From 1c08b33bb0e4eb0ebc3b0871c9d1673733e7b991 Mon Sep 17 00:00:00 2001 From: Etienne Kornobis <ekornobis@gmail.com> Date: Fri, 16 Sep 2022 15:27:41 +0200 Subject: [PATCH] update seaborn part --- notebooks/seaborn_TP_solutions.ipynb | 12 +- notebooks/seaborn_cours.ipynb | 1095 ++++++++++++++++++++------ 2 files changed, 877 insertions(+), 230 deletions(-) diff --git a/notebooks/seaborn_TP_solutions.ipynb b/notebooks/seaborn_TP_solutions.ipynb index 2afeaf7..fdf38a0 100644 --- a/notebooks/seaborn_TP_solutions.ipynb +++ b/notebooks/seaborn_TP_solutions.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "minor-doctrine", "metadata": {}, "outputs": [], @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "id": "skilled-daniel", "metadata": {}, "outputs": [], @@ -311,7 +311,7 @@ "id": "portuguese-worse", "metadata": {}, "source": [ - "- Using an histogram, display the distribution of age in the dataset" + "- Using an histogram and continuous probability density curve, display the distribution of age in the dataset" ] }, { @@ -473,9 +473,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python [conda env:dev]", "language": "python", - "name": "python3" + "name": "conda-env-dev-py" }, "language_info": { "codemirror_mode": { @@ -487,7 +487,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.4" } }, "nbformat": 4, diff --git a/notebooks/seaborn_cours.ipynb b/notebooks/seaborn_cours.ipynb index f2c5ee5..32175d8 100644 --- a/notebooks/seaborn_cours.ipynb +++ b/notebooks/seaborn_cours.ipynb @@ -5,7 +5,7 @@ "id": "vocal-argument", "metadata": {}, "source": [ - "# <center>**Cours**</center>\n", + "# <center><b>Course</b></center>\n", "\n", "<div style=\"text-align:center\">\n", " <img src=\"images/seaborn.png\" width=\"600px\">\n", @@ -32,7 +32,7 @@ "id": "monthly-royalty", "metadata": {}, "source": [ - "Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics.\n", + "Seaborn is a Python data visualization library based on **Matplotlib**. It provides a high-level interface for drawing attractive and informative statistical graphics while still being able to use matplotlib features.\n", "\n", "It is organized depending on the type of data you want to represent:" ] @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 1, "id": "apparent-logan", "metadata": {}, "outputs": [], @@ -67,19 +67,17 @@ ] }, { - "cell_type": "code", - "execution_count": 7, - "id": "smooth-persian", + "cell_type": "markdown", + "id": "99f2823d-fbc0-44ff-958e-9ef35297307d", "metadata": {}, - "outputs": [], "source": [ - "df = pd.read_csv(\"data/titanic.csv\")" + "## Simple plot with 2 variables (relplot)" ] }, { "cell_type": "code", - "execution_count": 28, - "id": "monetary-monaco", + "execution_count": 4, + "id": "96dbb85d-f996-4c73-9d51-da2699539ca0", "metadata": {}, "outputs": [ { @@ -103,163 +101,184 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", - " <th>PassengerId</th>\n", - " <th>Survived</th>\n", - " <th>Pclass</th>\n", - " <th>Name</th>\n", - " <th>Sex</th>\n", - " <th>Age</th>\n", - " <th>SibSp</th>\n", - " <th>Parch</th>\n", - " <th>Ticket</th>\n", - " <th>Fare</th>\n", - " <th>Cabin</th>\n", - " <th>Embarked</th>\n", + " <th>City</th>\n", + " <th>Year</th>\n", + " <th>Tmp</th>\n", + " <th>std</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>3</td>\n", - " <td>Braund, Mr. Owen Harris</td>\n", - " <td>male</td>\n", - " <td>22.0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>A/5 21171</td>\n", - " <td>7.2500</td>\n", - " <td>NaN</td>\n", - " <td>S</td>\n", + " <td>Barcelona</td>\n", + " <td>1995</td>\n", + " <td>62.019178</td>\n", + " <td>9.569756</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>2</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n", - " <td>female</td>\n", - " <td>38.0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>PC 17599</td>\n", - " <td>71.2833</td>\n", - " <td>C85</td>\n", - " <td>C</td>\n", + " <td>Barcelona</td>\n", + " <td>1996</td>\n", + " <td>61.125956</td>\n", + " <td>9.420765</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>3</td>\n", - " <td>1</td>\n", - " <td>3</td>\n", - " <td>Heikkinen, Miss. Laina</td>\n", - " <td>female</td>\n", - " <td>26.0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>STON/O2. 3101282</td>\n", - " <td>7.9250</td>\n", - " <td>NaN</td>\n", - " <td>S</td>\n", + " <td>Barcelona</td>\n", + " <td>1997</td>\n", + " <td>62.612329</td>\n", + " <td>9.827235</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>4</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n", - " <td>female</td>\n", - " <td>35.0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>113803</td>\n", - " <td>53.1000</td>\n", - " <td>C123</td>\n", - " <td>S</td>\n", + " <td>Barcelona</td>\n", + " <td>1998</td>\n", + " <td>60.273973</td>\n", + " <td>19.750126</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>5</td>\n", - " <td>0</td>\n", - " <td>3</td>\n", - " <td>Allen, Mr. William Henry</td>\n", - " <td>male</td>\n", - " <td>35.0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>373450</td>\n", - " <td>8.0500</td>\n", - " <td>NaN</td>\n", - " <td>S</td>\n", + " <td>Barcelona</td>\n", + " <td>1999</td>\n", + " <td>61.204658</td>\n", + " <td>13.904526</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " PassengerId Survived Pclass \\\n", - "0 1 0 3 \n", - "1 2 1 1 \n", - "2 3 1 3 \n", - "3 4 1 1 \n", - "4 5 0 3 \n", - "\n", - " Name Sex Age SibSp \\\n", - "0 Braund, Mr. Owen Harris male 22.0 1 \n", - "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", - "2 Heikkinen, Miss. Laina female 26.0 0 \n", - "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", - "4 Allen, Mr. William Henry male 35.0 0 \n", - "\n", - " Parch Ticket Fare Cabin Embarked \n", - "0 0 A/5 21171 7.2500 NaN S \n", - "1 0 PC 17599 71.2833 C85 C \n", - "2 0 STON/O2. 3101282 7.9250 NaN S \n", - "3 0 113803 53.1000 C123 S \n", - "4 0 373450 8.0500 NaN S " + " City Year Tmp std\n", + "0 Barcelona 1995 62.019178 9.569756\n", + "1 Barcelona 1996 61.125956 9.420765\n", + "2 Barcelona 1997 62.612329 9.827235\n", + "3 Barcelona 1998 60.273973 19.750126\n", + "4 Barcelona 1999 61.204658 13.904526" ] }, - "execution_count": 28, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.head()" + "temp = pd.read_csv(\"../data/fr_sp_it_temp.tsv\", sep=\"\\t\", header=0, index_col=0)\n", + "temp.head()" ] }, { - "cell_type": "markdown", - "id": "ecological-memphis", + "cell_type": "code", + "execution_count": 5, + "id": "a199f0f2-4f6d-4a1d-bbc7-bd47e826d3d2", "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>City</th>\n", + " <th>Year</th>\n", + " <th>Tmp</th>\n", + " <th>std</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>130</th>\n", + " <td>Paris</td>\n", + " <td>1995</td>\n", + " <td>53.742192</td>\n", + " <td>20.406326</td>\n", + " </tr>\n", + " <tr>\n", + " <th>131</th>\n", + " <td>Paris</td>\n", + " <td>1996</td>\n", + " <td>52.293169</td>\n", + " <td>15.207325</td>\n", + " </tr>\n", + " <tr>\n", + " <th>132</th>\n", + " <td>Paris</td>\n", + " <td>1997</td>\n", + " <td>55.580000</td>\n", + " <td>12.745185</td>\n", + " </tr>\n", + " <tr>\n", + " <th>133</th>\n", + " <td>Paris</td>\n", + " <td>1998</td>\n", + " <td>50.317534</td>\n", + " <td>27.794295</td>\n", + " </tr>\n", + " <tr>\n", + " <th>134</th>\n", + " <td>Paris</td>\n", + " <td>1999</td>\n", + " <td>54.565753</td>\n", + " <td>13.990209</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " City Year Tmp std\n", + "130 Paris 1995 53.742192 20.406326\n", + "131 Paris 1996 52.293169 15.207325\n", + "132 Paris 1997 55.580000 12.745185\n", + "133 Paris 1998 50.317534 27.794295\n", + "134 Paris 1999 54.565753 13.990209" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## Histogram\n", - "\n", - "A histogram is displaying a frequency distribution of continuous data using bars" + "paris = temp[temp.City == 'Paris']\n", + "paris.head()" ] }, { "cell_type": "code", - "execution_count": 42, - "id": "brazilian-greene", + "execution_count": 6, + "id": "e3985842-23f3-4ce8-ab5e-5cbd1d9ec2ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320e7b99a0>" + "<seaborn.axisgrid.FacetGrid at 0x7f52a5babf40>" ] }, - "execution_count": 42, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 411.875x360 with 1 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -269,342 +288,970 @@ } ], "source": [ - "sns.displot(data=df, x=\"Age\", hue=\"Survived\")" + "sns.relplot(data=paris, x=\"Year\", y=\"Tmp\")" ] }, { "cell_type": "code", - "execution_count": 53, - "id": "vietnamese-proceeding", + "execution_count": 7, + "id": "7ec21722-b094-4052-bb99-0f9306684f8a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320e035c70>" + "<AxesSubplot:xlabel='Year', ylabel='Tmp'>" ] }, - "execution_count": 53, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 411.875x360 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.displot(data=df, x=\"Age\", hue=\"Survived\", bins=50)" + "sns.lineplot(data=paris, x=\"Year\", y=\"Tmp\")" ] }, { - "cell_type": "markdown", - "id": "unknown-yacht", + "cell_type": "code", + "execution_count": 8, + "id": "885b9d4b-5543-40fb-a878-c171f68c60c9", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='Year', ylabel='Tmp'>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Here is the corresponding continuous probability density curve:" + "sns.lineplot(data=paris, x=\"Year\", y=\"Tmp\", marker=\"o\")" ] }, { "cell_type": "code", - "execution_count": 55, - "id": "active-stephen", + "execution_count": 9, + "id": "49c86b68-18d9-48ef-9812-fa114a54dafb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320dcbdfa0>" + "<AxesSubplot:xlabel='Year', ylabel='Tmp'>" ] }, - "execution_count": 55, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 411.875x360 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.displot(data=df, x=\"Age\", hue=\"Survived\", kind=\"kde\")" + "sns.lineplot(data=paris, x=\"Year\", y=\"Tmp\", marker=\"o\", linestyle=\"--\", color=\"green\")" + ] + }, + { + "cell_type": "markdown", + "id": "d7039e35-0b13-4af8-b290-4533e4011d45", + "metadata": {}, + "source": [ + "Seaborn is using matplotlib under the hood, so all available linestyles, markers and colors are described in https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html" + ] + }, + { + "cell_type": "markdown", + "id": "b6c2f491-83b6-47d1-a01a-0c95551a0abd", + "metadata": {}, + "source": [ + "## Several plots" ] }, { "cell_type": "code", - "execution_count": 54, - "id": "narrative-illinois", + "execution_count": 10, + "id": "9ba40313-00ec-4af5-835f-53e8e8c8a3dd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320dd68100>" + "<AxesSubplot:xlabel='Year', ylabel='Tmp'>" ] }, - "execution_count": 54, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 411.875x360 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.displot(data=df, x=\"Age\", hue=\"Survived\", kde=True)" + "sns.lineplot(data=temp, x=\"Year\", y=\"Tmp\", hue=\"City\")" ] }, { "cell_type": "markdown", - "id": "floral-supervisor", + "id": "8b1a4d48-39fe-4808-8d27-6fba456ada0f", "metadata": {}, "source": [ - "## Barplot\n", - "\n", - "A barplot is a way of displaying for example counts, frequencies or average for different categories." + "## Formatting" + ] + }, + { + "cell_type": "markdown", + "id": "510057ce-aa3a-4ab2-9d60-fe1e4e901c4c", + "metadata": {}, + "source": [ + "### Annotations" + ] + }, + { + "cell_type": "markdown", + "id": "5049f6ef-aff4-495e-9660-966ee4a96e13", + "metadata": {}, + "source": [ + "In order to pretty format our graph, we can use matplotlib.pyplot (here `plt`) functionalities to control the legend, add title and x and y labels: " ] }, { "cell_type": "code", - "execution_count": 130, - "id": "about-participant", + "execution_count": 11, + "id": "fd32ce6a-0d94-4e62-a09f-defb568cf00c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f3205fcec10>" + "Text(0.5, 1.0, 'Average Temperature')" ] }, - "execution_count": 130, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.catplot(data=df, x=\"Sex\", y=\"Age\", kind=\"bar\")" + "sns.lineplot(data=temp, x=\"Year\", y=\"Tmp\", hue=\"City\")\n", + "\n", + "plt.legend(ncol=2)\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Tp in °F\")\n", + "plt.title(\"Average Temperature\")" ] }, { "cell_type": "markdown", - "id": "designing-deviation", + "id": "2691f293-228f-4670-b92b-81e0e1ac92e4", "metadata": {}, "source": [ - "## Swarmplot" + "### xlim, ylim" ] }, { "cell_type": "code", - "execution_count": 74, - "id": "laughing-contributor", + "execution_count": 17, + "id": "b5a7a48d-fed8-4cac-86b3-7299ade9b3ac", "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.9/site-packages/seaborn/categorical.py:1296: UserWarning: 30.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n", - "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.9/site-packages/seaborn/categorical.py:1296: UserWarning: 63.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n", - "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.9/site-packages/seaborn/categorical.py:1296: UserWarning: 81.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n" - ] + "data": { + "text/plain": [ + "(50.0, 70.0)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=temp, x=\"Year\", y=\"Tmp\", hue=\"City\")\n", + "plt.legend(ncol=2)\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Tp in °F\")\n", + "plt.title(\"Average Temperature\")\n", + "\n", + "plt.xlim([2000,2010])\n", + "plt.ylim([50,70])" + ] + }, + { + "cell_type": "markdown", + "id": "bd7a6c33-6d57-4d92-a03b-a81b66ce6f4a", + "metadata": {}, + "source": [ + "### axvline, axhline" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c35ab008-cb2b-4faa-b86a-b136fc349d5b", + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320c6e4760>" + "<matplotlib.lines.Line2D at 0x7f5297358d30>" ] }, - "execution_count": 74, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.catplot(data=df, x=\"Pclass\", y=\"Fare\", kind=\"swarm\")" + "sns.lineplot(data=temp, x=\"Year\", y=\"Tmp\", hue=\"City\")\n", + "plt.legend(ncol=2)\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Tp in °F\")\n", + "plt.title(\"Average Temperature\")\n", + "\n", + "# Adding horizontal and vertical lines with an alpha parameter\n", + "plt.axvline(2008, color=\"grey\", linestyle=\"--\", alpha=0.5)\n", + "plt.axhline(55, color=\"grey\", linestyle=\"-.\", alpha=0.5)" ] }, { "cell_type": "markdown", - "id": "polished-developer", + "id": "ecological-memphis", "metadata": {}, "source": [ - "## Boxplot" + "## Distribution plots\n", + "### Histograms and KDE plots\n", + "\n", + "A histogram is displaying a frequency distribution of a **continuous** dataset using bars." ] }, { "cell_type": "code", - "execution_count": 76, - "id": "demographic-original", + "execution_count": 31, + "id": "smooth-persian", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"data/titanic.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "brazilian-greene", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x7f320c69d850>" + "<seaborn.axisgrid.FacetGrid at 0x7f52970d06a0>" ] }, - "execution_count": 76, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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988476tevn9q0aROwPysry5HhAABo6RoV6gMHDqh///6SpIMHDwbs441lAAA4p1Ghfu+995yeAwAAXAK3uQQAwGKNuqK+8847/+qvuN99991GDwQAAP5fo0J94fXpC86ePau8vDwdPHiwwc06AABA4zUq1D//+c8vuT09PV2nT59u0kAAAOD/OfoadWpqKt/zDQCAgxwN9QcffKC2bds6uSQAAC1ao371PXHixIDnxhiVlJToo48+0jPPPOPIYAAAoJGhjoyMDHh+3XXXqUePHlq2bJlSUlIcGQwAADQy1OvWrXN6DgAAcAmNCvUF+/fvV2FhoVwul3r16qUBAwY4NRcAAFAjQ11WVqbJkyfr/fff1w033CBjjCoqKnTnnXdq06ZN6tKli9NzAgDQIjXqXd+zZ8+Wz+dTQUGBvvrqK5WXl+vgwYPy+XyaM2eO0zMCANBiNeqK+ne/+53eeecd9ezZ07+tV69eevnll3kzGQAADmrUFXV9fX2De1BLUps2bVRfX9/koQAAwHmNCvXf/M3faO7cufrzn//s33by5Ek98cQTGjVqlGPDAQDQ0jUq1CtXrlRlZaUSEhJ000036eabb1ZiYqIqKyv10ksvOT0jAAAtVqNeo46Pj9fHH3+snJwcHT58WMYY9erVS6NHj3Z6PgAAWrQruqJ+99131atXL/l8PknSmDFjNHv2bM2ZM0eDBw9W79699fvf/75ZBgUAoCW6olBnZ2fr0UcfVYcOHRrsi4yM1PTp05WVleXYcAAAtHRXFOpPP/1UP/rRjy67PyUlRfv372/yUAAA4LwrCvVf/vKXS34s64LWrVvrf/7nf5o8FAAAOO+KQn3jjTcqPz//svsPHDig2NjYJg8FAADOu6JQ33333frZz36mr7/+usG+6upqLVmyROPHj3dsOAAAWror+njW008/rS1btuiWW27RrFmz1KNHD7lcLhUWFurll1/WuXPntHjx4uaaFQCAFueKQh0dHa09e/bo8ccf16JFi2SMkSS5XC6NHTtWq1atUnR0dLMMCgBAS3TFX3jSrVs3bd++XeXl5fr8889ljFFSUpI6duzYHPMBANCiNeqbySSpY8eOGjx4sJOzAACAb2jUd30DAICrg1ADAGCxRv/qG0BoKywsdGSdqKgoeTweR9YC0BChBlqY6oovJbmUmprqyHphYeE6fLiQWAPNhFADLczZqkpJRv2nLFCXxOQmreUrOaYP1y6V1+sl1EAzIdRAC9W+q0edPD2CPQaAb8GbyQAAsBihBgDAYoQaAACLEWoAACxGqAEAsBihBgDAYoQaAACLEWoAACxGqAEAsBihBgDAYoQaAACLEWoAACxGqAEAsBihBgDAYiEV6szMTLlcLqWlpfm3GWOUnp6uuLg4hYWFaeTIkSooKAjekAAAOChkQr1v3z6tWbNG/fr1C9i+YsUKZWVlaeXKldq3b59iYmI0ZswYVVZWBmlSAACcExKhPn36tO6//369+uqr6tixo3+7MUbZ2dlavHixJk6cqD59+mjDhg2qqqrSxo0bgzgxAADOaB3sAb6LmTNnaty4cRo9erSeffZZ//aioiKVlpYqJSXFv83tdmvEiBHas2ePpk+ffsn1ampqVFNT43/u8/kcnbe4uFher9eRtaKiouTxeBxZCwAQeqwP9aZNm/Txxx9r3759DfaVlpZKkqKjowO2R0dH6/jx45ddMzMzU0uXLnV20P9TXFys5OSeqq6ucmS9sLBwHT5cSKwBoIWyOtQnTpzQ3LlztWPHDrVt2/ayx7lcroDnxpgG2y62aNEizZs3z//c5/MpPj6+6QNL8nq9qq6u0pBpS9QhNqFJa/lKjunDtUvl9XoJNQC0UFaHev/+/SorK9PAgQP9286dO6ddu3Zp5cqVOnLkiKTzV9axsbH+Y8rKyhpcZV/M7XbL7XY33+CSOsQmqJOnR7P+PQAA1z6r30w2atQo5efnKy8vz/8YNGiQ7r//fuXl5al79+6KiYlRTk6O/2dqa2uVm5urYcOGBXFyAACcYfUVdUREhPr06ROwrV27durcubN/e1pamjIyMpSUlKSkpCRlZGQoPDxcU6ZMCcbIAAA4yupQfxfz589XdXW1ZsyYofLycg0ZMkQ7duxQREREsEcDAKDJQi7U77//fsBzl8ul9PR0paenB2UeAACak9WvUQMA0NIRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIuF3N2zANinsLDQkXVqamrkdrsdWSsqKkoej8eRtYBgItQAGq264ktJLqWmpjqzoMslGePIUmFh4Tp8uJBYI+QRagCNdraqUpJR/ykL1CUxuUlrleR/oIPb1jiylq/kmD5cu1Rer5dQI+QRagBN1r6rR508PZq0hq/kmGNrAdcS3kwGAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMW7KgStWXFwsr9fb5HWcuocxAFzLCDWuSHFxsZKTe6q6usqxNc/W1Dq2FgBcawg1rojX61V1dZWGTFuiDrEJTVrrwv2H6+rqnBkOAK5BhBqN0iE2wbH7DwMALo83kwEAYDFCDQCAxQg1AAAWI9QAAFiMN5MBuGY58Vn9qKgoeTweB6YBGodQA7jmVFd8Kcml1NTUJq8VFhauw4cLiTWChlADuOacraqUZNR/ygJ1SUxu9Dq+kmP6cO1Seb1eQo2gIdQArlntu3qa/Hl/INh4MxkAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMUINAIDFCDUAABYj1AAAWIxQAwBgMatDnZmZqcGDBysiIkJdu3bVhAkTdOTIkYBjjDFKT09XXFycwsLCNHLkSBUUFARpYgAAnGV1qHNzczVz5kz98Y9/VE5Ojurq6pSSkqIzZ874j1mxYoWysrK0cuVK7du3TzExMRozZowqKyuDODkAAM5oHewB/prf/e53Ac/XrVunrl27av/+/brjjjtkjFF2drYWL16siRMnSpI2bNig6Ohobdy4UdOnTw/G2AAAOMbqK+pvqqiokCR16tRJklRUVKTS0lKlpKT4j3G73RoxYoT27Nlz2XVqamrk8/kCHgAA2ChkQm2M0bx583T77berT58+kqTS0lJJUnR0dMCx0dHR/n2XkpmZqcjISP8jPj6++QYHAKAJQibUs2bN0oEDB/TrX/+6wT6XyxXw3BjTYNvFFi1apIqKCv/jxIkTjs8LAIATrH6N+oLZs2dr27Zt2rVrl773ve/5t8fExEg6f2UdGxvr315WVtbgKvtibrdbbre7+QYGAMAhVl9RG2M0a9YsbdmyRe+++64SExMD9icmJiomJkY5OTn+bbW1tcrNzdWwYcOu9rgAADjO6ivqmTNnauPGjfrP//xPRURE+F93joyMVFhYmFwul9LS0pSRkaGkpCQlJSUpIyND4eHhmjJlSpCnBwCg6awO9erVqyVJI0eODNi+bt06PfTQQ5Kk+fPnq7q6WjNmzFB5ebmGDBmiHTt2KCIi4ipPCwCA86wOtTHmW49xuVxKT09Xenp68w8EAMBVZvVr1AAAtHSEGgAAixFqAAAsRqgBALAYoQYAwGKEGgAAixFqAAAsRqgBALCY1V94AgA2KCwsdGSdqKgoeTweR9ZCy0GoAeAyqiu+lORSamqqI+uFhYXr8OFCYo0rQqgB4DLOVlVKMuo/ZYG6JCY3aS1fyTF9uHapvF4vocYVIdQA8C3ad/Wok6dHsMdAC8WbyQAAsBhX1C1EcXGxvF5vk9dx6k01AIDvhlC3AMXFxUpO7qnq6irH1jxbU+vYWgCAyyPULYDX61V1dZWGTFuiDrEJTVqrJP8DHdy2RnV1dc4MBwD4qwh1C9IhNqHJb4jxlRxzZhgAwHdCqENAU18X5nVlAAhdhNpiTn/ZAq8rA0DoIdQWc+rLFnhdGQBCF6EOAU39sgVeVwaA0EWoAeAq4gYfuFKEGgCuAm7wgcYi1ABwFXCDDzQWoQaAq4gbfOBKcVMOAAAsRqgBALAYoQYAwGKEGgAAi/FmMgAIUXwmu2Ug1AAQYvhMdstCqAEgxPCZ7JaFUANAiOIz2S0DbyYDAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBihBoAAIsRagAALEaoAQCwGKEGAMBirYM9AADg2lFcXCyv1+vIWlFRUfJ4PI6sFcoINQDAEcXFxUpO7qnq6ipH1gsLC9fhw4UtPtaEGgDgCK/Xq+rqKg2ZtkQdYhOatJav5Jg+XLtUXq+XUAd7AADAtaVDbII6eXoEe4xrBqEGAKiwsNCKNdAQoQaAFqy64ktJLqWmpjq25tmaWsfWAqEGgBbtbFWlJKP+UxaoS2Jyk9Yqyf9AB7etUV1dnTPDQRKhBgBIat/V0+TXlX0lx5wZBgH4whMAACxGqAEAsBihBgDAYoQaAACLEWoAACxGqAEAsBihBgDAYoQaAACLEWoAACzGN5MBAKzlxI0+ampq5Ha7HZhGioqKuuq33bxmQr1q1Sq98MILKikpUe/evZWdna0f/vCHwR4LANAIjt4sxOWSjGn6OpLCwsJ1+HDhVY31NRHqzZs3Ky0tTatWrdLw4cP1i1/8QnfddZcOHTrU4m84DgChyKmbhVy4UYgTNx3xlRzTh2uXyuv1EuorlZWVpYcffliPPPKIJCk7O1tvv/22Vq9erczMzCBPBwBorKbeLOTCjUKcuOlIsIR8qGtra7V//34tXLgwYHtKSor27NlzyZ+pqalRTU2N/3lFRYUkyefzNXme06dPS5K+On5EdTXVTVrLV3JcklRx8qjatHYFfR3WCv2ZWCv0Z2KtIM5UWizp/H/nneiFJEVERMjl+pa5TIg7efKkkWT+8Ic/BGxfvny5ueWWWy75M0uWLDGSePDgwYMHj6A+KioqvrVzIX9FfcE3/4/EGHPZ/0tZtGiR5s2b539eX1+vr776Sp07d/72/7O5DJ/Pp/j4eJ04cUIdOnRo1BrBwuzBE8rzM3vwhPL8zB4oIiLiW48J+VBHRUWpVatWKi0tDdheVlam6OjoS/6M2+1u8Fb9G264wZF5OnToEHL/8F3A7METyvMze/CE8vzM/t2F/BeeXH/99Ro4cKBycnICtufk5GjYsGFBmgoAAGeE/BW1JM2bN08PPPCABg0apKFDh2rNmjUqLi7WY489FuzRAABokmsi1JMmTdKXX36pZcuWqaSkRH369NH27dvVrVu3qzaD2+3WkiVLHPv2m6uJ2YMnlOdn9uAJ5fmZ/cq5jHHo61oAAIDjQv41agAArmWEGgAAixFqAAAsRqgBALAYoXbAqlWrlJiYqLZt22rgwIH6/e9/H+yRLmnXrl265557FBcXJ5fLpbfeeitgvzFG6enpiouLU1hYmEaOHKmCgoLgDHuRzMxMDR48WBEREeratasmTJigI0eOBBxj6+yStHr1avXr18//JQlDhw7Vb3/7W/9+m2f/pszMTLlcLqWlpfm32Tp/enq6XC5XwCMmJsa/39a5L3by5Emlpqaqc+fOCg8PV//+/bV//37/flvPISEhocGfvcvl0syZMyXZO7ck1dXV6emnn1ZiYqLCwsLUvXt3LVu2TPX19f5jrvr8jf+WbRhjzKZNm0ybNm3Mq6++ag4dOmTmzp1r2rVrZ44fPx7s0RrYvn27Wbx4sXnzzTeNJLN169aA/c8995yJiIgwb775psnPzzeTJk0ysbGxxufzBWfg/zN27Fizbt06c/DgQZOXl2fGjRtnPB6POX36tP8YW2c3xpht27aZ3/zmN+bIkSPmyJEj5qmnnjJt2rQxBw8eNMbYPfvF9u7daxISEky/fv3M3Llz/dttnX/JkiWmd+/epqSkxP8oKyvz77d17gu++uor061bN/PQQw+ZDz/80BQVFZl33nnHfP755/5jbD2HsrKygD/3nJwcI8m89957Vs9tjDHPPvus6dy5s/nv//5vU1RUZP793//dtG/f3mRnZ/uPudrzE+om+v73v28ee+yxgG3Jyclm4cKFQZrou/lmqOvr601MTIx57rnn/Nu+/vprExkZaV555ZUgTHh5ZWVlRpLJzc01xoTW7Bd07NjR/PKXvwyZ2SsrK01SUpLJyckxI0aM8Ifa5vmXLFlibr311kvus3nuCxYsWGBuv/32y+4PhXO4YO7cueamm24y9fX11s89btw4M23atIBtEydONKmpqcaY4Py586vvJrhwi82UlJSA7X/tFpu2KioqUmlpacC5uN1ujRgxwrpzuXBb0k6dOkkKrdnPnTunTZs26cyZMxo6dGjIzD5z5kyNGzdOo0ePDthu+/xHjx5VXFycEhMTNXnyZH3xxReS7J9bkrZt26ZBgwbpJz/5ibp27aoBAwbo1Vdf9e8PhXOQzv938o033tC0adPkcrmsn/v222/Xzp079dlnn0mSPv30U+3evVt33323pOD8uV8T30wWLF6vV+fOnWtw84/o6OgGNwmx3YV5L3Uux48fD8ZIl2SM0bx583T77berT58+kkJj9vz8fA0dOlRff/212rdvr61bt6pXr17+f7Ftnn3Tpk36+OOPtW/fvgb7bP6zHzJkiF5//XXdcsst+stf/qJnn31Ww4YNU0FBgdVzX/DFF19o9erVmjdvnp566int3btXc+bMkdvt1oMPPhgS5yBJb731lk6dOqWHHnpIkt3/zEjSggULVFFRoeTkZLVq1Urnzp3T8uXLdd9990kKzvyE2gFXcotN29l+LrNmzdKBAwe0e/fuBvtsnr1Hjx7Ky8vTqVOn9Oabb2rq1KnKzc3177d19hMnTmju3LnasWOH2rZte9njbJz/rrvu8v913759NXToUN10003asGGDfvCDH0iyc+4L6uvrNWjQIGVkZEiSBgwYoIKCAq1evVoPPvig/zibz0GSXnvtNd11112Ki4sL2G7r3Js3b9Ybb7yhjRs3qnfv3srLy1NaWpri4uI0depU/3FXc35+9d0EjbnFpq0uvBvW5nOZPXu2tm3bpvfee0/f+973/NtDYfbrr79eN998swYNGqTMzEzdeuut+ud//mfrZ9+/f7/Kyso0cOBAtW7dWq1bt1Zubq7+5V/+Ra1bt/bPaOv8F2vXrp369u2ro0ePWv/nLkmxsbHq1atXwLaePXuquLhYUmj8c3/8+HG98847euSRR/zbbJ/7pz/9qRYuXKjJkyerb9++euCBB/TEE08oMzNTUnDmJ9RNcC3dYjMxMVExMTEB51JbW6vc3Nygn4sxRrNmzdKWLVv07rvvKjExMWC/zbNfjjFGNTU11s8+atQo5efnKy8vz/8YNGiQ7r//fuXl5al79+5Wz3+xmpoaFRYWKjY21vo/d0kaPnx4g48hfvbZZ/6bDYXCOaxbt05du3bVuHHj/Ntsn7uqqkrXXReYxlatWvk/nhWU+ZvlLWotyIWPZ7322mvm0KFDJi0tzbRr184cO3Ys2KM1UFlZaT755BPzySefGEkmKyvLfPLJJ/6Pkj333HMmMjLSbNmyxeTn55v77rvPio9MPP744yYyMtK8//77AR/5qKqq8h9j6+zGGLNo0SKza9cuU1RUZA4cOGCeeuopc91115kdO3YYY+ye/VIufte3MfbO/+STT5r333/ffPHFF+aPf/yjGT9+vImIiPD/u2nr3Bfs3bvXtG7d2ixfvtwcPXrU/OpXvzLh4eHmjTfe8B9j8zmcO3fOeDwes2DBggb7bJ576tSp5sYbb/R/PGvLli0mKirKzJ8/33/M1Z6fUDvg5ZdfNt26dTPXX3+9ue222/wfG7LNe++9ZyQ1eEydOtUYc/5jB0uWLDExMTHG7XabO+64w+Tn5wd3aGMuObMks27dOv8xts5ujDHTpk3z//PRpUsXM2rUKH+kjbF79kv5Zqhtnf/CZ1vbtGlj4uLizMSJE01BQYF/v61zX+y//uu/TJ8+fYzb7TbJyclmzZo1AfttPoe3337bSDJHjhxpsM/muX0+n5k7d67xeDymbdu2pnv37mbx4sWmpqbGf8zVnp/bXAIAYDFeowYAwGKEGgAAixFqAAAsRqgBALAYoQYAwGKEGgAAixFqAAAsRqgBALAYoQYAwGKEGsAl7dmzR61atdKPfvSjYI8CtGh8hSiAS3rkkUfUvn17/fKXv9ShQ4fk8XiCPRLQInFFDaCBM2fO6N/+7d/0+OOPa/z48Vq/fn3A/m3btikpKUlhYWG68847tWHDBrlcLp06dcp/zJ49e3THHXcoLCxM8fHxmjNnjs6cOXN1TwS4BhBqAA1s3rxZPXr0UI8ePZSamqp169bpwi/fjh07ph//+MeaMGGC8vLyNH36dC1evDjg5/Pz8zV27FhNnDhRBw4c0ObNm7V7927NmjUrGKcDhDR+9Q2ggeHDh+vee+/V3LlzVVdXp9jYWP3617/W6NGjtXDhQv3mN79Rfn6+//inn35ay5cvV3l5uW644QY9+OCDCgsL0y9+8Qv/Mbt379aIESN05swZtW3bNhinBYQkrqgBBDhy5Ij27t2ryZMnS5Jat26tSZMmae3atf79gwcPDviZ73//+wHP9+/fr/Xr16t9+/b+x9ixY1VfX6+ioqKrcyLANaJ1sAcAYJfXXntNdXV1uvHGG/3bjDFq06aNysvLZYyRy+UK+Jlv/mKuvr5e06dP15w5cxqsz5vSgCtDqAH41dXV6fXXX9eLL76olJSUgH1///d/r1/96ldKTk7W9u3bA/Z99NFHAc9vu+02FRQU6Oabb272mYFrHa9RA/B76623NGnSJJWVlSkyMjJg3+LFi7V9+3Zt2bJFPXr00BNPPKGHH35YeXl5evLJJ/WnP/1Jp06dUmRkpA4cOKAf/OAH+od/+Ac9+uijateunQoLC5WTk6OXXnopSGcHhCZeowbg99prr2n06NENIi2dv6LOy8tTeXm5/uM//kNbtmxRv379tHr1av+7vt1utySpX79+ys3N1dGjR/XDH/5QAwYM0DPPPKPY2Nirej7AtYAragBNtnz5cr3yyis6ceJEsEcBrjm8Rg3giq1atUqDBw9W586d9Yc//EEvvPACn5EGmgmhBnDFjh49qmeffVZfffWVPB6PnnzySS1atCjYYwHXJH71DQCAxXgzGQAAFiPUAABYjFADAGAxQg0AgMUINQAAFiPUAABYjFADAGAxQg0AgMX+F0DJ3mPL8MFYAAAAAElFTkSuQmCC\n", "text/plain": [ - "<Figure size 360x360 with 1 Axes>" + "<Figure size 500x500 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.catplot(data=df, x=\"Pclass\", y=\"Fare\", kind=\"box\")" + "sns.displot(data=df, x=\"Age\")" ] }, { "cell_type": "markdown", - "id": "facial-spell", + "id": "0e500391-b081-4e3f-a87b-014abd847f68", "metadata": {}, "source": [ - "## Scatterplot" + "To overplot different distributions segregated by a categorical variable, you can use the `hue` parameter:" ] }, { "cell_type": "code", - "execution_count": 125, - "id": "academic-kazakhstan", + "execution_count": 34, + "id": "5cd0ce9b-288a-45c8-9b9e-769e75e1bd63", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<AxesSubplot:xlabel='Age', ylabel='Fare'>" + "<seaborn.axisgrid.FacetGrid at 0x7f5297167b80>" ] }, - "execution_count": 125, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 572.111x500 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.scatterplot(data=df, x=\"Age\", y=\"Fare\", hue=\"Sex\", size=\"Pclass\")" + "sns.displot(data=df, x=\"Age\", hue=\"Survived\")" ] }, { "cell_type": "markdown", - "id": "differential-sauce", + "id": "3289632b-63f9-4e0a-841a-b17a7c42c506", "metadata": {}, "source": [ - "## Heatmap" + "#### Influence of bins" ] }, { "cell_type": "code", - "execution_count": 107, - "id": "mighty-barrier", + "execution_count": 35, + "id": "vietnamese-proceeding", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<AxesSubplot:>" + "<seaborn.axisgrid.FacetGrid at 0x7f52972173a0>" ] }, - "execution_count": 107, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 572.111x500 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(data=df, x=\"Age\", hue=\"Survived\", bins=50)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "dd5a9532-82ee-4d71-bd0a-c3a24c0ec444", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f5296e23790>" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XVPk/RGJiombOnKkRI0aoa9euWr58uYqLizlZGgBQJ+Tn52vbtm2aO3euBg0apDZt2uiGG27QjBkzNHz4cH399ddyuVxKS0vzeo3L5dKWLVskVf4E5XK59P777ysqKkput1tLliyRy+XSvn37vD4vISFBbdu2lWVZntfl5+eroKBAvr6+eu+997z2X7t2rRo1aqQTJ05IqvylZuTIkWrWrJkCAwN155136uuvv/bsX15erqlTp6pp06YKDAzUtGnTZFlWtb+fahWd66+/Xtddd51n6dy5s8rKyrRz505169at2mF+bsOGDYqKitLvfvc7tWjRQj169NAbb7zh2Z6RkaHs7GxFR0d7xtxutwYMGKCUlJTzvm9paakKCwu9FgAAaqPGjRurcePGWr9+vUpLSy/pvaZNm6b4+Hilp6frnnvuUa9evbRy5UqvfVatWqXRo0dXOSc3ICBAw4cPP+f+d955pxo3bqzi4mINGjRIjRs31tatW7Vt2zY1btxYv/nNb1RWViZJeuWVV/Tmm29qyZIl2rZtm44fP65169ZV+5iq9dPVH//4x3OOx8bGehpbTTh8+LAWLVqkqVOn6tlnn9Vnn32mSZMmye1264EHHlB2drYkKTg42Ot1wcHBOnLkyHnfNz4+Xi+88EKN5QQAwC4+Pj5atmyZHnnkEb3++uvq2bOnBgwYoFGjRql79+4X9V5z5szRkCFDPOtjxozRggUL9B//8R+SpK+++kqpqal66623zvn6MWPG6IEHHlBxcbH8/PxUWFiod999V++8844kafXq1brqqqv0l7/8xVOUli5dqqZNm2rLli2Kjo5WYmKiZsyYobvvvltS5U2K33///Yv+Xs6q1ozO+cTExNToc64qKirUs2dPxcXFqUePHho/frweeeQRLVq0yGu/n7dKy7J+8eqvGTNmqKCgwLMcPXq0xjIDAHCl3X333fruu++0YcMGDR06VFu2bFHPnj21bNmyi3qfqKgor/VRo0bpyJEj+vTTTyVJK1eu1PXXX6/OnTuf8/XDhw+Xj4+PNmzYIEl655135O/v7/nlJTU1VQcPHpS/v79nJqp58+Y6deqUDh06pIKCAmVlZalv376e9/Tx8amS62LUaNH55JNP1LBhwxp7v9DQ0CpfZqdOnZSZmSlJnhOgzs7snJWTk1Nlluen3G63mjRp4rUAAFCbNWzYUEOGDNHzzz+vlJQUjRs3TrNnz9ZVV1X+p/6n57mcPn36nO/RqFEjr/XQ0FANGjTIc97rX//6V8XExJw3Q4MGDXTPPfd49l+1apVGjhzpOam5oqJCvXr1Ulpamtfy1VdfafTo0dU/+F9QrZ+uRowY4bVuWZaysrK0Y8cOzZo1q0aCSVL//v21f/9+r7GvvvpKbdq0kSRFREQoJCRESUlJ6tGjh6TKx1MkJydr7ty5NZYDAIDapnPnzlq/fr2uvvpqSVJWVpbnv5U/PTH514wZM0bTp0/Xfffdp0OHDmnUqFG/un90dLT27Nmjjz76yPOzlyT17NlTa9asUYsWLc47yRAaGqpPP/1Ut9xyiyTpzJkzSk1NVc+ePS84809Va0YnICDAa2nevLkGDhyojRs3avbs2dUKci5PPvmkPv30U8XFxengwYNatWqVFi9erIkTJ0qq/MlqypQpiouL07p16/Tll19q3Lhx8vPzu2zNEAAAJ/nhhx906623asWKFdq1a5cyMjL09ttva968ebrzzjvl6+urG2+8US+//LL27t2rrVu36rnnnrvg9x8xYoQKCwv12GOPadCgQWrZsuUv7j9gwAAFBwdrzJgxatu2rW688UbPtjFjxigoKEh33nmnPv74Y2VkZCg5OVmTJ0/WN998I0maPHmyXn75Za1bt0779u3ThAkTlJ+fX63vRqrmjM7SpUur/YEXo3fv3lq3bp1mzJihOXPmKCIiQomJiRozZoxnn2nTpqmkpEQTJkxQXl6e+vTpo02bNnEPHQBAndC4cWP16dNHf/zjH3Xo0CGdPn1arVu31iOPPKJnn31WkvTmm2/qwQcfVFRUlDp06KB58+Z5XbH8S5o0aaI77rhDb7/99gWdh+tyuXTfffdp/vz5ev755722+fn5aevWrZo+fbpGjBihoqIitWzZUoMHD/bM8Dz11FPKysrSuHHjdNVVV+nBBx/Uv//7v6ugoOAiv5kf81iXcHF6amqq0tPT5XK51LlzZ8+UWG1TWFiogIAAFRQUcL7OFbJy5UrFxMTogcen6vruXeyOI0la9/f39PHf31b06If0m4H97I4jSdr8wYd6928rdceT8zRo2J12x5EkfXNgjxImjrikqWQAuFKqNaOTk5OjUaNGacuWLWratKksy1JBQYEGDRqk1atXe34PBAAAsFO1ztF54oknVFhYqD179uj48ePKy8vTl19+qcLCQk2aNKmmMwIAAFRLtWZ03nvvPX3wwQfq1KmTZ6xz58567bXXLvg3PwAAgMutWjM6FRUVql+/fpXx+vXrq6Ki4pJDAQAA1IRqFZ1bb71VkydP1nfffecZ+/bbb/Xkk09q8ODBNRYOAADgUlSr6CxYsEBFRUVq27at2rdvr2uuuUYREREqKirSq6++WtMZAQAAqqVa5+i0bt1aO3fuVFJSkvbt2yfLstS5c2fddtttNZ0PAACg2i5qRufDDz9U586dVVhYKEkaMmSInnjiCU2aNEm9e/dWly5d9PHHH1+WoAAAABfromZ0EhMT9cgjj5zzpnoBAQEaP368EhISdPPNN9dYQAAAcHEyMzOVm5t7xT4vKChI4eHhV+zzLsZFFZ0vvvjiFx+WGR0drT/84Q+XHAoAAFRPZmamOnbqpJLi4iv2mb5+ftqXnu7IsnNRRefYsWPnvKzc82Y+Pvr+++8vORQAAKie3NxclRQXa8z0+QoOb3/ZP+9Y5iGtnPu0cnNzL7roLFy4UPPnz1dWVpa6dOmixMTEGv9V6KKKTsuWLbV7925dc80159y+a9cuhYaG1kgwAABQfcHh7dUq0hnPEjyXNWvWaMqUKVq4cKH69++vP//5zxo2bJj27t1bozNDF3Uy8m9/+1s9//zzOnXqVJVtJSUlmj17tm6//fYaCwcAAMyUkJCghx56SA8//LA6deqkxMREtW7dWosWLarRz7moGZ3nnntOa9eu1bXXXqvHH39cHTp0kMvlUnp6ul577TWVl5dr5syZNRoQAACYpaysTKmpqXrmmWe8xqOjo5WSklKjn3VRRSc4OFgpKSl67LHHNGPGDFmWJUlyuVwaOnSoFi5cqODg4BoNCAAAzJKbm6vy8vIqnSE4OFjZ2dk1+lkXfcPANm3aaOPGjcrLy9PBgwdlWZYiIyPVrFmzGg0GAADM5nK5vNYty6oydqmqdWdkSWrWrJl69+5dk1kAAEAdEBQUpHr16lWZvcnJyanxX4aq9awrAACA6mrQoIF69eqlpKQkr/GkpCT169evRj+r2jM6AADAuY5lHnL050ydOlX333+/oqKi1LdvXy1evFiZmZl69NFHazQfRQcAAIMEBQXJ189PK+c+fcU+09fPT0FBQRf1mpEjR+qHH37QnDlzlJWVpa5du2rjxo1q06ZNjWaj6AC1QFFhobKysuyOIUlX9Pk5AC5eeHi49qWn14pnXU2YMEETJky4DIn+haIDONip0+WSpB07dujzfYdtTlOp/MRxSXJM8QJQVXh4uCOfO2UHig7gYGVnKovOde1bqF/vHjanqbRv/wH9/QspPz/f7igA8KsoOkAt0KhhfYUGNrE7hiTpWOOGdkcAgAvG5eUAAMBYFB0AAGAsig4AADAWRQcAABiLogMAAIzFVVcAABgmMzOzVtww8Eqg6AAAYJDMzEx16tRRxcUlV+wz/fx8lZ6+z5Flh6IDAIBBcnNzVVxcohXP3qtO4Vdf9s9Lz/xeMXF/U25u7kUVna1bt2r+/PlKTU1VVlaW1q1bp7vuuqvG81F0AAAwUKfwq9Xz2pZ2xzivkydP6rrrrtPvf/973X333Zftcyg6AADgihs2bJiGDRt22T+Hq64AAICxKDoAAMBYFB0AAGAsig4AADAWRQcAABiLq64AADBQeub3jv6cEydO6ODBg571jIwMpaWlqXnz5jV640GKDgAABgkKCpKfn69i4v52xT7Tz89XQUFBF/WaHTt2aNCgQZ71qVOnSpLGjh2rZcuW1Vg2ig4AAAYJDw9Xevo+xz/rauDAgbIs6zIl+heKDoBqycjI0M6dO+2O4eHkhwoCV1p4eDj/PPyIogPgopwoKpQkzZo1S7NmzbI5zb/4+vlpX3o6/3IH4IWiA+CilJZUPhH5ltGTFNV/oL1hfnQs85BWzn36oh8qCMB8FB0A1RIQ3EqtIrvYHQMAfhH30QEAAMai6AAAAGNRdAAAgLEoOgAAwFgUHQAAYCyKDgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgLIoOAAAwFkUHAAAYq1YVnfj4eLlcLk2ZMsUzZlmWYmNjFRYWJl9fXw0cOFB79uyxLyQAAHCMWlN0tm/frsWLF6t79+5e4/PmzVNCQoIWLFig7du3KyQkREOGDFFRUZFNSQEAgFPUiqJz4sQJjRkzRm+88YaaNWvmGbcsS4mJiZo5c6ZGjBihrl27avny5SouLtaqVavO+36lpaUqLCz0WgAAgHlqRdGZOHGihg8frttuu81rPCMjQ9nZ2YqOjvaMud1uDRgwQCkpKed9v/j4eAUEBHiW1q1bX7bsAADAPo4vOqtXr9bOnTsVHx9fZVt2drYkKTg42Gs8ODjYs+1cZsyYoYKCAs9y9OjRmg0NAAAcwcfuAL/k6NGjmjx5sjZt2qSGDRuedz+Xy+W1bllWlbGfcrvdcrvdNZYTAAA4k6NndFJTU5WTk6NevXrJx8dHPj4+Sk5O1p/+9Cf5+Ph4ZnJ+PnuTk5NTZZYHAADUPY4uOoMHD9bu3buVlpbmWaKiojRmzBilpaWpXbt2CgkJUVJSkuc1ZWVlSk5OVr9+/WxMDgAAnMDRP135+/ura9euXmONGjVSYGCgZ3zKlCmKi4tTZGSkIiMjFRcXJz8/P40ePdqOyAAAwEEcXXQuxLRp01RSUqIJEyYoLy9Pffr00aZNm+Tv7293NAAAYLNaV3S2bNnite5yuRQbG6vY2Fhb8gAAAOdy9Dk6AAAAl4KiAwAAjEXRAQAAxqLoAAAAY1F0AACAsWrdVVdOl5mZqdzcXLtjVBEUFKTw8HC7YwAAcEVRdGpQZmamOnXqqOLiErujVOHn56v09H2UHQBAnULRqUG5ubkqLi7RimfvVafwq+2O45Ge+b1i4v6m3Nxcig4AoE6h6FwGncKvVs9rW9odAwCAOo+TkQEAgLEoOgAAwFgUHQAAYCyKDgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgLIoOAAAwFkUHAAAYi6IDAACMRdEBAADGougAAABjUXQAAICxKDoAAMBYFB0AAGAsig4AADAWRQcAABiLogMAAIxF0QEAAMai6AAAAGNRdAAAgLEoOgAAwFgUHQAAYCyKDgAAMJaP3QFw5aSnp9sdwSMjI8PuCACAOoCiUwdkHS+SJMXExNicpKri0jN2RwAAGIyiUwfknzglSRo+fqY6dO9lc5pKn23+X21b+6ZKT1N0AACXD0WnDgkMa6NWkV3sjiFJ2r8r1e4IAIA6gJORAQCAsSg6AADAWBQdAABgLIoOAAAwFkUHAAAYi6IDAACMRdEBAADG4j46AKqlqLBQWVlZdseQJOXm5kpy1mNOJCkoKEjh4eF2xwDqNIoOgIty6nS5JGnHjh36fN9hm9NUOn38W0nOe8yJr5+f9qWnU3YAG1F0AFyUsjOVRee69i3Ur3cPm9NU+jTltD5Ol24ZPUlR/QfaHUeSdCzzkFbOfVq5ubkUHcBGFB0A1dKoYX2FBjaxO4YkqYlvA0lSQHArxzzmBIAzcDIyAAAwFkUHAAAYi6IDAACMRdEBAADGougAAABjUXQAAICxKDoAAMBY3EcHgDGc+FgKAPZydNGJj4/X2rVrtW/fPvn6+qpfv36aO3euOnTo4NnHsiy98MILWrx4sfLy8tSnTx+99tpr6tKFm4YBdYUTH0tRfuK4JDmmeAF1laOLTnJysiZOnKjevXvrzJkzmjlzpqKjo7V37141atRIkjRv3jwlJCRo2bJluvbaa/Xiiy9qyJAh2r9/v/z9/W0+AgBXghMfS7Fv/wH9/QspPz/f7ihAneboovPee+95rS9dulQtWrRQamqqbrnlFlmWpcTERM2cOVMjRoyQJC1fvlzBwcFatWqVxo8ff873LS0tVWlpqWe9sLDw8h0EgCvGSY+lONa4od0RAKiWnYxcUFAgSWrevLkkKSMjQ9nZ2YqOjvbs43a7NWDAAKWkpJz3feLj4xUQEOBZWrdufXmDAwAAW9SaomNZlqZOnaqbbrpJXbt2lSRlZ2dLkoKDg732DQ4O9mw7lxkzZqigoMCzHD169PIFBwAAtnH0T1c/9fjjj2vXrl3atm1blW0ul8tr3bKsKmM/5Xa75Xa7azwjAABwllpRdJ544glt2LBBW7duVatWrTzjISEhkipndkJDQz3jOTk5VWZ5IOXl5zvmCpDCoiK7IwAA6gBHFx3LsvTEE09o3bp12rJliyIiIry2R0REKCQkRElJSerRo/JKi7KyMiUnJ2vu3Ll2RHak3IKTkqSPPvxQWz9LszfMj8pyMiRJZ86csTkJAMBkji46EydO1KpVq/Q///M/8vf395x3ExAQIF9fX7lcLk2ZMkVxcXGKjIxUZGSk4uLi5Ofnp9GjR9uc3jmKSsokSf27tFL3bs64v9CHH55U6gGpvKLc7igAAIM5uugsWrRIkjRw4ECv8aVLl2rcuHGSpGnTpqmkpEQTJkzw3DBw06ZN3EPnHAL8Gjjm0lu/hg3sjgAAqAMcXXQsy/rVfVwul2JjYxUbG3v5A12g9Mzv7Y7g5btc7hMEAKibHF10apuzJ/rGxP3N5iTnVlLG+TAAgLqFolODzt7qffi9MeoQ2c7eMD/x0dYUff7xByo9w/kwAIC6haJzGQS2aKFWbdrYHcOjcdN0uyMAAGCLWnNnZAAAgItF0QEAAMai6AAAAGNRdAAAgLEoOgAAwFgUHQAAYCwuLweAyygjI0M7d+60O4ZHUFCQwsPD7Y4BXDEUHQC4DE4UVT56ZdasWZo1a5bNaf7F189P+9LTKTuoMyg6AHAZlJaUSJJuGT1JUf0H2hvmR8cyD2nl3KeVm5tL0UGdQdEBgMsoILiVWkV2sTsGUGdxMjIAADAWRQcAABiLogMAAIxF0QEAAMai6AAAAGNRdAAAgLEoOgAAwFgUHQAAYCyKDgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgLIoOAAAwFkUHAAAYy8fuAABgsqLCQmVlZdkdQ5KUm5srSUpPT7c5SVVBQUEKDw+3OwYMRNEBgMvg1OlySdKOHTv0+b7DNqepdPr4t5KkmJgYm5NU5evnp33p6ZQd1DiKDgBcBmVnKovOde1bqF/vHjanqfRpyml9nC7dMnqSovoPtDuOx7HMQ1o592nl5uZSdFDjKDoAcBk1alhfoYFN7I4hSWri20CSFBDcSq0iu9icBrgyOBkZAAAYi6IDAACMRdEBAADGougAAABjUXQAAICxKDoAAMBYFB0AAGAsig4AADAWRQcAABiLogMAAIxF0QEAAMai6AAAAGNRdAAAgLEoOgAAwFgUHQAAYCyKDgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgLIoOAAAwlo/dAQAAkKSNGzcqPT3d7hge7dq1U9++fe2OgUtkTNFZuHCh5s+fr6ysLHXp0kWJiYm6+eab7Y4FAPgV2Ue/liTNmjXL3iBVuJSS8k/KTi1nRNFZs2aNpkyZooULF6p///7685//rGHDhmnv3r0KDw+3Ox4A4BcU5P0gSeo15E516dDe5jSVvj5yVFv//rYOHz5M0anljCg6CQkJeuihh/Twww9LkhITE/X+++9r0aJFio+PtzkdAOBChLVsqeu7d7E7hsdWuwOgRtT6olNWVqbU1FQ988wzXuPR0dFKSUk552tKS0tVWlrqWS8oKJAkFRYWXlKW4uJiSdLBg4dVVlb6K3tfOce++06S9N3Ro/psx06b01Qi04Uh04Uh04U5evTbyr/u363PGrptTvMvRw/tq/zrka/1WQOXzWkqZWZWflfFxcWX/N8GSfL395fL5Yxjq2tclmVZdoe4FN99951atmypf/7zn+rXr59nPC4uTsuXL9f+/furvCY2NlYvvPDClYwJAKjDCgoK1KRJE7tj1Em1fkbnrJ83ZcuyztueZ8yYoalTp3rWKyoqdPz4cQUGBla7cRcWFqp169Y6evRorfrDXFtzS7U3e23NLZHdDrU1t0T2n/L396+BVKiOWl90goKCVK9ePWVnZ3uN5+TkKDg4+Jyvcbvdcru9p22bNm1aI3maNGlS6/6Blmpvbqn2Zq+tuSWy26G25pbIDnvV+hsGNmjQQL169VJSUpLXeFJSktdPWQAAoO6p9TM6kjR16lTdf//9ioqKUt++fbV48WJlZmbq0UcftTsaAACwkRFFZ+TIkfrhhx80Z84cZWVlqWvXrtq4caPatGlzxTK43W7Nnj27yk9iTldbc0u1N3ttzS2R3Q61NbdEdjhDrb/qCgAA4Hxq/Tk6AAAA50PRAQAAxqLoAAAAY1F0AACAsSg6NWDhwoWKiIhQw4YN1atXL3388cd2R6pi69atuuOOOxQWFiaXy6X169d7bbcsS7GxsQoLC5Ovr68GDhyoPXv22BP2J+Lj49W7d2/5+/urRYsWuuuuu6o81sOp2RctWqTu3bt7bjjWt29f/eMf//Bsd2run4uPj5fL5dKUKVM8Y07NHhsbK5fL5bWEhIR4tjs191nffvutYmJiFBgYKD8/P11//fVKTU31bHdi/rZt21b5zl0ulyZOnOjYzGedOXNGzz33nCIiIuTr66t27dppzpw5qqio8Ozj5Py4QBYuyerVq6369etbb7zxhrV3715r8uTJVqNGjawjR47YHc3Lxo0brZkzZ1rvvPOOJclat26d1/aXX37Z8vf3t9555x1r9+7d1siRI63Q0FCrsLDQnsA/Gjp0qLV06VLryy+/tNLS0qzhw4db4eHh1okTJzz7ODX7hg0brHfffdfav3+/tX//fuvZZ5+16tevb3355ZeOzv1Tn332mdW2bVure/fu1uTJkz3jTs0+e/Zsq0uXLlZWVpZnycnJ8Wx3am7Lsqzjx49bbdq0scaNG2f93//9n5WRkWF98MEH1sGDBz37ODF/Tk6O1/edlJRkSbI++ugjx2Y+68UXX7QCAwOt//3f/7UyMjKst99+22rcuLGVmJjo2cfJ+XFhKDqX6IYbbrAeffRRr7GOHTtazzzzjE2Jft3Pi05FRYUVEhJivfzyy56xU6dOWQEBAdbrr79uQ8Lzy8nJsSRZycnJlmXVruyWZVnNmjWz/vKXv9SK3EVFRVZkZKSVlJRkDRgwwFN0nJx99uzZ1nXXXXfObU7ObVmWNX36dOumm24673an5z9r8uTJVvv27a2KigrHZx4+fLj14IMPeo2NGDHCiomJsSyr9nzn+GX8dHUJysrKlJqaqujoaK/x6OhopaSk2JTq4mVkZCg7O9vrONxutwYMGOC44ygoKJAkNW/eXFLtyV5eXq7Vq1fr5MmT6tu3b63IPXHiRA0fPly33Xab17jTsx84cEBhYWGKiIjQqFGjdPjwYUnOz71hwwZFRUXpd7/7nVq0aKEePXrojTfe8Gx3en6p8t+JK1as0IMPPiiXy+X4zDfddJM2b96sr776SpL0xRdfaNu2bfrtb38rqXZ85/h1RtwZ2S65ubkqLy+v8vDQ4ODgKg8ZdbKzWc91HEeOHLEj0jlZlqWpU6fqpptuUteuXSU5P/vu3bvVt29fnTp1So0bN9a6devUuXNnz78knZp79erV2rlzp7Zv315lm5O/8z59+uitt97Stddeq2PHjunFF19Uv379tGfPHkfnlqTDhw9r0aJFmjp1qp599ll99tlnmjRpktxutx544AHH55ek9evXKz8/X+PGjZPk7D8rkjR9+nQVFBSoY8eOqlevnsrLy/XSSy/pvvvuk+T8/LgwFJ0a4HK5vNYty6oyVhs4/Tgef/xx7dq1S9u2bauyzanZO3TooLS0NOXn5+udd97R2LFjlZyc7NnuxNxHjx7V5MmTtWnTJjVs2PC8+zkx+7Bhwzx/361bN/Xt21ft27fX8uXLdeONN0pyZm5JqqioUFRUlOLi4iRJPXr00J49e7Ro0SI98MADnv2cml+SlixZomHDhiksLMxr3KmZ16xZoxUrVmjVqlXq0qWL0tLSNGXKFIWFhWns2LGe/ZyaHxeGn64uQVBQkOrVq1dl9iYnJ6fK/wNwsrNXpTj5OJ544glt2LBBH330kVq1auUZd3r2Bg0a6JprrlFUVJTi4+N13XXX6T//8z8dnTs1NVU5OTnq1auXfHx85OPjo+TkZP3pT3+Sj4+PJ58Ts/9co0aN1K1bNx04cMDR37kkhYaGqnPnzl5jnTp1UmZmpiTn/1k/cuSIPvjgAz388MOeMadnfvrpp/XMM89o1KhR6tatm+6//349+eSTio+Pl+T8/LgwFJ1L0KBBA/Xq1UtJSUle40lJSerXr59NqS5eRESEQkJCvI6jrKxMycnJth+HZVl6/PHHtXbtWn344YeKiIjw2u7k7OdiWZZKS0sdnXvw4MHavXu30tLSPEtUVJTGjBmjtLQ0tWvXzrHZf660tFTp6ekKDQ119HcuSf37969y64SvvvrK83Bip+dfunSpWrRooeHDh3vGnJ65uLhYV13l/Z/BevXqeS4vd3p+XCB7zoE2x9nLy5csWWLt3bvXmjJlitWoUSPr66+/tjual6KiIuvzzz+3Pv/8c0uSlZCQYH3++eeey+BffvllKyAgwFq7dq21e/du67777nPEJZSPPfaYFRAQYG3ZssXrEtbi4mLPPk7NPmPGDGvr1q1WRkaGtWvXLuvZZ5+1rrrqKmvTpk2Ozn0uP73qyrKcm/2pp56ytmzZYh0+fNj69NNPrdtvv93y9/f3/PPo1NyWVXkpv4+Pj/XSSy9ZBw4csFauXGn5+flZK1as8Ozj1Pzl5eVWeHi4NX369CrbnJrZsixr7NixVsuWLT2Xl69du9YKCgqypk2b5tnHyflxYSg6NeC1116z2rRpYzVo0MDq2bOn59JnJ/noo48sSVWWsWPHWpZVeRnl7NmzrZCQEMvtdlu33HKLtXv3bntDW9Y5M0uyli5d6tnHqdkffPBBz5+Lq6++2ho8eLCn5FiWc3Ofy8+LjlOzn73HSf369a2wsDBrxIgR1p49ezzbnZr7rL///e9W165dLbfbbXXs2NFavHix13an5n///fctSdb+/furbHNqZsuyrMLCQmvy5MlWeHi41bBhQ6tdu3bWzJkzrdLSUs8+Ts6PC+OyLMuyZSoJAADgMuMcHQAAYCyKDgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgLIoOAI+UlBTVq1dPv/nNb+yOAgA1gkdAAPB4+OGH1bhxY/3lL3/R3r17FR4ebnckALgkzOgAkCSdPHlSf/vb3/TYY4/p9ttv17Jly7y2b9iwQZGRkfL19dWgQYO0fPlyuVwu5efne/ZJSUnRLbfcIl9fX7Vu3VqTJk3SyZMnr+yBAMBPUHQASJLWrFmjDh06qEOHDoqJidHSpUt1dsL366+/1j333KO77rpLaWlpGj9+vGbOnOn1+t27d2vo0KEaMWKEdu3apTVr1mjbtm16/PHH7TgcAJDET1cAftS/f3/de++9mjx5ss6cOaPQ0FD99a9/1W233aZnnnlG7777rnbv3u3Z/7nnntNLL72kvLw8NW3aVA888IB8fX315z//2bPPtm3bNGDAAJ08eVINGza047AA1HHM6ADQ/v379dlnn2nUqFGSJB8fH40cOVJvvvmmZ3vv3r29XnPDDTd4raempmrZsmVq3LixZxk6dKgqKiqUkZFxZQ4EAH7Gx+4AAOy3ZMkSnTlzRi1btvSMWZal+vXrKy8vT5ZlyeVyeb3m55PBFRUVGj9+vCZNmlTl/TmpGYBdKDpAHXfmzBm99dZbeuWVVxQdHe217e6779bKlSvVsWNHbdy40Wvbjh07vNZ79uypPXv26JprrrnsmQHgQnGODlDHrV+/XiNHjlROTo4CAgK8ts2cOVMbN27U2rVr1aFDBz355JN66KGHlJaWpqeeekrffPON8vPzFRAQoF27dunGG2/U73//ez3yyCNq1KiR0tPTlZSUpFdffdWmowNQ13GODlDHLVmyRLfddluVkiNVzuikpaUpLy9P//3f/621a9eqe/fuWrRokeeqK7fbLUnq3r27kpOTdeDAAd18883q0aOHZs2apdDQ0Ct6PADwU8zoAKiWl156Sa+//rqOHj1qdxQAOC/O0QFwQRYuXKjevXsrMDBQ//znPzV//nzukQPA8Sg6AC7IgQMH9OKLL+r48eMKDw/XU089pRkzZtgdCwB+ET9dAQAAY3EyMgAAMBZFBwAAGIuiAwAAjEXRAQAAxqLoAAAAY1F0AACAsSg6AADAWBQdAABgrP8PkkLEoNWdtFoAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 572.111x500 with 1 Axes>" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "uniform_data = np.random.rand(5, 5)\n", - "sns.heatmap(uniform_data, vmin=0, vmax=1)" + "sns.displot(data=df, x=\"Age\", hue=\"Survived\", bins=10)" + ] + }, + { + "cell_type": "markdown", + "id": "f23420fc-d840-4bd9-9763-74ef506b1c65", + "metadata": {}, + "source": [ + "#### KDE curve" + ] + }, + { + "cell_type": "markdown", + "id": "unknown-yacht", + "metadata": {}, + "source": [ + "Here is the corresponding continuous probability density curve (kde):" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "active-stephen", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f5296c7a380>" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 572.111x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(data=df, x=\"Age\", hue=\"Survived\", kind=\"kde\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "narrative-illinois", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f529706fbe0>" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 572.111x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(data=df, x=\"Age\", hue=\"Survived\", kde=True)" + ] + }, + { + "cell_type": "markdown", + "id": "floral-supervisor", + "metadata": {}, + "source": [ + "## Categorical plots\n", + "### Barplot\n", + "\n", + "A barplot is a way of displaying for example counts, frequencies or averages for different categories." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "about-participant", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f5296f9f340>" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(data=df, x=\"Sex\", y=\"Age\", kind=\"bar\")" + ] + }, + { + "cell_type": "markdown", + "id": "designing-deviation", + "metadata": {}, + "source": [ + "### Swarmplot" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "laughing-contributor", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.10/site-packages/seaborn/categorical.py:1296: UserWarning: 30.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.10/site-packages/seaborn/categorical.py:1296: UserWarning: 63.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "/home/khourhin/programs/miniconda3/envs/dev/lib/python3.10/site-packages/seaborn/categorical.py:1296: UserWarning: 81.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f52969f8c40>" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(data=df, x=\"Pclass\", y=\"Fare\", kind=\"swarm\")" + ] + }, + { + "cell_type": "markdown", + "id": "polished-developer", + "metadata": {}, + "source": [ + "### Boxplot\n", + "\n", + "Box plots visually show the distribution of numerical data and skewness through displaying the data quartiles (or percentiles) and averages.\n", + "\n", + "Box plots show the five-number summary of a set of data: including the minimum score, first (lower) quartile, median, third (upper) quartile, and maximum score.\n", + "\n", + "<div>\n", + " <img src=\"images/boxplot_explanation.png\" />\n", + "</div>\n", + "\n", + "for more explanation visit\n", + "https://www.simplypsychology.org/boxplots.html" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "demographic-original", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f529358c940>" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SkSNH9MwzzwS0QNgjKytLGRkZysrKsrsUAGjTmhXUTz31lJ599lnt2LFDUVFRvv1Dhw7Vvn37AlYc7HHq1CkVFRVJkoqKinTq1CmbKwKAtqtZQV1UVKSHH364wf4uXbroyy+/vOmiYK9p06b5bf/kJz+xqRIAQLOCOiEhQcXFxQ32//GPf9Stt95600XBPhs2bFBVVZXfvsrKSm3YsMGmigCgbWtWUE+YMEHz589XSUmJHA6H6uvr9dFHH2nu3Ln68Y9/HOgaESS1tbV65ZVXGm175ZVXVFtbG+SKAADNCurnnntO3bt316233qry8nL16dNHGRkZGjhwoJ5++ulA14ggef3112+qHQAQeBFN/QLLsnT27FmtWbNGv/zlL3X48GHV19fr+9//vlJSUlqiRgTJ3/3d391UOwAg8JoV1CkpKTp27JhSUlLUq1evlqgLNrj33nvldDrl9XobtEVHR+vee++1oSoAaNuafOo7LCxMKSkpzO5uhcLCwpSbm9to2/PPP6+wMBayA4Bga9Zv3qVLl+rJJ5/U0aNHA10PbNa/f3/dfvvtfvtuv/123XXXXTZVBABtm8OyLKupX9ShQwd9/fXXqq2tVVRUlGJiYvzav/rqq4AVGAwej0cul0tlZWWKj4+3uxzbXbhwQZmZmb7tzZs3KyEhwb6CAKANa/I1aklasWJFgMuASRISEvTjH/9Y69ev16RJkwhpALBRs4J68uTJga4DAAA04qZnB1VWVsrj8fi9ENouXLig9evXq76+XuvXr9eFCxfsLgkA2qxmBXVFRYVmzpyprl27qn379urQoYPfC6Ft4cKFqq+vlyTV19eziA0A2KhZQT1v3jzt3LlTq1atktPp1H/+539q0aJFSkpK0ptvvhnoGhFEBw8e9D0567IjR47o4MGDNlUEAG1bs2Z9d+/eXW+++aaGDBmi+Ph4HT58WLfddpvWrVunX//619qyZUtL1NpimPV9SX19vTIzMxu9fBEfH6/NmzdzLzUABFmzfut+9dVX6tmzp6RLv8Av3441aNAg7d69O3DVIaj27dt31TkGHo+HZ40DgA2aFdS9evXSX//6V0lSnz599Jvf/EaS9N5773ErTwhLT0+/6hkFl8ul9PT0IFcEAGhSUP/lL39RfX29/uVf/kWffPKJJGnBggW+a9VPPPGEnnzyyRYpFC0vLCxMOTk5jbYtWrSI094AYIMmXaMODw9XcXGxunbtKkkaP368XnrpJXm9Xh08eFDf/e53deedd7ZYsS2Fa9T+srKy/CaU9e3bVytXrrSxIgBou5oU1GFhYSopKfEFdVxcnD755JOQf4IWQe3vwoULGjt2rOrr6xUWFqZ3332XSxoAYBPOZaKBhIQETZo0SWFhYSwhCgA2a/Kp75KSEnXp0kXSpRH1kSNHfDPAQxUjagCAqZq01rdlWZoyZYqcTqckqaqqSo899pjatWvn1++dd94JXIUAALRhTQrqKx/GMWnSpIAWAwAA/DVrZbLWhlPfAABTMZkMjcrKylJGRoaysrLsLgUA2jSCGg2cOnXKdx91UVGRTp06ZXNFANB2EdRo4N/+7d+uuQ0ACB6CGn42bNigr7/+2m/f119/rQ0bNthUEQC0bUwmE5PJLqutrdX9999/1fadO3cqIqJJNwoAAG4SI2r4rF279qbaAQCBR1DDZ8qUKTfVDgAIPIIaPhEREXrkkUcabZs4cSKnvQHABgQ1fCzL0ueff95o2//+7/+K6QwAEHwENXxOnjypAwcONNp24MABnTx5MsgVAQAIavj06NFDd999t8LDw/32h4eH65577lGPHj1sqgwA2i6CGj4Oh0NPPPHEVfc7HA4bqgKAto2ghp9u3bpp4sSJfvsmTpyoW2+91aaKAKBtI6jRwODBg/22MzIybKoEAEBQo4FZs2ZdcxsAEDwENfyw1jcAmIW1vsVa35ex1jcAmIcRNXxY6xsAzENQw4e1vgHAPAQ1fCIiIjR9+vRG22bMmMFpbwCwAUENPxMnTlRsbKzfvtjY2Ks+rAMA0LJsDerc3FzdfffdiouLU9euXTV27FgdP37cr49lWcrJyVFSUpJiYmI0ZMgQHTt2zK+P1+vVrFmz1LlzZ7Vr106ZmZk6c+ZMMA+lVXn11VevuQ0ACB5bg7qgoEBZWVnav3+/duzYodraWo0cOVIVFRW+PkuXLtWyZcu0cuVKHThwQG63WyNGjNDFixd9fbKzs5Wfn6+8vDzt2bNH5eXlGjNmjOrq6uw4rJDXvXt3paWlSZLS0tLUvXt3mysCgLbLqNuzvvjiC3Xt2lUFBQXKyMiQZVlKSkpSdna25s+fL+nS6DkxMVFLlizR9OnTVVZWpi5dumjdunUaP368JOns2bNKTk7Wli1bNGrUqOu+L7dnAQBMZdQ16rKyMklSx44dJUknTpxQSUmJRo4c6evjdDo1ePBg7d27V5J06NAh1dTU+PVJSkpSamqqrw8AAKHKmGm8lmVp9uzZGjRokFJTUyVJJSUlkqTExES/vomJib5nI5eUlCgqKkodOnRo0Ofy11/J6/XK6/X6tj0eT8COAwCAQDJmRD1z5kwdOXJEv/71rxu0Xfl4RcuyrvvIxWv1yc3Nlcvl8r2Sk5ObXzgAAC3IiKCeNWuWNm/erA8//FDdunXz7Xe73ZLUYGR8/vx53yjb7XarurpapaWlV+1zpQULFqisrMz3On36dCAPBwCAgLE1qC3L0syZM/XOO+9o586d6tmzp197z5495Xa7tWPHDt++6upqFRQUaODAgZKkfv36KTIy0q9PcXGxjh496utzJafTqfj4eL8XAAAmsvUadVZWljZu3KhNmzYpLi7ON3J2uVyKiYmRw+FQdna2Fi9erJSUFKWkpGjx4sWKjY3VhAkTfH2nTp2qOXPmqFOnTurYsaPmzp2rtLQ0DR8+3M7DAwDgptka1KtXr5YkDRkyxG//66+/7ltXet68eaqsrNSMGTNUWlqqAQMGaPv27YqLi/P1X758uSIiIjRu3DhVVlZq2LBhWrt2rcLDw4N1KAAAtAij7qO2C/dRAwBMZcRkMgAA0DiCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDRdhdAK7PsixVVVUF9f28Xq8kyel0yuFwBO29o6Ojg/p+AGA6gjoEVFVVadSoUXaXERTbtm1TTEyM3WUAgDE49Q0AgMEclmVZdhdhN4/HI5fLpbKyMsXHx9tdTgPBPvVdVVWlhx56SJK0adMmRUdHB+29OfUNAP449R0CHA6HbaeDo6OjORUNADbi1DcAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwmK1BvXv3bj344INKSkqSw+HQu+++69duWZZycnKUlJSkmJgYDRkyRMeOHfPr4/V6NWvWLHXu3Fnt2rVTZmamzpw5E8SjAACg5dga1BUVFbrzzju1cuXKRtuXLl2qZcuWaeXKlTpw4IDcbrdGjBihixcv+vpkZ2crPz9feXl52rNnj8rLyzVmzBjV1dUF6zAAAGgxDsuyLLuLkCSHw6H8/HyNHTtW0qXRdFJSkrKzszV//nxJl0bPiYmJWrJkiaZPn66ysjJ16dJF69at0/jx4yVJZ8+eVXJysrZs2aJRo0bd0Ht7PB65XC6VlZUpPj6+RY4vlFRWVvr+223btk0xMTE2VwQAbZex16hPnDihkpISjRw50rfP6XRq8ODB2rt3ryTp0KFDqqmp8euTlJSk1NRUXx8AAEJZhN0FXE1JSYkkKTEx0W9/YmKiTp486esTFRWlDh06NOhz+esb4/V65fV6fdsejydQZQMAEFDGjqgvczgcftuWZTXYd6Xr9cnNzZXL5fK9kpOTA1IrAACBZmxQu91uSWowMj5//rxvlO12u1VdXa3S0tKr9mnMggULVFZW5nudPn06wNUDABAYxgZ1z5495Xa7tWPHDt++6upqFRQUaODAgZKkfv36KTIy0q9PcXGxjh496uvTGKfTqfj4eL8XAAAmsvUadXl5uf785z/7tk+cOKHCwkJ17NhR3bt3V3Z2thYvXqyUlBSlpKRo8eLFio2N1YQJEyRJLpdLU6dO1Zw5c9SpUyd17NhRc+fOVVpamoYPH96itVuWpaqqqhZ9D7t8+7ha6zFKUnR09HUvowCA3Wy9PWvXrl0aOnRog/2TJ0/W2rVrZVmWFi1apFdeeUWlpaUaMGCAXn75ZaWmpvr6VlVV6cknn9TGjRtVWVmpYcOGadWqVU267tyc27O+fQsTQhO3ngEIBcbcR20ngrptIqgBhAJjb88KJRV3TZTCWtF/SsuS6msv/TssQmpNp4fra9Xu8Aa7qwCAG9aK0sVGYRFSeKTdVQRYlN0FAABk8KxvAABAUAMAYDSCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDaDZHn30UWVkZOjRRx+1uxSg1SKoATTLZ599ppMnT0qSTp48qc8++8zmioDWiaAG0CzTp0+/5jaAwCCoATTZqlWrVFtb67evtrZWq1atsqkimGzMmDHKyMjQmDFj7C4lJBHUAJqkpqZGeXl5jbbl5eWppqYmyBXBZIcPH5bH45F06UmFhw8ftrmi0ENQA2iSF1988aba0bZkZ2dfcxvXR1ADaJLHH3/8ptrRdvz85z9v0n40jqAG0CSRkZF65JFHGm2bOHGiIiNb2yNf0Rxer1e7du1qtG3Xrl3yer3BLSiEEdQAmmzGjBmN7mfmNy5buHDhTbXjGwQ1gCY7ePBgk/aj7Xnuueduqh3fIKgBNEl9fb1ycnIabcvJyVF9fX1wC4KRnE6nhgwZ0mjbsGHD5HQ6g1tQCCOoATTJvn37fLfbXMnj8Wjfvn1Brgim+sUvftHo/meeeSbIlYQ2ghpAk6Snpys+Pr7RNpfLpfT09CBXBJOtWLHimtu4vgi7CwhVlmV9s1HHAg8h41s/K7+fIW5YWFiYcnJyNHv27AZtixYtUlgYf//jG3fdddc1t3F9BHUzffvWgnZ/3GhjJWgur9er2NhYu8sISf3791daWpqKiop8+/r27csvYTRw5Upkhw8f5nPSRPzpC6BZnnvuOd/oOSwsTM8++6zNFcFErEx28xhRN9O3ZyxWfH+CFM4iDyGhrsZ3BoRZpzcnISFBkyZN0vr16zVp0iQlJCTYXRIMc62Vya420QwNEdTN5HA4vtkIjySoQ5DfzxDNMm3aNE2bNs3uMmCgG1mZjD+WbwynvgEAAcfKZIFDUAMAAo6VyQKHoAYABBwrkwUOQQ0AaBGsTBYYBDUAAAYjqAEALWLJkiVN2o/GEdQAgICrrq7W7373u0bbfve736m6ujrIFYUughoAEHDM+g4cghoAEHDcRx04rEwGtBKWZamqqiqo73f54TROpzOoK71FR0ezspzhoqKi9MADDzR6+jszM1NRUVE2VBWaCGqglaiqqtKoUaPsLiMotm3bppiYGLvLQDPV1dXZXUJI4dQ3ACDgmEwWOIyogVYiOjpa27ZtC9r7VVVV6aGHHpIkbdq0SdHR0UF772C+F5rnRiaTLVq0KEjVhDaCGmglHA6HbaeDo6OjORUNPwsXLtSHH354zXbcGE59AwACLioqSr1792607Xvf+x6TyZqAoAYABFxtba2OHz/eaNunn36q2traIFcUughqAEDArV279qba8Q2uUQdCfSv7y9CyvjmmsAipNd2v2tp+VoChpkyZojfffPOa7bgxBHUAtDu8we4SAMAolxfDuVZ7RAQRdCM49Q0ACLjrjZgZUd84/pxppmDfsxpMdt4fG0yt9bgAE6SmpurcuXPXbMeNIaibyc57VoOJ+2NvTrDX3w6mbx9Xaz1GqfWtKx6sz+T13qOqqkqVlZUtWkNr+dkR1EALaivrb18+A9MatbZ1xU35TH700UctXkdr+dlxjRoAAIMxogaC5OWMC3KGW3aXETCWJVXXX/p3VFjruovPW+dQ1u4Eu8toEcGeX9PYqDlY799a5qEQ1ECQOMMtRYfbXUVghf5JxatpPX9QXSnY82uWL1+uJ554wre9atWqVnE6Opg49Q0AaDF9+vTx/btz587M9m4GghoAEBQbNrA4VHMQ1AAAGIxr1ABgM+63D30tec82QQ20IMv6ZlKSp9ohL7O+Q4K37puD+fbPsKWYcm9zS+N+++YhqIEW9O0HE8z+KMG+QtBsXq9XsbGxdpeBNoygBgCD1D1Y17p+M1uS6v7/v8MltaIzL6qVwt9r+XsuW9PHATCOy+XSpk2b7C6jRVRVVWn8+PGSpLfeeqvVLC5xJZfLFdw3jFDr+80caXcBoa21fRwAo4SFhalDhw52l9Eivv1AhYSEBBaxuAl+18Gr1Lp+M7fyEfVlLTmXoTV9HAAgJH17LkP4+61s+bo2oiXnMnAfNQAABmNEDQA2Yy5D6GvJuQytJqhXrVqlF154QcXFxbrjjju0YsUK3XfffXaXBQDXxVwGXEurOPX91ltvKTs7WwsXLtQf//hH3XfffRo9erROnTpld2kAANyUVjGiXrZsmaZOnapp06ZJklasWKFt27Zp9erVys3Ntbm6mxfs5QXtXPKvJZfha+34nOBG8DkJPQ4rGOvjtaDq6mrFxsbq7bff1sMPP+zb//jjj6uwsFAFBQUNvsbr9frNsvR4PEpOTlZZWZni4+ODUndTVFZWtonlBaWWXYavteNzghvB5yT0hPyp77/97W+qq6tTYmKi3/7ExESVlJQ0+jW5ublyuVy+V3JycjBKBQCgyVrFqW9JDU5vWJZ11VMeCxYs0OzZs33bl0fUpoqOjta2bduC9n6WZfnOODidzqCeOmqtM0KDgc8JbgSfk9AT8kHduXNnhYeHNxg9nz9/vsEo+zKn0ymn0xmM8gLC4XAE/fQNDyEIPXxOcCP4nISekD/1HRUVpX79+mnHjh1++3fs2KGBAwfaVBUAAIER8iNqSZo9e7YeffRR9e/fX+np6Xr11Vd16tQpPfbYY3aXBgDATWkVQT1+/Hh9+eWX+sUvfqHi4mKlpqZqy5Yt6tGjh92lAQBwU0L+9qxA8Hg8crlcxt6eBQBou0L+GjUAAK0ZQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYLBW8fSsm3X5uSQej8fmSgAAbUlcXJwcDsc1+xDUki5evChJSk5OtrkSAEBbciNPbeQxl5Lq6+t19uzZG/rLpq3weDxKTk7W6dOnefQnrorPCW4En5OrY0R9g8LCwtStWze7yzBSfHw8/2Phuvic4EbwOWkeJpMBAGAwghoAAIMR1GiU0+nUM888I6fTaXcpMBifE9wIPic3h8lkAAAYjBE1AAAGI6gBADAYQQ0AgMEIavjZvXu3HnzwQSUlJcnhcOjdd9+1uyQYKDc3V3fffbfi4uLUtWtXjR07VsePH7e7LBhm9erV6tu3r+/+6fT0dL3//vt2lxVyCGr4qaio0J133qmVK1faXQoMVlBQoKysLO3fv187duxQbW2tRo4cqYqKCrtLg0G6deum559/XgcPHtTBgwd1//3366GHHtKxY8fsLi2kMOsbV+VwOJSfn6+xY8faXQoM98UXX6hr164qKChQRkaG3eXAYB07dtQLL7ygqVOn2l1KyGAJUQA3raysTNKlX8JAY+rq6vT222+roqJC6enpdpcTUghqADfFsizNnj1bgwYNUmpqqt3lwDBFRUVKT09XVVWV2rdvr/z8fPXp08fuskIKQQ3gpsycOVNHjhzRnj177C4FBurdu7cKCwt14cIF/fa3v9XkyZNVUFBAWDcBQQ2g2WbNmqXNmzdr9+7dPIEOjYqKitJtt90mSerfv78OHDigF198Ua+88orNlYUOghpAk1mWpVmzZik/P1+7du1Sz5497S4JIcKyLHm9XrvLCCkENfyUl5frz3/+s2/7xIkTKiwsVMeOHdW9e3cbK4NJsrKytHHjRm3atElxcXEqKSmRJLlcLsXExNhcHUzxs5/9TKNHj1ZycrIuXryovLw87dq1S1u3brW7tJDC7Vnws2vXLg0dOrTB/smTJ2vt2rXBLwhGcjgcje5//fXXNWXKlOAWA2NNnTpVv//971VcXCyXy6W+fftq/vz5GjFihN2lhRSCGgAAg7EyGQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDWAGzZlyhSNHTvW7jKANoWgBtqYKVOmyOFwyOFwKDIyUr169dLcuXNVUVFhd2kAGsFDOYA26B/+4R/0+uuvq6amRn/4wx80bdo0VVRUaPXq1XaXBuAKjKiBNsjpdMrtdis5OVkTJkzQxIkT9e6770qSjh07pgceeEDx8fGKi4vTfffdp88//7zR77N161YNGjRICQkJ6tSpk8aMGePXt7q6WjNnztQtt9yi6Ohofec731Fubq6vPScnR927d5fT6VRSUpJ++tOftuhxA6GIETUAxcTEqKamRv/3f/+njIwMDRkyRDt37lR8fLw++ugj1dbWNvp1FRUVmj17ttLS0lRRUaGf//znevjhh1VYWKiwsDC99NJL2rx5s37zm9+oe/fuOn36tE6fPi1J+q//+i8tX75ceXl5uuOOO1RSUqJPPvkkmIcNhASCGmjj/ud//kcbN27UsGHD9PLLL8vlcikvL0+RkZGSpNtvv/2qX/uP//iPftuvvfaaunbtqj/96U9KTU3VqVOnlJKSokGDBsnhcKhHjx6+vqdOnZLb7dbw4cMVGRmp7t2765577mmZgwRCGKe+gTbov//7v9W+fXtFR0crPT1dGRkZ+tWvfqXCwkLdd999vpC+ns8//1wTJkxQr169FB8fr549e0q6FMLSpYlrhYWF6t27t376059q+/btvq/953/+Z1VWVqpXr176yU9+ovz8/KuO3IG2jKAG2qChQ4eqsLBQx48fV1VVld555x117dpVMTExTfo+Dz74oL788kutWbNGH3/8sT7++GNJl65NS9Jdd92lEydO6Je//KUqKys1btw4/dM//ZMkKTk5WcePH9fLL7+smJgYzZgxQxkZGaqpqQnswQIhjqAG2qB27drptttuU48ePfxGz3379tUf/vCHGwrLL7/8Up9++qmefvppDRs2TN/73vdUWlraoF98fLzGjx+vNWvW6K233tJvf/tbffXVV5IuXRvPzMzUSy+9pF27dmnfvn0qKioK3IECrQDXqAH4zJw5U7/61a/0yCOPaMGCBXK5XNq/f7/uuece9e7d269vhw4d1KlTJ7366qu65ZZbdOrUKT311FN+fZYvX65bbrlFf//3f6+wsDC9/fbbcrvdSkhI0Nq1a1VXV6cBAwYoNjZW69atU0xMjN91bACMqAF8S6dOnbRz506Vl5dr8ODB6tevn9asWdPoNeuwsDDl5eXp0KFDSk1N1RNPPKEXXnjBr0/79u21ZMkS9e/fX3fffbf++te/asuWLQoLC1NCQoLWrFmje++9V3379tXvf/97vffee+rUqVOwDhcICQ7Lsiy7iwAAAI1jRA0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAg/0/duzhPRUxcOkAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(data=df, x=\"Pclass\", y=\"Fare\", kind=\"box\")" + ] + }, + { + "cell_type": "markdown", + "id": "27290d30-3c5d-4161-8cf8-0b0cb9f22654", + "metadata": {}, + "source": [ + "### Violinplot\n", + "\n", + "Sometimes the median and mean aren't enough to understand a dataset. Are most of the values clustered around the median? Or are they clustered around the minimum and the maximum with nothing in the middle? When you have questions like these, distribution plots are your friends.\n", + "\n", + "The box plot is an old standby for visualizing basic distributions. It's convenient for comparing summary statistics (such as range and quartiles), but it doesn't let you see variations in the data. For multimodal distributions (those with multiple peaks) this can be particularly limiting.\n", + "\n", + "But fret not—this is where the violin plot comes in. A violin plot is a hybrid of a box plot and a kernel density plot, which shows peaks in the data.\n", + "\n", + "formore explanation visit: https://mode.com/blog/violin-plot-examples/" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "359478ff-ec41-43b4-87fe-227e93e2d41f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f529358c910>" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(data=df, x=\"Pclass\", y=\"Fare\", kind=\"violin\")" + ] + }, + { + "cell_type": "markdown", + "id": "facial-spell", + "metadata": {}, + "source": [ + "## Scatterplot\n", + "\n", + "A scatter plot (aka scatter chart, scatter graph) uses dots to represent values for two different numeric variables. The position of each dot on the horizontal and vertical axis indicates values for an individual data point. Scatter plots are used to observe relationships between variables.\n", + "\n", + "https://chartio.com/learn/charts/what-is-a-scatter-plot/" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "academic-kazakhstan", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='Age', ylabel='Fare'>" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df, x=\"Age\", y=\"Fare\", hue=\"Sex\", size=\"Pclass\", alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "id": "differential-sauce", + "metadata": {}, + "source": [ + "## Heatmap" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "mighty-barrier", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:>" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "uniform_data = np.random.rand(5, 5)\n", + "sns.heatmap(uniform_data, vmin=0, vmax=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "0f988aac-b37a-4163-917c-03597e74b8b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:>" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(uniform_data, vmin=0, vmax=1, annot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "8fc43d40-d07b-4052-9579-fc0e93d621d1", + "metadata": {}, + "source": [ + "## How to make subplots (Matplotlib)\n", + "\n", + "We can pack several plots in a figure.\n", + "There is several way to do that, here we describe the *pyplot.subplots* function\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html\n", + "\n", + "When using seaborn plotting function the high level catplot, displot and relplot methods will not work with subplots. You should be specific and use the lower level methods such as histplot, boxplot etc... " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "f57d267f-bcc4-4ed2-8aa1-557fe666ccce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='Age', ylabel='Fare'>" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 900x700 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2,2, figsize=(9,7)) # 2 rows, 2 columns\n", + "\n", + "sns.histplot(data=df, x=\"Age\", hue=\"Survived\", kde=True, ax=axs[0,0], palette=[\"grey\", \"black\"])\n", + "sns.boxplot(data=df, x=\"Pclass\", y=\"Fare\", ax=axs[0,1], palette=[\"lightgreen\", \"green\", \"darkgreen\"])\n", + "sns.barplot(data=df, x=\"Sex\", y=\"Age\", ax=axs[1,0])\n", + "sns.scatterplot(data=df, x=\"Age\", y=\"Fare\", hue=\"Sex\", size=\"Pclass\", alpha=0.5, ax=axs[1,1])" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "bf1edc04-10a3-4c3c-8c6c-072594953bf6", + "metadata": {}, + "outputs": [], + "source": [ + "# More complex visualisations can be incorporated in a function\n", + "def titanic_graph():\n", + "\n", + " fig, axs = plt.subplots(2,2, figsize=(9,7)) # 2 rows, 2 columns\n", + "\n", + " sns.histplot(data=df, x=\"Age\", hue=\"Survived\", kde=True, ax=axs[0,0], palette=[\"grey\", \"black\"])\n", + " sns.boxplot(data=df, x=\"Pclass\", y=\"Fare\", ax=axs[0,1], palette=[\"lightgreen\", \"green\", \"darkgreen\"])\n", + " sns.barplot(data=df, x=\"Sex\", y=\"Age\", ax=axs[1,0])\n", + " sns.scatterplot(data=df, x=\"Age\", y=\"Fare\", hue=\"Sex\", size=\"Pclass\", alpha=0.5, ax=axs[1,1])" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "05bdefdd-8474-4241-a9a3-be576adbc941", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 900x700 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "titanic_graph()" + ] + }, + { + "cell_type": "markdown", + "id": "07f3defa-f36d-4bf2-a7ae-5c05e4190412", + "metadata": {}, + "source": [ + "## Saving figures (Matplotlib)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "1c0c03bc-f3f4-4a62-ae30-fedd26e5ec46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 900x700 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "titanic_graph()\n", + "plt.savefig(\"titanic_visualization.pdf\")" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python [conda env:dev]", "language": "python", - "name": "python3" + "name": "conda-env-dev-py" }, "language_info": { "codemirror_mode": { @@ -616,7 +1263,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.4" } }, "nbformat": 4, -- GitLab