diff --git a/activities/1.1-basic-jupyter-notebook.ipynb b/activities/1.1-basic-jupyter-notebook.ipynb index dba7f486..36318be4 100644 --- a/activities/1.1-basic-jupyter-notebook.ipynb +++ b/activities/1.1-basic-jupyter-notebook.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "f2b4273a", "metadata": {}, "outputs": [ @@ -39,13 +39,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Hello, JupyterLab!\n" + "Hello, Uppara Harshitha\n" ] } ], "source": [ "# This is a Python code cell\n", - "print('Hello, JupyterLab!')" + "print('Hello, Uppara Harshitha')" ] }, { @@ -159,7 +159,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/activities/1.2-using-matplotlib.ipynb b/activities/1.2-using-matplotlib.ipynb index 628fcd55..ed143874 100644 --- a/activities/1.2-using-matplotlib.ipynb +++ b/activities/1.2-using-matplotlib.ipynb @@ -24,12 +24,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -71,12 +71,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -116,12 +116,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -161,12 +161,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -205,12 +205,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -250,12 +250,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -313,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/playground.ipynb b/playground.ipynb index e69de29b..c55a2876 100644 --- a/playground.ipynb +++ b/playground.ipynb @@ -0,0 +1,10 @@ +{ + "cells": [], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index eab74494..e4da84df 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -9,18 +9,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# TASK: Create a line plot with x values ranging from 0 to 10 and y values as the square of x.\n", - "# Customize the plot by adding a title, labels for both axes, and a grid." + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# Generate x values from 0 to 10\n", + "x = np.linspace(0, 10, 100)\n", + "y = x ** 2 # Square of x\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(x, y, label=\"y = x²\", color='b', linestyle='-', linewidth=2)\n", + "\n", + "# Customization\n", + "plt.title(\"Line Plot of y = x²\", fontsize=14)\n", + "plt.xlabel(\"X values\", fontsize=12)\n", + "plt.ylabel(\"Y values\", fontsize=12)\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.show()\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4, diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index 9d3fb712..165eddc5 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -9,18 +9,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# TASK: Create a bar plot with the following data: categories = ['A', 'B', 'C', 'D'] and values = [5, 7, 3, 9].\n", - "# Use different colors for each bar and add a title to the plot." + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Data\n", + "categories = ['A', 'B', 'C', 'D']\n", + "values = [5, 7, 3, 9]\n", + "colors = ['red', 'blue', 'green', 'purple'] # Different colors for each bar\n", + "\n", + "# Create the bar plot\n", + "plt.figure(figsize=(7, 5))\n", + "plt.bar(categories, values, color=colors)\n", + "\n", + "# Customization\n", + "plt.title(\"Bar Plot of Categories and Values\", fontsize=14)\n", + "plt.xlabel(\"Categories\", fontsize=12)\n", + "plt.ylabel(\"Values\", fontsize=12)\n", + "\n", + "# Show the plot\n", + "plt.show()\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4, diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index 9bed601f..bab50742 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -9,18 +9,66 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# TASK: Create a scatter plot with x = [1, 2, 3, 4, 5] and y = [2, 4, 6, 8, 10].\n", - "# Annotate each point with its (x, y) value, and set the title as 'Scatter Plot with Annotations'." + "# Annotate each point with its (x, y) value, and set the title as 'Scatter Plot with Annotations'.\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Data\n", + "x = [1, 2, 3, 4, 5]\n", + "y = [2, 4, 6, 8, 10]\n", + "\n", + "# Create the scatter plot\n", + "plt.figure(figsize=(7, 5))\n", + "plt.scatter(x, y, color='blue', marker='o', s=100, label='Data Points')\n", + "\n", + "# Annotate each point\n", + "for i in range(len(x)):\n", + " plt.annotate(f'({x[i]}, {y[i]})', (x[i], y[i]), textcoords=\"offset points\", xytext=(5,5), ha='right')\n", + "\n", + "# Customization\n", + "plt.title(\"Scatter Plot with Annotations\", fontsize=14)\n", + "plt.xlabel(\"X values\", fontsize=12)\n", + "plt.ylabel(\"Y values\", fontsize=12)\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.show()\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4, diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index eedc5b94..3b66d082 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -9,18 +9,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# TASK: Create a pie chart with the following data: labels = ['Python', 'Java', 'C++', 'JavaScript'] and sizes = [40, 25, 20, 15].\n", - "# Display the percentages on the chart using autopct." + "# Display the percentages on the chart using autopct.\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Data\n", + "labels = ['Python', 'Java', 'C++', 'JavaScript']\n", + "sizes = [40, 25, 20, 15]\n", + "colors = ['skyblue', 'orange', 'lightgreen', 'red'] # Custom colors\n", + "\n", + "# Create the pie chart\n", + "plt.figure(figsize=(7, 7))\n", + "plt.pie(sizes, labels=labels, autopct='%1.1f%%', colors=colors, startangle=140, wedgeprops={'edgecolor': 'black'})\n", + "\n", + "# Add title\n", + "plt.title(\"Programming Languages Usage Distribution\", fontsize=14)\n", + "\n", + "# Show the chart\n", + "plt.show()\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4, diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 98e4fa95..e3cc31ac 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -9,18 +9,81 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# TASK: Create a 2x2 subplot layout.\n", - "# Plot a line chart in the first subplot, a bar chart in the second, a scatter plot in the third, and a pie chart in the fourth." + "# Plot a line chart in the first subplot, a bar chart in the second, a scatter plot in the third, and a pie chart in the fourth.\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# Data for different plots\n", + "x = np.linspace(0, 10, 10)\n", + "y = x ** 2\n", + "\n", + "categories = ['A', 'B', 'C', 'D']\n", + "values = [5, 7, 3, 9]\n", + "\n", + "scatter_x = [1, 2, 3, 4, 5]\n", + "scatter_y = [2, 4, 6, 8, 10]\n", + "\n", + "labels = ['Python', 'Java', 'C++', 'JavaScript']\n", + "sizes = [40, 25, 20, 15]\n", + "\n", + "# Create subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 10))\n", + "\n", + "# Line Plot (Top-Left)\n", + "axs[0, 0].plot(x, y, color='b', linestyle='-', linewidth=2, label=\"y = x²\")\n", + "axs[0, 0].set_title(\"Line Plot\")\n", + "axs[0, 0].set_xlabel(\"X values\")\n", + "axs[0, 0].set_ylabel(\"Y values\")\n", + "axs[0, 0].grid(True)\n", + "axs[0, 0].legend()\n", + "\n", + "# Bar Chart (Top\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4, diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index 5e6e6b60..96c2bba9 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -9,18 +9,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# TASK: Create a histogram for the following data: data = [1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5].\n", - "# Customize the histogram with a title, labels for the x-axis, and a specific color for the bars." + "# Customize the histogram with a title, labels for the x-axis, and a specific color for the bars.\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Data\n", + "data = [1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5]\n", + "\n", + "# Create histogram\n", + "plt.figure(figsize=(7, 5))\n", + "plt.hist(data, bins=5, color='teal', edgecolor='black', alpha=0.7)\n", + "\n", + "# Customization\n", + "plt.title(\"Histogram of Data\", fontsize=14)\n", + "plt.xlabel(\"Value\", fontsize=12)\n", + "plt.ylabel(\"Frequency\", fontsize=12)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Show plot\n", + "plt.show()\n" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" } }, "nbformat": 4,