student-mental-analysis-eda-ml.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":5012788,"sourceType":"datasetVersion","datasetId":2168167}],"dockerImageVersionId":30301,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/drive/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-01-03T19:36:11.222186Z","iopub.execute_input":"2024-01-03T19:36:11.222669Z","iopub.status.idle":"2024-01-03T19:36:11.254141Z","shell.execute_reply.started":"2024-01-03T19:36:11.222577Z","shell.execute_reply":"2024-01-03T19:36:11.252573Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"## Student Mental Health Analysis","metadata":{}},{"cell_type":"markdown","source":"![](https://images.unsplash.com/photo-1534330207526-8e81f10ec6fc?ixlib=rb-4.0.3&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=2070&q=80)","metadata":{}},{"cell_type":"markdown","source":"## Introduction\nThe importance of mental health in college students cannot be emphasized enough. As students leave everything familiar to them and enter university, they may experience emotional and mental strain. Students from different courses, ages and years may experience mental breakdown at some point in their life. Few aspects are:\n##### Anxiety\nAccording to Wikipedia, Anxiety is an emotion which is characterized by an unpleasant state of inner turmoil and includes feelings of dread over anticipated events. It is often accompanied by nervous behavior such as pacing back and forth, somatic complaints, and rumination.\nAnxiety often have the following symptoms:\n\n- Disproportionate feelings of nervousness, restlessness, or tension\n- An impending sense of doom, danger, or panic without any cause\n- Hyperventilating\n- Trembling or sweating\n- Weakness and fatigue\n- Insomnia or difficulty falling asleep\n- Problems with appetite (not eating enough or binge eating)\n- Nausea or migraines\n\n\n\n##### Depression\nAccording to Wikipedia, Classified medically as a mental and behavioral disorder, the experience of depression affects a person's thoughts, behavior, motivation, feelings, and sense of well-being. Depression symptoms include:\n- Consistent feelings of hopelessness and sadness\n- Mood swings \n- Changes in sleep and/or appetite\n- Withdrawal from social circles, a tendency to self-isolate\n- Increased pessimism\n- Feeling Lathargic\n- Difficulty concentrating and completing tasks\n- Lack of enjoyment in activities one previously found pleasurable\n\n\n\n##### Panic Attack\nAccording to Wikipedia, Panic attacks are sudden periods of intense fear and discomfort that may include palpitations, sweating, chest pain or chest discomfort, shortness of breath, trembling, dizziness, numbness, confusion, or a feeling of impending doom or of losing control. Typically, symptoms reach a peak within ten minutes of onset, and last for roughly 30 minutes, but the duration can vary from seconds to hours.\n<br>\n\nThis particular dataset involves a survey conducted in an University. Let's have a close look at it!","metadata":{}},{"cell_type":"markdown","source":"## Importing Libraries","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.svm import SVC\nfrom sklearn.svm import LinearSVC\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.metrics import precision_score, recall_score, confusion_matrix, classification_report, accuracy_score, f1_score\nfrom sklearn import metrics\nfrom sklearn.metrics import roc_curve, auc, roc_auc_score\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:11.389903Z","iopub.execute_input":"2024-01-03T19:36:11.391207Z","iopub.status.idle":"2024-01-03T19:36:13.169780Z","shell.execute_reply.started":"2024-01-03T19:36:11.391150Z","shell.execute_reply":"2024-01-03T19:36:13.168103Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"## Loading the Data","metadata":{}},{"cell_type":"code","source":"data = pd.read_csv('/kaggle/input/student-mental-health/Student Mental health.csv')\ndata.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.171908Z","iopub.execute_input":"2024-01-03T19:36:13.172354Z","iopub.status.idle":"2024-01-03T19:36:13.221241Z","shell.execute_reply.started":"2024-01-03T19:36:13.172316Z","shell.execute_reply":"2024-01-03T19:36:13.219805Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"        Timestamp Choose your gender   Age What is your course?  \\\n0  8/7/2020 12:02             Female  18.0          Engineering   \n1  8/7/2020 12:04               Male  21.0    Islamic education   \n2  8/7/2020 12:05               Male  19.0                  BIT   \n3  8/7/2020 12:06             Female  22.0                 Laws   \n4  8/7/2020 12:13               Male  23.0         Mathemathics   \n\n  Your current year of Study What is your CGPA? Marital status  \\\n0                     year 1        3.00 - 3.49             No   \n1                     year 2        3.00 - 3.49             No   \n2                     Year 1        3.00 - 3.49             No   \n3                     year 3        3.00 - 3.49            Yes   \n4                     year 4        3.00 - 3.49             No   \n\n  Do you have Depression? Do you have Anxiety? Do you have Panic attack?  \\\n0                     Yes                   No                       Yes   \n1                      No                  Yes                        No   \n2                     Yes                  Yes                       Yes   \n3                     Yes                   No                        No   \n4                      No                   No                        No   \n\n  Did you seek any specialist for a treatment?  \n0                                           No  \n1                                           No  \n2                                           No  \n3                                           No  \n4                                           No  ","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>Timestamp</th>\n      <th>Choose your gender</th>\n      <th>Age</th>\n      <th>What is your course?</th>\n      <th>Your current year of Study</th>\n      <th>What is your CGPA?</th>\n      <th>Marital status</th>\n      <th>Do you have Depression?</th>\n      <th>Do you have Anxiety?</th>\n      <th>Do you have Panic attack?</th>\n      <th>Did you seek any specialist for a treatment?</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>8/7/2020 12:02</td>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>Engineering</td>\n      <td>year 1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>8/7/2020 12:04</td>\n      <td>Male</td>\n      <td>21.0</td>\n      <td>Islamic education</td>\n      <td>year 2</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8/7/2020 12:05</td>\n      <td>Male</td>\n      <td>19.0</td>\n      <td>BIT</td>\n      <td>Year 1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>8/7/2020 12:06</td>\n      <td>Female</td>\n      <td>22.0</td>\n      <td>Laws</td>\n      <td>year 3</td>\n      <td>3.00 - 3.49</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8/7/2020 12:13</td>\n      <td>Male</td>\n      <td>23.0</td>\n      <td>Mathemathics</td>\n      <td>year 4</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"## Data Cleaning\n- Renaming the columns of the data to a more standard convention\n- Handling missing values\n- Clean duplicates\n- Correctly formatting the Year column (year 1 = Year 1)","metadata":{}},{"cell_type":"code","source":"#Information on features\ndata.info()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.223328Z","iopub.execute_input":"2024-01-03T19:36:13.223827Z","iopub.status.idle":"2024-01-03T19:36:13.256483Z","shell.execute_reply.started":"2024-01-03T19:36:13.223776Z","shell.execute_reply":"2024-01-03T19:36:13.254846Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 101 entries, 0 to 100\nData columns (total 11 columns):\n #   Column                                        Non-Null Count  Dtype  \n---  ------                                        --------------  -----  \n 0   Timestamp                                     101 non-null    object \n 1   Choose your gender                            101 non-null    object \n 2   Age                                           100 non-null    float64\n 3   What is your course?                          101 non-null    object \n 4   Your current year of Study                    101 non-null    object \n 5   What is your CGPA?                            101 non-null    object \n 6   Marital status                                101 non-null    object \n 7   Do you have Depression?                       101 non-null    object \n 8   Do you have Anxiety?                          101 non-null    object \n 9   Do you have Panic attack?                     101 non-null    object \n 10  Did you seek any specialist for a treatment?  101 non-null    object \ndtypes: float64(1), object(10)\nmemory usage: 8.8+ KB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### From the above info, it can be deduced that:\n- Age column has a value missing.\n- Timestamp is not parsed as a DateTime object, but we can work with that.\n- Course and GPA are object data types and need further exploration.\n- All other object data types presumably have Yes/No values which can be preprocessed later.\n","metadata":{}},{"cell_type":"code","source":"#drop NA value\ndata= data[data['Age'].notna()]\ndata.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.260734Z","iopub.execute_input":"2024-01-03T19:36:13.261274Z","iopub.status.idle":"2024-01-03T19:36:13.272514Z","shell.execute_reply.started":"2024-01-03T19:36:13.261226Z","shell.execute_reply":"2024-01-03T19:36:13.271142Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"(100, 11)"},"metadata":{}}]},{"cell_type":"code","source":"data.head(1)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.274146Z","iopub.execute_input":"2024-01-03T19:36:13.274785Z","iopub.status.idle":"2024-01-03T19:36:13.301841Z","shell.execute_reply.started":"2024-01-03T19:36:13.274749Z","shell.execute_reply":"2024-01-03T19:36:13.300216Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"        Timestamp Choose your gender   Age What is your course?  \\\n0  8/7/2020 12:02             Female  18.0          Engineering   \n\n  Your current year of Study What is your CGPA? Marital status  \\\n0                     year 1        3.00 - 3.49             No   \n\n  Do you have Depression? Do you have Anxiety? Do you have Panic attack?  \\\n0                     Yes                   No                       Yes   \n\n  Did you seek any specialist for a treatment?  \n0                                           No  ","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>Timestamp</th>\n      <th>Choose your gender</th>\n      <th>Age</th>\n      <th>What is your course?</th>\n      <th>Your current year of Study</th>\n      <th>What is your CGPA?</th>\n      <th>Marital status</th>\n      <th>Do you have Depression?</th>\n      <th>Do you have Anxiety?</th>\n      <th>Do you have Panic attack?</th>\n      <th>Did you seek any specialist for a treatment?</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>8/7/2020 12:02</td>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>Engineering</td>\n      <td>year 1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Rename columns\ndata.columns = ['Timestamp', 'Gender', 'Age', 'Course', 'Year', 'CGPA', 'Marital_Status', 'Depression', 'Anxiety', 'Panic_Attack', 'Treatment']\ndata.head(1)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.303673Z","iopub.execute_input":"2024-01-03T19:36:13.305252Z","iopub.status.idle":"2024-01-03T19:36:13.331060Z","shell.execute_reply.started":"2024-01-03T19:36:13.305199Z","shell.execute_reply":"2024-01-03T19:36:13.329908Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"        Timestamp  Gender   Age       Course    Year         CGPA  \\\n0  8/7/2020 12:02  Female  18.0  Engineering  year 1  3.00 - 3.49   \n\n  Marital_Status Depression Anxiety Panic_Attack Treatment  \n0             No        Yes      No          Yes        No  ","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>Timestamp</th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Course</th>\n      <th>Year</th>\n      <th>CGPA</th>\n      <th>Marital_Status</th>\n      <th>Depression</th>\n      <th>Anxiety</th>\n      <th>Panic_Attack</th>\n      <th>Treatment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>8/7/2020 12:02</td>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>Engineering</td>\n      <td>year 1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Formatting the Year column\ndata['Year'].unique()\n# array(['year 1', 'year 2', 'Year 1', 'year 3', 'year 4', 'Year 2', 'Year 3'], dtype=object)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.332777Z","iopub.execute_input":"2024-01-03T19:36:13.333168Z","iopub.status.idle":"2024-01-03T19:36:13.341531Z","shell.execute_reply.started":"2024-01-03T19:36:13.333133Z","shell.execute_reply":"2024-01-03T19:36:13.340316Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"array(['year 1', 'year 2', 'Year 1', 'year 3', 'year 4', 'Year 2',\n       'Year 3'], dtype=object)"},"metadata":{}}]},{"cell_type":"markdown","source":"##### Few findings\n- The maximum duration of any particular course is 4 years as per the data. The minimum duration cannot be determined.\n- Year 1  and year 1 mean the same thing (and same with other values) yet are interpreted as different.\n- No need of the word 'Year' or 'year', we can work with just the number.","metadata":{}},{"cell_type":"code","source":"def Clean(Text):\n    Text = Text[-1]\n    Text = int(Text)\n    return Text\ndata[\"Year\"] = data[\"Year\"].apply(Clean)\nprint(\"First three values of Year after cleaning text:\")\nprint(data[\"Year\"][:3], \"\\n\")","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.342939Z","iopub.execute_input":"2024-01-03T19:36:13.343440Z","iopub.status.idle":"2024-01-03T19:36:13.361536Z","shell.execute_reply.started":"2024-01-03T19:36:13.343394Z","shell.execute_reply":"2024-01-03T19:36:13.359794Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"First three values of Year after cleaning text:\n0    1\n1    2\n2    1\nName: Year, dtype: int64 \n\n","output_type":"stream"}]},{"cell_type":"code","source":"data['CGPA'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.363154Z","iopub.execute_input":"2024-01-03T19:36:13.363775Z","iopub.status.idle":"2024-01-03T19:36:13.373908Z","shell.execute_reply.started":"2024-01-03T19:36:13.363738Z","shell.execute_reply":"2024-01-03T19:36:13.372858Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"array(['3.00 - 3.49', '3.50 - 4.00', '3.50 - 4.00 ', '2.50 - 2.99',\n       '2.00 - 2.49', '0 - 1.99'], dtype=object)"},"metadata":{}}]},{"cell_type":"markdown","source":"##### Few findings\n- The CGPA column has ranges rather than an absolute value. \n- The range '3.50 - 4.00' is same as '3.50 - 4.00 ', so we need to trim the trailing whitespace.\n- The ranges can be converted to their mean values, but I will keep them as it is for further exploration.","metadata":{}},{"cell_type":"code","source":"def remove_space(string):\n    string = string.strip()\n    return string\ndata[\"CGPA\"] = data[\"CGPA\"].apply(remove_space)\nprint(\"First three values of CGPA after cleaning text:\")\nprint(data[\"CGPA\"][:3], \"\\n\")\nprint(data['CGPA'].unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.378868Z","iopub.execute_input":"2024-01-03T19:36:13.379303Z","iopub.status.idle":"2024-01-03T19:36:13.389091Z","shell.execute_reply.started":"2024-01-03T19:36:13.379260Z","shell.execute_reply":"2024-01-03T19:36:13.388139Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"First three values of CGPA after cleaning text:\n0    3.00 - 3.49\n1    3.00 - 3.49\n2    3.00 - 3.49\nName: CGPA, dtype: object \n\n['3.00 - 3.49' '3.50 - 4.00' '2.50 - 2.99' '2.00 - 2.49' '0 - 1.99']\n","output_type":"stream"}]},{"cell_type":"code","source":"len(data['Course'].unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.390564Z","iopub.execute_input":"2024-01-03T19:36:13.391729Z","iopub.status.idle":"2024-01-03T19:36:13.404627Z","shell.execute_reply.started":"2024-01-03T19:36:13.391690Z","shell.execute_reply":"2024-01-03T19:36:13.403117Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"49"},"metadata":{}}]},{"cell_type":"markdown","source":"We can observe that a lot of courses are interpreted differently though they mean the same, so we need to take care of that.","metadata":{}},{"cell_type":"code","source":"#Let's replace redundant course name with the standard course name\ndata['Course'].replace({'engin': 'Engineering' , 'Engine':'Engineering' , 'Islamic education':'Islamic Education' , 'Pendidikan islam':'Pendidikan Islam' , 'BIT':'IT', 'psychology':'Psychology', 'koe': 'Koe', 'Kirkhs': 'Irkhs', 'KIRKHS': 'Irkhs', 'Benl': 'BENL', 'Fiqh fatwa ': 'Fiqh', 'Laws': 'Law'} , inplace = True)\nlen(data['Course'].unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.406725Z","iopub.execute_input":"2024-01-03T19:36:13.407595Z","iopub.status.idle":"2024-01-03T19:36:13.425190Z","shell.execute_reply.started":"2024-01-03T19:36:13.407540Z","shell.execute_reply":"2024-01-03T19:36:13.423384Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"37"},"metadata":{}}]},{"cell_type":"markdown","source":"The data is quite clean and the new feature has been included. Let's proceed to the next step. That is, exploring the data.","metadata":{}},{"cell_type":"markdown","source":"## Data Exploration","metadata":{}},{"cell_type":"markdown","source":"In this section,\n\nExploring data for outliers\n\n- Exploring the Course attribute\n- Exploring the Evaluation attributes(Depression, Anxiety, Panic_Attack)\n<br>\n\nLet us start with pairplot","metadata":{}},{"cell_type":"code","source":"sns.pairplot(data)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:13.427419Z","iopub.execute_input":"2024-01-03T19:36:13.428294Z","iopub.status.idle":"2024-01-03T19:36:14.761258Z","shell.execute_reply.started":"2024-01-03T19:36:13.428239Z","shell.execute_reply":"2024-01-03T19:36:14.759791Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"<seaborn.axisgrid.PairGrid at 0x7877e63893d0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 360x360 with 6 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"No outliers, Awesome!","metadata":{}},{"cell_type":"markdown","source":"##### Let's have an year-wise analysis of students from different courses:","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(15, 7))\nchart = sns.countplot(x = 'Course', data = data[data['Year'] == 1])\nchart.set_xticklabels(chart.get_xticklabels(), rotation=45, horizontalalignment='right')","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:14.762764Z","iopub.execute_input":"2024-01-03T19:36:14.763775Z","iopub.status.idle":"2024-01-03T19:36:15.149767Z","shell.execute_reply.started":"2024-01-03T19:36:14.763726Z","shell.execute_reply":"2024-01-03T19:36:15.148255Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"[Text(0, 0, 'Engineering'),\n Text(1, 0, 'IT'),\n Text(2, 0, 'BCS'),\n Text(3, 0, 'Irkhs'),\n Text(4, 0, 'Psychology'),\n Text(5, 0, 'Banking Studies'),\n Text(6, 0, 'ALA'),\n Text(7, 0, 'BENL'),\n Text(8, 0, 'CTS'),\n Text(9, 0, 'Econs'),\n Text(10, 0, 'Malcom'),\n Text(11, 0, 'Biomedical science'),\n Text(12, 0, 'KOE'),\n Text(13, 0, 'Radiography'),\n Text(14, 0, 'Islamic Education')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x504 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA3UAAAHqCAYAAACjoWefAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAABKKElEQVR4nO3debytY9nA8d/lIESIo0KilJKUSKREKjORIZGikhQKvSkNKg3SRIMGpfHVoChDSoPmFKUBiaKohAYplXC9f1z3zmq/ZO9zzt7Pvvf5fT+f9TlrPWuds67nrLWe57nu4bojM5EkSZIk9WmRoQOQJEmSJM07kzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHVt06AAmYsUVV8zVV1996DAkSZIkaRDnn3/+dZk59/ae6yKpW3311TnvvPOGDkOSJEmSBhERv7qj5xx+KUmSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOrbo0AHMq2uP/+jQIUza3OfuNXQIkiRJkmYZe+okSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6NmVJXUR8ICKuiYifjmy7e0ScHRGXtj+Xn6r3lyRJkqSFwVT21H0Q2GrctsOBL2fm/YEvt8eSJEmSpHk0ZUldZn4d+OO4zTsCH2r3PwQ8aareX5IkSZIWBotO8/vdIzN/1+5fDdzjjl4YEfsB+wGsttpq0xCaptN33rvd0CFM2sb7nT50CJIkSdL/M1ihlMxMIP/L8+/NzA0yc4O5c+dOY2SSJEmS1I/pTup+HxH3Amh/XjPN7y9JkiRJs8p0J3WfA57e7j8d+Ow0v78kSZIkzSpTuaTBScB3gLUi4qqIeCbwBuAJEXEp8Pj2WJIkSZI0j6asUEpm7nEHT20xVe8pSZIkSQubwQqlSJIkSZLmn0mdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnq2CBJXUS8MCIujIifRsRJEbHEEHFIkiRJUu+mPamLiFWAg4ANMnMdYA7wlOmOQ5IkSZJmg6GGXy4KLBkRiwJLAb8dKA5JkiRJ6tq0J3WZ+RvgTcCvgd8B12fmF8e/LiL2i4jzIuK8a6+9drrDlCRJkqQuDDH8cnlgR2ANYGXgrhGx1/jXZeZ7M3ODzNxg7ty50x2mJEmSJHVhiOGXjwcuz8xrM/NfwGeARw0QhyRJkiR1b4ik7tfARhGxVEQEsAVw8QBxSJIkSVL3hphTdy5wMvAD4CcthvdOdxySJEmSNBssOsSbZuYrgVcO8d6SJEmSNJsMtaSBJEmSJGkBMKmTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1DGTOkmSJEnqmEmdJEmSJHXMpE6SJEmSOmZSJ0mSJEkdm1BSFxFfnsi2iYqI5SLi5Ij4WURcHBEbz+u/JUmSJEkLs0X/25MRsQSwFLBiRCwPRHvqbsAq8/G+xwJnZeYuEbF4ew9JkiRJ0iT916QOeA7wAmBl4HxuS+r+ArxjXt4wIpYFNgWeAZCZNwE3zcu/JUmSJEkLu/+a1GXmscCxEXFgZr59Ab3nGsC1wIkR8VAqWTw4M/82+qKI2A/YD2C11VZbQG8tSZIkSbPLhObUZebbI+JREfHUiNh77DaP77ko8HDg+MxcD/gbcPjtvOd7M3ODzNxg7ty58/hWkiRJkjS73dnwSwAi4iPA/YALgFva5gQ+PA/veRVwVWae2x6fzO0kdZIkSZKkOzehpA7YAFg7M3N+3zAzr46IKyNircy8BNgCuGh+/11JkiRJWhhNNKn7KXBP4HcL6H0PBD7WKl/+EthnAf27kiRJkrRQmWhStyJwUUR8D/jn2MbM3GFe3jQzL6B6/yRJkiRJ82GiSd2RUxmEJEmSJGneTCipy8yvTXUgkiRJkqTJm2j1yxuoapcAiwOLAX/LzLtNVWCSJEmSpDs30Z66ZcbuR0QAOwIbTVVQkiRJkqSJmdDi46OynApsueDDkSRJkiRNxkSHX+488nARqnLlP6YkIkmSJEnShE20+uX2I/dvBq6ghmBKkiRJkgY00Tl1Lg4uSZIkSTPQhObURcSqEXFKRFzTbp+OiFWnOjhJkiRJ0n830UIpJwKfA1Zut9PaNkmSJEnSgCaa1M3NzBMz8+Z2+yAwdwrjkiRJkiRNwESTuj9ExF4RMafd9gL+MJWBSZIkSZLu3ESTun2B3YCrgd8BuwDPmKKYJEmSJEkTNNElDV4NPD0z/wQQEXcH3kQle5IkSZKkgUy0p27dsYQOIDP/CKw3NSFJkiRJkiZqokndIhGx/NiD1lM30V4+SZIkSdIUmWhi9mbgOxHxqfZ4V+C1UxOSJEmSJGmiJpTUZeaHI+I84HFt086ZedHUhSVJkiRJmogJD6FsSZyJnCRJkiTNIBOdUydJkiRJmoFM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjo2WFIXEXMi4ocRcfpQMUiSJElS74bsqTsYuHjA95ckSZKk7g2S1EXEqsC2wAlDvL8kSZIkzRaLDvS+bwP+B1jmjl4QEfsB+wGsttpq0xPVDPLbdx4ydAiTtvLz3jJ0CJIkSdJCZ9p76iJiO+CazDz/v70uM9+bmRtk5gZz586dpugkSZIkqS9DDL/cBNghIq4APg48LiI+OkAckiRJktS9aU/qMvMlmblqZq4OPAX4SmbuNd1xSJIkSdJs4Dp1kiRJktSxoQqlAJCZ5wDnDBmDJEmSJPXMnjpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjq26NABSOrPcR/bcugQJuWgPb8wdAiSJElTxp46SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjk17UhcR946Ir0bERRFxYUQcPN0xSJIkSdJssegA73kzcGhm/iAilgHOj4izM/OiAWKRJEmSpK5Ne09dZv4uM3/Q7t8AXAysMt1xSJIkSdJsMERP3b9FxOrAesC5t/PcfsB+AKutttr0BibNp5NP3GroECZll33OGjoEaYHY9tMnDB3CpJ3x5GcNHYI03z5z8nVDhzBpO++y4tAhSAvMYIVSImJp4NPACzLzL+Ofz8z3ZuYGmbnB3Llzpz9ASZIkSerAIEldRCxGJXQfy8zPDBGDJEmSJM0GQ1S/DOD9wMWZ+Zbpfn9JkiRJmk2G6KnbBHga8LiIuKDdthkgDkmSJEnq3rQXSsnMbwIx3e8rSZIkSbPRYIVSJEmSJEnzz6ROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHTOpkyRJkqSOmdRJkiRJUsdM6iRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJkiRJHVt06AAkaSbZ55Sthg5h0k7c6awJv3abU46awkimxpk7vWzoEGaM7U/+zNAhTMppu+w8qdfv9OlvTlEkU+OUJz96wq896JQrpzCSqXHcTvceOoQZ44cnXDN0CJO23rNWmvBrr37TZVMYyYJ3z8PWnNTrf3/cOVMTyBS5x0GbTfrv2FMnSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUMZM6SZIkSeqYSZ0kSZIkdcykTpIkSZI6ZlInSZIkSR0zqZMkSZKkjpnUSZIkSVLHTOokSZIkqWMmdZIkSZLUsUGSuojYKiIuiYjLIuLwIWKQJEmSpNlg2pO6iJgDvBPYGlgb2CMi1p7uOCRJkiRpNhiip25D4LLM/GVm3gR8HNhxgDgkSZIkqXuRmdP7hhG7AFtl5rPa46cBj8zM54973X7Afu3hWsAl0xjmisB10/h+0202799s3jdw/3rn/vVrNu8buH+9c//6NZv3Ddy/Be0+mTn39p5YdBqDmJTMfC/w3iHeOyLOy8wNhnjv6TCb92827xu4f71z//o1m/cN3L/euX/9ms37Bu7fdBpi+OVvgHuPPF61bZMkSZIkTdIQSd33gftHxBoRsTjwFOBzA8QhSZIkSd2b9uGXmXlzRDwf+AIwB/hAZl443XHciUGGfU6j2bx/s3nfwP3rnfvXr9m8b+D+9c7969ds3jdw/6bNtBdKkSRJkiQtOIMsPi5JkiRJWjBM6iRJkiSpYyZ16kpEzBk6BkmStGBFRAwdg+aNn93MYFI3y0TENhHxxqHjmAoRsRXwzoi4y9CxaN5FxLJDx7CgjZ3QWkXfWSciPFd0LCIeGBHLDB3HVPGCsk/jP7ecpUUeImLV2fz7a2b7/nVhoTxRR8T9ImLT2XYiiIgtgaOAUwcOZYFrCd0xwNcYqdo6Wz7D0f2IiGmvSjtdImI14DURsexs+uwyMyNiB+CNEXG3oWNaUCJi/YhYKzNvHdk2K88bs+X7OF47dn4OeOhsbBAb+/21++vNpt8fzN7fG9yWxEXEUyPiiIjYOSLWGDquBSkitgU+BCw9dCxTJSLuDZwYEfccOpYFZdw12ZJDxjIZs/ZgMd5IS/pjgPcBrwI2mC0HzJbQfQz4aGZ+u22bFRcp7SB/FHBAZp4E/LNtX242tOyNuyh5KrDHLB5muiKwOrB4S4S6/462/dgKOBL4TGb+ZTbsV0SsAnwcOD0i9oqIbQDGErxZso8Pbr85Zsv3cVREbA68Cdg/M7+Zmf8c93z3+zty7DwUeCWw/LARLVgjv7dN2q37z2xURBwE7AdcCbwMeMKwES047brs5cAxmfm72daoMvJdXAT4A63Bvffv6LhrsucBx0fE0QOHNSGzIqGZiHbC3gI4Dng3cBOwD/CoWfAF3AF4PXA2MDciHhcRi82GhKf5E7Vo/Y8jYiXgfyLis8B3I2LfiLjrsOHNn5GDx0HAocB3MvOWYaNasCJiRYDM/AFwKXBsRCwyi76jTwTeDPwsInYC3hcRe0bEUgPHNc8y8zfAl4AE5gIvioi3RMQDIuIus+Sz2xDYNiJ2h9sSu97PCSO2BN6fmV+JiOUiYt2IeH5EbB4Rd50lnyER8SRgZ2CPzPxVRKzSe6/BuJ6C5wH/CxxEnfdmxbVb61VdKzM3A5YErgXeHxF36fnYCRARGwKfBQ7NzLMi4n7AxyNi5YFDW5DuAZCZvwL+BryzPe76uDJyTbYTsCdwIvCEiHhHRCwxaHB3YlYcGO7MyEl6e+BjmflJ4EnAjcBLgUf0ehKPiOWA9YGDM3MP4F/Ak4FNovNhfBHxiDZ0YWlgVeA1wI+BBwBnAq8Fng/cd7AgF5DWG/lkqpXyqoh4UkS8Lmq4YtciYnXgqIgYmw/5HuASKlHoslXvdmK+AtgWOB1YhzrBbQjcSodGLhrfTF2YnJGZmwObAh8BToqIh0XEYkPFOD8i4iERsTE1LOoL1Al7D/j3CX1sZEeXQ/kiYqvWs/oT4MHt/ruBlwDPBZ4KHBARi8yS398K1DHlMRHxGupzPavX4+e4noK7Uef1DTNzd+Ay4Ac9JnbjEtUlgb8Ct0bEN4EdgK1ag+ZewEOHiXL+jGsU+iqwdmtgOIFqsP3tcNEtOBFxL+A9raFvBeDVwE8j4iHt+e6OK6Pa+WEv4N2Z+TXq3PcA4JiZnNh1d1CYF9kAPwXWjIhVMvPvVEK3GnUx3d0kz9b7cQHwvsz8Rtv8auA6YFfg0b0mdu0i5HjgwVRP3UFUr8GLqKFE78nMj1Cf6epDxTmvxp+QM/Ny4GKqt/UdVAPEisARPZ68x7RWyaWAt1DDot5ADUfZk/rdddeqN3bBFRFbRsShEfEc4CRqFMBTM/M1wPuBR9NaMnszMofuT8B9gHVbL/mKwNHUd/UYYMae3O5IOyE/ljqWbEglqd8EtoiIPaH2v/WcnxSdFb+JiCdSv7M/UOeH3wFvp84LxwHrAd8CVsnMW3v9/bX7c9vm06lE/CXAD4GnUeeLFQcJcj6MjmBo38EzgGdSxxMyc0/qvHd5b+eGkf06kDqnLwV8hUpaT2jH1acBhwC/HyzQ+ZC3+R63DSf9OfCJzHzjWLITNfS7q+/n2PVk1Eiw3wEHA3cDjgA+SX1HN4c+z+vjNt0FuBl4fNS88r8CO1HnjKOmO74Jy8xZeQOi/flw6kd1L6q35/3UAX81YE3gi8C5wAuGjnke93N74GfA8iPb5lBzBo9r+77o0HFOcp8eQ7W6PuJOXrcXdXJbbeiYJ7l/y47c34LqNQ6q5+pAYPX23G7UcIZFho55kvs39tt7JPAj4D0jz92//f6+R12I3W/oeOdx37ageo03Am6gTt6LtM9xq/ab3G7oeOdxH+eMe/xIKiH4I7DDyPblho51PvZxdeAAah7yxu1zewbVmv54qtHh58D6Q8c6yf3akkri9h7ZtgiwUrs/9v19NvApashbDB33JPYvRu4fSDWCfYBKUEdftwtwEXDvoWOej33dDPhoO568gxqpstnI8ycA9x06znnYr32o6RT3aY/vQSV4X6aKvP0IePDQcc7HZ/Ya4HDg6W3bI4BTgBePvG5fqtFhhaFjnuB+3QtYud3fBvh0+8yWa8fOJYDnAGcB5wMPHTrmSe7f6HHlUVTD1wrteuWt7fN8QHt+KWbwNefgAUzRB7RI+/PxwG+BD7Y/V6Uuwt5OtQ79GFiLusg8ZOi452N/twZ+wf9P7N5EtaYvOXSMk9yfvYHntfuLjX6m7f5a7YR+UW8Hf2ANahjUWm0/f9wOgicCa4687rnAecBDho55Hvdzq/Ybeyk1NPEN/Gcy+6D2u3z00LFOcH9WGTmpzWkXWRtTDRDfA1Ydee0+wOOGjnmS+/cQapjl2EX/nPbn2OO3AC9t95cYfa6XG7AJNVz7rsBi7ULk+cCHqRbmRdpv8hvA9cC6Q8c8yf3brh1PvgI8b/TYOO6iZT+qN6urY+e4fX0SdQH5QGqu2fuo4XrLUBedF/e6f+17+Ehq6PaBbds6VEPta4EnDh3jfO7fe2mNQ8Bd2p9LU72qD6Q1QPR2o4bfX0HNiz+EuiZ7K3XduWH7nh5KjaL6NrDO0DFPcL/mUD3gp7ff1leB/anE7ihGGt+BewOvA54wdNyT3Mex89wB1JD1E9rntw7wsPY5vpoOGqEHD2ABfzBLj9x/EHXxvEl7fDjVgnmf9vh+wD2phOhCYO2h45/Pfb+jxG7FoWObh305Ejj5Dp67L9Vq9Czg/kPHOg/79qB2cn5nO0iONUAc37Y9mOpFPoYOEzqq1W5JKkF4atu2GtUK+y7+M7E7ETh67O8NHfud7NMB7QC/eNv2gnbg/+bYgZ7q/dh16HjncR+XAU4GPjWybc7IyW73drLrqoFoZF+WpC70b6XmdJ5CjWJ4IjW/7ENUUjCnPe7q2EL1EPylXXQt135bR1BFKMZesyI15PlrdHJBeQf7ui7VQ/fy9ngOcGw7hm5AXViuPHSck9yn/3f8oxplrxs7ZlIJz5uoCp9LDR3zBPdrkXGPg7oue0Z7vGj7c7Mer1VG9mllasTXZiPblwdOA97SHq9PNbhcS2fXm1Rj9MuoBq/927b7U3OuXwU8auS17wfeOfZ/M3Tsd7Jf9xm5/8D2Ga7WHj+bGq2xOtXI8lo66FkdPIAF+OEs1750K7WD/FuBH7QT9NiFyYuBv4+d0NqP7gw6vHi+g/+DralhX3cfOpZ5iH2Fsbjbj+s97SJr7LMbS36OAjYeOt552L/RnsaHtO/iL8dOAlSvwfHUxdhatB7KXm9Ua93+Yxcf1HCGP9GGOQOLU0PfZvTFZTtZLzJy/zPtzydQJbgf3557KDUUuKtWdOCeI/fv0j6TU0e2jSWxa1GJ+n2Gjnke9vFB7ff1IGpo1xupuREfoYZ7nUFdbH0deNDQ8c7D/m1NNZo8l9sSgAdTwxJfyn8mdvfo7fzAuAtDao7n69pnttnI9g8Ab6P1/vRy4z97UbeiGizXa49fDfwamNseP4AOkx9quPra1Pyrx1FDuTdtx5ynUA1G9xg6znn9/Np+fZwq6R/c1gO5XDvP794eP5w2vaKH27jv5ipUL+u/p7xQjezHt9/jClQv8wfp4Jq6xfsm4G7t8dLUcOdVuW2E2OuA17b7fTSkDB3AAv6AVqZ6cbZsB4s3tBP4BiOvewkjXcO9nQAm8P+wI5XMdjMPi2pd/h410fZV7cD4/vaDe/jI655CDRtafeiY52Nf96WGaaxOJajvoKqaQfUmvI2RC+0ebtyWeN+vnbiXbJ/VB0cuTh5I9Uz+Cti+bZvR39F2cn471bMxh+rNenM78N+Nuvg6kxqGci4j8816uLXP5FaqAWy/tu2u7cR92sjnehB10XWvoWOeh33cBvguLbGhGhcuA3Zpj5cDDmvf1V/T2RwsquDLZWPHkHHPrU0lOofT71DE0YvKLakKietQjbcvpHp9Nh15TZeJQYv9EGqu2QeoxpU3tO2voXphu0nGx31uzwCuasfN91EjpLajphd8hCraM6Mb9/7Lfm5GjbC5eztG7jjy3JLtzyOpNXYHj3dePsP2e3tMO//diyp09omxY2U77z9o/N+b6TcqR1iS6t1/cdt2MpUjjPUgv5CW1PVyG/vQujZSje7+1Jfv8dTB41wq0/4H1fr83ZG/s0hWhbN/V9KaLSJi6axKPTNe1KLNL6OGG/4KeFFm7hkRy1Br792FGk7zHWos+h6Z+ZOh4p2siFiH6rZ/UvuOHkN9F78VEQ+mCt2sCpyUmd8aMtZ5MfI72oZKSH9MtaQ/l5r3cl+qV+4h1Il8R+CSzDxtkIDnQUR8hGpo2JM6CRxBDUfZv21fgTqRXdLT8SQiVqVal0+jWtKvpk7WP6GGl65EJbT/A+yWmT8cJtJ5E7Xw75HAkZn5hYhYLjP/HBEbUPt9bGa+feT8sVxm/nnImCcrIg4BbsnMYyNi0cy8eew32Z5fkzoHngscl5n/GjLeeRURz6XmCZ5JrUf3Ymo47dbUsLZ39nj8HBMRS1NDgJ+VmX+KiPWpQlkXZOZJUQsfvy8zLxs00EmKiKdSPeTHUj0hO1G9VUdQQ0uXpo6dXVW6HDlmPBnYKDNfFBHPpubOvX/ctebRwB8z8+iezg/w7+uzd1EjwJaiGjkvpc7tj6BqH/x65PUzfv8iYnnghnasXIs6lx9ENeydTY3G+QW1lvUjqaJTFw4U7qR1We5+vPbj2oKqvvMmqoV9r/b0S6lJ/rtGxMWZeX37O7eO/d0BQp5SHSV0d6dO0k/OzM9GLdb5uIh4DzVU7wiqdWhXKuH7WG8nNSrum6kDxU5Ukjq2EPeFEXEjVVhjp4g4H/hnD9/JiFg2M69vCd2q1IX/Xpn5vYh4IXXRdSi1cPV9qV6Q+1E9lTsOFfdEjZy0N6Pm4j6Jmuj+VCpJP5xqeT44M38+9vd6+OzGZOZVEfE96iJrG+p39myq9+r5VI/BVlTRlx8PFee8iIh1gc9Tw2O/ErXw73si4rDMPC8ingJ8JCIWz8w3t792/WABT9LIxdMa3Bb3LXDbuS0i1s3MH0fEy4G/9JjQtTLjK1PVLHfKzEsj4mzq3PAqKhH6J3UR1o1xyzLcjZoWcm8qYX1/Zp4fEY+hhiqelJkvHi7aiRs5bs7JWm/uUOrzOzIzr4uI09tLjwVel5nfHyzY+bMotQzDcu0GNb96VWD/qPURz6S+t7tQjQ9dnR9awrM/dX32w4h4FtVh8kuqh3wpqkHz30ndTN+/qHVVNwY2jog/UZ/X66kc4aD2sm2oHthVqfmQXV1zdrXGyR2JiLWpCpbvy1ob5PPUkJs9qIpnh1IHym5O2guDzPwj1VP1ioh4KHWx/N725xbAuzLzqsx8a2Z+pqcf19iaJ5l5A3WBfEVEnESdCBaPiIe3A/8y1OLHr8vMf8z0gyL8e52vUyLiBW3T74FrqCGKZOZbqWqzrwWuylq4M6n1zXbPzEunPehJahcm61OJ3OepA/4/qaGWf6eGdf+E207oXRlZk+dw6rNZkUpe16VaYl9ODet7dG8JXfNLar7cbhGxOnVc+UJmXtB6ss6jKl3u0VpuZ/wFyaiRWE8BNoqI9dt3dpGRtcs2j4j1MvOSrDWlujC6XlSW39AahSLiLpl5NvW73C8zr6OWTLl6oHAnbVxC91yqCNOt1PHyERGxQ3vptcBiEbHE7ayhNeOM66VZDiAz16eOJ59ujy+ljqdnA78ZIMz51taWuzQilqXOe8sCZObF1HDSr1OdCcdT6wvuONrwN9O1Y8hdqePjg6nhl2TmCcDfqKGK1wCv7G30RmvY+j41J/7FVM5wLTWS4e3UtJH9MvPzmdldzzh03lPXTl5BffkeDpwfEedk5m8j4jSqbPWewPmZedGAoeoOZOYZEXELNVfupZn5BoCI2Bw4NSJWbCfuLowkc2Mn7QOp3o69qPlYLwTOAS6n1qVbDti5JbhdyMx/RMRRwBsi4qbMfFdEXE1dkPyiHfBPA7Ye+3/IzCsiYvPM/MuQsU/SYlQV1q9GLbr6Peoi+lNUr9bLW2t0d1oCMHaheCn13VyfWtrl1Ih4AHBtZv5psCDnQbvgujUz/9h64z5A9eK8IGuo5dhw4U2poimPysybhox5Pp1L9RDsHhFk5vkAbd/3or6v3RiX8BxMzV19IzU0+DFUsv5z4Ebgr+313fVAAkTE06nlJXbMzFtar/nywOsjYjdq6NdOmfmPIeOcqJHPbX9gi4j4GfDtzNw0Is6NiE9l5q6Z+bN2nujyc2s9jgdRv7s3UNedq1E95ldn5gci4stUwrdYL+e8kd9eZubfIuJYqsHvYRFxZWaeA3wOeHYb4fDPIeOdjHENDtdT00QuBQ6IiFdkDXn+CnXO36WNIvtTTw19Y7qcUzfSxb9CZv6hJXcvokqnfxQ4t52470VNeLxy0IB1pyLiCVTRkEdmzXvZhxoKtmXr7epCtHkt7f521DyQfTPzdxGxHDXHZ43M3LG9ppv5j+O1C+PjqBPbV6mKpVdTB81tqST9c8NFOG+i5uYuTvXMfYPqXfx6e+4oagjKc3trpbwjbZjN16h5Sa8ZOp55FTWv80hqrahLM/OIqLlK76GK8uzRXjd2bNm19QJ1LSJWoXoEtqCKT/ydNuwrM386ZGzzqvVg7U3NMbuw9Yq8mfpdLkEN6d63p17kiHgY8I+W1CxGDWE7PTNPiYjFMvNf7VrmnlSlwd/29v2MmkM39tmdBHwnM1/YnruYamDf67/8E92IiCdSayX+k5pe8WBqtMofgBuoech/Hy7CiRu5pt6KarC8CPgiNeLmhVSl0h9RC3O/qqfz+riGogcB17S8YVlq9NCimfmsqLnWc4GvZeaNA4Y8X7pM6gAiYltq6NBPqR/VIdTF5SJU6e1vZZtboD5ExNZUwZR3Ud3gB/R0UdJ6Cc6jKnb+MSJeSXXxb56Z57bX3I1qePhrZj41RooazHQjB/6xye03RM37OI4aOvR5aljDmlTDyjfGtZDNaK3n6m7U/MC7UtVJN6EKwLwY+DM1l+c5mfmzYaKcGhHxDKoi6xt7PKHF/y+4dCj1Od0YEYtT1XShhjrvT6211M2x5c5ExJJUT+vjqWG0X+1syNf6VK/Gd9vjd1PDKn8YEUu1z3Fpag7hasBPM/NXA4Y8Ke07eBhVrfTgltgdQxWNOmHk2LpF23bVoAFPUEQ8Grg8M3/TEtLnAedT86efBmzbktW7tt6f1TPzigFDXqDa+e8MqpHhT9SSE3+gyt9fMWBok9YaxV5LHUf3pipdHk4lcy9vj7+cmR8eLMj50Hr+d6Eqsf49M/dtDWKvpKoiL0YVtLtiuCgXgJwBJTgne6OGJZxHrZ10GHBR235Xqjz3O4Dlho7T2zx9tttRVYd6LcG9PVUpatn2+PXUkIV1Rl6zDJ0tjjsS+47U0MpzqaFDq1ITj79PXUQPHuMC2MdNqDLir6eKF2xNzc86lRoqO3iMU7DPD2zf0y7W4hkX+92pOUk7tccbUonNu6jEAKqH5zTgr3S28O9sv7Xf1/nAuu3xHGrdvcPGve7RQ8c6n/u5CtVgdEo7rmzVjpuPpIZd7tIed7MsA5XErcpt65E+hWpU+erIaw6kRm0MHu8U/R9sQ3UudPO53c4+3INquLw/ty0xdQg1VWQjat7gkVQD5yOHjnce9m9ParjsklTiejPVSz72/FOBNYeOc0Hcuuypi4iNqG7SW4FXUMOjroiqcHYlNbztkiFj1Lwba5kdOo551Vq8jgPWz8zrI+Kl1JzPozLzgkGDmw9RSzB8FHg61Wq3C/CzzHxza2F+G5WUX5n99D6OzbF6CDUBfK+2/ZHUmliLA0dnzaMYKxnfTe/jZPT8u2sjN46i1sR6E/Bt4ARq3aHLM/MpUZP/l83M3w4WqP5D62F9OTWk64sRsQLVqLcOtfD2BzPzYxGxJ9VLvkV2VvRl9FgREfegqnSvS61zuQ1V0O0m6prm+dnBkNL4z2Uz1qKG6j2OWk/vjdR12AnUPMjDqMrI3ZSFn6yI2JFKetbv5dw3JiIeDzyUGkJ6M7Xcy75Uj9aXqXl1j6V6IXcATsiaNz9j3c7vbn2qMM/O1HqXT6LqGlycmVsPEuRUGTqrnGCWHeMeb0xNQr0AWKJt24waw7380PF680adrC+lWriCuuD8KJUkdLE45+3s0+b8Z+vW+lQFyM3a425+e1Rv6Qrt/kOolvMvUNWwxl6zHXAhdZFyt14/t4XlRvV83AocPrJtaerCZMWh4/P2/z6vsR7WJ7XH96PmsG7WjplbU4VRPtLO9V31sI4eL4CHUT1ai1G9BUdSDQ4rtXPCysBKQ8c8D/u1evvz9VTF8dWoxZxfDXyFmgrzkKFjnqb/l6WHjmEeYl6LGsHw4Pb4PtRapYvR1tzjPxcWX2zomCewT6Pfz2dSPeFz2j59CHhCe+411KiqVYaOeUHeZvySBiNjzZ8YEUdHxGFU9/7LqQvmNSNiV6oc6f9mZ9XaNDtl5pnAwdSJbtnMfBk1l+KmbEeUXkTEnHb3IuCGiNgiIpbIqrT3WerChM5+ew8ATmuV2t5JXVg9DVgpIj7QXnMZcAlwYmb+pbfPbWGTmWdRrbD7tKJEUJP+l6TmXWsGyf9c0mZdqnDIqZl5TpbPUw1HhwFPzM4qWI8dL6IqIL8beAGVoN5KLQj/I2pphjUy87c5w3s/xozs1yHA66IqVL+EKpZ1MnBdZr6CGqq/e2b+ZLhop092VvAsIuZSSc4i1LJEZM1TXYpK7D4DnJaZF7f55mQHFUtHvp/Po4b+3pBVpfpWaj83avUO1gE2zc6KEd2ZGb+kQUvotqZafo6k1vxaO2uS43JUcpfA/2Tm52fr0Cj1JzPPbBPkvxwRG2TmH4aOaSJaVailsip2bgM8NiJuzMxXRcR3qQuxR0bED6iy6U8ZMt7JiIh7Uy1550fED6mE7hmZ+Yt24no2cHJEfIOaA3Ng1vpD6kBmnh21fuI3I2Ks4NJ+2VEF3YVJ3rakzQXUvKs3jwxz3hb4W1Yp9W5ExPJjDVytwfkpwBOpqSIbUkMVt6SK+vyDWvurKxGxE7AbsH22JYcy8yUR8WrgaxGxWWZePmiQukNRSzD8hmpceDGwSUR8IWut3O0jYh3gpsz8eY/X1K1o3U60widtuPAtEfElqif5kdTxpouGlMmY8Uldsz7V4vpgakLxcwAy82ioVeLHWhB6+/Jpdsta8+tLvXwvI2IpqorshRHxc+rC4xjgORGxdmbu3i62tqQSuudmq1g300XEA6nWx2Mi4uNUGf9/Am+KiAtai/I1wKYRsSFVIWuhaGWeTVrj3hzqs14vZ/FcntkgM8+KiC2Bt0fEu7OWtHkGtSj37sNGNzlRZe5fFxEvzcwvUmsk7kLNm1sXeBBVBv8rwOMy85jBgp2E27mwXwX4QmZeGxF3AW7OzFsy8xUR8Vdq+KxmkJFRb+tRvcY/HmtEoUYV/SsivpqZf8+RysC9XLuMaQ3pN1FrAI/1LM6heup+kDV39985w2wz45O61nq+HHAidaDYLTN/HbUG2IrAx6jJndKM1NOwjKzS4Z8HngysDbwrMz8IfDAivhURn8jM3YEzxspUDxnvREXE6tQE8DfkbSWZPwl8MiJ+DXy1FYKZC2yTmW8cJlItCJl5ekQsl50WflnYtB7WFwLfaD2sTwX26bC3Zy1qWNdhEXGXzDwtqtT/w4HXZeY/I+KbVEP1SsCvB4x1QkYTuohYN6uQy1+p/STbItStV/L3HjtnppbQbQ+8hGq83Dki/kVNXUqqtP+ciDi9t0RuTEQ8Frh3Zn40Is4G3hwR++dtax8/vTVKz9rzwoxL6kZaE9ahFgW8ICLeCXwKOLMldI8F3kKVUJ+V2bY03SJiTmtt/VxEXEUNbV4iItbIzMszc5OI+GFEnJ2ZT6AWOe7F5sD3xxK6iHg4Va3tUmoI5j+B71CLxr5sqCC14JjQ9WWW9LCeRK1ZdiU1t3OpzPxEa5x+bEQ8iloyZffMvHbIQCdq3BylHVvydhbw7Ih4LdXruAp13NxqsED1X0XE3anpSwe06+rdqPPi8zPz7a2H69qeErqRfGGs4eHhwEMj4u9UR9DewLkR8Rmq8NJevTREz6sZtaTByAf0eOpC6wZq/PlnqMo1xwFXUFWyXp6ZZwwVqzSbjPz2tgT2yMxnRMRmVPWob1BDbX7VXrtxZn5nuGgnLyI2Bl5I9dZtRxXPWJtaF+pvmXlwS/T+2us8Amk2iM6W1ogq8kJm/rj1yr0eWIEqNnEgtXbu5dQSBveneux+NFC48yQidqHmXu3Q5lovSq0LfCRVWGMl4GWdJuILhZa0nQZ8NDM/0ra9jBoe/LY2IqcrI9cta2VbxiwinktN1fp6Zn4yqi7ATdTSNr8YMt7pMKOSOvj3ehJHUAsf/pNarPN6qgXsCupguXj2vuq7NMNExOOA44HnZeaX2rYnUAt3/gD4XK+/u4hYhRrStT019OQ4KqFbhzrG7J2ZPfU8ShpY1Lp611JFJ15IVeb+IXAs8DmqBsCewLuzisLMyarE143Wy3goNSfpHKrHY1+qh26/dlHdzVD8hcVIwnNP6pr511HrPd6fWhz+a1FrPr+CmsL0zF56j1vHz10z87MRsSa19MIHM/PE9vwLqEI+b6euWxaa7+bgSxpExKoR8aF2f3GqYs1mwCJZi4y+i1pT6jnAOlmlf68YKFxpNtsIeG1mfqlNficzzwY+DDyKOql3Kats8ZuBrTNzl8z8ekviglpIfYVBA5TUnayKxo+nhh+uSw0//DA1Z2duZn6cGmm0d0QsQwfH0NYL929txMKZwPOoBvfLgUcDa1DD3WAWz1HqVUvonkT1GJ8cVcb/7lS11RdFxAnUd/UwatH4tYeKdR4sBZwSEVtm5mVUnrBTRDwNIDPfRiWq61NFUhYaM6KnLiIeAtyYVVZ8SeAd1KKxh2TmbyLiAdRY4Hdk5s+HjFWabVqBkGupddo2pnqtbmzPbQJcTFU3+8twUU7OuMn9c7LKGf/HNqrM+BuoYUOnDRiupI5FxBbAB6gkZxdqVMCVVI/WWAPZjF9Wo12LPQQ4K2sdwdHj592BP2fmrVFVPo8GtsrM3w8YskaMO8etRtWieDqV4OxEfRe/QA1H3JCaWnF36rv7+My8aoi4J6oNb86WsL6AWupsx8z8ahsivA9wBnAVsD9Vd+PKwQIewKA9dWMtQlllw98WERe11vMXUEMt3xgR926J3ItN6KQFK2oJg6cD61EtylcBe0XE4lGlj48F7t9TQgf/bqXcKCLWbBcki4yc7JYANqVKpr88q0KdJbglzZPM/DLwXGp44scy87HUseWmzLyhh4SueSiwM/CEiFgeYOT4+ceW0B1AzRPc24Ru5oiIewHvaQ2WUHMebwWuar1Zn6BG3KydmT/KzPdRCd0xVFX5GZ3QjRlJ6Nagfm+fjYitM/NkqoDirtRc1hcvbAkdzICeuoi4f2Ze2u5/Glg5MzduQxWOAlam1sP6V2bO+KELUm8i4lXAAzJzj6hFZbej1lNajBqOeeqQ8U3GyDyCB1MFC+4D7JSZv2wXJre21y1Njcn/vUVRJC0IrSjDm4FNRnq6ujq+tHlXWwKfp3rs/jTu+dWBOQtD0YlejJ3bImItqlfuj5n5p4g4HvgpcFJm/jEiDqSSvaPbeXIJYIU2PWHGiogHjHXqtH38LDWV4vKI2AH4KLBL1hp0S1KV83tpSFmgBknqRi68Hkp1lX47M3drz51KfckeExF3o5K8n017kNIsFhH3p3rgzmyPP0a1MJ/ZWvpWB/7Rhj/3dlGyPfAa4IPUPMH7AXtmVbXsrlCBpH5ExI7Uml8b0IaKDRzSf3V7x/eI2J0qKnUGI4ndaMOYZobWQ3cY8NbMvCoi3k+NvNkCeCTwBGBVqvLlUcAzMvOcXj7LqIrcr6aqcv8yIlaiRhA9LTNvbq95K7WA+hOzFXlbWA3WU9datA6iKig9H/hGZu7ZnjsbWC4zHzFIcNIsNNKYsjw15+OZwJeAs6kJxddl5glDxrggRMQ7gHMy8+TWEnkIsAN1Uri8l5OZpD5FxNKZ+deh47gz4+ZgPZmq1vm9rOUZdgKeTCUDX8oqCqMZpvVMfYwqYPOGzLw2It5DNczuASxHzfNcljovnj1QqJMWEVsBrwUObYnoXamiPGcDP8/MA9rr9gIeC7x5Ye8Emvakrs1dWRw4GfhkZn4kIhYDvgtclpm7t9dtmJnfm9bgpFlqJKHbmqr2+AlgUWpe2ZLAfu2lO2Vna9CNahOp3wdcnZlHtMdrA+8B/grsO9OHmkjSdGpzlJ5MNbI/mjo/nEANxX8W8CHgFBvDZpaIWDQzb46ITYG3UXPin5aZ17ceu1Wpxsw/jr12yHgnI2pt2Y9Si6V/oRV+eQvVGfRn4DvAhcB1VAXaJ3huH6BQSpZ/AhcBf2/b/kVV3ts2Io5p275n8QJp/o0kdGPzPX6RmX/LzOsz8/WZ+QpqjaWTgYe1vzP4cieTEREPb4Vd5tAqYkXEwe0iZFngR9QJb+MBw5SkGSUiHkHNAXwMcAPVW7cB8KzM/BzwbuA7JnQzT0votqaqOL+LKh5ybETcPTOfSVW1Pr0VJext2sHS1BrV17XpIh8Hvpa1rNmN1NDSU6k5gzub0JVp6akbuah8INVafh01HOpg4OmZeVm7IDsQ2AR4aWZ+esoDk2axqEVHlwL+npm/i4ix3vFPtgRvPeCSVjVqbEHPA6gJxzP+BD5yXNkMOBH4JfATaijKDdTiv98FNqdanHelevDeMUjAkjSwcUMul6fWLVuJWo7hYGqtvZdTJfDfnpnvHSpW3bHW6bEItfD29zPznVHry36UWrpg78z8c0Q8JKvCfHfakOCDgLnA+zLzrSPPrZuZPx4suBlq0Tt/yfwZqcrzRGqhwy9Sren7UR/UuyPi18DjgG2AnwH/mOq4pNmsNaB8mGrpujIiTqPmz+0WEc8ExiqXLR8Rn8vMm6jf5TrUGPw/Tn/Uk9MSukcBe1Nrzv2l3d+TWnfnYdSiwEdQ8wu2B3YbIlZJmglGErr9qZ6d17YCG0+ikoN/RcSvqOFtpw4WqP6r9jneEhE/pc7jy2TmDRHxXOr8/uqIOKzHhG6s4SEzPx0RfwGOBC6MiMUz86aIeCpweERslZm/HTbamWXKkrqIWCozb2wJ3cOAx1CTNX8OPA/4X2rI5enAvamqPKtTyxfsMlVxSbNdRKxN9VYdAlwK7EhNIv44NQTxqsy8oPVwHUWVOL4JuATYPlsp7pkoIlalhooe1k5q21PHjKOylic4BXgSVXzpk5n5pYh4AFUUZu/MvGSg0CVpUCON7HtR6+rtkLetQXoO8N2IWIWqGrxdZl4zUKi6Hbcz6u0G4FvA4cAGEXE+tfbcl6llDG4aLtrJGe1Bbvu4SGbemplnR1XCfwmVxK5GLSz+FBO6/29Khl9GrSPxPOCNwB+oIVA3UT1x11FfuudTF5rPbBXp1gA+Qk2KtEtVmkcR8Wjg65m5SHv8IGqC8dMy87q2bXPgHcD/ZOYZPVWEjFoK5XrgN61V+URq2YId2nCT+1OT/j+bmRe3QkxL5EK6bo2khVtEbEI15v2qDds7lpond1I7Pt6atcj4msCm1PnjsiFj1u1rUyeOAT5FLSa+KzXFYHdqusUDgEMy8/ODBTlJ44YErwb8ts0XHN2+E7VUEdRi6RcNFO6MtsCLIbRW8Y8DF2TmVZn5d2Db9vRzW5fqH4B3At8AVgTIzMuBbUzopPmTmd8EtomIX7ZND6R65W8CiFrnZX2qTPAZ7cA54xO6dvFBZv4IOBo4q1X02ge4APhURCyfmZcCx7aEbpHM/JcJnaSF2NpUL8cy7SL5auB+EXGXdny8JSK2pTpJPmBCNzNFxAbUuW8H4HfUuf3r1FDZZ1BTDXbrOKF7ITWfcywvyLGCiZl5CtVZtL0J3R1boD11I8O+XpWZp0YtYnxAZr49Iu5LrXfyv5n52vb6xbIqX0pawFqL3iepeaqbZuaNI8M3lmwNLl2JKnN8z8w8JSI+QzVM7dp67N4LPIhqtby1h0RVkqZKm3N8bkva1qaKRz2Rumg+glr+5SfAhtQC1lYRnEEiYmWqevPfMvPX7Tp6CeAeVCXrxwNvopah2C4zfz5YsPMpInYBXkQlbdeMe66bkURDW9A9dXcHHpqZp7bHZwGrAWTmL6n5L8+KiFe3bSZ00hTJzDOpFr17ZpUAhjaPtpeELiLuHRF7R8SybdPYArlk5s5AAie1BqL9gOdk5s2eACSJA4Gft4vii6haBh+hFqp+D7AzVQr/ucCzTehmjjZv7jTg7cDrI2LnzPxl+xwfAxzf5r+fR82dv+dw0U5eRKzfivOMuS9wamZe06p4EhGLRsQcz+cTt0CTujbsa9uI+GVEfAn4Rma+aOT5X1JjgLtZ0V7qWWZ+hWpIuaYNTeytIWVlqjDKHu3xYlSVSwAycydqPZvPtscOy5C0UGujpMjMPaiRGl9rid0rqArkpwE/ysx9gX2oZWyc+jJDtF7Vk6je072BbwMPbc8tAtwKrN8qWT8LeFFmfn1sqOJM1/ZhSaowzxpt85+BewFkrWUNVYfDtWUnYaoKpWwBfAFYfCzDbsMADqTm1f15dBytpKnVhmLemJnnDB3LRI0MFd2EqtL5NmqY0JXUMO8Vgd9l5j8i4qFtrp0kCYiIp1Hz6fak5tFt1Kpfvoyag7VNz0P2ZqvbKXa2JnAc8FLg11ShsCOpc+CXstN1nSPiHsAngBOoSvhfBE4Gvkktt/EK4ImZ+avBguzMlC0+3i4ij8vMNVs1uk8Dh7chYZIG0EtjykhCN1aCe2PgdcD9gZ8CfwJWoIZfHpqZPx0wXEmaUVrj+vupapb/ouZerQ2s346phwGfbkXqNMNExFbAuzLzvhGxB1Wx9Erqs/whNT/yS20+eS/n9f+YG9d67Haglhx6NzWU9DXUiJwVqZzhwiFi7dWUrVOXmWdGxK0RcSM1fvuwnirySLNRDwd++HfVqy2BPSLi81TP/7OoFr0vUhV2/wwsPX5StSQtbG7nwv564LTM/HV7vGdEnAf8qI1seNP0R6mJysyzIuL5EfFX4OLMXCki7k5NNzgcuHpsOkVH5/WxkXt7UPtxcSuqeCtV2fK9bW48rVKrVasnaYEvaTAqM8+iiqO8zIRO0kRFxHpUdbarqGptLwb+QQ3h3p2q0najCZ2khd24svBLtEITvwO2i4jHjrz0JGrR6tUGCFOTNFLsbGyu2R8z89eZeUBm/nDY6CZudK5fW2/uaGqkzWciYtfM/BxVsOfQiHh6e+lfpz/S/k3Z8Mv/90addA9LGlabJP5x4KWZeXpEbERNmF6MmlcwF1gqM787YJiSNKNExEHARtSx8l3A4tT841dSw9keCzzFxrC+tKGYHwbWysw/DR3PvGrrWK8J/CYzfxQRjwc+A+ybmSe3/bwwM68cNNCOTVtSJ0kT0RZHPwv4c2Y+rm17BLAbEFSyd9OAIUrSjBIR+1AFUZ4KvBe4JTOf3C6cN6IqCR+fmT8ZMEzNo06LnS0yMuTy+cALgL9TFfCPysw/trmfZ1Ojb04dKtbZwqRO0qBGiqKsBMzJzN9FxPLUekp/yMynt9dtSCV6VmuTpBGtvP1XqeF6WwI7UoWkls3M64aMTQtOj6Pe2np0mwDvADYHHgJcAnyyVcPfFPh9Zl4yXJSzg0mdpMFFxA5UueY/AT/OzBdHxIrUArm3ZuaugwYoSTPE7V3YR8ThwEHANzNzt7Ztf2AVqqLgv3pLBtS3Vt3ybsBvgW9l5hMiYlFgL2rdvcuBD2Xm9QOGOatMaaEUSbozEbE58CpgJ2rY5aER8bbWurw/sEREPHTIGCVpphgpirJvRBzclnw5BvgWsFhELNMSuucD/5uZN5nQaTqMXwA9M/9MrS+7fkQcmpk3Z+YHqZ66lakpFVpA7KmTNK0iYi5wF+D6zLwhIh5Frb2zEvAS6kLkM8A51DIGc8ZKN0vSwmpclcutqbU7v0r1hvwA+BBwPHWhvAK1lNRFA4Wrhcy47+fuwD2BH2XmOa0A2teAo8eW04iIZe2lW7CmbJ06SRovIh4InAx8H7hfROyUmd+OiMWpyf3HZeYFEXEisC+wemb+csCQJWlw4y6Y7wPcH3hmZv4gIrYDtgX2zMy922uWyswbh4tYC5uR7+fzqCGWx1PLFhyRmcdHxGOAiyLipsw8zoRuwTOpkzQtWkvdu4BjqRbltwIrRcQNmXlTRPwceExbY2lDYBcTOkn6jwvmQ4BdqLXmVqR66M6miqI8JSKWyMzjqCqD0pRr0yN+mpm3RMS63FasZ0/gV9T38q6Z+aaIWAuHXE4Zh19KmnIRsRhwMfCzzNyuPb4C+DKwHrBHe+ku1Mng9W1BUkkS/16v7HnArsBjqJ6QIzLzExGxBLUO3Y8y8+oBw9RCJiLOoqZQ7DBSyfrhwP9k5uMiYg/gA8CzM/OjQ8Y621koRdKUa3Pi9gA2bOvVnAicAuwDfAL4ErUg6ZHAEzPzc+MnXEvSwioi7k2t1bkKVRH4bOBg4DUR8fTM/EdmfsGETtOlVbckM7cCbgVObmvTXQMsR1WzBrgR+Dw1/1NTyJ46SdMmIjaghgr9LDM3Htn+v8A7M/NbPa7DI0kL0h0sW7AB8ELgMuAtmXl9ROwEvJLqufurx05Nhzv4fp5ODfvdjRoe/EYquVsZeLJrzE49kzpJ06qNvz+HGprxvlb98kPAzpn5k0GDk6SBjSuKsj+wOrAs8ApquPqWwF+AY9vizXfNzL8NFa8WLuO+ny8A7p6Zr2iPz6S+m08H7k4NCT4vMy8bKNyFikmdpGnXWpzPpCphPhh4Y2aeMWxUkjRzRMRewCHUMi+HANdT69EtDzwbuBR4A3Utd+tQcWrh1BocngbsnplXjWz/JLBMZm49WHALKatfSpp2mXleRGwLfAV4mgmdpIVdRGwK/DMzz22bNqKGpX8b+HZEHAsck5nbt2JTl7QeE1vnNeUiYgvgAW15gjnAo4Gj66k4AHgE8OXM3C0iPhkRq44me5p6FkqRNIjM/D5wr8w81aIoksQywG8j4h7t8S+A1SJiWYDMPBggIpbJzK9n5u8HilMLp78A74iI/TPzFmq92QOpypYrUBWu1wfIzN1M6KafPXWShuQ8EEkLvTZP6YyIWB04LyL2BE4DjgO2j4gfAA+iik7YIK9pl5nfj4gNgS9FxN8y89iI+ApwdWZeGxG7ATtGxN2AGyzaM/2cUydJkjSAiNga2JoqCf+GzLw6IvYBDgKeQS3U/FxgLlUs5QUWlNKQIuIRVBXrF2fme9oaiU8FDgN2zcwLBw1wIWZSJ0mSNM0i4gnAm6jeuHWBv2fm4e25fajiKPu0Och3AxbLzD8MFrDUjCxP9KLMPCEingF8JzMvGTayhZvDLyVJkqZRRDwO+AywXmZe1oaubRcRzwc+n5knRsStwKkRsXdmfmXQgKURraHh8cD3I+LGzPzg0DHJpE6SJGm6XQcsBaxJLSb+UuBbwBrUnKWtM/NDEfF34IrBopTuQGaeHxHrAzcOHYuKwy8lSZKmWZub9EXgFuCAzPxk2340VRBlb4tNSJooKyhJkiRNs7asy6bAHGCxkaeuBP44SFCSuuXwS0mSpAFk5k8i4onAFyPiZuAaqurlM+ylkzQZDr+UJEkaUKsm+D3gWmCzzLx44JAkdcakTpIkaWARsTZwi2XhJc0LkzpJkiRJ6piFUiRJkiSpYyZ1kiRJktQxkzpJkiRJ6phJnSRJkiR1zKROkiRJkjpmUidJmvUi4p4R8fGI+EVEnB8RZ0bEA4aOS5KkBcGkTpI0q0VEAKcA52Tm/TJzfeAlwD3m89+dsyDikyRpfpnUSZJmu82Bf2Xmu8c2ZOaPgG9GxDER8dOI+ElE7A4QEZtFxOljr42Id0TEM9r9KyLi6Ij4AbBrRBwUERdFxI8j4uPtNXeNiA9ExPci4ocRseN07qwkaeGz6NABSJI0xdYBzr+d7TsDDwMeCqwIfD8ivj6Bf+8PmflwgIj4LbBGZv4zIpZrzx8BfCUz923bvhcRX8rMv83fbkiSdPvsqZMkLaweDZyUmbdk5u+BrwGPmMDf+8TI/R8DH4uIvYCb27YnAodHxAXAOcASwGoLKmhJksazp06SNNtdCOwyidffzH82ei4x7vnRHrdtgU2B7YEjIuIhQABPzsxL5iFWSZImzZ46SdJs9xXgLhGx39iGiFgX+DOwe0TMiYi5VHL2PeBXwNoRcZc2fHKL2/tHI2IR4N6Z+VXgxcCywNLAF4ADW4EWImK9qdoxSZLAnjpJ0iyXmRkROwFvi4gXA/8ArgBeQCVhPwIS+J/MvBogIj4J/BS4HPjhHfzTc4CPRsSyVO/ccZn554h4DfA24Mct8bsc2G5q9k6SJIjMHDoGSZIkSdI8cvilJEmSJHXMpE6SJEmSOmZSJ0mSJEkdM6mTJEmSpI6Z1EmSJElSx0zqJEmSJKljJnWSJEmS1LH/A3dzBSvynbHyAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.figure(figsize=(15, 7))\nchart = sns.countplot(x = 'Course', data = data[data['Year'] == 2])\nchart.set_xticklabels(chart.get_xticklabels(), rotation=45, horizontalalignment='right')","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:15.152208Z","iopub.execute_input":"2024-01-03T19:36:15.153133Z","iopub.status.idle":"2024-01-03T19:36:15.689771Z","shell.execute_reply.started":"2024-01-03T19:36:15.153080Z","shell.execute_reply":"2024-01-03T19:36:15.688582Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"[Text(0, 0, 'Islamic Education'),\n Text(1, 0, 'Engineering'),\n Text(2, 0, 'Pendidikan Islam'),\n Text(3, 0, 'Human Resources'),\n Text(4, 0, 'KENMS'),\n Text(5, 0, 'IT'),\n Text(6, 0, 'Marine science'),\n Text(7, 0, 'KOE'),\n Text(8, 0, 'Business Administration'),\n Text(9, 0, 'BCS'),\n Text(10, 0, 'Usuluddin '),\n Text(11, 0, 'TAASL'),\n Text(12, 0, 'Human Sciences '),\n Text(13, 0, 'Communication '),\n Text(14, 0, 'Diploma Nursing'),\n Text(15, 0, 'Pendidikan Islam '),\n Text(16, 0, 'Koe'),\n Text(17, 0, 'Biomedical science')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x504 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.figure(figsize=(15, 7))\nchart = sns.countplot(x = 'Course', data = data[data['Year'] == 3])\nchart.set_xticklabels(chart.get_xticklabels(), rotation=45, horizontalalignment='right')","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:15.691455Z","iopub.execute_input":"2024-01-03T19:36:15.692583Z","iopub.status.idle":"2024-01-03T19:36:16.032717Z","shell.execute_reply.started":"2024-01-03T19:36:15.692524Z","shell.execute_reply":"2024-01-03T19:36:16.031422Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"[Text(0, 0, 'Law'),\n Text(1, 0, 'Engineering'),\n Text(2, 0, 'BCS'),\n Text(3, 0, 'Accounting '),\n Text(4, 0, 'IT'),\n Text(5, 0, 'Biomedical science'),\n Text(6, 0, 'Koe'),\n Text(7, 0, 'Irkhs'),\n Text(8, 0, 'BENL'),\n Text(9, 0, 'KOE'),\n Text(10, 0, 'MHSC'),\n Text(11, 0, 'Biotechnology'),\n Text(12, 0, 'Fiqh'),\n Text(13, 0, 'DIPLOMA TESL'),\n Text(14, 0, 'Nursing ')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x504 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.figure(figsize=(15, 7))\nchart = sns.countplot(x = 'Course', data = data[data['Year'] == 4])\nchart.set_xticklabels(chart.get_xticklabels(), rotation=45, horizontalalignment='right')","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:16.034718Z","iopub.execute_input":"2024-01-03T19:36:16.035369Z","iopub.status.idle":"2024-01-03T19:36:16.292907Z","shell.execute_reply.started":"2024-01-03T19:36:16.035319Z","shell.execute_reply":"2024-01-03T19:36:16.291467Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"[Text(0, 0, 'Mathemathics'),\n Text(1, 0, 'ENM'),\n Text(2, 0, 'BCS'),\n Text(3, 0, 'Engineering'),\n Text(4, 0, 'Kop'),\n Text(5, 0, 'Pendidikan Islam')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x504 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Year-wise analysis of students from different courses\n##### Here are some of the stats:\n- Maximum students from Year 4 are from Engineering.\n- Missing Courses from the Year 4 (x-axis) must have a course duration of 3 years.\n- Engineering, BCS and IT students rule the survey with maximum number of responses.","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 10))\nsns.stripplot(x = 'Anxiety', y = 'Course', hue = 'Gender', data = data, palette = ['#546D64', '#50FFB1'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:16.294646Z","iopub.execute_input":"2024-01-03T19:36:16.295731Z","iopub.status.idle":"2024-01-03T19:36:16.768469Z","shell.execute_reply.started":"2024-01-03T19:36:16.295679Z","shell.execute_reply":"2024-01-03T19:36:16.767135Z"},"trusted":true},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Anxiety vs Course\n##### Here are some of the stats: \n- Students enrolled in IT experience the maximum anxiety.\n- Students enrolled in fields related to Islam(Islamic Education, Pendidikan Islam, Fiqh, Usuluddin, etc.) and Biology(Human Sciences, Nursing, Biomedical Sciences) are less prone to anxiety.\n- Computer Science(BCS) has almost an equal number of students who experience anxiety and those who not.  ","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 10))\nsns.stripplot(x = 'Depression', y = 'Course', hue = 'Gender', data = data, palette = ['#546D64', '#50FFB1'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:16.770266Z","iopub.execute_input":"2024-01-03T19:36:16.771624Z","iopub.status.idle":"2024-01-03T19:36:17.238421Z","shell.execute_reply.started":"2024-01-03T19:36:16.771568Z","shell.execute_reply":"2024-01-03T19:36:17.237175Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Depression vs Course\n##### Here are some of the stats: \n- Males are less prone to experiencing depression as compared to females.\n- 2/3 females in Psychology experience depression,... Strange!\n- Around 50% of the Students in IT experience depression.","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 10))\nsns.stripplot(x = 'Panic_Attack', y = 'Course', hue = 'Gender', data = data, palette = ['red', 'black'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:17.240071Z","iopub.execute_input":"2024-01-03T19:36:17.240877Z","iopub.status.idle":"2024-01-03T19:36:17.834021Z","shell.execute_reply.started":"2024-01-03T19:36:17.240833Z","shell.execute_reply":"2024-01-03T19:36:17.832408Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Panic Attack vs Course\n##### Here are some of the stats: \n- Males are less prone to experiencing panic attacks as compared to females.\n- Approximately 37.5% of Engineering students experience panic attacks.\n- About 62.5% of IT students experience panic attacks.\n- About 18% of BCS students experience panic attacks.\n","metadata":{}},{"cell_type":"markdown","source":"##### Let's have a look at the age distribution of people","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(14,7))\nax = data[\"Age\"].hist(bins=15, density=True, stacked=True, color='red', alpha=0.6)\ndata[\"Age\"].plot(kind='density', color='black')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:17.835846Z","iopub.execute_input":"2024-01-03T19:36:17.836756Z","iopub.status.idle":"2024-01-03T19:36:18.146674Z","shell.execute_reply.started":"2024-01-03T19:36:17.836703Z","shell.execute_reply":"2024-01-03T19:36:18.145339Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x504 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"#### Few Findings\n- We have students from ages between 18 - 24.\n- We do not have much responses from students aged 20-23.","metadata":{}},{"cell_type":"markdown","source":"**Let's analyse various parameters(Depression, Anxiety, Panic_Attack) yearwise.**","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(14,7))\nsns.violinplot(x = 'Year', y = 'Age', data = data,  hue = 'Depression', palette = ['#84BCDA', '#ECC30B'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:18.148051Z","iopub.execute_input":"2024-01-03T19:36:18.148398Z","iopub.status.idle":"2024-01-03T19:36:18.572419Z","shell.execute_reply.started":"2024-01-03T19:36:18.148367Z","shell.execute_reply":"2024-01-03T19:36:18.571344Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x504 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.figure(figsize=(14,7))\nsns.violinplot(x = 'Year', y = 'Age', data = data,  hue = 'Anxiety', palette = ['#72A98F', '#CBEF43'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:18.576179Z","iopub.execute_input":"2024-01-03T19:36:18.576673Z","iopub.status.idle":"2024-01-03T19:36:18.999215Z","shell.execute_reply.started":"2024-01-03T19:36:18.576634Z","shell.execute_reply":"2024-01-03T19:36:18.997857Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x504 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"plt.figure(figsize=(14,7))\nsns.violinplot(x = 'Year', y = 'Age', data = data,  hue = 'Panic_Attack', palette = ['#FEC0AA', '#EC4E20'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:19.000834Z","iopub.execute_input":"2024-01-03T19:36:19.001250Z","iopub.status.idle":"2024-01-03T19:36:19.422463Z","shell.execute_reply.started":"2024-01-03T19:36:19.001210Z","shell.execute_reply":"2024-01-03T19:36:19.421534Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x504 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Key Findings:\n- Year 4 students do not experience Depression, Anxiety or Panic Attacks except for those who are aged 24\n- Year 3 has a versatile distribution of students. Mixed reviews.\n- Year 1 students aged between 18 - 20 experience the most amongst depression, anxiety, panic attacks.\n- Year 3 students are more anxiety prone.","metadata":{}},{"cell_type":"markdown","source":"**Does CGPA affect mental health?** Let's find out!","metadata":{}},{"cell_type":"code","source":"sns.catplot(data=data, x=\"Year\", y=\"Age\", hue=\"CGPA\", kind=\"violin\", palette=\"Pastel1\",height=10,aspect=2)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:19.423663Z","iopub.execute_input":"2024-01-03T19:36:19.424257Z","iopub.status.idle":"2024-01-03T19:36:20.479838Z","shell.execute_reply.started":"2024-01-03T19:36:19.424217Z","shell.execute_reply":"2024-01-03T19:36:20.478650Z"},"trusted":true},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"<seaborn.axisgrid.FacetGrid at 0x7877da122b10>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1530.5x720 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Few Findings:\n- Year 3 and 4 students who perform academically well and therefore have slight or no mental health problems.\n- Many Year 3 Students have thier GPAs under 2.0.\n- Students from Year 1 and Year 2 perform academically better having their GPAs above 2.5.\n- Year 1 students aged 18- 20 despite having decent GPAs experience mental breakdowns. How is that possible? Maybe self-doubt, imposter syndrome, etc. (Just an assumption) ","metadata":{}},{"cell_type":"markdown","source":"Up next I will plot the classic correlation matrix with a few significant columns.","metadata":{}},{"cell_type":"code","source":"#correlation matrix\ncorrmat= data.corr()\nplt.figure(figsize=(5,5))  \nsns.heatmap(corrmat,annot=True, cmap=None)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:20.481748Z","iopub.execute_input":"2024-01-03T19:36:20.482532Z","iopub.status.idle":"2024-01-03T19:36:20.781434Z","shell.execute_reply.started":"2024-01-03T19:36:20.482481Z","shell.execute_reply":"2024-01-03T19:36:20.780544Z"},"trusted":true},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"<AxesSubplot:>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 360x360 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"##### No way this helps!","metadata":{}},{"cell_type":"markdown","source":"## Data Preprocessing","metadata":{}},{"cell_type":"markdown","source":"In this section,\n\n##### The following steps are involved:\n\n- we will perform label encoding to the columns (CGPA, Depression, Anxiety, Panick_Attack) to get unique numerical value to each attribute.\n- I think we do not require Timestamp, so we'll drop it out.\n- Assigning labels and targets.\n- Splitting the test and training sets.","metadata":{}},{"cell_type":"code","source":"data.drop('Timestamp', axis=1, inplace=True)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:20.782981Z","iopub.execute_input":"2024-01-03T19:36:20.783632Z","iopub.status.idle":"2024-01-03T19:36:20.790025Z","shell.execute_reply.started":"2024-01-03T19:36:20.783594Z","shell.execute_reply":"2024-01-03T19:36:20.788874Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"data.head(20)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:20.796444Z","iopub.execute_input":"2024-01-03T19:36:20.797200Z","iopub.status.idle":"2024-01-03T19:36:20.824532Z","shell.execute_reply.started":"2024-01-03T19:36:20.797158Z","shell.execute_reply":"2024-01-03T19:36:20.822796Z"},"trusted":true},"execution_count":29,"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"    Gender   Age             Course  Year         CGPA Marital_Status  \\\n0   Female  18.0        Engineering     1  3.00 - 3.49             No   \n1     Male  21.0  Islamic Education     2  3.00 - 3.49             No   \n2     Male  19.0                 IT     1  3.00 - 3.49             No   \n3   Female  22.0                Law     3  3.00 - 3.49            Yes   \n4     Male  23.0       Mathemathics     4  3.00 - 3.49             No   \n5     Male  19.0        Engineering     2  3.50 - 4.00             No   \n6   Female  23.0   Pendidikan Islam     2  3.50 - 4.00            Yes   \n7   Female  18.0                BCS     1  3.50 - 4.00             No   \n8   Female  19.0    Human Resources     2  2.50 - 2.99             No   \n9     Male  18.0              Irkhs     1  3.50 - 4.00             No   \n10  Female  20.0         Psychology     1  3.50 - 4.00             No   \n11  Female  24.0        Engineering     3  3.50 - 4.00            Yes   \n12  Female  18.0                BCS     1  3.00 - 3.49             No   \n13    Male  19.0        Engineering     1  3.00 - 3.49             No   \n14  Female  18.0              KENMS     2  3.50 - 4.00             No   \n15    Male  24.0                BCS     3  3.50 - 4.00             No   \n16  Female  24.0        Accounting      3  3.00 - 3.49             No   \n17  Female  24.0                ENM     4  3.00 - 3.49            Yes   \n18  Female  20.0                 IT     2  3.50 - 4.00             No   \n19  Female  18.0     Marine science     2  3.50 - 4.00            Yes   \n\n   Depression Anxiety Panic_Attack Treatment  \n0         Yes      No          Yes        No  \n1          No     Yes           No        No  \n2         Yes     Yes          Yes        No  \n3         Yes      No           No        No  \n4          No      No           No        No  \n5          No      No          Yes        No  \n6         Yes      No          Yes        No  \n7          No     Yes           No        No  \n8          No      No           No        No  \n9          No     Yes          Yes        No  \n10         No      No           No        No  \n11        Yes      No           No        No  \n12        Yes      No           No        No  \n13         No      No           No        No  \n14         No     Yes           No        No  \n15         No      No           No        No  \n16         No      No           No        No  \n17        Yes     Yes          Yes        No  \n18         No     Yes           No        No  \n19        Yes     Yes          Yes        No  ","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>Gender</th>\n      <th>Age</th>\n      <th>Course</th>\n      <th>Year</th>\n      <th>CGPA</th>\n      <th>Marital_Status</th>\n      <th>Depression</th>\n      <th>Anxiety</th>\n      <th>Panic_Attack</th>\n      <th>Treatment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>Engineering</td>\n      <td>1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Male</td>\n      <td>21.0</td>\n      <td>Islamic Education</td>\n      <td>2</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Male</td>\n      <td>19.0</td>\n      <td>IT</td>\n      <td>1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Female</td>\n      <td>22.0</td>\n      <td>Law</td>\n      <td>3</td>\n      <td>3.00 - 3.49</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Male</td>\n      <td>23.0</td>\n      <td>Mathemathics</td>\n      <td>4</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Male</td>\n      <td>19.0</td>\n      <td>Engineering</td>\n      <td>2</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Female</td>\n      <td>23.0</td>\n      <td>Pendidikan Islam</td>\n      <td>2</td>\n      <td>3.50 - 4.00</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>BCS</td>\n      <td>1</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Female</td>\n      <td>19.0</td>\n      <td>Human Resources</td>\n      <td>2</td>\n      <td>2.50 - 2.99</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Male</td>\n      <td>18.0</td>\n      <td>Irkhs</td>\n      <td>1</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Female</td>\n      <td>20.0</td>\n      <td>Psychology</td>\n      <td>1</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Female</td>\n      <td>24.0</td>\n      <td>Engineering</td>\n      <td>3</td>\n      <td>3.50 - 4.00</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>BCS</td>\n      <td>1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Male</td>\n      <td>19.0</td>\n      <td>Engineering</td>\n      <td>1</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>KENMS</td>\n      <td>2</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Male</td>\n      <td>24.0</td>\n      <td>BCS</td>\n      <td>3</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Female</td>\n      <td>24.0</td>\n      <td>Accounting</td>\n      <td>3</td>\n      <td>3.00 - 3.49</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Female</td>\n      <td>24.0</td>\n      <td>ENM</td>\n      <td>4</td>\n      <td>3.00 - 3.49</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Female</td>\n      <td>20.0</td>\n      <td>IT</td>\n      <td>2</td>\n      <td>3.50 - 4.00</td>\n      <td>No</td>\n      <td>No</td>\n      <td>Yes</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Female</td>\n      <td>18.0</td>\n      <td>Marine science</td>\n      <td>2</td>\n      <td>3.50 - 4.00</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>Yes</td>\n      <td>No</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\nencoder = LabelEncoder()\ncategorical_columns= [x for x in data.columns if data.dtypes[x] == 'object']\nfor column in categorical_columns:\n    data[column] = encoder.fit_transform(data[column])\ndata.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:20.826174Z","iopub.execute_input":"2024-01-03T19:36:20.826569Z","iopub.status.idle":"2024-01-03T19:36:20.853526Z","shell.execute_reply.started":"2024-01-03T19:36:20.826532Z","shell.execute_reply":"2024-01-03T19:36:20.852563Z"},"trusted":true},"execution_count":30,"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"   Gender   Age  Course  Year  CGPA  Marital_Status  Depression  Anxiety  \\\n0       0  18.0      14     1     3               0           1        0   \n1       1  21.0      20     2     3               0           0        1   \n2       1  19.0      18     1     3               0           1        1   \n3       0  22.0      25     3     3               1           1        0   \n4       1  23.0      29     4     3               0           0        0   \n\n   Panic_Attack  Treatment  \n0             1          0  \n1             0          0  \n2             1          0  \n3             0          0  \n4             0          0  ","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>Gender</th>\n      <th>Age</th>\n      <th>Course</th>\n      <th>Year</th>\n      <th>CGPA</th>\n      <th>Marital_Status</th>\n      <th>Depression</th>\n      <th>Anxiety</th>\n      <th>Panic_Attack</th>\n      <th>Treatment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>18.0</td>\n      <td>14</td>\n      <td>1</td>\n      <td>3</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>21.0</td>\n      <td>20</td>\n      <td>2</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1</td>\n      <td>19.0</td>\n      <td>18</td>\n      <td>1</td>\n      <td>3</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>22.0</td>\n      <td>25</td>\n      <td>3</td>\n      <td>3</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1</td>\n      <td>23.0</td>\n      <td>29</td>\n      <td>4</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#correlation matrix\ncorrmat= data.corr()\nplt.figure(figsize=(10,10))  \nsns.heatmap(corrmat,annot=True, cmap=None)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:20.854743Z","iopub.execute_input":"2024-01-03T19:36:20.855826Z","iopub.status.idle":"2024-01-03T19:36:21.829486Z","shell.execute_reply.started":"2024-01-03T19:36:20.855785Z","shell.execute_reply":"2024-01-03T19:36:21.828142Z"},"trusted":true},"execution_count":31,"outputs":[{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"<AxesSubplot:>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"#### Few Findings:\n- Marital_Status shows a close association with Depression.\n- Depression. Anxiety, Panick_Attack show a significant correlation.\n- Medical assistance(Treatment) shows a slight correlation with Marital_Status ","metadata":{}},{"cell_type":"markdown","source":"## Model Selection","metadata":{}},{"cell_type":"markdown","source":"For model selection, I will be building pipelines of five different classifiers and select one with the best fit results.\n\nIn this section:\n- Split data into trainig and testing sets\n- Assigning targets and features\n- The model pipelines with preprocessing:\n- Fitting the training set to the various models.\n- Getting the confusion matrix and accuracy scores.\n- Picking the best classifier.","metadata":{}},{"cell_type":"code","source":"X = data.drop([\"CGPA\"],axis=1)\ny = data[\"CGPA\"]","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:21.831159Z","iopub.execute_input":"2024-01-03T19:36:21.831592Z","iopub.status.idle":"2024-01-03T19:36:21.841449Z","shell.execute_reply.started":"2024-01-03T19:36:21.831539Z","shell.execute_reply":"2024-01-03T19:36:21.840124Z"},"trusted":true},"execution_count":32,"outputs":[]},{"cell_type":"code","source":"#spliting test and training sets\nX_train, X_test, y_train,y_test = train_test_split(X, y, test_size = 0.3, random_state = 42)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:21.843085Z","iopub.execute_input":"2024-01-03T19:36:21.844548Z","iopub.status.idle":"2024-01-03T19:36:21.854624Z","shell.execute_reply.started":"2024-01-03T19:36:21.844494Z","shell.execute_reply":"2024-01-03T19:36:21.853066Z"},"trusted":true},"execution_count":33,"outputs":[]},{"cell_type":"code","source":"#A quick model selection process\n#pipelines of models( it is short was to fit and pred)\npipeline_lr=Pipeline([('lr_classifier',LogisticRegression(random_state=42))])\n\npipeline_dt=Pipeline([ ('dt_classifier',DecisionTreeClassifier(random_state=42))])\n\npipeline_rf=Pipeline([('rf_classifier',RandomForestClassifier())])\n\npipeline_svc=Pipeline([('sv_classifier',SVC())])\n\n# List of all the pipelines\npipelines = [pipeline_lr, pipeline_dt, pipeline_rf, pipeline_svc]\n\n# Dictionary of pipelines and classifier types for ease of reference\npipe_dict = {0: 'Logistic Regression', 1: 'Decision Tree', 2: 'RandomForest', 3: \"SVC\"}\n\n\n# Fit the pipelines\nfor pipe in pipelines:\n    pipe.fit(X_train, y_train)\n\n#cross validation on accuracy \ncv_results_accuracy = []\nfor i, model in enumerate(pipelines):\n    cv_score = cross_val_score(model, X_train,y_train, cv=10 )\n    cv_results_accuracy.append(cv_score)\n    print(\"%s: %f \" % (pipe_dict[i], cv_score.mean()))","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:21.856526Z","iopub.execute_input":"2024-01-03T19:36:21.856936Z","iopub.status.idle":"2024-01-03T19:36:24.738536Z","shell.execute_reply.started":"2024-01-03T19:36:21.856900Z","shell.execute_reply":"2024-01-03T19:36:24.737312Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"Logistic Regression: 0.557143 \nDecision Tree: 0.471429 \nRandomForest: 0.628571 \nSVC: 0.500000 \n","output_type":"stream"}]},{"cell_type":"markdown","source":"So Random Forest does best amongst the models to be the most accurate. Let us build a better random forest with grid search cv. Let's find out how it performs on testset","metadata":{}},{"cell_type":"markdown","source":"## Model Evaluation","metadata":{}},{"cell_type":"markdown","source":"##### The following steps are involved:\n- Build a Random Forest model.\n- Create classification report.\n- Visualize the confusion matrix","metadata":{}},{"cell_type":"code","source":"#taking look at the test set\npred_rfc = pipeline_rf.predict(X_test)\naccuracy = accuracy_score(y_test, pred_rfc)\nprint(accuracy)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:24.740208Z","iopub.execute_input":"2024-01-03T19:36:24.740634Z","iopub.status.idle":"2024-01-03T19:36:24.769715Z","shell.execute_reply.started":"2024-01-03T19:36:24.740597Z","shell.execute_reply":"2024-01-03T19:36:24.768353Z"},"trusted":true},"execution_count":35,"outputs":[{"name":"stdout","text":"0.5\n","output_type":"stream"}]},{"cell_type":"code","source":"RF_model = RandomForestClassifier()\nRF_model.fit(X_train, y_train)\n#Testing the Model on test set\npredictions=RF_model.predict(X_test)\nacccuracy= accuracy_score(y_test,predictions)\nacccuracy","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:24.770931Z","iopub.execute_input":"2024-01-03T19:36:24.771278Z","iopub.status.idle":"2024-01-03T19:36:24.992326Z","shell.execute_reply.started":"2024-01-03T19:36:24.771244Z","shell.execute_reply":"2024-01-03T19:36:24.991117Z"},"trusted":true},"execution_count":36,"outputs":[{"execution_count":36,"output_type":"execute_result","data":{"text/plain":"0.5"},"metadata":{}}]},{"cell_type":"code","source":"acccuracy = accuracy_score(y_test, predictions)\nrecall = recall_score(y_test, predictions, average=\"weighted\")\nprecision = precision_score(y_test, predictions, average=\"weighted\")\nf1_score = f1_score(y_test, predictions, average=\"micro\")\n\nprint(\"********* Random Forest Results *********\")\nprint(\"Accuracy    : \", acccuracy)\nprint(\"Recall      : \", recall)\nprint(\"Precision   : \", precision)\nprint(\"F1 Score    : \", f1_score)","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:24.993624Z","iopub.execute_input":"2024-01-03T19:36:24.993990Z","iopub.status.idle":"2024-01-03T19:36:25.011239Z","shell.execute_reply.started":"2024-01-03T19:36:24.993953Z","shell.execute_reply":"2024-01-03T19:36:25.009803Z"},"trusted":true},"execution_count":37,"outputs":[{"name":"stdout","text":"********* Random Forest Results *********\nAccuracy    :  0.5\nRecall      :  0.5\nPrecision   :  0.4497354497354497\nF1 Score    :  0.5\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, predictions))","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:25.015380Z","iopub.execute_input":"2024-01-03T19:36:25.015798Z","iopub.status.idle":"2024-01-03T19:36:25.028236Z","shell.execute_reply.started":"2024-01-03T19:36:25.015762Z","shell.execute_reply":"2024-01-03T19:36:25.026725Z"},"trusted":true},"execution_count":38,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n           0       0.00      0.00      0.00         2\n           1       0.00      0.00      0.00         1\n           2       0.00      0.00      0.00         1\n           3       0.48      0.83      0.61        12\n           4       0.56      0.36      0.43        14\n\n    accuracy                           0.50        30\n   macro avg       0.21      0.24      0.21        30\nweighted avg       0.45      0.50      0.45        30\n\n","output_type":"stream"}]},{"cell_type":"code","source":"# confusion matrix\nplt.subplots(figsize=(12,8))\ncf_matrix = confusion_matrix(y_test, predictions)\nsns.heatmap(cf_matrix/np.sum(cf_matrix), cmap=None,annot = True, annot_kws = {'size':15})","metadata":{"execution":{"iopub.status.busy":"2024-01-03T19:36:25.029862Z","iopub.execute_input":"2024-01-03T19:36:25.030358Z","iopub.status.idle":"2024-01-03T19:36:25.437379Z","shell.execute_reply.started":"2024-01-03T19:36:25.030321Z","shell.execute_reply":"2024-01-03T19:36:25.436026Z"},"trusted":true},"execution_count":39,"outputs":[{"execution_count":39,"output_type":"execute_result","data":{"text/plain":"<AxesSubplot:>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"## Conclusion","metadata":{}}]}