├── Seaborn ├── archive.zip ├── data.csv └── dropout-ratio-2012-2015.csv ├── README.md ├── .gitignore ├── LICENSE └── Matplotlib └── data.csv /Seaborn/archive.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gmonu/Data-Visualization-using-Python/HEAD/Seaborn/archive.zip -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | Monu Gupta's DEV Profile 3 | 4 | 5 | 6 | 7 | # Data-Visualization-using-Python 8 | 9 | Data visualization is the discipline of trying to understand data by placing it in a visual context so that patterns, trends, and correlations that might not otherwise be detected can be exposed. 10 | 11 | Technologies used: Python, Jupyter 12 | Tools: Matplotlib, Seaborn, Pandas 13 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /Seaborn/data.csv: -------------------------------------------------------------------------------- 1 | State_UT,year,Primary_Only,Primary_with_U_Primary,Primary_with_U_Primary_Sec_HrSec,U_Primary_Only,U_Primary_With_Sec_HrSec,Primary_with_U_Primary_Sec,U_Primary_With_Sec,Sec_Only,Sec_with_HrSec.,HrSec_Only,All Schools 2 | Andaman & Nicobar Islands,2013-14,30.4,73.68,89.74,0,100,97.92,0,0,100,0,53.06 3 | Andaman & Nicobar Islands,2014-15,30.94,76.54,92.11,100,94.74,100,0,0,100,0,57.25 4 | Andaman & Nicobar Islands,2015-16,28.44,78.57,92.5,0,94.74,100,0,0,100,0,57 5 | Andhra Pradesh,2013-14,12.73,42.72,86.99,45.45,17.07,68.18,73.23,60,33.33,19.32,29.57 6 | Andhra Pradesh,2014-15,10.29,44.15,88.46,50,62.22,68.38,76.59,70.97,66.67,41.6,28.06 7 | Andhra Pradesh,2015-16,11.47,44.81,89.47,50,72.41,69.92,77.08,65.22,75,61.43,30.59 8 | Arunachal Pradesh,2013-14,4.32,45.05,90.63,46.51,98,89.11,75,0,52.17,100,24.28 9 | Arunachal Pradesh,2014-15,4.06,43.83,95.24,48.78,100,89.62,81.58,0,62.96,0,24.68 10 | Arunachal Pradesh,2015-16,4.06,41.2,94.03,50,98.11,86.16,84.62,0,71.88,0,24.36 11 | Assam,2013-14,1.08,29.12,64.75,18.29,80.48,44.8,56.01,25.89,36.81,16.93,8.85 12 | Assam,2014-15,1.13,30.75,75,18.1,82.18,50.5,61.4,33.32,36.97,25.69,9.83 13 | Assam,2015-16,1.18,29.69,78.23,18.09,82.53,53.37,64.06,37.77,37.93,33.62,10.76 14 | Bihar,2013-14,1.42,7.61,35.15,10.79,51.25,14.94,12.25,17.77,30.8,22.5,5.47 15 | Bihar,2014-15,2.29,11.15,28.91,11.65,62.5,15.39,15.14,23.02,46.43,36.74,8.19 16 | Bihar,2015-16,2.37,12.87,29,11.64,66.3,17.97,17.07,24.19,54.31,42.08,9.37 17 | Chandigarh,2013-14,54.55,92.31,100,0,100,98.57,0,0,0,0,95.83 18 | Chandigarh,2014-15,45.45,93.1,100,0,100,98.55,0,0,0,0,95.43 19 | Chandigarh,2015-16,50,93.1,100,0,100,95.71,0,0,0,0,94.53 20 | Chhattisgarh,2013-14,2.64,36.63,72.35,13.04,39.24,59.14,16.55,17.77,28.2,0,9.8 21 | Chhattisgarh,2014-15,3.3,41.44,76.93,14.7,47.39,64.96,20.5,25.11,41.2,14.29,11.88 22 | Chhattisgarh,2015-16,3.02,43.42,79.3,14.72,50,65.37,20.86,26.11,45.83,40,12.7 23 | Dadra & Nagar Haveli,2013-14,8.84,66.94,100,100,100,100,0,54.55,91.67,0,38.19 24 | Dadra & Nagar Haveli,2014-15,7.39,69.29,100,100,100,100,0,72.73,100,0,40.12 25 | Dadra & Nagar Haveli,2015-16,11.86,68.75,100,100,100,100,0,81.82,100,0,42.65 26 | Daman & Diu,2013-14,14.55,88.89,100,100,100,100,100,100,100,50,61.11 27 | Daman & Diu,2014-15,21.67,80,100,100,100,100,0,92.31,100,100,66.21 28 | Daman & Diu,2015-16,16.95,100,100,94.74,100,100,0,92.31,100,100,64.14 29 | Delhi,2013-14,80.55,91.82,86.61,55.26,65.09,93.82,58.46,0,0,0,81.56 30 | Delhi,2014-15,79.65,92.41,84.91,42.11,63.94,94.38,51.28,0,66.67,0,81 31 | Delhi,2015-16,80.18,93.81,89.69,31.43,75.78,96.54,64.1,0,66.67,100,83.89 32 | Goa,2013-14,12.02,89.66,100,83.33,100,99.35,100,0,0,81.58,40.63 33 | Goa,2014-15,13.62,81.82,100,83.33,100,97.11,99.08,0,0,92.94,43.51 34 | Goa,2015-16,13.87,82.19,100,84.62,100,100,100,0,0,95.56,44.72 35 | Gujarat,2013-14,24.74,90.44,96.98,75.23,92.27,93.98,84.82,65.19,74.75,56.36,72.08 36 | Gujarat,2014-15,28.28,90.99,97.15,79.08,86.47,93.74,52,76.47,86.88,73.54,75.22 37 | Gujarat,2015-16,28.11,90.76,96.94,80.74,91.82,92.21,52.41,79.39,89.73,77.22,75.5 38 | Haryana,2013-14,7.43,74.87,94.8,27.69,97.39,86.07,94.06,0,28.21,0,44.12 39 | Haryana,2014-15,7.47,77.03,95.74,28.75,96.9,87.93,95,0,37.5,100,46.04 40 | Haryana,2015-16,7.85,77.72,96.01,30.58,97.09,88.58,95.82,0,45.65,100,46.93 41 | Himachal Pradesh,2013-14,3.75,82.75,94.83,14.38,81.13,92.28,50,100,60,33.33,22.49 42 | Himachal Pradesh,2014-15,4.3,80.51,95.58,15.85,82.56,93.88,42.82,0,100,50,23.85 43 | Himachal Pradesh,2015-16,4.71,80.58,95.75,18.71,88.19,94.88,53.51,50,100,66.67,26 44 | Jammu And Kashmir,2013-14,3.6,18.94,87.03,8.82,71.43,54.55,32.58,35.29,72.49,66.67,16.73 45 | Jammu And Kashmir,2014-15,3.74,19.8,89.38,11.19,78.13,55.51,35.22,41.94,78.56,50,17.56 46 | Jammu And Kashmir,2015-16,4.12,20.62,90.12,11.28,75.79,57.37,36.47,41.18,83.68,50,18.32 47 | Jharkhand,2013-14,3.1,10.89,77.61,24.39,65.48,30.52,45.03,19.67,23.81,24.58,8.94 48 | Jharkhand,2014-15,3.25,12.14,82.92,40,65.24,31.59,48.17,27.34,29.03,34.38,9.71 49 | Jharkhand,2015-16,3.48,13.09,82.93,27.07,64.86,32.44,50.15,28.91,30.65,36.02,10.28 50 | Karnataka,2013-14,9.94,40.01,94.92,56.96,89.55,89.17,70.74,67.04,77.72,13.97,35.01 51 | Karnataka,2014-15,13.2,43.71,96.12,60.24,94.74,86.25,73.54,69.92,78.24,31.38,38.74 52 | Karnataka,2015-16,13.3,44.75,96.2,63.52,93.22,87.54,75.66,69.32,74.97,37.82,39.53 53 | Kerala,2013-14,87.96,96.61,97.23,98.66,99.64,95.54,99.67,0,0,75.68,92.63 54 | Kerala,2014-15,89.64,97.21,97.87,98.63,99.61,96.4,100,100,99.77,83.64,93.77 55 | Kerala,2015-16,90.95,97.12,98.16,98.93,99.71,96.59,99.73,100,99.78,95.38,94.5 56 | Lakshadweep,2013-14,100,100,100,100,100,0,0,0,100,0,100 57 | Lakshadweep,2014-15,100,100,100,100,100,0,0,0,100,0,100 58 | Lakshadweep,2015-16,100,100,100,100,100,100,0,0,100,0,100 59 | Madhya Pradesh,2013-14,3.33,46.61,80.74,13.04,69,72.89,54.24,5.88,18.78,66.67,13.03 60 | Madhya Pradesh,2014-15,3.53,49.5,84.99,13.15,74.24,76.23,57.14,9.86,27.89,60,14.58 61 | Madhya Pradesh,2015-16,2.9,51.23,87.7,13.33,75.82,78.94,64.44,14.51,35.78,66.67,15.17 62 | Maharashtra,2013-14,28.6,69.2,96.11,38.75,96.48,94.48,91.96,82.24,87.32,49.47,52.79 63 | Maharashtra,2014-15,32.52,72.86,96.61,47.75,97.93,94.93,94.64,88.43,93.22,73.75,57.07 64 | Maharashtra,2015-16,35.48,74.64,96.72,77.89,98.3,95.32,95.49,90.49,94.32,78.35,59.65 65 | Manipur,2013-14,2.13,36.23,96.55,15.87,95.45,82.31,74.83,15.91,80,73.58,25.57 66 | Manipur,2014-15,1.82,36.6,96.81,24.59,91.3,83.12,73.68,14.63,85.71,79.63,25.23 67 | Manipur,2015-16,2.17,41.38,96,39.68,95.45,83.29,75.16,30,100,80.6,27.16 68 | Meghalaya,2013-14,2.97,28.57,96.15,15.63,91.25,67.44,53.59,16.78,36.49,20,8.98 69 | Meghalaya,2014-15,3.23,36.18,95.65,18.12,87.5,63.16,64.38,24.78,69.77,43.3,10.64 70 | Meghalaya,2015-16,3.54,27.32,89.66,19.8,87.1,66.36,68.21,28.79,64.06,52.27,11.74 71 | Mizoram,2013-14,9.21,53.92,0,56.86,0,0,0,9.97,0,9.73,27.76 72 | Mizoram,2014-15,8.31,49.87,0,51.83,0,0,0,44.75,0,27.27,31.9 73 | Mizoram,2015-16,8.52,48.59,0,52.41,0,0,0,48.94,0,31.88,32.81 74 | Nagaland,2013-14,4.98,55.35,97.75,59.09,77.78,92.93,86.43,30.88,66.67,25,34.96 75 | Nagaland,2014-15,4.97,38.84,95.92,68.83,81.82,90.85,86.45,41.67,75,34.78,35.68 76 | Nagaland,2015-16,5.53,46.44,98.1,76.92,89.13,91.29,87.71,100,66.67,80.95,40.13 77 | Odisha,2013-14,3.91,17.07,80.99,8.24,80.43,36.98,21.12,18.32,0,0,10.58 78 | Odisha,2014-15,3.58,18.47,84.96,9.19,83.02,46.18,44.54,39.91,0,0,13.72 79 | Odisha,2015-16,3.71,19.44,78.98,9.28,83.33,47.74,46.96,41.13,0,52.61,15.03 80 | Puducherry,2013-14,98.56,94.74,100,0,98.11,95.6,100,0,100,100,97.62 81 | Puducherry,2014-15,98.25,96.84,100,100,98.08,95.65,100,0,100,100,97.81 82 | Puducherry,2015-16,99.28,97.67,100,100,100,96.99,100,0,100,100,98.77 83 | Punjab,2013-14,10.64,83.96,97.2,93.48,100,95.34,99.84,100,64.71,53.42,51.97 84 | Punjab,2014-15,10.29,84.88,98.06,95.36,99.83,96.53,99.84,80,78.85,73.53,52.48 85 | Punjab,2015-16,9.23,87.18,98.65,94.97,99.77,97.16,99.84,66.67,87.3,83.92,52.83 86 | Rajasthan,2013-14,4.51,28.78,70.33,72.31,67.62,53.79,30.67,68,58.6,66.67,23.47 87 | Rajasthan,2014-15,5.29,31.02,69.82,81.57,76.9,50.58,61.55,64,68.57,75,28.6 88 | Rajasthan,2015-16,5.91,32.75,65.61,78.51,79.34,56.17,70.1,75,72.99,0,30.11 89 | Sikkim,2013-14,29.92,79.4,98.65,50,71.43,93.6,0,0,0,0,53.33 90 | Sikkim,2014-15,35.94,82.28,98.77,50,83.33,95.56,0,0,0,0,58.56 91 | Sikkim,2015-16,36.97,84.93,98.75,0,100,96.32,25,0,0,0,60.36 92 | Tamil Nadu,2013-14,35.51,82.59,98.96,78.13,79.24,0,0,50,79.17,81.82,54.14 93 | Tamil Nadu,2014-15,39.86,82.42,99.21,75.65,81.61,0,0,66.67,83.33,100,57.28 94 | Tamil Nadu,2015-16,40.14,82.12,99.85,73.39,97.49,98.6,64.72,75,88.24,94.74,57.62 95 | Telangana,2014-15,18.17,46.08,88.64,75,74.37,72.62,75.16,76.47,20,48.03,37.9 96 | Telangana,2015-16,9.06,45.75,81.29,0,79.27,78.65,73.94,0,100,53.67,35.51 97 | Tripura,2013-14,3.59,4.33,59.63,50,71.64,27.3,50,0,0,0,11.4 98 | Tripura,2014-15,4.36,5.06,84.15,100,91.18,35.81,60,0,0,0,15.11 99 | Tripura,2015-16,4.52,5.95,84.55,100,91.18,34.91,70,0,0,0,15.65 100 | Uttar Pradesh,2013-14,5.53,25.63,49.98,14.75,53.22,32.81,22.71,9.37,15.36,37.5,11.12 101 | Uttar Pradesh,2014-15,6.43,27.71,55.9,16.64,56.17,36.18,25.27,15.5,22.12,20,12.72 102 | Uttar Pradesh,2015-16,6.67,29.88,56.49,17.15,56.03,36.18,26.81,16.23,24.11,28.57,13.31 103 | Uttarakhand,2013-14,12.78,77.16,94.2,57.03,93.63,90.07,66.4,27.34,39.24,50,31.97 104 | Uttarakhand,2014-15,13.17,76.76,94.78,57.34,94.39,92.72,67.08,24.89,48.25,61.54,32.97 105 | Uttarakhand,2015-16,12.86,78.03,96.51,57.33,94,92.07,65.7,30.64,56.03,73.33,33.54 106 | West Bengal,2013-14,3.94,34.84,67.19,7.93,74.34,54.02,42.04,0,0,54.55,10.77 107 | West Bengal,2014-15,4.55,39.79,70.27,9.32,78.72,61.28,49.07,0,0,66.67,12.13 108 | West Bengal,2015-16,4.69,41.56,75.71,9.97,79.93,63.91,50.49,0,100,66.67,12.67 109 | All India,2013-14,9.25,42.14,82.67,18.22,76.5,64.69,59.25,44.8,39.31,26.65,24.08 110 | All India,2014-15,10.32,44.39,81.96,19.4,79.86,62.66,68.11,51.27,50.26,47.96,26.42 111 | All India,2015-16,10.36,45.46,79.06,19.78,82.04,68.67,68.4,53.05,54.05,55.72,27.31 112 | -------------------------------------------------------------------------------- /Seaborn/dropout-ratio-2012-2015.csv: -------------------------------------------------------------------------------- 1 | State_UT,year,Primary_Boys,Primary_Girls,Primary_Total,Upper Primary_Boys,Upper Primary_Girls,Upper Primary_Total,Secondary _Boys,Secondary _Girls,Secondary _Total,HrSecondary_Boys,HrSecondary_Girls,HrSecondary_Total 2 | A & N Islands,2012-13,0.83,0.51,0.68,Uppe_r_Primary,1.09,1.23,5.57,5.55,5.56,17.66,10.15,14.14 3 | A & N Islands,2013-14,1.35,1.06,1.21,NR,1.54,0.51,8.36,5.98,7.2,18.94,12.2,15.87 4 | A & N Islands,2014-15,0.47,0.55,0.51,1.44,1.95,1.69,11.47,8.16,9.87,21.05,12.21,16.93 5 | Andhra Pradesh,2012-13,3.3,3.05,3.18,3.21,3.51,3.36,12.21,13.25,12.72,2.66,NR,0.35 6 | Andhra Pradesh,2013-14,4.31,4.39,4.35,3.46,4.12,3.78,11.95,13.37,12.65,12.65,10.85,11.79 7 | Andhra Pradesh,2014-15,6.57,6.89,6.72,5.09,5.32,5.2,15.81,15.6,15.71,NR,NR,NR 8 | Arunachal Pradesh,2013-14,11.54,10.22,10.89,4.44,6.74,5.59,16.08,12.75,14.49,18.57,15.49,17.07 9 | Arunachal Pradesh,2012-13,15.84,14.44,15.16,5.86,9.06,7.47,13.99,11.77,12.93,7.85,2.14,5.11 10 | Arunachal Pradesh,2014-15,11.51,10.09,10.82,5.31,8.08,6.71,18.33,15.81,17.11,19.37,17.44,18.42 11 | Assam,2012-13,7.02,5.46,6.24,7.89,6.55,7.2,25.65,27.79,26.77,4.87,4.5,4.69 12 | Assam,2013-14,8.19,6.68,7.44,7.6,6.54,7.05,28.59,32.1,30.43,7.62,6.83,7.24 13 | Assam,2014-15,16.07,14.65,15.36,10.45,10.56,10.51,24.64,29.28,27.06,NR,NR,NR 14 | Bihar,2012-13,NR,NR,NR,NR,NR,NR,29.11,31.28,30.14,NR,NR,NR 15 | Bihar,2013-14,2.38,1.79,2.09,2.77,3.19,2.98,24.67,26.05,25.33,NR,NR,NR 16 | Bihar,2014-15,0.35,NR,NR,4.14,4.01,4.08,25.21,26.62,25.9,NR,NR,NR 17 | Chandigarh,2012-13,NR,NR,NR,NR,0.88,0.1,NR,NR,NR,16.32,10.09,13.65 18 | Chandigarh,2013-14,NR,NR,NR,0.72,1.55,1.08,NR,NR,NR,13.24,8.49,11.28 19 | Chandigarh,2014-15,NR,NR,NR,0.01,0.96,0.44,NR,NR,NR,12.1,8.41,10.55 20 | Chhattisgarh,2012-13,4.24,4.05,4.14,6.09,4.73,5.42,14.82,14.89,14.86,NR,NR,NR 21 | Chhattisgarh,2013-14,1.45,1.38,1.42,4.09,3.51,3.8,24.1,22.72,23.41,NR,2.13,NR 22 | Chhattisgarh,2014-15,3.08,2.74,2.91,6.47,5.22,5.85,22.62,19.92,21.26,1.37,4.14,2.76 23 | Dadra & Nagar Haveli,2012-13,NR,0.47,NR,2.59,4.3,3.38,26.34,22,24.41,13.34,4.81,9.65 24 | Dadra & Nagar Haveli,2013-14,1.05,2.17,1.57,3.31,5.09,4.13,30.02,26.83,28.59,7.07,5.33,6.24 25 | Dadra & Nagar Haveli,2014-15,1.6,1.31,1.47,3.7,4.4,4.02,18.19,15.08,16.77,13.45,4.77,9.47 26 | Daman & Diu,2012-13,NR,NR,NR,NR,NR,NR,10.84,12.25,11.52,6.21,NR,1.26 27 | Daman & Diu,2013-14,1.06,0.59,0.85,3.42,3.72,3.56,19.46,20.33,19.86,14.48,4.89,9.86 28 | Daman & Diu,2014-15,1.8,0.29,1.11,3.14,3.07,3.11,34.45,29.73,32.27,44.38,36.05,40.48 29 | Delhi,2012-13,NR,NR,NR,NR,0.31,NR,6.26,4.21,5.32,18.56,9.6,14.47 30 | Delhi,2013-14,NR,NR,NR,3.13,2.37,2.78,10.8,6.64,8.9,20.28,11.45,16.25 31 | Delhi,2014-15,NR,NR,NR,0.95,0.55,0.76,13.55,9.8,11.81,20.91,13.15,17.32 32 | Goa,2012-13,NR,0.26,NR,NR,NR,NR,9.49,6.26,7.96,16.01,5.8,11.26 33 | Goa,2013-14,0.08,0.33,0.2,NR,NR,NR,11.68,7.19,9.58,18.21,8.38,13.36 34 | Goa,2014-15,0.63,0.84,0.73,NR,0.21,0.07,14.15,7.68,11.15,18.27,9.39,13.91 35 | Gujarat,2012-13,0.21,1.35,0.74,2.75,8.19,5.2,13.96,12.95,13.55,0.58,0.3,0.46 36 | Gujarat,2013-14,0.5,1.06,0.76,3.52,8.04,5.55,22.85,19.81,21.61,9.06,6.18,7.83 37 | Gujarat,2014-15,0.82,0.98,0.89,4.65,8.54,6.41,26.29,23.24,25.04,8.4,5.26,7.04 38 | Haryana,2012-13,1.48,1.06,1.29,0.18,0.8,0.46,8.22,9.93,8.98,NR,NR,NR 39 | Haryana,2013-14,0.22,0.63,0.41,1.97,3.25,2.55,11.92,13.27,12.51,1.41,3.16,2.18 40 | Haryana,2014-15,5.54,5.69,5.61,5.5,6.18,5.81,16.35,15.3,15.89,6.24,5.12,5.75 41 | Himachal Pradesh,2012-13,0.51,0.39,0.45,0.52,0.49,0.51,8.35,8.4,8.37,10.25,7.64,9.02 42 | Himachal Pradesh,2013-14,0.57,0.34,0.46,0.6,0.98,0.78,9.32,8.83,9.09,8.44,5.54,7.07 43 | Himachal Pradesh,2014-15,0.46,0.83,0.64,0.5,1.27,0.87,6.31,5.8,6.07,9.02,5.57,7.41 44 | Jammu & Kashmir,2012-13,6.8,5.75,6.3,5.51,5.52,5.52,16.79,17.96,17.33,11.69,9.36,10.66 45 | Jammu & Kashmir,2013-14,5.53,5.37,5.46,3.86,4.8,4.3,14.7,16.14,15.36,8.8,6.2,7.64 46 | Jammu & Kashmir,2014-15,6.98,6.59,6.79,4.98,5.95,5.44,16.97,17.65,17.28,13.85,11.2,12.65 47 | Jharkhand,2012-13,7.36,7.05,7.21,4.99,5.94,5.47,17.84,19.2,18.5,NR,NR,NR 48 | Jharkhand,2013-14,6.89,5.91,6.41,7.19,7.65,7.42,22.99,23.32,23.15,NR,NR,NR 49 | Jharkhand,2014-15,5.91,5.03,5.48,9.01,8.96,8.99,23.45,24.56,24,2.72,4.18,3.41 50 | Karnataka,2012-13,3.4,2.51,2.97,4.96,5.15,5.05,40.7,39.07,39.92,19.47,11.26,15.33 51 | Karnataka,2013-14,2.42,2.21,2.32,2.31,2.73,2.51,28.49,26.57,27.57,NR,NR,NR 52 | Karnataka,2014-15,2.03,2.01,2.02,3.46,4.27,3.85,27.71,24.52,26.18,5.97,NR,1.96 53 | Kerala,2012-13,NR,NR,NR,NR,NR,NR,12.31,6.38,9.45,NR,NR,NR 54 | Kerala,2013-14,NR,NR,NR,NR,NR,NR,17.3,11.4,14.46,6.95,5.9,6.4 55 | Kerala,2014-15,NR,NR,NR,NR,0,NR,14.96,9.52,12.32,1.54,NR,0.47 56 | Lakshadweep,2012-13,2.3,2.71,2.5,0.97,NR,0.29,6.15,9.17,7.68,2.98,10.65,6.59 57 | Lakshadweep,2013-14,0,NR,NR,1.16,2.5,1.86,8.48,7.65,8.03,3.03,2.59,2.82 58 | Lakshadweep,2014-15,NR,NR,NR,2.37,3.18,2.78,8.82,4.96,6.76,3,3.21,3.12 59 | Madhya Pradesh,2012-13,5.75,6.49,6.11,6.79,10.27,8.53,11.16,16.39,13.63,NR,NR,NR 60 | Madhya Pradesh,2013-14,9.91,10.4,10.14,9.88,13.57,11.7,25.21,27.91,26.47,0.52,2.83,1.55 61 | Madhya Pradesh,2014-15,6.48,6.72,6.59,7.78,10.7,9.2,23.71,25.97,24.77,NR,0.73,NR 62 | Maharashtra,2012-13,0.88,1.06,0.97,0.89,2.72,1.74,16.61,15.72,16.2,2.55,3.94,3.2 63 | Maharashtra,2013-14,0.51,0.59,0.55,NR,1.5,0.61,15.04,13.78,14.47,2.85,3.89,3.34 64 | Maharashtra,2014-15,1.26,1.25,1.26,0.89,2.83,1.79,13.11,12.58,12.87,2.02,1.6,1.83 65 | Manipur,2012-13,10.24,9.48,9.86,5.48,6.65,6.06,8.16,11.35,9.75,5.96,10.06,7.93 66 | Manipur,2013-14,17.27,18.74,18,7.48,6.54,7.02,12.35,15.28,13.81,3.3,3.08,3.2 67 | Manipur,2014-15,9.5,9.83,9.66,3.61,4.8,4.2,12.94,15.86,14.38,NR,NR,NR 68 | Meghalaya,2012-13,11.32,8.96,10.14,8.43,7.34,7.85,27.21,25.02,26.03,NR,NR,NR 69 | Meghalaya,2013-14,11.3,9.39,10.34,6.34,7.28,6.84,25.63,23.99,24.75,NR,NR,NR 70 | Meghalaya,2014-15,10.35,8.56,9.46,6.77,6.3,6.52,20.8,20.27,20.52,NR,NR,NR 71 | Mizoram,2012-13,24.27,23.93,24.11,19.35,19.21,19.28,22.18,20.65,21.42,2.91,NR,NR 72 | Mizoram,2013-14,12.57,13.38,12.96,6.61,5.39,6.02,20,17.37,18.7,NR,NR,NR 73 | Mizoram,2014-15,10.17,10.03,10.1,5.46,4.06,4.78,23.02,20.73,21.88,9,4.85,6.91 74 | Nagaland,2012-13,7.11,7.03,7.07,10.15,9.51,9.83,26.7,26.33,26.51,18.67,17.87,18.29 75 | Nagaland,2013-14,19.09,19.74,19.41,18.08,17.63,17.86,34.14,36.08,35.11,15.36,12.96,14.19 76 | Nagaland,2014-15,6.18,5.02,5.61,7.87,7.97,7.92,17.98,18.47,18.23,10.36,3.19,6.97 77 | Odisha,2012-13,3.63,3.49,3.56,4.1,3.52,3.81,50.09,49.62,49.86,NR,NR,NR 78 | Odisha,2013-14,2.83,3.05,2.94,3.11,2.48,2.8,49.39,49.57,49.48,NR,NR,NR 79 | Odisha,2014-15,2.91,2.81,2.86,4.11,3.49,3.81,29.74,29.37,29.56,NR,NR,NR 80 | Puducherry,2012-13,0.25,0.43,0.34,0.33,1.05,0.68,18.49,11.72,15.21,6.79,3.87,5.25 81 | Puducherry,2013-14,0.76,0.57,0.66,0.37,0.83,0.6,18.22,10.02,14.24,13.24,9.28,11.16 82 | Puducherry,2014-15,0.36,0.38,0.37,0.44,0.69,0.56,14.94,9.36,12.19,5.4,3.69,4.5 83 | Punjab,2012-13,1.99,1.98,1.99,2.58,3.04,2.78,9.4,10.3,9.8,9.69,6.53,8.28 84 | Punjab,2013-14,1.35,1.21,1.29,2.52,3.27,2.85,8.93,8.71,8.83,7.87,3.2,5.81 85 | Punjab,2014-15,2.89,3.25,3.05,2.95,3.55,3.22,9.22,8.39,8.86,7.52,3.67,5.83 86 | Rajasthan,2012-13,7.2,8.85,7.97,2.86,6.34,4.42,13.06,14.49,13.65,NR,NR,NR 87 | Rajasthan,2013-14,7.76,9.12,8.39,4.49,7.95,6.03,17.85,20.06,18.77,NR,NR,NR 88 | Rajasthan,2014-15,5.02,5.02,5.02,2.54,3.73,3.07,13.54,13.4,13.48,NR,NR,NR 89 | Sikkim,2012-13,4.78,2.31,3.6,2.6,3.64,3.15,9.93,8.64,9.23,11.79,4.92,8.1 90 | Sikkim,2013-14,5.55,3.49,4.57,6.35,3.98,5.14,13.74,12.14,12.89,14.11,11.92,12.91 91 | Sikkim,2014-15,3.75,0.62,2.27,2.07,1.08,1.57,17.58,14.39,15.89,12.48,11.17,11.76 92 | Tamil Nadu,2012-13,4.02,4.1,4.06,0.38,2.13,1.24,14.26,5.86,10.2,1.34,2.33,1.87 93 | Tamil Nadu,2013-14,0.53,0.39,0.46,4.38,4.67,4.52,16.13,7.99,12.2,4.55,4.35,4.44 94 | Tamil Nadu,2014-15,NR,NR,NR,NR,NR,NR,11.67,4.36,8.1,4.59,2.34,3.41 95 | Telangana,2013-14,6.04,5.57,5.81,4.63,4.79,4.71,17.99,16.86,17.43,13.67,13.2,13.43 96 | Telangana,2014-15,2.21,1.94,2.08,2.43,2.17,2.3,16.54,14.5,15.53,2.06,NR,0.77 97 | Tripura,2012-13,2.31,2.11,2.22,3.1,3.07,3.08,24.09,26.99,25.5,8.4,9.49,8.87 98 | Tripura,2013-14,3.63,3.52,3.58,3.21,2.2,2.72,24.51,25.7,25.09,9.15,9.06,9.11 99 | Tripura,2014-15,1.37,1.19,1.28,2.37,1.61,1.99,28.03,28.83,28.42,8.97,8.89,8.93 100 | Uttar Pradesh,2012-13,10.53,10.03,10.28,NR,3.1,1.06,NR,NR,NR,NR,NR,NR 101 | Uttar Pradesh,2013-14,7.91,6.21,7.08,NR,2.43,0.53,7.26,7.35,7.3,NR,NR,NR 102 | Uttar Pradesh,2014-15,9.08,8.04,8.58,0.78,4.61,2.7,9.89,10.6,10.22,1.79,2.45,2.1 103 | Uttarakhand,2012-13,1.14,1.18,1.16,NR,1,0.13,8.97,10.45,9.68,1.35,1.85,1.59 104 | Uttarakhand,2013-14,3.28,2.83,3.07,1.78,1.57,1.68,9.85,7.44,8.7,0.23,NR,NR 105 | Uttarakhand,2014-15,4.37,3.67,4.04,0.79,1.62,1.19,11.26,9.46,10.4,3.4,2.61,3.01 106 | West Bengal,2012-13,6.88,5.71,6.3,6.29,4.16,5.18,14.95,19.41,17.3,7.81,8.49,8.13 107 | West Bengal,2013-14,3.44,2.37,2.91,5.63,3.1,4.31,16.73,19.77,18.34,8.03,7.76,7.9 108 | West Bengal,2014-15,2.13,0.79,1.47,5.84,2.88,4.3,16.33,19.06,17.8,8.18,8.04,8.11 109 | All India,2012-13,4.68,4.66,4.67,2.3,4.01,3.13,14.54,14.54,14.54,NR,NR,NR 110 | All India,2013-14,4.53,4.14,4.34,3.09,4.49,3.77,17.93,17.79,17.86,1.48,1.61,1.54 111 | All India,2014-15,4.36,3.88,4.13,3.49,4.6,4.03,17.21,16.88,17.06,0.25,NR,NR 112 | 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-------------------------------------------------------------------------------- 1 | gender,race/ethnicity,parental level of education,lunch,test preparation course,math score,reading score,writing score 2 | female,group B,bachelor's degree,standard,none,72,72,74 3 | female,group C,some college,standard,completed,69,90,88 4 | female,group B,master's degree,standard,none,90,95,93 5 | male,group A,associate's degree,free/reduced,none,47,57,44 6 | male,group C,some college,standard,none,76,78,75 7 | female,group B,associate's degree,standard,none,71,83,78 8 | female,group B,some college,standard,completed,88,95,92 9 | male,group B,some college,free/reduced,none,40,43,39 10 | male,group D,high school,free/reduced,completed,64,64,67 11 | female,group B,high school,free/reduced,none,38,60,50 12 | male,group C,associate's degree,standard,none,58,54,52 13 | male,group D,associate's degree,standard,none,40,52,43 14 | female,group B,high school,standard,none,65,81,73 15 | male,group A,some college,standard,completed,78,72,70 16 | female,group A,master's degree,standard,none,50,53,58 17 | female,group C,some high school,standard,none,69,75,78 18 | male,group C,high school,standard,none,88,89,86 19 | female,group B,some high school,free/reduced,none,18,32,28 20 | male,group C,master's degree,free/reduced,completed,46,42,46 21 | female,group C,associate's degree,free/reduced,none,54,58,61 22 | male,group D,high school,standard,none,66,69,63 23 | female,group B,some college,free/reduced,completed,65,75,70 24 | male,group D,some college,standard,none,44,54,53 25 | female,group C,some high school,standard,none,69,73,73 26 | male,group D,bachelor's degree,free/reduced,completed,74,71,80 27 | male,group A,master's degree,free/reduced,none,73,74,72 28 | male,group B,some college,standard,none,69,54,55 29 | female,group C,bachelor's degree,standard,none,67,69,75 30 | male,group C,high school,standard,none,70,70,65 31 | female,group D,master's degree,standard,none,62,70,75 32 | female,group D,some college,standard,none,69,74,74 33 | female,group B,some college,standard,none,63,65,61 34 | female,group E,master's degree,free/reduced,none,56,72,65 35 | male,group D,some college,standard,none,40,42,38 36 | male,group E,some college,standard,none,97,87,82 37 | male,group E,associate's degree,standard,completed,81,81,79 38 | female,group D,associate's degree,standard,none,74,81,83 39 | female,group D,some high school,free/reduced,none,50,64,59 40 | female,group D,associate's degree,free/reduced,completed,75,90,88 41 | male,group B,associate's degree,free/reduced,none,57,56,57 42 | male,group C,associate's degree,free/reduced,none,55,61,54 43 | female,group C,associate's degree,standard,none,58,73,68 44 | female,group B,associate's degree,standard,none,53,58,65 45 | male,group B,some college,free/reduced,completed,59,65,66 46 | female,group E,associate's degree,free/reduced,none,50,56,54 47 | male,group B,associate's degree,standard,none,65,54,57 48 | female,group A,associate's degree,standard,completed,55,65,62 49 | female,group C,high school,standard,none,66,71,76 50 | female,group D,associate's degree,free/reduced,completed,57,74,76 51 | male,group C,high school,standard,completed,82,84,82 52 | male,group E,some college,standard,none,53,55,48 53 | male,group E,associate's degree,free/reduced,completed,77,69,68 54 | male,group C,some college,standard,none,53,44,42 55 | male,group D,high school,standard,none,88,78,75 56 | female,group C,some high school,free/reduced,completed,71,84,87 57 | female,group C,high school,free/reduced,none,33,41,43 58 | female,group E,associate's degree,standard,completed,82,85,86 59 | male,group D,associate's degree,standard,none,52,55,49 60 | male,group D,some college,standard,completed,58,59,58 61 | female,group C,some high school,free/reduced,none,0,17,10 62 | male,group E,bachelor's degree,free/reduced,completed,79,74,72 63 | male,group A,some high school,free/reduced,none,39,39,34 64 | male,group A,associate's degree,free/reduced,none,62,61,55 65 | female,group C,associate's degree,standard,none,69,80,71 66 | female,group D,some high school,standard,none,59,58,59 67 | male,group B,some high school,standard,none,67,64,61 68 | male,group D,some high school,free/reduced,none,45,37,37 69 | female,group C,some college,standard,none,60,72,74 70 | male,group B,associate's degree,free/reduced,none,61,58,56 71 | female,group C,associate's degree,standard,none,39,64,57 72 | female,group D,some college,free/reduced,completed,58,63,73 73 | male,group D,some college,standard,completed,63,55,63 74 | female,group A,associate's degree,free/reduced,none,41,51,48 75 | male,group C,some high school,free/reduced,none,61,57,56 76 | male,group C,some high school,standard,none,49,49,41 77 | male,group B,associate's degree,free/reduced,none,44,41,38 78 | male,group E,some high school,standard,none,30,26,22 79 | male,group A,bachelor's degree,standard,completed,80,78,81 80 | female,group D,some high school,standard,completed,61,74,72 81 | female,group E,master's degree,standard,none,62,68,68 82 | female,group B,associate's degree,standard,none,47,49,50 83 | male,group B,high school,free/reduced,none,49,45,45 84 | male,group A,some college,free/reduced,completed,50,47,54 85 | male,group E,associate's degree,standard,none,72,64,63 86 | male,group D,high school,free/reduced,none,42,39,34 87 | female,group C,some college,standard,none,73,80,82 88 | female,group C,some college,free/reduced,none,76,83,88 89 | female,group D,associate's degree,standard,none,71,71,74 90 | female,group A,some college,standard,none,58,70,67 91 | female,group D,some high school,standard,none,73,86,82 92 | female,group C,bachelor's degree,standard,none,65,72,74 93 | male,group C,high school,free/reduced,none,27,34,36 94 | male,group C,high school,standard,none,71,79,71 95 | male,group C,associate's degree,free/reduced,completed,43,45,50 96 | female,group B,some college,standard,none,79,86,92 97 | male,group C,associate's degree,free/reduced,completed,78,81,82 98 | male,group B,some high school,standard,completed,65,66,62 99 | female,group E,some college,standard,completed,63,72,70 100 | female,group D,some college,free/reduced,none,58,67,62 101 | female,group D,bachelor's degree,standard,none,65,67,62 102 | male,group B,some college,standard,none,79,67,67 103 | male,group D,bachelor's degree,standard,completed,68,74,74 104 | female,group D,associate's degree,standard,none,85,91,89 105 | male,group B,high school,standard,completed,60,44,47 106 | male,group C,some college,standard,completed,98,86,90 107 | female,group C,some college,standard,none,58,67,72 108 | female,group D,master's degree,standard,none,87,100,100 109 | male,group E,associate's degree,standard,completed,66,63,64 110 | female,group B,associate's degree,free/reduced,none,52,76,70 111 | female,group B,some high school,standard,none,70,64,72 112 | female,group D,associate's degree,free/reduced,completed,77,89,98 113 | male,group C,high school,standard,none,62,55,49 114 | male,group A,associate's degree,standard,none,54,53,47 115 | female,group D,some college,standard,none,51,58,54 116 | female,group E,bachelor's degree,standard,completed,99,100,100 117 | male,group C,high school,standard,none,84,77,74 118 | female,group B,bachelor's degree,free/reduced,none,75,85,82 119 | female,group D,bachelor's degree,standard,none,78,82,79 120 | female,group D,some high school,standard,none,51,63,61 121 | female,group C,some college,standard,none,55,69,65 122 | female,group C,bachelor's degree,standard,completed,79,92,89 123 | male,group B,associate's degree,standard,completed,91,89,92 124 | female,group C,some college,standard,completed,88,93,93 125 | male,group D,high school,free/reduced,none,63,57,56 126 | male,group E,some college,standard,none,83,80,73 127 | female,group B,high school,standard,none,87,95,86 128 | male,group B,some high school,standard,none,72,68,67 129 | male,group D,some college,standard,completed,65,77,74 130 | male,group D,master's degree,standard,none,82,82,74 131 | female,group A,bachelor's degree,standard,none,51,49,51 132 | male,group D,master's degree,standard,none,89,84,82 133 | male,group C,some high school,free/reduced,completed,53,37,40 134 | male,group E,some college,free/reduced,completed,87,74,70 135 | female,group C,some college,standard,completed,75,81,84 136 | male,group D,bachelor's degree,free/reduced,completed,74,79,75 137 | male,group C,bachelor's degree,standard,none,58,55,48 138 | male,group B,some high school,standard,completed,51,54,41 139 | male,group E,high school,standard,none,70,55,56 140 | female,group C,associate's degree,standard,none,59,66,67 141 | male,group D,some college,standard,completed,71,61,69 142 | female,group D,some high school,standard,none,76,72,71 143 | female,group C,some college,free/reduced,none,59,62,64 144 | female,group E,some college,free/reduced,completed,42,55,54 145 | male,group A,high school,standard,none,57,43,47 146 | male,group D,some college,standard,none,88,73,78 147 | female,group C,some college,free/reduced,none,22,39,33 148 | male,group B,some high school,standard,none,88,84,75 149 | male,group C,associate's degree,free/reduced,none,73,68,66 150 | female,group D,bachelor's degree,standard,completed,68,75,81 151 | male,group E,associate's degree,free/reduced,completed,100,100,93 152 | male,group A,some high school,standard,completed,62,67,69 153 | male,group A,bachelor's degree,standard,none,77,67,68 154 | female,group B,associate's degree,standard,completed,59,70,66 155 | male,group D,bachelor's degree,standard,none,54,49,47 156 | male,group D,some high school,standard,none,62,67,61 157 | female,group C,some college,standard,completed,70,89,88 158 | female,group E,high school,free/reduced,completed,66,74,78 159 | male,group B,some college,free/reduced,none,60,60,60 160 | female,group B,associate's degree,standard,completed,61,86,87 161 | male,group D,associate's degree,free/reduced,none,66,62,64 162 | male,group B,associate's degree,free/reduced,completed,82,78,74 163 | female,group E,some college,free/reduced,completed,75,88,85 164 | male,group B,master's degree,free/reduced,none,49,53,52 165 | male,group C,high school,standard,none,52,53,49 166 | female,group E,master's degree,standard,none,81,92,91 167 | female,group C,bachelor's degree,standard,completed,96,100,100 168 | male,group C,high school,free/reduced,completed,53,51,51 169 | female,group B,master's degree,free/reduced,completed,58,76,78 170 | female,group B,high school,standard,completed,68,83,78 171 | female,group C,some college,free/reduced,completed,67,75,70 172 | male,group A,high school,standard,completed,72,73,74 173 | male,group E,some high school,standard,none,94,88,78 174 | female,group D,some college,standard,none,79,86,81 175 | female,group C,associate's degree,standard,none,63,67,70 176 | female,group C,bachelor's degree,free/reduced,completed,43,51,54 177 | female,group C,master's degree,standard,completed,81,91,87 178 | female,group B,high school,free/reduced,completed,46,54,58 179 | female,group C,associate's degree,standard,completed,71,77,77 180 | female,group B,master's degree,free/reduced,completed,52,70,62 181 | female,group D,some high school,standard,completed,97,100,100 182 | male,group C,master's degree,free/reduced,completed,62,68,75 183 | female,group C,some college,free/reduced,none,46,64,66 184 | female,group E,high school,standard,none,50,50,47 185 | female,group D,associate's degree,standard,none,65,69,70 186 | male,group C,some high school,free/reduced,completed,45,52,49 187 | male,group C,associate's degree,free/reduced,completed,65,67,65 188 | male,group E,high school,standard,none,80,76,65 189 | male,group D,some high school,standard,completed,62,66,68 190 | male,group B,some high school,free/reduced,none,48,52,45 191 | female,group C,bachelor's degree,standard,none,77,88,87 192 | female,group E,associate's degree,standard,none,66,65,69 193 | male,group D,some college,standard,completed,76,83,79 194 | female,group B,some high school,standard,none,62,64,66 195 | male,group D,some college,standard,completed,77,62,62 196 | female,group C,master's degree,standard,completed,69,84,85 197 | male,group D,associate's degree,standard,none,61,55,52 198 | male,group C,some high school,free/reduced,completed,59,69,65 199 | male,group E,high school,free/reduced,none,55,56,51 200 | female,group B,some college,free/reduced,none,45,53,55 201 | female,group B,bachelor's degree,free/reduced,none,78,79,76 202 | female,group C,associate's degree,standard,completed,67,84,86 203 | female,group D,some college,free/reduced,none,65,81,77 204 | male,group C,associate's degree,standard,none,69,77,69 205 | female,group B,associate's degree,standard,none,57,69,68 206 | male,group C,some college,standard,none,59,41,42 207 | male,group D,some high school,standard,completed,74,71,78 208 | male,group E,bachelor's degree,standard,none,82,62,62 209 | male,group E,high school,standard,completed,81,80,76 210 | female,group B,some college,free/reduced,none,74,81,76 211 | female,group B,some college,free/reduced,none,58,61,66 212 | male,group D,some high school,free/reduced,completed,80,79,79 213 | male,group C,some college,free/reduced,none,35,28,27 214 | female,group C,high school,free/reduced,none,42,62,60 215 | male,group C,associate's degree,free/reduced,completed,60,51,56 216 | male,group E,high school,standard,completed,87,91,81 217 | male,group B,some high school,standard,completed,84,83,75 218 | female,group E,associate's degree,free/reduced,completed,83,86,88 219 | female,group C,high school,free/reduced,none,34,42,39 220 | male,group B,high school,free/reduced,none,66,77,70 221 | male,group B,some high school,standard,completed,61,56,56 222 | female,group D,high school,standard,completed,56,68,74 223 | male,group B,associate's degree,standard,none,87,85,73 224 | female,group C,some high school,free/reduced,none,55,65,62 225 | male,group D,some high school,standard,none,86,80,75 226 | female,group B,associate's degree,standard,completed,52,66,73 227 | female,group E,master's degree,free/reduced,none,45,56,54 228 | female,group C,some college,standard,none,72,72,71 229 | male,group D,high school,standard,none,57,50,54 230 | male,group A,some high school,free/reduced,none,68,72,64 231 | female,group C,some college,standard,completed,88,95,94 232 | male,group D,some college,standard,none,76,64,66 233 | male,group C,associate's degree,standard,none,46,43,42 234 | female,group B,bachelor's degree,standard,none,67,86,83 235 | male,group E,some high school,standard,none,92,87,78 236 | male,group C,bachelor's degree,standard,completed,83,82,84 237 | male,group D,associate's degree,standard,none,80,75,77 238 | male,group D,bachelor's degree,free/reduced,none,63,66,67 239 | female,group D,some high school,standard,completed,64,60,74 240 | male,group B,some college,standard,none,54,52,51 241 | male,group C,associate's degree,standard,none,84,80,80 242 | male,group D,high school,free/reduced,completed,73,68,66 243 | female,group E,bachelor's degree,standard,none,80,83,83 244 | female,group D,high school,standard,none,56,52,55 245 | male,group E,some college,standard,none,59,51,43 246 | male,group D,some high school,standard,none,75,74,69 247 | male,group C,associate's degree,standard,none,85,76,71 248 | male,group E,associate's degree,standard,none,89,76,74 249 | female,group B,high school,standard,completed,58,70,68 250 | female,group B,high school,standard,none,65,64,62 251 | male,group C,high school,standard,none,68,60,53 252 | male,group A,some high school,standard,completed,47,49,49 253 | female,group D,some college,free/reduced,none,71,83,83 254 | female,group B,some high school,standard,completed,60,70,70 255 | male,group D,master's degree,standard,none,80,80,72 256 | male,group D,high school,standard,none,54,52,52 257 | female,group E,some college,standard,none,62,73,70 258 | female,group C,associate's degree,free/reduced,none,64,73,68 259 | male,group C,associate's degree,standard,completed,78,77,77 260 | female,group B,some college,standard,none,70,75,78 261 | female,group C,master's degree,free/reduced,completed,65,81,81 262 | female,group C,some high school,free/reduced,completed,64,79,77 263 | male,group C,some college,standard,completed,79,79,78 264 | female,group C,some high school,free/reduced,none,44,50,51 265 | female,group E,high school,standard,none,99,93,90 266 | male,group D,high school,standard,none,76,73,68 267 | male,group D,some high school,free/reduced,none,59,42,41 268 | female,group C,bachelor's degree,standard,none,63,75,81 269 | female,group D,high school,standard,none,69,72,77 270 | female,group D,associate's degree,standard,completed,88,92,95 271 | female,group E,some college,free/reduced,none,71,76,70 272 | male,group C,bachelor's degree,standard,none,69,63,61 273 | male,group C,some college,standard,none,58,49,42 274 | female,group D,associate's degree,free/reduced,none,47,53,58 275 | female,group D,some college,standard,none,65,70,71 276 | male,group B,some college,standard,completed,88,85,76 277 | male,group C,bachelor's degree,standard,none,83,78,73 278 | female,group C,some high school,standard,completed,85,92,93 279 | female,group E,high school,standard,completed,59,63,75 280 | female,group C,some high school,free/reduced,none,65,86,80 281 | male,group B,bachelor's degree,free/reduced,none,73,56,57 282 | male,group D,high school,standard,none,53,52,42 283 | male,group D,high school,standard,none,45,48,46 284 | female,group D,bachelor's degree,free/reduced,none,73,79,84 285 | female,group D,some college,free/reduced,completed,70,78,78 286 | female,group B,some high school,standard,none,37,46,46 287 | male,group B,associate's degree,standard,completed,81,82,82 288 | male,group E,associate's degree,standard,completed,97,82,88 289 | female,group B,some high school,standard,none,67,89,82 290 | male,group B,bachelor's degree,free/reduced,none,88,75,76 291 | male,group E,some high school,standard,completed,77,76,77 292 | male,group C,associate's degree,standard,none,76,70,68 293 | male,group D,some high school,standard,none,86,73,70 294 | male,group C,some high school,standard,completed,63,60,57 295 | female,group E,bachelor's degree,standard,none,65,73,75 296 | male,group D,high school,free/reduced,completed,78,77,80 297 | male,group B,associate's degree,free/reduced,none,67,62,60 298 | male,group A,some high school,standard,completed,46,41,43 299 | male,group E,associate's degree,standard,completed,71,74,68 300 | male,group C,high school,free/reduced,completed,40,46,50 301 | male,group D,associate's degree,free/reduced,none,90,87,75 302 | male,group A,some college,free/reduced,completed,81,78,81 303 | male,group D,some high school,free/reduced,none,56,54,52 304 | female,group C,associate's degree,standard,completed,67,84,81 305 | male,group B,associate's degree,standard,none,80,76,64 306 | female,group C,associate's degree,standard,completed,74,75,83 307 | male,group A,some college,standard,none,69,67,69 308 | male,group E,some college,standard,completed,99,87,81 309 | male,group C,some high school,standard,none,51,52,44 310 | female,group B,associate's degree,free/reduced,none,53,71,67 311 | female,group D,high school,free/reduced,none,49,57,52 312 | female,group B,associate's degree,standard,none,73,76,80 313 | male,group B,bachelor's degree,standard,none,66,60,57 314 | male,group D,bachelor's degree,standard,completed,67,61,68 315 | female,group C,associate's degree,free/reduced,completed,68,67,69 316 | female,group C,bachelor's degree,standard,completed,59,64,75 317 | male,group C,high school,standard,none,71,66,65 318 | female,group D,master's degree,standard,completed,77,82,91 319 | male,group C,associate's degree,standard,none,83,72,78 320 | male,group B,bachelor's degree,standard,none,63,71,69 321 | female,group D,associate's degree,free/reduced,none,56,65,63 322 | female,group C,high school,free/reduced,completed,67,79,84 323 | female,group E,high school,standard,none,75,86,79 324 | female,group C,some college,standard,none,71,81,80 325 | female,group C,some high school,free/reduced,none,43,53,53 326 | female,group C,high school,free/reduced,none,41,46,43 327 | female,group C,some college,standard,none,82,90,94 328 | male,group C,some college,standard,none,61,61,62 329 | male,group A,some college,free/reduced,none,28,23,19 330 | male,group C,associate's degree,standard,completed,82,75,77 331 | female,group B,some high school,standard,none,41,55,51 332 | male,group C,high school,standard,none,71,60,61 333 | male,group C,associate's degree,standard,none,47,37,35 334 | male,group E,associate's degree,standard,completed,62,56,53 335 | male,group B,associate's degree,standard,none,90,78,81 336 | female,group C,bachelor's degree,standard,none,83,93,95 337 | female,group B,some college,free/reduced,none,61,68,66 338 | male,group D,some high school,standard,completed,76,70,69 339 | male,group C,associate's degree,standard,none,49,51,43 340 | female,group B,some high school,free/reduced,none,24,38,27 341 | female,group D,some high school,free/reduced,completed,35,55,60 342 | male,group C,high school,free/reduced,none,58,61,52 343 | female,group C,high school,standard,none,61,73,63 344 | female,group B,high school,standard,completed,69,76,74 345 | male,group D,associate's degree,standard,completed,67,72,67 346 | male,group D,some college,standard,none,79,73,67 347 | female,group C,high school,standard,none,72,80,75 348 | male,group B,some college,standard,none,62,61,57 349 | female,group C,bachelor's degree,standard,completed,77,94,95 350 | male,group D,high school,free/reduced,none,75,74,66 351 | male,group E,associate's degree,standard,none,87,74,76 352 | female,group B,bachelor's degree,standard,none,52,65,69 353 | male,group E,some college,standard,none,66,57,52 354 | female,group C,some college,standard,completed,63,78,80 355 | female,group C,associate's degree,standard,none,46,58,57 356 | female,group C,some college,standard,none,59,71,70 357 | female,group B,bachelor's degree,standard,none,61,72,70 358 | male,group A,associate's degree,standard,none,63,61,61 359 | female,group C,some college,free/reduced,completed,42,66,69 360 | male,group D,some college,free/reduced,none,59,62,61 361 | female,group D,some college,standard,none,80,90,89 362 | female,group B,high school,standard,none,58,62,59 363 | male,group B,some high school,standard,completed,85,84,78 364 | female,group C,some college,standard,none,52,58,58 365 | female,group D,some high school,free/reduced,none,27,34,32 366 | male,group C,some college,standard,none,59,60,58 367 | male,group A,bachelor's degree,free/reduced,completed,49,58,60 368 | male,group C,high school,standard,completed,69,58,53 369 | male,group C,bachelor's degree,free/reduced,none,61,66,61 370 | female,group A,some high school,free/reduced,none,44,64,58 371 | female,group D,some high school,standard,none,73,84,85 372 | male,group E,some college,standard,none,84,77,71 373 | female,group C,some college,free/reduced,completed,45,73,70 374 | male,group D,some high school,standard,none,74,74,72 375 | female,group D,some college,standard,completed,82,97,96 376 | female,group D,bachelor's degree,standard,none,59,70,73 377 | male,group E,associate's degree,free/reduced,none,46,43,41 378 | female,group D,some high school,standard,none,80,90,82 379 | female,group D,master's degree,free/reduced,completed,85,95,100 380 | female,group A,some high school,standard,none,71,83,77 381 | male,group A,bachelor's degree,standard,none,66,64,62 382 | female,group B,associate's degree,standard,none,80,86,83 383 | male,group C,associate's degree,standard,completed,87,100,95 384 | male,group C,master's degree,free/reduced,none,79,81,71 385 | female,group E,some high school,free/reduced,none,38,49,45 386 | female,group A,some high school,free/reduced,none,38,43,43 387 | female,group E,some college,standard,none,67,76,75 388 | female,group E,bachelor's degree,standard,none,64,73,70 389 | female,group C,associate's degree,free/reduced,none,57,78,67 390 | female,group D,high school,standard,none,62,64,64 391 | male,group D,master's degree,standard,none,73,70,75 392 | male,group E,some high school,free/reduced,completed,73,67,59 393 | female,group D,some college,standard,none,77,68,77 394 | male,group E,some college,standard,none,76,67,67 395 | male,group C,associate's degree,standard,completed,57,54,56 396 | female,group C,some high school,standard,completed,65,74,77 397 | male,group A,high school,free/reduced,none,48,45,41 398 | female,group B,high school,free/reduced,none,50,67,63 399 | female,group C,associate's degree,standard,none,85,89,95 400 | --------------------------------------------------------------------------------