From 8ee6007bbfb34dda9d6785dcd041622b4a14201f Mon Sep 17 00:00:00 2001 From: mankalavaishnavi Date: Sat, 22 Jun 2024 21:17:42 +0530 Subject: [PATCH 01/24] added deque and updated index.md --- contrib/ds-algorithms/deque.md | 108 +++++++++++++++++++++++++++++++++ contrib/ds-algorithms/index.md | 1 + 2 files changed, 109 insertions(+) create mode 100644 contrib/ds-algorithms/deque.md diff --git a/contrib/ds-algorithms/deque.md b/contrib/ds-algorithms/deque.md new file mode 100644 index 00000000..459ac04b --- /dev/null +++ b/contrib/ds-algorithms/deque.md @@ -0,0 +1,108 @@ +## Double-Ended Queue (Deque) + +A double-ended queue (deque) supports insertion and deletion from both ends, making it a more versatile queue implementation. + +### Input-Restricted Deque + +In an input-restricted deque, elements can only be inserted from one end while deletions can occur from both ends. + +### Output-Restricted Deque + +An output-restricted deque allows elements to be deleted from one end only, while insertions can be made from both ends. + +## Real Life Examples of Deques + +### Task Scheduling + +Deques are useful in task scheduling algorithms where tasks can be added to either end and processed accordingly based on priority or other scheduling criteria. + +### Sliding Window Problems + +Algorithms solving sliding window problems often use deques to efficiently manage and query elements in the current window. + +### Implementations in Python + +Python provides a built-in `collections.deque` which supports efficient append and pop operations from both ends. It's ideal for scenarios requiring a simple and efficient double-ended queue. + +## Operations on a Deque + +- **isEmpty**: Checks if the deque is empty. +- **appendLeft**: Adds an element to the left end of the deque. +- **appendRight**: Adds an element to the right end of the deque. +- **popLeft**: Removes and returns the element from the left end of the deque. +- **popRight**: Removes and returns the element from the right end of the deque. +- **peekLeft**: Returns the element from the left end without removing it. +- **peekRight**: Returns the element from the right end without removing it. +- **clear**: Removes all elements from the deque. + +## Implementation of Deque in Python + +Python's `collections.deque` provides an efficient implementation of a deque. + +```python +from collections import deque + +# Creating a deque +dq = deque() + +# Adding elements to the deque +dq.append(1) +dq.append(2) +dq.append(3) + +# Removing elements from the deque +dq.popleft() # Removes and returns 1 +dq.pop() # Removes and returns 3 + +# Peeking elements +print("Left end peek:", dq[0]) +print("Right end peek:", dq[-1]) + +# Displaying elements in the deque +print("Deque:", list(dq)) +``` + +## Example: Sliding Window Maximum + +In this example, we'll use a deque to efficiently find the maximum element in sliding windows of a list. + +```python +from collections import deque + +def sliding_window_maximum(nums, k): + if not nums: + return [] + + n = len(nums) + result = [] + dq = deque() + + for i in range(n): + # Remove elements from the deque that are out of the current window + while dq and dq[0] <= i - k: + dq.popleft() + + # Remove elements from the deque that are less than the current element + while dq and nums[dq[-1]] <= nums[i]: + dq.pop() + + # Add the current element index to the deque + dq.append(i) + + # Add the maximum of the current window to the result + if i >= k - 1: + result.append(nums[dq[0]]) + + return result + +# Example usage: +nums = [1, 3, -1, -3, 5, 3, 6, 7] +k = 3 +print("Sliding Window Maximum:", sliding_window_maximum(nums, k)) +``` + +## Conclusion + +Queues and deques are fundamental data structures that facilitate efficient data processing and +management in various applications. Understanding their principles and implementations is crucial +for developing robust software solutions. \ No newline at end of file diff --git a/contrib/ds-algorithms/index.md b/contrib/ds-algorithms/index.md index 07fd98a7..b156468f 100644 --- a/contrib/ds-algorithms/index.md +++ b/contrib/ds-algorithms/index.md @@ -22,3 +22,4 @@ - [AVL Trees](avl-trees.md) - [Splay Trees](splay-trees.md) - [Dijkstra's Algorithm](dijkstra.md) +- [Deque](deque.md) \ No newline at end of file From 417e3c81a3ab4a2bb286e9f252eddb0b67e512a9 Mon Sep 17 00:00:00 2001 From: Damini2004 Date: Sun, 23 Jun 2024 00:04:05 +0530 Subject: [PATCH 02/24] Commit 1 --- .../advanced-python/regular_expressions.md | 110 +++++++++++++++++- 1 file changed, 106 insertions(+), 4 deletions(-) diff --git a/contrib/advanced-python/regular_expressions.md b/contrib/advanced-python/regular_expressions.md index 65ff2c2b..a8679812 100644 --- a/contrib/advanced-python/regular_expressions.md +++ b/contrib/advanced-python/regular_expressions.md @@ -1,6 +1,7 @@ ## Regular Expressions in Python Regular expressions (regex) are a powerful tool for pattern matching and text manipulation. Python's re module provides comprehensive support for regular expressions, enabling efficient text processing and validation. +Regular expressions (regex) are a versitile tool for matching patterns in strings. In Python, the `re` module provides support for working with regular expressions. ## 1. Introduction to Regular Expressions A regular expression is a sequence of characters defining a search pattern. Common use cases include validating input, searching within text, and extracting @@ -20,7 +21,81 @@ Metacharacters: Special characters like ., *, ?, +, ^, $, [ ], and | used to bui * ?: 0 or 1 repetition. * []: Any one character inside brackets (e.g., [a-z]). * |: Either the pattern before or after. - +* \ : Used to drop the special meaning of character following it +* {} : Indicate the number of occurrences of a preceding regex to match. +* () : Enclose a group of Regex + +Examples: +```bash +1. `.` +import re +pattern = r'c.t' +text = 'cat cot cut cit' +matches = re.findall(pattern, text) +print(matches) # Output: ['cat', 'cot', 'cut', 'cit'] + +2. `^` +pattern = r'^Hello' +text = 'Hello, world!' +match = re.search(pattern, text) +print(match.group() if match else 'No match') # Output: 'Hello' + +3. `$` +pattern = r'world!$' +text = 'Hello, world!' +match = re.search(pattern, text) +print(match.group() if match else 'No match') # Output: 'world!' + +4. `*` +pattern = r'ab*' +text = 'a ab abb abbb' +matches = re.findall(pattern, text) +print(matches) # Output: ['a', 'ab', 'abb', 'abbb'] + +5. `+` +pattern = r'ab+' +text = 'a ab abb abbb' +matches = re.findall(pattern, text) +print(matches) # Output: ['ab', 'abb', 'abbb'] + +6. `?` +pattern = r'ab?' +text = 'a ab abb abbb' +matches = re.findall(pattern, text) +print(matches) # Output: ['a', 'ab', 'ab', 'ab'] + +7. `[]` +pattern = r'[aeiou]' +text = 'hello world' +matches = re.findall(pattern, text) +print(matches) # Output: ['e', 'o', 'o'] + +8. `|` +pattern = r'cat|dog' +text = 'I have a cat and a dog.' +matches = re.findall(pattern, text) +print(matches) # Output: ['cat', 'dog'] + +9. `\`` +pattern = r'\$100' +text = 'The price is $100.' +match = re.search(pattern, text) +print(match.group() if match else 'No match') # Output: '$100' + +10. `{}` +pattern = r'\d{3}' +text = 'My number is 123456' +matches = re.findall(pattern, text) +print(matches) # Output: ['123', '456'] + +11. `()` +pattern = r'(cat|dog)' +text = 'I have a cat and a dog.' +matches = re.findall(pattern, text) +print(matches) # Output: ['cat', 'dog'] + +``` + ## 3. Using the re Module **Key functions in the re module:** @@ -29,7 +104,8 @@ Metacharacters: Special characters like ., *, ?, +, ^, $, [ ], and | used to bui * re.search(): Searches for a match anywhere in the string. * re.findall(): Returns a list of all matches. * re.sub(): Replaces matches with a specified string. - +* re.split(): Returns a list where the string has been split at each match. +* re.escape(): Escapes special character Examples: ```bash import re @@ -45,6 +121,12 @@ print(re.findall(r'\d+', 'abc123def456')) # Output: ['123', '456'] # Substitute matches print(re.sub(r'\d+', '#', 'abc123def456')) # Output: abc#def# + +#Return a list where it get matched +print(re.split("\s", txt)) #['The', 'Donkey', 'in', 'the','Town'] + +# Escape special character +print(re.escape("We are good to go")) #We\ are\ good\ to\ go ``` ## 4. Compiling Regular Expressions @@ -58,6 +140,7 @@ pattern = re.compile(r'\d+') print(pattern.match('123abc').group()) # Output: 123 print(pattern.search('abc123').group()) # Output: 123 print(pattern.findall('abc123def456')) # Output: ['123', '456'] + ``` ## 5. Groups and Capturing @@ -78,19 +161,38 @@ if match: ## 6. Special Sequences Special sequences are shortcuts for common patterns: +* \A:Returns a match if the specified characters are at the beginning of the string. +* \b:Returns a match where the specified characters are at the beginning or at the end of a word. +* \B:Returns a match where the specified characters are present, but NOT at the beginning (or at the end) of a word. * \d: Any digit. * \D: Any non-digit. * \w: Any alphanumeric character. * \W: Any non-alphanumeric character. * \s: Any whitespace character. * \S: Any non-whitespace character. +* \Z:Returns a match if the specified characters are at the end of the string. + Example: ```bash import re print(re.search(r'\w+@\w+\.\w+', 'Contact: support@example.com').group()) # Output: support@example.com ``` +## 7.Sets +A set is a set of characters inside a pair of square brackets [] with a special meaning: + +* [arn] : Returns a match where one of the specified characters (a, r, or n) is present. +* [a-n] : Returns a match for any lower case character, alphabetically between a and n. +* [^arn] : Returns a match for any character EXCEPT a, r, and n. +* [0123] : Returns a match where any of the specified digits (0, 1, 2, or 3) are present. +* [0-9] : Returns a match for any digit between 0 and 9. +* [0-5][0-9] : Returns a match for any two-digit numbers from 00 and 59. +* [a-zA-Z] : Returns a match for any character alphabetically between a and z, lower case OR upper case. +* [+] : In sets, +, *, ., |, (), $,{} has no special meaning, so [+] means: return a match for any + character in the string. ## Summary -Regular expressions are a versatile tool for text processing in Python. The re module offers powerful functions and metacharacters for pattern matching, -searching, and manipulation, making it an essential skill for handling complex text processing tasks. +Regular expressions (regex) are a powerful tool for text processing in Python, offering a flexible way to match, search, and manipulate text patterns. The re module provides a comprehensive set of functions and metacharacters to tackle complex text processing tasks. +With regex, you can: +1.Match patterns: Use metacharacters like ., *, ?, and {} to match specific patterns in text. +2.Search text: Employ functions like re.search() and re.match() to find occurrences of patterns in text. +3.Manipulate text: Utilize functions like re.sub() to replace patterns with new text. 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It is a combination of a box plot and a kernel density plot, providing a richer visualization of the distribution of the data. In a violin plot, each data point is represented by a kernel density plot, mirrored and joined together to form a symmetrical shape resembling a violin, hence the name. + +Violin plots are particularly useful when comparing distributions across different categories or groups. They provide insights into the shape, spread, and central tendency of the data, allowing for a more comprehensive understanding than traditional box plots. + +Violin plots offer a more detailed distribution representation, combining summary statistics and kernel density plots, handle unequal sample sizes effectively, allow easy comparison across groups, and facilitate identification of multiple modes compared to box plots. + +![Violen plot 1](images/violen-plots1.webp) + +## Prerequisites + +Before creating violin charts in matplotlib you must ensure that you have Python as well as Matplotlib installed on your system. + +## Creating a simple Violin Plot with `violinplot()` method + +A basic violin plot can be created with `violinplot()` method in `matplotlib.pyplot`. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Creating dataset +data = [np.random.normal(0, std, 100) for std in range(1, 5)] + +# Creating Plot +plt.violinplot(data) + +# Show plot +plt.show() + +``` + +When executed, this would show the following pie chart: + + +![Basic violin plot](images\violinplotnocolor.png) + + +The `Violinplot` function in matplotlib.pyplot creates a violin plot, which is a graphical representation of the distribution of data across different levels of a categorical variable. Here's a breakdown of its usage: + +```Python +plt.violinplot(data, showmeans=False, showextrema=False) +``` + +- `data`: This parameter represents the dataset used to create the violin plot. It can be a single array or a sequence of arrays. + +- `showmeans`: This optional parameter, if set to True, displays the mean value as a point on the violin plot. Default is False. + +- `showextrema`: This optional parameter, if set to True, displays the minimum and maximum values as points on the violin plot. Default is False. + +Additional parameters can be used to further customize the appearance of the violin plot, such as setting custom colors, adding labels, and adjusting the orientation. For instance: + +```Python +plt.violinplot(data, showmedians=True, showmeans=True, showextrema=True, vert=False, widths=0.9, bw_method=0.5) +``` +- showmedians: Setting this parameter to True displays the median value as a line on the violin plot. + +- `vert`: This parameter determines the orientation of the violin plot. Setting it to False creates a horizontal violin plot. Default is True. + +- `widths`: This parameter sets the width of the violins. Default is 0.5. + +- `bw_method`: This parameter determines the method used to calculate the kernel bandwidth for the kernel density estimation. Default is 0.5. + +Using these parameters, you can customize the violin plot according to your requirements, enhancing its readability and visual appeal. + + +## Customizing Violin Plots in Matplotlib + +When customizing violin plots in Matplotlib, using `matplotlib.pyplot.subplots()` provides greater flexibility for applying customizations. + +### Coloring Violin Plots + +You can assign custom colors to the `violins` by passing an array of colors to the color parameter in `violinplot()` method. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Creating dataset +data = [np.random.normal(0, std, 100) for std in range(1, 5)] +colors = ['tab:red', 'tab:blue', 'tab:green', 'tab:orange'] + +# Creating plot using matplotlib.pyplot.subplots() +fig, ax = plt.subplots() + +# Customizing colors of violins +for i in range(len(data)): + parts = ax.violinplot(data[i], positions=[i], vert=False, showmeans=False, showextrema=False, showmedians=True, widths=0.9, bw_method=0.5) + for pc in parts['bodies']: + pc.set_facecolor(colors[i]) + +# Show plot +plt.show() +``` +This code snippet creates a violin plot with custom colors assigned to each violin, enhancing the visual appeal and clarity of the plot. + + +![Coloring violin](images\violenplotnormal.png) + + +When customizing violin plots using `matplotlib.pyplot.subplots()`, you obtain a `Figure` object `fig` and an `Axes` object `ax`, allowing for extensive customization. Each `violin plot` consists of various components, including the `violin body`, `lines representing median and quartiles`, and `potential markers for mean and outliers`. You can customize these components using the appropriate methods and attributes of the Axes object. + +- Here's an example of how to customize violin plots: + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Creating dataset +data = [np.random.normal(0, std, 100) for std in range(1, 5)] +colors = ['tab:red', 'tab:blue', 'tab:green', 'tab:orange'] + +# Creating plot using matplotlib.pyplot.subplots() +fig, ax = plt.subplots() + +# Creating violin plots +parts = ax.violinplot(data, showmeans=False, showextrema=False, showmedians=True, widths=0.9, bw_method=0.5) + +# Customizing colors of violins +for i, pc in enumerate(parts['bodies']): + pc.set_facecolor(colors[i]) + +# Customizing median lines +for line in parts['cmedians'].get_segments(): + ax.plot(line[:, 0], line[:, 1], color='black') + +# Customizing quartile lines +for line in parts['cmedians'].get_segments(): + ax.plot(line[:, 0], line[:, 1], linestyle='--', color='black', linewidth=2) + +# Adding mean markers +for line in parts['cmedians'].get_segments(): + ax.scatter(np.mean(line[:, 0]), np.mean(line[:, 1]), marker='o', color='black') + +# Customizing axes labels +ax.set_xlabel('X Label') +ax.set_ylabel('Y Label') + +# Adding title +ax.set_title('Customized Violin Plot') + +# Show plot +plt.show() +``` + +![Customizing violin](images/violin-plot4.png) + +In this example, we customize various components of the violin plot, such as colors, line styles, and markers, to enhance its visual appeal and clarity. Additionally, we modify the axes labels and add a title to provide context to the plot. + +### Adding Hatching to Violin Plots + +You can add hatching patterns to the violin plots to enhance their visual distinction. This can be achieved by setting the `hatch` parameter in the `violinplot()` function. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Creating dataset +data = [np.random.normal(0, std, 100) for std in range(1, 5)] +colors = ['tab:red', 'tab:blue', 'tab:green', 'tab:orange'] +hatches = ['/', '\\', '|', '-'] + +# Creating plot using matplotlib.pyplot.subplots() +fig, ax = plt.subplots() + +# Creating violin plots with hatching +parts = ax.violinplot(data, showmeans=False, showextrema=False, showmedians=True, widths=0.9, bw_method=0.5) + +for i, pc in enumerate(parts['bodies']): + pc.set_facecolor(colors[i]) + pc.set_hatch(hatches[i]) + +# Show plot +plt.show() +``` + +![violin_hatching](images/violin-hatching.png) + + + +### Labeling Violin Plots + +You can add `labels` to violin plots to provide additional information about the data. This can be achieved by setting the label parameter in the `violinplot()` function. + +An example in shown here: + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Creating dataset +data = [np.random.normal(0, std, 100) for std in range(1, 5)] +labels = ['Group {}'.format(i) for i in range(1, 5)] + +# Creating plot using matplotlib.pyplot.subplots() +fig, ax = plt.subplots() + +# Creating violin plots +parts = ax.violinplot(data, showmeans=False, showextrema=False, showmedians=True, widths=0.9, bw_method=0.5) + +# Adding labels to violin plots +for i, label in enumerate(labels): + parts['bodies'][i].set_label(label) + +# Show plot +plt.legend() +plt.show() +``` +![violin_labeling](images/violin-labelling.png) + +In this example, each violin plot is labeled according to its group, providing context to the viewer. +These customizations can be combined and further refined to create violin plots that effectively convey the underlying data distributions. + +### Stacked Violin Plots + +`Stacked violin plots` are useful when you want to compare the distribution of a `single` variable across different categories or groups. In a stacked violin plot, violins for each category or group are `stacked` on top of each other, allowing for easy visual comparison. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Generating sample data +np.random.seed(0) +data1 = np.random.normal(0, 1, 100) +data2 = np.random.normal(2, 1, 100) +data3 = np.random.normal(1, 1, 100) + +# Creating a stacked violin plot +plt.violinplot([data1, data2, data3], showmedians=True) + +# Adding labels to x-axis ticks +plt.xticks([1, 2, 3], ['Group 1', 'Group 2', 'Group 3']) + +# Adding title and labels +plt.title('Stacked Violin Plot') +plt.xlabel('Groups') +plt.ylabel('Values') + +# Displaying the plot +plt.show() +``` +![stacked violin plots](images/stacked_violin_plots.png) + + +### Split Violin Plots + +`Split violin plots` are effective for comparing the distribution of a `single variable` across `two` different categories or groups. In a split violin plot, each violin is split into two parts representing the distributions of the variable for each category. + +```Python +import matplotlib.pyplot as plt +import numpy as np + +# Generating sample data +np.random.seed(0) +data_male = np.random.normal(0, 1, 100) +data_female = np.random.normal(2, 1, 100) + +# Creating a split violin plot +plt.violinplot([data_male, data_female], showmedians=True) + +# Adding labels to x-axis ticks +plt.xticks([1, 2], ['Male', 'Female']) + +# Adding title and labels +plt.title('Split Violin Plot') +plt.xlabel('Gender') +plt.ylabel('Values') + +# Displaying the plot +plt.show() +``` + +![Shadow](images/split-violin-plot.png) + +In both examples, we use Matplotlib's `violinplot()` function to create the violin plots. These unique features provide additional flexibility and insights when analyzing data distributions across different groups or categories. + From 7c7752dd94a7a4a6584d167bb722c1bf28199650 Mon Sep 17 00:00:00 2001 From: RajKhanke <137288727+RajKhanke@users.noreply.github.com> Date: Sun, 23 Jun 2024 18:37:43 +0530 Subject: [PATCH 05/24] Update matplotlib-violin_plots.md From e4ff080e31f3bebe2e6a776c1d8f92aeea008dff Mon Sep 17 00:00:00 2001 From: RajKhanke <137288727+RajKhanke@users.noreply.github.com> Date: Sun, 23 Jun 2024 18:55:53 +0530 Subject: [PATCH 06/24] Update matplotlib-violin_plots.md --- contrib/plotting-visualization/matplotlib-violin_plots.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/contrib/plotting-visualization/matplotlib-violin_plots.md b/contrib/plotting-visualization/matplotlib-violin_plots.md index bc12f68d..ef2ec42c 100644 --- a/contrib/plotting-visualization/matplotlib-violin_plots.md +++ b/contrib/plotting-visualization/matplotlib-violin_plots.md @@ -34,7 +34,7 @@ plt.show() When executed, this would show the following pie chart: -![Basic violin plot](images\violinplotnocolor.png) +![Basic violin plot](images/violinplotnocolor.png) The `Violinplot` function in matplotlib.pyplot creates a violin plot, which is a graphical representation of the distribution of data across different levels of a categorical variable. Here's a breakdown of its usage: @@ -96,7 +96,7 @@ plt.show() This code snippet creates a violin plot with custom colors assigned to each violin, enhancing the visual appeal and clarity of the plot. -![Coloring violin](images\violenplotnormal.png) +![Coloring violin](images/violenplotnormal.png) When customizing violin plots using `matplotlib.pyplot.subplots()`, you obtain a `Figure` object `fig` and an `Axes` object `ax`, allowing for extensive customization. Each `violin plot` consists of various components, including the `violin body`, `lines representing median and quartiles`, and `potential markers for mean and outliers`. You can customize these components using the appropriate methods and attributes of the Axes object. From fd466af7e0544ed31f8fc5d6d0c2529863ec0d32 Mon Sep 17 00:00:00 2001 From: mankalavaishnavi Date: Mon, 24 Jun 2024 13:27:00 +0530 Subject: [PATCH 07/24] added deque --- contrib/ds-algorithms/deque.md | 198 +++++++++++++++++++++------------ 1 file changed, 129 insertions(+), 69 deletions(-) diff --git a/contrib/ds-algorithms/deque.md b/contrib/ds-algorithms/deque.md index 459ac04b..db489a82 100644 --- a/contrib/ds-algorithms/deque.md +++ b/contrib/ds-algorithms/deque.md @@ -1,108 +1,168 @@ -## Double-Ended Queue (Deque) +# Deque in Python -A double-ended queue (deque) supports insertion and deletion from both ends, making it a more versatile queue implementation. +## Definition +A deque, short for double-ended queue, is an ordered collection of items that allows rapid insertion and deletion at both ends. -### Input-Restricted Deque +## Syntax +In Python, deques are implemented in the collections module: -In an input-restricted deque, elements can only be inserted from one end while deletions can occur from both ends. +```py +from collections import deque -### Output-Restricted Deque +# Creating a deque +d = deque(iterable) # Create deque from iterable (optional) +``` -An output-restricted deque allows elements to be deleted from one end only, while insertions can be made from both ends. +## Operations +1. **Appending Elements**: -## Real Life Examples of Deques + - append(x): Adds element x to the right end of the deque. + - appendleft(x): Adds element x to the left end of the deque. -### Task Scheduling +2. **Removing Elements**: -Deques are useful in task scheduling algorithms where tasks can be added to either end and processed accordingly based on priority or other scheduling criteria. + - pop(): Removes and returns the rightmost element. + - popleft(): Removes and returns the leftmost element. -### Sliding Window Problems +3. **Accessing Elements**: -Algorithms solving sliding window problems often use deques to efficiently manage and query elements in the current window. + - deque[index]: Accesses element at index. -### Implementations in Python +4. **Other Operations**: -Python provides a built-in `collections.deque` which supports efficient append and pop operations from both ends. It's ideal for scenarios requiring a simple and efficient double-ended queue. + - extend(iterable): Extends deque by appending elements from iterable. + - extendleft(iterable): Extends deque by appending elements from iterable to the left. + - rotate(n): Rotates deque n steps to the right (negative n rotates left). -## Operations on a Deque +## Example -- **isEmpty**: Checks if the deque is empty. -- **appendLeft**: Adds an element to the left end of the deque. -- **appendRight**: Adds an element to the right end of the deque. -- **popLeft**: Removes and returns the element from the left end of the deque. -- **popRight**: Removes and returns the element from the right end of the deque. -- **peekLeft**: Returns the element from the left end without removing it. -- **peekRight**: Returns the element from the right end without removing it. -- **clear**: Removes all elements from the deque. +### 1. showing all the operations +```py +from collections import deque -## Implementation of Deque in Python +# Initialize a deque +d = deque([1, 2, 3, 4, 5]) +print("Initial deque:", d) -Python's `collections.deque` provides an efficient implementation of a deque. +# Append elements +d.append(6) +print("After append(6):", d) -```python -from collections import deque +# Append left +d.appendleft(0) +print("After appendleft(0):", d) -# Creating a deque -dq = deque() +# Pop from the right end +rightmost = d.pop() +print("Popped from right end:", rightmost) +print("Deque after pop():", d) -# Adding elements to the deque -dq.append(1) -dq.append(2) -dq.append(3) +# Pop from the left end +leftmost = d.popleft() +print("Popped from left end:", leftmost) +print("Deque after popleft():", d) -# Removing elements from the deque -dq.popleft() # Removes and returns 1 -dq.pop() # Removes and returns 3 +# Accessing elements +print("Element at index 2:", d[2]) -# Peeking elements -print("Left end peek:", dq[0]) -print("Right end peek:", dq[-1]) +# Extend deque +d.extend([6, 7, 8]) +print("After extend([6, 7, 8]):", d) -# Displaying elements in the deque -print("Deque:", list(dq)) -``` +# Extend left +d.extendleft([-1, 0]) +print("After extendleft([-1, 0]):", d) -## Example: Sliding Window Maximum +# Rotate deque +d.rotate(2) +print("After rotate(2):", d) -In this example, we'll use a deque to efficiently find the maximum element in sliding windows of a list. +# Rotate left +d.rotate(-3) +print("After rotate(-3):", d) +``` +Output +```py +Initial deque: deque([1, 2, 3, 4, 5]) +After append(6): deque([1, 2, 3, 4, 5, 6]) +After appendleft(0): deque([0, 1, 2, 3, 4, 5, 6]) +Popped from right end: 6 +Deque after pop(): deque([0, 1, 2, 3, 4, 5]) +Popped from left end: 0 +Deque after popleft(): deque([1, 2, 3, 4, 5]) +Element at index 2: 3 +After extend([6, 7, 8]): deque([1, 2, 3, 4, 5, 6, 7, 8]) +After extendleft([-1, 0]): deque([0, -1, 1, 2, 3, 4, 5, 6, 7, 8]) +After rotate(2): deque([7, 8, 0, -1, 1, 2, 3, 4, 5, 6]) +After rotate(-3): deque([1, 2, 3, 4, 5, 6, 7, 8, 0, -1]) + +``` -```python +### 2. Finding Maximum in Sliding Window +```py from collections import deque -def sliding_window_maximum(nums, k): +def max_sliding_window(nums, k): if not nums: return [] - - n = len(nums) + + d = deque() result = [] - dq = deque() - - for i in range(n): - # Remove elements from the deque that are out of the current window - while dq and dq[0] <= i - k: - dq.popleft() - - # Remove elements from the deque that are less than the current element - while dq and nums[dq[-1]] <= nums[i]: - dq.pop() - - # Add the current element index to the deque - dq.append(i) - - # Add the maximum of the current window to the result + + for i, num in enumerate(nums): + # Remove elements from deque that are out of the current window + if d and d[0] <= i - k: + d.popleft() + + # Remove elements from deque smaller than the current element + while d and nums[d[-1]] <= num: + d.pop() + + d.append(i) + + # Add maximum for current window if i >= k - 1: - result.append(nums[dq[0]]) - + result.append(nums[d[0]]) + return result # Example usage: nums = [1, 3, -1, -3, 5, 3, 6, 7] k = 3 -print("Sliding Window Maximum:", sliding_window_maximum(nums, k)) +print("Maximums in sliding window of size", k, "are:", max_sliding_window(nums, k)) + +``` + +Output +```py +Maximums in sliding window of size 3 are: [3, 3, 5, 5, 6, 7] ``` -## Conclusion -Queues and deques are fundamental data structures that facilitate efficient data processing and -management in various applications. Understanding their principles and implementations is crucial -for developing robust software solutions. \ No newline at end of file +## Applications +- **Efficient Queues and Stacks**: Deques allow fast O(1) append and pop operations from both ends, +making them ideal for implementing queues and stacks. +- **Sliding Window Maximum/Minimum**: Used in algorithms that require efficient windowed +computations. + + +## Advantages +- Efficiency: O(1) time complexity for append and pop operations from both ends. +- Versatility: Can function both as a queue and as a stack. +- Flexible: Supports rotation and slicing operations efficiently. + + +## Disadvantages +- Memory Usage: Requires more memory compared to simple lists due to overhead in managing linked +nodes. + +## Conclusion +- Deques in Python, provided by the collections.deque module, offer efficient double-ended queue +operations with O(1) time complexity for append and pop operations on both ends. They are versatile +data structures suitable for implementing queues, stacks, and more complex algorithms requiring +efficient manipulation of elements at both ends. + +- While deques excel in scenarios requiring fast append and pop operations from either end, they do +consume more memory compared to simple lists due to their implementation using doubly-linked lists. +However, their flexibility and efficiency make them invaluable for various programming tasks and +algorithmic solutions. \ No newline at end of file From 5d41cfd48175673f4c6fcd29254f5fe8bd53d78b Mon Sep 17 00:00:00 2001 From: Ganesh Date: Wed, 26 Jun 2024 10:31:03 +0530 Subject: [PATCH 08/24] resolved conflicts --- .../assets/eda/bi-variate-analysis.png | Bin 0 -> 23786 bytes .../assets/eda/correlation-analysis.png | Bin 0 -> 25512 bytes .../assets/eda/multi-variate-analysis.png | Bin 0 -> 278287 bytes .../assets/eda/uni-variate-analysis1.png | Bin 0 -> 57396 bytes .../assets/eda/uni-variate-analysis2.png | Bin 0 -> 15235 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zcRd`ula_XWX{-rUT<@;K!NE0%AgCgNs;{)PaTdnSPlCOMH(Xz4t9;IysC90)A{B3{|aY<=u>l;Dt z2+Sk4*2(2G^Q`xz+C&6N!0}~dm6Od_o@*mEmqBX>VpWe+?`CBrT-#mg`WQ;Dw<)PF zM1Ob7N9qX33`edGUKjRxncV^sjMKLuj`NS|0qrql17OU~I(lDxXh3Q`ACQ;~hg^EV zJw7R>>)@l8j!n>W%}tO_azxvaP&$zVkR22OtAL*0UkB*~F?m}UN+%ZqIY_IM4SL4c z1JC*MVl)0wI$;B-aUD4ZJ%8l_>7+Z}d$*ha}_$rcFa}i5sVc>Etp0d2UT)xa5 G-~R;?rlCjx literal 0 HcmV?d00001 diff --git a/contrib/machine-learning/exploratory_dataAnalysis.md b/contrib/machine-learning/exploratory_dataAnalysis.md new file mode 100644 index 00000000..1559a099 --- /dev/null +++ b/contrib/machine-learning/exploratory_dataAnalysis.md @@ -0,0 +1,184 @@ +# Exploratory Data Analysis + +Exploratory Data Analysis (EDA) is an approach to analyzing data sets to summarize their main characteristics, often with visual methods. EDA is used to understand the data, get a sense of the data, and to identify relationships between variables. EDA is a crucial step in the data analysis process and should be done before building a model. + +## Why is EDA important? + +1. **Understand the data**: EDA helps to understand the data, its structure, and its characteristics. + +2. **Identify patterns and relationships**: EDA helps to identify patterns and relationships between variables. + +3. **Detect outliers and anomalies**: EDA helps to detect outliers and anomalies in the data. + +4. **Prepare data for modeling**: EDA helps to prepare the data for modeling by identifying missing values, handling missing values, and transforming variables. + +## Steps in EDA + +1. **Data Collection**: Collect the data from various sources. + +2. **Data Cleaning**: Clean the data by handling missing values, removing duplicates, and transforming variables. + +3. **Data Exploration**: Explore the data by visualizing the data, summarizing the data, and identifying patterns and relationships. + +4. **Data Analysis**: Analyze the data by performing statistical analysis, hypothesis testing, and building models. + +5. **Data Visualization**: Visualize the data using various plots and charts to understand the data better. + +## Tools for EDA + +1. **Python**: Python is a popular programming language for data analysis and has many libraries for EDA, such as Pandas, NumPy, Matplotlib, Seaborn, and Plotly. + +2. **Jupiter Notebook**: Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations, and narrative text. + +## Techniques for EDA + +1. **Descriptive Statistics**: Descriptive statistics summarize the main characteristics of a data set, such as mean, median, mode, standard deviation, and variance. + +2. **Data Visualization**: Data visualization is the graphical representation of data to understand the data better, such as histograms, scatter plots, box plots, and heat maps. + +3. **Correlation Analysis**: Correlation analysis is used to measure the strength and direction of the relationship between two variables. + +4. **Hypothesis Testing**: Hypothesis testing is used to test a hypothesis about a population parameter based on sample data. + +5. **Dimensionality Reduction**: Dimensionality reduction is the process of reducing the number of variables in a data set while retaining as much information as possible. + +6. **Clustering Analysis**: Clustering analysis is used to group similar data points together based on their characteristics. + +## Commonly Used Techniques in EDA + +1. **Uni-variate Analysis**: Uni-variate analysis is the simplest form of data analysis that involves analyzing a single variable at a time. + +2. **Bi-variate Analysis**: Bi-variate analysis involves analyzing two variables at a time to understand the relationship between them. + +3. **Multi-variate Analysis**: Multi-variate analysis involves analyzing more than two variables at a time to understand the relationship between them. + +## Understand with an Example + +Let's understand EDA with an example. Here we use a famous dataset called Iris dataset. + +The dataset consists of 150 samples of iris flowers, where each sample represents measurements of four features (variables) for three species of iris flowers. + +The four features measured are : +Sepal length (in cm) Sepal width (in cm) Petal length (in cm) Petal width (in cm). + +The three species of iris flowers included in the dataset are : +**Setosa**, **Versicolor**, **Virginica** + +```python +# Import libraries +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns +from sklearn import datasets + +# Load the Iris dataset +iris = datasets.load_iris() +df = pd.DataFrame(iris.data, columns=iris.feature_names) +df.head() +``` + +| Sepal Length (cm) | Sepal Width (cm) | Petal Length (cm) | Petal Width (cm) | +|-------------------|------------------|-------------------|------------------| +| 5.1 | 3.5 | 1.4 | 0.2 | +| 4.9 | 3.0 | 1.4 | 0.2 | +| 4.7 | 3.2 | 1.3 | 0.2 | +| 4.6 | 3.1 | 1.5 | 0.2 | +| 5.0 | 3.6 | 1.4 | 0.2 | + + +### Uni-variate Analysis + +```python +# Uni-variate Analysis +df_setosa=df.loc[df['species']=='setosa'] +df_virginica=df.loc[df['species']=='virginica'] +df_versicolor=df.loc[df['species']=='versicolor'] + +plt.plot(df_setosa['sepal_length']) +plt.plot(df_virginica['sepal_length']) +plt.plot(df_versicolor['sepal_length']) +plt.xlabel('sepal length') +plt.show() +``` +![Uni-variate Analysis](assets/eda/uni-variate-analysis1.png) + +```python +plt.hist(df_setosa['petal_length']) +plt.hist(df_virginica['petal_length']) +plt.hist(df_versicolor['petal_length']) +plt.xlabel('petal length') +plt.show() +``` +![Uni-variate Analysis](assets/eda/uni-variate-analysis2.png) + +### Bi-variate Analysis + +```python +# Bi-variate Analysis +sns.FacetGrid(df,hue="species",height=5).map(plt.scatter,"petal_length","sepal_width").add_legen() +plt.show() +``` +![Bi-variate Analysis](assets/eda/bi-variate-analysis.png) + +### Multi-variate Analysis + +```python +# Multi-variate Analysis +sns.pairplot(df,hue="species",height=3) +``` +![Multi-variate Analysis](assets/eda/multi-variate-analysis.png) + +### Correlation Analysis + +```python +# Correlation Analysis +corr_matrix = df.corr() +sns.heatmap(corr_matrix) +``` +| | sepal_length | sepal_width | petal_length | petal_width | +|-------------|--------------|-------------|--------------|-------------| +| sepal_length| 1.000000 | -0.109369 | 0.871754 | 0.817954 | +| sepal_width | -0.109369 | 1.000000 | -0.420516 | -0.356544 | +| petal_length| 0.871754 | -0.420516 | 1.000000 | 0.962757 | +| petal_width | 0.817954 | -0.356544 | 0.962757 | 1.000000 | + +![Correlation Analysis](assets/eda/correlation-analysis.png) + +## Exploratory Data Analysis (EDA) Report on Iris Dataset + +### Introduction +The Iris dataset consists of 150 samples of iris flowers, each characterized by four features: Sepal Length, Sepal Width, Petal Length, and Petal Width. These samples belong to three species of iris flowers: Setosa, Versicolor, and Virginica. In this EDA report, we explore the dataset to gain insights into the characteristics and relationships among the features and species. + +### Uni-variate Analysis +Uni-variate analysis examines each variable individually. +- Sepal Length: The distribution of Sepal Length varies among the different species, with Setosa generally having shorter sepals compared to Versicolor and Virginica. +- Petal Length: Setosa tends to have shorter petal lengths, while Versicolor and Virginica have relatively longer petal lengths. + +### Bi-variate Analysis +Bi-variate analysis explores the relationship between two variables. +- Petal Length vs. Sepal Width: There is a noticeable separation between species, especially Setosa, which typically has shorter and wider sepals compared to Versicolor and Virginica. +- This analysis suggests potential patterns distinguishing the species based on these two features. + +### Multi-variate Analysis +Multi-variate analysis considers interactions among multiple variables simultaneously. +- Pairplot: The pairplot reveals distinctive clusters for each species, particularly in the combinations of Petal Length and Petal Width, indicating clear separation among species based on these features. + +### Correlation Analysis +Correlation analysis examines the relationship between variables. +- Correlation Heatmap: There are strong positive correlations between Petal Length and Petal Width, as well as between Petal Length and Sepal Length. Sepal Width shows a weaker negative correlation with Petal Length and Petal Width. + +### Insights +1. Petal dimensions (length and width) exhibit strong correlations, suggesting that they may collectively contribute more significantly to distinguishing between iris species. +2. Setosa tends to have shorter and wider sepals compared to Versicolor and Virginica. +3. The combination of Petal Length and Petal Width appears to be a more effective discriminator among iris species, as indicated by the distinct clusters observed in multi-variate analysis. + +### Conclusion +Through comprehensive exploratory data analysis, we have gained valuable insights into the Iris dataset, highlighting key characteristics and relationships among features and species. Further analysis and modeling could leverage these insights to develop robust classification models for predicting iris species based on their measurements. + +## Conclusion + +Exploratory Data Analysis (EDA) is a critical step in the data analysis process that helps to understand the data, identify patterns and relationships, detect outliers, and prepare the data for modeling. By using various techniques and tools, such as descriptive statistics, data visualization, correlation analysis, and hypothesis testing, EDA provides valuable insights into the data, enabling data scientists to make informed decisions and build accurate models. + + + diff --git a/contrib/machine-learning/index.md b/contrib/machine-learning/index.md index 95ee61dc..37df2a8e 100644 --- a/contrib/machine-learning/index.md +++ b/contrib/machine-learning/index.md @@ -27,3 +27,4 @@ - [Transformers](transformers.md) - [Reinforcement Learning](reinforcement-learning.md) - [Neural network regression](neural-network-regression.md) +- [exploratory data analysis](exploratory_dataAnalysis.md) \ No newline at end of file From b2ef489f44925b489c9634dfd9f727153283b436 Mon Sep 17 00:00:00 2001 From: Damini2004 Date: Wed, 26 Jun 2024 14:31:54 +0530 Subject: [PATCH 09/24] Commit -2 --- .../advanced-python/regular_expressions.md | 131 ++++++++++++------ 1 file changed, 88 insertions(+), 43 deletions(-) diff --git a/contrib/advanced-python/regular_expressions.md b/contrib/advanced-python/regular_expressions.md index a8679812..040a8c78 100644 --- a/contrib/advanced-python/regular_expressions.md +++ b/contrib/advanced-python/regular_expressions.md @@ -1,112 +1,147 @@ ## Regular Expressions in Python -Regular expressions (regex) are a powerful tool for pattern matching and text manipulation. + +Regular expressions (regex) are a powerful tool for pattern matching and text manipulation. Python's re module provides comprehensive support for regular expressions, enabling efficient text processing and validation. Regular expressions (regex) are a versitile tool for matching patterns in strings. In Python, the `re` module provides support for working with regular expressions. ## 1. Introduction to Regular Expressions -A regular expression is a sequence of characters defining a search pattern. Common use cases include validating input, searching within text, and extracting + +A regular expression is a sequence of characters defining a search pattern. Common use cases include validating input, searching within text, and extracting specific patterns. ## 2. Basic Syntax + Literal Characters: Match exact characters (e.g., abc matches "abc"). -Metacharacters: Special characters like ., *, ?, +, ^, $, [ ], and | used to build patterns. +Metacharacters: Special characters like ., \*, ?, +, ^, $, [ ], and | used to build patterns. **Common Metacharacters:** -* .: Any character except newline. -* ^: Start of the string. -* $: End of the string. -* *: 0 or more repetitions. -* +: 1 or more repetitions. -* ?: 0 or 1 repetition. -* []: Any one character inside brackets (e.g., [a-z]). -* |: Either the pattern before or after. -* \ : Used to drop the special meaning of character following it -* {} : Indicate the number of occurrences of a preceding regex to match. -* () : Enclose a group of Regex +- .: Any character except newline. +- ^: Start of the string. +- $: End of the string. +- \*: 0 or more repetitions. +- +: 1 or more repetitions. +- ?: 0 or 1 repetition. +- []: Any one character inside brackets (e.g., [a-z]). +- |: Either the pattern before or after. +- \ : Used to drop the special meaning of character following it +- {} : Indicate the number of occurrences of a preceding regex to match. +- () : Enclose a group of Regex Examples: -```bash + 1. `.` + +```bash import re pattern = r'c.t' text = 'cat cot cut cit' matches = re.findall(pattern, text) print(matches) # Output: ['cat', 'cot', 'cut', 'cit'] +``` 2. `^` + +```bash pattern = r'^Hello' text = 'Hello, world!' match = re.search(pattern, text) print(match.group() if match else 'No match') # Output: 'Hello' +``` 3. `$` + +```bash pattern = r'world!$' text = 'Hello, world!' match = re.search(pattern, text) print(match.group() if match else 'No match') # Output: 'world!' +``` 4. `*` + +```bash pattern = r'ab*' text = 'a ab abb abbb' matches = re.findall(pattern, text) print(matches) # Output: ['a', 'ab', 'abb', 'abbb'] +``` 5. `+` + +```bash pattern = r'ab+' text = 'a ab abb abbb' matches = re.findall(pattern, text) print(matches) # Output: ['ab', 'abb', 'abbb'] +``` 6. `?` + +```bash pattern = r'ab?' text = 'a ab abb abbb' matches = re.findall(pattern, text) print(matches) # Output: ['a', 'ab', 'ab', 'ab'] +``` 7. `[]` + +```bash pattern = r'[aeiou]' text = 'hello world' matches = re.findall(pattern, text) print(matches) # Output: ['e', 'o', 'o'] +``` 8. `|` + +```bash pattern = r'cat|dog' text = 'I have a cat and a dog.' matches = re.findall(pattern, text) print(matches) # Output: ['cat', 'dog'] +``` 9. `\`` + +```bash pattern = r'\$100' text = 'The price is $100.' match = re.search(pattern, text) print(match.group() if match else 'No match') # Output: '$100' +``` 10. `{}` + +```bash pattern = r'\d{3}' text = 'My number is 123456' matches = re.findall(pattern, text) print(matches) # Output: ['123', '456'] +``` 11. `()` + +```bash pattern = r'(cat|dog)' text = 'I have a cat and a dog.' matches = re.findall(pattern, text) print(matches) # Output: ['cat', 'dog'] - ``` ## 3. Using the re Module **Key functions in the re module:** -* re.match(): Checks for a match at the beginning of the string. -* re.search(): Searches for a match anywhere in the string. -* re.findall(): Returns a list of all matches. -* re.sub(): Replaces matches with a specified string. -* re.split(): Returns a list where the string has been split at each match. -* re.escape(): Escapes special character -Examples: +- re.match(): Checks for a match at the beginning of the string. +- re.search(): Searches for a match anywhere in the string. +- re.findall(): Returns a list of all matches. +- re.sub(): Replaces matches with a specified string. +- re.split(): Returns a list where the string has been split at each match. +- re.escape(): Escapes special character + Examples: + ```bash import re @@ -122,7 +157,7 @@ print(re.findall(r'\d+', 'abc123def456')) # Output: ['123', '456'] # Substitute matches print(re.sub(r'\d+', '#', 'abc123def456')) # Output: abc#def# -#Return a list where it get matched +#Return a list where it get matched print(re.split("\s", txt)) #['The', 'Donkey', 'in', 'the','Town'] # Escape special character @@ -130,9 +165,11 @@ print(re.escape("We are good to go")) #We\ are\ good\ to\ go ``` ## 4. Compiling Regular Expressions + Compiling regular expressions improves performance for repeated use. Example: + ```bash import re @@ -144,9 +181,11 @@ print(pattern.findall('abc123def456')) # Output: ['123', '456'] ``` ## 5. Groups and Capturing + Parentheses () group and capture parts of the match. Example: + ```bash import re @@ -159,40 +198,46 @@ if match: ``` ## 6. Special Sequences + Special sequences are shortcuts for common patterns: -* \A:Returns a match if the specified characters are at the beginning of the string. -* \b:Returns a match where the specified characters are at the beginning or at the end of a word. -* \B:Returns a match where the specified characters are present, but NOT at the beginning (or at the end) of a word. -* \d: Any digit. -* \D: Any non-digit. -* \w: Any alphanumeric character. -* \W: Any non-alphanumeric character. -* \s: Any whitespace character. -* \S: Any non-whitespace character. -* \Z:Returns a match if the specified characters are at the end of the string. +- \A:Returns a match if the specified characters are at the beginning of the string. +- \b:Returns a match where the specified characters are at the beginning or at the end of a word. +- \B:Returns a match where the specified characters are present, but NOT at the beginning (or at the end) of a word. +- \d: Any digit. +- \D: Any non-digit. +- \w: Any alphanumeric character. +- \W: Any non-alphanumeric character. +- \s: Any whitespace character. +- \S: Any non-whitespace character. +- \Z:Returns a match if the specified characters are at the end of the string. Example: + ```bash import re print(re.search(r'\w+@\w+\.\w+', 'Contact: support@example.com').group()) # Output: support@example.com ``` + ## 7.Sets + A set is a set of characters inside a pair of square brackets [] with a special meaning: -* [arn] : Returns a match where one of the specified characters (a, r, or n) is present. -* [a-n] : Returns a match for any lower case character, alphabetically between a and n. -* [^arn] : Returns a match for any character EXCEPT a, r, and n. -* [0123] : Returns a match where any of the specified digits (0, 1, 2, or 3) are present. -* [0-9] : Returns a match for any digit between 0 and 9. -* [0-5][0-9] : Returns a match for any two-digit numbers from 00 and 59. -* [a-zA-Z] : Returns a match for any character alphabetically between a and z, lower case OR upper case. -* [+] : In sets, +, *, ., |, (), $,{} has no special meaning, so [+] means: return a match for any + character in the string. +- [arn] : Returns a match where one of the specified characters (a, r, or n) is present. +- [a-n] : Returns a match for any lower case character, alphabetically between a and n. +- [^arn] : Returns a match for any character EXCEPT a, r, and n. +- [0123] : Returns a match where any of the specified digits (0, 1, 2, or 3) are present. +- [0-9] : Returns a match for any digit between 0 and 9. +- [0-5][0-9] : Returns a match for any two-digit numbers from 00 and 59. +- [a-zA-Z] : Returns a match for any character alphabetically between a and z, lower case OR upper case. +- [+] : In sets, +, \*, ., |, (), $,{} has no special meaning +- [+] means: return a match for any + character in the string. ## Summary + Regular expressions (regex) are a powerful tool for text processing in Python, offering a flexible way to match, search, and manipulate text patterns. The re module provides a comprehensive set of functions and metacharacters to tackle complex text processing tasks. With regex, you can: -1.Match patterns: Use metacharacters like ., *, ?, and {} to match specific patterns in text. +1.Match patterns: Use metacharacters like ., \*, ?, and {} to match specific patterns in text. 2.Search text: Employ functions like re.search() and re.match() to find occurrences of patterns in text. 3.Manipulate text: Utilize functions like re.sub() to replace patterns with new text. From 65c78e90aa80b0057825535bc65612209ad9588e Mon Sep 17 00:00:00 2001 From: Damini2004 Date: Thu, 27 Jun 2024 01:12:55 +0530 Subject: [PATCH 10/24] Commit -2 --- contrib/advanced-python/regular_expressions.md | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/contrib/advanced-python/regular_expressions.md b/contrib/advanced-python/regular_expressions.md index 040a8c78..81c883ec 100644 --- a/contrib/advanced-python/regular_expressions.md +++ b/contrib/advanced-python/regular_expressions.md @@ -1,16 +1,13 @@ ## Regular Expressions in Python - Regular expressions (regex) are a powerful tool for pattern matching and text manipulation. Python's re module provides comprehensive support for regular expressions, enabling efficient text processing and validation. Regular expressions (regex) are a versitile tool for matching patterns in strings. In Python, the `re` module provides support for working with regular expressions. ## 1. Introduction to Regular Expressions - A regular expression is a sequence of characters defining a search pattern. Common use cases include validating input, searching within text, and extracting specific patterns. ## 2. Basic Syntax - Literal Characters: Match exact characters (e.g., abc matches "abc"). Metacharacters: Special characters like ., \*, ?, +, ^, $, [ ], and | used to build patterns. @@ -19,7 +16,7 @@ Metacharacters: Special characters like ., \*, ?, +, ^, $, [ ], and | used to bu - .: Any character except newline. - ^: Start of the string. - $: End of the string. -- \*: 0 or more repetitions. +- *: 0 or more repetitions. - +: 1 or more repetitions. - ?: 0 or 1 repetition. - []: Any one character inside brackets (e.g., [a-z]). From 1954374803a806c58c96c192b1d0621176bb257a Mon Sep 17 00:00:00 2001 From: mankalavaishnavi Date: Thu, 27 Jun 2024 20:00:20 +0530 Subject: [PATCH 11/24] changes as per request --- contrib/ds-algorithms/deque.md | 156 +++++++++++++++++++++------------ 1 file changed, 102 insertions(+), 54 deletions(-) diff --git a/contrib/ds-algorithms/deque.md b/contrib/ds-algorithms/deque.md index db489a82..2a5a77d2 100644 --- a/contrib/ds-algorithms/deque.md +++ b/contrib/ds-algorithms/deque.md @@ -19,86 +19,134 @@ d = deque(iterable) # Create deque from iterable (optional) - append(x): Adds element x to the right end of the deque. - appendleft(x): Adds element x to the left end of the deque. + ### Program + ```py + from collections import deque + + # Initialize a deque + d = deque([1, 2, 3, 4, 5]) + print("Initial deque:", d) + + # Append elements + d.append(6) + print("After append(6):", d) + + # Append left + d.appendleft(0) + print("After appendleft(0):", d) + + ``` + ### Output + ```py + Initial deque: deque([1, 2, 3, 4, 5]) + After append(6): deque([1, 2, 3, 4, 5, 6]) + After appendleft(0): deque([0, 1, 2, 3, 4, 5, 6]) + ``` + 2. **Removing Elements**: - pop(): Removes and returns the rightmost element. - popleft(): Removes and returns the leftmost element. + ### Program + ```py + from collections import deque + + # Initialize a deque + d = deque([1, 2, 3, 4, 5]) + print("Initial deque:", d) + + # Pop from the right end + rightmost = d.pop() + print("Popped from right end:", rightmost) + print("Deque after pop():", d) + + # Pop from the left end + leftmost = d.popleft() + print("Popped from left end:", leftmost) + print("Deque after popleft():", d) + + ``` + + ### Output + ```py + Initial deque: deque([1, 2, 3, 4, 5]) + Popped from right end: 5 + Deque after pop(): deque([1, 2, 3, 4]) + Popped from left end: 1 + Deque after popleft(): deque([2, 3, 4]) + ``` + 3. **Accessing Elements**: - deque[index]: Accesses element at index. + ### Program + ```py + from collections import deque + + # Initialize a deque + d = deque([1, 2, 3, 4, 5]) + print("Initial deque:", d) + + # Accessing elements + print("Element at index 2:", d[2]) + + ``` + + ### Output + ```py + Initial deque: deque([1, 2, 3, 4, 5]) + Element at index 2: 3 + + ``` + 4. **Other Operations**: - extend(iterable): Extends deque by appending elements from iterable. - extendleft(iterable): Extends deque by appending elements from iterable to the left. - rotate(n): Rotates deque n steps to the right (negative n rotates left). -## Example - -### 1. showing all the operations -```py -from collections import deque + ### Program + ```py + from collections import deque -# Initialize a deque -d = deque([1, 2, 3, 4, 5]) -print("Initial deque:", d) + # Initialize a deque + d = deque([1, 2, 3, 4, 5]) + print("Initial deque:", d) -# Append elements -d.append(6) -print("After append(6):", d) + # Extend deque + d.extend([6, 7, 8]) + print("After extend([6, 7, 8]):", d) -# Append left -d.appendleft(0) -print("After appendleft(0):", d) + # Extend left + d.extendleft([-1, 0]) + print("After extendleft([-1, 0]):", d) -# Pop from the right end -rightmost = d.pop() -print("Popped from right end:", rightmost) -print("Deque after pop():", d) + # Rotate deque + d.rotate(2) + print("After rotate(2):", d) -# Pop from the left end -leftmost = d.popleft() -print("Popped from left end:", leftmost) -print("Deque after popleft():", d) + # Rotate left + d.rotate(-3) + print("After rotate(-3):", d) -# Accessing elements -print("Element at index 2:", d[2]) + ``` -# Extend deque -d.extend([6, 7, 8]) -print("After extend([6, 7, 8]):", d) + ### Output + ```py + Initial deque: deque([1, 2, 3, 4, 5]) + After extend([6, 7, 8]): deque([1, 2, 3, 4, 5, 6, 7, 8]) + After extendleft([-1, 0]): deque([0, -1, 1, 2, 3, 4, 5, 6, 7, 8]) + After rotate(2): deque([7, 8, 0, -1, 1, 2, 3, 4, 5, 6]) + After rotate(-3): deque([1, 2, 3, 4, 5, 6, 7, 8, 0, -1]) -# Extend left -d.extendleft([-1, 0]) -print("After extendleft([-1, 0]):", d) + ``` -# Rotate deque -d.rotate(2) -print("After rotate(2):", d) -# Rotate left -d.rotate(-3) -print("After rotate(-3):", d) -``` -Output -```py -Initial deque: deque([1, 2, 3, 4, 5]) -After append(6): deque([1, 2, 3, 4, 5, 6]) -After appendleft(0): deque([0, 1, 2, 3, 4, 5, 6]) -Popped from right end: 6 -Deque after pop(): deque([0, 1, 2, 3, 4, 5]) -Popped from left end: 0 -Deque after popleft(): deque([1, 2, 3, 4, 5]) -Element at index 2: 3 -After extend([6, 7, 8]): deque([1, 2, 3, 4, 5, 6, 7, 8]) -After extendleft([-1, 0]): deque([0, -1, 1, 2, 3, 4, 5, 6, 7, 8]) -After rotate(2): deque([7, 8, 0, -1, 1, 2, 3, 4, 5, 6]) -After rotate(-3): deque([1, 2, 3, 4, 5, 6, 7, 8, 0, -1]) - -``` +## Example -### 2. Finding Maximum in Sliding Window +### 1. Finding Maximum in Sliding Window ```py from collections import deque From 53de9d412448d4225c12e5d4911f22d1fb192688 Mon Sep 17 00:00:00 2001 From: srilekha279 <158455553+srilekha279@users.noreply.github.com> Date: Thu, 27 Jun 2024 22:05:00 +0530 Subject: [PATCH 12/24] Update linked-list.md Added function reverseList --- contrib/ds-algorithms/linked-list.md | 32 ++++++++++++++++++++++------ 1 file changed, 25 insertions(+), 7 deletions(-) diff --git a/contrib/ds-algorithms/linked-list.md b/contrib/ds-algorithms/linked-list.md index ddbc6d56..31cd2e57 100644 --- a/contrib/ds-algorithms/linked-list.md +++ b/contrib/ds-algorithms/linked-list.md @@ -1,6 +1,6 @@ # Linked List Data Structure -Link list is a linear data Structure which can be defined as collection of objects called nodes that are randomly stored in the memory. +Linked list is a linear data Structure which can be defined as collection of objects called nodes that are randomly stored in the memory. A node contains two types of metadata i.e. data stored at that particular address and the pointer which contains the address of the next node in the memory. The last element in a linked list features a null pointer. @@ -36,10 +36,10 @@ The smallest Unit: Node Now, we will see the types of linked list. There are mainly four types of linked list, -1. Singly Link list -2. Doubly link list -3. Circular link list -4. Doubly circular link list +1. Singly linked list +2. Doubly linked list +3. Circular linked list +4. Doubly circular linked list ## 1. Singly linked list. @@ -160,6 +160,18 @@ check the list is empty otherwise shift the head to next node. temp.next = None # Remove the last node by setting the next pointer of the second-last node to None ``` +### Reversing the linked list +```python + def reverseList(self): + prev = None + temp = self.head + while(temp): + nextNode = temp.next #Store the next node + temp.next = prev #Reverse the pointer of current node + prev = temp #Move `prev` one step forward + temp = nextNode #Move `temp` one step forward. + self.head = prev #Update the head pointer to last node +``` ### Search in a linked list ```python @@ -174,6 +186,8 @@ check the list is empty otherwise shift the head to next node. return f"Value '{value}' not found in the list" ``` +Connect all the code. + ```python if __name__ == '__main__': llist = LinkedList() @@ -197,13 +211,17 @@ check the list is empty otherwise shift the head to next node. #delete at the end llist.deleteFromEnd() # 2 3 56 9 4 10 - # Print the list + # Print the original list + llist.printList() + llist.reverseList() #10 4 9 56 3 2 + # Print the reversed list llist.printList() ``` ## Output: -2 3 56 9 4 10 +2 3 56 9 4 10 +10 4 9 56 3 2 ## Real Life uses of Linked List From 20d36f661bb269b64ca0f134954bfce1e47a7926 Mon Sep 17 00:00:00 2001 From: srilekha279 <158455553+srilekha279@users.noreply.github.com> Date: Thu, 27 Jun 2024 22:06:20 +0530 Subject: [PATCH 13/24] Update linked-list.md --- contrib/ds-algorithms/linked-list.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/contrib/ds-algorithms/linked-list.md b/contrib/ds-algorithms/linked-list.md index 31cd2e57..59631e7c 100644 --- a/contrib/ds-algorithms/linked-list.md +++ b/contrib/ds-algorithms/linked-list.md @@ -167,10 +167,10 @@ check the list is empty otherwise shift the head to next node. temp = self.head while(temp): nextNode = temp.next #Store the next node - temp.next = prev #Reverse the pointer of current node - prev = temp #Move `prev` one step forward - temp = nextNode #Move `temp` one step forward. - self.head = prev #Update the head pointer to last node + temp.next = prev # Reverse the pointer of current node + prev = temp # Move prev pointer one step forward + temp = nextNode # Move temp pointer one step forward. + self.head = prev # Update the head pointer to last node ``` ### Search in a linked list From 3048f561ebc44714a7b8cb8f46db0cd2475f4327 Mon Sep 17 00:00:00 2001 From: Divyanshi <126316406+DivyanshiSingh00@users.noreply.github.com> Date: Thu, 27 Jun 2024 22:19:46 +0530 Subject: [PATCH 14/24] Update naive-bayes.md Updating some of the markdown equations. Please consider and please also review this under GSSOC and give this updations some level. --- contrib/machine-learning/naive-bayes.md | 85 +++++++------------------ 1 file changed, 22 insertions(+), 63 deletions(-) diff --git a/contrib/machine-learning/naive-bayes.md b/contrib/machine-learning/naive-bayes.md index 82525997..4bf0f04c 100644 --- a/contrib/machine-learning/naive-bayes.md +++ b/contrib/machine-learning/naive-bayes.md @@ -93,13 +93,9 @@ $$ - Rain: -$$ -P(Rain|Yes) = \frac{2}{6} -$$ +$$P(Rain|Yes) = \frac{2}{6}$$ -$$ -P(Rain|No) = \frac{4}{4} -$$ +$$P(Rain|No) = \frac{4}{4}$$ - Overcast: @@ -111,10 +107,7 @@ $$ $$ -Here, we can see that - $$ - P(Overcast|No) = 0 - $$ +Here, we can see that P(Overcast|No) = 0 This is a zero probability error! Since probability is 0, naive bayes model fails to predict. @@ -124,13 +117,9 @@ Since probability is 0, naive bayes model fails to predict. In Laplace's correction, we scale the values for 1000 instances. - **Calculate prior probabilities** - $$ - P(Yes) = \frac{600}{1002} - $$ + $$P(Yes) = \frac{600}{1002}$$ - $$ - P(No) = \frac{402}{1002} - $$ + $$P(No) = \frac{402}{1002}$$ - **Calculate likelihoods** @@ -151,21 +140,13 @@ Since probability is 0, naive bayes model fails to predict. - **Rain:** - $$ - P(Rain|Yes) = \frac{200}{600} - $$ - $$ - P(Rain|No) = \frac{401}{402} - $$ + $$P(Rain|Yes) = \frac{200}{600}$$ + $$P(Rain|No) = \frac{401}{402}$$ - **Overcast:** - $$ - P(Overcast|Yes) = \frac{400}{600} - $$ - $$ - P(Overcast|No) = \frac{1}{402} - $$ + $$P(Overcast|Yes) = \frac{400}{600}$$ + $$P(Overcast|No) = \frac{1}{402}$$ 2. **Wind (B):** @@ -181,49 +162,27 @@ Since probability is 0, naive bayes model fails to predict. - **Weak:** - $$ - P(Weak|Yes) = \frac{500}{600} - $$ - $$ - P(Weak|No) = \frac{200}{400} - $$ + $$P(Weak|Yes) = \frac{500}{600}$$ + $$P(Weak|No) = \frac{200}{400}$$ - **Strong:** - $$ - P(Strong|Yes) = \frac{100}{600} - $$ - $$ - P(Strong|No) = \frac{200}{400} - $$ + $$P(Strong|Yes) = \frac{100}{600}$$ + $$P(Strong|No) = \frac{200}{400}$$ - **Calculting probabilities:** - $$ - P(PlayTennis|Yes) = P(Yes) * P(Overcast|Yes) * P(Weak|Yes) - $$ - $$ - = \frac{600}{1002} * \frac{400}{600} * \frac{500}{600} - $$ - $$ - = 0.3326 - $$ - - $$ - P(PlayTennis|No) = P(No) * P(Overcast|No) * P(Weak|No) - $$ - $$ - = \frac{402}{1002} * \frac{1}{402} * \frac{200}{400} - $$ - $$ - = 0.000499 = 0.0005 - $$ + $$P(PlayTennis|Yes) = P(Yes) * P(Overcast|Yes) * P(Weak|Yes)$$ + $$= \frac{600}{1002} * \frac{400}{600} * \frac{500}{600}$$ + $$= 0.3326$$ + + $$P(PlayTennis|No) = P(No) * P(Overcast|No) * P(Weak|No)$$ + $$= \frac{402}{1002} * \frac{1}{402} * \frac{200}{400}$$ + $$= 0.000499 = 0.0005$$ Since , -$$ - P(PlayTennis|Yes) > P(PlayTennis|No) -$$ +$$P(PlayTennis|Yes) > P(PlayTennis|No)$$ we can conclude that tennis can be played if outlook is overcast and wind is weak. @@ -366,4 +325,4 @@ print("Confusion matrix: \n",confusion_matrix(y_train,y_pred)) ## Conclusion We can conclude that naive bayes may limit in some cases due to the assumption that the features are independent of each other but still reliable in many cases. Naive Bayes is an efficient classifier and works even on small datasets. - \ No newline at end of file + From 3d25e5a030ec966a6e933bad055262415e0deb62 Mon Sep 17 00:00:00 2001 From: RajKhanke <137288727+RajKhanke@users.noreply.github.com> Date: Sat, 29 Jun 2024 17:50:02 +0530 Subject: [PATCH 15/24] Update index.md --- contrib/plotting-visualization/index.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 02324f22..b1074166 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -10,4 +10,5 @@ - [Seaborn Plotting Functions](seaborn-plotting.md) - [Getting started with Seaborn](seaborn-basics.md) - [Bar Plots in Plotly](plotly-bar-plots.md) -- [Pie Charts in Plotly](plotly-pie-charts.md) \ No newline at end of file +- [Pie Charts in Plotly](plotly-pie-charts.md) +- [Violin Plots in Matplotlib](matplotlib-violin_plots.md) From 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zVhG?LV=oTUK6;Ia$A2B5XJx~dxB;;>r!XLf( EKZ2*rBme*a literal 0 HcmV?d00001 From ba1b163b6ec66507d91a1e996f36fd84e8dd136b Mon Sep 17 00:00:00 2001 From: Manas Deshpande <66067507+manasdeshpande@users.noreply.github.com> Date: Mon, 1 Jul 2024 16:02:10 +0530 Subject: [PATCH 17/24] Created plotly-scatter-plots.md --- .../plotly-scatter-plots.md | 198 ++++++++++++++++++ 1 file changed, 198 insertions(+) create mode 100644 contrib/plotting-visualization/plotly-scatter-plots.md diff --git a/contrib/plotting-visualization/plotly-scatter-plots.md b/contrib/plotting-visualization/plotly-scatter-plots.md new file mode 100644 index 00000000..dc40b1f7 --- /dev/null +++ b/contrib/plotting-visualization/plotly-scatter-plots.md @@ -0,0 +1,198 @@ +# Scatter Plots in Plotly + +* A scatter plot is a type of data visualization that uses dots to show values for two variables, with one variable on the x-axis and the other on the y-axis. It's useful for identifying relationships, trends, and correlations, as well as spotting clusters and outliers. +* The dots on the plot shows how the variables are related. A scatter plot is made with the plotly library's `px.scatter()`. + +## Prerequisites + +Before creating Scatter plots in Plotly you must ensure that you have Python, Plotly and Pandas installed on your system. + +## Introduction + +There are various ways to create Scatter plots in `plotly`. One of the prominent and easiest one is using `plotly.express`. Plotly Express is the easy-to-use, high-level interface to Plotly, which operates on a variety of types of data and produces easy-to-style figures. On the other hand you can also use `plotly.graph_objects` to create various plots. + +Here, we'll be using `plotly.express` to create the Scatter Plots. Also we'll be converting our datasets into pandas DataFrames which makes it extremely convenient and easy to create charts. + +Also, note that when you execute the codes in a simple python file, the output plot will be shown in your **browser**, rather than a pop-up window like in matplotlib. If you do not want that, it is **recommended to create the plots in a notebook (like jupyter)**. For this, install an additional library `nbformat`. This way you can see the output on the notebook itself, and can also render its format to png, jpg, etc. + +## Creating a simple Scatter Plot using `plotly.express.scatter` + +In `plotly.express.scatter`, each data point is represented as a marker point, whose location is given by the x and y columns. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years": years, "Number of Cars sold": num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating scatter plot +fig = px.scatter(df, x='Years', y='Number of Cars sold') + +# Showing plot +fig.show() +``` +![Basic Scatter Plot](images/plotly-basic-scatter-plot.png) + +Here, we are first creating the dataset and converting it into a pandas DataFrame using a dictionary, with its keys being DataFrame columns. Next, we are plotting the scatter plot by using `px.scatter`. In the `x` and `y` parameters, we have to specify a column name in the DataFrame. + +`px.scatter(df, x='Years', y='Number of Cars sold')` is used to specify that the scatter plot is to be plotted by taking the values from column `Years` for the x-axis and the values from column `Number of Cars sold` for the y-axis. + +Note: When you generate the image using the above code, it will show you an interactive plot. If you want an image, you can download it from the interactive plot itself. + +## Customizing Scatter Plots + +### Adding title to the plot + +Simply pass the title of your plot as a parameter in `px.scatter`. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years": years, "Number of Cars sold": num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating scatter plot +fig = px.scatter(df, x='Years', y='Number of Cars sold' ,title='Number of cars sold in various years') + +# Showing plot +fig.show() +``` +![Scatter Plot title](images/plotly-scatter-title.png) + +### Adding bar colors and legends + +* To add different colors to different bars, simply pass the column name of the x-axis or a custom column which groups different bars in `color` parameter. +* There are a lot of beautiful color scales available in plotly and can be found here [plotly color scales](https://plotly.com/python/builtin-colorscales/). Choose your favourite colorscale apply it like this: + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers', + color_discrete_sequence=px.colors.sequential.Agsunset) + +# Showing plot +fig.show() +``` +![Scatter Plot Colors-1](images/plotly-scatter-colour.png) + +You can also set custom colors for each label by passing it as a dictionary(map) in `color_discrete_map`, like this: + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years": years, "Number of Cars sold": num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating scatter plot +fig = px.scatter(df, x='Years', + y='Number of Cars sold' , + title='Number of cars sold in various years', + color='Years', + color_discrete_map={'1998':'red', + '1999':'magenta', + '2000':'green', + '2001':'yellow', + '2002':'royalblue'}) + +# Showing plot +fig.show() +``` +![Scatter Plot Colors-1](images/plotly-scatter-colour-2.png) + +### Setting Size of Scatter + +We may want to set the size of different scatters for visibility differences between categories. This can be done by using the `size` parameter in `px.scatter`, where we specify a column in the DataFrame that determines the size of each scatter point. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years": years, "Number of Cars sold": num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating scatter plot +fig = px.scatter(df, x='Years', + y='Number of Cars sold' , + title='Number of cars sold in various years', + color='Years', + color_discrete_map={'1998':'red', + '1999':'magenta', + '2000':'green', + '2001':'yellow', + '2002':'royalblue'}, + size='Number of Cars sold') + +# Showing plot +fig.show() +``` +![Scatter plot size](images/plotly-scatter-size.png) + +### Giving a hover effect + +you can use the `hover_name` and `hover_data` parameters in `px.scatter`. The `hover_name` parameter specifies the column to use for the `hover text`, and the `hover_data` parameter allows you to specify additional data to display when hovering over a point + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +years = ['1998', '1999', '2000', '2001', '2002'] +num_of_cars_sold = [200, 300, 500, 700, 1000] + +# Converting dataset to pandas DataFrame +dataset = {"Years": years, "Number of Cars sold": num_of_cars_sold} +df = pd.DataFrame(dataset) + +# Creating scatter plot +fig = px.scatter(df, x='Years', + y='Number of Cars sold' , + title='Number of cars sold in various years', + color='Years', + color_discrete_map={'1998':'red', + '1999':'magenta', + '2000':'green', + '2001':'yellow', + '2002':'royalblue'}, + size='Number of Cars sold', + hover_name='Years', + hover_data={'Number of Cars sold': True}) + +# Showing plot +fig.show() +``` +![Scatter Hover](images/plotly-scatter-hover.png) + From 47690b7af47947878119756e6bb554cab6d13998 Mon Sep 17 00:00:00 2001 From: Manas Deshpande <66067507+manasdeshpande@users.noreply.github.com> Date: Mon, 1 Jul 2024 16:07:37 +0530 Subject: [PATCH 18/24] Update Index.md with plotly scatter plots --- contrib/plotting-visualization/index.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 02324f22..db7f33a7 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -10,4 +10,5 @@ - [Seaborn Plotting Functions](seaborn-plotting.md) - [Getting started with Seaborn](seaborn-basics.md) - [Bar Plots in Plotly](plotly-bar-plots.md) -- [Pie Charts in Plotly](plotly-pie-charts.md) \ No newline at end of file +- [Pie Charts in Plotly](plotly-pie-charts.md) +- [Scatter Plots in Plotly](plotly-scatter-plots.md) From 7b209363dd6e8eb4768d3eb2a19e5a607174cbf3 Mon Sep 17 00:00:00 2001 From: Salma Mamdoh 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b/contrib/machine-learning/eda.md similarity index 100% rename from contrib/machine-learning/exploratory_dataAnalysis.md rename to contrib/machine-learning/eda.md From 3843fcad54cc71d466b831e722415093824c22fb Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Thu, 4 Jul 2024 22:49:17 +0530 Subject: [PATCH 22/24] Update index.md --- contrib/machine-learning/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/contrib/machine-learning/index.md b/contrib/machine-learning/index.md index 37df2a8e..7ee61ebe 100644 --- a/contrib/machine-learning/index.md +++ b/contrib/machine-learning/index.md @@ -27,4 +27,4 @@ - [Transformers](transformers.md) - [Reinforcement Learning](reinforcement-learning.md) - [Neural network regression](neural-network-regression.md) -- [exploratory data analysis](exploratory_dataAnalysis.md) \ No newline at end of file +- [Exploratory Data Analysis](eda.md) From 4ac12fefc85382ff3a1d0532f57e721a1474efbe Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Thu, 4 Jul 2024 23:05:47 +0530 Subject: [PATCH 23/24] Update and rename matplotlib-violin_plots.md to matplotlib-violin-plots.md --- .../{matplotlib-violin_plots.md => matplotlib-violin-plots.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename contrib/plotting-visualization/{matplotlib-violin_plots.md => matplotlib-violin-plots.md} (100%) diff --git a/contrib/plotting-visualization/matplotlib-violin_plots.md b/contrib/plotting-visualization/matplotlib-violin-plots.md similarity index 100% rename from contrib/plotting-visualization/matplotlib-violin_plots.md rename to contrib/plotting-visualization/matplotlib-violin-plots.md From edeffda1886757833b88c997cf52587859978cd2 Mon Sep 17 00:00:00 2001 From: Ashita Prasad Date: Thu, 4 Jul 2024 23:08:05 +0530 Subject: [PATCH 24/24] Delete contrib/plotting-visualization/images/matplotlib-sub-plots.md --- .../images/matplotlib-sub-plots.md | 216 ------------------ 1 file changed, 216 deletions(-) delete mode 100644 contrib/plotting-visualization/images/matplotlib-sub-plots.md diff --git a/contrib/plotting-visualization/images/matplotlib-sub-plots.md b/contrib/plotting-visualization/images/matplotlib-sub-plots.md deleted file mode 100644 index 97d45cea..00000000 --- a/contrib/plotting-visualization/images/matplotlib-sub-plots.md +++ /dev/null @@ -1,216 +0,0 @@ -# Bar Plots in Matplotlib -A bar plot or a bar chart is a type of data visualisation that represents data in the form of rectangular bars, with lengths or heights proportional to the values and data which they represent. The bar plots can be plotted both vertically and horizontally. - -It is one of the most widely used type of data visualisation as it is easy to interpret and is pleasing to the eyes. - -Matplotlib provides a very easy and intuitive method to create highly customized bar plots. - -## Prerequisites - -Before creating bar plots in matplotlib you must ensure that you have Python as well as Matplotlib installed on your system. - -## Creating a simple Bar Plot with `bar()` method - -A very basic Bar Plot can be created with `bar()` method in `matplotlib.pyplot` - -```Python -import matplotlib.pyplot as plt - -# Creating dataset -x = ["A", "B", "C", "D"] -y = [2, 7, 9, 11] - -# Creating bar plot -plt.bar(x,y) -plt.show() # Shows the plot -``` -When executed, this would show the following bar plot: - -![Basic Bar Plot](images/basic_bar_plot.png) - -The `bar()` function takes arguments that describes the layout of the bars. - -Here, `plt.bar(x,y)` is used to specify that the bar chart is to be plotted by taking the `x` array as X-axis and `y` array as Y-axis. You can customize the graph further like adding labels to the axes, color of the bars, etc. These will be explored in the upcoming sections. - -Additionally, you can also use `numpy` arrays for faster generation when handling large datasets. - -```Python -import matplotlib.pyplot as plt -import numpy as np - -# Using numpy array -x = np.array(["A", "B", "C", "D"]) -y = np.array([2, 7, 9, 11]) - -plt.bar(x,y) -plt.show() -``` -Its output would be the same as above. - -## Customizing Bar Plots - -For creating customized bar plots, it is **highly recommended** to create the plots using `matplotlib.pyplot.subplots()`, otherwise it is difficult to apply the customizations in the newer versions of Matplotlib. - -### Adding title to the graph and labeling the axes - -Let us create an imaginary graph of number of cars sold in a various years. - -```Python -import matplotlib.pyplot as plt - -fig, ax = plt.subplots() - -years = ['1999', '2000', '2001', '2002'] -num_of_cars_sold = [300, 500, 700, 1000] - -# Creating bar plot -ax.bar(years, num_of_cars_sold) - -# Adding axis labels -ax.set_xlabel("Years") -ax.set_ylabel("Number of cars sold") - -# Adding plot title -ax.set_title("Number of cars sold in various years") - -plt.show() -``` - -![Title and axis labels](images/title_and_axis_labels.png) - -Here, we have created a `matplotlib.pyplot.subplots()` object which returns a `Figure` object `fig` as well as an `Axes` object `ax` both of which are used for customizing the bar plot. `ax.set_xlabel`, `ax.set_ylabel` and `ax.set_title` are respectively used for adding labels of X, Y axis and adding title to the graph. - -### Adding bar colors and legends - -Let us consider our previous example of number of cars sold in various years and suppose that we want to add different colors to the bars from different centuries and respective legends for better interpretation. - -This can be achieved by creating two separate arrays `bar_colors` for bar colors and `bar_labels` for legend labels and passing them as arguments to parameters color and label respectively in `ax.bar` method. - -```Python -import matplotlib.pyplot as plt - -fig, ax = plt.subplots() - -years = ['1998', '1999', '2000', '2001', '2002'] -num_of_cars_sold = [200, 300, 500, 700, 1000] -bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] -bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] - -# Creating the customized bar plot -ax.bar(years, num_of_cars_sold, color=bar_colors, label=bar_labels) - -# Adding axis labels -ax.set_xlabel("Years") -ax.set_ylabel("Number of cars sold") - -# Adding plot title -ax.set_title("Number of cars sold in various years") - -# Adding legend title -ax.legend(title='Centuries') - -plt.show() -``` - -![Bar colors and Legends](images/bar_colors_and_legends.png) - -Note that the labels with a preceding underscore won't show up in the legend. Legend titles can be added by simply passing `title` argument in `ax.legend()`, as shown. Also, you can have a different color for all the bars by passing the `HEX` value of that color in the `color` parameter. - -### Adding labels to bars - -We may want to add labels to bars representing their absolute (or truncated) values for instant and accurate reading. This can be achieved by passing the `BarContainer` object (returned by `ax.bar()` method) which is basically a aontainer with all the bars and optionally errorbars to `ax.bar_label` method. - -```Python -import matplotlib.pyplot as plt - -fig, ax = plt.subplots() - -years = ['1998', '1999', '2000', '2001', '2002'] -num_of_cars_sold = [200, 300, 500, 700, 1000] -bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] -bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] - -# BarContainer object -bar_container = ax.bar(years, num_of_cars_sold, color=bar_colors, label=bar_labels) - -ax.set_xlabel("Years") -ax.set_ylabel("Number of cars sold") -ax.set_title("Number of cars sold in various years") -ax.legend(title='Centuries') - -# Adding bar labels -ax.bar_label(bar_container) - -plt.show() -``` - -![Bar Labels](images/bar_labels.png) - -**Note:** There are various other methods of adding bar labels in matplotlib. - -## Horizontal Bar Plot - -We can create horizontal bar plots by using the `barh()` method in `matplotlib.pyplot`. All the relevant customizations are applicable here also. - -```Python -import matplotlib.pyplot as plt - -fig, ax = plt.subplots(figsize=(10,5)) # figsize is used to alter the size of figure - -years = ['1998', '1999', '2000', '2001', '2002'] -num_of_cars_sold = [200, 300, 500, 700, 1000] -bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] -bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] - -# Creating horizontal bar plot -bar_container = ax.barh(years, num_of_cars_sold, color=bar_colors, label=bar_labels) - -# Adding axis labels -ax.set_xlabel("Years") -ax.set_ylabel("Number of cars sold") - -# Adding Title -ax.set_title("Number of cars sold in various years") -ax.legend(title='Centuries') - -# Adding bar labels -ax.bar_label(bar_container) - -plt.show() -``` - -![Horizontal Bar Plot-1](images/horizontal_bar_plot_1.png) - -We can also invert the Y-axis labels here to show the top values first. - -```Python -import matplotlib.pyplot as plt - -fig, ax = plt.subplots(figsize=(10,5)) # figsize is used to alter the size of figure - -years = ['1998', '1999', '2000', '2001', '2002'] -num_of_cars_sold = [200, 300, 500, 700, 1000] -bar_colors = ['tab:green', 'tab:green', 'tab:blue', 'tab:blue', 'tab:blue'] -bar_labels = ['1900s', '_1900s', '2000s', '_2000s', '_2000s'] - -# Creating horizontal bar plot -bar_container = ax.barh(years, num_of_cars_sold, color=bar_colors, label=bar_labels) - -# Adding axis labels -ax.set_xlabel("Years") -ax.set_ylabel("Number of cars sold") - -# Adding Title -ax.set_title("Number of cars sold in various years") -ax.legend(title='Centuries') - -# Adding bar labels -ax.bar_label(bar_container) - -# Inverting Y-axis -ax.invert_yaxis() - -plt.show() -``` - -![Horizontal Bar Plot-2](images/horizontal_bar_plot_2.png)

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