From 66e5010ec59fdbbb58fc8a317508b15fad7d139f Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 17:27:32 +0000 Subject: [PATCH 1/6] Commit Graphs --- activities/1.1-basic-jupyter-notebook.ipynb | 8 +-- src/1-line-plot.ipynb | 49 +++++++++++++++- src/2-bar-plot.ipynb | 46 ++++++++++++++- src/3-scatter-plot.ipynb | 58 ++++++++++++++++++- src/4-pie-chart.ipynb | 45 ++++++++++++++- src/5-subplot.ipynb | 62 ++++++++++++++++++++- src/6-histogram.ipynb | 52 ++++++++++++++++- 7 files changed, 310 insertions(+), 10 deletions(-) diff --git a/activities/1.1-basic-jupyter-notebook.ipynb b/activities/1.1-basic-jupyter-notebook.ipynb index dba7f486..0083ca4a 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, Trisha!\n" ] } ], "source": [ "# This is a Python code cell\n", - "print('Hello, JupyterLab!')" + "print('Hello, Trisha!')" ] }, { @@ -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/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index eab74494..9c7ce46c 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -16,11 +16,58 @@ "# 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." ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x=np.arange(0,11)\n", + "y=x**2\n", + "\n", + "plt.plot(x,y,marker='o',linestyle='-',color='b')\n", + "\n", + "plt.title(\"Line Plot of v vs x2\")\n", + "plt.xlabel(\"x values\")\n", + "plt.ylabel(\"y values\")\n", + "\n", + "plt.grid(True)\n", + "plt.show()" + ] } ], "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..09e19bb2 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -16,11 +16,55 @@ "# 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." ] + }, + { + "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", + "cat=['A','B','C','D']\n", + "val=[5,7,3,9]\n", + "colors=['red','blue','green','orange']\n", + "\n", + "plt.bar(cat,val,color=colors)\n", + "\n", + "plt.title(\"Bar Plot for Categories\")\n", + "\n", + "plt.show()" + ] } ], "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..e847f360 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -16,11 +16,67 @@ "# 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'." ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Y axis')" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "x=[1,2,3,4,5]\n", + "y=[2,4,6,8,10]\n", + "\n", + "plt.scatter(x,y,color='blue')\n", + "\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='left')\n", + "\n", + "plt.title(\"Scatter Plot with Annotations\")\n", + "plt.xlabel(\"X axis\")\n", + "plt.ylabel(\"Y axis\")" + ] } ], "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..7e259d1a 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -16,11 +16,54 @@ "# 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." ] + }, + { + "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", + "labels=['Python','Java','C++','JavaScript']\n", + "sizes=[40,25,20,15]\n", + "\n", + "plt.pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", + "plt.axis('equal')\n", + "\n", + "plt.title(\"Programming Language Popularity\")\n", + "plt.show()" + ] } ], "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..80e0e457 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -16,11 +16,71 @@ "# 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": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x=np.arange(1,6)\n", + "y=x**2\n", + "categories=['A','B','C','D']\n", + "values=[5,7,3,9]\n", + "sizes=[40,25,20,15]\n", + "labels=['Python','Java','C++','JavaScript']\n", + "\n", + "fig,axs=plt.subplots(2,2, figsize=(10,8))\n", + "\n", + "axs[0,0].plot(x,y,marker='o')\n", + "axs[0,0].set_title(\"Line Chart\")\n", + "\n", + "axs[0,1].bar(categories,values,color=['red','blue','green'])\n", + "axs[0,1].set_title(\"Bar Chart\")\n", + "\n", + "axs[1,0].scatter(x,y,color='purple')\n", + "axs[1,0].set_title(\"Scatter Plot\")\n", + "\n", + "axs[1,1].pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", + "axs[1,1].set_title(\"Pie Chart\")\n", + "axs[1,1].axis('equal')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] } ], "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..aec102e3 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -16,11 +16,61 @@ "# 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": { + "text/plain": [ + "Text(0, 0.5, 'Frequency')" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "data=[1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5]\n", + "plt.hist(data,bins=5,color='teal',edgecolor='black')\n", + "plt.title(\"Histogram\")\n", + "plt.xlabel(\"Value\")\n", + "plt.ylabel(\"Frequency\")" + ] } ], "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, From 3e79484fe1bc89f4e9b03ba7bfc5471906b67cdb Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 17:33:19 +0000 Subject: [PATCH 2/6] Commit Changes --- .vscode/settings.json | 5 +++++ src/1-line-plot.ipynb | 8 ++++---- src/2-bar-plot.ipynb | 4 ++-- src/3-scatter-plot.ipynb | 4 ++-- src/4-pie-chart.ipynb | 2 +- src/5-subplot.ipynb | 4 ++-- src/6-histogram.ipynb | 4 ++-- 7 files changed, 18 insertions(+), 13 deletions(-) create mode 100644 .vscode/settings.json diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..b242572e --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,5 @@ +{ + "githubPullRequests.ignoredPullRequestBranches": [ + "main" + ] +} \ No newline at end of file diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index 9c7ce46c..b47bf4f4 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -19,12 +19,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { - "image/png": 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jwIGC44VhwP79sH59Jm3a5JOIiqGoPzu3DTvJyckABAcH27UHBwfn7ktOTqZ69ep2+318fKhcuXLuMfmZMmUK48ePz9O+du1aypYte7ml55GQkODwc0pe6mfXUV+7hvrZNdTPjrVxYw2g6UWPW7MmkdTUg5f1WWlpaUU6zm3DjjONGDGC2NjY3O2UlBTCw8Pp0KEDQUFBDvucjIwMEhISaN++Pb6+vg47r9hTP7uO+to11M+uoX52jsBAGzNmXPy4jh0b06ZNo8v6rJw7MxfjtmEnJCQEgCNHjhAaGprbfuTIERo3bpx7zNGjR+3el5mZyd9//537/vz4+/vj7++fp93X19cpv/DOOq/YUz+7jvraNdTPrqF+dqx27SA0FA4fzn+/zQY1a0K7dj6XPWanqD83t51nJyIigpCQENatW5fblpKSwtatW2nRogUALVq04MSJE+zcuTP3mC+++ILs7GyaNWvm8ppFRERKOy8vKOj5IJvN/GdcnOsGJ4PFV3ZOnz7NL7/8krudlJREYmIilStXplatWsTExPDcc89Rr149IiIiGD16NGFhYXTt2hWAq6++mttuu43Bgwczb948MjIyGDJkCH369NGTWCIiIhZ49VXYuRN8fKBKFThy5Ny+mjXNoNOtm2trsjTs7Nixg3bt2uVu54yj6d+/PwsXLuSpp54iNTWVBx98kBMnTtCqVSvi4+MJCAjIfc/SpUsZMmQIt956K15eXnTv3p2ZM2e6/HsREREp7fbsgZwhsdOmweOPm09drVmTSMeOjR1y6+pSWBp22rZti5Hfg/j/stlsTJgwgQkTJhR4TOXKlVm2bJkzyhMREZEiOnsW+vWDf/6ByEhzrh0vL2jTxiA19SBt2jSyJOiAG4/ZERERkZJj3Djz9lXlyrBwoRl03IUblSIiIiIl0caN8Pzz5uv586FGDWvruZDCjoiIiFyyEyfg3nvNmZEHDoTu3a2uKC+FHREREblk0dGwbx/UrQsvv2x1NflT2BEREZFLsmyZ+eXtDW+9BeXLW11R/hR2REREpNj++AMefdR8PXo0NG9ubT2FUdgRERGRYsnKgvvug5MnzZAzcqTVFRVOYUdERESK5YUXzCewypUzb1/5uO1KmyaFHRERESmynTvN21YAM2eaA5PdncKOiIiIFElamjlLcmam+Yj5gAFWV1Q0CjsiIiJSJE8+aa5/FRZmLviZs4q5u1PYERERkYv6+GOYO9d8vXChuaJ5SaGwIyIiIoU6cgQGDTJfDxsG7dtbW09xKeyIiIhIgQzDDDrHjkHDhjB5stUVFZ/CjoiIiBRo7lz49FPw9zdnSw4IsLqi4lPYERERkXzt3g1PPGG+njoVGjSwtp5LpbAjIiIieZw9az5mfuaMOUbnscesrujSKeyIiIhIHmPGwHffmU9dLVwIXiU4MZTg0kVERMQZvvwSpk0zX7/2mjmvTkmmsCMiIiK5jh83F/k0DLj/frjrLqsrunwKOyIiIgKYAefRR2H/fnPNq7g4qytyDIUdERERAWDpUnjnHfD2Nl+XK2d1RY6hsCMiIiL8/jtER5uvx4yBZs0sLcehFHZERERKuawsc5xOSgrcdBM8+6zVFTmWwo6IiEgpN3UqbNoE5cvDkiXg42N1RY6lsCMiIlKK7dgBY8ear2fNgiuusLYeZ1DYERERKaVSU81ZkjMzoWdP81aWJ1LYERERKaWeeAJ+/hlq1IB588Bms7oi51DYERERKYU+/BBefdV8vWgRVK5sbT3OpLAjIiJSyiQnm7Mjg3l159Zbra3H2RR2REREShHDgIED4c8/oVEjmDTJ6oqcT2FHRESkFJk9G+Ljwd/fnCXZ39/qipxPYUdERKSU+PFHGD7cfD1tGlx7rbX1uIrCjoiISCmQnm4+Zn7mDERFwWOPWV2R6yjsiIiIlAKjR0NiIlStCgsWeO5j5vlR2BEREfFw69fDiy+ar19/HUJDra3H1RR2REREPNjx4+bMyIYBgwdDly5WV+R6CjsiIiIeyjDg4YfhwAG48kqYMcPqiqyhsCMiIuKhliyBFSvA29t8zLxcOasrsobCjoiIiAdKSoIhQ8zX48bBjTdaWo6lFHZEREQ8TGYm3HsvnDoFLVvCiBFWV2QthR0REREP8/zz8PXXUL68eSvL29vqiqylsCMiIuJBtm0zb1sBvPIKRERYWo5bUNgRERHxEKdPm7MkZ2VBr17mrSxR2BEREfEYw4bBL79AzZowb17pmiW5MAo7IiIiHmD1anN2ZJsNFi+GSpWsrsh9KOyIiIiUcIcPwwMPmK+ffBLatbO2HnejsCMiIlKCZWfDwIHw11/QuDFMnGh1Re5HYUdERKQEe+UV+OwzCAgwZ0n297e6IvejsCMiIlJC7doFTz1lvn7hBbjmGmvrcVcKOyIiIiVQerr5mHl6OnTsCNHRVlfkvhR2RERESqCRI+G//4WqVeHNN/WYeWF8rC5ARERELi4rCzZtMp+8OnQIpk832994A0JCrK3N3SnsiIiIuLlVq2DoUDhwwL69fXu4805raipJdBtLRETEja1aBT165A06AJ9/bu6XwinsiIiIuKmsLPOKjmEUfExMjHmcFMytw05WVhajR48mIiKCMmXKULduXSZOnIhx3k/dMAzGjBlDaGgoZcqUITIykr1791pYtYiIiGNs2pT/FZ0chgH795vHScHcOuxMnTqVuXPn8sorr7B7926mTp3KtGnTmDVrVu4x06ZNY+bMmcybN4+tW7cSGBhIVFQUZ86csbByERGRy3f4sGOPK63ceoDyN998Q5cuXejcuTMAderU4e2332bbtm2AeVUnLi6OUaNG0aVLFwAWL15McHAwq1evpk+fPpbVLiIicrlCQx17XGnl1mHnpptuYv78+fz888/83//9H99//z1fffUVM2bMACApKYnk5GQiIyNz31OhQgWaNWvG5s2bCww76enppKen526npKQAkJGRQUZGhsPqzzmXI88peamfXUd97RrqZ9coCf3cvDkEBfmQkpL/JDo2m0GNGtC8eSbu+m04s5+Lek63DjvPPPMMKSkp1K9fH29vb7Kyspg0aRL9+vUDIDk5GYDg4GC79wUHB+fuy8+UKVMYP358nva1a9dStmxZB34HpoSEBIefU/JSP7uO+to11M+u4c79/N131UhJafHvlgGcH3oMDAP69dvOZ5+5/30sZ/RzWlpakY5z67CzYsUKli5dyrJly7j22mtJTEwkJiaGsLAw+vfvf8nnHTFiBLGxsbnbKSkphIeH06FDB4KCghxROmAmzoSEBNq3b4+vr6/Dziv21M+uo752DfWza7h7PyclwcCBPoCNW2/N5qefbBw8eG5/zZowfXoWd911HXCdVWVelDP7OefOzMW4ddgZPnw4zzzzTO7tqIYNG/LHH38wZcoU+vfvT8i/U0YeOXKE0PNuWB45coTGjRsXeF5/f3/881kW1tfX1ym/8M46r9hTP7uO+to11M+u4Y79nJYGvXvD8eNw443wySde+Picm0E5NBRat7bh7e3Wf8btOKOfi3o+t+6ltLQ0vLzsHxjz9vYmOzsbgIiICEJCQli3bl1uuElJSWHr1q088sgjri5XRETkshkGPPwwJCZCtWrw7ruQ8//nbdtaWVnJ5dZh54477mDSpEnUqlWLa6+9lu+++44ZM2YwaNAgAGw2GzExMTz33HPUq1ePiIgIRo8eTVhYGF27drW2eBERkUvwyiuwZAl4e8Py5RAebnVFJZ9bh51Zs2YxevRoHn30UY4ePUpYWBgPPfQQY8aMyT3mqaeeIjU1lQcffJATJ07QqlUr4uPjCQgIsLByERGR4tu0CXKGlE6bBu3aWVuPp3DrsFO+fHni4uKIi4sr8BibzcaECROYMGGC6woTERFxsEOHoGdPyMw0x+sMG2Z1RZ7DrWdQFhERKQ3OnjUX+zxyBBo0gDfeAFv+U+vIJVDYERERsdiwYbB5M1SoYK5iHhhodUWeRWFHRETEQgsXwpw55uu33oJ69SwtxyMp7IiIiFjk22/Nx8wBxo2D22+3tByPpbAjIiJigT//hG7dID3dDDmjR1tdkedS2BEREXGxrCy4+2744w+oW9ecV8dLf5GdRl0rIiLiYqNGweefQ9my8P77ULGi1RV5NoUdERERF3rvPXj+efP1G29Aw4bW1lMaKOyIiIi4yO7dMGCA+To2Fv5d51qcTGFHRETEBVJS4K674PRpc0HPqVOtrqj0UNgRERFxsuxs6N8f9uyBGjXMBT593HrBJs+isCMiIuJkU6fC6tXg52eO2ale3eqKSheFHRERESf67DMYOdJ8/cor0KyZtfWURgo7IiIiTpKUZM6nYxjwwAMweLDVFZVOCjsiIiJOkJZmzpB8/DjccAPMmmV1RaWXwo6IiIiDGYa55lViIlSrZo7TCQiwuqrSS2FHRETEwWbPNpeA8PY2n7wKD7e6otJNYUdERMSBvvoKhg0zX0+bBu3aWVuPKOyIiIg4zKFD0LMnZGZC797nQo9YS2FHRETEAc6eNYNOcjI0aGCue2WzWV2VgMKOiIiIQ8TGwjffQIUKsGoVBAZaXZHkUNgRERG5TIsWmYOSAd56C+rVs7YesaewIyIichm+/dZ8zBxg7Fi4/XZr65G8FHZEREQu0V9/mRMHnjkDnTrBmDFWVyT5UdgRERG5BFlZ5lIQf/wBdeuat6+89FfVLenHIiIicglGj4aEBChbFt5/HypVsroiKYjCjoiISDGtWgVTppiv33gDGja0th4pnMKOiIhIMezeDf37m69jY6FPH2vrkYtT2BERESmilBS46y44fRratoWpU62uSIpCYUdERKQIsrPNKzp79kCNGuYCnz4+VlclRaGwIyIiUgRTp8Lq1eDnB++9B9WrW12RFJXCjoiIyEWsXQsjR5qvX3kFmjWzth4pHoUdERGRQiQlmfPpGAY88AAMHmx1RVJcCjsiIiIFSEszZ0j++2+44QaYNcvqiuRSKOyIiIjkwzDMNa8SE6FaNXOcTkCA1VXJpVDYERERycecObBkibkExPLlEB5udUVyqRR2RERELvD11xATY76eNg3atbO0HLlMCjsiIiLnOXwYevSAzEzo3ducJVlKNoUdERGRf509Cz17QnIyNGhgrntls1ldlVwuhR0REZF/PfGEeQurQgVzsc/AQKsrEkdQ2BEREQEWLzYnDAR46y2oV8/aesRxFHZERKTU+/ZbeOgh8/XYsXD77dbWI46lJcxERKTUycqCDRtsbNxYg6wsG8OGwZkz0KkTjBljdXXiaAo7IiJSqqxaBUOHwoEDPkBTZsww24ODzdtXXrrn4XH0IxURkVJj1SrzsfIDB/LuO3oU1q93fU3ifAo7IiJSKmRlmVd0DKPgY2JizOPEsyjsiIhIqbBpU/5XdHIYBuzfbx4nnkVhR0RESoXDhx17nJQcCjsiIlIqhIY69jgpORR2RESkVGjSBPz8Ct5vs5krm7du7bqaxDUUdkRExONlZkLfvubaV5B3vauc7bg48PZ2aWniAgo7IiLi0QwDHnkEPv4YAgJg0iSoUcP+mJo14d13oVs3a2oU59KkgiIi4tHGj4fXXzcnC3znHejSBZ5+Gtavz2TNmkQ6dmxMu3Y+uqLjwRR2RETEY736qhl2AObMMYMOmLeq2rQxSE09SJs2jRR0PJxuY4mIiEf64AN49FHz9ejR5xb6lNJHYUdERDzON99Anz6QnQ3333/u6o6UTm4fdg4ePMg999xDlSpVKFOmDA0bNmTHjh25+w3DYMyYMYSGhlKmTBkiIyPZu3evhRWLiIiVfvoJ7rjDXMW8c2eYNy/v01dSurh12Dl+/DgtW7bE19eXNWvW8OOPPzJ9+nQqVaqUe8y0adOYOXMm8+bNY+vWrQQGBhIVFcWZM2csrFxERKxw6BBERcHff8ONN8Ly5eCj0amlnlv/CkydOpXw8HAWLFiQ2xYREZH72jAM4uLiGDVqFF3+HXW2ePFigoODWb16NX369HF5zSIiYo2TJ6FjR9i3D+rVMx81Dwy0uipxB24ddj788EOioqLo2bMnGzZsoEaNGjz66KMMHjwYgKSkJJKTk4mMjMx9T4UKFWjWrBmbN28uMOykp6eTnp6eu52SkgJARkYGGRkZDqs/51yOPKfkpX52HfW1a6ifiy89Hbp29ea///UiONjg448zqVgRCutC9bNrOLOfi3pOm2EUtti9tQICAgCIjY2lZ8+ebN++naFDhzJv3jz69+/PN998Q8uWLTl06BCh5y1m0qtXL2w2G8uXL8/3vOPGjWN8PqPVli1bRtmyZZ3zzYiIiFNkZ8OMGU346quaBARkMnnyV1xxxUmryxIXSEtLo2/fvpw8eZKgoKACj3PrKzvZ2dk0bdqUyZMnA3Ddddexa9eu3LBzqUaMGEFsbGzudkpKCuHh4XTo0KHQziqujIwMEhISaN++Pb6+vg47r9hTP7uO+to11M/FM3y4F1995Y2Pj8GqVRAZ2bJI71M/u4Yz+znnzszFuHXYCQ0N5ZprrrFru/rqq3nvvfcACAkJAeDIkSN2V3aOHDlC48aNCzyvv78//v7+edp9fX2d8gvvrPOKPfWz66ivXUP9fHHTp8PLL5uvFy600bFj8f+sqZ9dwxn9XNTzufXTWC1btmTPnj12bT///DO1a9cGzMHKISEhrFu3Lnd/SkoKW7dupUWLFi6tVUREXGvZMnjySfP1tGnQr5+19Yj7cusrO8OGDeOmm25i8uTJ9OrVi23btjF//nzmz58PgM1mIyYmhueee4569eoRERHB6NGjCQsLo2vXrtYWLyIiTrNuHQwYYL4eOvRc6BHJj1uHnRtuuIH333+fESNGMGHCBCIiIoiLi6PfefH9qaeeIjU1lQcffJATJ07QqlUr4uPjcwc3i4iIZ0lMhLvuMp+06tULZszQpIFSOIeEnRMnTlCxYkVHnCqP22+/ndtvv73A/TabjQkTJjBhwgSnfL6IiLiPpCRzLp1Tp6BtW1i82FzNXKQwxf4VmTp1qt0j3b169aJKlSrUqFGD77//3qHFiYiI5PjzT7jtNkhOhoYNYfVqyOdZE5E8ih125s2bR3h4OAAJCQkkJCSwZs0aOnbsyPDhwx1eoIiISFqaud7Vzz9DrVqwZg1UqGB1VVJSFPs2VnJycm7Y+fjjj+nVqxcdOnSgTp06NGvWzOEFiohI6ZaZCb17w5YtUKkSxMdDjRpWVyUlSbGv7FSqVIn9+/cDEB8fn7tUg2EYZGVlObY6EREp1QwDHnnEXOcqIAA++giuvtrqqqSkKfaVnW7dutG3b1/q1avHX3/9RceOHQH47rvvuPLKKx1eoIiIlF7jx8Prr5uDkN9+G1oWbXJkETvFDjsvvfQSderUYf/+/UybNo1y5coBcPjwYR599FGHFygiIqXT/Plm2AGYMwc0fZpcqmKHHV9fX57MZ/amYcOGOaQgERGRDz80b18BjB4NDz1kbT1Ssl3S7ARLliyhVatWhIWF8ccffwAQFxfHBx984NDiRESk9PnmG3NAcnY23H//uas7Ipeq2GFn7ty5xMbG0rFjR06cOJE7KLlixYrExcU5uj4RESlFfvrJfMT8zBno3BnmzdPsyHL5ih12Zs2axWuvvcbIkSPx9vbObW/atCk//PCDQ4sTEZHS49AhiIqCv/+GG2+E5cvBx60XNZKSothhJykpieuuuy5Pu7+/P6mpqQ4pSkRESpeTJ81lIPbtg3r1zEfNAwOtrko8RbHDTkREBImJiXna4+PjuVqTH4iISDGlp5sLe/73vxAcDJ99BtWqWV2VeJJiXyCMjY0lOjqaM2fOYBgG27Zt4+2332bKlCm8/vrrzqhRREQ8VHY29O8P69dDuXLmMhAREVZXJZ6m2GHngQceoEyZMowaNYq0tDT69u1LWFgYL7/8Mn369HFGjSIi4qGefPLc2JxVqyCfURIil+2Shn7169ePfv36kZaWxunTp6levbqj6xIREQ83fTq89JL5euFCaN/e0nLEg13WOPeyZctStmxZR9UiIiKlxLJl5lUdgGnToF8/a+sRz1bssBMREYGtkEkPfvvtt8sqSEREPNu6dTBggPl66NBzoUfEWYoddmJiYuy2MzIy+O6774iPj2f48OGOqktERDxQYqL55FVGBvTqBTNmaNJAcb5ih52hQ4fm2z579mx27Nhx2QWJiIhnSkoy59I5dQratoXFi83VzEWczWG/Zh07duS9995z1OlERMSD/Pkn3HYbJCdDw4awejX4+1tdlZQWDgs77777LpUrV3bU6URExEOkpZnrXf38M9SqZc6lU6GC1VVJaVLs21jXXXed3QBlwzBITk7m2LFjzJkzx6HFiYhIyZaZaa5gvmULVKoE8fFQo4bVVUlpU+yw07VrV7ttLy8vqlWrRtu2balfv76j6hIRkRLOMOCRR8x1rgIC4KOPQKsKiRWKHXbGjh3rjDpERMTDjB8Pr79uDkJ++21o2dLqiqS0KlLYSUlJKfIJg4KCLrkYERHxDPPnm2EHYPZsuOCmgIhLFSnsVKxYsdCJBMEcu2Oz2cjKynJIYSIiUjJkZcGmTXD4MISGwvHj5u0rgFGj4OGHra1PpEhhZ/369c6uQ0RESqBVq8xZkA8cyLtv0CCYMMH1NYlcqEhhp02bNs6uQ0RESphVq6BHD3Mgcn6iojQ7sriHS14INC0tjX379nH27Fm79v/85z+XXZSIiLi3rCzzik5BQcdmM9e86t4dvL1dW5vIhYoddo4dO8bAgQNZs2ZNvvs1ZkdExPNt2pT/raschgH795vHtW3rsrJE8lXsGZRjYmI4ceIEW7dupUyZMsTHx7No0SLq1avHhx9+6IwaRUTEzRw+7NjjRJyp2Fd2vvjiCz744AOaNm2Kl5cXtWvXpn379gQFBTFlyhQ6d+7sjDpFRMSNhIY69jgRZyr2lZ3U1FSqV68OQKVKlTh27BgADRs25Ntvv3VsdSIi4pYiIsCnkP9dttkgPBxat3ZdTSIFKXbYueqqq9izZw8AjRo14tVXX+XgwYPMmzePUEV4ERGP9/vv0K6due4V5H3iKmc7Lk6Dk8U9FDvsDB06lMP/3oQdO3Ysa9asoVatWsycOZPJkyc7vEAREXEfv/wCN98MSUlQty7Mm5d3Yc+aNeHdd6FbN2tqFLlQscfs3HPPPbmvmzRpwh9//MFPP/1ErVq1qFq1qkOLExER97F7N9x6qznouH59+PxzM+g88ID9DMqtW+uKjriXYoedr776ilatWuVuly1bluuvv96hRYmIiHv5738hMhKOHYMGDcygExxs7vP21uPl4t6KfRvrlltuISIigmeffZYff/zRGTWJiIgb+fZbc4zOsWNw3XWwfv25oCNSEhQ77Bw6dIgnnniCDRs20KBBAxo3bswLL7zAgcJmlxIRkRJp61a45Rb4+2+48UZYtw40YkFKmmKHnapVqzJkyBC+/vprfv31V3r27MmiRYuoU6cOt9xyizNqFBERC2zaZN66OnkSWrWChASoVMnqqkSKr9hh53wRERE888wzPP/88zRs2JANGzY4qi4REbHQunVw221w+rR5ZSc+HoKCrK5K5NJcctj5+uuvefTRRwkNDaVv3740aNCATz75xJG1iYiIBdasgc6dIS3NDDwffwyBgVZXJXLpiv001ogRI3jnnXc4dOgQ7du35+WXX6ZLly6ULVvWGfWJiIgLffAB9OoFZ8/CnXfCihXg7291VSKXp9hhZ+PGjQwfPpxevXppXh0REQ+yciX07WvOjNyzJyxdCr6+VlclcvmKHXa+/vprZ9QhIiIWeust6N8fsrOhXz9YuLDwta9ESpLLGqAsIiIl3xtvwH33mUFn0CBYtEhBRzyLwo6ISCk2Z4653INhwCOPwGuvaakH8TwKOyIipdSMGRAdbb4eNgxmzwYv/VUQD6RfaxGRUmjyZHjiCfP1iBEwfTrYbNbWJOIsxQ47/fv3Z+PGjc6oRUREnMwwYMwYGDnS3B4/HiZNUtARz1bssHPy5EkiIyOpV68ekydP5uDBg86oS0REHMww4JlnYOJEc3vqVDP4KOiIpyt22Fm9ejUHDx7kkUceYfny5dSpU4eOHTvy7rvvkpGR4YwaRUTkMhkGxMTAtGnm9ssvw1NPWVqSiMtc0pidatWqERsby/fff8/WrVu58soruffeewkLC2PYsGHs3bvX0XWKiMglys6Ghx+GmTPN7Xnz4PHHra1JxJUua4Dy4cOHSUhIICEhAW9vbzp16sQPP/zANddcw0svveSoGkVE5BJlZZlz58yfb96uWrAAHnrI6qpEXKvYYScjI4P33nuP22+/ndq1a7Ny5UpiYmI4dOgQixYt4vPPP2fFihVMmDDBGfWKiEgRZWTAPfeYkwR6e5vLPwwYYHVVIq5X7DkyQ0NDyc7O5u6772bbtm00btw4zzHt2rWjYsWKDihPREQuxdmz0KcPvP++ub7VO+9At25WVyVijWJf2XnppZc4dOgQs2fPzjfoAFSsWJGkpKTLrS2P559/HpvNRkxMTG7bmTNniI6OpkqVKpQrV47u3btz5MgRh3+2iEhJceaMGWzefx/8/GDVKgUdKd2KHXbuvfdeAgICnFFLobZv386rr77Kf/7zH7v2YcOG8dFHH7Fy5Uo2bNjAoUOH6KZ/q0WklEpLgzvvhE8+gYAA+OgjuP12q6sSsVaJmEH59OnT9OvXj9dee41KlSrltp88eZI33niDGTNmcMstt9CkSRMWLFjAN998w5YtWyysWETE9U6fhk6dICEBAgNhzRro0MHqqkSsVyLCTnR0NJ07dyYyMtKufefOnWRkZNi1169fn1q1arF582ZXlykiYpmTJ81gs2EDBAXB2rXQtq3VVYm4h2IPUHa1d955h2+//Zbt27fn2ZecnIyfn1+ewdDBwcEkJycXeM709HTS09Nzt1NSUgDzSTNHToyYcy5Ntuhc6mfXUV+7RnH7+e+/oXNnb3bu9KJiRYNPP82iaVMD/ZgKp99n13BmPxf1nG4ddvbv38/QoUNJSEhw6DihKVOmMH78+Dzta9eupWzZsg77nBwJCQkOP6fkpX52HfW1axSln0+e9GPs2Jv4/fcKlC+fzpgx33D0aAqffuqCAj2Efp9dwxn9nJaWVqTjbIZhGA7/dAdZvXo1d911F97e3rltWVlZ2Gw2vLy8+Oyzz4iMjOT48eN2V3dq165NTEwMw4YNy/e8+V3ZCQ8P588//yQoKMhh9WdkZJCQkED79u3x9fV12HnFnvrZddTXrlHUfk5OhqgoH3bvthEcbBAfn8m117qw0BJOv8+u4cx+TklJoWrVqpw8ebLQv99ufWXn1ltv5YcffrBrGzhwIPXr1+fpp58mPDwcX19f1q1bR/fu3QHYs2cP+/bto0WLFgWe19/fH39//zztvr6+TvmFd9Z5xZ762XXU165RWD8fOACRkfDzz1CjBnzxhY3/+z/9TC6Ffp9dwxn9XNTzuXXYKV++PA0aNLBrCwwMpEqVKrnt999/P7GxsVSuXJmgoCAee+wxWrRoQfPmza0oWUTE6X7/HW65BZKSoHZt+OILuOIKq6sScV9uHXaK4qWXXsLLy4vu3buTnp5OVFQUc+bMsbosERGn+OUXM+js3w9168K6dWbgEZGClbiw8+WXX9ptBwQEMHv2bGbPnm1NQSIiLvLTT2bQOXwY6teHzz83b2GJSOFKxDw7IiKl3Q8/QJs2ZtBp0AC+/FJBR6SoFHZERNzct9+aEwQePQrXXQfr10NwsNVViZQcJe42loiIJ8vKgg0bbGzcWIPAQBtly5pLQJw8CTfeCPHxcN6qOSJSBAo7IiJuYtUqGDoUDhzwAZoyYwbYbGAY0KqVubinA6cCEyk1FHZERNzAqlXQo4cZbM6Xs/3IIwo6IpdKY3ZERCyWlWVe0SloPnubDZ55xjxORIpPYUdExGKbNpkzIhfEMMx5dTZtcl1NIp5EYUdExGKHDzv2OBGxp7AjImKx8uWLdlxoqHPrEPFUGqAsImKhPXsgNrbwY2w2qFkTWrd2TU0inkZXdkRELLJmDTRrBnv3QpUqZqix2eyPydmOiwNvb5eXKOIRFHZERFzMMGD6dLj9dnOywJYt4X//g3ffzbsERM2aZnu3btbUKuIJdBtLRMSFzpyBhx6CxYvN7fvvh9mzwd/fDDRdusD69ZmsWZNIx46NadfOR1d0RC6Two6IiIscOmQGmq1bzVtSL70EQ4bY37ry9oY2bQxSUw/Spk0jBR0RB1DYERFxge3boWtXM/BUqgQrVkBkpNVViZQOGrMjIuJkS5eaT1IdOgTXXAPbtinoiLiSwo6IiJNkZcHTT8M990B6ujkgefNmuPJKqysTKV0UdkREnODkSbjzTpg2zdweMQJWr9ZiniJW0JgdEREH27vXDDo//QQBAfDmm3D33VZXJVJ6KeyIiDhQQgL06gUnTphz5qxeDU2bWl2VSOmm21giIg5gGPDyy3DbbWbQad7cfAJLQUfEego7IiKXKT0dHngAYmIgOxsGDIAvv9TCnSLuQrexREQuw5Ej5kSB33wDXl7w4otm6LlwjSsRsY7CjojIJfr2W3N5hwMHoGJFeOcdiIqyuioRuZBuY4mIXILly6FVKzPoXHWVuQSEgo6Ie1LYEREphuxsGDUK+vSBf/6Bjh3NoPN//2d1ZSJSEN3GEhEpolOn4N574YMPzO3hw2HKFLRYp4ibU9gRESmC334zJwr83//A3x9ef91cBkJE3J/CjojIRaxfDz16wN9/m4+Tr14NN95odVUiUlQasyMiUgDDgNmzoX17M+jccAPs2KGgI1LSKOyIiOTj7Fl4+GEYMsRcvfyee2DDBggLs7oyESku3cYSEbnAsWPQvTts2mRODjh1Kjz5pCYKFCmpFHZERM7z/ffmRIF//AFBQfD229Cpk9VVicjl0G0sEZF/vfce3HSTGXTq1TPnz1HQESn5FHZEpNTLzoZx48wnrtLSzAHJW7dC/fpWVyYijqDbWCJSqp0+Df37w6pV5vawYTBtGvjov44iHkP/OotIqfX77+b4nP/+F/z8YN48GDjQ6qpExNEUdkSkVNq40Xzi6s8/ITjYvLJz001WVyUizqAxOyJS6syfD7feagadJk1g+3YFHRFPpis7IuKxsrLMuXIOHzaXeWjeHJ54AubMMff36QNvvAFly1pbp4g4l8KOiHikVatg6FA4cOBcm78/pKebkwNOmgTPPKOJAkVKA4UdEfE4q1aZj5Ebhn17err5z6efhhEjXF+XiFhDY3ZExKNkZZlXdC4MOjlsNli61DxOREoHhR0R8SibNtnfurqQYcD+/eZxIlI6KOyIiEc5fNixx4lIyaewIyIe459/4P33i3ZsaKhzaxER96GwIyIeYfNmaNwYVq4s/DibDcLDoXVrl5QlIm5AYUdESrQzZ+Cpp6BVK/j5Z/OKzbPPmqHmwsfKc7bj4sDb2+WliohFFHZEpMTatg2uvx5eeMFcufzee+F//zPn0Hn3XahRw/74mjXN9m7drKlXRKyheXZEpMRJT4dx48zVybOzISQEXn0V7rzz3DHdupmLfJ4/g3Lr1rqiI1IaKeyISImyYwcMGGBewQHo2xdmzoQqVfIe6+0Nbdu6sjoRcUe6jSUiJUJ6OowaZa5v9b//QfXq5kzJS5fmH3RERHLoyo6IuL1vvzWv5vzwg7nduze88gpUrWppWSJSQujKjoi4rbNnYexYaNbMDDpVq5qPlr/zjoKOiBSdruyIiFv6/nvo39/8J5gLe86ebd6+EhEpDl3ZERG3kpEBEydC06Zm0KlSBZYvN6/oKOiIyKVw67AzZcoUbrjhBsqXL0/16tXp2rUre/bssTvmzJkzREdHU6VKFcqVK0f37t05cuSIRRWLyOX44QdzAPKYMZCZCXfdZQ5G7tXL6spEpCRz67CzYcMGoqOj2bJlCwkJCWRkZNChQwdSU1Nzjxk2bBgfffQRK1euZMOGDRw6dIhumjFMpETJzDQnAmzSxByMXKmS+ZTVe+9BcLDV1YlISefWY3bi4+PtthcuXEj16tXZuXMnN998MydPnuSNN95g2bJl3HLLLQAsWLCAq6++mi1bttC8eXMryhaRYvjf/8wnrXbsMLfvvBPmzdNCnSLiOG59ZedCJ0+eBKBy5coA7Ny5k4yMDCIjI3OPqV+/PrVq1WLz5s2W1CgiRZOZCVOnmss97NgBFSvCkiWwerWCjog4lltf2TlfdnY2MTExtGzZkgYNGgCQnJyMn58fFStWtDs2ODiY5OTkAs+Vnp5Oenp67nZKSgoAGRkZZGRkOKzmnHM58pySl/rZdRzV17t3wwMPeLN9u/n/W506ZTNnThZhYWYIKu30O+0a6mfXcGY/F/WcJSbsREdHs2vXLr766qvLPteUKVMYP358nva1a9dStmzZyz7/hRISEhx+TslL/ew6l9rXWVnw4YdXsmxZfTIyvChbNoP77/+BW27ZT2IiJCY6tMwST7/TrqF+dg1n9HNaWlqRjisRYWfIkCF8/PHHbNy4kZo1a+a2h4SEcPbsWU6cOGF3defIkSOEhIQUeL4RI0YQGxubu52SkkJ4eDgdOnQgKCjIYXVnZGSQkJBA+/bt8fX1ddh5xZ762XUup6/37IHBg73ZssW8mhMVlc3cuVCzZkOgoROqLbn0O+0a6mfXcGY/59yZuRi3DjuGYfDYY4/x/vvv8+WXXxIREWG3v0mTJvj6+rJu3Tq6d+8OwJ49e9i3bx8tWrQo8Lz+/v74+/vnaff19XXKL7yzziv21M+uU5y+zsoyF+p89lk4cwaCguCll2DgQC9sthI1bNDl9DvtGupn13BGPxf1fG4ddqKjo1m2bBkffPAB5cuXzx2HU6FCBcqUKUOFChW4//77iY2NpXLlygQFBfHYY4/RokULPYkl4gb27oWBA+Hrr83t9u3h9dehVi1r6xKR0sWtw87cuXMBaNu2rV37ggULGDBgAAAvvfQSXl5edO/enfT0dKKiopgzZ46LKxWR82Vnw6xZMGIE/PMPlCsH06fD4MFgs1ldnYiUNm4ddgzDuOgxAQEBzJ49m9mzZ7ugIhG5mF9/hUGDYONGc/vWW+GNN6B2bWvrEpHSSzfMRcQhsrPNhTr/8x8z6AQGwty5kJCgoCMi1nLrKzsiUjIkJZlXc7780txu2xbefBMueKZARMQSurIjIkWSlQUbNtjYuLEGGzbYyMoyr+bMnQsNG5pBp2xZc6zOunUKOiLiPnRlR0QuatUqGDoUDhzwAZoyY4a5pEPVquZK5QCtW8OCBVC3rqWliojkobAjIoVatQp69IALnxc4fNj88vODF16AIUPAS9eKRcQN6T9NIlKgrCzzik5hD0ZWqQLR0Qo6IuK+9J8nESnQpk1w4EDhxxw+bB4nIuKuFHZEpED79hXtuMOHnVuHiMjl0JgdEckjMxPeegueeaZox4eGOrceEZHLobAjIrmys+G992D0aHOVcjDH4mRn53+8zQY1a5pPYomIuCvdxhIRDAM+/RSaNIFevcygU7my+ZTVW2+ZoebCNa1ytuPiwNvb5SWLiBSZruyIlHIbNsCzz8I335jb5cvDE0/AsGEQFGS2+fvnzLNz7n01a5pBp1s3l5csIlIsCjsipdT27TBypLl2FUBAADz2GDz1lDlZ4Pm6dYMuXWD9+kzWrEmkY8fGtGvnoys6IlIiKOyIlDL/+585Juf9981tHx948EEz+ISFFfw+b29o08YgNfUgbdo0UtARkRJDYUeklPj1Vxg3DpYuNcfoeHnBvffC2LFax0pEPJvCjoiHO3gQJk6EN94wHykHc/mHCRPg6qutrU1ExBUUdkQ81LFj8PzzMHs2pKebbR07wnPPwfXXW1ubiIgrKeyIeJiTJ2H6dHjpJTh92mxr3RomTdJ8OCJSOinsiHiI1FR45RWYOhWOHzfbmjQxQ06HDnnnyRERKS0UdkRKuPR0eO01M9QkJ5ttV19t3q666y6FHBERhR2REiozE5YsgfHj4Y8/zLaICHO7b1/NaiwikkNhR6SEyc6Gd9+FMWPOrV8VGmpuDxoEfn7W1ici4m4UdkRKiJz1q0aNgsREs61KFXNl8uhoKFPG0vJERNyWwo5ICZDf+lVPPgkxMefWrxIRkfwp7Ii4sQvXrypT5tz6VVWqWFubiEhJobAj4oZ27TLXr1q92tz29YXBgy++fpWIiOSlsCPiYllZsGkTHD5sDixu3frck1O//GKuX7VsmdavEhFxFIUdERdatQqGDoUDB8611axpPkm1Ywe8+abWrxIRcTSFHREXWbXKDDCGYd9+4AA8+OC5ba1fJSLiWAo7Ii6QlWVe0bkw6JzP3x8++wzatHFdXSIipYGX1QWIlAabNtnfuspPenrhYUhERC6NruyIOJFhmGNxJk8u2vGHDzu3HhGR0khhR8QJDh2Ct96ChQth9+6ivy801GkliYiUWgo7Ig7yzz/wwQdmwElIMNewAggIgK5d4fPP4a+/8r9VZbOZT2W1bu3KikVESgeFHZHLYBiwebMZcFasgJMnz+1r1Qr694eePaFChXNPY9ls9oHHZjP/GRenlcpFRJxBYUfkEuzbB0uWwKJFsHfvufZatcyAc999cOWV9u/p1s1crTy/eXbi4sz9IiLieAo7IkWUmmpenVm4ENavP3d1JjDQvGLTv7/52LhXIc84dusGXboUPIOyiIg4nsKOSCGys81gsnCheVXm9Olz+9q1MwNO9+5QrlzRz+ntDW3bOrpSEREpiMKOSD5+/RUWLza/fv/9XHvdumbAufdeqFPHqupERKQ4FHZE/pWSYl69WbjQvJqTo3x56N3bDDktW54bUCwiIiWDwo6UallZ5vibhQvN8Tj//GO222zQvr0ZcLp2hbJlraxSREQuh8KOlEo//2w+SbV4sf2TUfXrmwHnnnvMp6RERKTkU9iREi0rCzZssLFxYw0CA220a1fwk03Hj8Py5WbI2bLlXHvFinD33WbIufFG3aYSEfE0CjtSYq1alTNnjQ/QlBkzzKsxL798bs6azExzNuOFC83ZjdPTzXZvb7jtNjPg3HGHOcuxiIh4JoUdKZFyZiO+cOmFgwfN9hkzzNdvvQXJyef2N2xoBpx+/SAkxLU1i4iINRR2pMTJyjKv6OS3xlRO27Bh59qqVoW+fWHAAGjcWLepRERKG4UdKXE2bbIfVFyQli3hySehUyfw83N+XSIi4p4UdqTEOHECtm6F+fOLdnx0tPnYuIiIlG4KO+KWsrPNx8O/+cZcVXzzZvjxx/xvXRUkNNR59YmISMmhsCNu4dQp86pNTrDZssV8VPxCV1wBzZrBmjVw8mT+4cdmM5/Kat3a+XWLiIj7U9gRlzMM+OUX+6s2u3aZV3POFxAAN9wALVrATTdB8+YQHGzuy3kay2azDzw5g4/j4rSSuIiImBR2xOlOn4bt2+2v2vz5Z97jatc2g01OuGnUCHx98z9nt27mOlbmPDvn2mvWNINOzjw7IiIiCjviUIYBSUn2V23++1/zcfHz+ftDkybnwk2LFhAWVrzP6tYNunSB9eszWbMmkY4dG9OunY+u6IiIiB2FHcmVlWU+1n34sDm4t3Xri98K+ucf2LHDPtwcPZr3uJo17a/aNG5sBp7L5e0NbdoYpKYepE2bRgo6IiKSh8KOAOcvvXCu7cKlFwwD9u2zDzaJieaSDOfz9YXrr7e/ahMe7rJvRURExI7CjhS69EL37nDffea4m82bzas+FwoNtb9qc/31WmtKRETch8KOkxRnNW4rGIb5uPfRo/DII4UvvbB48bk2Hx/zFlROsGnRAmrV0hIMIiLivjwm7MyePZsXXniB5ORkGjVqxKxZs7jxxhstqaUoq3E7UmYm/P03/PWX+fXnn+deF/Z14e2nwgweDPfeaw4qLlvW8d+DiIiIs3hE2Fm+fDmxsbHMmzePZs2aERcXR1RUFHv27KF69eoureViq3G/+27BgccwIC0tbyi5WHg5efLS6/X1hYyMix/Xrp0m6RMRkZLJI8LOjBkzGDx4MAMHDgRg3rx5fPLJJ7z55ps888wzLqujKKtx33+/OefM+Vdizv9KT7/0z69YEapUOfdVtar9dn5f27aZQeZitPSCiIiUVCU+7Jw9e5adO3cyYsSI3DYvLy8iIyPZvHlzvu9JT08n/bxUkZKSAkBGRgYZRbnMUYANG2z/3roq2IkT8PzzhZ/H19egShWoXBmqVDGoXNkMLpUrG/+GFOPffefaKlUyx9MUV/PmUKOGD4cOgWHkHXhjsxnUqAHNm2cW6QqQFXJ+Zpfzs5OiUV+7hvrZNdTPruHMfi7qOUt82Pnzzz/JysoiOGcdgX8FBwfz008/5fueKVOmMH78+Dzta9eupexlDEjZuLEG0PSixzVufIT69Y9TvvzZPF9BQRkEBGQWacDviRPm12+/XXLJANxzTyhTp94AGMD5H2xgGNCv33Y++yyfx7DcTEJCgtUllBrqa9dQP7uG+tk1nNHPaWlpRTquxIedSzFixAhiY2Nzt1NSUggPD6dDhw4EBQVd8nkDA23MmHHx4154oQpt2lS+5M9xtE6d4Prrs4iN9ebgwXPtNWvC9OlZ3HXXdcB1ltV3MRkZGSQkJNC+fXt8C1pfQhxCfe0a6mfXUD+7hjP7OefOzMWU+LBTtWpVvL29OXLkiF37kSNHCAkJyfc9/v7++Oczfa+vr+9l/SDatTMDwsGDha/G7Y5LGvTqZc6pYz+Dsg1v75LzK3K5Pz8pOvW1a6ifXUP97BrO6Oeins/LoZ9qAT8/P5o0acK6dety27Kzs1m3bh0tWrRwaS3e3ubj5ZB33pmSsBq3tze0bQt3323+013rFBERKY4SH3YAYmNjee2111i0aBG7d+/mkUceITU1NffpLFfKWY27Rg379po1C3/sXERERJyj5NyjKETv3r05duwYY8aMITk5mcaNGxMfH59n0LKraDVuERER9+ERYQdgyJAhDBkyxOoycmk1bhEREffgEbexRERERAqisCMiIiIeTWFHREREPJrCjoiIiHg0hR0RERHxaAo7IiIi4tEUdkRERMSjKeyIiIiIR1PYEREREY/mMTMoXw7j3yXKi7pUfFFlZGSQlpZGSkqKVtR1IvWz66ivXUP97BrqZ9dwZj/n/N3O+TteEIUd4NSpUwCEh4dbXImIiIgU16lTp6hQoUKB+23GxeJQKZCdnc2hQ4coX748NpvNYedNSUkhPDyc/fv3ExQU5LDzij31s+uor11D/ewa6mfXcGY/G4bBqVOnCAsLw8ur4JE5urIDeHl5UbNmTaedPygoSP8iuYD62XXU166hfnYN9bNrOKufC7uik0MDlEVERMSjKeyIiIiIR1PYcSJ/f3/Gjh2Lv7+/1aV4NPWz66ivXUP97BrqZ9dwh37WAGURERHxaLqyIyIiIh5NYUdEREQ8msKOiIiIeDSFHREREfFoCjtONHv2bOrUqUNAQADNmjVj27ZtVpfkUaZMmcINN9xA+fLlqV69Ol27dmXPnj1Wl+Xxnn/+eWw2GzExMVaX4nEOHjzIPffcQ5UqVShTpgwNGzZkx44dVpflUbKyshg9ejQRERGUKVOGunXrMnHixIuurSQXt3HjRu644w7CwsKw2WysXr3abr9hGIwZM4bQ0FDKlClDZGQke/fudUltCjtOsnz5cmJjYxk7dizffvstjRo1IioqiqNHj1pdmsfYsGED0dHRbNmyhYSEBDIyMujQoQOpqalWl+axtm/fzquvvsp//vMfq0vxOMePH6dly5b4+vqyZs0afvzxR6ZPn06lSpWsLs2jTJ06lblz5/LKK6+we/dupk6dyrRp05g1a5bVpZV4qampNGrUiNmzZ+e7f9q0acycOZN58+axdetWAgMDiYqK4syZM84vzhCnuPHGG43o6Ojc7aysLCMsLMyYMmWKhVV5tqNHjxqAsWHDBqtL8UinTp0y6tWrZyQkJBht2rQxhg4danVJHuXpp582WrVqZXUZHq9z587GoEGD7Nq6detm9OvXz6KKPBNgvP/++7nb2dnZRkhIiPHCCy/ktp04ccLw9/c33n77bafXoys7TnD27Fl27txJZGRkbpuXlxeRkZFs3rzZwso828mTJwGoXLmyxZV4pujoaDp37mz3ey2O8+GHH9K0aVN69uxJ9erVue6663jttdesLsvj3HTTTaxbt46ff/4ZgO+//56vvvqKjh07WlyZZ0tKSiI5Odnuvx8VKlSgWbNmLvm7qIVAneDPP/8kKyuL4OBgu/bg4GB++ukni6rybNnZ2cTExNCyZUsaNGhgdTke55133uHbb79l+/btVpfisX777Tfmzp1LbGwszz77LNu3b+fxxx/Hz8+P/v37W12ex3jmmWdISUmhfv36eHt7k5WVxaRJk+jXr5/VpXm05ORkgHz/LubscyaFHfEI0dHR7Nq1i6+++srqUjzO/v37GTp0KAkJCQQEBFhdjsfKzs6madOmTJ48GYDrrruOXbt2MW/ePIUdB1qxYgVLly5l2bJlXHvttSQmJhITE0NYWJj62YPpNpYTVK1aFW9vb44cOWLXfuTIEUJCQiyqynMNGTKEjz/+mPXr11OzZk2ry/E4O3fu5OjRo1x//fX4+Pjg4+PDhg0bmDlzJj4+PmRlZVldokcIDQ3lmmuusWu7+uqr2bdvn0UVeabhw4fzzDPP0KdPHxo2bMi9997LsGHDmDJlitWlebScv31W/V1U2HECPz8/mjRpwrp163LbsrOzWbduHS1atLCwMs9iGAZDhgzh/fff54svviAiIsLqkjzSrbfeyg8//EBiYmLuV9OmTenXrx+JiYl4e3tbXaJHaNmyZZ6pE37++Wdq165tUUWeKS0tDS8v+z993t7eZGdnW1RR6RAREUFISIjd38WUlBS2bt3qkr+Luo3lJLGxsfTv35+mTZty4403EhcXR2pqKgMHDrS6NI8RHR3NsmXL+OCDDyhfvnzufd8KFSpQpkwZi6vzHOXLl88zDiowMJAqVapofJQDDRs2jJtuuonJkyfTq1cvtm3bxvz585k/f77VpXmUO+64g0mTJlGrVi2uvfZavvvuO2bMmMGgQYOsLq3EO336NL/88kvudlJSEomJiVSuXJlatWoRExPDc889R7169YiIiGD06NGEhYXRtWtX5xfn9Oe9SrFZs2YZtWrVMvz8/Iwbb7zR2LJli9UleRQg368FCxZYXZrH06PnzvHRRx8ZDRo0MPz9/Y369esb8+fPt7okj5OSkmIMHTrUqFWrlhEQEGBcccUVxsiRI4309HSrSyvx1q9fn+9/k/v3728Yhvn4+ejRo43g4GDD39/fuPXWW409e/a4pDabYWjaSBEREfFcGrMjIiIiHk1hR0RERDyawo6IiIh4NIUdERER8WgKOyIiIuLRFHZERETEoynsiIiIiEdT2BGRUuHLL7/EZrNx4sQJq0sRERdT2BERERGPprAjIiIiHk1hR0Rc6tixY4SEhDB58uTctm+++QY/Pz+7FZHPd9NNN/H000/nOY+vry8bN24EYMmSJTRt2pTy5csTEhJC3759OXr0aIF1jBs3jsaNG9u1xcXFUadOHbu2119/nauvvpqAgADq16/PnDlzcvedPXuWIUOGEBoaSkBAALVr12bKlClF6QYRcSGFHRFxqWrVqvHmm28ybtw4duzYwalTp7j33nsZMmQIt956a77v6devH++88w7nL+W3fPlywsLCaN26NQAZGRlMnDiR77//ntWrV/P7778zYMCAy6p16dKljBkzhkmTJrF7924mT57M6NGjWbRoEQAzZ87kww8/ZMWKFezZs4elS5fmCUsiYj0fqwsQkdKnU6dODB48mH79+tG0aVMCAwMLvSLSq1cvYmJi+Oqrr3LDzbJly7j77rux2WwADBo0KPf4K664gpkzZ3LDDTdw+vRpypUrd0l1jh07lunTp9OtWzcAIiIi+PHHH3n11Vfp378/+/bto169erRq1QqbzUbt2rUv6XNExLl0ZUdELPHiiy+SmZnJypUrWbp0Kf7+/gUeW61aNTp06MDSpUsBSEpKYvPmzfTr1y/3mJ07d3LHHXdQq1YtypcvT5s2bQDYt2/fJdWXmprKr7/+yv3330+5cuVyv5577jl+/fVXAAYMGEBiYiJXXXUVjz/+OGvXrr2kzxIR51LYERFL/Prrrxw6dIjs7Gx+//33ix7fr18/3n33XTIyMli2bBkNGzakYcOGgBlMoqKiCAoKYunSpWzfvp33338fMMfV5MfLy8vuthiYt8JynD59GoDXXnuNxMTE3K9du3axZcsWAK6//nqSkpKYOHEi//zzD7169aJHjx7F7gsRcS7dxhIRlzt79iz33HMPvXv35qqrruKBBx7ghx9+oHr16gW+p0uXLjz44IPEx8ezbNky7rvvvtx9P/30E3/99RfPP/884eHhAOzYsaPQGqpVq0ZycjKGYeTeCktMTMzdHxwcTFhYGL/99pvdFaQLBQUF0bt3b3r37k2PHj247bbb+Pvvv6lcuXJRukJEXEBhR0RcbuTIkZw8eZKZM2dSrlw5Pv30UwYNGsTHH39c4HsCAwPp2rUro0ePZvfu3dx99925+2rVqoWfnx+zZs3i4YcfZteuXUycOLHQGtq2bcuxY8eYNm0aPXr0ID4+njVr1hAUFJR7zPjx43n88cepUKECt912G+np6ezYsYPjx48TGxvLjBkzCA0N5brrrsPLy4uVK1cSEhJCxYoVL7uPRMSBDBERF1q/fr3h4+NjbNq0KbctKSnJCAoKMubMmVPoez/99FMDMG6++eY8+5YtW2bUqVPH8Pf3N1q0aGF8+OGHBmB89913uZ8LGMePH899z9y5c43w8HAjMDDQuO+++4xJkyYZtWvXtjvv0qVLjcaNGxt+fn5GpUqVjJtvvtlYtWqVYRiGMX/+fKNx48ZGYGCgERQUZNx6663Gt99+e2kdIyJOYzOMC25ai4iIiHgQDVAWERERj6awIyIiIh5NYUdEREQ8msKOiIiIeDSFHREREfFoCjsiIiLi0RR2RERExKMp7IiIiIhHU9gRERERj6awIyIiIh5NYUdEREQ8msKOiIiIeLT/B6H/IG1zgjL/AAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -43,8 +43,8 @@ "plt.plot(x,y,marker='o',linestyle='-',color='b')\n", "\n", "plt.title(\"Line Plot of v vs x2\")\n", - "plt.xlabel(\"x values\")\n", - "plt.ylabel(\"y values\")\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", "\n", "plt.grid(True)\n", "plt.show()" diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index 09e19bb2..f0251172 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -24,7 +24,7 @@ "outputs": [ { "data": { - "image/png": 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", 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tplu3biY4ONhIOu1HTyu6D999953p16+fqVu3rgkKCjKJiYlm6dKlHuuUftz0tddeO+19OtmRI0fM1KlTTefOnU1oaKgJDAw0cXFxZvjw4R4fnf3hhx/MLbfcYurWrWsiIiJM//79zU8//WQkmXHjxnnc5sSJE02TJk2Mn59fmY+evv766+aqq64yISEhJiQkxMTHx5vU1FSzbds2j9t45plnTLNmzYzT6TSJiYnm888/NwkJCSY5OdljvdzcXDN48GBTv359ExgYaNq3b+/x0VFj/v9HSqdMmVLm/pf3cVNjfnvM7733XtO4cWNTp04d06RJE9OnTx+zZMkS9zqTJk0yiYmJpm7duiY4ONjEx8ebyZMnm5KSkko88sDZ4zDmd/sJAaCWc7lcatCggW699VbNmjXL1+MANQrHWACo1Y4ePVrmOIyXX35ZBw8eLPOV3gBOjz0WAGq1jz/+WCNHjlT//v0VFRWlDRs2KCsrS61bt9b69esr/JpyAOXj4E0AtVrz5s0VExOjZ555RgcPHlRkZKTuvfdePfHEE0QFUAXssQAAANZwjAUAALCGsAAAANac9WMsXC6XfvrpJ4WFhVn5CmIAAFD9jDEqLCxUdHT0Kb8s76yHxU8//aSYmJizvVkAAGDBnj171LRp0wovP+thUfq1t3v27HF/lTIAADi3FRQUKCYm5rRfX3/Ww6L07Y/w8HDCAgCAGuZ0hzFw8CYAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgzVn/tekAgNrg1L9aG9XJ+HTr7LEAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFjjVVicOHFCY8eOVWxsrIKDg9WyZUtNnDhRxpjqmg8AANQgAd6s/OSTT2rmzJmaO3eu2rZtq3Xr1mnw4MGKiIhQenp6dc0IAABqCK/CYvXq1brpppvUu3dvSVLz5s21YMECrV27tsLrFBcXq7i42H2+oKCgiqMCAIBznVdvhVx55ZVauXKltm/fLkn6+uuv9e9//1u9evWq8DoZGRmKiIhwn2JiYs5sYgAAcM5yGC8OkHC5XPrb3/6mp556Sv7+/jpx4oQmT56sMWPGVHid8vZYxMTEKD8/X+Hh4Wc2PQDgHOXw9QC1WPUc91hQUKCIiIjT/vz26q2QxYsX69VXX9X8+fPVtm1bbdy4USNGjFB0dLQGDhxY7nWcTqecTqd30wMAgBrJq7AYNWqURo8erdtvv12S1L59e+3evVsZGRkVhgUAAKg9vDrG4siRI/Lz87yKv7+/XC6X1aEAAEDN5NUei5SUFE2ePFn/93//p7Zt2+qrr77StGnTdN9991XXfAAAoAbx6uDNwsJCjR07Vm+++aby8vIUHR2tO+64Q48++qgCAwMrdRuVPfgDAFCTcfCm7/j24E2vwsIGwgIAagPCwnd8Gxb8rhAAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrAnw9AFAZDoevJ6i9jPH1BABqEvZYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgjddh8eOPP+ruu+9WVFSUgoOD1b59e61bt646ZgMAADVMgDcrHzp0SF26dFFSUpKWLVumBg0aaMeOHapXr151zQcAAGoQr8LiySefVExMjObMmeNeFhsba30oAABQM3n1Vsg777yjTp06qX///mrYsKEuvfRSzZo165TXKS4uVkFBgccJAACcn7wKi++//14zZ85UXFyc3n//ff35z39Wenq65s6dW+F1MjIyFBER4T7FxMSc8dAAAODc5DDGmMquHBgYqE6dOmn16tXuZenp6fryyy+1Zs2acq9TXFys4uJi9/mCggLFxMQoPz9f4eHhZzA6ahOHw9cT1F6V/xcCOBkvWt+pnhdtQUGBIiIiTvvz26s9FhdeeKHatGnjsax169b63//+V+F1nE6nwsPDPU4AAOD85FVYdOnSRdu2bfNYtn37djVr1szqUAAAoGbyKixGjhypL774Qo8//rh27typ+fPn68UXX1Rqamp1zQcAAGoQr8Kic+fOevPNN7VgwQK1a9dOEydO1IwZM3TXXXdV13wAAKAG8ergTRsqe/AHcDIO3vQdDt5E1fCi9Z0adPAmAADAqRAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsCbA1wNY5XD4eoLayxhfTwAAOAewxwIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGvOKCyeeOIJORwOjRgxwtI4AACgJqtyWHz55Zd64YUXdMkll9icBwAA1GBVCouioiLdddddmjVrlurVq2d7JgAAUENVKSxSU1PVu3dvXXvttaddt7i4WAUFBR4nAABwfgrw9goLFy7Uhg0b9OWXX1Zq/YyMDE2YMMHrwQAAQM3j1R6LPXv26IEHHtCrr76qoKCgSl1nzJgxys/Pd5/27NlTpUEBAMC5z2GMMZVd+a233tItt9wif39/97ITJ07I4XDIz89PxcXFHpeVp6CgQBEREcrPz1d4eHjVJy+Pw2H39lB5lf9rVCU8tb5TzU8tzlu8aH2nel60lf357dVbIddcc402b97ssWzw4MGKj4/XX//619NGBQAAOL95FRZhYWFq166dx7KQkBBFRUWVWQ4AAGofvnkTAABY4/WnQn7v448/tjAGAAA4H7DHAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwJoAXw8AoPZyTHD4eoRay4wzvh4B5yn2WAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYI1XYZGRkaHOnTsrLCxMDRs21M0336xt27ZV12wAAKCG8SosPvnkE6WmpuqLL77QihUrdOzYMV1//fU6fPhwdc0HAABqkABvVl6+fLnH+ezsbDVs2FDr169Xt27drA4GAABqHq/C4vfy8/MlSZGRkRWuU1xcrOLiYvf5goKCM9kkAAA4h1X54E2Xy6URI0aoS5cuateuXYXrZWRkKCIiwn2KiYmp6iYBAMA5rsphkZqaqv/+979auHDhKdcbM2aM8vPz3ac9e/ZUdZMAAOAcV6W3QtLS0rR06VJ9+umnatq06SnXdTqdcjqdVRoOAADULF6FhTFGw4cP15tvvqmPP/5YsbGx1TUXAACogbwKi9TUVM2fP19vv/22wsLCtG/fPklSRESEgoODq2VAAABQc3h1jMXMmTOVn5+vHj166MILL3SfFi1aVF3zAQCAGsTrt0IAAAAqwu8KAQAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYU6WwyMzMVPPmzRUUFKTLLrtMa9eutT0XAACogbwOi0WLFunBBx/UuHHjtGHDBnXo0EE9e/ZUXl5edcwHAABqEK/DYtq0abr//vs1ePBgtWnTRs8//7wuuOACzZ49uzrmAwAANUiANyuXlJRo/fr1GjNmjHuZn5+frr32Wq1Zs6bc6xQXF6u4uNh9Pj8/X5JUUFBQlXlxruL5PG9V61N7tBpvG6fEv8Hns+p5bkv/zhhjTrmeV2Fx4MABnThxQo0aNfJY3qhRI23durXc62RkZGjChAlllsfExHizaZzrIiJ8PQGqCU/t+SniCZ7Y81f1PreFhYWKOMU/DF6FRVWMGTNGDz74oPu8y+XSwYMHFRUVJYfDUd2brzEKCgoUExOjPXv2KDw83NfjwBKe1/MXz+35i+e2fMYYFRYWKjo6+pTreRUW9evXl7+/v3Jzcz2W5+bmqnHjxuVex+l0yul0eiyrW7euN5utVcLDw/mLfB7ieT1/8dyev3huyzrVnopSXh28GRgYqISEBK1cudK9zOVyaeXKlbriiiu8nxAAAJxXvH4r5MEHH9TAgQPVqVMnJSYmasaMGTp8+LAGDx5cHfMBAIAaxOuwuO2227R//349+uij2rdvnzp27Kjly5eXOaAT3nE6nRo3blyZt41Qs/G8nr94bs9fPLdnxmFO97kRAACASuJ3hQAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrA4B6xZs0b+/v7q3bu3r0eBJYMGDZLD4XCfoqKilJycrE2bNvl6NFiwb98+DR8+XC1atJDT6VRMTIxSUlI8vjwQNcvJr9k6deqoUaNGuu666zR79my5XC5fj1ejEBbngKysLA0fPlyffvqpfvrpJ1+PA0uSk5O1d+9e7d27VytXrlRAQID69Onj67FwhnJycpSQkKBVq1ZpypQp2rx5s5YvX66kpCSlpqb6ejycgdLXbE5OjpYtW6akpCQ98MAD6tOnj44fP+7r8WqMav8lZDi1oqIiLVq0SOvWrdO+ffuUnZ2tv/3tb74eCxY4nU7379Bp3LixRo8era5du2r//v1q0KCBj6dDVf3lL3+Rw+HQ2rVrFRIS4l7etm1b3XfffT6cDGfq5NdskyZN9Ic//EGXX365rrnmGmVnZ2vo0KE+nrBmYI+Fjy1evFjx8fG6+OKLdffdd2v27Nmn/V33qHmKioo0b948tWrVSlFRUb4eB1V08OBBLV++XKmpqR5RUYpfsHj+ufrqq9WhQwe98cYbvh6lxiAsfCwrK0t33323pN92w+Xn5+uTTz7x8VSwYenSpQoNDVVoaKjCwsL0zjvvaNGiRfLz42VXU+3cuVPGGMXHx/t6FJxF8fHxysnJ8fUYNQb/wvnQtm3btHbtWt1xxx2SpICAAN12223Kysry8WSwISkpSRs3btTGjRu1du1a9ezZU7169dLu3bt9PRqqiL2JtZMxRg6Hw9dj1BgcY+FDWVlZOn78uKKjo93LjDFyOp167rnnKvV773HuCgkJUatWrdznX3rpJUVERGjWrFmaNGmSDydDVcXFxcnhcGjr1q2+HgVn0bfffqvY2Fhfj1FjsMfCR44fP66XX35Z//jHP9z/q924caO+/vprRUdHa8GCBb4eEZY5HA75+fnp119/9fUoqKLIyEj17NlTmZmZOnz4cJnLf/nll7M/FKrVqlWrtHnzZvXt29fXo9QY7LHwkaVLl+rQoUMaMmRImT0Tffv2VVZWlv70pz/5aDrYUFxcrH379kmSDh06pOeee05FRUVKSUnx8WQ4E5mZmerSpYsSExP12GOP6ZJLLtHx48e1YsUKzZw5U99++62vR0QVlb5mT5w4odzcXC1fvlwZGRnq06eP7r33Xl+PV2MQFj6SlZWla6+9tty3O/r27aunnnpKmzZt0iWXXOKD6WDD8uXLdeGFF0qSwsLCFB8fr9dee009evTw7WA4Iy1atNCGDRs0efJkPfTQQ9q7d68aNGighIQEzZw509fj4QyUvmYDAgJUr149dejQQc8884wGDhzIQddecBiORgIAAJaQYAAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAa/4fAPiDqxcjJ/YAAAAASUVORK5CYII=", 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" ] @@ -38,7 +38,7 @@ "\n", "cat=['A','B','C','D']\n", "val=[5,7,3,9]\n", - "colors=['red','blue','green','orange']\n", + "colors=['red','blue','green','yellow']\n", "\n", "plt.bar(cat,val,color=colors)\n", "\n", diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index e847f360..6ebb775e 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -34,7 +34,7 @@ }, { "data": { - "image/png": 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DFRUVJavVqm3btikgIEATJ05Uq1at5Ovrqz59+mjo0KGyWCz64osvMg1kTZs21fz58/X8888rNDRUpUqVUteuXRUSEqIyZcro448/VunSpVWyZEm1aNFCVapU0fTp09WlSxfVrVtX/fr10913360TJ05o3bp18vb21rffflvQb58mT56sLl26KCwsTAMGDLBfVsDHx8fhnm5NmzaVlHZJhUceeUTFixdX165ds72YZnh4uCZNmiQfHx/Vr19fUtq1sWrWrKn9+/erb9++pvXdynbNnDx5UuvWrdPQoUMzfd1qtSoiIkILFy7U1KlTVbx48VveVlb8/Pw0cuRIjR07Vvfdd5/++c9/av/+/froo48UGhpqP29Oyvp37f7779fixYv1wAMPKDIyUrGxsfr4449Vp04dh1Du5eWlOnXqaP78+apRo4bKli2revXqZXoZjoYNG6pPnz763//+Zz9E/csvv2j27Nnq3r272rVrl+ux1qlTR/fee6+aNm2qsmXLavv27Vq0aBH3AYRrcdK384AC8/333xv9+/c3atWqZZQqVcrw8PAwqlWrZjz77LPGn3/+maH/Z599ZjRu3NiwWq2Gr6+v0bZtW2P16tX21zdt2mS0bNnS8PLyMgICAuyXKZBkrFu3zt7v8uXLRq9evYwyZcoYkhy+9r1s2TKjTp06RrFixTJ8jf/XX381oqKijLvuusuwWq1GUFCQ8a9//cv48ccf7X3Sv+p99uzZHL0H6ZcVWLhwYbb9MrusgGEYxpo1a4zWrVsbXl5ehre3t9G1a1dj3759GZYfP368cffddxtubm45usTA8uXLDUlGly5dHNoHDhxoSDJmzJiRYRll8vX3rLYryRg8eHCGdQQFBRl9+vTJsq7//ve/hiSH9/xms2bNMiQZy5Yts68zs6/Gt23b1mjbtq39efplBdIv5ZAufR/d+DtkGGmXEahVq5ZRvHhxo0KFCsagQYMcLrNgGFn/rqWmphpvvPGGERQUZFitVqNx48bGd999Z/Tp0yfDZQg2b95sNG3a1PDw8HB4j2++rIBhGMa1a9eMsWPHGlWqVDGKFy9uBAYGGiNHjnS4rEZu3pPXX3/daN68uVGmTBnDy8vLqFWrljFhwoQMl/4AnMliGHl4hiEAAEARxDlMAAAAJghMAAAAJghMAAAAJghMAAAAJghMAAAAJghMAAAAJor8hStTU1N18uRJlS5dOt9uoQAAALJ3/vx5hYaGau3atTm6hY5hGLp06ZICAgLk5pZ38zsff/yxli9fnvsLATv5OlD57tixY4YkHjx48ODBg0chfBw7dsz+mf76668bYWFhhpeXl+Hj45Pp5358fLzxj3/8w/Dy8jL8/PyMF1980bh27Zr99eTkZCMgIMDYuHFjrvJEkZ9hKl26tCTp2LFj8vb2dnI1AADceRITE1WzZk0tXrxYoaGhkiQfHx999NFHDjeS9vHxkaenpyTJZrMpMDDQ/jkupd2786GHHlJYWJhmzJiRYTspKSmKjIxUxYoVtXnzZp06dUq9e/dW8eLF9cYbb0iSPDw81KtXL02dOtV+D8ucKPKBKf0wnLe3N4EJAAAnWLVqlaxWqzp06ODQ7u/vr+rVq2e77I2n04wdO1aSNGvWrCy3s2/fPq1Zs0YVKlRQo0aNNH78eL388ssaM2aMPDw8JEldu3ZVp06dlJSUJC8vrxyNgZO+AQBAvoqOjrbfKPtGgwcPVrly5dS8eXN99tlnmd7IPDe2bNmi+vXrq0KFCva2iIgI2Ww27d27197WrFkzXb9+XVu3bs3xuov8DBMAAHCu+Ph4BQQEOLSNGzdO7du3V4kSJbRq1So988wzunz5soYOHXrL2zl9+rRDWJJkf3769Gl7W4kSJeTj46P4+Pgcr5vABAAA8lVSUpL93KR0//nPf+w/N27cWFeuXNHkyZNvKzDlhpeXlxITE3Pcn0NyAAAgX5UrV04XLlzItk+LFi10/PhxJScn3/J2KlasqD///NOhLf15xYoVHdrPnz8vPz+/HK+bwAQAAPJV48aNtW/fvmz77Nq1S76+vrJarbe8nbCwMO3Zs0dnzpyxt61evVre3t6qU6eOve3w4cP6+++/1bhx4xyvm0NyAAAgX0VERGjkyJG6cOGCfH199e233+rPP/9Uy5Yt5enpqdWrV+uNN97Qiy++mO16jh49qvPnz+vo0aNKSUnRrl27JEnVqlVTqVKl1LlzZ9WpU0ePP/643nrrLZ0+fVqvvfaaBg8e7BDEoqOjVbVqVYWEhOR4DMwwAQCAfFW/fn01adJECxYskCQVL15cH374ocLCwtSoUSN98sknmjJlikaPHm1fJv2E7OjoaHvbqFGj1LhxY40ePVqXL19W48aN1bhxY23fvl2S5O7uru+++07u7u4KCwvTY489pt69e2vcuHEO9cybN09PPPFErsZgMW73O3wuzmazycfHRwkJCVyHCQAAJ1m+fLmGDx+umJiYHN3q5LvvvlPXrl0VFxeXo1up5NTevXvVvn17HThwQD4+PjlejkNyAAAg30VGRurgwYM6ceKEAgMDTfuvWrVKkuTr65undZw6dUqff/55rsKSxAwTAAC4BSkpUnS0dOqU5O8vhYdL7u55t35X+/x26jlMGzduVNeuXRUQECCLxaKlS5c6vG4YhkaNGiV/f395eXmpY8eOOnjwoHOKBQAAkqTFi6XgYKldO6lXr7R/g4PT2osqpwamK1euqGHDhvrwww8zff2tt97S1KlT9fHHH2vr1q0qWbKkIiIi9PfffxdwpQAAQEoLRT16SMePO7afOJHWXlRDk8sckrNYLFqyZIm6d+8uKW12KSAgQC+88IL9a4YJCQmqUKGCZs2apUceeSRH63W1KT0AAAqrlJS0maSbw1I6i0WqVEmKjb39w3Ou9vntspcViI2N1enTp9WxY0d7m4+Pj1q0aKEtW7ZkuVxycrJsNpvDAwAA3L7o6KzDkiQZhnTsWFq/osZlA1P6TfIyu4nejTfQu9nEiRPl4+Njf+TkTHwAAGDu1Km87VeYuGxgulUjR45UQkKC/XHs2DFnlwQAQJHg75+3/QoTlw1M6TfJy+wmejffQO9GVqtV3t7eDg8AAHD7wsPTzlGyWDJ/3WKRAgPT+hU1LhuYqlSpoooVK+rHH3+0t9lsNm3dulVhYWFOrAwAgDuTu7v03ntpP98cmtKfv/tu3l6PyVU4NTBdvnxZu3btst88LzY2Vrt27dLRo0dlsVg0bNgwvf766/rmm2+0Z88e9e7dWwEBAfZv0gEAgIIVFSUtWiTdfbdje6VKae1RUc6pK7859bIC69evV7t27TK09+nTR7NmzZJhGBo9erT+97//6eLFi2rTpo0++ugj1ahRI8fbcLWvJQIAUBTcaVf6dpnrMOUXV3vDAQCAOVf7/HbZc5gAAABcBYEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADAhMsHpkuXLmnYsGEKCgqSl5eXWrVqpW3btjm7LAAAcAdx+cA0cOBArV69Wl988YX27Nmjzp07q2PHjjpx4oSzSwMAAHcIi2EYhrOLyEpSUpJKly6tZcuWKTIy0t7etGlTdenSRa+//rrpOmw2m3x8fJSQkCBvb+/8LBcAAOQRV/v8LubsArJz/fp1paSkyNPT06Hdy8tLP/30U6bLJCcnKzk52f7cZrPla40AAKDoc+lDcqVLl1ZYWJjGjx+vkydPKiUlRXPmzNGWLVt06tSpTJeZOHGifHx87I/AwMACrhoAABQ1Ln1ITpIOHz6s/v37a+PGjXJ3d1eTJk1Uo0YN7dixQ7///nuG/pnNMAUGBrrMlB4AADDHIblcCgkJ0YYNG3TlyhXZbDb5+/vr4YcfVtWqVTPtb7VaZbVaC7hKAABQlLn0IbkblSxZUv7+/rpw4YJWrlypbt26ObskAABwh3D5GaaVK1fKMAzVrFlThw4d0vDhw1WrVi3169fP2aUBAIA7hMvPMCUkJGjw4MGqVauWevfurTZt2mjlypUqXry4s0sDAAB3CJc/6ft2udpJYwAAwJyrfX67/AwTAACAsxGYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAATBCYAAAu79y5cypfvrzi4uLybRv79u1TpUqVdOXKlXzbBgovAhMAwOVNmDBB3bp1U3BwsEP7uXPnVKlSJVksFl28eDHbdRw4cEDdunVTuXLl5O3trTZt2mjdunX21+vUqaOWLVtqypQp+TACFHYEJgCAS0tMTNSMGTM0YMCADK8NGDBADRo0yNF67r//fl2/fl1r167Vjh071LBhQ91///06ffq0vU+/fv00bdo0Xb9+Pc/qR9FAYAIAuLQVK1bIarWqZcuWDu3Tpk3TxYsX9eKLL5qu46+//tLBgwc1YsQINWjQQNWrV9ekSZOUmJiomJgYe79OnTrp/Pnz2rBhQ56PA4UbgQkA4NKio6PVtGlTh7Z9+/Zp3Lhx+vzzz+XmZv5Rdtddd6lmzZr6/PPPdeXKFV2/fl2ffPKJypcv77BuDw8PNWrUSNHR0Xk+DhRuxZxdAAAA2YmPj1dAQID9eXJysnr27KnJkyercuXKOnLkiOk6LBaL1qxZo+7du6t06dJyc3NT+fLl9cMPP8jX19ehb0BAgOLj4/N8HCjcmGECALi0pKQkeXp62p+PHDlStWvX1mOPPZbjdRiGocGDB6t8+fKKjo7WL7/8ou7du6tr1646deqUQ18vLy8lJibmWf0oGghMAACXVq5cOV24cMH+fO3atVq4cKGKFSumYsWKqUOHDvZ+o0ePznQda9eu1XfffaevvvpKrVu3VpMmTfTRRx/Jy8tLs2fPduh7/vx5+fn55d+AUChxSA4A4NIaN26sOXPm2J9//fXXSkpKsj/ftm2b+vfvr+joaIWEhGS6jvQZo5vPd3Jzc1NqaqpDW0xMjHr06JFX5aOIIDABAFxaRESERo4cqQsXLsjX1zdDKPrrr78kSbVr11aZMmUyXUdYWJh8fX3Vp08fjRo1Sl5eXvr0008VGxuryMhIe7+4uDidOHFCHTt2zLfxoHDikBwAwKXVr19fTZo00YIFC3K8TFxcnCwWi9avXy8p7XDdDz/8oMuXL6t9+/Zq1qyZfvrpJy1btkwNGza0Lzdv3jx17txZQUFBeT0MFHIWwzAMZxeRn2w2m3x8fJSQkCBvb29nlwMAuAXLly/X8OHDFRMTk6PLCKxbt05RUVE6cuRIhm/BZeXq1auqXr265s6dq9atW99uybhNrvb5zSE5AIDLi4yM1MGDB3XixAkFBgaa9l+xYoVeeeWVHIclSTp69KheeeUVwhIyxQwTAMApUlKk6Gjp1CnJ318KD5fc3Z1dFVyFq31+u/Q5TCkpKfrPf/6jKlWqyMvLSyEhIRo/fryKeMYDgCJv8WIpOFhq107q1Svt3+DgtHbAFbn0Ibk333xT06ZN0+zZs1W3bl1t375d/fr1k4+Pj4YOHers8gAAt2DxYqlHD+nmv31PnEhrX7RIiopyTm1AVlz6kNz999+vChUqaMaMGfa2Bx98UF5eXg7X5MiOq03pAcCdLCUlbSbp+PHMX7dYpEqVpNhYDs/d6Vzt89ulD8m1atVKP/74ow4cOCBJ2r17t3766Sd16dIly2WSk5Nls9kcHgAA1xAdnXVYktJmnY4dS+sHuBKXPiQ3YsQI2Ww21apVS+7u7kpJSdGECRP06KOPZrnMxIkTNXbs2AKsEgCQUzfdtu22+wEFxaVnmBYsWKAvv/xSc+fO1c6dOzV79my9/fbbGe77c6ORI0cqISHB/jh27FgBVgwAyI6/f972AwqKS5/DFBgYqBEjRmjw4MH2ttdff11z5szRH3/8kaN1uNoxUAC4k6Wfw3TiRMaTviXOYcL/cbXPb5eeYUpMTMxwRVd3d/cMN0oEABQO7u7Se++l/WyxOL6W/vzddwlLcD0uHZi6du2qCRMmaPny5YqLi9OSJUs0ZcoUPfDAA84uDQBwi6Ki0i4dcPfdju2VKnFJAbgulz4kd+nSJf3nP//RkiVLdObMGQUEBKhnz54aNWqUPDw8crQOV5vSAwCk4UrfyI6rfX67dGDKC672hgMAAHOu9vnt0ofkAAAAXAGBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwITLB6bg4GBZLJYMj8GDBzu7NAAAcIco5uwCzGzbtk0pKSn25zExMerUqZMeeughJ1YFAADuJC4fmPz8/ByeT5o0SSEhIWrbtq2TKgIAAHcalw9MN7p69armzJmj559/XhaLJdM+ycnJSk5Otj+32WwFVR4AACiiXP4cphstXbpUFy9eVN++fbPsM3HiRPn4+NgfgYGBBVcgAAAokiyGYRjOLiKnIiIi5OHhoW+//TbLPpnNMAUGBiohIUHe3t4FUSYAALhNNptNPj4+LvP5XWgOycXHx2vNmjVavHhxtv2sVqusVmsBVQUAAO4EheaQ3MyZM1W+fHlFRkY6uxQAAHCHKRSBKTU1VTNnzlSfPn1UrFihmRQDAABFRKEITGvWrNHRo0fVv39/Z5cCAADuQIViuqZz584qROemAwCAIqZQzDABAAA4E4EJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADABIEJAADARK4D0+zZs7V8+XL785deekllypRRq1atFB8fn6fFAQAAuIJcB6Y33nhDXl5ekqQtW7boww8/1FtvvaVy5crp3//+d54XCAC369y5cypfvrzi4uLybRv79u1TpUqVdOXKlXzbBgDnyXVgOnbsmKpVqyZJWrp0qR588EE9+eSTmjhxoqKjo/O8QAC4XRMmTFC3bt0UHBysc+fO6b777lNAQICsVqsCAwM1ZMgQ2Ww20/UsX75cLVq0kJeXl3x9fdW9e3f7a3Xq1FHLli01ZcqUfBwJAGfJdWAqVaqUzp07J0latWqVOnXqJEny9PRUUlJS3lYHALcpMTFRM2bM0IABAyRJbm5u6tatm7755hsdOHBAs2bN0po1a/T0009nu56vv/5ajz/+uPr166fdu3dr06ZN6tWrl0Offv36adq0abp+/Xq+jQeAcxTL7QKdOnXSwIED1bhxYx04cED/+Mc/JEl79+5VcHBwXtcHALdlxYoVslqtatmypSTJ19dXgwYNsr8eFBSkZ555RpMnT85yHdevX9dzzz2nyZMn24OXlDardKNOnTrp/Pnz2rBhgzp06JDHIwHgTLmeYfrwww8VFhams2fP6uuvv9Zdd90lSdqxY4d69uyZ5wUCwO2Ijo5W06ZNs3z95MmTWrx4sdq2bZtln507d+rEiRNyc3NT48aN5e/vry5duigmJsahn4eHhxo1asTpCUARlOsZpjJlyuiDDz7I0D527Ng8KQgA8lJ8fLwCAgIytPfs2VPLli1TUlKSunbtqunTp2e5jiNHjkiSxowZoylTpig4OFj//e9/de+99+rAgQMqW7asvW9AQADfGAaKoBzNMP32229KTU21/5zdAwBcSVJSkjw9PTO0v/POO9q5c6eWLVumw4cP6/nnn89yHen//3v11Vf14IMPqmnTppo5c6YsFosWLlzo0NfLy0uJiYl5OwgATpejGaZGjRrp9OnTKl++vBo1aiSLxSLDMOyvpz+3WCxKSUnJt2IBILfKlSunCxcuZGivWLGiKlasqFq1aqls2bIKDw/Xf/7zH/n7+2fom9524zlLVqtVVatW1dGjRx36nj9/XiEhIXk8CgDOlqPAFBsbKz8/P/vPAFBYNG7cWHPmzMm2T/oMUnJycqavN23aVFarVfv371ebNm0kSdeuXVNcXJyCgoIc+sbExKhHjx55UDkAV5KjwHTj/xBu/p/DjW6cdQIAVxAREaGRI0fqwoUL8vX11YoVK/Tnn38qNDRUpUqV0t69ezV8+HC1bt06y2/6ent76+mnn9bo0aMVGBiooKAg+7fqHnroIXu/uLg4nThxQh07diyIoQEoQLn+llzfvn0zvZJtXFyc7rnnnjwpCgDySv369dWkSRMtWLBAUto5Rp9++qnatGmj2rVr69///rf++c9/6rvvvrMvExcXJ4vFovXr19vbJk+erEceeUSPP/64QkNDFR8fr7Vr18rX19feZ968eercuXO2f1gCKJwsRi6nhRo3biybzaY5c+YoLCxMUtr95YYOHar27dtryZIl+VLorbLZbPLx8VFCQoK8vb2dXQ4AJ1i+fLmGDx+umJgYubmZ/524bt06RUVF6ciRIw6BKDtXr15V9erVNXfuXLVu3fp2SwbueK72+Z3rywr88ssveuWVV3TvvffqhRde0KFDh/T9999rypQpeuKJJ/KjRgC4LZGRkTp48KBOnDihwMBA0/4rVqzQK6+8kuOwJElHjx7VK6+8QlgCiqhczzClGz16tMaPH69ixYppw4YN9tkmV+NqCRVA3khJkaKjpVOnJH9/KTxccnd3dlUA8oqrfX7n+hyma9eu6YUXXtCbb76pkSNHKiwsTFFRUVqxYkV+1KcTJ07oscce01133SUvLy/Vr19f27dvz5dtASgcFi+WgoOldu2kXr3S/g0OTmsHgPyQ60NyzZo1U2JiotavX6+WLVvKMAy99dZbioqKUv/+/fXRRx/lWXEXLlxQ69at1a5dO33//ffy8/PTwYMHczVNDqBoWbxY6tFDunlu/MSJtPZFi6SoKOfUBqDoyvUhuQEDBmjq1KkqWbKkQ/uvv/6qxx9/PMO9lW7HiBEjtGnTptu6L5OrTekBuHUpKWkzScePZ/66xSJVqiTFxnJ4DijsXO3z+5bPYcpMcnKyrFZrXq1OderUUUREhI4fP64NGzbo7rvv1jPPPJPtyeXJyckOF5+z2WwKDAx0mTccwK1bvz7t8JuZdeuke+/N72oA5CdXC0y5PofpRn///bdsNpv9kdVVcm/VkSNHNG3aNFWvXl0rV67UoEGDNHToUM2ePTvLZSZOnCgfHx/7IyffiAFQOJw6lbf9ACCncj3DdOXKFb388stasGCBzp07l+H1vLyXnIeHh5o1a6bNmzfb24YOHapt27Zpy5YtmS7DDBNQdDHDBNw5Cv0M00svvaS1a9dq2rRpslqtmj59usaOHauAgAB9/vnneVqcv7+/w80uJal27doZbnZ5I6vVKm9vb4cHgKIhPDztHCWLJfPXLRYpMDCtHwDkpVwHpm+//VYfffSRHnzwQRUrVkzh4eF67bXX9MYbb+jLL7/M0+Jat26t/fv3O7QdOHCA2w4Adyh3d+m999J+vjk0pT9/911O+AaQ93IdmM6fP6+qVatKSrsh5fnz5yVJbdq00caNG/O0uH//+9/6+eef9cYbb+jQoUOaO3eu/ve//2nw4MF5uh0AhUdUVNqlA+6+27G9UiUuKQAg/+Q6MFWtWlWxsbGSpFq1atlvaPntt9+qTJkyeVpcaGiolixZonnz5qlevXoaP3683n33XT366KN5uh0AhUtUlBQXl3au0ty5af/GxhKWAOSfXJ/0/c4778jd3V1Dhw7VmjVr1LVrVxmGoWvXrmnKlCl67rnn8qvWW+JqJ40BAABzrvb5fdvXYYqPj9eOHTtUrVo1NWjQIK/qyjOu9oYDAABzrvb5netbo9wsKCiIk7ABAECRdlsXrgQAALgTEJgAAABM5DgwnTx5Mj/rAAAAcFk5Dkx169bV3Llz87MWAAAAl5TjwDRhwgQ99dRTeuihh+wXqwQAALgT5DgwPfPMM/rtt9907tw51alTR99++21+1gUAAOAycnVZgSpVqmjt2rX64IMPFBUVpdq1a6tYMcdV7Ny5M08LBAAAcLZcX4cpPj5eixcvlq+vr7p165YhMAEAABQ1uUo7n376qV544QV17NhRe/fulZ+fX37VBQAA4DJyHJjuu+8+/fLLL/rggw/Uu3fv/KwJAADApeQ4MKWkpOi3335TpUqV8rMeAAAAl5PjwLR69er8rAMAAMBlcWsUAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEwQmAAAAEy4dmMaMGSOLxeLwqFWrlrPLAgAAd5hizi7ATN26dbVmzRr782LFXL5kAABQxLh8+ihWrJgqVqzo7DIAAMAdzKUPyUnSwYMHFRAQoKpVq+rRRx/V0aNHs+2fnJwsm83m8AAAALgdLh2YWrRooVmzZumHH37QtGnTFBsbq/DwcF26dCnLZSZOnCgfHx/7IzAwsAArBgAARZHFMAzD2UXk1MWLFxUUFKQpU6ZowIABmfZJTk5WcnKy/bnNZlNgYKASEhLk7e1dUKUCAIDbYLPZ5OPj4zKf3y5/DtONypQpoxo1aujQoUNZ9rFarbJarQVYFQAAKOpc+pDczS5fvqzDhw/L39/f2aUAAIA7iEsHphdffFEbNmxQXFycNm/erAceeEDu7u7q2bOns0sDAAB3EJc+JHf8+HH17NlT586dk5+fn9q0aaOff/5Zfn5+zi4NAADcQVw6MH311VfOLgEAAMC1D8kBAAC4AgITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITAACACQITYOLcuXMqX7684uLi8m0bP/zwgxo1aqTU1NR82wYA4NYRmAATEyZMULdu3RQcHKzdu3erZ8+eCgwMlJeXl2rXrq333nsvx+tKTk5Wo0aNZLFYtGvXLnv7fffdp+LFi+vLL7/MhxEAAG4XgQnIRmJiombMmKEBAwZIknbs2KHy5ctrzpw52rt3r1599VWNHDlSH3zwQY7W99JLLykgICDT1/r27aupU6fmWe0AgLxTzNkFAK5sxYoVslqtatmypSSpf//+Dq9XrVpVW7Zs0eLFizVkyJBs1/X9999r1apV+vrrr/X9999neL1r164aMmSIDh8+rJCQkLwbBADgtjHDBGQjOjpaTZs2zbZPQkKCypYtm22fP//8U0888YS++OILlShRItM+lStXVoUKFRQdHX3L9QIA8geBCchGfHx8lofQJGnz5s2aP3++nnzyySz7GIahvn376umnn1azZs2y3V5AQIDi4+NvuV4AQP4gMAHZSEpKkqenZ6avxcTEqFu3bho9erQ6d+6c5Tref/99Xbp0SSNHjjTdnpeXlxITE2+5XgBA/iAwAdkoV66cLly4kKF937596tChg5588km99tpr2a5j7dq12rJli6xWq4oVK6Zq1apJkpo1a6Y+ffo49D1//rz8/PzybgAAgDzBSd9ANho3bqw5c+Y4tO3du1ft27dXnz59NGHCBNN1TJ06Va+//rr9+cmTJxUREaH58+erRYsW9va///5bhw8fVuPGjfNuAACAPEFgArIRERGhkSNH6sKFC/L19VVMTIzat2+viIgIPf/88zp9+rQkyd3dPcuZocqVKzs8L1WqlCQpJCRElSpVsrf//PPPslqtCgsLy6fRAABuFYfkgGzUr19fTZo00YIFCyRJixYt0tmzZzVnzhz5+/vbH6GhofZl4uLiZLFYtH79+lxta968eXr00Uez/BYdAMB5LIZhGM4uIj/ZbDb5+PgoISFB3t7ezi4HhdDy5cs1fPhwxcTEyM3N/G+MdevWKSoqSkeOHJGvr2+OtvHXX3+pZs2a2r59u6pUqXK7JQNAoedqn98ckgNMREZG6uDBgzpx4oQCAwNN+69YsUKvvPJKjsOSlDYr9dFHHxGWAMBFMcOEO1JKihQdLZ06Jfn7S+Hhkru7s6sCAKRztc/vQnUO06RJk2SxWDRs2DBnl4JCbPFiKThYatdO6tUr7d/g4LR2AAAyU2gC07Zt2/TJJ5+oQYMGzi4FhdjixVKPHtLx447tJ06ktROaAACZKRSB6fLly3r00Uf16aef5uq8EOBGKSnSc89JmR2ETm8bNiytHwAANyoUgWnw4MGKjIxUx44dTfsmJyfLZrM5PAAp7Zylm2eWbmQY0rFjaf0AALiRy39L7quvvtLOnTu1bdu2HPWfOHGixo4dm89VoTA6dSpv+wEA7hwuPcN07NgxPffcc/ryyy+zvAHqzUaOHKmEhAT749ixY/lcJQoLf/+87QcAuHO49GUFli5dqgceeEDuN3zfOyUlRRaLRW5ubkpOTnZ4LTOu9rVEOE9KStq34U6cyPw8JotFqlRJio3lEgMA4Gyu9vnt0ofkOnTooD179ji09evXT7Vq1dLLL79sGpaAG7m7S++9l/ZtOIvFMTRZLGn/vvsuYQkAkJFLB6bSpUurXr16Dm0lS5bUXXfdlaEdyImoKGnRorRvy914AnilSmlhKSrKaaUBAFyYSwcmID9ERUndunGlbwBAzhW6wJTbO8ADmXF3l+6919lVAAAKC5f+lhwAAIArIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYIDABAACYcOnANG3aNDVo0EDe3t7y9vZWWFiYvv/+e2eXBQAA7jAuHZgqVaqkSZMmaceOHdq+fbvat2+vbt26ae/evc4uDQAA3EEshmEYzi4iN8qWLavJkydrwIABOepvs9nk4+OjhIQEeXt753N1AAAgL7ja53cxZxeQUykpKVq4cKGuXLmisLCwLPslJycrOTnZ/txmsxVEeQAAoAhz6UNykrRnzx6VKlVKVqtVTz/9tJYsWaI6depk2X/ixIny8fGxPwIDAwuwWgAAUBS5/CG5q1ev6ujRo0pISNCiRYs0ffp0bdiwIcvQlNkMU2BgoMtM6QEAAHOudkjO5QPTzTp27KiQkBB98sknOervam84AAAw52qf3y5/SO5mqampDjNIAAAA+c2lT/oeOXKkunTposqVK+vSpUuaO3eu1q9fr5UrVzq7NAAAcAdx6cB05swZ9e7dW6dOnZKPj48aNGiglStXqlOnTs4uDQAA3EFcOjDNmDHD2SUAAAAUvnOYAAAAChqBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBCQAAwASBqQCcO3dO5cuXV1xcXL5tY9++fapUqZKuXLmSb9sAAOBORWAqABMmTFC3bt0UHBwsSRo6dKiaNm0qq9WqRo0amS5//vx5Pfvss6pZs6a8vLxUuXJlDR06VAkJCfY+derUUcuWLTVlypR8GgUAAHcuAlM+S0xM1IwZMzRgwACH9v79++vhhx/O0TpOnjypkydP6u2331ZMTIxmzZqlH374IcM6+/Xrp2nTpun69et5Vj8AAJCKObuAom7FihWyWq1q2bKlvW3q1KmSpLNnz+q3334zXUe9evX09ddf25+HhIRowoQJeuyxx3T9+nUVK5a2Gzt16qTz589rw4YN6tChQx6PBACAOxczTPksOjpaTZs2zfP1JiQkyNvb2x6WJMnDw0ONGjVSdHR0nm8PAIA7GYEpn8XHxysgICBP1/nXX39p/PjxevLJJzO8FhAQoPj4+DzdHgAAdzoCUz5LSkqSp6dnnq3PZrMpMjJSderU0ZgxYzK87uXlpcTExDzbHgAAIDDlu3LlyunChQt5sq5Lly7pvvvuU+nSpbVkyRIVL148Q5/z58/Lz88vT7YHAADSEJjyWePGjbVv377bXo/NZlPnzp3l4eGhb775JstZq5iYGDVu3Pi2twcAAP4PgSmfRUREaO/evQ6zTIcOHdKuXbt0+vRpJSUladeuXdq1a5euXr2a6TrSw9KVK1c0Y8YM2Ww2nT59WqdPn1ZKSoq9X1xcnE6cOKGOHTvm+7gAALiTcFmBfFa/fn01adJECxYs0FNPPSVJGjhwoDZs2GDvkz4jFBsba7+4pcVi0cyZM9W3b1/t3LlTW7dulSRVq1bNYf03LjNv3jx17txZQUFB+TwqAADuLBbDMAxnF5GfbDabfHx87F/Dd4bly5dr+PDhiomJkZub+aRebGysatSooX379ql69eo52sbVq1dVvXp1zZ07V61bt77dkgEAcCpX+Py+ETNMBSAyMlIHDx7UiRMnFBgYaNp/xYoVevLJJ3McliTp6NGjeuWVVwhLAADkA2aYbkFKihQdLZ06Jfn7S+Hhkrt7nqwaAADI9WaYXPqk74kTJyo0NFSlS5dW+fLl1b17d+3fv9+pNS1eLAUHS+3aSb16pf0bHJzWDgAAiiaXDkwbNmzQ4MGD9fPPP2v16tW6du2a/dtizrB4sdSjh3T8uGP7iRNp7YQmAACKpkJ1SO7s2bMqX768NmzYoHvuuSdHy+TVlF5KStpM0s1hKZ3FIlWqJMXGcngOAIDbxSG525CQkCBJKlu2bJZ9kpOTZbPZHB55ITo667AkSYYhHTuW1g8AABQthSYwpaamatiwYWrdurXq1auXZb+JEyfKx8fH/sjJt9Jy4tSpvO0HAAAKj0ITmAYPHqyYmBh99dVX2fYbOXKkEhIS7I9jx47lyfb9/fO2HwAAKDwKxXWYhgwZou+++04bN25UpUqVsu1rtVpltVrzvIbw8LRzlE6cSDv8drP0c5jCw/N80wAAwMlceobJMAwNGTJES5Ys0dq1a1WlShWn1eLuLr33XtrPFovja+nP332XE74BACiKXDowDR48WHPmzNHcuXNVunRp+w1nk5KSnFJPVJS0aJF0992O7ZUqpbVHRTmlLAAAkM9c+rIClpuncv6/9JvS5gRX+gYAoPBxtcsKuPQ5TK6a5dzdpXvvdXYVAACgoLj0ITkAAABXQGACAAAwQWACAAAwQWACAAAwQWACAAAwQWACAAAwQWACAAAwQWACAAAwQWACAAAw4dJX+s4L6VcLt9lsTq4EAADkVPrntqvc9aPIB6ZLly5JkgIDA51cCQAAyK1Lly7Jx8fH2WW49s1380JqaqpOnjyp0qVLZ3kz31ths9kUGBioY8eOucRNAfNDUR9jUR+fVPTHyPgKv6I+RsZ36wzD0KVLlxQQECA3N+efQVTkZ5jc3NxUqVKlfFu/t7d3kfyP4EZFfYxFfXxS0R8j4yv8ivoYGd+tcYWZpXTOj2wAAAAujsAEAABggsB0i6xWq0aPHi2r1ersUvJNUR9jUR+fVPTHyPgKv6I+RsZXdBT5k74BAABuFzNMAAAAJghMAAAAJghMAAAAJghMAAAAJghMWdi4caO6du2qgIAAWSwWLV261HSZ9evXq0mTJrJarapWrZpmzZqV73XeqtyOb/369bJYLBkep0+fLpiCc2nixIkKDQ1V6dKlVb58eXXv3l379+83XW7hwoWqVauWPD09Vb9+fa1YsaIAqr01tzLGWbNmZdiHnp6eBVRx7kybNk0NGjSwXxAvLCxM33//fbbLFKb9l9vxFaZ9l5lJkybJYrFo2LBh2fYrTPvwZjkZY2Haj2PGjMlQa61atbJdpjDvPzMEpixcuXJFDRs21Icffpij/rGxsYqMjFS7du20a9cuDRs2TAMHDtTKlSvzudJbk9vxpdu/f79OnTplf5QvXz6fKrw9GzZs0ODBg/Xzzz9r9erVunbtmjp37qwrV65kuczmzZvVs2dPDRgwQL/++qu6d++u7t27KyYmpgArz7lbGaOUdkXeG/dhfHx8AVWcO5UqVdKkSZO0Y8cObd++Xe3bt1e3bt20d+/eTPsXtv2X2/FJhWff3Wzbtm365JNP1KBBg2z7FbZ9eKOcjlEqXPuxbt26DrX+9NNPWfYtzPsvRwyYkmQsWbIk2z4vvfSSUbduXYe2hx9+2IiIiMjHyvJGTsa3bt06Q5Jx4cKFAqkpr505c8aQZGzYsCHLPv/617+MyMhIh7YWLVoYTz31VH6XlydyMsaZM2caPj4+BVdUHvP19TWmT5+e6WuFff8ZRvbjK6z77tKlS0b16tWN1atXG23btjWee+65LPsW1n2YmzEWpv04evRoo2HDhjnuX1j3X04xw5RHtmzZoo4dOzq0RUREaMuWLU6qKH80atRI/v7+6tSpkzZt2uTscnIsISFBklS2bNks+xT2fZiTMUrS5cuXFRQUpMDAQNMZDVeRkpKir776SleuXFFYWFimfQrz/svJ+KTCue8GDx6syMjIDPsmM4V1H+ZmjFLh2o8HDx5UQECAqlatqkcffVRHjx7Nsm9h3X85VeRvvltQTp8+rQoVKji0VahQQTabTUlJSfLy8nJSZXnD399fH3/8sZo1a6bk5GRNnz5d9957r7Zu3aomTZo4u7xspaamatiwYWrdurXq1auXZb+s9qGrnqd1o5yOsWbNmvrss8/UoEEDJSQk6O2331arVq20d+/efL1J9a3as2ePwsLC9Pfff6tUqVJasmSJ6tSpk2nfwrj/cjO+wrbvJOmrr77Szp07tW3bthz1L4z7MLdjLEz7sUWLFpo1a5Zq1qypU6dOaezYsQoPD1dMTIxKly6doX9h3H+5QWBCjtSsWVM1a9a0P2/VqpUOHz6sd955R1988YUTKzM3ePBgxcTEZHvsvbDL6RjDwsIcZjBatWql2rVr65NPPtH48ePzu8xcq1mzpnbt2qWEhAQtWrRIffr00YYNG7IMFYVNbsZX2PbdsWPH9Nxzz2n16tUue1Lz7bqVMRam/dilSxf7zw0aNFCLFi0UFBSkBQsWaMCAAU6szDkITHmkYsWK+vPPPx3a/vzzT3l7exf62aWsNG/e3OVDyJAhQ/Tdd99p48aNpn+9ZbUPK1asmJ8l3rbcjPFmxYsXV+PGjXXo0KF8qu72eHh4qFq1apKkpk2batu2bXrvvff0ySefZOhbGPdfbsZ3M1ffdzt27NCZM2ccZqBTUlK0ceNGffDBB0pOTpa7u7vDMoVtH97KGG/m6vvxRmXKlFGNGjWyrLWw7b/c4hymPBIWFqYff/zRoW316tXZno9Q2O3atUv+/v7OLiNThmFoyJAhWrJkidauXasqVaqYLlPY9uGtjPFmKSkp2rNnj8vux5ulpqYqOTk509cK2/7LTHbju5mr77sOHTpoz5492rVrl/3RrFkzPfroo9q1a1emQaKw7cNbGePNXH0/3ujy5cs6fPhwlrUWtv2Xa84+69xVXbp0yfj111+NX3/91ZBkTJkyxfj111+N+Ph4wzAMY8SIEcbjjz9u73/kyBGjRIkSxvDhw43ff//d+PDDDw13d3fjhx9+cNYQspXb8b3zzjvG0qVLjYMHDxp79uwxnnvuOcPNzc1Ys2aNs4aQrUGDBhk+Pj7G+vXrjVOnTtkfiYmJ9j6PP/64MWLECPvzTZs2GcWKFTPefvtt4/fffzdGjx5tFC9e3NizZ48zhmDqVsY4duxYY+XKlcbhw4eNHTt2GI888ojh6elp7N271xlDyNaIESOMDRs2GLGxscZvv/1mjBgxwrBYLMaqVasMwyj8+y+34ytM+y4rN3+DrLDvw8yYjbEw7ccXXnjBWL9+vREbG2ts2rTJ6Nixo1GuXDnjzJkzhmEUzf2XHQJTFtK/Rn/zo0+fPoZhGEafPn2Mtm3bZlimUaNGhoeHh1G1alVj5syZBV53TuV2fG+++aYREhJieHp6GmXLljXuvfdeY+3atc4pPgcyG5skh33Stm1b+3jTLViwwKhRo4bh4eFh1K1b11i+fHnBFp4LtzLGYcOGGZUrVzY8PDyMChUqGP/4xz+MnTt3FnzxOdC/f38jKCjI8PDwMPz8/IwOHTrYw4RhFP79l9vxFaZ9l5Wbw0Rh34eZMRtjYdqPDz/8sOHv7294eHgYd999t/Hwww8bhw4dsr9eFPdfdiyGYRgFN58FAABQ+HAOEwAAgAkCEwAAgAkCEwAAgAkCEwAAgAkCEwAAgAkCEwAAgAkCEwAAgAkCE4A7hsVi0dKlS51dBoBCiMAEoMCkpKSoVatWioqKcmhPSEhQYGCgXn311Xzd/qlTpxzuwA4AOcWVvgEUqAMHDqhRo0b69NNP9eijj0qSevfurd27d2vbtm3y8PBwcoUAkBEzTAAKVI0aNTRp0iQ9++yzOnXqlJYtW6avvvpKn3/+ebZh6YsvvlCzZs1UunRpVaxYUb169dKZM2fsr48bN04BAQE6d+6cvS0yMlLt2rVTamqqJMdDclevXtWQIUPk7+8vT09PBQUFaeLEifkzaACFHoEJQIF79tln1bBhQz3++ON68sknNWrUKDVs2DDbZa5du6bx48dr9+7dWrp0qeLi4tS3b1/766+++qqCg4M1cOBASdKHH36ozZs3a/bs2XJzy/i/uqlTp+qbb77RggULtH//fn355ZcKDg7Oy2ECKEI4JAfAKf744w/Vrl1b9evX186dO1WsWLFcLb99+3aFhobq0qVLKlWqlCTpyJEjatSokZ555hlNnTpV06dPV69evezLWCwWLVmyRN27d9fQoUO1d+9erVmzRhaLJU/HBqDoYYYJgFN89tlnKlGihGJjY3X8+HHT/jt27FDXrl1VuXJllS5dWm3btpUkHT161N6natWqevvtt/Xmm2/qn//8p0NYulnfvn21a9cu1axZU0OHDtWqVatuf1AAiiwCE4ACt3nzZr3zzjv67rvv1Lx5cw0YMEDZTXZfuXJFERER8vb21pdffqlt27ZpyZIlktLORbrRxo0b5e7urri4OF2/fj3LdTZp0kSxsbEaP368kpKS9K9//Us9evTImwECKHIITAAKVGJiovr27atBgwapXbt2mjFjhn755Rd9/PHHWS7zxx9/6Ny5c5o0aZLCw8NVq1YthxO+082fP1+LFy/W+vXrdfToUY0fPz7bWry9vfXwww/r008/1fz58/X111/r/Pnztz1GAEUPgQlAgRo5cqQMw9CkSZMkScHBwXr77bf10ksvKS4uLtNlKleuLA8PD73//vs6cuSIvvnmmwxh6Pjx4xo0aJDefPNNtWnTRjNnztQbb7yhn3/+OdN1TpkyRfPmzdMff/yhAwcOaOHChapYsaLKlCmTl8MFUEQQmAAUmA0bNujDDz/UzJkzVaJECXv7U089pVatWmV5aM7Pz0+zZs3SwoULVadOHU2aNElvv/22/XXDMNS3b181b95cQ4YMkSRFRERo0KBBeuyxx3T58uUM6yxdurTeeustNWvWTKGhoYqLi9OKFSsy/UYdAPAtOQAAABP8KQUAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGCCwAQAAGDi/wFJuUpFQIh2/QAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -49,7 +49,7 @@ "x=[1,2,3,4,5]\n", "y=[2,4,6,8,10]\n", "\n", - "plt.scatter(x,y,color='blue')\n", + "plt.scatter(x,y,color='red')\n", "\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='left')\n", diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index 7e259d1a..30edc3c5 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 80e0e457..5f3ceb7b 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -24,7 +24,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -49,7 +49,7 @@ "axs[0,0].plot(x,y,marker='o')\n", "axs[0,0].set_title(\"Line Chart\")\n", "\n", - "axs[0,1].bar(categories,values,color=['red','blue','green'])\n", + "axs[0,1].bar(categories,values,color=['red','blue','yellow'])\n", "axs[0,1].set_title(\"Bar Chart\")\n", "\n", "axs[1,0].scatter(x,y,color='purple')\n", diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index aec102e3..21cd02ab 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -34,7 +34,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -47,7 +47,7 @@ "import matplotlib.pyplot as plt\n", "\n", "data=[1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5]\n", - "plt.hist(data,bins=5,color='teal',edgecolor='black')\n", + "plt.hist(data,bins=5,color='teal',edgecolor='blue')\n", "plt.title(\"Histogram\")\n", "plt.xlabel(\"Value\")\n", "plt.ylabel(\"Frequency\")" From 40ed25b03b85da12cd95b2b0d03178b623983aa5 Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 17:41:28 +0000 Subject: [PATCH 3/6] Commit Changes --- src/1-line-plot.ipynb | 2 +- src/2-bar-plot.ipynb | 2 +- src/3-scatter-plot.ipynb | 2 +- src/4-pie-chart.ipynb | 2 +- src/5-subplot.ipynb | 2 +- src/6-histogram.ipynb | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index b47bf4f4..d52914b8 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index f0251172..47ca806e 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index 6ebb775e..91eb61c1 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index 30edc3c5..ecb3ad7d 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 5f3ceb7b..62274392 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index 21cd02ab..f08c48c8 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { From 67a10b2fc3da813db305006424b61bb16479a28b Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 17:57:20 +0000 Subject: [PATCH 4/6] Commit Changes of Graphs --- src/1-line-plot.ipynb | 9 ++++++--- src/2-bar-plot.ipynb | 2 +- src/3-scatter-plot.ipynb | 21 ++++++--------------- src/4-pie-chart.ipynb | 2 +- src/5-subplot.ipynb | 2 +- src/6-histogram.ipynb | 4 ++-- 6 files changed, 17 insertions(+), 23 deletions(-) diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index d52914b8..5f5df7e1 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -19,12 +19,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -38,7 +38,7 @@ "import numpy as np\n", "\n", "x=np.arange(0,11)\n", - "y=x**2\n", + "y=x*x\n", "\n", "plt.plot(x,y,marker='o',linestyle='-',color='b')\n", "\n", @@ -47,6 +47,9 @@ "plt.ylabel(\"y axis\")\n", "\n", "plt.grid(True)\n", + "plt.xticks(np.arange(0,11,1))\n", + "plt.yticks(np.arange(0,101,10))\n", + "\n", "plt.show()" ] } diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index 47ca806e..167dc2ec 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index 91eb61c1..57400a5a 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -19,22 +19,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0, 0.5, 'Y axis')" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -51,12 +41,13 @@ "\n", "plt.scatter(x,y,color='red')\n", "\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='left')\n", + "for i,j in zip(x,y):\n", + " plt.annotate(f'({i},{j})', xy=(i,j),textcoords=\"offset points\",xytext=(5,-10))\n", "\n", "plt.title(\"Scatter Plot with Annotations\")\n", "plt.xlabel(\"X axis\")\n", - "plt.ylabel(\"Y axis\")" + "plt.ylabel(\"Y axis\")\n", + "plt.grid(True)" ] } ], diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index ecb3ad7d..7e259d1a 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 62274392..81ab9b76 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index f08c48c8..c48a59ec 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -28,7 +28,7 @@ "Text(0, 0.5, 'Frequency')" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, From 1bbb0072493de1d6f1852d264c35f714181d734d Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 18:16:45 +0000 Subject: [PATCH 5/6] Commit Changes of Graphs --- src/1-line-plot.ipynb | 9 ++++++--- src/2-bar-plot.ipynb | 15 +++++++++------ src/3-scatter-plot.ipynb | 23 +++++++++++++---------- src/4-pie-chart.ipynb | 2 +- src/5-subplot.ipynb | 36 +++++++++++++++++++++++------------- src/6-histogram.ipynb | 2 +- 6 files changed, 53 insertions(+), 34 deletions(-) diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index 5f5df7e1..39a9b4c6 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -34,8 +34,11 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", + "try:\n", + " import matplotlib.pyplot as plt\n", + " import numpy as np\n", + "except ImportError as e:\n", + " print(f\"Error importing: {e}\")\n", "\n", "x=np.arange(0,11)\n", "y=x*x\n", diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index 167dc2ec..37f14743 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -40,11 +40,14 @@ "val=[5,7,3,9]\n", "colors=['red','blue','green','yellow']\n", "\n", - "plt.bar(cat,val,color=colors)\n", - "\n", - "plt.title(\"Bar Plot for Categories\")\n", - "\n", - "plt.show()" + "if not cat or not val:\n", + " print(\"Error\")\n", + "elif len(cat)!=len(val):\n", + " print(\"Error\")\n", + "else:\n", + " plt.bar(cat,val,color=colors)\n", + " plt.title(\"Bar Plot for Categories\")\n", + " plt.show()" ] } ], diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index 57400a5a..7187b303 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -39,15 +39,18 @@ "x=[1,2,3,4,5]\n", "y=[2,4,6,8,10]\n", "\n", - "plt.scatter(x,y,color='red')\n", - "\n", - "for i,j in zip(x,y):\n", - " plt.annotate(f'({i},{j})', xy=(i,j),textcoords=\"offset points\",xytext=(5,-10))\n", - "\n", - "plt.title(\"Scatter Plot with Annotations\")\n", - "plt.xlabel(\"X axis\")\n", - "plt.ylabel(\"Y axis\")\n", - "plt.grid(True)" + "if not (isinstance(x,(list,tuple)) and isinstance(y,(list,tuple))):\n", + " print(\"Error\")\n", + "elif len(x)!=len(y):\n", + " print(\"Error\")\n", + "else:\n", + " plt.scatter(x,y,color='red')\n", + " for i,j in zip(x,y):\n", + " plt.annotate(f'({i},{j})', xy=(i,j),textcoords=\"offset points\",xytext=(5,-10))\n", + " plt.title(\"Scatter Plot with Annotations\")\n", + " plt.xlabel(\"X axis\")\n", + " plt.ylabel(\"Y axis\")\n", + " plt.grid(True)" ] } ], diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index 7e259d1a..ecb3ad7d 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 81ab9b76..4a7c1f55 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -36,6 +36,11 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "try:\n", + " fig,axs=plt.subplots(2,2, figsize=(10,8))\n", + "except Exception as e:\n", + " print(\"Error\")\n", + " exit()\n", "\n", "x=np.arange(1,6)\n", "y=x**2\n", @@ -44,21 +49,26 @@ "sizes=[40,25,20,15]\n", "labels=['Python','Java','C++','JavaScript']\n", "\n", - "fig,axs=plt.subplots(2,2, figsize=(10,8))\n", "\n", - "axs[0,0].plot(x,y,marker='o')\n", - "axs[0,0].set_title(\"Line Chart\")\n", - "\n", - "axs[0,1].bar(categories,values,color=['red','blue','yellow'])\n", - "axs[0,1].set_title(\"Bar Chart\")\n", - "\n", - "axs[1,0].scatter(x,y,color='purple')\n", - "axs[1,0].set_title(\"Scatter Plot\")\n", - "\n", - "axs[1,1].pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", - "axs[1,1].set_title(\"Pie Chart\")\n", - "axs[1,1].axis('equal')\n", + "try:\n", + " axs[0,0].plot(x,y,marker='o')\n", + " axs[0,0].set_title(\"Line Chart\")\n", + " if len(categories) == len(values) and categories and values:\n", + " axs[0,1].bar(categories,values,color=['red','blue','yellow'])\n", + " axs[0,1].set_title(\"Bar Chart\")\n", + " else:\n", + " axs[0,1].text(0,5,0.5,'Invalid')\n", "\n", + " axs[1,0].scatter(x,y,color='purple')\n", + " axs[1,0].set_title(\"Scatter Plot\")\n", + " if len(labels)== len(sizes) and all(s>0 for s in sizes):\n", + " axs[1,1].pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", + " axs[1,1].set_title(\"Pie Chart\")\n", + " axs[1,1].axis('equal')\n", + " else:\n", + " axs[1,1].text(0.5,0.5,'Invalid')\n", + "except Exception as e:\n", + " print(f\"Error\")\n", "plt.tight_layout()\n", "plt.show()" ] diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index c48a59ec..3354347f 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { From 05d1e88e50a0185fa25b0ad1c6a5ca052088af8e Mon Sep 17 00:00:00 2001 From: trishasrinivasan <147403491+trishasrinivasan@users.noreply.github.com> Date: Wed, 21 May 2025 18:24:29 +0000 Subject: [PATCH 6/6] Commit Changes of Graphs --- src/1-line-plot.ipynb | 10 ++++------ src/2-bar-plot.ipynb | 13 ++++--------- src/3-scatter-plot.ipynb | 2 +- src/4-pie-chart.ipynb | 2 +- src/5-subplot.ipynb | 41 +++++++++++++++++----------------------- src/6-histogram.ipynb | 4 ++-- 6 files changed, 29 insertions(+), 43 deletions(-) diff --git a/src/1-line-plot.ipynb b/src/1-line-plot.ipynb index 39a9b4c6..18db321a 100644 --- a/src/1-line-plot.ipynb +++ b/src/1-line-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -34,11 +34,9 @@ } ], "source": [ - "try:\n", - " import matplotlib.pyplot as plt\n", - " import numpy as np\n", - "except ImportError as e:\n", - " print(f\"Error importing: {e}\")\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", "x=np.arange(0,11)\n", "y=x*x\n", diff --git a/src/2-bar-plot.ipynb b/src/2-bar-plot.ipynb index 37f14743..c461467f 100644 --- a/src/2-bar-plot.ipynb +++ b/src/2-bar-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -40,14 +40,9 @@ "val=[5,7,3,9]\n", "colors=['red','blue','green','yellow']\n", "\n", - "if not cat or not val:\n", - " print(\"Error\")\n", - "elif len(cat)!=len(val):\n", - " print(\"Error\")\n", - "else:\n", - " plt.bar(cat,val,color=colors)\n", - " plt.title(\"Bar Plot for Categories\")\n", - " plt.show()" + "plt.bar(cat,val,color=colors)\n", + "plt.title(\"Bar Plot for Categories\")\n", + "plt.show()" ] } ], diff --git a/src/3-scatter-plot.ipynb b/src/3-scatter-plot.ipynb index 7187b303..78e3fabf 100644 --- a/src/3-scatter-plot.ipynb +++ b/src/3-scatter-plot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/src/4-pie-chart.ipynb b/src/4-pie-chart.ipynb index ecb3ad7d..30edc3c5 100644 --- a/src/4-pie-chart.ipynb +++ b/src/4-pie-chart.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ { diff --git a/src/5-subplot.ipynb b/src/5-subplot.ipynb index 4a7c1f55..724e4f70 100644 --- a/src/5-subplot.ipynb +++ b/src/5-subplot.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -36,11 +36,8 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "try:\n", - " fig,axs=plt.subplots(2,2, figsize=(10,8))\n", - "except Exception as e:\n", - " print(\"Error\")\n", - " exit()\n", + "fig,axs=plt.subplots(2,2, figsize=(10,8))\n", + " \n", "\n", "x=np.arange(1,6)\n", "y=x**2\n", @@ -50,25 +47,21 @@ "labels=['Python','Java','C++','JavaScript']\n", "\n", "\n", - "try:\n", - " axs[0,0].plot(x,y,marker='o')\n", - " axs[0,0].set_title(\"Line Chart\")\n", - " if len(categories) == len(values) and categories and values:\n", - " axs[0,1].bar(categories,values,color=['red','blue','yellow'])\n", - " axs[0,1].set_title(\"Bar Chart\")\n", - " else:\n", - " axs[0,1].text(0,5,0.5,'Invalid')\n", "\n", - " axs[1,0].scatter(x,y,color='purple')\n", - " axs[1,0].set_title(\"Scatter Plot\")\n", - " if len(labels)== len(sizes) and all(s>0 for s in sizes):\n", - " axs[1,1].pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", - " axs[1,1].set_title(\"Pie Chart\")\n", - " axs[1,1].axis('equal')\n", - " else:\n", - " axs[1,1].text(0.5,0.5,'Invalid')\n", - "except Exception as e:\n", - " print(f\"Error\")\n", + "axs[0,0].plot(x,y,marker='o')\n", + "axs[0,0].set_title(\"Line Chart\")\n", + "\n", + "axs[0,1].bar(categories,values,color=['red','blue','yellow'])\n", + "axs[0,1].set_title(\"Bar Chart\")\n", + " \n", + "\n", + "axs[1,0].scatter(x,y,color='purple')\n", + "axs[1,0].set_title(\"Scatter Plot\")\n", + "\n", + "axs[1,1].pie(sizes,labels=labels,autopct='%1.1f%%',startangle=90)\n", + "axs[1,1].set_title(\"Pie Chart\")\n", + "axs[1,1].axis('equal')\n", + "\n", "plt.tight_layout()\n", "plt.show()" ] diff --git a/src/6-histogram.ipynb b/src/6-histogram.ipynb index 3354347f..21cd02ab 100644 --- a/src/6-histogram.ipynb +++ b/src/6-histogram.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -28,7 +28,7 @@ "Text(0, 0.5, 'Frequency')" ] }, - "execution_count": 2, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" },