diff --git a/activities/1.1-basic-jupyter-notebook.ipynb b/activities/1.1-basic-jupyter-notebook.ipynb index dba7f486..8229ab35 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": [ @@ -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..9a7711fd 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": 5, "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": 6, "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": 7, "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": 8, "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": 9, "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": 10, "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/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index eab74494..c7f55149 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-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 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", + "\n", + "# Step 1: Create x and y values\n", + "x = list(range(0, 11)) # x values from 0 to 10\n", + "y = [i ** 2 for i in x] # y values as square of x\n", + "\n", + "# Step 2: Create the plot\n", + "plt.plot(x, y, marker='o', color='blue')\n", + "\n", + "# Step 3: Customize the plot\n", + "plt.title('Square of X from 0 to 10') # Title\n", + "plt.xlabel('X values') # X-axis label\n", + "plt.ylabel('Y = X squared') # Y-axis label\n", + "plt.grid(True) # Show grid\n", + "\n", + "# Step 4: Display 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..b72b72f9 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -9,18 +9,61 @@ }, { "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", + "\n", + "# Step 1: Define data\n", + "categories = ['A', 'B', 'C', 'D']\n", + "values = [5, 7, 3, 9]\n", + "colors = ['red', 'green', 'blue', 'orange'] # Different colors for each bar\n", + "\n", + "# Step 2: Create bar plot\n", + "plt.bar(categories, values, color=colors)\n", + "\n", + "# Step 3: Customize the plot\n", + "plt.title('Bar Plot of Categories A to D') # Add title\n", + "plt.xlabel('Categories') # X-axis label (optional)\n", + "plt.ylabel('Values') # Y-axis label (optional)\n", + "plt.grid(axis='y') # Add horizontal grid lines\n", + "\n", + "# Step 4: 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..636f53ad 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -9,18 +9,64 @@ }, { "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", + "# Step 1: Define data\n", + "x = [1, 2, 3, 4, 5]\n", + "y = [2, 4, 6, 8, 10]\n", + "\n", + "# Step 2: Create scatter plot\n", + "plt.scatter(x, y, color='purple')\n", + "\n", + "# Step 3: 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=(0,10), ha='center')\n", + "\n", + "# Step 4: Customize the plot\n", + "plt.title('Scatter Plot with Annotations')\n", + "plt.xlabel('X values')\n", + "plt.ylabel('Y values')\n", + "plt.grid(True)\n", + "\n", + "# Step 5: 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..968ada99 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", + "# Step 1: Define data\n", + "labels = ['Python', 'Java', 'C++', 'JavaScript']\n", + "sizes = [40, 25, 20, 15]\n", + "colors = ['gold', 'skyblue', 'lightcoral', 'limegreen'] # Optional: custom colors\n", + "\n", + "# Step 2: Create pie chart\n", + "plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%', startangle=140)\n", + "\n", + "# Step 3: Customize the plot\n", + "plt.title('Programming Language Usage')\n", + "plt.axis('equal') # Equal aspect ratio ensures the pie is circular.\n", + "\n", + "# Step 4: 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..e521df09 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -9,18 +9,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "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." ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Set up the figure and subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 8))\n", + "\n", + "# 1️⃣ Line Chart (Top-Left)\n", + "x = list(range(0, 11))\n", + "y = [i**2 for i in x]\n", + "axs[0, 0].plot(x, y, marker='o', color='blue')\n", + "axs[0, 0].set_title('Line Chart')\n", + "axs[0, 0].set_xlabel('X')\n", + "axs[0, 0].set_ylabel('Y = X²')\n", + "axs[0, 0].grid(True)\n", + "\n", + "# 2️⃣ Bar Chart (Top-Right)\n", + "categories = ['A', 'B', 'C', 'D']\n", + "values = [5, 7, 3, 9]\n", + "colors = ['red', 'green', 'blue', 'orange']\n", + "axs[0, 1].bar(categories, values, color=colors)\n", + "axs[0, 1].set_title('Bar Chart')\n", + "\n", + "# 3️⃣ Scatter Plot (Bottom-Left)\n", + "x_scatter = [1, 2, 3, 4, 5]\n", + "y_scatter = [2, 4, 6, 8, 10]\n", + "axs[1, 0].scatter(x_scatter, y_scatter, color='purple')\n", + "for i in range(len(x_scatter)):\n", + " axs[1, 0].annotate(f'({x_scatter[i]}, {y_scatter[i]})', \n", + " (x_scatter[i], y_scatter[i]), \n", + " textcoords=\"offset points\", xytext=(0,10), ha='center')\n", + "axs[1, 0].set_title('Scatter Plot')\n", + "axs[1, 0].set_xlabel('X')\n", + "axs[1, 0].set_ylabel('Y')\n", + "axs[1, 0].grid(True)\n", + "\n", + "# 4️⃣ Pie Chart (Bottom-Right)\n", + "labels = ['Python', 'Java', 'C++', 'JavaScript']\n", + "sizes = [40, 25, 20, 15]\n", + "pie_colors = ['gold', 'skyblue', 'lightcoral', 'limegreen']\n", + "axs[1, 1].pie(sizes, labels=labels, colors=pie_colors, autopct='%1.1f%%', startangle=140)\n", + "axs[1, 1].set_title('Pie Chart')\n", + "axs[1, 1].axis('equal') # Equal aspect ratio for a circular pie\n", + "\n", + "# Adjust layout and display\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..8d3e115e 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -16,11 +16,60 @@ "# 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." ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Step 1: Define the data\n", + "data = [1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5]\n", + "\n", + "# Step 2: Create the histogram\n", + "plt.hist(data, bins=5, color='teal', edgecolor='black') # 5 bins for values 1 to 5\n", + "\n", + "# Step 3: Customize the plot\n", + "plt.title('Histogram of Data')\n", + "plt.xlabel('Value')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(axis='y')\n", + "\n", + "# Step 4: 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,