From 55cad9a70d626ac497826ec15350e8d00f065578 Mon Sep 17 00:00:00 2001 From: Chethana Potukanam Date: Sat, 25 May 2024 17:50:30 +0530 Subject: [PATCH 1/5] Added SeabornPlotting Functions --- .../SeabornPlotting .md | 238 ++++++++++++++++++ contrib/plotting-visualization/index.md | 1 + images/plot_images/image1.png | Bin 0 -> 53217 bytes images/plot_images/image10.png | Bin 0 -> 38312 bytes images/plot_images/image11.png | Bin 0 -> 108739 bytes images/plot_images/image12.png | Bin 0 -> 121680 bytes images/plot_images/image13.png | Bin 0 -> 28883 bytes images/plot_images/image14.png | Bin 0 -> 26863 bytes images/plot_images/image15.png | Bin 0 -> 16226 bytes images/plot_images/image16.png | Bin 0 -> 25392 bytes images/plot_images/image2.png | Bin 0 -> 44101 bytes images/plot_images/image3.png | Bin 0 -> 22115 bytes images/plot_images/image4.png | Bin 0 -> 34843 bytes images/plot_images/image5.png | Bin 0 -> 20812 bytes images/plot_images/image6.png | Bin 0 -> 13023 bytes images/plot_images/image7.png | Bin 0 -> 15950 bytes images/plot_images/image8.png | Bin 0 -> 25305 bytes images/plot_images/image9.png | Bin 0 -> 18847 bytes 18 files changed, 239 insertions(+) create mode 100644 contrib/plotting-visualization/SeabornPlotting .md create mode 100644 images/plot_images/image1.png create mode 100644 images/plot_images/image10.png create mode 100644 images/plot_images/image11.png create mode 100644 images/plot_images/image12.png create mode 100644 images/plot_images/image13.png create mode 100644 images/plot_images/image14.png create mode 100644 images/plot_images/image15.png create mode 100644 images/plot_images/image16.png create mode 100644 images/plot_images/image2.png create mode 100644 images/plot_images/image3.png create mode 100644 images/plot_images/image4.png create mode 100644 images/plot_images/image5.png create mode 100644 images/plot_images/image6.png create mode 100644 images/plot_images/image7.png create mode 100644 images/plot_images/image8.png create mode 100644 images/plot_images/image9.png diff --git a/contrib/plotting-visualization/SeabornPlotting .md b/contrib/plotting-visualization/SeabornPlotting .md new file mode 100644 index 0000000..0e219c4 --- /dev/null +++ b/contrib/plotting-visualization/SeabornPlotting .md @@ -0,0 +1,238 @@ +### Seaborn Plotting Functions: +Seaborn is a powerful and easy-to-use data visualization library in Python built on top of Matplotlib.It provides a high-level interface for drawing attractive and informative statistical graphics.Now we will cover various functions covered by Seaborn, along with examples to illustrate their usage. +Seaborn simplifies the process of creating complex visualizations with a few lines of code and it integrates closely with pandas data structure , making it an excellent choice for data analysis and exploration. +### Setting up Seaborn: +Make sure seaborn library is installed in your system. If not use command +`pip install seaborn` +After installing you are all set to experiment with plotting functions. + +``` +#import necessary libraries + +import seaborn as sns +import matplotlib.pyplot as plt +import pandas as pd +``` + +Seaborn includes several built-in datasets that you can use for practice +You can list all available datasets using below command +`sns.get_dataset_names()` +Here we are using 'tips' dataset + +``` +# loading an example dataset +tips=sns.load_dataset('tips') +``` + +Before delving into plotting, make yourself comfortable with the dataset. To do that, use the pandas library to understand what information the dataset contains and preprocess the data. If you get stuck, feel free to refer to the pandas documentation. + +### Relational Plots: +Relational plots are used to visualize the relationship between two or more variables +##### Scatter Plot: +A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease +##### Line Plot: +A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. + +``` +# scatter plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.scatterplot(data=tips,x='total_bill',y='tip',hue='day',style='time') +plt.title('Scatter Plot of Total Bill vs Tip') +plt.show() +``` +![Alt text](/images/plot_images/image1.png) + +``` +# lineplot using seaborn + +plt.figure(figsize=(5,5)) +sns.lineplot(data=tips,x='size',y='total_bill',hue='day') +plt.title('Line Plot of Total Bill by Size and Day') +plt.show() +``` +![Alt text](images/plot_images/image2.png) + +### Distribution Plots: +Distribution Plots visualize the distribution of a single numerical variable +##### HistPlot: +A histplot displays the distribution of a numerical variable by dividing the data into bins. +##### KDE Plot: +A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. +##### ECDF Plot: +An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. +##### Rug Plot: +A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. + +``` +# Histplot using Seaborn + +plt.figure(figsize=(5,5)) +sns.histplot(data=tips, x='total_bill', kde=True) +plt.title('Histplot of Total Bill') +plt.show() +``` +![Alt text](/images/plot_images/image3.png) + +``` +# KDE Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.kdeplot(data=tips, x='total_bill', hue='sex', fill=True) +plt.title('KDE Plot of Total Bill by Sex') +plt.show() +``` +![Alt text](/images/plot_images/image4.png) + +``` +# ECDF Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.ecdfplot(data=tips, x='total_bill', hue='sex') +plt.title('ECDF Plot of Total Bill by Sex') +plt.show() +``` +![Alt text](/images/plot_images/image5.png) + +``` +# Rug Plot using Seaborn + +plt.figure(figsize=(3,3)) +sns.rugplot(x='total_bill', data=tips) +plt.title('Rug Plot of Total Bill Amounts') +plt.show() +``` +![Alt text](/images/plot_images/image6.png) + + ### Categorical Plots: + Categorical plots are used to visualize data where one or more variables are categorical. + ##### Bar Plot: + A bar plot shows the relationship between a categorical variable and a numerical variable. + ##### Point Plot: + A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. + ##### Box Plot: + A box plot displays the distribution of a numerical variable across different categories. + ##### Violin Plot: + A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data + + ``` + # Bar Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.barplot(data=tips,x='day',y='total_bill',hue='sex') +plt.title('Bar Plot of Total Bill by Day and Sex') +plt.show() + ``` +![Alt text](/images/plot_images/image7.png) + +``` +# Point Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.pointplot(x='day',y='total_bill',hue='sex',data=tips) +plt.title('Average Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image8.png) + +``` +# Box Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.boxplot(data=tips, x='day', y='total_bill', hue='sex') +plt.title('Box Plot of Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image9.png) + +``` +# Violin Plot using Seaborn + +plt.figure(figsize=(5,5)) +sns.violinplot(data=tips,x='day',y='total_bill',hue='sex',split=True) +plt.title('Violin Plot of Total Bill by Day and Sex') +plt.show() +``` +![Alt text](/images/plot_images/image10.png) + +### Matrix Plots: +Matrix plots are useful for visualizing data in a matrix format. +##### Heatmap: +A heatmap displays data in a matrix where values are represented by color. + +``` +# Heatmap using Seaborn + +plt.figure(figsize=(10,8)) +flights = sns.load_dataset('flights') +flights_pivot = flights.pivot(index='month', columns='year', values='passengers') +sns.heatmap(flights_pivot, annot=True, fmt='d', cmap='YlGnBu') +plt.title('Heatmap of Flight Passengers') +plt.show() +``` +![Alt text](/images/plot_images/image11.png) + +### Pair Plot: +A pair plot shows the pairwise relationships between multiple variables in a dataset. + +``` +#Pairplot using Seaborn + +plt.figure(figsize=(5,5)) +sns.pairplot(tips, hue='sex') +plt.title('Pair Plot of Tips Dataset') +plt.show() +``` +![Alt text](/images/plot_images/image12.png) + +### FacetGrid: +FacetGrid allows you to create a grid of plots based on the values of one or more categorical variables. + +``` +#Facetgrid using Seaborn + +plt.figure(figsize=(5,5)) +g = sns.FacetGrid(tips, col='sex', row='time', margin_titles=True) +g.map(sns.scatterplot, 'total_bill', 'tip') +plt.show() +``` +![Alt text](/images/plot_images/image13.png) + +### Customizing Seaborn Plots: +Seaborn plots can be customized to improve their appearance and convey more information. + +##### Changing the Aesthetic Style: +Seaborn comes with several built-in themes. + +``` +sns.set_style('whitegrid') +sns.scatterplot(data=tips, x='total_bill', y='tip') +plt.title('Scatter Plot with Whitegrid Style') +plt.show() +``` +![Alt text](/images/plot_images/image14.png) + +##### Customizing Colors: +You can use color palettes to customize the colors in your plots. + +``` +sns.set_palette('pastel') +sns.barplot(data=tips, x='day', y='total_bill', hue='sex') +plt.title('Bar Plot with Pastel Palette') +plt.show() +``` +![Alt text](/images/plot_images/image15.png) + +##### Adding Titles and Labels: +Titles and labels can be added to make plots more informative. + +``` +plot = sns.scatterplot(data=tips, x='total_bill', y='tip') +plot.set_title('Scatter Plot of Total Bill vs Tip') +plot.set_xlabel('Total Bill ($)') +plot.set_ylabel('Tip ($)') +plt.show() +``` +![Alt text](/images/plot_images/image16.png) + +Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. \ No newline at end of file diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 67bee6d..3286129 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,3 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) +- [Seaborn Plotting Functions](SeabornPlotting.md) \ No newline at end of file diff --git a/images/plot_images/image1.png b/images/plot_images/image1.png new file mode 100644 index 0000000000000000000000000000000000000000..a8a6017ed75085902bce06da5caa65e96919754f GIT binary patch literal 53217 zcmbrmbyQZ}*DeeyD4?K(gtT;sw6uVvbT>*#d4qJL0@9*L2q;K52na|^r!>;t(jZ-D z?%#X9_ndLY`QsboJY&Fp`>Dh z+`xqYv+;wu7+wUNq;#Cr?JS&JpF5bNDL!|yx3zP!wKAc0F?VpZvO{q{;D5lyMs4Zj 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rename contrib/plotting-visualization/{SeabornPlotting .md => seaborn-plotting.md} (99%) diff --git a/contrib/plotting-visualization/SeabornPlotting .md b/contrib/plotting-visualization/seaborn-plotting.md similarity index 99% rename from contrib/plotting-visualization/SeabornPlotting .md rename to contrib/plotting-visualization/seaborn-plotting.md index 0e219c4..0a3d005 100644 --- a/contrib/plotting-visualization/SeabornPlotting .md +++ b/contrib/plotting-visualization/seaborn-plotting.md @@ -235,4 +235,4 @@ plt.show() ``` ![Alt text](/images/plot_images/image16.png) -Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. \ No newline at end of file +Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively. From 19ff7fe01a658b887e52fd4504d606236dfa3b1d Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 19:55:05 +0530 Subject: [PATCH 3/5] Update index.md --- contrib/plotting-visualization/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 3286129..8d5178b 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -1,4 +1,4 @@ # List of sections - [Installing Matplotlib](matplotlib_installation.md) -- [Seaborn Plotting Functions](SeabornPlotting.md) \ No newline at end of file +- [Seaborn Plotting Functions](seaborn-plotting.md) From 8174be5b37db4f444ca96035b99ec108742ad4bf Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 19:58:15 +0530 Subject: [PATCH 4/5] relocate to correct folder --- .../images/seaborn-plotting}/image1.png | Bin .../images/seaborn-plotting}/image10.png | Bin 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from images/plot_images/image7.png rename to contrib/plotting-visualization/images/seaborn-plotting/image7.png diff --git a/images/plot_images/image8.png b/contrib/plotting-visualization/images/seaborn-plotting/image8.png similarity index 100% rename from images/plot_images/image8.png rename to contrib/plotting-visualization/images/seaborn-plotting/image8.png diff --git a/images/plot_images/image9.png b/contrib/plotting-visualization/images/seaborn-plotting/image9.png similarity index 100% rename from images/plot_images/image9.png rename to contrib/plotting-visualization/images/seaborn-plotting/image9.png From 469e6c4d35b0fbb04406e8b7227523708ad0d7a7 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Sat, 22 Jun 2024 20:10:13 +0530 Subject: [PATCH 5/5] Update seaborn-plotting.md --- .../seaborn-plotting.md | 165 ++++++++++-------- 1 file changed, 93 insertions(+), 72 deletions(-) diff --git a/contrib/plotting-visualization/seaborn-plotting.md b/contrib/plotting-visualization/seaborn-plotting.md index 0a3d005..655f625 100644 --- a/contrib/plotting-visualization/seaborn-plotting.md +++ b/contrib/plotting-visualization/seaborn-plotting.md @@ -1,12 +1,16 @@ -### Seaborn Plotting Functions: +# Seaborn + Seaborn is a powerful and easy-to-use data visualization library in Python built on top of Matplotlib.It provides a high-level interface for drawing attractive and informative statistical graphics.Now we will cover various functions covered by Seaborn, along with examples to illustrate their usage. Seaborn simplifies the process of creating complex visualizations with a few lines of code and it integrates closely with pandas data structure , making it an excellent choice for data analysis and exploration. -### Setting up Seaborn: + +## Setting up Seaborn + Make sure seaborn library is installed in your system. If not use command `pip install seaborn` + After installing you are all set to experiment with plotting functions. -``` +```python #import necessary libraries import seaborn as sns @@ -14,26 +18,29 @@ import matplotlib.pyplot as plt import pandas as pd ``` -Seaborn includes several built-in datasets that you can use for practice +Seaborn includes several built-in datasets that you can use for practice You can list all available datasets using below command -`sns.get_dataset_names()` +```python +sns.get_dataset_names() +``` + Here we are using 'tips' dataset -``` +```python # loading an example dataset tips=sns.load_dataset('tips') ``` Before delving into plotting, make yourself comfortable with the dataset. To do that, use the pandas library to understand what information the dataset contains and preprocess the data. If you get stuck, feel free to refer to the pandas documentation. -### Relational Plots: -Relational plots are used to visualize the relationship between two or more variables -##### Scatter Plot: -A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease -##### Line Plot: -A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. +## Relational Plots -``` +Relational plots are used to visualize the relationship between two or more variables + +### Scatter Plot +A scatter plot displays data points based on two numerical variables.Seaborn `scatterplot` function allows you to create scatter plots with ease + +```python # scatter plot using Seaborn plt.figure(figsize=(5,5)) @@ -41,9 +48,12 @@ sns.scatterplot(data=tips,x='total_bill',y='tip',hue='day',style='time') plt.title('Scatter Plot of Total Bill vs Tip') plt.show() ``` -![Alt text](/images/plot_images/image1.png) +![scatter plot](images/seaborn-plotting/image1.png) -``` +### Line Plot +A line plot connects data points in the order they appear in the dataset.This is useful for time series data.`lineplot` function allows you to create lineplots. + +```python # lineplot using seaborn plt.figure(figsize=(5,5)) @@ -51,20 +61,17 @@ sns.lineplot(data=tips,x='size',y='total_bill',hue='day') plt.title('Line Plot of Total Bill by Size and Day') plt.show() ``` -![Alt text](images/plot_images/image2.png) -### Distribution Plots: +![lineplot](images/seaborn-plotting/image2.png) + +## Distribution Plots + Distribution Plots visualize the distribution of a single numerical variable -##### HistPlot: -A histplot displays the distribution of a numerical variable by dividing the data into bins. -##### KDE Plot: -A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. -##### ECDF Plot: -An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. -##### Rug Plot: -A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. -``` +### HistPlot +A histplot displays the distribution of a numerical variable by dividing the data into bins. + +```python # Histplot using Seaborn plt.figure(figsize=(5,5)) @@ -72,9 +79,12 @@ sns.histplot(data=tips, x='total_bill', kde=True) plt.title('Histplot of Total Bill') plt.show() ``` -![Alt text](/images/plot_images/image3.png) +![Histplot](images/seaborn-plotting/image3.png) -``` +### KDE Plot +A Kernel Density Estimate (KDE) plot represents the distribution of a variable as a smooth curve. + +```python # KDE Plot using Seaborn plt.figure(figsize=(5,5)) @@ -82,9 +92,12 @@ sns.kdeplot(data=tips, x='total_bill', hue='sex', fill=True) plt.title('KDE Plot of Total Bill by Sex') plt.show() ``` -![Alt text](/images/plot_images/image4.png) +![KDE](images/seaborn-plotting/image4.png) -``` +### ECDF Plot +An Empirical Cumulative Distribution Function (ECDF) plot shows the proportion of data points below each value. + +```python # ECDF Plot using Seaborn plt.figure(figsize=(5,5)) @@ -92,9 +105,12 @@ sns.ecdfplot(data=tips, x='total_bill', hue='sex') plt.title('ECDF Plot of Total Bill by Sex') plt.show() ``` -![Alt text](/images/plot_images/image5.png) +![ECDF](images/seaborn-plotting/image5.png) -``` +### Rug Plot +A rug plot in Seaborn is a simple way to show the distribution of a variable by drawing small vertical lines (or "rugs") at each data point along the x-axis. + +```python # Rug Plot using Seaborn plt.figure(figsize=(3,3)) @@ -102,30 +118,28 @@ sns.rugplot(x='total_bill', data=tips) plt.title('Rug Plot of Total Bill Amounts') plt.show() ``` -![Alt text](/images/plot_images/image6.png) +![Rug](images/seaborn-plotting/image6.png) - ### Categorical Plots: - Categorical plots are used to visualize data where one or more variables are categorical. - ##### Bar Plot: - A bar plot shows the relationship between a categorical variable and a numerical variable. - ##### Point Plot: - A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. - ##### Box Plot: - A box plot displays the distribution of a numerical variable across different categories. - ##### Violin Plot: - A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data +## Categorical Plots +Categorical plots are used to visualize data where one or more variables are categorical. - ``` - # Bar Plot using Seaborn +### Bar Plot + +A bar plot shows the relationship between a categorical variable and a numerical variable. +```python +# Bar Plot using Seaborn plt.figure(figsize=(5,5)) sns.barplot(data=tips,x='day',y='total_bill',hue='sex') plt.title('Bar Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image7.png) +![Bar](images/seaborn-plotting/image7.png) -``` +### Point Plot +A point plot in Seaborn is used to show the relationship between two categorical variables, with the size of the points representing the values of third variable. + +```python # Point Plot using Seaborn plt.figure(figsize=(5,5)) @@ -133,9 +147,12 @@ sns.pointplot(x='day',y='total_bill',hue='sex',data=tips) plt.title('Average Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image8.png) +![Point](images/seaborn-plotting/image8.png) -``` +### Box Plot +A box plot displays the distribution of a numerical variable across different categories. + +```python # Box Plot using Seaborn plt.figure(figsize=(5,5)) @@ -143,9 +160,12 @@ sns.boxplot(data=tips, x='day', y='total_bill', hue='sex') plt.title('Box Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image9.png) +![Box](images/seaborn-plotting/image9.png) -``` +### Violin Plot +A violin plot combines aspects of a box plot and a KDE plot to show the distribution of data + +```python # Violin Plot using Seaborn plt.figure(figsize=(5,5)) @@ -153,14 +173,15 @@ sns.violinplot(data=tips,x='day',y='total_bill',hue='sex',split=True) plt.title('Violin Plot of Total Bill by Day and Sex') plt.show() ``` -![Alt text](/images/plot_images/image10.png) +![Violin](images/seaborn-plotting/image10.png) -### Matrix Plots: +## Matrix Plots Matrix plots are useful for visualizing data in a matrix format. -##### Heatmap: + +### Heatmap A heatmap displays data in a matrix where values are represented by color. -``` +```python # Heatmap using Seaborn plt.figure(figsize=(10,8)) @@ -170,12 +191,12 @@ sns.heatmap(flights_pivot, annot=True, fmt='d', cmap='YlGnBu') plt.title('Heatmap of Flight Passengers') plt.show() ``` -![Alt text](/images/plot_images/image11.png) +![Heatmap](images/seaborn-plotting/image11.png) -### Pair Plot: +## Pair Plot A pair plot shows the pairwise relationships between multiple variables in a dataset. -``` +```python #Pairplot using Seaborn plt.figure(figsize=(5,5)) @@ -183,12 +204,12 @@ sns.pairplot(tips, hue='sex') plt.title('Pair Plot of Tips Dataset') plt.show() ``` -![Alt text](/images/plot_images/image12.png) +![Pair](images/seaborn-plotting/image12.png) -### FacetGrid: +## FacetGrid FacetGrid allows you to create a grid of plots based on the values of one or more categorical variables. -``` +```python #Facetgrid using Seaborn plt.figure(figsize=(5,5)) @@ -196,43 +217,43 @@ g = sns.FacetGrid(tips, col='sex', row='time', margin_titles=True) g.map(sns.scatterplot, 'total_bill', 'tip') plt.show() ``` -![Alt text](/images/plot_images/image13.png) +![Facetgrid](images/seaborn-plotting/image13.png) -### Customizing Seaborn Plots: +## Customizing Seaborn Plots Seaborn plots can be customized to improve their appearance and convey more information. -##### Changing the Aesthetic Style: +### Changing the Aesthetic Style Seaborn comes with several built-in themes. -``` +```python sns.set_style('whitegrid') sns.scatterplot(data=tips, x='total_bill', y='tip') plt.title('Scatter Plot with Whitegrid Style') plt.show() ``` -![Alt text](/images/plot_images/image14.png) +![Aesthetic](images/seaborn-plotting/image14.png) -##### Customizing Colors: +### Customizing Colors You can use color palettes to customize the colors in your plots. -``` +```python sns.set_palette('pastel') sns.barplot(data=tips, x='day', y='total_bill', hue='sex') plt.title('Bar Plot with Pastel Palette') plt.show() ``` -![Alt text](/images/plot_images/image15.png) +![Colors](images/seaborn-plotting/image15.png) -##### Adding Titles and Labels: +### Adding Titles and Labels Titles and labels can be added to make plots more informative. -``` +```python plot = sns.scatterplot(data=tips, x='total_bill', y='tip') plot.set_title('Scatter Plot of Total Bill vs Tip') plot.set_xlabel('Total Bill ($)') plot.set_ylabel('Tip ($)') plt.show() ``` -![Alt text](/images/plot_images/image16.png) +![Titles](images/seaborn-plotting/image16.png) Seaborn is a versatile library that simplifies the creation of complex visualizations. By using Seaborn's plotting functions, you can create a wide range of statistical graphics with minimal effort. Whether you're working with relational data, categorical data, or distributions, Seaborn provides the tools you need to visualize your data effectively.