Skip to content

Instantly share code, notes, and snippets.

@adityakrshnn
Created December 10, 2017 08:05
Show Gist options
  • Save adityakrshnn/2fca05c4fadfe42ddd55c1c4f2ada5e7 to your computer and use it in GitHub Desktop.
Save adityakrshnn/2fca05c4fadfe42ddd55c1c4f2ada5e7 to your computer and use it in GitHub Desktop.
This file has been truncated, but you can view the full file.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# National Achievement Survey\n",
"##### -Notebook by Aditya Krishnan"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dataset: appingway-usecase-nas.7z"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Jumping straight to the questions at hand"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. What influences students' performance most?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Importing the db and changing some column headers for easier access."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"full = pd.read_csv('./nas-pupil-marks.csv')\n",
"full = full.rename(columns={'Maths %':'MathsP','Reading %':'ReadingP','Science %':'ScienceP','Social %':'SocialP'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given, we have the background, habits, resources used by them and their grades/percentages, we can begin with the simplest factor that characterizes a student's academic, their subject performance. But, to judge their overall performance, we need a single point function to determine their score. Let's create an overall performace feature which will be an average of their percentages among all subjects. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"full['Overall'] = full[['MathsP','ScienceP','ReadingP','SocialP']].mean(axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have the overall score. Now, to understand the performance between the worst and the best students, let's begin to trace their traits. But before that, we create two dataframes consisting of the best and worst 500 students. And even before that, we can see that many students haven't taken up any subject yet, so their overall score is NA. We need to eliminate them."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"full = full[np.isfinite(full['Overall'])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creating the best and worst dataframes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"bestStudents = full.sort_values('Overall',ascending=False).iloc[:500,:]\n",
"worstStudents = full.sort_values('Overall',ascending=False).iloc[-500:,:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are using seaborn to represent our plots. Just a little tweaking of it's color palette for better visuals. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sns.set(style=\"whitegrid\", palette=\"muted\")\n",
"muted1 = [\"#4878CF\", \"#D65F5F\", \"#6ACC65\", \"#B47CC7\", \"#C4AD66\", \"#77BEDB\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1 Family Background"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By a simple going-through of the two frames, it is difficult to miss students' background are quite different. Beginning with the Father's Education. A significant amount of fathers of best students are atleast primary school educated. While on the other hand, worst students' fathers are mostly illiterate."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe3461d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,2,figsize=(10,5))\n",
"\n",
"ax=plt.subplot(121)\n",
"sns.countplot(x='Father edu',data=bestStudents,palette = muted1)\n",
"ax.set_title(\"Best\",fontsize=16)\n",
"\n",
"ax=plt.subplot(122)\n",
"sns.countplot(x='Father edu',data=worstStudents,palette = muted1)\n",
"ax.set_title(\"Worst\",fontsize=16)\n",
"\n",
"blue_patch = mpatches.Patch(color='#4878CF')\n",
"green_patch = mpatches.Patch(color='#D65F5F')\n",
"red_patch = mpatches.Patch(color='#6ACC65')\n",
"pur_patch = mpatches.Patch(color='#B47CC7')\n",
"yel_patch = mpatches.Patch(color='#C4AD66')\n",
"lb_patch = mpatches.Patch(color='#77BEDB')\n",
"plt.legend(handles=[blue_patch,green_patch,red_patch,pur_patch,yel_patch,lb_patch],labels=[\"NA\",\"illiterate\",\n",
" \"Primary\",\"Secondary\",\"Sr Secondary\",\"Degree & above\"])\n",
"\n",
"f.suptitle('Best vs Worst (Father Education)',fontsize=20)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Moving ahead, we can see more best students to be above the poverty level that worst students."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe541e50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,2,figsize=(10,5))\n",
"\n",
"ax=plt.subplot(121)\n",
"sns.countplot(x='Below poverty',data=bestStudents,palette = muted1)\n",
"ax.set_title(\"Best\",fontsize=16)\n",
"\n",
"ax=plt.subplot(122)\n",
"sns.countplot(x='Below poverty',data=worstStudents,palette = muted1)\n",
"ax.set_title(\"Worst\",fontsize=16)\n",
"\n",
"blue_patch = mpatches.Patch(color='#4878CF', label='NA')\n",
"green_patch = mpatches.Patch(color='#D65F5F', label='Below Poverty')\n",
"red_patch = mpatches.Patch(color='#6ACC65', label='Above Poverty')\n",
"plt.legend(handles=[blue_patch,green_patch,red_patch],labels=[\"NA\",\"Below Poverty\",\"Above Poverty\"])\n",
"f.suptitle('Best vs Worst (Poverty)',fontsize=20)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.2 Resources"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Coming to the resources used by the students, we can see that best students tend to use more calculator and dictionary than worst students."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe47fdf0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,2,figsize=(10,5))\n",
"\n",
"ax=plt.subplot(121)\n",
"sns.countplot(x='Use calculator',data=bestStudents,palette = muted1)\n",
"ax.set_title(\"Best\",fontsize=16)\n",
"\n",
"ax=plt.subplot(122)\n",
"sns.countplot(x='Use calculator',data=worstStudents,palette = muted1)\n",
"ax.set_title(\"Worst\",fontsize=16)\n",
"\n",
"blue_patch = mpatches.Patch(color='#4878CF')\n",
"green_patch = mpatches.Patch(color='#D65F5F')\n",
"red_patch = mpatches.Patch(color='#6ACC65')\n",
"plt.legend(handles=[blue_patch,green_patch,red_patch],labels=[\"NA\",\"No\",\"Yes\"])\n",
"f.suptitle('Best vs Worst (Use calculator)',fontsize=20)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe595e30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,2,figsize=(10,5))\n",
"\n",
"ax=plt.subplot(121)\n",
"sns.countplot(x='Use dictionary',data=bestStudents,palette = muted1)\n",
"ax.set_title(\"Best\",fontsize=16)\n",
"\n",
"ax=plt.subplot(122)\n",
"sns.countplot(x='Use dictionary',data=worstStudents,palette = muted1)\n",
"ax.set_title(\"Worst\",fontsize=16)\n",
"\n",
"blue_patch = mpatches.Patch(color='#4878CF')\n",
"green_patch = mpatches.Patch(color='#D65F5F')\n",
"red_patch = mpatches.Patch(color='#6ACC65')\n",
"plt.legend(handles=[blue_patch,green_patch,red_patch],labels=[\"NA\",\"No\",\"Yes\"])\n",
"f.suptitle('Best vs Worst (Use dictionary)',fontsize=20)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.3 Mentality"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And as a general tend, we can observe that worst students tend to not take Reading as a subject."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"237"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bestStudents['ReadingP'].isnull().sum() #Output - 125\n",
"worstStudents['ReadingP'].isnull().sum() #Output - 237"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Though, these are the general observations and might might be critical during feature engineering. The performnace of a student is broadly subjective and will be analyzed further in the next sections."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How do boys and girls perform across states?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since we are going to perform many operations for boys and girls alike, it would be better if we separate them beforehand to further keep the code simple. Let's begin with creating two dataframes for boys and girls."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"boys = full.loc[full['Gender']==1]\n",
"girls = full.loc[full['Gender']==2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Starting with the academic performances. Let's begin by calculating the average performance of students in different states for each and every subject. Starting with maths. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creating a series of all the states"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"states = list(full['State'].unique())\n",
"statesSeries = pd.Series(states)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.1 Academics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Making separate tables for boys and girls for the statewise and genderwise distribution of Maths percentages."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"#mean for MathsP of boys\n",
"mathMeanBoys = pd.DataFrame()\n",
"mathMeanBoys['State'] = statesSeries.values\n",
"mathMeanBSeries = boys.groupby('State')['MathsP'].mean()\n",
"mathMeanBoys = mathMeanBoys.sort_values('State')\n",
"mathMeanBoys['MathsP'] = mathMeanBSeries.values\n",
"mathMeanBoys['Gender'] = \"Boys\"\n",
"\n",
"#mean for MathsP of girls\n",
"mathMeanGirls = pd.DataFrame()\n",
"mathMeanGirls['State'] = statesSeries.values\n",
"mathMeanGirls = mathMeanGirls.sort_values('State')\n",
"mathMeanGSeries= girls.groupby('State')['MathsP'].mean()\n",
"mathMeanGirls['MathsP'] = mathMeanGSeries.values\n",
"mathMeanGirls['Gender']=\"Girls\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Merging the two frames for simple plotting and sorting the means in the descending order."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"frames=[mathMeanBoys,mathMeanGirls]\n",
"oMathMean = pd.concat(frames)\n",
"oMathMean = oMathMean.sort_values('MathsP',ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creating the vertical barplot"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe4a9610>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(10, 20))\n",
"muted = [\"#4878CF\", \"#6ACC65\", \"#D65F5F\", \"#B47CC7\", \"#C4AD66\", \"#77BEDB\"]\n",
"newPal = dict(Boys = muted[0], Girls = muted[1])\n",
"sns.barplot(x=\"MathsP\", y=\"State\",data=oMathMean, hue='Gender',palette=newPal)\n",
"f.suptitle(\"Maths %\")\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see the performances of the students is consistent irrespective of gender in Maths. We can see the same trend for the means of performance in the remaining subjects."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xfad1170>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#mean for ScienceP of boys\n",
"scienceMeanBoys = pd.DataFrame()\n",
"scienceMeanBoys ['State'] = statesSeries.values\n",
"scienceMeanBSeries = boys.groupby('State')['ScienceP'].mean()\n",
"scienceMeanBoys = scienceMeanBoys .sort_values('State')\n",
"scienceMeanBoys ['ScienceP'] = scienceMeanBSeries.values\n",
"scienceMeanBoys ['Gender'] = \"Boys\"\n",
"\n",
"#mean for ScienceP of girls\n",
"scienceMeanGirls = pd.DataFrame()\n",
"scienceMeanGirls['State'] = statesSeries.values\n",
"scienceMeanGirls = scienceMeanGirls.sort_values('State')\n",
"scienceMeanGSeries= girls.groupby('State')['ScienceP'].mean()\n",
"scienceMeanGirls['ScienceP'] = scienceMeanGSeries.values\n",
"scienceMeanGirls['Gender']=\"Girls\"\n",
"\n",
"frames=[scienceMeanBoys ,scienceMeanGirls]\n",
"oScienceMean = pd.concat(frames)\n",
"oScienceMean = oScienceMean.sort_values('ScienceP',ascending=False)\n",
"\n",
"#mean for ReadingP of boys\n",
"readMeanBoys = pd.DataFrame()\n",
"readMeanBoys ['State'] = statesSeries.values\n",
"readMeanBSeries = boys.groupby('State')['ReadingP'].mean()\n",
"readMeanBoys = readMeanBoys .sort_values('State')\n",
"readMeanBoys ['ReadingP'] = readMeanBSeries.values\n",
"readMeanBoys ['Gender'] = \"Boys\"\n",
"\n",
"#mean for ReadingP of girls\n",
"readMeanGirls = pd.DataFrame()\n",
"readMeanGirls['State'] = statesSeries.values\n",
"readMeanGirls = readMeanGirls.sort_values('State')\n",
"readMeanGSeries= girls.groupby('State')['ReadingP'].mean()\n",
"readMeanGirls['ReadingP'] = readMeanGSeries.values\n",
"readMeanGirls['Gender']=\"Girls\"\n",
"\n",
"frames=[readMeanBoys ,readMeanGirls]\n",
"oReadMean = pd.concat(frames)\n",
"oReadMean = oReadMean.sort_values('ReadingP',ascending=False)\n",
"\n",
"#mean for SocialP of boys\n",
"socialMeanBoys = pd.DataFrame()\n",
"socialMeanBoys ['State'] = statesSeries.values\n",
"socialMeanBSeries = boys.groupby('State')['SocialP'].mean()\n",
"socialMeanBoys = socialMeanBoys .sort_values('State')\n",
"socialMeanBoys ['SocialP'] = socialMeanBSeries.values\n",
"socialMeanBoys ['Gender'] = \"Boys\"\n",
"\n",
"#mean for SocialP of girls\n",
"socialMeanGirls = pd.DataFrame()\n",
"socialMeanGirls['State'] = statesSeries.values\n",
"socialMeanGirls = socialMeanGirls.sort_values('State')\n",
"socialMeanGSeries= girls.groupby('State')['SocialP'].mean()\n",
"socialMeanGirls['SocialP'] = socialMeanGSeries.values\n",
"socialMeanGirls['Gender']=\"Girls\"\n",
"\n",
"frames=[socialMeanBoys ,socialMeanGirls]\n",
"oSocialMean = pd.concat(frames)\n",
"oSocialMean = oSocialMean.sort_values('SocialP',ascending=False)\n",
"\n",
"f, ax = plt.subplots(1,3,figsize=(13, 10))\n",
"ax=plt.subplot(131)\n",
"ax.set_title(\"Mean Science %\",fontsize=16)\n",
"muted = [\"#4878CF\", \"#6ACC65\", \"#D65F5F\", \"#B47CC7\", \"#C4AD66\", \"#77BEDB\"]\n",
"newPal = dict(Boys = muted[0], Girls = muted[1])\n",
"sns.barplot(x=\"ScienceP\", y=\"State\",data=oScienceMean, hue='Gender',palette=newPal)\n",
"ax=plt.subplot(132)\n",
"ax.set_title(\"Mean Social %\",fontsize=16)\n",
"muted = [\"#4878CF\", \"#6ACC65\", \"#D65F5F\", \"#B47CC7\", \"#C4AD66\", \"#77BEDB\"]\n",
"newPal = dict(Boys = muted[0], Girls = muted[1])\n",
"sns.barplot(x=\"SocialP\", y=\"State\",data=oSocialMean, hue='Gender',palette=newPal)\n",
"ax=plt.subplot(133)\n",
"ax.set_title(\"Mean Reading %\",fontsize=16)\n",
"muted = [\"#4878CF\", \"#6ACC65\", \"#D65F5F\", \"#B47CC7\", \"#C4AD66\", \"#77BEDB\"]\n",
"newPal = dict(Boys = muted[0], Girls = muted[1])\n",
"sns.barplot(x=\"ReadingP\", y=\"State\",data=oReadMean, hue='Gender',palette=newPal)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can observe girls perform significantly poor in the Reading subject in all the states.\n",
"So let's check their co and extra-curricular habits."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xfa97470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Reading skills\n",
"f, ax = plt.subplots(2,3,figsize=(30, 10))\n",
"ax=plt.subplot(231)\n",
"sns.pointplot(x=\"State\", y=\"English is difficult\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"English is difficult\",fontsize=16)\n",
"ax=plt.subplot(232)\n",
"sns.pointplot(x=\"State\", y=\"Read English\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Read English\",fontsize=16)\n",
"ax=plt.subplot(233)\n",
"sns.pointplot(x=\"State\", y=\"Dictionary to learn\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Dictionary to learn\",fontsize=16)\n",
"ax=plt.subplot(234)\n",
"sns.pointplot(x=\"State\", y=\"Answer English WB\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Answer English WB\",fontsize=16)\n",
"ax=plt.subplot(235)\n",
"sns.pointplot(x=\"State\", y=\"Answer English aloud\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Answer English aloud\",fontsize=16)\n",
"ax=plt.subplot(236)\n",
"sns.pointplot(x=\"State\", y=\"Read a book\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Read a book\",fontsize=16)\n",
"f.suptitle(\"Reading Skills\",fontsize=20)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Except for slight differences in certain fields. They seem to be the same as boys."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 Effort put in by the students"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the academic performances remain indiferrent between boys and girls. Let's look at their study methods and efforts put in by them. Creaing a grid of various efforts."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe5da630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(3,2,figsize=(13, 10))\n",
"ax = plt.subplot(321)\n",
"f.suptitle('Extra Work',fontsize=20)\n",
"sns.pointplot(x=\"State\", y=\"Private tuition\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Private tuition\",fontsize=16)\n",
"ax = plt.subplot(322)\n",
"sns.pointplot(x=\"State\", y=\"Help in Study\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Help in Study\",fontsize=16)\n",
"ax = plt.subplot(323)\n",
"sns.pointplot(x=\"State\", y=\"Correct Math HW\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Correct Math HW\",fontsize=16)\n",
"ax = plt.subplot(324)\n",
"sns.pointplot(x=\"State\", y=\"Correct Scie HW\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Correct Scie HW\",fontsize=16)\n",
"ax = plt.subplot(325)\n",
"sns.pointplot(x=\"State\", y=\"Correct SocS HW\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Correct SocS HW\",fontsize=16)\n",
"ax = plt.subplot(326)\n",
"sns.pointplot(x=\"State\", y=\"Correct Lang HW\" ,data=full.loc[full['Gender'].isin(['1','2'])],hue=\"Gender\")\n",
"ax.set_title(\"Correct Lang HW\",fontsize=16)\n",
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that, there is still no difference among boys and girls in terms of performance and study habits. Equal effort and equal outcome is achieved by both. However, we still have to analyze extra curricular activities."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.3 Extra-curricular activities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have come to find that the only areas where there is a significant difference between boys and girls is in their extra curriculars."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment