From c5bb254ae077057607773c64bfcf710459b80bbf Mon Sep 17 00:00:00 2001 From: M Surya <150417537+suriya1133@users.noreply.github.com> Date: Thu, 29 May 2025 06:18:19 +0000 Subject: [PATCH] Main1133 --- src/1-line-plot.ipynb | 42 ++++++++++++++++++++++++--- src/2-bar-plot.ipynb | 42 ++++++++++++++++++++++++--- src/3-scatter-plot.ipynb | 46 +++++++++++++++++++++++++++--- src/4-pie-chart.ipynb | 44 ++++++++++++++++++++++++++--- src/5-subplot.ipynb | 61 +++++++++++++++++++++++++++++++++++++--- src/6-histogram.ipynb | 42 ++++++++++++++++++++++++--- 6 files changed, 253 insertions(+), 24 deletions(-) diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index eab74494..617f2856 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -9,18 +9,52 @@ }, { "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." + "# Customize the plot by adding a title, labels for both axes, and a grid.\n", + "import matplotlib.pyplot as plt\n", + "x = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "y = [0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100]\n", + "plt.plot(x, y, color='red', linewidth=2, marker='o') \n", + "plt.title(\"Line Plot with Custom Color\")\n", + "plt.xlabel(\"X-axis\")\n", + "plt.ylabel(\"Y-axis\")\n", + "plt.grid(True)\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..d126f957 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -9,18 +9,52 @@ }, { "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." + "# Use different colors for each bar and add a title to the plot.\n", + "import matplotlib.pyplot as plt\n", + "cat = ['A', 'B', 'C', 'D']\n", + "val = [5,7,3,9]\n", + "colors = ['red', 'green', 'blue', 'orange']\n", + "plt.bar(cat, val, color=colors)\n", + "plt.title(\"Bar Chart with Custom Colors\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Value\")\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..85742b44 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -9,18 +9,56 @@ }, { "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", + "x = [1, 2, 3, 4, 5]\n", + "y = [2, 4, 6, 8, 10]\n", + "plt.scatter(x, y, color='blue', label='Data Points')\n", + "plt.plot(x, y, color='lightblue', linestyle='--', linewidth=2, label='Trend Line')\n", + "for i, txt in enumerate(zip(x, y)):\n", + " plt.annotate(f'{txt}', (x[i], y[i]), textcoords=\"offset points\", xytext=(5,5), ha='center')\n", + "plt.title('Scatter Plot with Annotations and Connection Line')\n", + "plt.xlabel('X-axis')\n", + "plt.ylabel('Y-axis')\n", + "plt.grid(True)\n", + "plt.legend()\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..f1e5385e 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -9,18 +9,54 @@ }, { "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", + "explode = [0.1, 0, 0, 0]\n", + "plt.figure(figsize=(8, 6))\n", + "plt.pie(sizes, labels=labels, autopct='%1.1f%%', startangle=140, explode=explode, shadow=True)\n", + "plt.title('Programming Language Popularity')\n", + "plt.axis('equal')\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..5f894d7a 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -9,18 +9,71 @@ }, { "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 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", + "\n", + "# Data\n", + "x = [0, 1, 2, 3, 4]\n", + "y = [0, 1, 4, 9, 16]\n", + "cat = ['A', 'B', 'C', 'D']\n", + "val = [5, 3, 9, 6]\n", + "labels = ['Apple', 'Banana', 'Cherry', 'Date']\n", + "sizes = [10, 15, 7, 5]\n", + "\n", + "bar_colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728'] \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 10))\n", + "\n", + "axs[0, 0].plot(x, y, color='red', marker='o')\n", + "axs[0, 0].set_title('Line Plot')\n", + "\n", + "axs[0, 1].bar(cat, val, color=bar_colors)\n", + "axs[0, 1].set_title('Bar Plot')\n", + "\n", + "axs[1, 0].scatter(x, y, color='purple')\n", + "axs[1, 0].set_title('Scatter Plot')\n", + "\n", + "explode = [0.1, 0, 0, 0] \n", + "axs[1, 1].pie(sizes, labels=labels, autopct='%1.1f%%', explode=explode, shadow=True, startangle=90)\n", + "axs[1, 1].set_title('Pie Chart')\n", + "plt.tight_layout()\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/6-histogram.ipynb b/src/6-histogram.ipynb index 5e6e6b60..c2a908d0 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -9,18 +9,52 @@ }, { "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", + "data = [1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5]\n", + "plt.hist(data, bins=5, range=(1, 6), color='green', edgecolor='black')\n", + "plt.title('Histogram of Data')\n", + "plt.xlabel('Value')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(range(1, 7))\n", + "plt.grid(axis='y', alpha=0.75)\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,