diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb index 19a8d893e82ff5ff9169b8257748e16de589b54b..516b267337a8e5b18663b39a77f54ce31daad877 100644 --- a/UFCFVQ-15-M Programming Task 2.ipynb +++ b/UFCFVQ-15-M Programming Task 2.ipynb @@ -1423,31 +1423,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "# importing seaborn and matplotlib.pyplot libraries\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "\n", - "#Scatter plot to show the relationship bettwen click_events and final_mark\n", - "plt.scatter(UpdateDataFrameMean['final_mark'],UpdateDataFrameMean['click_events'],color=[\"blue\",\"purple\",\"black\"])\n", - "#Show the plot\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ + }, { "data": { "image/png": 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\n", @@ -1474,6 +1457,13 @@ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", + "#Scatter plot to show the relationship bettwen click_events and final_mark\n", + "plt.scatter(UpdateDataFrameMean['final_mark'],UpdateDataFrameMean['click_events'],color=[\"blue\",\"purple\",\"black\"])\n", + "\n", + "plt.title('Final Marks & Click Event Relation')\n", + "#Show the plot\n", + "plt.show()\n", + "\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", @@ -1496,7 +1486,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1536,7 +1526,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1589,7 +1579,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1651,7 +1641,7 @@ "\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", + "- Overall, those tasks require less effort as libraries such as pandas can solve them fast without needing coding skills. Moreover, it’s all about basic data cleaning and merging.\n", "\n", "#### Task 2.10\n", "\n", @@ -1682,7 +1672,12 @@ "\n", "### 5) Alternative\n", "\n", - "- Using different visualization libraries such as (plotly.express)" + "- Using different visualization libraries such as (plotly.express)\n", + "\n", + "\n", + "### 6) Algorithm (FR.2.10 to 2.12)\n", + "\n", + "- This code is generating scatter plots, bar plots, and a heatmap to visualize the relationship between two columns in a dataframe: 'click_events' and 'final_mark'. It is also calculating the Pearson correlation coefficient and p-value between the two columns using the scipy library. The scatter plot and heatmap show a weak positive linear relationship between the two columns, while the bar plots show the distribution of 'click_events' and 'final_mark' within different age bands. The Pearson correlation coefficient and p-value are then used to determine the statistical significance of the relationship between the two columns. If the p-value is less than or equal to 0.05, it indicates that the relationship is statistically significant and the null hypothesis is rejected. If the p-value is greater than 0.05, it indicates that the relationship is not statistically significant and the null hypothesis is accepted." ] } ],