eda-2-nigerian-higher-education.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":5185863,"sourceType":"datasetVersion","datasetId":3015138}],"dockerImageVersionId":30626,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**1 Libraries**","metadata":{}},{"cell_type":"code","source":"import pandas as pd #importing libraries \nimport numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport os \nimport plotly.express as px\nimport plotly.subplots as sp\nfrom plotly.subplots import make_subplots\nimport plotly.graph_objects as go","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:41.601002Z","iopub.execute_input":"2024-01-10T09:57:41.601470Z","iopub.status.idle":"2024-01-10T09:57:45.080166Z","shell.execute_reply.started":"2024-01-10T09:57:41.601434Z","shell.execute_reply":"2024-01-10T09:57:45.078684Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"**2 Loading Data**","metadata":{}},{"cell_type":"code","source":"file_path = '/kaggle/input/higher-institutions-in-nigeria/Higher Institutions in Nigeria.csv'\ndf = pd.read_csv(file_path ,sep=';')\n\ndf\n#loading dataframe, assigning ';' to be the seperator instead of ',' for the csv ","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:45.082789Z","iopub.execute_input":"2024-01-10T09:57:45.084259Z","iopub.status.idle":"2024-01-10T09:57:45.150381Z","shell.execute_reply.started":"2024-01-10T09:57:45.084196Z","shell.execute_reply":"2024-01-10T09:57:45.148824Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"                                                   Name  \\\n0       Federal College of Education (Technical), Asaba   \n1                    Federal College of Education, Kano   \n2           Federal College of Education (Special), Oyo   \n3                         College of Education, Gindiri   \n4                            College of Education, Hong   \n...                                                 ...   \n1043      Umuebe Farm College, Abakaliki,  Ebonyi State   \n1044         Unival Institute of Technology, Benin City   \n1045  UTAGBA-UNO Vocational Enterprise Institute, Is...   \n1046                 Yenagoa Enterprise School, Yenagoa   \n1047  Young Men Christian Association (YMCA) Vocatio...   \n\n      Year of establishment           Ownership               Category  \n0                    1987.0  Federal Government   College of Education  \n1                    1961.0  Federal Government   College of Education  \n2                    1977.0  Federal Government   College of Education  \n3                    1980.0    State Government   College of Education  \n4                    1970.0    State Government   College of Education  \n...                     ...                 ...                    ...  \n1043                 2010.0             Private  Vocational Enterprise  \n1044                 2015.0             Private  Vocational Enterprise  \n1045                 2009.0             Private  Vocational Enterprise  \n1046                 2015.0             Private  Vocational Enterprise  \n1047                 2012.0             Private  Vocational Enterprise  \n\n[1048 rows x 4 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Name</th>\n      <th>Year of establishment</th>\n      <th>Ownership</th>\n      <th>Category</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Federal College of Education (Technical), Asaba</td>\n      <td>1987.0</td>\n      <td>Federal Government</td>\n      <td>College of Education</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Federal College of Education, Kano</td>\n      <td>1961.0</td>\n      <td>Federal Government</td>\n      <td>College of Education</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Federal College of Education (Special), Oyo</td>\n      <td>1977.0</td>\n      <td>Federal Government</td>\n      <td>College of Education</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>College of Education, Gindiri</td>\n      <td>1980.0</td>\n      <td>State Government</td>\n      <td>College of Education</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>College of Education, Hong</td>\n      <td>1970.0</td>\n      <td>State Government</td>\n      <td>College of Education</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1043</th>\n      <td>Umuebe Farm College, Abakaliki,  Ebonyi State</td>\n      <td>2010.0</td>\n      <td>Private</td>\n      <td>Vocational Enterprise</td>\n    </tr>\n    <tr>\n      <th>1044</th>\n      <td>Unival Institute of Technology, Benin City</td>\n      <td>2015.0</td>\n      <td>Private</td>\n      <td>Vocational Enterprise</td>\n    </tr>\n    <tr>\n      <th>1045</th>\n      <td>UTAGBA-UNO Vocational Enterprise Institute, Is...</td>\n      <td>2009.0</td>\n      <td>Private</td>\n      <td>Vocational Enterprise</td>\n    </tr>\n    <tr>\n      <th>1046</th>\n      <td>Yenagoa Enterprise School, Yenagoa</td>\n      <td>2015.0</td>\n      <td>Private</td>\n      <td>Vocational Enterprise</td>\n    </tr>\n    <tr>\n      <th>1047</th>\n      <td>Young Men Christian Association (YMCA) Vocatio...</td>\n      <td>2012.0</td>\n      <td>Private</td>\n      <td>Vocational Enterprise</td>\n    </tr>\n  </tbody>\n</table>\n<p>1048 rows × 4 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.dtypes  #checking data types","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:45.152199Z","iopub.execute_input":"2024-01-10T09:57:45.152775Z","iopub.status.idle":"2024-01-10T09:57:45.161652Z","shell.execute_reply.started":"2024-01-10T09:57:45.152740Z","shell.execute_reply":"2024-01-10T09:57:45.160579Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"Name                      object\nYear of establishment    float64\nOwnership                 object\nCategory                  object\ndtype: object"},"metadata":{}}]},{"cell_type":"code","source":"df.isnull().count() #checking for null values ","metadata":{"execution":{"iopub.status.busy":"2024-01-10T09:57:45.164279Z","iopub.execute_input":"2024-01-10T09:57:45.165057Z","iopub.status.idle":"2024-01-10T09:57:45.188592Z","shell.execute_reply.started":"2024-01-10T09:57:45.165018Z","shell.execute_reply":"2024-01-10T09:57:45.187128Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"Name                     1048\nYear of establishment    1048\nOwnership                1048\nCategory                 1048\ndtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"**3 Basic Stats**","metadata":{}},{"cell_type":"code","source":"df.describe() #basic stats for the only numeric column ","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:45.190912Z","iopub.execute_input":"2024-01-10T09:57:45.191782Z","iopub.status.idle":"2024-01-10T09:57:45.212415Z","shell.execute_reply.started":"2024-01-10T09:57:45.191729Z","shell.execute_reply":"2024-01-10T09:57:45.211194Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"       Year of establishment\ncount             928.000000\nmean             2003.828664\nstd                18.576346\nmin              1908.000000\n25%              1993.000000\n50%              2010.000000\n75%              2017.000000\nmax              2023.000000","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Year of establishment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>928.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2003.828664</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>18.576346</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1908.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>1993.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2010.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2017.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2023.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"1. 50% of Nigerian higher education institutions were created during the **24 years** between 1993 to 2017.\n2. The first instituion of higher education was constructed in 1908.\n3. 25% of all institutions of higher education were created during the **85 years** between 1908 to 1993.\n4. The other 25% of all institutions of higher education were created during the **6 year** period from 2017 to 2023. \n\nThere seems to be a clear acceleration in Nigerian investment in institutions of higher education. This growth is being lead primariyl by Private investors/owners.","metadata":{}},{"cell_type":"code","source":"Institution_Amount = df.Category.value_counts()\nInstitution_Amount\n#counting the amount of occurences for each school type under the 'Category' column of the original df","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:45.214579Z","iopub.execute_input":"2024-01-10T09:57:45.215492Z","iopub.status.idle":"2024-01-10T09:57:45.230343Z","shell.execute_reply.started":"2024-01-10T09:57:45.215444Z","shell.execute_reply":"2024-01-10T09:57:45.229145Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Category\nUniversity                              220\nCollege of Education                    202\nInnovation Enterprise                   181\nPolytechnic                             173\nCollege of Health                        87\nVocational Enterprise                    80\nSpecialized Institute                    55\nCollege of Agriculture                   34\nPolytechnics offering NCE Programmes      9\nOther NCE-Awarding Institutions           7\nName: count, dtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"The majority of Nigerian institutions of higher education are Universities, Colleges of Education, Innovation Enterprises and Polythenics.","metadata":{}},{"cell_type":"markdown","source":"**3 Simple Plots**","metadata":{}},{"cell_type":"markdown","source":"**Ownership and Type Prevelance over the Years (1908 to 2023)**","metadata":{}},{"cell_type":"code","source":"fig = make_subplots(rows=2,cols=1, shared_xaxes=True, subplot_titles=['Ownership','Type'])\n\nfig.add_trace(go.Scatter(x=df['Year of establishment'], y=df['Ownership'], mode='markers', name='Ownership'), row=1, col=1)\nfig.add_trace(go.Scatter(x=df['Year of establishment'], y=df['Category'], mode='markers', name='Type'), row=2, col=1)\n# plotting the relationship between owenership, type and time \n\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:45.232351Z","iopub.execute_input":"2024-01-10T09:57:45.233255Z","iopub.status.idle":"2024-01-10T09:57:45.956437Z","shell.execute_reply.started":"2024-01-10T09:57:45.233211Z","shell.execute_reply":"2024-01-10T09:57:45.955113Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/html":"        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-2.25.2.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            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The vast majority of Universities, Colleges of Education, Ploythenics, and Innovation Enterprises are privately owned.\n2. State and Federal government takes the lead in terms in ownership of Colleges of Agriculture and Insitutions that offer NCE Programmes.","metadata":{}},{"cell_type":"markdown","source":"Transforming Categorical Data to Numerical ","metadata":{}},{"cell_type":"code","source":"import sklearn \nfrom sklearn.preprocessing import LabelEncoder #need to transform categorical data into numeric data ","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:47.922193Z","iopub.execute_input":"2024-01-10T09:57:47.922534Z","iopub.status.idle":"2024-01-10T09:57:48.014515Z","shell.execute_reply.started":"2024-01-10T09:57:47.922505Z","shell.execute_reply":"2024-01-10T09:57:48.013338Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"label_encoder = LabelEncoder() #transforming categorical data to numeric \ndf['Category'] = label_encoder.fit_transform(df['Category'])\n\ndf","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-01-10T09:57:48.018836Z","iopub.execute_input":"2024-01-10T09:57:48.020425Z","iopub.status.idle":"2024-01-10T09:57:48.040463Z","shell.execute_reply.started":"2024-01-10T09:57:48.020371Z","shell.execute_reply":"2024-01-10T09:57:48.039236Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"                                                   Name  \\\n0       Federal College of Education (Technical), Asaba   \n1                    Federal College of Education, Kano   \n2           Federal College of Education (Special), Oyo   \n3                         College of Education, Gindiri   \n4                            College of Education, Hong   \n...                                                 ...   \n1043      Umuebe Farm College, Abakaliki,  Ebonyi State   \n1044         Unival Institute of Technology, Benin City   \n1045  UTAGBA-UNO Vocational Enterprise Institute, Is...   \n1046                 Yenagoa Enterprise School, Yenagoa   \n1047  Young Men Christian Association (YMCA) Vocatio...   \n\n      Year of establishment           Ownership  Category  \n0                    1987.0  Federal Government         1  \n1                    1961.0  Federal Government         1  \n2                    1977.0  Federal Government         1  \n3                    1980.0    State Government         1  \n4                    1970.0    State Government         1  \n...                     ...                 ...       ...  \n1043                 2010.0             Private         9  \n1044                 2015.0             Private         9  \n1045                 2009.0             Private         9  \n1046                 2015.0             Private         9  \n1047                 2012.0             Private         9  \n\n[1048 rows x 4 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Name</th>\n      <th>Year of establishment</th>\n      <th>Ownership</th>\n      <th>Category</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Federal College of Education (Technical), Asaba</td>\n      <td>1987.0</td>\n      <td>Federal Government</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Federal College of Education, Kano</td>\n      <td>1961.0</td>\n      <td>Federal Government</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Federal College of Education (Special), Oyo</td>\n      <td>1977.0</td>\n      <td>Federal Government</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>College of Education, Gindiri</td>\n      <td>1980.0</td>\n      <td>State Government</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>College of Education, Hong</td>\n      <td>1970.0</td>\n      <td>State Government</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1043</th>\n      <td>Umuebe Farm College, Abakaliki,  Ebonyi State</td>\n      <td>2010.0</td>\n      <td>Private</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>1044</th>\n      <td>Unival Institute of Technology, Benin City</td>\n      <td>2015.0</td>\n      <td>Private</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>1045</th>\n      <td>UTAGBA-UNO Vocational Enterprise Institute, Is...</td>\n      <td>2009.0</td>\n      <td>Private</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>1046</th>\n      <td>Yenagoa Enterprise School, Yenagoa</td>\n      <td>2015.0</td>\n      <td>Private</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>1047</th>\n      <td>Young Men Christian Association (YMCA) Vocatio...</td>\n      <td>2012.0</td>\n      <td>Private</td>\n      <td>9</td>\n    </tr>\n  </tbody>\n</table>\n<p>1048 rows × 4 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"fig = px.pie(df,\n             values='Category',\n             names='Ownership',\n            title='Ownership (%)')\nfig.show()\n#graphing the transformed data into a pie chart 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</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"57.5% of all of Nigerias institutions of higher education are privately owned.","metadata":{}},{"cell_type":"markdown","source":"**Insights from this analysis**: \n\n1. The vast majority of privately owned institutions of higher education began emerging after the year 2000. \n2. Federal government investment/ownership of higher education institutions began increasing by the 1950's.\n3. The first institutions of higher education were government owned (state and federal), and they focused their resources on 'Specialized Institutions', 'Colleges of Health', and 'Colleges of Agriculture'. \n4. Owenership/investment in Colleges of Education level began in the 1950's and dramatically increased by the 1960's onwards.\n5. State government ownership/investment also increased dramatically by the 1970's.\n6. Innovation Enterprises and Vocational Enterprises began emerging around the 2010s. \n7. Investment in Universities saw a surge begining in the 2000's.\n8. Investment in Ploythenics began to increase by the late 1970's and remained steady.\n9. The majority of Nigerian institutions of higher education are Universities, Colleges of Education, Innovation Enterprises and Polythenics.\n10. - 50% of Nigerian higher education institutions were created during the **24 years** between 1993 to 2017.\n    - The first instituion of higher education was constructed in **1908**.\n    - 25% of all institutions of higher education were created during the **85 years** between 1908 to 1993.\n    - The other 25% of all institutions of higher education were created during the **6 year** period from 2017 to 2023. \n    There seems to be a clear acceleration in Nigerian investment in institutions of higher education. This growth is being lead primariyl by Private investors/owners.\n11. The vast majority of Universities, Colleges of Education, Ploythenics, and Innovation Enterprises are privately owned. State and Federal government takes the lead in terms in ownership of Colleges of Agriculture and Insitutions that offer NCE Programmes.\n12. 57.5% of all of Nigerias institutions of higher education are privately owned.","metadata":{}}]}