QlmAERB+CEQAAMEJsbKwKCwv129/+VuXl5aqrq5PFYpEk2e12tbW1yePxyOFwBB5jt9vl8Xh67T/e9nSsVouSk4f1q0ar1XLGj4124Xg+6DM6+utrnwQjAABgjJKSEt19991yuVzq7OwM7Pd6vXI6nUpKSpLX6+213+Fw9Np/vO3pdHf7deTI0X7V193tP+PHhltqquP0jQbgZM8HfYamz2ge46n6IRgBwCnYnbEaFp/Y5/af/2tvfyb5o53t8rYe63d9APrmV7/6lQ4cOKAf/ehHSkxMlMVi0UUXXaQdO3YoOztb9fX1mjp1qjIzM7VmzRp1dnbK5/OpqalJGRkZysrK0pYtW5SZman6+npNmjQp3EMCEGQEIwA4hWHxiRpeMLzP7ce3jFeCEtTU0tSvxx1+5LC8Ov2pOQDOzFVXXaV7771X3/3ud3Xs2DEtXbpUY8eO1bJly1RWVqb09HTl5OTIarUqLy9Pubm58vv9KigoUHx8vNxutwoLC+V2uxUXF6fS0tJwDwlAkBGMACDKcINI4ETDhg3To48+esL+9evXn7DP5XLJ5XL12peYmKjy8vKQ1Qcg/AhGABBluEEkAAD9x32MACDKcINIAAD6j2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCACCqMfa02sLAACGBq5KBwBB1JzWrLSWNB1IPRC0Y3KTWQAAQo9gBABB1OpsVauzNajH5CazAACEHqfSAQAAADAeK0YAAAAh5rTHK36Y7bTtzuRU2M6jPrV6OwdUHwCCEYAI1t3draKiIu3bt09Wq1XFxcXy+/1asmSJLBaLxo0bpxUrVigmJka1tbWqqalRbGys5s+fr5kzZ6qjo0OLFy/WwYMHZbfbVVJSopSUlHAPC4CB4ofZVDC84LTtWsa3SAlSS1NLn9pL0iOHH5EIRsCAcSodgIhVV1cnSaqpqdHChQtVXFys4uJi5efnq6qqSn6/X5s3b1ZLS4sqKytVU1OjdevWqaysTD6fT9XV1crIyFBVVZXmzJmjioqKMI8IAABEKlaMAESsK6+8Updffrkkqbm5WSNHjtTvfvc7TZkyRZI0Y8YMbd26VTExMZo4caJsNptsNptGjx6txsZGNTQ06Lbbbgu0NSUYcclwAAD6j2AEIKLFxsaqsLBQv/3tb1VeXq66ujpZLJ+dg2+329XW1iaPxyOH4+/n4tvtdnk8nl77j7c9HavVouTkYaEZzGkEq9+BXDI8XGOPpBrC3T81RFYNAMxBMAIQ8UpKSnT33XfL5XKps/Pv59F7vV45nU4lJSXJ6/X22u9wOHrtP972dLq7/Tpy5Gjg4/7cB2igPt/v5/W3hoFcMvxkNQzmcxAJNQTr60ANwathsL8HAZiJ9xgBiFi/+tWv9POf/1ySlJiYKIvFoosuukg7duyQJNXX12vy5MnKzMxUQ0ODOjs71dbWpqamJmVkZCgrK0tbtmwJtJ00aVLYxgIAACJbn1eMPB6PPvroI331q1/VsGEsbQM4c32dT6666irde++9+u53v6tjx45p6dKlGjt2rJYtW6aysjKlp6crJydHVqtVeXl5ys3Nld/vV0FBgeLj4+V2u1VYWCi32624uDiVlpYO4igBhBq/mwAIpj4Fo1//+td64okn1N3drVmzZslisejOO+8MdW0AolB/5pNhw4bp0UcfPWH/+vXrT9jncrnkcrl67UtMTFR5eXlwCgcQUfjdBECw9elUuqefflq1tbVKTk7WnXfeqddffz3UdQGIUswnAIKBuQRAsPUpGMXExMhms8lischisSgxMTHUdQGIUswnAIKBuQRAsPUpGE2ePFmLFi3SgQMHtHz5cv3jP/5jqOsCEKWYTwAEA3MJgGDr03uMFi1apPr6eo0fP15jx47VzJkzQ10XgCjFfAIgGJhLAARbn1aM3njjDf3xj3/UbbfdpvXr1+sPf/hDqOsCEKWYTwAEA3MJgGDrUzB67LHH9L3vfU+StGbNGv37v/97SIsCEL2YTwAEA3MJgGDrUzCKjY3ViBEjJEkOh0MxMdwXFsCZYT4BEAzMJQCCrU/vMcrMzNRPfvITTZgwQbt379b48eNDXReAKMV8AiAYmEsABFufglFRUZE2b96s999/X1dffbW++c1vhrouAFGK+QRAMDCXAAi2U64719XVSZJqa2t18OBBnXXWWWppadFzzz03KMUBiB7MJwCCIdrnEmuPtdcWwOA55YrRkSNHJEktLS2DUQuAKMZ8AiAYon0uSWtOU0tai1IPpIa7FMA4pwxG119/vSRp3759Ki0tHZSCAEQn5hMAwRDtc4mz1SlnqzPcZQBG6tMlXLq6utTY2KjOzk75fD75fL5Q1wUgSjGfAAgG5hIAwdaniy/s27dPd9xxhw4dOqQRI0YoJiZGmzdvDnVtAKIQ8wmAYGAuCZ5du3bqlVde1OzZ1ysra3K4ywHCpk8rRgsWLFBMTIzS09NltVp1//33h7ouAFGK+QRAMDCXBM/GjVV655092rixKtylAGHVpxWjiooKbdy4USNGjNCnn36qO+64Q9/4xjdCXRuAKMR8AiAYmEuCp729o9cWMFWfVoySk5MDd5ceOXKkkpKSQloUgOjFfAIgGJhLAARbn1aMkpKS9MMf/lCXXHKJ9uzZo46ODpWVlUmSFi1aFNICAUQX5hMAwcBcAiDY+hSMrrjiisD/09LSQlYMgOjHfAIgGJhLAARbn4LR8XsGAMBAMZ8ACAbmEgDB1qf3GAEAAABANCMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgvD5dlQ4AAABDi9Mer/hhttO2s1otgW1qqqNPx+486lOrt3NA9QGRhmAEAAAQheKH2VQwvOC07VrGt0gJUktTS5/aS9Ijhx+RCEaIMpxKBwAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAINZe6y9toCpCEYAAAAGS2tOk73NrrTmtHCXAoRVbLgLAAAAQPg4W51ytjrDXQYQdqwYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABgvNtgH7Orq0tKlS/XRRx/J5/Np/vz5Ov/887VkyRJZLBaNGzdOK1asUExMjGpra1VTU6PY2FjNnz9fM2fOVEdHhxYvXqyDBw/KbrerpKREKSkpwS4TAAAAAAKCvmL08ssvKzk5WVVVVVq7dq0efPBBFRcXKz8/X1VVVfL7/dq8ebNaWlpUWVmpmpoarVu3TmVlZfL5fKqurlZGRoaqqqo0Z84cVVRUBLtEAAAAAOgl6CtGs2bNUk5OTuBjq9WqPXv2aMqUKZKkGTNmaOvWrYqJidHEiRNls9lks9k0evRoNTY2qqGhQbfddlugLcEIAAAAQKgFfcXIbrcrKSlJHo9HCxcuVH5+vvx+vywWS+DzbW1t8ng8cjgcvR7n8Xh67T/eFgAAAABCKegrRpL08ccf68c//rFyc3M1e/ZsrV69OvA5r9crp9OppKQkeb3eXvsdDkev/cfb9oXValFy8rDgDiQEhkKNJ0Pdg4u6AQAABlfQg9Gnn36qW2+9VcuXL9ell14qSRo/frx27Nih7Oxs1dfXa+rUqcrMzNSaNWvU2dkpn8+npqYmZWRkKCsrS1u2bFFmZqbq6+s1adKkPvXb3e3XkSNHAx+npjpO0Tp8Pl/jyVB3cFH34BoKr0EAAICTCXoweuKJJ9Ta2qqKiorA+4Puu+8+rVq1SmVlZUpPT1dOTo6sVqvy8vKUm5srv9+vgoICxcfHy+12q7CwUG63W3FxcSotLQ12iQAAAADQS9CDUVFRkYqKik7Yv379+hP2uVwuuVyuXvsSExNVXl4e7LIAAAAA4Etxg1cAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGC82HAXAAAAEGpdXV1aunSpPvroI/l8Ps2fP1/nn3++lixZIovFonHjxmnFihWKiYlRbW2tampqFBsbq/nz52vmzJnq6OjQ4sWLdfDgQdntdpWUlCglJSXcwwIQRKwYAQCAqPfyyy8rOTlZVVVVWrt2rR588EEVFxcrPz9fVVVV8vv92rx5s1paWlRZWamamhqtW7dOZWVl8vl8qq6uVkZGhqqqqjRnzhxVVFSEe0gAgowVIwAAEPVmzZqlnJycwMdWq1V79uzRlClTJEkzZszQ1q1bFRMTo4kTJ8pms8lms2n06NFqbGxUQ0ODbrvttkBbghEQfVgxAgAAUc9utyspKUkej0cLFy5Ufn6+/H6/LBZL4PNtbW3yeDxyOBy9HufxeHrtP94WQHRhxQgAABjh448/1o9//GPl5uZq9uzZWr16deBzXq9XTqdTSUlJ8nq9vfY7HI5e+4+3PR2r1aLk5GHBH8hJDFY/4ezThDGa0mekjpFgBAAAot6nn36qW2+9VcuXL9ell14qSRo/frx27Nih7Oxs1dfXa+rUqcrMzNSaNWvU2dkpn8+npqYmZWRkKCsrS1u2bFFmZqbq6+s1adKk0/bZ3e3XkSNHJUmpqY7TtB6Y4/183mD3acIYTekzmsd4qn4IRgAAIOo98cQTam1tVUVFReD9Qffdd59WrVqlsrIypaenKycnR1arVXl5ecrNzZXf71dBQYHi4+PldrtVWFgot9utuLg4lZaWhnlEAIKNYAQAAKJeUVGRioqKTti/fv36E/a5XC65XK5e+xITE1VeXh6y+gCEHxdfAAAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeFx8AUDE6urq0tKlS/XRRx/J5/Np/vz5Ov/887VkyRJZLBaNGzdOK1asUExMjGpra1VTU6PY2FjNnz9fM2fOVEdHhxYvXqyDBw/KbrerpKREKSkp4R4WAACIQKwYAYhYL7/8spKTk1VVVaW1a9fqwQcfVHFxsfLz81VVVSW/36/NmzerpaVFlZWVqqmp0bp161RWViafz6fq6mplZGSoqqpKc+bMCVyiFwAA4ItYMQIQsWbNmqWcnJzAx1arVXv27NGUKVMkSTNmzNDWrVsVExOjiRMnymazyWazafTo0WpsbFRDQ4Nuu+22QFuCEQAA+DKsGAGIWHa7XUlJSfJ4PFq4cKHy8/Pl9/tlsVgCn29ra5PH45HD4ej1OI/H02v/8bYAAAAnw4oRgIj28ccf68c//rFyc3M1e/ZsrV69OvA5r9crp9OppKQkeb3eXvsdDkev/cfbno7ValFy8rDgD6QPwtUvNURW/9QQWTUAMAfBCEDE+vTTT3Xrrbdq+fLluvTSSyVJ48eP144dO5Sdna36+npNnTpVmZmZWrNmjTo7O+Xz+dTU1KSMjAxlZWVpy5YtyszMVH19vSZNmnTaPru7/Tpy5Gjg49RUxylaB9fn+/28cNcwmP1HQg2R+nUwuYbB/h4EYCaCEYCI9cQTT6i1tVUVFRWB9wfdd999WrVqlcrKypSenq6cnBxZrVbl5eUpNzdXfr9fBQUFio+Pl9vtVmFhodxut+Li4lRaWhrmEQEAgEhFMAIQsYqKilRUVHTC/vXr15+wz+VyyeVy9dqXmJio8vLykNUHAACiBxdfAAAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMF7IgtGf/vQn5eXlSZI++OADud1u5ebmasWKFerp6ZEk1dbWau7cuXK5XKqrq5MkdXR0aMGCBcrNzdXtt9+uQ4cOhapEAAAAAJAUomC0du1aFRUVqbOzU5JUXFys/Px8VVVVye/3a/PmzWppaVFlZaVqamq0bt06lZWVyefzqbq6WhkZGaqqqtKcOXNUUVERihIBAAAAICAkwWj06NF67LHHAh/v2bNHU6ZMkSTNmDFD27Zt0+7duzVx4kTZbDY5HA6NHj1ajY2Namho0PTp0wNtt2/fHooSAQAAACAgJMEoJydHsbGxgY/9fr8sFoskyW63q62tTR6PRw6HI9DGbrfL4/H02n+8LQAAAACEUuzpmwxcTMzf85fX65XT6VRSUpK8Xm+v/Q6Ho9f+4237wmq1KDl5WHALD4GhUOPJUPfgom4AAIDBNSjBaPz48dqxY4eys7NVX1+vqVOnKjMzU2vWrFFnZ6d8Pp+ampqUkZGhrKwsbdmyRZmZmaqvr9ekSZP61Ed3t19HjhwNfJya6jhF6/D5fI0nQ93BRd2Dayi8BgEAAE5mUIJRYWGhli1bprKyMqWnpysnJ0dWq1V5eXnKzc2V3+9XQUGB4uPj5Xa7VVhYKLfbrbi4OJWWlg5GiQAAAAAMFrJgNGrUKNXW1kqSxowZo/Xr15/QxuVyyeVy9dqXmJio8vLyUJUFAAAAACfgBq8AAAAAjEcwAgAAAGA8ghEAAAAA4xGMAACAMf70pz8pLy9PkvTBBx/I7XYrNzdXK1asUE9PjySptrZWc+fOlcvlUl1dnSSpo6NDCxYsUG5urm6//XYdOnQobGMAEBoEIwAAYIS1a9eqqKhInZ2dkqTi4mLl5+erqqpKfr9fmzdvVktLiyorK1VTU6N169aprKxMPp9P1dXVysjIUFVVlebMmaOKioowjwZAsBGMAACAEUaPHq3HHnss8PGePXs0ZcoUSdKMGTO0bds27d69WxMnTpTNZpPD4dDo0aPV2NiohoYGTZ8+PdB2+/btYRkDgNAZlPsYAQAAhFtOTo72798f+Njv98tisUiS7Ha72tra5PF45HD8/QbVdrtdHo+n1/7jbU/HarUoOXlYkEdxcoPVTzj7NGGMpvQZqWMkGAEAACPFxPz9xBmv1yun06mkpCR5vd5e+x0OR6/9x9ueTne3X0eOHJUkpaY6TtN6YI7383mD3acJYzSlz2ge46n64VQ6AABgpPHjx2vHjh2SpPr6ek2ePFmZmZlqaGhQZ2en2tra1NTUpIyMDGVlZWnLli2BtpMmTQpn6QBCgGAEIOJxFSkAoVBYWKjHHntMN910k7q6upSTk6PU1FTl5eUpNzdX3//+91VQUKD4+Hi53W795S9/kdvt1nPPPae77ror3OUDCDJOpQMQ0dauXauXX35ZiYmJkv5+Fans7GwtX75cmzdv1oQJE1RZWalNmzaps7NTubm5mjZtWuAqUgsWLNBrr72miooKFRUVhXlEAMJp1KhRqq2tlSSNGTNG69evP6GNy+WSy+XqtS8xMVHl5eWDUiOA8GDFCEBE4ypSAABgMLBiBCCiRfNVpL4oXP1SQ2T1Tw2RVQMAcxCMAAwpg3kVKSn0V8n5vJNdpScSahjM/iOhhkj9Ophcw2B/DwIwE6fSARhSuIoUAAAIBVaMAAwphYWFWrZsmcrKypSenq6cnBxZrdbAVaT8fn+vq0gVFhbK7XYrLi5OpaWl4S4fAABEKIIRgIjHVaQAAECocSodAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPEIRgAAAACMRzACAAAAYDyCEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8QhGAAAAAIxHMAIAAABgPIIRAAAAAOMRjAAAAAAYj2AEAAAAwHgEIwAAAADGIxgBAAAAMB7BCAAAAIDxCEYAAAAAjEcwAgAAAGA8ghEAAAAA4xGMAAAAABiPYAQAAADAeAQjAAAAAMYjGAEAAAAwHsEIAAAAgPFiw13AyfT09GjlypV69913ZbPZtGrVKp177rnhLgvAEMR8AiBYmE+A6BaRK0avv/66fD6fnnvuOf3kJz/RT3/603CXBGCIYj4BECzMJ0B0i8hg1NDQoOnTp0uSJkyYoD//+c9hrgjAUMV8AiBYmE+A6BaRwcjj8SgpKSnwsdVq1bFjx8JYEYChivkEQLAwnwDRzeL3+/3hLuKLiouLdfHFF+uaa66RJM2YMUP19fVhrgrAUMR8AiBYmE+A6BaRK0ZZWVmBiebtt99WRkZGmCsCMFQxnwAIFuYTILpF5IrR8au+7N27V36/Xw8//LDGjh0b7rIADEHMJwCChfkEiG4RGYwAAAAAYDBF5Kl0AAAAADCYCEYAAAAAjEcwAgAAAGC82HAXEE779+/XokWLVFtbG9hXXV2tTz/9VAsWLOjXsaZNm6atW7cOqJ4dO3YoPz9f559/viSps7NTs2fPVl5e3oCOK0kvvPCCzjrrLF1xxRUDPtZ3v/td3XXXXbr00ksD+1atWqWvfe1ruvHGGwd8/G3btunnP/+5fD6fYmNj9ZWvfEX33XefHA7HGR+zvr5e//Ef/9Hvu5R/+OGHWr16tT755BMlJCQoISFBixcv1rhx486ojs7OTl199dV64403zujxZ2L//v269tprdeGFFwb2ZWdn66677jqh7ZNPPqmpU6cqMzNz0OqLFp9//fr9fh07dkw333xz4LK+g13DccOHD1d5efmg1dCf77dQCfbrtr927NihmpoaPfLII4F9P/vZz5Senq65c+cOSg2fd7KfdeGQl5enlStXcrGCL3H86zR9+nS9+uqrOvvsswOfW7x4cb/n5ZP9rL7jjjtUV1enxsZGWSwWSVJXV5dycnL00ksvadeuXfrFL36hmJgYdXd364YbbtC1114bePxvf/tb/frXv1ZpaWlI+2tra9PixYvl8XjU1dWlJUuWaOLEif0e76pVq3TOOefoT3/6k44ePSq/369/+Id/UFFRkRISEiRJhw4d0rx58/TKK68oPj5+wM/x6fp8+umn9dprr0mSLrvssgHNjU8++aS2bdummJgYWSwWFRQUqK6uTiNHjpTb7R7w+M6kz2CO74u+OJc9/PDDGjNmTGCswWB0MIpEU6dODfww9fl8mjVrlq677jo5nc4BHTeYP4xdLpdeeumlwETg8/lUV1enRYsWDfjYjY2NWr16tZ544gmlpaVJkp5++mk99dRTKigoGPDx+6O9vV3z58/Xgw8+GJiQd+/erQceeECVlZWDWstAnX/++X2q+V/+5V8GoZro9fnXr9frVV5ensaMGaOvf/3rYakhXPr6/RYK0fS6hbluueWWAf+yd7Kf1X/5y180ZcoUvfnmm8rOzpYkvfHGG8rOzpbD4dDKlSv10ksvyel0yuPx6LrrrtO0adM0YsQIrVq1Sn/4wx++dD4LZn8bNmzQ1KlTdcstt+j999/XT37yE7344ov9Hm9dXZ2uuuoq/dM//VPg+XzooYdUU1OjW265Rb///e9VWlqqTz/9NGjP8an6vOKKK/Tyyy9r48aNslgsys3N1ZVXXqkLLrig332/9957euONN1RdXS2LxaJ33nlHhYWF+ud//udAm4GOr799fvjhh0Eb36kcOnRI99xzj/7617/qhz/8YVCPTTCStHPnTj388MM666yzFBMTowkTJkiSKisr9eqrr8piseiaa67RzTffrL179+qnP/2penp61NraqqKiImVlZYWkLo/Ho5iYGN1yyy0aNWqUWltb9eSTT2rlypX64IMP1NPTo/z8fGVnZ2v27NmaPHmy9u7dqzFjxmjEiBHauXOnbDabnnzyST3xxBMaOXKk0tPTe/0l8/hK15IlSxQbG6vm5mb5fD5dc801qqur08cff6yKigqNHj06UNesWbO0Zs0atbe3KzExUZs3b9a0adM0bNgwlZaW6q233pLf79ctt9yiq6++Wnl5eRo+fLhaW1uVkpKia6+9VpdffrmamppUUlKiJ598MnDs6upqzZ8/PxCKpM9+QBy3detWrVmzRvHx8UpOTtbDDz8sp9Opn/70p2poaJAkffvb39b3v/99NTU1aenSpUpMTFRiYqLOOuusfj3/dXV1mjp1aq+/UmVmZurZZ5/V/v37dd999+nYsWOyWCwqKirSBRdcoJdfflnPPPOMbDabzjvvPD3wwAPy+Xy6++671dra2ut5DKfu7m4tX75cn3zyiQ4fPqwZM2YoPz9fS5Ys0TXXXKNPP/1UmzZtUk9PjxYuXNjrr2HoG7vdrptuukm//vWvBzUYme5Ur1vAJF/2s3rq1Kn61a9+FQgqmzZt0p133ilJGjFihJ599lnl5OTo/PPP1//+3/9bNptN0mf3cLryyiv13HPPhby/W265JdBvd3d3n1Y6vqz/UaNG6Te/+Y3OPfdcZWVlqbCwMLB6FRMTo1/+8pf6zne+E9Tn+Mv67Onp0VNPPSWr1SpJOnbs2Bmv4qSkpKi5uVnPP/+8ZsyYoa9//et6/vnn9fOf/zzQZqDj62+f55xzTtDGdyper1cLFiwIyc2VeY+RPruTdWlpqX75y19q1KhRkj5Lxf/xH/+hqqoqVVVV6fXXX9f777+v9957T4WFhXr66af1gx/8QC+88EJQa/nP//xP5eXl6eabb9bixYu1bNky2e12zZ49W08//bSef/55DR8+XBs2bFBFRYUeeOABSZ99k3z729/Whg0btHPnTmVlZWnDhg3q6urSe++916e+v/KVr+gXv/iF0tPTtX//fq1du1ZXXXXVCad9xcfH64orrtBvf/tbSZ+dpnfTTTdpy5Yt2r9/v2pqavTss8/qiSeeUGtrqyQF6ne5XIG/+jz//PO64YYbeh17//79gfDw4YcfKi8vT9/73vfkdrvl9/u1bNky/fu//7vWr1+vSy65RI8//rjq6uq0f/9+1dbWqqqqSq+++qreffddPfroo1q4cKGefvrp0y7Bn8zna5Gk+fPnKy8vT7NmzVJRUZHy8vK0YcMG3XfffVq6dKkOHz6sxx57TM8884yqq6vlcDj03HPP6cUXX1RGRoY2bNigefPm9buOYHjvvfeUl5cX+Pf2229rwoQJWrdunaqrq1VdXX3CY5xOp6qrqwlFAzBixAgdPnx4UPs8Pocc//fUU08Nav/Sid9vBw4cGLS+T/W6/eSTTwatji9+HV599dVB6xtD39NPPx343nnwwQfP6Bhf9rP6yiuv1FtvvaWOjg79z//8jz799NPAH4Qff/xxtbe3a9GiRfrGN76hn//85zp+V5drrrkmEChC3Z/T6VRCQoJaWlq0ePHiPp2R8mX9u91uffvb39a6des0ffp03XXXXfqf//kfSZ/9cXj48OFn9PyeSZ9xcXFKSUmR3+9XSUmJxo8frzFjxpxR3ykpKXr88ce1a9cu3XTTTZo1a5bq6up6tRno+PrbZzDHdypf/epXdfHFFwf9uBIrRpKkAwcOBL5wWVlZ+u///m/t3btXzc3NgdWKv/3tb/rv//5vnX322aqoqFBCQoK8Xq+SkpKCWsvJToN56qmnAvXt3btXDQ0N2r17t6TP0vjxX7yOn9PvdDoD53A7nU51dnZ+aX+fv43V+PHjA49JT08P/N/n853wuBtvvFH/9m//puzsbLW2turCCy/U2rVrtWfPnsB7oo4dO6bm5mZJCtSfnZ2thx56SAcPHtTWrVtPmOz+1//6X9q/f78uuOACffWrX1VlZWXgfTmHDx9WUlJSYDXpkksuUVlZmUaMGKHJkyfLYrEoLi5OF198sZqamvSXv/wlcE52VlaW3n///VM88yc655xz9Oc//znw8eOPPy7ps6Xzt99+W48++qgk6etf/7o++eQTffjhhzr//PMD3xOXXHKJ/vCHP0iSpk+fLkm6+OKLFRs7+C+7L57a5PF49NJLL+k///M/lZSUdNKvcSgmM9M0NzfrnHPOGdQ+TT+V7lSv22PHjg1aHV/8OvzsZz8btL4jidfrlc1mU1xcnCSd8hdr/F0wTqWTTv6zWpKuvPJKvf7662pubg6sJvztb39Tc3OzFi9erMWLF+vAgQNasGCBLrzwQn3zm98c9P7effddLVq0SPfcc4+mTJlyxv1v375dc+bM0Q033CCfz6e1a9fq4Ycf1mOPPdbfpzMofXZ2dmrp0qWy2+1asWLFGff7wQcfKCkpScXFxZKk//qv/9K//Mu/6Fvf+pZGjhwZlLGdSZ/BGl+4sGIkKTU1VU1NTZI++yJLUnp6us4//3w9++yzqqys1Ny5c5WRkaGHHnpICxcuVElJiTIyMjRY98c9/sMkPT1d3/rWt1RZWam1a9dq1qxZgVPE+vIDJz4+Xi0tLZKkjz76SH/7299O6KMvvva1r8nr9erZZ58NTHLp6enKzs5WZWWlnnnmGV199dWBFbjjx7ZYLJo9e7YeeughTZs2LfDD8rh58+bp8ccfD/w1R/rsL6/SZ28i93g8gc+9+eabOu+88zR27NjAaXRdXV364x//qHPPPVfp6en64x//KEm9flHqqyuuuELbt2/X22+/Hdj3wQcf6JNPPtE//uM/aufOnZKkd955RyNHjtSoUaPU1NSko0ePBuobM2aM0tPTA8f4v//3/w7qL2df5oUXXpDD4VBpaaluvfVWdXR0nPC9HBPD9DAQHo9HGzdu1KxZs8JdilFO9brll/LBt2TJEjU0NKinp0cHDx5USkpKuEsyysl+Vkuf/TL/6quv6vXXXw9cXMHn8yk/P18ff/yxpM9+Nxo5cmTglLbB7O+9997Tv/7rv6q0tFSXXXbZgPp/5plnAmf32Gw2jRs3rl9jCmaffr9fd955p772ta/pgQceCJxydibeffddrVy5MvDH7zFjxsjhcIT0Z/fp+gzm+MKFFSNJq1evVmFhoex2u+x2u8466yxdcMEFuvTSS+V2u+Xz+ZSZmam0tDRde+21uvPOOzVixAidc845g36azLx581RUVKTvfe978ng8ys3N7deL4KKLLpLD4dCNN96osWPHBoLLmfjOd76j1atXB5ZRv/nNb+rNN99Ubm6ujh49qiuvvPKkK2pz587V5Zdfrpdeeumk9d1zzz1asmSJurq61N7ern/4h3/Qk08+KYvFolWrVmnBggWyWCw666yzVFxcrJSUFL355pu66aab1NXVpVmzZunCCy/UihUrVFBQoHXr1iklJaXf57na7XY9/vjjKi0t1c9+9jMdO3ZMsbGxevDBBzV27FgtW7ZMv/jFL3Ts2DE99NBDSklJ0YIFC3TzzTcrJiZGo0eP1t133y2r1ap7771Xbrdb6enpJ4TBcLj00ku1aNEiNTQ0KDExUeeee26vMIozc/z0qeNXWFqwYEFg9XWwa/i8tWvXBq7AFO1O9br9yle+Eu7yjPODH/xAq1atUnx8vK6//nolJyeHuyTjfPFntSSNHTtWR48e1dixYwNXfE1NTVVRUZHuuusuxcbGqru7W5dffrm+8Y1vDHp/8+fPl8/n00MPPSRJSkpKCqz+9rf/+++/X/fff7+qqqqUkJCg4cOHa+XKlf0aU7D6fP311/Xmm2/K5/Pp97//vSRp0aJFZ3S6/1VXXaWmpibdeOONGjZsmPx+v+655x698847QR1bf/oM5vjCxeIfrCUP4P87cOCA7rnnHj3zzDPhLgUAAACQxKl0GGS/+c1vdNttt+knP/lJuEsBAAAAAlgxAgAAAGA8VowAAAAAGI9gBAAAAMB4BCMAAAAAxiMYIaK9++67euutt8JdBoAhKC8vL3CPOgD4Mi+88EKfb8Lc0tISuNz3W2+9pcbGxhBWhsFGMEJE+z//5//ovffeC3cZAAAASk1NDQSjTZs2cQ/AKMMNXhEWHR0duvfee9Xc3Kyuri7l5OSora1Nd999tzo7O3X11VerurpaL774ouLi4nThhRcqMzMz3GUDiABfnD+WLl2q5557Th9++KG6u7v1gx/8QNdcc02gfWtrqxYvXiyPx6Pu7m7967/+qy699FJ9+9vf1nnnnSebzaaysrIwjgjAYDrZ7yDHlZaW6s9//rO8Xq/Gjh2r4uJiPfbYY/rjH/+oo0eP6qGHHtK9996r5cuX6/e//7327NmjQ4cO6Y033lB5ebkkad68eSovL9fZZ58driHiDBGMEBY1NTX6yle+okceeUR79+7Vtm3b1NbW1qtNWlqarr/+eo0cOZJQBCDgi/PH66+/ruHDh2v16tXyeDyaO3eupk6dGmj/+OOP65/+6Z/0/e9/XwcOHJDb7dbrr7+uo0eP6s4779T48ePDOBoAg+3LfgfxeDxyOp365S9/qZ6eHn3rW9/SgQMHJEnp6ekqKirS/v37JUkXXXSRpk+frmuuuUbTp0/XE088ob/97W9qaWnR8OHDCUVDFKfSISzef/99TZgwQZKUkZEhp9MZ+By31gJwKl+cP1paWnTJJZdIkpKSkjR27Fh9+OGHgfZNTU2Bz6elpSkpKUmHDh2SJI0ZM2ZwiwcQdl/2O0h8fLwOHTqkRYsWafny5Tp69Ki6uroknXqusFgsuvbaa/Xqq69q06ZNuuGGG0I+BoQGwQhhMXbsWP3Xf/2XJOnDDz/U0qVL1dLSIknas2dPoJ3FYlFPT09YagQQmb44f7z22mvauXOnJMnj8Wjv3r0aNWpUr/bHP3/gwAG1trYqOTlZkhQTw49BwDRfnEOOn0pbX1+vjz/+WGVlZVq0aJE6OjoCf6w92VxhsVgCn//Od76jX//613rrrbd02WWXDdJIEGycSoewmDdvnpYuXarvfe976u7u1saNG1VSUiK3260LL7xQdrtd0mdL1f/2b/+msWPH9jo1BoC5vjh/PPXUU9qwYYPcbrc6Ozt11113acSIEYH2P/rRj7R06VL95je/UUdHhx544AHFxvLjDzDVF+eQH/zgBzp8+LAyMzNVUVEhl8slm82mr371q6e8uMLFF1+sn/3sZxo1apTGjh0ru92uCRMmML8MYRY/5y0BAAAAA3L8jzDnnntuuEvBGeIcAgAAAOAMdXR0aO7cubrgggsIRUMcK0YAAAAAjMeKEQAAAADjEYwAAAAAGI9gBAAAAMB4BCMAAAAAxiMYAQAAADAewQgAAACA8f4fJJEAZ9ChPTIAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 1008x720 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ba_axis = plt.subplots(1, 3, figsize=(14,10)) #create subplots\n", + "\n", + "sns.barplot(x='cut', y='price', data=diamond, ax = ba_axis[0], color='r') #barplot cut versus price\n", + "\n", + "sns.barplot(x='color', y='price', data=diamond, ax = ba_axis[1], color='g') #barplot color verus price\n", + "\n", + "sns.barplot(x='clarity', y='price', data=diamond, ax = ba_axis[2], color='purple') #barplot clarity versus price" + ] + }, + { + "cell_type": "markdown", + "id": "9c5bff43", + "metadata": {}, + "source": [ + "**We can expand this with color changes:**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b97cc068", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='clarity', ylabel='price'>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1008x720 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ba_axis = plt.subplots(1, 3, figsize=(14,10)) #create subplots\n", + "\n", + "sns.barplot(x='cut', y='price', data=diamond, ax = ba_axis[0], color='b') #barplot cut versus price\n", + "\n", + "sns.barplot(x='color', y='price', data=diamond, ax = ba_axis[1], color='orange') #barplot color verus price\n", + "\n", + "sns.barplot(x='clarity', y='price', data=diamond, ax = ba_axis[2], color='salmon') #barplot clarity versus price" + ] + }, + { + "cell_type": "markdown", + "id": "4197a318", + "metadata": {}, + "source": [ + "# Scatter Plots" + ] + }, + { + "cell_type": "markdown", + "id": "d759ef51", + "metadata": {}, + "source": [ + "seaborn.scatterplot(data=None, *, x=None, y=None, hue=None, size=None, style=None, palette=None, hue_order=None, hue_norm=None, sizes=None, size_order=None, size_norm=None, markers=True, style_order=None, legend='auto', ax=None, **kwargs)" + ] + }, + { + "cell_type": "markdown", + "id": "8fec737f", + "metadata": {}, + "source": [ + "Draw a scatter plot with possibility of several semantic groupings. \n", + "The relationship between x and y can be shown for different subsets of the data using the hue, size, and style parameters. These parameters control what visual semantics are used to identify the different subsets. It is possible to show up to three dimensions independently by using all three semantic types, but this style of plot can be hard to interpret and is often ineffective. Using redundant semantics (i.e. both hue and style for the same variable) can be helpful for making graphics more accessible. " + ] + }, + { + "cell_type": "markdown", + "id": "cd044c6a", + "metadata": {}, + "source": [ + "### Below is an example using the diamond data. \n", + "Passing long-form data and assigning x and y will draw a scatter plot between two variables: " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a72e24b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='carat', ylabel='price'>" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='carat', y='price', data=diamond)" + ] + }, + { + "cell_type": "markdown", + "id": "8e2045a9", + "metadata": {}, + "source": [ + "Like mentioned above, you can use the **mathplotlib** library to insert titles and xy lables to your graph:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "de74adb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='carat', y='price', data=diamond)\n", + "\n", + "plt.xlabel('Carat Weight')\n", + "plt.ylabel('Price')\n", + "plt.title('Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + { + "cell_type": "markdown", + "id": "fd3a0c13", + "metadata": {}, + "source": [ + "Assigning a variable to **hue** will group variables that will produce points with different colors. Can be either categorical or numeric:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d05a34d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='carat', y='price', hue='cut', data=diamond)\n", + "\n", + "plt.xlabel('Carat Weight')\n", + "plt.ylabel('Price')\n", + "plt.title('Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + { + "cell_type": "markdown", + "id": "91383c3d", + "metadata": {}, + "source": [ + "Inserting **size** will group variables that will produce points with different sizes. A categorical or numeric variable can be assigned to **size** to apply a semantic mapping to the areas of the points: " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "eff3bd77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='carat', y='price', hue='cut', size='depth', data=diamond)\n", + "\n", + "plt.xlabel('Carat Weight')\n", + "plt.ylabel('Price')\n", + "plt.title('Scatter Plot: Carat Vs Price (Based on Cut)')" + ] + }, + { + "cell_type": "markdown", + "id": "d9a624c4", + "metadata": {}, + "source": [ + " " + ] + } + ], + "metadata": { + "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" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}