{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's always fun to play around with marks distributions. Let's load some dependencies... "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"from pylab import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's also ensure that what Pandas prints is fully displayed as HTML."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.set_option('display.max_columns', 50)\n",
"pd.set_option('display.line_width', 2000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... and get started with Tamil Nadu SSLC results.\n",
"\n",
"# TN SSLC 2012\n",
"\n",
"The data is provided in this structure:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print open('D:/site/gramener.com/viz/edu/TN-10-2012/README.TXT').read()[2600:3700]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"---------------------------------------------------------------------------\n",
"\n",
"Structure for S.S.L.C DATABASE : NET10M_S.DBF Records : 967420\n",
"----------------------------------------------------------------------------------\n",
"Field Field Name Type Width \n",
" 1 DIST Character 2 -> Edn.District Code \n",
" 2 REGNO Character 6 -> Registration No. \n",
" 3 NAME Character 29 \n",
" 4 MARK1 Character 3 -> Language Mark \n",
" 5 MARK2 Character 3 -> English Mark \n",
" 6 MARK3 Character 3 -> Mathematics Mark \n",
" 7 MARK4 Character 3 -> Science Mark \n",
" 8 MARK5 Character 3 -> Social Science Mark \n",
" 9 TOTAL Character 3 -> Total Mark \n",
" 10 PASS Character 1 -> Pass \"P\" indicates passed in examination \n",
" 11 WITHHELD Character 1 -> Withheld \"W\" indicates result is withheld \n",
" 12 BLANK Character 2 \n",
"-------------------------\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's a CSV file without headers. So let's load it."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tn = pd.read_csv('D:/site/gramener.com/viz/edu/TN-10-2012/net10m_s.csv', names=['DIST', 'REGNO', 'NAME', 'LANG', 'ENG', 'MATH', 'SCI', 'SOC', 'MARKS', 'PASS', 'WITHHELD'], index_col=False)\n",
"tn.head(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"
\n",
"
\n",
" \n",
" \n",
" \n",
" DIST \n",
" REGNO \n",
" NAME \n",
" LANG \n",
" ENG \n",
" MATH \n",
" SCI \n",
" SOC \n",
" MARKS \n",
" PASS \n",
" WITHHELD \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1 \n",
" 10001 \n",
" ANISH M \n",
" 060 \n",
" 036 \n",
" 047 \n",
" 039 \n",
" 036 \n",
" 218 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 10002 \n",
" AJITHKUMAR K \n",
" 070 \n",
" 048 \n",
" 076 \n",
" 050 \n",
" 061 \n",
" 305 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 2 \n",
" 1 \n",
" 10003 \n",
" ASHOK S \n",
" 072 \n",
" 045 \n",
" 070 \n",
" 052 \n",
" 048 \n",
" 287 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 3 \n",
" 1 \n",
" 10004 \n",
" AJITHSINGH J \n",
" 067 \n",
" 038 \n",
" 050 \n",
" 050 \n",
" 048 \n",
" 253 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 4 \n",
" 1 \n",
" 10005 \n",
" ARAVINTH A \n",
" 056 \n",
" 031 \n",
" 051 \n",
" 026 \n",
" 041 \n",
" 205 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 5 \n",
" 1 \n",
" 10006 \n",
" ANTO S \n",
" AAA \n",
" AAA \n",
" AAA \n",
" AAA \n",
" AAA \n",
" AAA \n",
" NaN \n",
" A \n",
" \n",
" \n",
" 6 \n",
" 1 \n",
" 10007 \n",
" DAVIDRAJ T \n",
" 053 \n",
" 028 \n",
" 036 \n",
" 037 \n",
" 022 \n",
" 176 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 7 \n",
" 1 \n",
" 10008 \n",
" JAGATHEES S \n",
" 051 \n",
" 035 \n",
" 035 \n",
" 044 \n",
" 035 \n",
" 200 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 8 \n",
" 1 \n",
" 10009 \n",
" MANIKANDAN S \n",
" 051 \n",
" 038 \n",
" 045 \n",
" 035 \n",
" 036 \n",
" 205 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 9 \n",
" 1 \n",
" 10010 \n",
" MATHEES N \n",
" 077 \n",
" 045 \n",
" 080 \n",
" 083 \n",
" 057 \n",
" 342 \n",
" P \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
" DIST REGNO NAME LANG ENG MATH SCI SOC MARKS PASS WITHHELD\n",
"0 1 10001 ANISH M 060 036 047 039 036 218 P NaN\n",
"1 1 10002 AJITHKUMAR K 070 048 076 050 061 305 P NaN\n",
"2 1 10003 ASHOK S 072 045 070 052 048 287 P NaN\n",
"3 1 10004 AJITHSINGH J 067 038 050 050 048 253 P NaN\n",
"4 1 10005 ARAVINTH A 056 031 051 026 041 205 NaN NaN\n",
"5 1 10006 ANTO S AAA AAA AAA AAA AAA AAA NaN A\n",
"6 1 10007 DAVIDRAJ T 053 028 036 037 022 176 NaN NaN\n",
"7 1 10008 JAGATHEES S 051 035 035 044 035 200 P NaN\n",
"8 1 10009 MANIKANDAN S 051 038 045 035 036 205 P NaN\n",
"9 1 10010 MATHEES N 077 045 080 083 057 342 P NaN"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have each student's marks in one row. The district and registration number probably define the unique key. (It might just be the registration number alone too.) Their marks in Language, English, etc are give. We also know whether they passed (the PASS column in \"P\") or failed (it's NaN, i.e. empty). I've no idea what the WITHHELD column has. Let's ignore it.\n",
"\n",
"As always, this contains messy data. The marks are not always numbers. You can see that Anto S in row 7 was absent for the exams, and the mark is shown as \"AAA\". We'd rather have that as a blank, i.e. NaN. So let's clean it up.\n",
"\n",
"First, we need to check what other non-numeric values are there, except for \"AAA\"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"numpy.sort(tn['LANG'].unique())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"array([nan, '001', '002', '003', '004', '005', '006', '007', '008', '009',\n",
" '010', '011', '012', '013', '014', '015', '016', '017', '018',\n",
" '019', '020', '021', '022', '023', '024', '025', '026', '027',\n",
" '028', '029', '030', '031', '032', '033', '034', '035', '036',\n",
" '037', '038', '039', '040', '041', '042', '043', '044', '045',\n",
" '046', '047', '048', '049', '050', '051', '052', '053', '054',\n",
" '055', '056', '057', '058', '059', '060', '061', '062', '063',\n",
" '064', '065', '066', '067', '068', '069', '070', '071', '072',\n",
" '073', '074', '075', '076', '077', '078', '079', '080', '081',\n",
" '082', '083', '084', '085', '086', '087', '088', '089', '090',\n",
" '091', '092', '093', '094', '095', '096', '097', '098', '099', 'AAA'], dtype=object)"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This doesn't look too bad. Other than \"AAA\", everything else is a number. Let's convert the \"AAA\" to nan."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for column in ['LANG', 'ENG', 'MATH', 'SCI', 'SOC', 'MARKS']:\n",
" tn[column] = tn[column].replace('AAA', numpy.nan).astype(float)\n",
"tn.head(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" \n",
" DIST \n",
" REGNO \n",
" NAME \n",
" LANG \n",
" ENG \n",
" MATH \n",
" SCI \n",
" SOC \n",
" MARKS \n",
" PASS \n",
" WITHHELD \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1 \n",
" 10001 \n",
" ANISH M \n",
" 60 \n",
" 36 \n",
" 47 \n",
" 39 \n",
" 36 \n",
" 218 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 10002 \n",
" AJITHKUMAR K \n",
" 70 \n",
" 48 \n",
" 76 \n",
" 50 \n",
" 61 \n",
" 305 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 2 \n",
" 1 \n",
" 10003 \n",
" ASHOK S \n",
" 72 \n",
" 45 \n",
" 70 \n",
" 52 \n",
" 48 \n",
" 287 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 3 \n",
" 1 \n",
" 10004 \n",
" AJITHSINGH J \n",
" 67 \n",
" 38 \n",
" 50 \n",
" 50 \n",
" 48 \n",
" 253 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 4 \n",
" 1 \n",
" 10005 \n",
" ARAVINTH A \n",
" 56 \n",
" 31 \n",
" 51 \n",
" 26 \n",
" 41 \n",
" 205 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 5 \n",
" 1 \n",
" 10006 \n",
" ANTO S \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" A \n",
" \n",
" \n",
" 6 \n",
" 1 \n",
" 10007 \n",
" DAVIDRAJ T \n",
" 53 \n",
" 28 \n",
" 36 \n",
" 37 \n",
" 22 \n",
" 176 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 7 \n",
" 1 \n",
" 10008 \n",
" JAGATHEES S \n",
" 51 \n",
" 35 \n",
" 35 \n",
" 44 \n",
" 35 \n",
" 200 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 8 \n",
" 1 \n",
" 10009 \n",
" MANIKANDAN S \n",
" 51 \n",
" 38 \n",
" 45 \n",
" 35 \n",
" 36 \n",
" 205 \n",
" P \n",
" NaN \n",
" \n",
" \n",
" 9 \n",
" 1 \n",
" 10010 \n",
" MATHEES N \n",
" 77 \n",
" 45 \n",
" 80 \n",
" 83 \n",
" 57 \n",
" 342 \n",
" P \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
" DIST REGNO NAME LANG ENG MATH SCI SOC MARKS PASS WITHHELD\n",
"0 1 10001 ANISH M 60 36 47 39 36 218 P NaN\n",
"1 1 10002 AJITHKUMAR K 70 48 76 50 61 305 P NaN\n",
"2 1 10003 ASHOK S 72 45 70 52 48 287 P NaN\n",
"3 1 10004 AJITHSINGH J 67 38 50 50 48 253 P NaN\n",
"4 1 10005 ARAVINTH A 56 31 51 26 41 205 NaN NaN\n",
"5 1 10006 ANTO S NaN NaN NaN NaN NaN NaN NaN A\n",
"6 1 10007 DAVIDRAJ T 53 28 36 37 22 176 NaN NaN\n",
"7 1 10008 JAGATHEES S 51 35 35 44 35 200 P NaN\n",
"8 1 10009 MANIKANDAN S 51 38 45 35 36 205 P NaN\n",
"9 1 10010 MATHEES N 77 45 80 83 57 342 P NaN"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, to get a quick sense of the pass marks by subject:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tn_marks = tn[['LANG', 'ENG', 'MATH', 'SCI', 'SOC']].dropna()\n",
"1 - (tn_marks > 35).sum().astype(float) / tn_marks.count()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"LANG 0.079699\n",
"ENG 0.167786\n",
"MATH 0.152373\n",
"SCI 0.231818\n",
"SOC 0.120569\n",
"dtype: float64"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we start looking at the distribution, let's set some defaults:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rcParams['figure.figsize'] = 25, 10\n",
"\n",
"def distribution(series):\n",
" # Drop the nans, get the frequency, and sort it in ascending order\n",
" marks = series.dropna().value_counts().sort_index()\n",
" # Ensure that all marks from 0 to 100 are present, and draw a bar chart\n",
" pd.Series(marks, index=range(101)).plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## English"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(tn['ENG'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The English marks distributions look like a good normal distribution overall, except for the spike at 35 marks. It's easy to figure out what's happening here: 35 is the pass mark. Either the teachers or the board are liberally scooping up students with \"just-fail\" marks of 34, 33 etc. and awarding them 35 marks.\n",
"\n",
"(We're not saying that this is a good or bad thing. Just that it's happening.)\n",
"\n",
"It's also important to note that not everyone who gets 34 is made to pass. Some do, some don't. So there does appear to be an element of luck in whether a student passes or fails. (Offering prayers for English might not be a bad idea.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Social science"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(tn['SOC'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, social science marks tell a different story. *Almost no one fails between 30 and 35*. Further, students scoring between 25-30 are also promoted to the pass mark. This appears to be a fairly consistent policy, though it is unclear whether it is the teachers or the Board that have decided that the social sciences shall behave this way."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Language"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(tn['LANG'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the languages (which is mostly Tamil in Tamil Nadu), there is not much moderation. But as you can see, there isn't much need for moderation in the first place. More students are getting 90% than nearly any other mark. It's only a handfull of students who are being made to pass. As with English, this is based on luck. It may be worth praying for the languages as well."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mathematics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(tn['MATH'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAAFz8f9nFTfA1leUjAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unlike the earlier subects, the extent of moderation in Maths is quite large. As with the social sciences, not many students score between 30 and 34. Further, thos scoring between 26 - 30 are further given the benefit of doubt."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Science"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(tn['SCI'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAAODi/wFItXXy+3yWQgAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As with mathematics, the extent of moderation is quite high -- in fact, even higher than in mathematics. But does that actually lead to more students passing? Let's look at the percentegate of students that fail in each subject."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rcParams['figure.figsize'] = 4, 3\n",
"marks = tn[['LANG', 'ENG', 'MATH', 'SCI', 'SOC']]\n",
"((marks < 35).sum().astype(float) / marks.count()).order().plot(kind='bar')\n",
"rcParams['figure.figsize'] = 25, 10"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAADYCAYAAAAJdk3XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUGEghLigwkAIcUGFgRDi4v8BttUiakky3tgAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So despite the extensive moderation in science, the fail ratio is the highest here."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's move on to the next state.\n",
"\n",
"# Karnataka marks"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ka = pd.read_csv('d:/site/gramener.com/viz/autolyse/data/karnataka-marks-2011-subfields.csv')\n",
"ka"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 855446 entries, 0 to 855445\n",
"Data columns (total 30 columns):\n",
"DIST_CODE 855446 non-null values\n",
"SCHOOL_CODE 855446 non-null values\n",
"DOB 855391 non-null values\n",
"NRC_CASTE_CODE 855446 non-null values\n",
"NRC_GENDER_CODE 855446 non-null values\n",
"NRC_MEDIUM 855446 non-null values\n",
"NRC_PHYSICAL_CONDITION 855446 non-null values\n",
"TOTAL_MARKS 841629 non-null values\n",
"Hindi 3rd 757012 non-null values\n",
"Kannada 3rd 49814 non-null values\n",
"English 3rd 24183 non-null values\n",
"Arabic 3rd 134 non-null values\n",
"Urdu 3rd 58 non-null values\n",
"Sanskrit 3rd 5391 non-null values\n",
"Science 833730 non-null values\n",
"Mathematics 832720 non-null values\n",
"Social Science 835894 non-null values\n",
"Kannada 706916 non-null values\n",
"Hindi 3693 non-null values\n",
"Telugu 701 non-null values\n",
"Marathi 16855 non-null values\n",
"Indian Social Studies 81 non-null values\n",
"Indian Political Science and Urban Policy 195 non-null values\n",
"Indian Economics 207 non-null values\n",
"Tamil 1899 non-null values\n",
"Urdu 33316 non-null values\n",
"English 56405 non-null values\n",
"Sanskrit 17661 non-null values\n",
"Kannada 2nd 80486 non-null values\n",
"English 2nd 753933 non-null values\n",
"dtypes: float64(23), object(7)\n",
" "
],
"output_type": "pyout",
"prompt_number": 14,
"text": [
"\n",
"Int64Index: 855446 entries, 0 to 855445\n",
"Data columns (total 30 columns):\n",
"DIST_CODE 855446 non-null values\n",
"SCHOOL_CODE 855446 non-null values\n",
"DOB 855391 non-null values\n",
"NRC_CASTE_CODE 855446 non-null values\n",
"NRC_GENDER_CODE 855446 non-null values\n",
"NRC_MEDIUM 855446 non-null values\n",
"NRC_PHYSICAL_CONDITION 855446 non-null values\n",
"TOTAL_MARKS 841629 non-null values\n",
"Hindi 3rd 757012 non-null values\n",
"Kannada 3rd 49814 non-null values\n",
"English 3rd 24183 non-null values\n",
"Arabic 3rd 134 non-null values\n",
"Urdu 3rd 58 non-null values\n",
"Sanskrit 3rd 5391 non-null values\n",
"Science 833730 non-null values\n",
"Mathematics 832720 non-null values\n",
"Social Science 835894 non-null values\n",
"Kannada 706916 non-null values\n",
"Hindi 3693 non-null values\n",
"Telugu 701 non-null values\n",
"Marathi 16855 non-null values\n",
"Indian Social Studies 81 non-null values\n",
"Indian Political Science and Urban Policy 195 non-null values\n",
"Indian Economics 207 non-null values\n",
"Tamil 1899 non-null values\n",
"Urdu 33316 non-null values\n",
"English 56405 non-null values\n",
"Sanskrit 17661 non-null values\n",
"Kannada 2nd 80486 non-null values\n",
"English 2nd 753933 non-null values\n",
"dtypes: float64(23), object(7)"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## English 2nd"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(ka['English 2nd'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABakAAAJVCAYAAADUTXkmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n"
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kannada"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(ka['Kannada'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n"
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mathematics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(ka['Mathematics'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wNtrlZyu9JenQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Science"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(ka['Science'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n"
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Social science"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(ka['Social Science'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Who scores more? Boys or girls?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ka.groupby('NRC_GENDER_CODE')['TOTAL_MARKS'].mean()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 20,
"text": [
"NRC_GENDER_CODE\n",
"B 303.662583\n",
"G 335.868927\n",
"Name: TOTAL_MARKS, dtype: float64"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK, how sure are we that girls score more? What's the probability boys score more than girls?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import scipy.stats\n",
"boys = ka[ka['NRC_GENDER_CODE'] == 'B']['TOTAL_MARKS']\n",
"girls = ka[ka['NRC_GENDER_CODE'] == 'G']['TOTAL_MARKS']\n",
"F, prob = scipy.stats.ttest_ind(boys.dropna(), girls.dropna())\n",
"prob"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 21,
"text": [
"0.0"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ICSE 2013\n",
"\n",
"The data is from . It caused a [media ruckus](http://articles.timesofindia.indiatimes.com/2013-06-06/security/39787770_1_cisce-icse-gerry-arathoon)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"icse = pd.read_csv('d:/site/gramener.com/viz/edu/CISCEResults2013/icse_scores.csv', names=['Student', 'Subject', 'Mark'])\n",
"icse"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 844836 entries, 0 to 844835\n",
"Data columns (total 3 columns):\n",
"Student 844836 non-null values\n",
"Subject 844836 non-null values\n",
"Mark 844836 non-null values\n",
"dtypes: object(3)\n",
" "
],
"output_type": "pyout",
"prompt_number": 22,
"text": [
"\n",
"Int64Index: 844836 entries, 0 to 844835\n",
"Data columns (total 3 columns):\n",
"Student 844836 non-null values\n",
"Subject 844836 non-null values\n",
"Mark 844836 non-null values\n",
"dtypes: object(3)"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We do have to do a bit of cleanup on the marks:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"numpy.sort(icse['Mark'].unique())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 23,
"text": [
"array(['09', '10', '100', '11', '12', '13', '14', '15', '16', '17', '18',\n",
" '19', '20', '24', '25', '26', '27', '28', '29', '30', '35', '38',\n",
" '40', '42', '44', '46', '48', '50', '52', '54', '58', '60', '62',\n",
" '64', '66', '69', '72', '74', '76', '78', '80', '83', '86', '88',\n",
" '90', '92', '94', '95', '96', '97', '98', '99', 'A', 'ABS *', 'B',\n",
" 'C', 'D', 'PCA *', 'PCNA *', 'SPCA *', 'SPCNA*', 'X', 'XXX'], dtype=object)"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"icse['Mark'] = icse['Mark'].replace({'A': '', 'ABS *': '', 'B': '', 'C': '', 'D': '', 'PCA *': '', 'PCNA *': '', 'SPCA *': '', 'SPCNA*': '', 'X': '', 'XXX': ''}).replace('', numpy.nan).astype(float)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's take a look at the overall mark distribution across subjects."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's definitely weird. Let's break it up by subject."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"icse['Subject'].value_counts().head(20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 26,
"text": [
"Result 105644\n",
"ENG 105612\n",
"HCG 105608\n",
"SUPW 105592\n",
"MAT 102399\n",
"SCI 93756\n",
"HIN 69364\n",
"CTA 62564\n",
"EAS 13006\n",
"BEN 11997\n",
"CAS 11418\n",
"CST 8290\n",
"PED 7481\n",
"MAL 6350\n",
"ECO 5486\n",
"KAN 4580\n",
"HSC 4090\n",
"TEL 3255\n",
"ORI 3189\n",
"ART 2816\n",
"dtype: int64"
]
}
],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## English marks"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse[icse['Subject'] == 'ENG']['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABZ0AAAJVCAYAAAC1VVtkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## History, Civics, Geography"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse[icse['Subject'] == 'HCG']['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABZ0AAAJVCAYAAAC1VVtkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mathematics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse[icse['Subject'] == 'MAT']['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABZ0AAAJVCAYAAAC1VVtkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Science"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse[icse['Subject'] == 'SCI']['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABZ0AAAJVCAYAAAC1VVtkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 30
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hindi"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(icse[icse['Subject'] == 'HIN']['Mark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABZ0AAAJVCAYAAAC1VVtkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmP8HEGpJSjGC3KQAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CBSE Class XII, 2013\n",
"\n",
"The data is from ."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cbse = pd.read_csv('d:/site/gramener.com/viz/edu/CISCEResults2013/cbse_scores_revised.csv', names=['ROLLNO', 'SUB_ID', 'SUBJECT', 'MARK', 'GRADE', 'SOMETHING'])\n",
"cbse.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" \n",
" ROLLNO \n",
" SUB_ID \n",
" SUBJECT \n",
" MARK \n",
" GRADE \n",
" SOMETHING \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1699000 \n",
" 301 \n",
" ENGLISH CORE \n",
" 043 \n",
" D1 \n",
" False \n",
" \n",
" \n",
" 1 \n",
" 1699000 \n",
" 302 \n",
" HINDI CORE \n",
" 072 \n",
" B2 \n",
" False \n",
" \n",
" \n",
" 2 \n",
" 1699000 \n",
" 42 \n",
" PHYSICS \n",
" 047 \n",
" D2 \n",
" False \n",
" \n",
" \n",
" 3 \n",
" 1699000 \n",
" 43 \n",
" CHEMISTRY \n",
" 056 \n",
" D1 \n",
" False \n",
" \n",
" \n",
" 4 \n",
" 1699000 \n",
" 83 \n",
" COMPUTER SCIENCE \n",
" 048 \n",
" D2 \n",
" False \n",
" \n",
" \n",
"
\n",
"
"
],
"output_type": "pyout",
"prompt_number": 32,
"text": [
" ROLLNO SUB_ID SUBJECT MARK GRADE SOMETHING\n",
"0 1699000 301 ENGLISH CORE 043 D1 False\n",
"1 1699000 302 HINDI CORE 072 B2 False\n",
"2 1699000 42 PHYSICS 047 D2 False\n",
"3 1699000 43 CHEMISTRY 056 D1 False\n",
"4 1699000 83 COMPUTER SCIENCE 048 D2 False"
]
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are a variety of subjects in class XII that one could choose from. It's quite a long tail, actually, as you can see below."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.Series(cbse['SUBJECT'].value_counts()).head(50).plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
""
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaoAAAK3CAYAAABk9nisAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAwAAAAAAAABs9T8Zmpfj5jayoAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 33
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The marks are messed up, as always. We'll need to clean it up, but this is worse than usual."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cbse['MARK'].unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 34,
"text": [
"array(['043', '072', '047', '056', '048', '---', '014 F', nan, '061',\n",
" '065', '055', '053', '050', '016F', '022F', '002F', '011FT',\n",
" '016FT', '023 FT', '073', '080', '052', '070', '008 F', '059',\n",
" '035FT', '049', '013 F', '036', '076', '058', '057', '064', '046',\n",
" '045', '031 FT', '067', '054', '060', '083', '077', '033', '043 FT',\n",
" '041', '051', '040', '004F', '028FT', '028 FT', '069', '063', '075',\n",
" '085', '081', '018FT', '044', '032 FT', '030 FT', '030FT', '042FT',\n",
" '039FT', '002 F', '026FT', '078', '084', '005F', '033FT', '029FT',\n",
" '066', '010F', '012F', '031FT', '043FT', '036FT', '068', '086',\n",
" '062', '074', '017FT', '071', '034FT', '082', '079', '042', '034',\n",
" '094', '037FT', '041FT', '092', '090', '088', '021F', '014F',\n",
" '027FT', '095', '035', '020F', '098', '009F', '087', '007F',\n",
" '025FT', '024FT', '089', '032FT', '099', '038FT', '006F', '003F',\n",
" '001F', '023FT', '021FT', '000F', '009FT', '038', '014FT', '022FT',\n",
" '091', '008F', '019FT', '011F', '013F', '040FT', '015FT', '013FT',\n",
" '093', '096', '097', '037', '039', '019F', '020FT', '044FT', '015F',\n",
" '018F', '007FT', '017F', '008FT', '005 F', '045FT', '100', '009 F',\n",
" 'ABA', '010FT', '024F', '012FT', '018 FT', '004 F', '064FT',\n",
" '010 F', 'AB A', '011 F', '012 F', '049FT', '023F', '001 F',\n",
" '000 F', '015 FT', '033 FT', '044 FT', '035 FT', '025 FT', '014 FT',\n",
" '015 F', '047FT', '046FT', '037 FT', '051FT', '042 FT', '036 FT',\n",
" '007 F', '016 F', '006 F', '034 FT', '040 FT', '021 FT', '026 FT',\n",
" '027 FT', '007 FT', '025F', '048FT', '003 F', '047 FT', '046 FT',\n",
" '038 FT', '066FT', '062FT', '057FT', '060FT', '050FP', '045 FP',\n",
" '022 FT', '026F', '029 FT', '052 FT', '061FT', '024 FT', '045FP',\n",
" '026FP', '029F', '028F', '024FP', '048FP', '023FP', '055FP',\n",
" '050FT', '039 FT', '018 F', '017 F', '034FP', '020 FT', '042FP',\n",
" '020 F', '027 FP', '040FP', '035FP', '031FP', '053FT', '047FP',\n",
" '029FP', '069FT', '030FP', '036FP', '033FP', '048 FT', '045 FT',\n",
" '041 FT', '073FT', '019 FT', '019 F', '039FP', '017 FT', '008 FT',\n",
" '016 FT', '012 FT', '056FT', '022 F', '054FP', '006FT', '011 FT',\n",
" '013 FT', '027F', '043FP', '058FT', '068FT', '037FP', '084FP',\n",
" '028FP', '068FP', '025 FP', '051FP', '057FP', '062FP', '058FP',\n",
" '027 F', '046FP', '070FT', '072FT', '074FT', '074 FT', '059 FT',\n",
" '065FT', '049FP', '024 F', '067FT', '063 FT', '069 FT', '067 FT',\n",
" '062 FT', '068 FT', '064 FT', '077 FT', '070 FT', '071 FT',\n",
" '072 FT', '015 FP', '076 FT', '014 FP', '025FP', '071FT', '075FT',\n",
" '065 FT', '028 FP', '050 FT', '004FT', '051 FP', '023 FP', '026 F',\n",
" '058 FP', '023 F', '060 FT', '061 FT', '021 F', '025 F', '077FT',\n",
" '010 FT', '005FT', '059FP', '059FT', '027FP', '057 FT', '053 FT',\n",
" '032FP', '066 FT', '058 FT', '075 FT', '054FT', '063FT', '056 FT',\n",
" '021 FP', '049 FT', '078FT', '034 FP', '030 FP', '010 FP', '052FT',\n",
" '073 FT', '054 FT', '055 FT', '044 FP', '055FT', '013FP', '054 FP',\n",
" '012 FP', '061FP', '060 FP', '076FT', '011 FP', '024 FP', '029 FP',\n",
" '041FP', '032 FP', '010FP', '009 FT', '013 FP', '016FP', '038FP',\n",
" '044FP', '062 FP', '031 FP', '017FP', '020FP', '019FP', '038 FP',\n",
" '036 FP', '043 FP', '033 FP', '039 FP', '037 FP', '049 FP',\n",
" '040 FP', '035 FP', '046 FP', '052 FP', '047 FP', '051 FT',\n",
" '026 FP', '048 FP', '042 FP', '059 FP', '052FP', '066FP', '028 F',\n",
" '022FP', '053FP', '050 FP', '017 FP', '020 FP', '018FP', '014FP',\n",
" '009FP', '055 FP', '067FP', '016 FP', '018 FP', '064FP', '030F',\n",
" '029 F', '060FP', '064 FP', '056FP', '065FP', '072FP', '041 FP',\n",
" '021FP', '083FP', '012FP', '056 FP', '053 FP', '006 FT', '003FT',\n",
" '004 FT', '070FP', '015FP', '022 FP', '005 FT', '057 FP'], dtype=object)"
]
}
],
"prompt_number": 34
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's just take the first 3 characters and process them. It turns out that we only need to worry about 3 other strings: '---', 'ABA', and 'AB ' if we only took the first 3 characters. Let's make them all NaNs."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cbse['SCORE'] = cbse['MARK'].dropna().str.slice(0,3).replace({'---':numpy.nan, 'ABA':numpy.nan, 'AB ':numpy.nan}).astype(float)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now it's time to look at the distribution of the top subjects.\n",
"\n",
"## English"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'ENGLISH CORE']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n"
}
],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mathematics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'MATHEMATICS']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 37
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Physics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'PHYSICS']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n"
}
],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chemistry"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'CHEMISTRY']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n"
}
],
"prompt_number": 39
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Economics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'ECONOMICS']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaQAAAJVCAYAAAAhs/KWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/h8ScZgbx1xh+AAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 40
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Physical education"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'PHYSICAL EDUCATION']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAgEbHYTQAAAAAAAAAoNH9PwWYblqiCD/rAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Business studies"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'BUSINESS STUDIES']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGA0AAAAAAAAAKLr/D8Wt4jpOSeKPAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Accountancy"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distribution(cbse[cbse['SUBJECT'] == 'ACCOUNTANCY']['SCORE'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAJVCAYAAADDb+nvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngIL7/2XilesjSCjgAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 43
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I haven't seen anything as weird as these in a very long time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Correlations\n",
"\n",
"Let's take a look at the pairwise correlation of subjects:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tn_subjects = tn[['ENG', 'LANG', 'MATH', 'SCI', 'SOC']]\n",
"tn_subjects.corr()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" \n",
" ENG \n",
" LANG \n",
" MATH \n",
" SCI \n",
" SOC \n",
" \n",
" \n",
" \n",
" \n",
" ENG \n",
" 1.000000 \n",
" 0.813484 \n",
" 0.815920 \n",
" 0.819564 \n",
" 0.800539 \n",
" \n",
" \n",
" LANG \n",
" 0.813484 \n",
" 1.000000 \n",
" 0.766003 \n",
" 0.824509 \n",
" 0.809650 \n",
" \n",
" \n",
" MATH \n",
" 0.815920 \n",
" 0.766003 \n",
" 1.000000 \n",
" 0.797137 \n",
" 0.777218 \n",
" \n",
" \n",
" SCI \n",
" 0.819564 \n",
" 0.824509 \n",
" 0.797137 \n",
" 1.000000 \n",
" 0.819928 \n",
" \n",
" \n",
" SOC \n",
" 0.800539 \n",
" 0.809650 \n",
" 0.777218 \n",
" 0.819928 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"output_type": "pyout",
"prompt_number": 44,
"text": [
" ENG LANG MATH SCI SOC\n",
"ENG 1.000000 0.813484 0.815920 0.819564 0.800539\n",
"LANG 0.813484 1.000000 0.766003 0.824509 0.809650\n",
"MATH 0.815920 0.766003 1.000000 0.797137 0.777218\n",
"SCI 0.819564 0.824509 0.797137 1.000000 0.819928\n",
"SOC 0.800539 0.809650 0.777218 0.819928 1.000000"
]
}
],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML\n",
"\n",
"def colour(data):\n",
" html = [' ']\n",
" for column in data.columns:\n",
" html.append('' + column + ' ')\n",
" html.append('')\n",
" for index, row in data.iterrows():\n",
" html.append('' + index + ' ')\n",
" for column, value in row.iteritems():\n",
" # Red is 0.75, Green is 0.85, beyond that is cyan\n",
" hue = (value - .75) / (.85 - .75) * 120 if value < .85 else 180\n",
" html.append('{:.2f} '.format(hue, value))\n",
" html.append(' ')\n",
" html.append('
')\n",
" return HTML(''.join(html))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"colour(tn_subjects.corr())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"ENG LANG MATH SCI SOC ENG 1.00 0.81 0.82 0.82 0.80 LANG 0.81 1.00 0.77 0.82 0.81 MATH 0.82 0.77 1.00 0.80 0.78 SCI 0.82 0.82 0.80 1.00 0.82 SOC 0.80 0.81 0.78 0.82 1.00
"
],
"output_type": "pyout",
"prompt_number": 46,
"text": [
""
]
}
],
"prompt_number": 46
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At [Gramener](http://gramener.com/), we built a visualisation library that makes this sort of thing easier. For example, the above correlation plot is built-in.\n",
"\n",
"(I'm afraid you wont' be able to try out this piece of code without a license for the server. Sorry!)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from vis import SVG\n",
"\n",
"HTML(SVG('clusterplot.svg',\n",
" width=300,\n",
" height=300,\n",
" data=tn_subjects,\n",
" scatter=120,\n",
" gradient=((.75, 'red'), (.80, 'yellow'), (.85, 'green')),\n",
" regression=True))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
" 81 82 82 80 77 82 81 80 78 82 ENG LANG MATH SCI SOC \n",
" "
],
"output_type": "pyout",
"prompt_number": 47,
"text": [
""
]
}
],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import color\n",
"\n",
"HTML(SVG('subtreemap.svg',\n",
" width = 500,\n",
" height = 300,\n",
" data = tn,\n",
" keys = ['DIST'],\n",
" values = {'MARKS': 'mean', 'REGNO': len},\n",
" size = lambda v: v['REGNO'],\n",
" sort = lambda v: v.sort('REGNO', ascending=False),\n",
" text = lambda v: v['DIST'],\n",
" wrap = False,\n",
" color = lambda v: color.gradient(v['MARKS'] / 500, ((0.40, 'red'), (0.60, 'yellow'), (0.80, 'green'))),\n",
" aspect = 2,\n",
" padding = 3,\n",
" parents = False,\n",
"))\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
" 59 58 57 30 52 34 26 54 43 31 56 51 25 62 61 19 28 29 21 14 46 27 6 60 33 24 66 8 55 4 53 50 5 44 36 32 37 35 69 47 18 20 65 10 45 63 64 1 11 48 17 41 9 16 39 7 3 40 12 15 13 2 42 23 38 22 49 68 \n",
" "
],
"output_type": "pyout",
"prompt_number": 48,
"text": [
""
]
}
],
"prompt_number": 48
}
],
"metadata": {}
}
]
}