diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb index 2f5debc5fa83bacea65f8d15952c629a3ac1f4ac..2ac8bf7c4f314d25e9e2f2f8f7dc1881288f1afa 100644 --- a/UFCFVQ-15-M Programming Task 2.ipynb +++ b/UFCFVQ-15-M Programming Task 2.ipynb @@ -1495,14 +1495,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 696.375x500 with 1 Axes>" + "<Figure size 705.25x500 with 1 Axes>" ] }, "metadata": {}, @@ -1510,9 +1510,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 705.25x500 with 1 Axes>" + "<Figure size 696.375x500 with 1 Axes>" ] }, "metadata": {}, @@ -1524,14 +1524,16 @@ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", - "# Visualisating the final marks respecting to each age band\n", - "sns.catplot(x=\"age_band\", y=\"final_mark\",hue=\"final_mark\",data=UpdateDataFrameMean,\n", - " kind=\"bar\", palette=\"Accent_r\").set(title='Final Marks in Each Age Band')\n", - "plt.show()\n", "\n", "# Visualisating the click_events respecting to each age band\n", "sns.catplot(x=\"age_band\", y=\"click_events\",hue=\"click_events\", data=UpdateDataFrameMean,\n", " kind=\"bar\", palette=\"Accent_r\" ).set(title='Engagement in Each Age Band')\n", + "plt.show()\n", + "\n", + "\n", + "# Visualisating the final marks respecting to each age band\n", + "sns.catplot(x=\"age_band\", y=\"final_mark\",hue=\"final_mark\",data=UpdateDataFrameMean,\n", + " kind=\"bar\", palette=\"Accent_r\").set(title='Final Marks in Each Age Band')\n", "plt.show()" ] }, @@ -1584,7 +1586,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1683,7 +1685,43 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#Report" + "### 1) Explanation\n", + "\n", + "\n", + "#### From task 2.1 to 2.9\n", + "\n", + "- Overall, those tasks require less effort as libraries such as pandas can solve them fast without needing coding skills. Morover, it’s all about basic data cleaning and merging.\n", + "\n", + "#### Task 2.10\n", + "\n", + "-\tBar plot is used to show and clearly visualize the relationship between the age group and the other two columns. Each column [final_mark] and [click_event] is printed to be only compared with the age band of the students. The age band is located on the x-axis while the other two columns are on the y-axis.\n", + "-\tFinally, and with respect to the plotted bar, the more clicks the higher the marks. However, the effects are not that much higher, which concludes that older student requires more engagement than younger student to get around the same mark range.\n", + "\n", + "#### Task 2.11 \n", + "\n", + "- Heatmap is used as it is considered one of the best visualizing graphs, especially for correlation mapping. Moreover and according to the shown result, a weak positive (negative) linear relationship is presented. \n", + "- On the other hand, the regPlot shows that the linear correlation does not exist, meaning that there is no relationship at all.\n", + "\n", + "#### Task 2.12 \n", + "\n", + "- p-value indicates that the result is (not a null hypothesis) and the relationship is statistically significant as a result is in the range of 0 to 0.05.\n", + "\n", + "### 2) Strength\n", + "\n", + "- The use of the library makes the task easy and solvable in fewer code lines.\n", + "\n", + "### 3) Weaknesses\n", + "\n", + "- The correlation plot is better when more data is visualized inside it, instead of two columns compared to each other (engagement and attainment).\n", + "\n", + "### 4) Improvement Points\n", + "\n", + "- Writing better code structure, as no code is perfect.\n", + "- More graphs to explain the dataset in detail.\n", + "\n", + "### 5) Alternative\n", + "\n", + "- Using different visualization libraries such as (plotly.express)" ] } ],