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diff --git a/Machine Learning/Algorithms/Decision Tree Regressor/README.md b/Machine Learning/Algorithms/Decision Tree Regressor/README.md
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+## **DECISION TREE REGRESSOR**
+
+**INTRODUCTION**
+
+Decision Tree is one of the efficient and highly used alorithm in machine learning.
+
+We can use decision tree algorithm in two types as:
+
+Decision Tree Classifier (for classification tasks)
+
+Decision Tree Regressor (for regression tasks)
+
+**PURPOSE**
+
+The main prupose is to give a clear understanding on what basically Decision Tree Fegressor algorithm is all about, its working, usage, libaries used, advantages, disadvantages etc.
+
+**DATASET**
+
+For the dataset being used in this project [click here](https://www.kaggle.com/benroshan/factors-affecting-campus-placement)
+
+
+
+**BRIEF EXPLANATION**
+- Let's understand Decision Tree regressor algorithm with help of the poject 'Campus Placement Analysis & Prediction' 
+
+Campus placement or campus recruiting is a program conducted within universities or other educational institutions to provide jobs to students nearing completion of their studies. In this type of program, the educational institutions partner with corporations who wish to recruit from the student population.
+
+
+Here, in this project we will analyze various features that affect campus placements and then perform prediction using decision tree regressor algorithm.
+
+
+
+**WORKING CONDITIONS**
+1.  Data preprocessing and exploration to understand what kind of data will we working on.
+
+- Here we work on preprocessing and exploring the data to understand what kind of data we are working on, it's shape, memory usage, columns, data types etc.
+
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr1.jpg)
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr2.jpg)
+
+- Also, we need to check for any null or missing values, if found then replace or remove them accordingly.
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr3.jpg)
+
+2.  Data visualization to draw insights and get better underdstanding on different columns present in the dataset.
+
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr4.jpg)
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr5.jpg)
+
+ Insights drawn through data visualization & analysis:
+*   64.65% candidate are males and rest 35.35 % are females.
+*   Lowest SSC percentage among all candidates is 40.89% and highest is 89.4%.
+*   53.95 % of candidates gave their SSC exams under Central Board and rest 46.05% were from other board.
+*  Lowest HSC percentage among all candidates is 37.0% and highest is 97.7%.
+*  Only 39.07 % of candidates gave their HSC exams under Central Board and rest 60.93% were from other board.
+*  Among all the candidates 52.56% candidates are from commmerce stream, 42.33% candidates are from Science stream and rest 5.12% candidates are from Arts Stream.
+*  Lowest Degree percentage among all candidates is 50.0% and highest is 91.0%.
+*  Degree title of 67.44% candidates is Commerce & Management, for 27.44% candidates is Science & Technology and rest 5.12% have other degree title.
+*  65.58 % candidates have no work experience and rest 34.42% have valid work experience.
+*  Lowest Employability test percentage ( conducted by college) percentage among all candidates is 50.0% and highest is 98.0%.
+*  Among all the candidates 55.81% candidates have Marketing & Finance Post Graduation(MBA)- Specialization and rest 44.19 % have Marketing & HR Post Graduation(MBA)- Specialization.
+* Among all the candidates 68.84% candidates have been successfully placed and rest 31.16 % have not been placed.
+
+
+
+
+3. Data training using train-test-split method from sklearn to split the data into training and testing data and then  Model creation using decision tree regressor algorithm, where we import the model, then initialize it and fit training data into it and lastly perform predictions on the test data.
+
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr6.jpg)
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr7.jpg)
+
+
+
+5.  Checking performance by error and accuracy check to find how efficient algorithm performed for this project.
+
+![](https://github.com/ayushi424/DS-ScriptsNook/blob/main/Machine%20Learning/Algorithms/Decision%20Tree%20Regressor/Images/dtr8.jpg)
+
+
+
+
+**USAGE**
+- It is basically used for REGRESSION TASKS.
+- Various sectors as engineering, healthcare, education etc.
+
+**USE CASES**
+- Regression tasks.
+- Mainly used for complex projects.
+- Used in projects where there are more number of features.
+
+**LIBRARIES USED**
+- pandas
+- matplotlib
+- seaborn
+- sklearn
+- numpy
+
+**ADVANTAGES**
+- Requires little data preparation. Other techniques often require data normalisation, dummy variables need to be created and blank values to be removed. Note however that this module does not support missing values.
+- Easy understand & interpret
+- Good for Regression tasks
+
+
+**DISADVANTAGES**
+- Decision-tree learners can create over-complex trees that do not generalise the data well. This is called overfitting. Mechanisms such as pruning, setting the minimum number of samples required at a leaf node or setting the maximum depth of the tree are necessary to avoid this problem.
+- Relationship between features should be well understood or else it might give low performance efficiency.
+- Can give low accuracy if features are not identified properly.
+- Cannot be used for classification projects.
+
+**APPLICATIONS**
+
+- Used in different various regression tasks.
+- Decision trees are used for handling non-linear data sets effectively.
+- The decision tree tool is used in real life in many areas such as engineering, healthcare, civil planning, law, and business.
+- Can help in improving business plan by providing fruitful insights and prediction analysis.
+
+**CONCLUSION**
+
+*  Decision Tree Regressor is one of the most efficient classification algorithm which is highly used for classification tasks.
+
+*  For this project i.e. 'Campus Placement Analysis & Prediction'  , accuracy of decision tree regressor is 1.00 i.e. 100%
+
+*  It Can help in improving business plan by providing fruitful insights and prediction analysis.
+
+
+**Some beginner friendly REFERENCES**
+
+- https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html
+- https://scikit-learn.org/stable/auto_examples/tree/plot_tree_regression.html
+- https://www.geeksforgeeks.org/python-decision-tree-regression-using-sklearn/
+- https://towardsdatascience.com/machine-learning-basics-decision-tree-regression-1d73ea003fda
+
+
+**Author**
+
+[Ayushi Shrivastava](https://github.com/ayushi424)
+
+**Happy Learning :)**
diff --git a/Machine Learning/Algorithms/Decision Tree Regressor/decision_tree_regressor.ipynb b/Machine Learning/Algorithms/Decision Tree Regressor/decision_tree_regressor.ipynb
new file mode 100644
index 00000000..cd008a07
--- /dev/null
+++ b/Machine Learning/Algorithms/Decision Tree Regressor/decision_tree_regressor.ipynb	
@@ -0,0 +1,2190 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "decision_tree_regressor.ipynb",
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6YhCHr6ig6E4"
+      },
+      "source": [
+        "# **Decision Tree Regressor**\n",
+        "\n",
+        "- Decision Tree is one of the efficient and highly used alorithm in machine learning.\n",
+        "\n",
+        "- We can use decision tree algorithm in two types as:\n",
+        "\n",
+        "1. Decision Tree Classifier (for classification tasks)\n",
+        "\n",
+        "2. Decision Tree Regressor (for regression tasks)\n",
+        "\n",
+        "- Let's understand this algorithm with help of a project i.e. campus placement analysis & prediction.\n",
+        "\n",
+        "Campus placement or campus recruiting is a program conducted within universities or other educational institutions to provide jobs to students nearing completion of their studies. In this type of program, the educational institutions partner with corporations who wish to recruit from the student population.\n",
+        "\n",
+        "\n",
+        "Here, in this project we will analyze various features that affect campus placements and then perform prediction using decision tree regressor algorithm.\n",
+        "\n",
+        "Following steps are followed:\n",
+        "\n",
+        "-  Data preprocessing and exploration to understand what kind of data will we working on.\n",
+        "-  Data Visualization to draw insights and get better underdstanding on different columns present in the dataset which will also give clear analysis.\n",
+        "-  Data Training using train-test-split method from sklearn to split the data into training and testing data & Model Creation using decision tree regressor algorithm.\n",
+        "-  Performance Evaluation by error and accuracy check to find how efficient algorithm is for this project.\n",
+        "\n",
+        "For the dataset being used in this project [click here](https://www.kaggle.com/benroshan/factors-affecting-campus-placement)\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "T84O_39YiSF2"
+      },
+      "source": [
+        "### **Data Preprocessing & Exploration**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "GJPbA6vHi4D4"
+      },
+      "source": [
+        "#importing pandas library.\n",
+        "import pandas as pd"
+      ],
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 415
+        },
+        "id": "oByP1nWgjLds",
+        "outputId": "89711f22-2d48-4e0a-c964-fede8064cb0c"
+      },
+      "source": [
+        "#loading and reading data through following\n",
+        "data=pd.read_csv('/content/Placement_Data_Full_Class.csv')\n",
+        "data"
+      ],
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "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>sl_no</th>\n",
+              "      <th>gender</th>\n",
+              "      <th>ssc_p</th>\n",
+              "      <th>ssc_b</th>\n",
+              "      <th>hsc_p</th>\n",
+              "      <th>hsc_b</th>\n",
+              "      <th>hsc_s</th>\n",
+              "      <th>degree_p</th>\n",
+              "      <th>degree_t</th>\n",
+              "      <th>workex</th>\n",
+              "      <th>etest_p</th>\n",
+              "      <th>specialisation</th>\n",
+              "      <th>mba_p</th>\n",
+              "      <th>status</th>\n",
+              "      <th>salary</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>M</td>\n",
+              "      <td>67.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>91.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>58.00</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>55.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>58.80</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>270000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2</td>\n",
+              "      <td>M</td>\n",
+              "      <td>79.33</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>78.33</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>77.48</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>86.5</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>66.28</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>200000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3</td>\n",
+              "      <td>M</td>\n",
+              "      <td>65.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>68.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Arts</td>\n",
+              "      <td>64.00</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>75.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>57.80</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>250000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4</td>\n",
+              "      <td>M</td>\n",
+              "      <td>56.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>52.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>52.00</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>66.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>59.43</td>\n",
+              "      <td>Not Placed</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5</td>\n",
+              "      <td>M</td>\n",
+              "      <td>85.80</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>73.60</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>73.30</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>96.8</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>55.50</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>425000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>210</th>\n",
+              "      <td>211</td>\n",
+              "      <td>M</td>\n",
+              "      <td>80.60</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>82.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>77.60</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>91.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>74.49</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>400000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>211</th>\n",
+              "      <td>212</td>\n",
+              "      <td>M</td>\n",
+              "      <td>58.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>60.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>72.00</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>74.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>53.62</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>275000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>212</th>\n",
+              "      <td>213</td>\n",
+              "      <td>M</td>\n",
+              "      <td>67.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>67.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>73.00</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>59.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>69.72</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>295000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>213</th>\n",
+              "      <td>214</td>\n",
+              "      <td>F</td>\n",
+              "      <td>74.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>66.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>58.00</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>70.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>60.23</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>204000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>214</th>\n",
+              "      <td>215</td>\n",
+              "      <td>M</td>\n",
+              "      <td>62.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>58.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>53.00</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>89.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>60.22</td>\n",
+              "      <td>Not Placed</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>215 rows × 15 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     sl_no gender  ssc_p    ssc_b  ...  specialisation  mba_p      status    salary\n",
+              "0        1      M  67.00   Others  ...          Mkt&HR  58.80      Placed  270000.0\n",
+              "1        2      M  79.33  Central  ...         Mkt&Fin  66.28      Placed  200000.0\n",
+              "2        3      M  65.00  Central  ...         Mkt&Fin  57.80      Placed  250000.0\n",
+              "3        4      M  56.00  Central  ...          Mkt&HR  59.43  Not Placed       NaN\n",
+              "4        5      M  85.80  Central  ...         Mkt&Fin  55.50      Placed  425000.0\n",
+              "..     ...    ...    ...      ...  ...             ...    ...         ...       ...\n",
+              "210    211      M  80.60   Others  ...         Mkt&Fin  74.49      Placed  400000.0\n",
+              "211    212      M  58.00   Others  ...         Mkt&Fin  53.62      Placed  275000.0\n",
+              "212    213      M  67.00   Others  ...         Mkt&Fin  69.72      Placed  295000.0\n",
+              "213    214      F  74.00   Others  ...          Mkt&HR  60.23      Placed  204000.0\n",
+              "214    215      M  62.00  Central  ...          Mkt&HR  60.22  Not Placed       NaN\n",
+              "\n",
+              "[215 rows x 15 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 2
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "xODVJCqgjba3",
+        "outputId": "abff00b4-720b-4b83-d2e9-ce7438ae6b0f"
+      },
+      "source": [
+        "#to view shape of the dataset i.e. total number of rows and columns.\n",
+        "data.shape"
+      ],
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(215, 15)"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 202
+        },
+        "id": "SH7AXlhkjf2I",
+        "outputId": "91d8be43-8264-430c-d1e4-fe2c52f3fdef"
+      },
+      "source": [
+        "#to view first 5 rows of the dataset.\n",
+        "data.head()"
+      ],
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "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>sl_no</th>\n",
+              "      <th>gender</th>\n",
+              "      <th>ssc_p</th>\n",
+              "      <th>ssc_b</th>\n",
+              "      <th>hsc_p</th>\n",
+              "      <th>hsc_b</th>\n",
+              "      <th>hsc_s</th>\n",
+              "      <th>degree_p</th>\n",
+              "      <th>degree_t</th>\n",
+              "      <th>workex</th>\n",
+              "      <th>etest_p</th>\n",
+              "      <th>specialisation</th>\n",
+              "      <th>mba_p</th>\n",
+              "      <th>status</th>\n",
+              "      <th>salary</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>M</td>\n",
+              "      <td>67.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>91.00</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>58.00</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>55.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>58.80</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>270000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2</td>\n",
+              "      <td>M</td>\n",
+              "      <td>79.33</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>78.33</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>77.48</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>86.5</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>66.28</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>200000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3</td>\n",
+              "      <td>M</td>\n",
+              "      <td>65.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>68.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Arts</td>\n",
+              "      <td>64.00</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>75.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>57.80</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>250000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4</td>\n",
+              "      <td>M</td>\n",
+              "      <td>56.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>52.00</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>52.00</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>66.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>59.43</td>\n",
+              "      <td>Not Placed</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5</td>\n",
+              "      <td>M</td>\n",
+              "      <td>85.80</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>73.60</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>73.30</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>96.8</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>55.50</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>425000.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   sl_no gender  ssc_p    ssc_b  ...  specialisation  mba_p      status    salary\n",
+              "0      1      M  67.00   Others  ...          Mkt&HR  58.80      Placed  270000.0\n",
+              "1      2      M  79.33  Central  ...         Mkt&Fin  66.28      Placed  200000.0\n",
+              "2      3      M  65.00  Central  ...         Mkt&Fin  57.80      Placed  250000.0\n",
+              "3      4      M  56.00  Central  ...          Mkt&HR  59.43  Not Placed       NaN\n",
+              "4      5      M  85.80  Central  ...         Mkt&Fin  55.50      Placed  425000.0\n",
+              "\n",
+              "[5 rows x 15 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 202
+        },
+        "id": "MyGMH-v5jjrO",
+        "outputId": "fcc057c0-c3d9-49fc-8694-162225752079"
+      },
+      "source": [
+        "#to view last 5 rows of the dataset.\n",
+        "data.tail()"
+      ],
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "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>sl_no</th>\n",
+              "      <th>gender</th>\n",
+              "      <th>ssc_p</th>\n",
+              "      <th>ssc_b</th>\n",
+              "      <th>hsc_p</th>\n",
+              "      <th>hsc_b</th>\n",
+              "      <th>hsc_s</th>\n",
+              "      <th>degree_p</th>\n",
+              "      <th>degree_t</th>\n",
+              "      <th>workex</th>\n",
+              "      <th>etest_p</th>\n",
+              "      <th>specialisation</th>\n",
+              "      <th>mba_p</th>\n",
+              "      <th>status</th>\n",
+              "      <th>salary</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>210</th>\n",
+              "      <td>211</td>\n",
+              "      <td>M</td>\n",
+              "      <td>80.6</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>82.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>77.6</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>91.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>74.49</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>400000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>211</th>\n",
+              "      <td>212</td>\n",
+              "      <td>M</td>\n",
+              "      <td>58.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>60.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>72.0</td>\n",
+              "      <td>Sci&amp;Tech</td>\n",
+              "      <td>No</td>\n",
+              "      <td>74.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>53.62</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>275000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>212</th>\n",
+              "      <td>213</td>\n",
+              "      <td>M</td>\n",
+              "      <td>67.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>67.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>73.0</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>59.0</td>\n",
+              "      <td>Mkt&amp;Fin</td>\n",
+              "      <td>69.72</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>295000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>213</th>\n",
+              "      <td>214</td>\n",
+              "      <td>F</td>\n",
+              "      <td>74.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>66.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Commerce</td>\n",
+              "      <td>58.0</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>70.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>60.23</td>\n",
+              "      <td>Placed</td>\n",
+              "      <td>204000.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>214</th>\n",
+              "      <td>215</td>\n",
+              "      <td>M</td>\n",
+              "      <td>62.0</td>\n",
+              "      <td>Central</td>\n",
+              "      <td>58.0</td>\n",
+              "      <td>Others</td>\n",
+              "      <td>Science</td>\n",
+              "      <td>53.0</td>\n",
+              "      <td>Comm&amp;Mgmt</td>\n",
+              "      <td>No</td>\n",
+              "      <td>89.0</td>\n",
+              "      <td>Mkt&amp;HR</td>\n",
+              "      <td>60.22</td>\n",
+              "      <td>Not Placed</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     sl_no gender  ssc_p    ssc_b  ...  specialisation  mba_p      status    salary\n",
+              "210    211      M   80.6   Others  ...         Mkt&Fin  74.49      Placed  400000.0\n",
+              "211    212      M   58.0   Others  ...         Mkt&Fin  53.62      Placed  275000.0\n",
+              "212    213      M   67.0   Others  ...         Mkt&Fin  69.72      Placed  295000.0\n",
+              "213    214      F   74.0   Others  ...          Mkt&HR  60.23      Placed  204000.0\n",
+              "214    215      M   62.0  Central  ...          Mkt&HR  60.22  Not Placed       NaN\n",
+              "\n",
+              "[5 rows x 15 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 5
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "tKYC50w3jnjH",
+        "outputId": "c907414e-f1a4-4ae4-9a2d-4f7c0bc6d7da"
+      },
+      "source": [
+        "#to view different columns of the dataset.\n",
+        "data.columns"
+      ],
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['sl_no', 'gender', 'ssc_p', 'ssc_b', 'hsc_p', 'hsc_b', 'hsc_s',\n",
+              "       'degree_p', 'degree_t', 'workex', 'etest_p', 'specialisation', 'mba_p',\n",
+              "       'status', 'salary'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 6
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4U_sbbu1jttM",
+        "outputId": "2d4bac30-1b5f-4174-f220-cf9ff06683ce"
+      },
+      "source": [
+        "#to view memory usage, non-null values, datatypes of columns.\n",
+        "data.info()"
+      ],
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 215 entries, 0 to 214\n",
+            "Data columns (total 15 columns):\n",
+            " #   Column          Non-Null Count  Dtype  \n",
+            "---  ------          --------------  -----  \n",
+            " 0   sl_no           215 non-null    int64  \n",
+            " 1   gender          215 non-null    object \n",
+            " 2   ssc_p           215 non-null    float64\n",
+            " 3   ssc_b           215 non-null    object \n",
+            " 4   hsc_p           215 non-null    float64\n",
+            " 5   hsc_b           215 non-null    object \n",
+            " 6   hsc_s           215 non-null    object \n",
+            " 7   degree_p        215 non-null    float64\n",
+            " 8   degree_t        215 non-null    object \n",
+            " 9   workex          215 non-null    object \n",
+            " 10  etest_p         215 non-null    float64\n",
+            " 11  specialisation  215 non-null    object \n",
+            " 12  mba_p           215 non-null    float64\n",
+            " 13  status          215 non-null    object \n",
+            " 14  salary          148 non-null    float64\n",
+            "dtypes: float64(6), int64(1), object(8)\n",
+            "memory usage: 25.3+ KB\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 294
+        },
+        "id": "hRUhtHCQjx-y",
+        "outputId": "7b95ef2b-b58f-4875-d57f-5281c98b5f06"
+      },
+      "source": [
+        "#to view statistical summary of the dataset.\n",
+        "data.describe()"
+      ],
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "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>sl_no</th>\n",
+              "      <th>ssc_p</th>\n",
+              "      <th>hsc_p</th>\n",
+              "      <th>degree_p</th>\n",
+              "      <th>etest_p</th>\n",
+              "      <th>mba_p</th>\n",
+              "      <th>salary</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>148.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>108.000000</td>\n",
+              "      <td>67.303395</td>\n",
+              "      <td>66.333163</td>\n",
+              "      <td>66.370186</td>\n",
+              "      <td>72.100558</td>\n",
+              "      <td>62.278186</td>\n",
+              "      <td>288655.405405</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>62.209324</td>\n",
+              "      <td>10.827205</td>\n",
+              "      <td>10.897509</td>\n",
+              "      <td>7.358743</td>\n",
+              "      <td>13.275956</td>\n",
+              "      <td>5.833385</td>\n",
+              "      <td>93457.452420</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>40.890000</td>\n",
+              "      <td>37.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>51.210000</td>\n",
+              "      <td>200000.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>54.500000</td>\n",
+              "      <td>60.600000</td>\n",
+              "      <td>60.900000</td>\n",
+              "      <td>61.000000</td>\n",
+              "      <td>60.000000</td>\n",
+              "      <td>57.945000</td>\n",
+              "      <td>240000.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>108.000000</td>\n",
+              "      <td>67.000000</td>\n",
+              "      <td>65.000000</td>\n",
+              "      <td>66.000000</td>\n",
+              "      <td>71.000000</td>\n",
+              "      <td>62.000000</td>\n",
+              "      <td>265000.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>161.500000</td>\n",
+              "      <td>75.700000</td>\n",
+              "      <td>73.000000</td>\n",
+              "      <td>72.000000</td>\n",
+              "      <td>83.500000</td>\n",
+              "      <td>66.255000</td>\n",
+              "      <td>300000.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>215.000000</td>\n",
+              "      <td>89.400000</td>\n",
+              "      <td>97.700000</td>\n",
+              "      <td>91.000000</td>\n",
+              "      <td>98.000000</td>\n",
+              "      <td>77.890000</td>\n",
+              "      <td>940000.000000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "            sl_no       ssc_p  ...       mba_p         salary\n",
+              "count  215.000000  215.000000  ...  215.000000     148.000000\n",
+              "mean   108.000000   67.303395  ...   62.278186  288655.405405\n",
+              "std     62.209324   10.827205  ...    5.833385   93457.452420\n",
+              "min      1.000000   40.890000  ...   51.210000  200000.000000\n",
+              "25%     54.500000   60.600000  ...   57.945000  240000.000000\n",
+              "50%    108.000000   67.000000  ...   62.000000  265000.000000\n",
+              "75%    161.500000   75.700000  ...   66.255000  300000.000000\n",
+              "max    215.000000   89.400000  ...   77.890000  940000.000000\n",
+              "\n",
+              "[8 rows x 7 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "TOjro6a6j2mK",
+        "outputId": "2060794a-d29f-4038-f7d6-0b9e11738c0a"
+      },
+      "source": [
+        "#to check for any missing or null values in the dataset.\n",
+        "data.isnull().sum()"
+      ],
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "sl_no              0\n",
+              "gender             0\n",
+              "ssc_p              0\n",
+              "ssc_b              0\n",
+              "hsc_p              0\n",
+              "hsc_b              0\n",
+              "hsc_s              0\n",
+              "degree_p           0\n",
+              "degree_t           0\n",
+              "workex             0\n",
+              "etest_p            0\n",
+              "specialisation     0\n",
+              "mba_p              0\n",
+              "status             0\n",
+              "salary            67\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "AfuJAlOLj9f0"
+      },
+      "source": [
+        "There are 67 null values in 'salary', we can't proceed with this.\n",
+        "\n",
+        "We need to replace the null values by the mean of that respective column."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "pnSk3sD8j8PK",
+        "outputId": "a34a87b8-f8f0-447b-d6aa-6731696fb7f1"
+      },
+      "source": [
+        "data['salary'].isnull().sum()"
+      ],
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "67"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "gZHCyy3ikXZq",
+        "outputId": "4d7e5aab-6e58-4107-ce06-3e7cba39632a"
+      },
+      "source": [
+        "data['salary'].mean()"
+      ],
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "288655.4054054054"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "qxw3Xx4DkbDR"
+      },
+      "source": [
+        "data['salary'].fillna('288655',inplace=True)\n",
+        "# fillna fucntion will fill the null values(where null=TRUE) with the mean value."
+      ],
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "0fYErbhak0lC",
+        "outputId": "fa041cc1-0cad-41ee-9a05-805ae60f1c3b"
+      },
+      "source": [
+        "data['salary'].isnull().sum()"
+      ],
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2HXAHhI0k5Ej",
+        "outputId": "716bbcd8-5a6e-455b-9c69-285c2a1b0d9c"
+      },
+      "source": [
+        "#to check again for any missing or null values in the dataset.\n",
+        "data.isnull().sum()"
+      ],
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "sl_no             0\n",
+              "gender            0\n",
+              "ssc_p             0\n",
+              "ssc_b             0\n",
+              "hsc_p             0\n",
+              "hsc_b             0\n",
+              "hsc_s             0\n",
+              "degree_p          0\n",
+              "degree_t          0\n",
+              "workex            0\n",
+              "etest_p           0\n",
+              "specialisation    0\n",
+              "mba_p             0\n",
+              "status            0\n",
+              "salary            0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 14
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "GaZNSaeUk75k",
+        "outputId": "49491a0a-d14a-49aa-db74-a132c5f9e7c0"
+      },
+      "source": [
+        "#to view total null values in the dataset.\n",
+        "data.isnull().sum().sum()"
+      ],
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "EsRIaXQXlBoS"
+      },
+      "source": [
+        "Now that the dataset has no null values i.e. dataset is cleaned and proper.\n",
+        "\n",
+        "We can now proceed with further steps."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "v-f_N9TsibGG"
+      },
+      "source": [
+        "### **Data Visualization**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "swTiX4IllASJ"
+      },
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "%matplotlib inline\n",
+        "import seaborn as sns"
+      ],
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "0JgCRWjglZcf",
+        "outputId": "26b3c470-4de3-4baa-b125-31eb813a93e4"
+      },
+      "source": [
+        "data['gender'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['lightblue','salmon'])\n",
+        "plt.title(\"Gender of the candidate \",fontsize=16)"
+      ],
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Gender of the candidate ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 17
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 595
+        },
+        "id": "n2eziD1Ml1H8",
+        "outputId": "09866fcc-c3d2-4842-db60-0cd7bd33d5d0"
+      },
+      "source": [
+        "count=data['ssc_p'].value_counts().sort_index()\n",
+        "plt.figure(figsize=(17,8))\n",
+        "sns.barplot(count.index,count.values, alpha=0.8)\n",
+        "plt.title(\"SSC Percentage of the candidates \", fontsize=20)\n",
+        "plt.ylabel('Number of candidates', fontsize=15)\n",
+        "plt.xlabel(\"SSC Percentage of the candidates \", fontsize=15)\n",
+        "plt.xticks(rotation=90)\n",
+        "plt.show()"
+      ],
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+            "  FutureWarning\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 1224x576 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "PqS14WH6m6P4",
+        "outputId": "b8e47a54-2852-4c3e-bdf9-7cd255204793"
+      },
+      "source": [
+        "data['ssc_b'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12)\n",
+        "plt.title(\"SSC Board of the candidate \",fontsize=16)"
+      ],
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'SSC Board of the candidate ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 19
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 595
+        },
+        "id": "LhNbugYAm3Bg",
+        "outputId": "fc4b9481-a885-4f8f-fc22-11806eccc1af"
+      },
+      "source": [
+        "count=data['hsc_p'].value_counts().sort_index()\n",
+        "plt.figure(figsize=(17,8))\n",
+        "sns.barplot(count.index,count.values, alpha=0.8)\n",
+        "plt.title(\"HSC Percentage of the candidates \", fontsize=20)\n",
+        "plt.ylabel('Number of candidates', fontsize=15)\n",
+        "plt.xlabel(\"HSC Percentage of the candidates \", fontsize=15)\n",
+        "plt.xticks(rotation=90)\n",
+        "plt.show()"
+      ],
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+            "  FutureWarning\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 1224x576 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "aEOZS-TnnvWz",
+        "outputId": "21f812b5-ca0a-41ff-b9d5-064ccc8f742e"
+      },
+      "source": [
+        "data['hsc_b'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12)\n",
+        "plt.title(\"HSC Board of the candidate \",fontsize=16)"
+      ],
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'HSC Board of the candidate ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 21
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "zOWghyEAuc46",
+        "outputId": "712873c0-3fad-4ccb-f4cd-9c641406ec17"
+      },
+      "source": [
+        "data['hsc_s'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['mistyrose','yellowgreen','plum'])\n",
+        "plt.title(\"HSC Stream of the candidate \",fontsize=16)"
+      ],
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'HSC Stream of the candidate ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 22
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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HyOuPP3jSGtHXxktfoB6oaeZS28LyZfgPskwCJgLTKCtv6JoXJrIifcBEcksq2RP4Ef5wpZsD6+M/OTgYf9CjrvorrwZI4ot6Er6s079Op6xcvzySFSpmCSeVHIg/ZnTjcaNHARsC3UPGaqOl+KP2jQXeAt4AEpSV1wRNJQVBxSxdI5UcwYoH7x+Fn44oJEvxx/x4A3gTeJOy8u/CRpJ8pGKW7PDzwdsD+wH7AiPDBgrC4Q+9+ia+rN+grHxS0ESSF1TMkjmpZH9gH3wR/xS/IU5WlMIf7P8x4BnKypesZH0pQipm6ZxUcnN8Ee+HP5+fdsFsu0XAv4FHgacpK18YOI/kCBWztF8quStwKH50PCxwmkKxFHgWeAh4krLyZYHzSEAqZmmbVHI1/MlUTwI2Chum4H0HPIw/M/kb2i2v+KiYpXWpZCVwMv5s170DpylGE/Gn2fozZeXJ0GGka6iY5YdSyV74qYpTgC0DpxGvDvg78EfKyj8JHUayS8Us30slN8BPVRyL/5iz5KZ/A3+grPy10EEkO1TMxS6VNOBn+BO5/gSwsIGkHd7Bn7z2Cc1DFxYVczFLJfcHLsd/Ck/y11jgWuBBfSS8MKiYi1EquQdwBX6/YykcKeBG4H8pK18QOox0nIq5mKSSOwBXATuFjiJZ9R1wPXAdZeVLQ4eR9lMxF4NUcn3gj8Do0FGkS00Afk1Z+dOhg0j7qJgLWSq5JnApfre3HoHTSDhP4Qt6Yugg0jYq5kKUSvbA72VxCdrtTbyl+D04rtH0Ru5TMReaVHIr4D70sWlp3kTgTMrKnwwdRFqmYi4UqeQqwO+A88mPM4BIWP8GzqCsfELoIPJDKuZC4A+9+Vdgs9BRJK8sw+//fLWOC51bVMz5LJXsDlyI38CnjXvSUZOAoygrfzN0EPFUzPkqldwIP5e8VegoUhDq8BuL/6CPd4enYs43qWQ34Ez8B0V6Bk4jhedZ4GjKymeHDlLMVMz5JJWsAO4FdgycRApbCjicsvLXQwcpVirmfJFKxvHHQegTOooUhXr8Xj5Xa2qj66mYc10qWQL8CX8WEZGu9jx+amNm6CDFRMWcy/x59h4G9ggdRYraN8ARlJW/EjpIsVAx56pUcl38MQ5Gho4igp/a+D1wFWXlDaHDFDoVcy5KJXcC/gn0Dx1FpInngV9QVj4/dJBC1i10AGkilTwOeAGVsuSmPYHXSCUHhw5SyDRizhV+/+RrgHNDRxFpg8nAXpSVjwsdpBCpmHNBKtkHeAAdyF7yy1xgf8rK3wodpNBoKiO0VHIo8AYqZck/awL/IZXUz26GacQckj/exUuA5uskn9UDx1FWfn/oIIVCI+ZQ/O5wL6JSlvzXHbiPVPJXoYMUChVzCKlkOX6kPCR0FJEMMeBOUsnfhA5SCFTMXS2VHIIv5fLQUUSy4AZSyUtCh8h3KuaulEoOxE9frBs6ikgWXU4qeWXoEPlMG/+6SirZH3gZ2DR0FJEuchpl5beFDpGPVMxdwR+M6CUgFjqKSBdqAA6irPyJ0EHyjYo521LJvviPWG8TOopIAEuA3Sgrfyd0kHyiYs6mVLI38AywU+goIgHNBrajrPzL0EHyhTb+ZUsqWQo8jkpZZC3gGVLJAaGD5AsVc/bcjQ5wL9JoXeBf0V+RshIq5mxIJc8DjggdQyTHbAX8jVSye+gguU7FnGmp5N7A/4SOIZKjfoY/h6W0QsWcSankBsBD6H3tsF0OPpSe625A3w1G0neDkWy4064APP3ii+xw4M9ZfeNNWXuLH3PCOeexYOHCFh9nxDbb0yvtcfY84qgVbv96cpL9xhzHqhtuzFqbjuK8K6/O6uuSFZxCKnlB6BC5TAWSKalkP+AJYPXQUfLdrVf8noVfjGXhF2MZ/9rLAMybv4DfnnE60xLvMfblF0lNn865KynTp+69e/njPP/QA8uX19TUsMcRR7Lb9tsx/cMPmPr+Oxx10IFZfU3yA1eTSh4aOkSuKgkdoIDcD2wUOkShOuLA7w/527tXL+JHHM7vrr+xQ4917z8eYcigQZx1Ynz5ss021jlvu5gBVaSS71NW/nXoMLlGI+ZMSCXPwc+dSQZceM0fWWvTUWw/+iBeeevtZtd57d332GTDDVp9nCNP/zUDNtuCPY84io8+/3z58nc+rGbE0KHsfdQxrLXpKHY5+FA+GaszJAWwKvAAqaQGiE2omDsrldwObezLmD9cdAFfv/U6qQ/e5cQjj2D/445nwqTJK6zzwmuvc98jj3D5OWe1+DgP3nITk95+k8nvvsWu223LT488hu/mzQNg6jfT+fuTT3HGL49jWuI99v3Jrhxw/AnU1NRk9bVJs7YFdDS6JlTMnZFKrgX8H5oSypitY1uwat++lJaWMuYXB7P9j3/Mv196afnt7ySqOeK0M3jkrjvYoKKixcfZfsst6dWrJ7179eLC005l9X79eP299wHo1bMnO2z5Y/bebVdWWWUVzjnpV8z59jvGfvVV1l+fNOviaIAjERVzR6WShp9XHho6SiEzg8ajBnz46af87JcncPf11/KTHXbowOP4B9ps5EaYWaajSsd1Bx6MNqALKubOOA/YK3SIQvLdvHk898qrLF26lLq6Oh7852O89u577LXrznw6bjx7HTWGW674PfvvsXurj5NMpXjz/fepqalh6dKlXHvHncye+y3bb/ljAI466EDeqf6Q/7z+BvX19dz057+w1pprMHK99briZUrzRgC3hw6RK3QQo47w+yt/DJSGjlJIZs2Zwz7HHMu4rybQvXt3Nlp3Xa4492z22GlHjjvrHO57+BF69+q1fP3hQ8v47KX/AHDSBRcBcOc1V/PZ+C84/NTTmTB5Mj1LSxm1ycb84aIL+fHmmy2/7z///QznXfU/zJwzh9iPfsRtV12x0o2J0iWOpKz8odAhQlMxd0Qq+RKwa+gYIgVoHjCKsvJJoYOEpKmM9kolj0WlLJItqwH3F/vxNFTM7eH3wrgudAyRArcDcFHoECGpmNvnBqB/6BAiReBSUskfhw4Rioq5rVLJ3YGjQ8cQKRIlwM2hQ4SiYm6LVLIncEfoGCJFZjtSycNChwhBxdw2lwDayVWk6/0hGhgVFRXzyqSSPwLODR1DpEiVAy0fFKVAaT/m1viPXb8B6HP8IuEsBNanrHx66CBdRSPm1v0KlbJIaH2Bq0KH6EoaMbcklewLTEK7x4nkggbgx5SVfxg6SFfQiLllp6JSFskV3fCfIygKGjE3J5XsA0wEBoSOIiIrOIiy8sdCh8g2jZibdzIqZZFcdC2p5CqhQ2SbirmpVLIXcE7oGCLSrHWBM0KHyDYV8w/9ChgUOoSItOjiQj/biYo5nf+E0XmhY4hIq1YH4qFDZJOKeUVxYHDoECKyUmeSSvYIHSJbVMyNUslS4PzQMUSkTYYCh4cOkS0q5u8dD5SFDiEibVawG+m1HzMQ7X7zFTAsdBQRaZd9KCt/JnSITNOI2TsOlbJIPjo7dIBsUDF7vw4dQEQ65CekkhuFDpFpKuZUcitgZOgYItJhp4QOkGkqZhgTOoCIdMqY6GiQBaO4i9lv9CvKc4qJFJB+wFGhQ2RScRcz7A+sGTqEiHTaqaEDZFKxF7OmMUQKw49IJXcIHSJTireYU8mBwN6hY4hIxhwaOkCmFG8xwxFASegQIpIxo6MTKOe9Yi5mTWOIFJahwFahQ2RCcRZzKrkZMCp0DBHJuINCB8iE4ixmjZZFCtWBoQNkQvEdxCiVLAGmorOUiBSqTSkr/zR0iM4oxhHznqiURQpZ3k9nFGMx7xc6gIhklYo5D/00dAARyarNSSUrQofojOIq5lRyPSCvv2Ei0iZ5PWourmL288siUvjyeu+MYitmTWOIFIdtSSXz9oz3xVPM/lTnu4aOISJdwoB9Q4foqOIpZv9RzVVDhxCRLrNt6AAdVUzFvFPoACLSpbYMHaCjiqmYdwwdQES61Makkn1Ch+iI4ijmVLIbsF3oGCLSpboDsdAhOqI4ihk2B1YLHUJEulxeHga0WIpZ0xgixUnFnMMK5lxgItIuebkBsFiKedPQAUQkiHVIJdcKHaK9Cr+YU8nuwLqhY4hIMHk3ai78YoZ1gB6hQ4hIMHk3z1wMxbxB6AAiEpSKOQepmEWKm6YyctCGoQOISFADSCWHhQ7RHsVQzBoxi8iI0AHaQ8UsIsVgSOgA7VHYxewPYFIWOoaIBJdXPVDYxQzr4w+YLSLFTSPmHKJpDBEBjZhzivbIEBFQMecUjZhFBDSVkVPy6pshIlmTV11Q6MXcN3QAEckJvUgl1wgdoq3aXMxm9msz62feX8ys2sz2zGa4DFAxi0ijvJlnbs+I+ZfOufnAnsAawNHANVlJlTkqZhFpVJDF3Lg/8D7A/c65z8j9fYTz8gy5IpIVeTPP3J5iTpjZ8/hifs7MVgUashMrYzRiFpFGeTNiLmnHuscDo4CvnXOLzaw/cFzjjWa2STSKzg2pZAlQGjqGiOSM1UIHaKs2F7NzrgGoTrs+B5iTtsr9QCxz0TpN0xgikq49A9GgMrm7XK7NN2saQ0TSFWUxuww+ViaomEUkXd6c+7OQP2CiqQwRSVeUI+aaDD5WJmjELCLp8qaY2xzUzA4EXnLOzYuurw7s4px7HMA5t012InaYirnI1bvamrl1k5N1i+3bVZesY+TedhDpSsacvnmyw1x7/gf5nXPuscYrzrnvzOx3wOOZj5UR2lWuSNS6pYvn1H6dnF47bs6MmrF1c+uSPRc3zB3YQN0wYD2APsvKJ46YeWBywPwth3R3pesHjixhjO2bS/uNtaI9xdzctEcu/2mwKHQAyaxlDQvnzar9csr02nHfzqwd1/Bt3dQ+SxrmDXbUDwE2au2+i3om1/ms/OZ1APosLZ84YuboyQPmb1Wmki4qdaEDtFV7ivUDM7sBuC26fhqQyHykjJkfOoB0zOL6ubNm1n6Zml47dv7M2i+YV5dadZlbUOZwA8nAhwR8Sf+paUkP6e5KdfzuwlYfOkBbtaeYTwcuAf4vuv4CcGrGE2XOvNABpGXOObegfua0mbXjp0+vHbtwVu2X3ebXT1+txi0aBgyILlm3YkkPi6Y7thqski5IhTdids4tAi4AMLPuQJ9oWa5SMeeABldfP69+2tQZteNnTK/5fMnsugklC+tnrlHrlpbjj12QM5tjFvWcopIubIU3Yjazh4CT8C/ufaCfmd3snLs2W+E6SVMZXahxD4gZteNnzagZWzOnbmKPhfWzB9RTUw4Mjy554wclPWv05AHzttZ0R35bEDpAW5lzbfvAnpn91zk3ysyOxB8T4wIg4ZzbLJsBOyWVrAO6h45RSFayB0QubwzOiLSSHtzdlepkv/nl3IoxFdeFDtEW7flF6mFmPYDRwK3OuVqznN8tdD7+oP7STp3ZA6KQLeo5ZZ3Pht2yDsNuybuSPuJ/juDDCR9S0t3/2g9aYxD/ueY/P1jv7bFvc8sTt/DZ5M9YrfdqvHb9a8tvmz1/Nlc8eAXvjX+PxcsWs0HZBlx8+MWMWndUl72OTpgVOkBbtaeY7wImAR8Br5nZcHJ/HlfFvBLZ3gOikK1Y0kMnDZ914OSB87ZeO5dL+rKjL+PQnQ9tdZ3epb35xY6/YP9t9ueOp+5Y4bbFSxez2TqbcfHhF9O/X3/+8do/OOHGE3j1ulfp0zPnj4JQsMU8BxiB3zujG/BK5iNlVK7/x9ElcmUPiEK2qOfUEZ8Pu2XE58tLevSkgfO2HtLd9cy7OenNKzZn84rNefOzN39wW/nAco7f6/jl1w/f5XCu+fs1fD39azYdsWlXxuyI2aEDtFV7ivkJ4Dv8MZmXRsty7YhyTRVVMUd7QEyZUTNu5vTasYtn103okat7QBQyX9K3jvh82K05V9LXPXId1z58LeusvQ5n//xsthnZuSMpfD75c2rqahgxcERmAmZXQY6Yhzrn9spakuwoyD0zoj0gJs+oHTd7Rs3YZXPqJpUurJ+9VrQHxIjoIjmghZIe3N317PLpjvMOOY/1hqxHj5Ie/Ovdf3HizSfy1OVPMXxgx3aYWbBkAWdXnc0Zo89g1d6rZjhtVhTkiPktM9vUOfdJ1tJkXl6PmFeyB8T60UXyRDMlHZSTlEEAABTRSURBVM1Jd01Jp2+g+/kOP+epd57ilY9eYcweY9r9WEtrlnLiTScyqmIUJ+93ciZjZsuyijEVebO73EqL2cw+wU9ZlADHmdnXwDL8kbpcTu8ulyfFrD0gik96SfdeWjZ5xKzREwfO26ZLR9JmhuvAbOSy2mWc9KeTWHuNtbnq2KuykCwr8ma0DG0bMe+X9RTZkwodIJ32gJDmLO6ZGv75sNuGfz7stqyV9PxF8/nv1/9l6w23pnv37jz97tO8P/59Lj3y0h+s29DQQG1dLbX1tTgcy2qWYd2MVUpWobaultNuPY3SHqVcG7+Wbt3y5lwbeTO/DO34gEleSiUP4ftje3SJlewBoV33pM3SSnrt7q5np/5ymjN/DsffeDxff/M13awb6w5el98c9Bt2+NEOvD/+fX55wy/55C4/S/nO2Hc48g9HrnD/rTfcmocufIh3x73LEdccQc9VetLNvi/lu8+6my033LIzEbPt2YoxFXuHDtFWhV7MW5B2Zu9MWskeEDpIv2RUVNKTBs7bZlBnS7pI3VoxpuL00CHaqtCLuS+d/Hz8SvaA0MH4pcv1Xjpk8ohZB6qk2+eMijEVt4QO0VaFXcwAqeQ3wNorW+37PSDGzplRM652bt3k3osbvh1QLMeAkPzUe+mQycNnHThx4Pxt1i5pUEm3Yq+KMRXPdfTOZvYKsDmwtnNuWSvr3QtMdc79tqPPBcVROF+SVszaA0IKyeKe04aPHXbb8LHcll7Sg0oaeo4MnS3HfNHRO5rZCGBH/F5ePwMebmG9jB0wreBHzB+Ov/7KKTUf7thkDwiRgqaSXsEyoHfFmIqGjtzZzC4Ffgq8C2zgnNsvWn4vsAR/SNudgd/gz/DkgBrgZefc/mZ2PnAG0A+YBpzinHux1ecs9GKuqq48E7gxdA6RUHxJj540cP62A4u0pP9bMaZii47e2cy+Am7AF/M7+E9Bz4iK+UBgH+BtYBXgTtKmMsxsQ+A/wNbOuWnR6Lu7c25Ca89ZDFMZ+fRJRZGM89Mdtw8fy+2+pGf7XfBKGnoVy9Tdxx29o5ntgB8R/8M5N9vMJgBH8P1g7wnnXOPRnpY2cyjkevxOAhub2Szn3KS2PG/e7B3eCR3+pogUmsU9pw0fO/T2XV7d5JiN3t7gjOS0NV5+pa7bkrGhc2VZZwZnY4DnnXONnxx8KFrWaEprd3bOfQWcCVwGzDSzv5vZkJU9acFPZQBUVVdOBwaFziGSq3ovG5wcPuvArwfO22ZQSUOvQpvu6NAeGWbWC5iOPwvSwmhxKbA6MAo/p7zCHhhmdg+Qam6vDDPrhz98cp1z7ujWnrsYpjLA/4+pYhZpweLSb8rHDr29fOzQ26OSHj1x4LxtBxZISXd0xDwaPxWxKX5jXqN/AMe0cJ8ZQEXjlWiOuQx4E3+45CW04XR3xTCVAX7SXkTawJf0HTu/uskxI/10x0v5PN0xuWJMxbQO3ncMcI9zLumcm954AW4FjqT5ge1f8PPJ35nZ4/gR9jX4gyhNBwYCF67siYtlKmN34IXQOUTyWa9la08ZMevACQPnbZtP0x1/rRhT0f7jmgZWLFMZbwG1QI/QQUTy1ZLS6cPGDr1j2Nihd6SX9MCShl4bh87WildDB+iIohgxA1RVV74JbBc6h0ih8SU9+uuB87YbkIMlvV7FmIpW9xnORcVUzFcBF4XOIVLIei1be8rwWaMnDJq3XS6MpFMVYyqGBs7QIcVUzHsAz4fOIVIscqCk/1YxpuKIAM/bacUyxwyaZxbpUktKpw8bN/TOYeOG3hmqpPNyfhmKaMQMUFVd+RawbegcIsWs17K1pw6fdcCEQfO2z/ac9MiKMRXjsvj4WVNsxXw1bdiHUES6RhZLekbFmIqVHoc9VxVbMe8JdPhg2SKSPd+X9HYDShp6d7akH64YU3FIRoIFUExzzOA/FrkMnRJKJOcsKZ0+dNzQu4aOG3pXekmvVdLQe5MOPNwzGQ/YhYpqxAxQVV35OHBA6Bwi0jYdKOl6YFDFmIo52c6WLcVYzIfjD90nInmm17JBU6O9O1or6ZcrxlTs1qXBMqzYpjIAnsIf4alX6CAi0j5LSmekTXcMmjp89gETBn23fdOSfixYwAwpuhEzQFV15cPAwaFziEhmpJV0/5KG3ntXjKmYGjpTZxRrMR9MC2e6FZG89lY8ltg+dIjOKpbjMTf1NN+fkUBECsffQgfIhKIs5ngssQQ/1ywihaMef3aRvFeUxRz5v9ABRCSjXozHEjNDh8iEYi7mZ4F5oUOISMYUxDQGFHExx2OJZcDjoXOISEbMBx4NHSJTiraYI3eFDiAiGXFvPJZYEDpEphR1McdjibeB90LnEJFOccAtoUNkUlEXc+Tm0AFEpFOeiccSX4UOkUkqZv9Bk2mhQ4hIhxXUaBlUzMRjiVrg9tA5RKRDxlOAx1gv+mKO3AUsDR1CRNrt1ngsUXDHlVAxA/FYYjbwYOgcItIu84F7Q4fIBhXz924KHUBE2uXeeCxRkMe8UTFH4rHEp8BLoXOISJsU3C5y6VTMK7oxdAARaZNHCm0XuXQq5jTxWOJfwLuhc4hIq+qA34YOkU0q5h86P3QAEWnVvfFY4ovQIbJJxdxEPJZ4lTw/9blIAVsKXBY6RLapmJt3AdAQOoSI/MCt8VgiFTpEtqmYmxGPJT4GHgqdQ0RWMA/4n9AhuoKKuWWXADWhQ4jIcn+MxxJzQ4foCirmFsRjiUnAHaFziAgA0ymiD4GpmFt3Jf5jnyIS1hXxWGJx6BBdRcXciugYGteGziFS5L4CqkKH6Eoq5pW7AZgYOoRIETspOjxv0VAxr0T059OJoXOIFKl74rHEi6FDdDUVcxvEY4n/APeEziFSZKYDZ4cOEYKKue3OAr4JHUKkiJwRjyW+DR0iBBVzG8Vjie+AU0PnECkST8RjiYdDhwhFxdwO8VjiMeDR0DlECtw84JTQIUJSMbffqUBRfPpIJJDz47FEUZ+53pwruPMYZl1VdeUYCvRcY7lgRnIpvz90LJU/WZ3jr1yHj1+fxzP3TGfahKX0KDU222E1Djl7KD37dG/2/ted+AXTJiylrraBtYaU8rOTBjNql9UBGPf+Av5+7RS+nVFLt+6w/hZ9Ofz8YawxcJWufInSsteAXQrxBKvtoWLuoKrqymeBn4bOUYhuPOVLapc10H/wKhx/5Tq8+8xc+qzWnfW3WJW62gb+fPEk+g9ehaMuKm/2/lO/XMzgdXrRvcT4+pNF3HjKl1zxz01YfUAP5s+ppaHBsfqAVaitaeCJO6YxfdIyTrtx3S5+ldKMJcCoQj/WcltoKqPj4sCc0CEKzXvPzaX3qt3ZaKtVly/beu81+dF2q1Haqxt9+pWw44H9+eq/LZ+Dc+j6veleYgCYQX2d49sZ/nhU/fr3YPUB34+Ou3UzZk1ZlqVXI+10mkrZKwkdIF/FY4kpVdWVRwL/Rv/BZcSShfU8eec3nH3n+rz++OwW1/uyeiFD1u3V6mPd8uuvGPveAupqHJts24/hG/deftucb2q4/LCxLF1Uj3WDY347PGOvQTrsnngscXfoELlCxdwJ8VjiuarqysspgjMqdIUn7pjGDgf0Z41BLc/3fv7OfN7+11wuvG/DVh/r9JvXo67WMfa9+UyfuJRu3Wz5bf0Hr8LNr27Oonl1vP7YbNZep2fGXoN0yEdoV9QVaKTXeZejU1F12pTxixn73gJ2P3Jgi+t8/cki/nzxJH71x3UYNHzlZVrSw9h0+9X4/J0F/PfV735we5/VSth2v/7cdtYE6uu0rSWQ+cDB8VhiSegguUQj5k6KxxKuqrryKCABjAgcJ2+NTyxkzrQaLtj3UwCWLW6gocEx7YixXPLQSJLjFnPbbyYw5nfljNyqX7seu77eMWtq8/PIDfWOBXPrWLqonj6r6dchgGPjscRXoUPkGu2VkSFV1ZWVwJtAaegs+WjZkgaWLqpffv35+2cw55sajrxwGPPn1HHDyV9y2LlD2XLPNVt9nG8mLmX2tGVsWLkq3bobH7wwl/t+n+SCezdk+MjeVL/0LUMqejGwvJRF8+p46JopzJyyjEseGpntlyg/dEM8lijKY2GsjIYIGRKPJRJV1ZVnAHeFzpKPSnt1o7TX9zNrpb270WMVY9U1evDozSkWflvHXy9P8tfLkwCsOXgVfv/wxgA8cLVf5nefczx11zf878SJdOtmDCwv5cT/WYfhI/3Gv+9m1vLwjSkWzK2jZ59ubFC5KqdcX9G1L1bAD2LODx0iV2nEnGFV1ZX3AMeGziGSw2YCWxT7p/tao41/mXcK8N/QIURy1DLgEJVy61TMGRZtXd4XmBw6i0iOaQCOiscSr4YOkutUzFkQjQb2AGaFziKSQ06LxxKPhA6RD1TMWRKPJb4E9gYWhM4ikgMuj8cSd4QOkS+08S/Lqqord8N/bFu70UmxuiseS5wUOkQ+0Yg5y+KxxEvAkfj5NZFi80+K/KD3HaFi7gLxWOJR4OTQOUS62KvAEfFYQoOSdlIxd5F4LPG/wG9D5xDpIh8DB8RjCR1TtQM0x9zFqqorbwTODJ1DJIs+B3aPxxI6q3wHacTcxeKxxG+AG0LnEMmSD4CdVMqdo2IOIDpwy+9D5xDJsFeA3eKxhM7s00maygioqrrybOC60DlEMuAp/Eetl4YOUgg0Yg4oHktcD/wK7Uon+e1B4CCVcuaomAOL9tY4GNAPteSj24Cj47FEXegghURTGTmiqrpyB+BJYI3QWUTa6Kp4LKFdQLNAxZxDqqorNwGeBYaGziLSigbg3Hgsob2LskTFnGOqqiuHAo8CW4XOItKMb4Ej47GETkCcRZpjzjHxWGIqsCNwZ+gsIk18DPxYpZx9GjHnsKrqymPwBd0rdBYpeg8B8XgssTh0kGKgYs5xVdWVm+OnNtYNnUWKUh1+Pvmm0EGKiYo5D1RVV64O/BXYP3QWKSoz8B8aeS10kGKjOeY8EI8lvgMOAC5BH0aRrvEOUKlSDkMj5jxTVV25B36+b63QWaQgOeAW/PRFTegwxUrFnIeqqisHAbcDB4XOIgUlCfwyHku8GDpIsVMx57Gq6sqDgVuBQaGzSN67BzgzHkvMDx1EVMx5r6q6ck3gJuDo0FkkL00DTorHEk+FDiLfUzEXiKrqyn2Au9DHuaVtHFAFnBePJeaFDiMrUjEXkKrqyn7AH4ETAQscR3LXF/gPi2iPixylYi5AVdWVu+BHQ+sFjiK5ZTFwPXC1jp2c21TMBaqqunIV4GT8mbm1a11xqwfuBS6NxxLTAmeRNlAxF7hoeuNc4Cygd+A40vWeBs6PxxKfhQ4ibadiLhJV1ZWDgd8BxwMlgeNI9n2A37D3cugg0n4q5iJTVV25IXA1+nBKoZoIXAz8PR5L6Jc7T6mYi1RVdeXW+D04dgqdRTJiBvAH4DZ9lDr/qZiLXFV15Y7AmfiDJHUPHEfa72PgRuBv8VhiWegwkhkqZgGgqrpyBHA6fg56tbBpZCUc/tyQN8Rjif+EDiOZp2KWFVRVV/YFjgPOQPtB55olwP3AjfFYYlzoMJI9KmZpVlV1ZTdgX/w0x26B4xS76cBtwJ3xWGJ26DCSfSpmWamq6spNgWOBQ9CxOLrKYuBfwN+Af2uDXnFRMUubVVVXGrA9cBhwMDrcaKbVAs/hy/jJeCyxMHAeCUTFLB1SVV3ZHdgVX9IHAWuETZS3GoBX8WX8aDyWmBs4j+QAFbN0WlV1ZQ9gT3xJ74tKemWW4c+p9zjwDx2/QppSMUtGRRsNN8OPpncFdgRWDxoqvHr8R6Rfii5vxmOJJWEjSS5TMUtWRUW9BbAL3xd1v5CZuoDDf/CjsYhf0ymbpD1UzNKlornpGP6j4JsBGwMjgT4hc3VCPfAV8Gl0+QhfxHOCppK8pmKW4KK9PYbjS3qT6GtjYa8aMFo6B0zCl+9nfF/E4/RRaMk0FbPktKrqynJgfWAwsHba17WB/vgNjWvQ8QJfAsxMu8xocr1x2YR4LLGowy9EpB1UzFIQqqorS/AbGfvgR7fpF1pYtkj7CksuUjGLiOSYbqEDiIjIilTMIiI5RsUsIpJjVMwiIjlGxSwikmNUzNIhZvaZme0SOodIIVIxC2a2g5m9ZWbzzGyumb1pZlu2dh/n3CbOuVe6KKJIUSkJHUDCMrN++DNlnAz8A1gFf6AhfcxYJBCNmGUDAOfc35xz9c65Jc65551zHwOYWdzMxprZAjP73Mxi0fJJZrZ79O9uZnaBmU0wszlm9g8zWzO6bYSZOTMbY2ZJM5ttZhc3PrmZdTezi6L7LjCzhJkNi27byMxeiEbx483skK5+c0RCUDHLF0C9md1nZnub2fKD3JvZL4DLgGPwh+r8GdDcUdNOB0YDOwNDgG/xJw9NtwOwIfAT4FIzGxktPws4HNgneo5fAovNrA/wAvAQMBB/EP7bzWzjzr5gkVynYi5yzrn5+NJ0QBUwy8yeNLNBwAnAH51z7zvvK+fc5GYe5iTgYufcVOfcMnyZH2xm6VNlv49G4x/hD425ebT8BOC3zrnx0XN85JybA+wHTHLO3eOcq3POfQg8Cvwi8++CSG7RHLPgnBuLPws2ZrYR8ABwEzAMmNCGhxgOPGZmDWnL6lnxZK3T0/69GOgb/bul5xgObG1m36UtKwHub0MekbymEbOswDk3DrgX+BEwBVi3DXebAuztnFs97dLTOZdq432be44pwKtNHrOvc+7kNr4UkbylYi5y0Qa2s81saHR9GH7O9x3gz8A5ZlZp3npmNryZh7kTuKrxNjMbYGYHtDHCn4ErzGz96Dk2M7P++D1FNjCzo82sR3TZMm1uWqRgqZhlAbA18K6ZLcIX8qfA2c65h4Gr8BvgFuDP6rxmM49xM/Ak8LyZLYgeY+s2Pv8N+N30ngfmA38BejnnFvD9mben4adC/gCUduA1iuQVHY9ZRCTHaMQsIpJjVMwiIjlGxSwikmNUzCIiOUbFLCKSY1TMIiI5RsUsIpJjVMwiIjlGxSwikmNUzCIiOUbFLCKSY1TMIiI5RsUsIpJjVMwiIjlGxSwikmNUzCIiOUbFLCKSY1TMIiI5RsUsIpJjVMwiIjlGxSwikmNUzCIiOeb/AYxv4inSNB4mAAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 595
+        },
+        "id": "EW8VXQtUoEhr",
+        "outputId": "7dd67186-2075-484c-b7be-b9deee42a18e"
+      },
+      "source": [
+        "count=data['degree_p'].value_counts().sort_index()\n",
+        "plt.figure(figsize=(17,8))\n",
+        "sns.barplot(count.index,count.values, alpha=0.8)\n",
+        "plt.title(\"Degree Percentage of the candidates \", fontsize=20)\n",
+        "plt.ylabel('Number of candidates', fontsize=15)\n",
+        "plt.xlabel(\"Degree Percentage of the candidates \", fontsize=15)\n",
+        "plt.xticks(rotation=90)\n",
+        "plt.show()"
+      ],
+      "execution_count": 23,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+            "  FutureWarning\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 1224x576 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "j2BhVnTHocgg",
+        "outputId": "859fa512-8452-4ff3-cdc8-86540082dda1"
+      },
+      "source": [
+        "data['degree_t'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['lightgreen','orchid','chocolate'])\n",
+        "plt.title(\"Degree Title of the candidate \",fontsize=16)"
+      ],
+      "execution_count": 24,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Degree Title of the candidate ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 24
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "X8Rn-A3BpRqW",
+        "outputId": "7135f5b0-4824-4db3-bfbf-4145d7e4a8df"
+      },
+      "source": [
+        "data['workex'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['gold','chocolate'])\n",
+        "plt.title(\"If the candudate has any Work Experience ?\",fontsize=16)"
+      ],
+      "execution_count": 25,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'If the candudate has any Work Experience ?')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 25
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 595
+        },
+        "id": "SuAT8Tx2qa2c",
+        "outputId": "aa960df9-8cc5-4413-a663-57be607ef478"
+      },
+      "source": [
+        "count=data['etest_p'].value_counts().sort_index()\n",
+        "plt.figure(figsize=(17,8))\n",
+        "sns.barplot(count.index,count.values, alpha=0.8)\n",
+        "plt.title(\"Employability test percentage ( conducted by college) of the candidates \", fontsize=20)\n",
+        "plt.ylabel('Number of candidates', fontsize=15)\n",
+        "plt.xlabel(\"Employability test percentage ( conducted by college) of the candidates\", fontsize=15)\n",
+        "plt.xticks(rotation=90)\n",
+        "plt.show()"
+      ],
+      "execution_count": 26,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+            "  FutureWarning\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 1224x576 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "yeFoyX20q9ua",
+        "outputId": "1af8bf25-131d-44c3-c55e-46b18f004af2"
+      },
+      "source": [
+        "data['specialisation'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['m','y'])\n",
+        "plt.title(\"Post Graduation(MBA)- Specialization of the candidates \", fontsize=16)"
+      ],
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Post Graduation(MBA)- Specialization of the candidates ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 27
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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Vjt7tQlhxFrZejisyv1Lfm6cJn+shBbcfRdhHMbyEeSyWFeD3WTKwqzE3E4rVxVnXWLlyg2NyLZ59CIXgt4TfkeZfcoOpClufuWUp92X5LK+FO8LdxzT05Ga2YrYbovD2joQu9MIWTEfCqO98hxO6m3LFc0j2ut4oyJG7zM26ap8Dji7Sk9KYrizb/fXDLFdZzOwgwgCU09z9iQaeC5r+juQ2TkpdVvcys8WDR7L/70uR9UYzPQ1sn78xnX2ehwGjmti10JBy1lPFDCH04H3QwDIxo5HH/gcYYEUOFJKnK8uuU45vQd7hhM9p8Xcj64ko/OwLTSTs8yxcPx7Esg23UjM39N6X/Z66+1h3v4CwAVW4rm5Sax0J49eEfv5/m9nfCftcfksY2fZXAAvDn3cm7P/5EFiFMLLqY8I+AQgDQ3qb2Y8Jg5DmNLSyc/d5Fo7y8Tgw2syuIXTnzSNsVeZWao0tiDlPEFZCg8zsr4Tuht8SVoL5Gxi3EkYD3p9tpU8ldLkW229yN/ArM/sl4bdP32ZJKyr3Gr4wsxeBc81sEmGr8gSKb1m+CXzbzPYhdDl96u7ji0z3GGFFfG22UfEGsBehlf6nZrTwIQxmGdDURO7+DmHEbSlWzNsI6UwoML8mFJ3cj8+PJezgv8zdZxbOwMzOIRScCz0bDUDoupxP835vtjEwxMzuIqy8pxKWhZMIX67CgxTMAC41s1UIA+aOIAw8OS4vz4XAf4FnzOxqwmCTXtn81nf3E7LpfkZY0Q/PlsGJhA2WLd292O9eIaww9jezKwgjprcldKk2eHScYiyMhB9EWDG/lr9xCHzp4felpX5H3smmO8HMphFWdmMbKAi/J2wgPWlmlxBagucRVqS/K+c1NOIKwsboUDP7DWE09U8Io+6X+SlaiUr9LjaW6TDg2eyzG0toRPQDvu3u+zXx2COBJ8zsYsIYhVUIPVg/yt7nIcCxZjaGMHr7QEJDprkuJmyM/8fM/kL4vl5EE922WW/Ub4EbzewWwjpxA8I6tHCjZQhwXrZe/S+wK2GQaaGGakST76mZrURYju9gyRie/Qjfx/J7ypoaUcSSkXobNDHdnoQtlNmEovkgsHHe/Ttkt31I+EJNIvRH50/TjbAjP9cVPL6EfH0IffyvE0Z4ziG0SG8Fdi6YNgWea2A+h2Zv6BxCwTmcMLJrfMF06xM2AL4itJCuJIw+LhzNuHx23yTCSvafhAK01EhYwuCUx7JpphJGdu5Nwcg/wkLwbPa8i0eqUTDaNrutRzafSYSNiXcI+yLzRx4nFBkVSfGRmd8ndCv2LZh2IE2Mjqa00bbzss/sOmDtvM91HnBTI/POjX7Of5+GAvc2tdw0ML+ehGL3TPbezc+WxWHAwcVeO2Gl9HK23EygyEg+wqCJGwkbBvOyeQ8Fji6YbitCy3064Xv0NuF3zPnvW5p3vQNhxfZxtlw8nc1jPEuPai32mS6eJm9ZKHbJf75SvyOnEkbrLsj/fApzZbd9k7BCm0kY7PQkMKCU5azw/Wjkc90YeICwXppD2LDas2CackbbNvpdpGC0bAPvUS/CCv/9bJmYms3z7BKef1XCz4hy3+8PCeu7Ltn9qxAK1efZ5Q7CrovCdU/J72v2/owirLv/l33GS70uGvg1AaErdUL23o8gDBBcalkgtCb/QVinziBsDK5Hwa8WaKRGNPWeEnr6riMsuzMJBfxlmjkyPzecXqRBWdf0OOAWz9uPUmks/KbvQ2B3dy88VGBrP9dAwobH2m35PCJSmXRWFWmSh5/jXEg4+EBLBoi0tZ8DT7d14RQRqYuj/0uruJOwL7YvDRwxJqbs91qTCd1ZIiJtSt22IiIiZVK3rYiISJlUPEVERMqk4ikiIlImFU8REZEyqXiKiIiUScVTRESkTCqeIiIiZVLxFBERKZOKp4iISJlUPEVERMqk4ikiIlImFU8REZEyqXiKiIiUScVTRESkTCqeIiIiZVLxFBERKZOKp4iISJlUPEVERMqk4ikVzcwGmtnF7fRc15rZr9vjuUSkuql4SjRmNt7M5pnZKgW3jzIzN7O+TTy+aGE1s5+Z2SQzm25mw8xshYL7LzKz+WY2M+/yC3f/kbv/vjVem4jUtk6xA0jdex84AvgbgJn1B7o2d2Zm1g+4GNgOeAvYCVhUZNJ/uvvRzX0eEalvanlKbLcBx+RdPxYYVGxCM1sxa0leZWanAkcBv8hajg9nky0AFgIT3H2Bu6fuPreUIPktWTNLzGyimZ1rZlOzluzxzX2RIlJbVDwltheBHma2iZl1BA4Hbi+cyMxWBp4Ennf3M939OuAO4FJ37+7u+2aTTs0u95rZ8i3MtjqwErAWcCJwjZn1auE8RaQGqHhKJci1Pr9H6Gr9qOD+NYGngcHu/qsm5nUPcD0wDnggV0DN7HYzOyNvukOzfaK5y5pF5jUf+J27z3f3R4GZwMblvjgRqT3a5ymV4DbgGWA9infZ7k0oXNc2NhMz25iwj3NfQtft7YQCeiCwA/CnvMnvKdznaWaFs/zM3RfkXf8K6N7UixGR2qeWp0Tn7hMIA4f2Au4vMskNwBDgUTPrlv/Qguk6AR0Bc/dFhP2nC4FRwFvu/kZrZxeR+qTiKZXiRGBXd5/VwP2nA2OBh/N+ejIFWD9vmrcJ3bV/N7OVgOWAocBGwEwr0rQUEWkOFU+pCO7+nruPaOR+B04BJgIPZvsybwI2zfZZPuDuC4F9gJ7Ae4R9pzsB2wBbE37CIiLSYhbWSSIiIlIqtTxFRETKpOIpIiJSJhVPERGRMql4ioiIlEnFU0REpEw6wpBIO0gt7QGsAfQGVs4u+f/vRvhd6nKE72X+/x2YnXf5Ku//XxKO5TuZ8LvXKcCUxJP57fTSROqSfqoi0gpSSzsQDtiwIeEwg32zv7lL73aM48DnhN+5vks4cMQ72WVc4snkdswiUpNUPEXKlFraHdiScOCFLYH+wKa04Dyk7WwG4WhMI4ER2eX1xJMFjT5KRBZT8RRpQmrp2sDO2eXbQD9qb7zAHOBVQiF9CXg68eSDuJFEKpeKp0iB1NJ1gd1YUjD7Rg0Uz/vAMMJ5VJ9IPJkaOY9IxVDxlLqX7a8cAPyAcDqzzeImqkhOaJkOAR4A/pt4opWH1C0VT6lLqaVdgT0IxXJvYNW4iarOROBfhFPIPZt4sjByHpF2peIpdSNrYe4K/BA4AFgxbqKa8QnwEHA38FTiyaLIeUTanIqn1LzU0s0JBfNIYM3IcWrdBOBW4JbEk/GRs4i0GRVPqUmppd2AY4AfAZtHjlOPnDDY6GbgvsSTOZHziLQqFU+pKamlGwCnA8cBK8VNI5nphCJ6pX7+IrVCxVOqXmqpAXsCZ2R/LW4iacBC4D7gr4kn/40dRqQlVDylaqWWdgSOAC4ANokcR8rzPHA58IAGGEk1UvGUqpNa2okwAOgCYIPIcaRlxgG/Be5SEZVqouIpVSO1tDNhX+b5hIOtS+14A7iIMLhIKyWpeCqeUvGyfZpHAxcD60SOI21rFHBh4sm/YwcRaYyKp1S01NKdCfvGtomdRdrVi8A5iScvxg4iUoyKp1Sk7CcnlxKOBCT1yYHbgfMSTybFDiOST8VTKkpq6UrAbwi/1VwuchypDDMIXfb/L/FkXuwwIqDiKRUktfQg4Cp0CD0p7h1CV+6jsYOIqHhKdKmlawHXAPvFziJV4R7g9MSTT2IHkfql4inRZKNofwz8CegROY5Ul08IBfSe2EGkPql4ShSppRsTjne6Y+wsUtXuA36SeDI1dhCpLx1iB5D6k1r6Y2AkKpzScgcBb6aWHhk7iNQXtTyl3aSWrgrcAuwVO4vUpNuBHyeezIwdRGqfiqe0i9TS7wGDgNVjZ5GaNhY4LPHk1dhBpLapeEqbyg7ifjHwC3SqMGkfcwg/abk2dhCpXSqe0mZSS1ch/Kxgl9hZpC7dA5ycePJl7CBSe1Q8pU2klm4F/AtYN3YWqWvvAvslnrwZO4jUFo22lVaXjXx8HhVOiW8D4MXU0h/EDiK1RS1PaTWppR0JB3P/aewsIgUc+FXiyR9jB5HaoOIprSK1tDtwL7BH7CwijRhE2A+qA8xLi6h4Soullq4GPILOuSnV4Vlg/8STabGDSPVS8ZQWyc67+TiwfuwsImV4A9g98eTj2EGkOmnAkDRbaul2wAuocEr1+QbwfLbxJ1I2FU9pltTSPYFhQJ/YWUSaqS/wbGrp5rGDSPVR8ZSypZbuBzwEdIudRaSFVgeeTi3VSQqkLCqeUpascA4GloudRaSV9ASGZsdfFimJBgxJyVQ4pcbNBvZOPBkWO4hUPhVPKYkKp9SJmcAeiScvxA4ilU3FU5qkwil15gvgu4knr8QOIpVLxVMalVr6XeBRoHPsLCLtaBqwS+LJa7GDSGVS8ZQGpZZuCTwDrBg7i0gEU4HvJJ68HTuIVB4VTykqtXQ9wgEQVo+dRSSi8cD2iSdTYgeRyqKfqsgyspNYD0GFU6Qv8FBq6Qqxg0hlUfGUpaSWdgX+DWwUO4tIhRgA3JFaqvWlLKaFQRZLLTXgTuCbsbOIVJgDgL/EDiGVQ8VT8l0E7Bc7hEiF+mlq6U9ih5DKoAFDAkBq6f7A/YDFziJSwRYSDqLwZOwgEpeKp5BaugnwEvpJSqPO5mze5E060hGAPvRhEIMYzWh+yk/pQpfF057FWezJnkXnM5KRXMu1fMRHrMRKHMER7Mu+AHzGZ1zO5YxlLJ/xGXdxF6tr3Fal+QTYKvHko9hBJJ5OsQNIXKmlKwEPoMJZkrM4i73Ze5nbV2ZlBjO4yccvYAEXciGncAr7si9jGcs5nMMmbMIGbIBhbMd2HMmRnM7pbfESpOX6APekliaJJ/Njh5E4tM+zjmWjB+9AI2vbzZd8ySxmsTu7Yxj96Me6rMsEJgDQm97sz/70o1/kpNKEHYHLYoeQeFQ869vPoUgzShp0AzewH/txOqczmtGLb5/OdA7kQI7gCK7hGmYzu+jje9ObXdmVx3iMhSzkDd5gClPoT//2egnSes5MLT0sdgiJQ/s861Rq6baEIwjpYO8lepM36UtfOtGJp3iKq7iKG7iBFViBL/mSdViHKUzhz/yZdViHczm36Hxe4AUu4zK+4AsAzuEc9mGfpaZZyEJ2Yzft86x8M4EBiSdvxQ4i7UstzzqUWtqN0F2rwlmGTdmUrnSlM53Zkz3ZjM14iZfoTW/60pcOdGAN1uBUTuUZnik6jw/4gN/ze87nfIYylFu4hbu5m+EMb+dXI62kO+EACvou1RkVz/p0JdrP2WKG4RTvuWno9vd5n7VZmwEMoAMdWId12J7t+S//bcuo0ra2An4TO4S0LxXPOpNaejBwYuwc1WYmM/kv/2Ue81jIQoYylNd4jQEMYBSjmMxkHGcqU7mBG/gW3yo6nw3YgIlMZCQjcZyP+IjhDGd91l88zbzsX+H/paKdn1qqI3PVEe3zrCOppWsBY4BesbNUm+lM53zO5wM+WNxiPIET2JZtuYd7GMxgZjCDHvRgJ3biJE6iK10BOI/z6E9/juZoAIYxjEEMYgpT6EY3dmM3TuZkOmTbsruwyzLPP4xh7fdipbnGAVsmnnwVO4i0PRXPOpJa+hBkv8YXkbbw98ST02KHkLan4lknUksPAe6JnUOkxjnh8H1DYweRtqXiWQdSS3sCb6Hzc4q0h/eAzRJP5sQOIm1HA4bqw6WocIq0l68DF8QOIW1LLc8al1q6M5Cis6WItKe5QP/Ek3Gxg0jbUMuzhqWWdgauR4VTpL11Aa6JHULajopnbTsb2Dh2CJE69b3U0kNjh5C2oW7bGpVauhrhd2c61ZhIPB8D/RJPZsQOIq1LLc/a9QdUOEViW5Nw9iKpMWp51qDU0s2BUWjjSKQSzAK+nngyJXYQaT1audamS9FnK1IpugEXxg4hrUstzxqTWroboKObiFSW+cCmiSfvxg4irUOtk9rzh9gBRGQZy6HvZk1Ry7OGpJbuCTwWO4eIFOXAdoknr8QOIi2nlmdt+XXsACLSIAN+HzuEtA61PGtEaul3gSdi5xCRJm2TeDIydghpGbU8a4dG84lUBx00vgao5VkDsoO/Px07h4iUZBFh5O3Y2EGk+dTyrA2/jJjZP6gAABqKSURBVB1ARErWATg3dghpGbU8q1xqaT/Cia5FpHrMBdbVUYeql1qe1e/02AFEpGxdgDNih5DmU8uziqWW9gA+ArrHziIiZZsCfC3xZH7sIFI+tTyr23GocIpUq9WA/WOHkOZR8axSqaUGnBY7h4i0yKmxA0jzqHhWr92BjWKHEJEW2TW1dMPYIaR8Kp7V6+TYAUSkxQw4JXYIKZ8GDFWh1NKewGTCiD0RqW6fAmsnnsyNHURKp5ZndToEFU6RWrEK8IPYIaQ8Kp7V6YexA4hIqzo8dgApj7ptq0xq6brA+4R9JSJSG+YAqyaezIgdREqjlmf1ORoVTpFaszzquq0qKp7V56jYAUSkTRwWO4CUTt22VUQHgRepafOA1RJPpscOIk1Ty7O67Bs7gIi0mc7AAbFDSGlUPKuLiqdIbdOxbquEum2rRGppb2Aq0DF2FhFpMzOB3jrTSuVTy7N67IUKp0it6w7sFDuENE3Fs3qoy1akPuwZO4A0TcWzCqSWdkJfKJF6sUfsANI0Fc/qsDXQI3YIEWkXW6SWrhE7hDROxbM67Bw7gIi0K7U+K1yn2AHampl1AQ4C+pL3et39d7EyNYOKp0h92RkYGDuENKzmiyfwIPAF8ApQdefLSy01NPpOpN7sEDuANK7mf+dpZq+7+2axczRXaunmwKuxc4hIu3Jg5cSTz2MHkeLqYZ/nC2bWP3aIFlCXrUj9MWD72CGkYfVQPHcCXjGzsWb2mpmNMbPXYocqw7diBxCRKNR1W8HqYZ/n92MHaKGtYwcQkShUPCtYze/zBDCzLYBvZ1efdfeq2IeYWtoVmEF99BCIyNJmAD0TTxbFDiLLqvmVspmdBdwBrJpdbjezM+KmKll/6uAzEpGiVgTWjx1CiquHbtsTgW+6+ywAM7sEGA78LWqq0mwRO4CIRPUN4N3YIWRZ9dCqMWBh3vWF2W3VYMvYAUQkqk1jB5Di6qHleQvwkpn9K7u+P3BTxDzlUMtTpL59I3YAKa7mi6e7X25mKUuO0nO8u4+KGKkc1fz7VBFpORXPClWzo23NrIe7f2lmvYvd7+7T2jtTOVJL+wBTY+cQkahmA9014rby1HLL805gH8IxbfO3ECy7Xumj2NaLHUBEoluBsK7SoKEKU7PF0933yf5WaxGq1twi0rpUPCtQzY+2NbMnS7mtAql4igjA2rEDyLJqtuVpZssDXYFVzKwXS36e0gNYK1qw0ql4igioeFakmi2ewKnA2cCahP2eueL5JXB1rFBlUPEUEVDxrEg1Wzzd/UrgSjM7w92r4WhChfrGDiAiFUHFswLVbPHMcfe/mdlmhCN1LJ93+6B4qUqyWuwAIlIRvhY7gCyr5ounmf0GSAjF81HCKcqeAyq2eKaWdibsmxURUcuzAtX8aFvgYOC7wGR3P55wyLuV4kZqUp/YAUSkYvRMLa35hk61qYfiOdvdFwELzKwH4ag9ld4NskrsACJSUdQTVWHqYWtmhJn1BG4gjLqdSTglWSXrFTuAiFSUHkBFH1K03tR88XT3n2T/vdbMhgA93P21mJlK0DN2ABGpKGp5Vpia77Y1s2+ZWbfs6k7AcWa2bsxMJVDxFJF8Kp4VpuaLJ/AP4Csz2wI4F3iPCh5pm1khdgARqSgqnhWmHornAg/nXdsPuNrdrwFWjJypKTXfnS4iZVHxrDD1sJKeYWb/BxwN7GxmHYDlImdqSqXnE5H21TV2AFlaPbQ8DwPmAie6+2TCD47/EjdSk+pho0ZESlcP6+qqUvMr6axgXp53/QMqf5+nWp4ikq9j7ACytJotnmb2nLvvZGYzAM+/C3B3r+R9CCqeAmt8/BGbvjk5dgypAF91nROOMiqVomaLp7vvlP2t9MFBxdTs5yJN6Dx3Dvs9OJLD716eXp9viVXFuWel7XWBC2JnkDw1u5I2s96N3e/ulXy0joWxA0g76//a25x8w1Q2e31zjB1jx5GKo3VChanZ4kk4FJ+z5CTY+RxYv33jlOWr2AGkHaw0fRrHDHqdvR5djeXn9gP6xY4kFWtB7ACytJotnu6+XuwMLTA7dgBpIx0WLuS7T47i2FsXsObHW2PsHDuSVAUVzwpTs8Uzn5n1AjZk6ZNhPxMvUZNUPGvNOhMmcOp14/nmSxvRcdG2seNI1VG3bYWp+eJpZicBZxF+3zka2J5wVpVdY+Zqgrpta8Hys2dxyODRHHzvivSYsTlQ6cdUlso1N3YAWVrNF09C4dwOeNHddzGzfsAfI2dqilqe1Wzbl1/npBuns9E7W2B8K3YcqQmfxA4gS6uH4jnH3eeYGWbWxd3fNrONY4dqgopntVn506mccPNb7PbE1+g8f7PYcaTmTI0dQJZWD8VzYnYy7AeAoWb2OTAhcqamTI8dQErQccF89np0JEfdYaw6dWuM78SOJDVrSuwAsjQLJxypD2b2HWAlYIi7z4udpyGppesTTp0mlWiDce9x6nUT2XrkpnTwPrHjSM2bmyS+fNOTSXuq2ZanmfVw9y8LDpYwJvvbHajkgyTokGyVptvMLznyzlfZ78HedPvqG8DXY0eSuqEu2wpUs8UTuBPYh6UPlpD/t2IPkpB48lVq6UxCkZdo3NnpuVc54eZZ9B2/Nca3YyeSuqTiWYFqtni6+z7Z32o9WMJkYIPYIerS6pM+5uQbxrHzM+vTaeGWseNI3VPxrEA1WzxzzOwA4Cl3/yK73hNI3P2BuMmaNAUVz/az3Ly57PfgSI64q0t2QPY1Y0cSyWiwUAWq+eIJ/Mbd/5W74u7Tzew3hNG3lUz7PdvDZmPe5pTrcwdk3yF2HJEi1PKsQPVQPIudgb0aXvfE2AFqVo8vPueYQWPY69HVWGGODsgulU4tzwpUDUWkpUaY2eXANdn10wiDiCrduNgBaootWsR3nxzJsbfOZ62PdEB2qSYqnhWoHornGcCvgX8SRtkOJRTQSvdO7AA14WsfhAOyb/+iDsgu1Wps7ACyrJovnu4+CzjfzLpl/68WKp7N1WXOVxwyeBQH39udHl9ujumA7FK1FgFvxA4hy6r54mlmOwI3En4zuY6ZbQGc6u4/iZusSR8Cc8g7jZo0YZsRYzjpxulsPHZLHZBdasR7SeI61nUFqvniCVwB7AE8BODur5pZxe/vSjxZlFr6HvCN2FkqWu/PPuHEm97MDsjeP3YckVY2pulJJIZ6KJ64+4dmln9TtZxY9h1UPJfVccECvv/YSI6+HR2QXWqcimeFqofi+WHWdetmthzh/J5vRc5UqjeBA2KHqBgbjHuPU66fyDavbEoHHxA7jkg7eC12ACmuHornj4ArgbWAj4HHqY7RtlAdP6lpW91mfskRd4UDsnefpQOyS71Ry7NC1XzxdPdPgaNi52imEbEDxOHOji+8xok3zWS997fSAdmlTn2FTk1YsWr+fJ5mtj6h5bk94Xeew4Fz3P1/UYOVKLV0MrBa7BztYvVJH3PSjeP4ztPr0WnhOrHjiEQ2Ikl8u9ghpLiab3kSTk12DUv2HR4O3AV8M1qi8rwC7BU7RJtZbt5cfvDQSI64qzO9p22lA7KLLKYu2wpWD8Wzq7vflnf9djP7ebQ05RtBLRbPTd8Yy6nXTWGz1/vTwXVAdpFlqXhWsHoono+Z2fnA3YRu28OAR82sN4C7T4sZrgS1s9+zxxef88PbxrD3I6uxwpyNgY1jRxKpYM/HDiANq4d9nu/nXc292NyPPt3d12/nSGVJLe1DODC0NTVtRbJFi9j1qVEcN3BedkD2LrEjiVSBz4FVksQXxQ4ixdVD8TwUGOLuX5rZr4Gtgd+7+8jI0UqWWvoaUF1Hz1n7ww849br32WH4hnRcpP2YIuW5P0n8oNghpGH10G37K3e/x8x2AnYFLgP+QfUMGAJ4kmoonl3mfMXB947ikMG5A7JrxKxI8zwRO4A0rh6KZ+5QfHsDN7j7I2Z2ccxAzfAkcHbsEA3a+pU3OPmGaWw8dgsdkF2kVah4Vrh6KJ4fmdl1wPeAS8ysC9AhcqZyPQ0soJI+r17TPuGEm9/ke0PXpss8HX9XpPVMSBIfFzuENK4e9nl2BfYExrj7ODNbA+jv7v+JHK0sqaUvAHF/0tFxwQL2eHwkP7wNVpuyNVZBxVykdtyUJH5S7BDSuJpf+bn7V8D9edcnAZPiJWq2J4lVPL/+bjgg+7YjdEB2kbanLtsqUPPFs4YMAX7Vbs/WddYMjrhrNPs/0IvuszZDB2QXaQ9O2FCWCqfiWT2GA5OB1dvuKdzZYfirnHjTLNb/nw7ILtL+Xk0S/yR2CGmaimeVSDxZlFr6AOEUa61rtcmTOOnGd/jO031ZbsGWrT5/ESnV0NgBpDQqntXlflqreHaaP48fPPQKR96ZOyD7Gq0yXxFpicGxA0hpVDyryzDCYbt6NXsOm7wZDsjef8xmOiC7SEUZmyT+cuwQUhoVzyqSeLIgtfRh4JiyHrjil9P54W2vsc+/V2WFOf3QAdlFKtHtsQNI6VQ8q899lFI8bdEidhk2iuMGzmXtidtg7Nz20USkmRwVz6qi4ll9Hqexrtu1P/yAU65/nx1f2JCOi7Zp12Qi0lzPJYmPjx1CSqfiWWUST+amlt4N/HjxjZ3nzubge0dyyOBurPTFFjogu0jVUauzyqh4VqdbgR+z1chwQPZ+b+uA7CLVay5wT+wQUp6aP7ZtrUof6vE4PWbsHjuHiLSYzt1Zhart7CKS02PGY7EjiEiruC12ACmfimf1GgTMiR1CRFpkGvBo7BBSPhXPKpUkPo3wsxURqV53JInPix1CyqfiWd2ujx1ARJptIXBF7BDSPCqeVSxJ/Bngzdg5RKRZBieJvx87hDSPimf1uyR2ABFpFn13q5iKZ/W7E/hf7BAiUpahSeKjY4eQ5lPxrHJJ4guAP8fOISJluTR2AGkZFc/acCvwYewQIlKSkUniT8QOIS2j4lkDsqHu2n8iUh3U6qwBKp614yZgUuwQItKo/wH3xg4hLafiWSOSxOcAl8XOISKN+muS+MLYIaTlVDxry7XAp7FDiEhRU4BbYoeQ1qHiWUOSxL8CLo+dQ0SK+mWS+OzYIaR1qHjWnquBz2OHEJGljEKtzpqi4lljksRnAL+JnUNElnJ2kvii2CGk9ah41qa/A6/GDiEiANyXHYdaaoiKZw3KRvOdDnjsLCJ1bi7w89ghpPWpeNaoJPHn0BnqRWK7XGdOqU0qnrXtF8AXsUOI1KnJwB9jh5C2oeJZw5LEp6DBQyKxXJAkPjN2CGkbKp6172pgTOwQInXmFWBg7BDSdlQ8a1w2eOi02DlE6sgi4IwkcQ3Yq2EqnnUgSfxZ4PbYOUTqxKVJ4sNjh5C2peJZP36Ojjwk0tZGo3EGdUHFs04kiU8GToqdQ8o3cSLsvjv84Q/L3nfJJbDLLvDRRw0//rLL4JhjYNddYciQpe+bNw+uuQYOPhj23ReuuAIWLGjd/HVkLnB0dn5dqXEqnnUkSfx+4PrYOaQ8V14J/fote/uYMfDxx00//utfh7POgg03XPa+u+6CsWPh5pvhtttg3LjwV5rlgiTxN2KHkPah4ll/zgHeih1CSvPUU9CtG2y99dK3L1wIV10FZ57Z9DwOOAC22QY6d172vhdegAMPhB49oGfP8P/HHmud7HVmGHBF7BDSflQ860x22rLDCV1MUsFmzYJbboHTioyVHjwYNt88tCpbKn9MqDt88gnM1K8Ty/EFcJxG19YXFc86lCT+GuHoQ1LBbr4Z9toL+vRZ+vapU+Hhh+H441v+HAMGwH33wfTpMG0a3H9/uH2uNq3KcUaS+AexQ0j7UvGsU0niVwGPxM4hxb37LrzyShjIU+jqq8MAoO7dW/48Rx8d9oWefDKcfjrstBN06gS9erV83nXi3iRx7SWuQ51iB5CojgdeA1aPHUSWNno0TJkChx0Wrs+eDYsWwYQJYZDQ66/Dddctmf6000Lx22238p6nS5cwmOiss8L1hx+GjTaCDtqsLsXHwI9ih5A4VDzrWJL4J2lqxwCPAxY7jyyxzz7hpyU5//wnTJ4M55wT9kvm71076CD44x8b3v85f/6SxyxYEH6e0qlTKJCffAJmsPLK8NZbYaTtz3UCrVLMAw5OEv8sdhCJQ8WzziWJD01TuxQ4L3YWWWL55cMlZ4UVwmjZnj2LT7/SSqEVCXDeedC/f+iShVAMX81Ojf7GG/DXv4bfc265ZWjF/ulPYZ/nqquG7tvttmu711VDfqKjCNU3cw0Qq3tpah2A+4H9YmcRqQJ/TxLX8aLrnPZsCEnii4AjgRGxs4hUuGeAs2OHkPjU8pTF0tRWA14C1o2dRaQC/Q/YPkn8k9hBJD61PGWx7OTZexF+9C0iS0wH9lbhlBwVT1lKkvibwEHA/NhZRCrEfODAJPG3YweRyqHiKctIEn8SODV2DpEKcWqS+LDYIaSyqHhKUUnitwBFToIlUld+l30XRJai4imN+TVwV+wQIpH8KUlcJ7aWojTaVhqVptYFuA/YO3YWkXZ0SZL4+bFDSOVSy1MalSQ+FzgQeCB2FpF28hcVTmmKiqc0KUl8HnAIMDh2FpE29tckcZ2uT5qk4iklSRJfABwB3BE7i0gbuSJJ/GexQ0h1UPGUkiWJLwSOAQZGjiLS2q5MEv9p7BBSPVQ8pSzZcXBPAK6PnUWklfwtSVzHq5WyqHhK2ZLEnXAS4KtjZxFpoSuTxM+MHUKqj36qIi2SpnYZcG7sHCJlWgickyT+t9hBpDqpeEqLpan9FLgU6Bg7i0gJZgCHJYk/FjuIVC8VT2kVaWp7AHcDPWNnEWnEBGCfJPHXYweR6qbiKa0mTW0j4EGgX+wsIkW8BOyXnXpPpEU0YEhaTZL4O8D2gLrDpNL8E0hUOKW1qHhKq0oS/wLYh7APVKQS/B44Ikl8TuwgUjvUbSttJk3tKOBGYPnYWaQuzQVOShK/PXYQqT0qntKm0tS2A/4FrBU7i9SV14Ejk8THxA4itUndttKmksRfBrZF+0GlfThwJbCtCqe0JbU8pd2kqZ0MXA50j51FatIk4Lgk8f/EDiK1T8VT2lWa2nrALcB3YmeRmvIAcHKS+Kexg0h9UPGUdpemZsDZwB/RYCJpmVnA2UniN8YOIvVFxVOiSVPbBBhE2CcqUq6XgaOSxMfFDiL1RwOGJJok8beAHYALgfmR40j1mE1YZnZU4ZRY1PKUipCmtjVwE7Bl7CxS0QYDP0sS/yB2EKlvKp5SMdLUOgAnAxcDq0SOI5VlDHBmkngaO4gIqHhKBUpT6wlcBJwGdIqbRiL7nNBF+48k8YWxw4jkqHhKxcoGFF0G7BU7i7S7RcANwC+TxD+LHUakkIqnVLw0tQS4BBgQOYq0j+eAM5LER8cOItIQFU+pGmlqhxB+G7pB7CzSJoYDf0oSfzh2EJGmqHhKVUlTWw74IfBT4BuR40jr+A+haKaxg4iUSsVTqlJ2lKI9gXOB70aOI+VbRDjbzp+SxF+JHUakXCqeUvXS1LYkFNHDgOUix5HGzQfuAC5JEn87dhiR5lLxlJqRprY2cCZwCrBS5DiytNmEg2D8RQc4kFqg4ik1J01tReAk4Cxg3chx6t3zwEDgniTxLyNnEWk1Kp5Ss7L9ot8GjgQOBlaOm6hufEA44P+tSeLvxg4j0hZUPKUuZKN0dycU0v2AbnET1ZxZwH3ArcCwJNGKRWqbiqfUnTS1roQCeiSwBxpk1FwLgWcJBfPeJPGZkfOItBsVT6lraWq9CV26BxC6eNUibdyHhN9lPg48kST+eeQ8IlGoeIpksq7d7YBdgV2AHYHlo4aKbzbwNKFYPp6dg1Wk7ql4ijQgTa0LoYDuQiioA6j9Lt5FwBtkxRJ4Nkl8btxIIpVHxVOkRGlq3YCdgG8CmxIOD7gR0DlmrhZYBLwDvJJ3Gal9lyJNU/EUaYE0tU6EA9Xniml+Ue0SMVo+ByYSWpRvAK9nf99MEp8VM5hItVLxFGkDaWodCUV1faAPsEojl95Ax2Y8zVxgcnaZ1MjfKUni81vwckSkgIqnSGTZwRx6AT2zmxYVuSwsvK7uVZF4VDxFRETK1CF2ABERkWqj4ikiIlImFU8REZEyqXiKSMnMbKCZXRw7h0hsKp4iAoCZjTezeWa2SsHto8zMzaxvE48vWljN7GdmNsnMppvZMDNboeD+i8zs9iKPczPbIG+a+WY2M5vPC2a2Q3Nep0hrUPEUkXzvA0fkrphZf6Brc2dmZv2Aiwmng1sF+C3hpzbN8U93757NZxgwuLm5RFpKxVNE8t0GHJN3/VjCia2XYWYrZi3Jq8zsVOAo4BdZ6/DhbLIFhN+oTnD3Be6eurfsWLnuvgC4A1jLzPq0ZF4izaXiKSL5XgR6mNkmZtYROBwo1qW6MvAk8Ly7n+nu1xEK2qXu3t3d980mnZpd7jWzVjlDjZl1JhT4zwCdEk2iUPEUkUK51uf3gLeAjwruX5NwmrLB7v6rJuZ1D3A9MA54IFdAzex2Mzsjb7pDs32Ziy9F5nVodvts4GTg4KwVKtLuVDxFpNBtwJHAcRTvst0bWAG4trGZmNnGhLPQXAacAUwjFNCuwA7AU3mT3+PuPfMvRWZ5T3b7aoSD229T1qsSaUUqniKyFHefQBg4tBdwf5FJbgCGAI+aWbf8hxZM14lwwHtz90WE/acLgVHAW+7+RjPzfQqcAlxkZms0Zx4iLaXiKSLFnAjs6t7gKctOB8YCD+f99GQK4SwyOW8Tumv/bmYrEU4kPpRwuraZZmbNDefuYwkn6/5Fc+ch0hIqniKyDHd/z91HNHK/E1p/E4EHs32ZNwGbZvssH3D3hcA+hLPFvEfYd7oTobt1a8JPWFriL8ApZrZqC+cjUjadVUVERKRManmKiIiUScVTRESkTCqeIiIiZVLxFBERKZOKp4iISJlUPEVERMqk4ikiIlImFU8REZEyqXiKiIiUScVTRESkTCqeIiIiZVLxFBERKZOKp4iISJlUPEVERMqk4ikiIlImFU8REZEyqXiKiIiUScVTRESkTCqeIiIiZVLxFBERKZOKp4iISJlUPEVERMqk4ikiIlImFU8REZEy/X+Zh6A6XAd3KQAAAABJRU5ErkJggg==\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "id": "kBscPGozsWZH",
+        "outputId": "ed099233-cb8e-4edc-ada2-7fdcd412153f"
+      },
+      "source": [
+        "data['status'].value_counts().plot.pie(autopct='%.2f',figsize=(8,6),fontsize=12,colors=['hotpink','steelblue'])\n",
+        "plt.title(\"Status of placement- Placed/Not placed of the candidates \", fontsize=16)"
+      ],
+      "execution_count": 28,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Status of placement- Placed/Not placed of the candidates ')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 28
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 576x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "OvSFj8AptlyD",
+        "outputId": "4082214d-8089-49f8-a147-84e6f2652448"
+      },
+      "source": [
+        "sns.pairplot(data,hue='status')"
+      ],
+      "execution_count": 29,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.PairGrid at 0x7ff4a9ad7790>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 29
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 1169.5x1080 with 42 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "oYR5GfVTlj8v"
+      },
+      "source": [
+        "Insights drawn through data visualization & analysis:\n",
+        "*   64.65% candidate are males and rest 35.35 % are females.\n",
+        "*   Lowest SSC percentage among all candidates is 40.89% and highest is 89.4%.\n",
+        "*   53.95 % of candidates gave their SSC exams under Central Board and rest 46.05% were from other board.\n",
+        "*  Lowest HSC percentage among all candidates is 37.0% and highest is 97.7%.\n",
+        "*  Only 39.07 % of candidates gave their HSC exams under Central Board and rest 60.93% were from other board.\n",
+        "*  Among all the candidates 52.56% candidates are from commmerce stream, 42.33% candidates are from Science stream and rest 5.12% candidates are from Arts Stream.\n",
+        "*  Lowest Degree percentage among all candidates is 50.0% and highest is 91.0%.\n",
+        "*  Degree title of 67.44% candidates is Commerce & Management, for 27.44% candidates is Science & Technology and rest 5.12% have other degree title.\n",
+        "*  65.58 % candidates have no work experience and rest 34.42% have valid work experience.\n",
+        "*  Lowest Employability test percentage ( conducted by college) percentage among all candidates is 50.0% and highest is 98.0%.\n",
+        "*  Among all the candidates 55.81% candidates have Marketing & Finance Post Graduation(MBA)- Specialization and rest 44.19 % have Marketing & HR Post Graduation(MBA)- Specialization.\n",
+        "* Among all the candidates 68.84% candidates have been successfully placed and rest 31.16 % have not been placed.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "98BN4UP1ie2X"
+      },
+      "source": [
+        "### **Data Training**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "m9olV_vEt5mp",
+        "outputId": "722b6af5-9716-44f9-afc0-f2538c821e3e"
+      },
+      "source": [
+        "data.info()"
+      ],
+      "execution_count": 30,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 215 entries, 0 to 214\n",
+            "Data columns (total 15 columns):\n",
+            " #   Column          Non-Null Count  Dtype  \n",
+            "---  ------          --------------  -----  \n",
+            " 0   sl_no           215 non-null    int64  \n",
+            " 1   gender          215 non-null    object \n",
+            " 2   ssc_p           215 non-null    float64\n",
+            " 3   ssc_b           215 non-null    object \n",
+            " 4   hsc_p           215 non-null    float64\n",
+            " 5   hsc_b           215 non-null    object \n",
+            " 6   hsc_s           215 non-null    object \n",
+            " 7   degree_p        215 non-null    float64\n",
+            " 8   degree_t        215 non-null    object \n",
+            " 9   workex          215 non-null    object \n",
+            " 10  etest_p         215 non-null    float64\n",
+            " 11  specialisation  215 non-null    object \n",
+            " 12  mba_p           215 non-null    float64\n",
+            " 13  status          215 non-null    object \n",
+            " 14  salary          215 non-null    object \n",
+            "dtypes: float64(5), int64(1), object(9)\n",
+            "memory usage: 25.3+ KB\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "B8rq8VBiuHeO",
+        "outputId": "6ebe9520-a43e-45c5-b19b-be6798b95fc0"
+      },
+      "source": [
+        "data1=data.drop(['gender','ssc_b','hsc_b','hsc_s','degree_t','workex','specialisation','status'],axis=1)\n",
+        "data1.info()"
+      ],
+      "execution_count": 31,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 215 entries, 0 to 214\n",
+            "Data columns (total 7 columns):\n",
+            " #   Column    Non-Null Count  Dtype  \n",
+            "---  ------    --------------  -----  \n",
+            " 0   sl_no     215 non-null    int64  \n",
+            " 1   ssc_p     215 non-null    float64\n",
+            " 2   hsc_p     215 non-null    float64\n",
+            " 3   degree_p  215 non-null    float64\n",
+            " 4   etest_p   215 non-null    float64\n",
+            " 5   mba_p     215 non-null    float64\n",
+            " 6   salary    215 non-null    object \n",
+            "dtypes: float64(5), int64(1), object(1)\n",
+            "memory usage: 11.9+ KB\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 202
+        },
+        "id": "QrDyC9sHv-oF",
+        "outputId": "8f11fe3c-3053-4f62-9b30-757834b998ed"
+      },
+      "source": [
+        "#converting data into int datatype to avoid errors below.\n",
+        "prepareddata=data1.astype(int)\n",
+        "prepareddata.head()"
+      ],
+      "execution_count": 32,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "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>sl_no</th>\n",
+              "      <th>ssc_p</th>\n",
+              "      <th>hsc_p</th>\n",
+              "      <th>degree_p</th>\n",
+              "      <th>etest_p</th>\n",
+              "      <th>mba_p</th>\n",
+              "      <th>salary</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>67</td>\n",
+              "      <td>91</td>\n",
+              "      <td>58</td>\n",
+              "      <td>55</td>\n",
+              "      <td>58</td>\n",
+              "      <td>270000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2</td>\n",
+              "      <td>79</td>\n",
+              "      <td>78</td>\n",
+              "      <td>77</td>\n",
+              "      <td>86</td>\n",
+              "      <td>66</td>\n",
+              "      <td>200000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3</td>\n",
+              "      <td>65</td>\n",
+              "      <td>68</td>\n",
+              "      <td>64</td>\n",
+              "      <td>75</td>\n",
+              "      <td>57</td>\n",
+              "      <td>250000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4</td>\n",
+              "      <td>56</td>\n",
+              "      <td>52</td>\n",
+              "      <td>52</td>\n",
+              "      <td>66</td>\n",
+              "      <td>59</td>\n",
+              "      <td>288655</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>73</td>\n",
+              "      <td>73</td>\n",
+              "      <td>96</td>\n",
+              "      <td>55</td>\n",
+              "      <td>425000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   sl_no  ssc_p  hsc_p  degree_p  etest_p  mba_p  salary\n",
+              "0      1     67     91        58       55     58  270000\n",
+              "1      2     79     78        77       86     66  200000\n",
+              "2      3     65     68        64       75     57  250000\n",
+              "3      4     56     52        52       66     59  288655\n",
+              "4      5     85     73        73       96     55  425000"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 32
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Q4ju3KiowFnL"
+      },
+      "source": [
+        "# Import train_test_split from sklearn.model_selection\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "# Here, X is the data which will have feature and y will have our target.\n",
+        "x=prepareddata.drop(['salary'],axis=1)  \n",
+        "y=prepareddata['salary']"
+      ],
+      "execution_count": 33,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "6i8lrIvMwT1O"
+      },
+      "source": [
+        "# Split data into training data and testing data\n",
+        "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2,random_state=500) \n",
+        "#Ratio used for splitting training and testing data is 8:2 respectively"
+      ],
+      "execution_count": 34,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "einKD8QmijSz"
+      },
+      "source": [
+        "### **Model Creation using Decision Tree Regressor Algorithm**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "0bXEvgjnwZg6"
+      },
+      "source": [
+        "# Importing decision tree regressor \n",
+        "from sklearn.tree import DecisionTreeRegressor \n",
+        "reg = DecisionTreeRegressor()"
+      ],
+      "execution_count": 35,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "lydd86vWwjGg",
+        "outputId": "e8a7f311-310f-47d4-fbea-f8bfb7dd6346"
+      },
+      "source": [
+        "#Fitting data into the model.\n",
+        "reg.fit(x_train, y_train)"
+      ],
+      "execution_count": 36,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "DecisionTreeRegressor(ccp_alpha=0.0, criterion='mse', max_depth=None,\n",
+              "                      max_features=None, max_leaf_nodes=None,\n",
+              "                      min_impurity_decrease=0.0, min_impurity_split=None,\n",
+              "                      min_samples_leaf=1, min_samples_split=2,\n",
+              "                      min_weight_fraction_leaf=0.0, presort='deprecated',\n",
+              "                      random_state=None, splitter='best')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 36
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "TARPkNUVwmow"
+      },
+      "source": [
+        "# Making predictions on Test data \n",
+        "pred = reg.predict(x_test)"
+      ],
+      "execution_count": 37,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "aeML5AMgwqnC",
+        "outputId": "a117f13e-b9f4-4561-e903-49375eb40388"
+      },
+      "source": [
+        "pred"
+      ],
+      "execution_count": 38,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([288655., 288655., 350000., 260000., 300000., 204000., 300000.,\n",
+              "       216000., 288655., 260000., 216000., 288655., 340000., 268000.,\n",
+              "       500000., 288655., 288655., 220000., 288655., 288655., 270000.,\n",
+              "       285000., 288655., 231000., 500000., 265000., 300000., 500000.,\n",
+              "       230000., 265000., 240000., 210000., 220000., 200000., 264000.,\n",
+              "       250000., 250000., 300000., 220000., 360000., 250000., 260000.,\n",
+              "       360000.])"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 38
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "KnHQuC5pis_r"
+      },
+      "source": [
+        "### **Performance Evaluation**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "DOz9wvZ8gL46",
+        "outputId": "e85be468-7c4a-44bc-adf5-ea4db0a8bc51"
+      },
+      "source": [
+        "import numpy as np\n",
+        "from sklearn.metrics import mean_squared_error\n",
+        "print(\"Model\\t\\t\\t          RootMeanSquareError  \\t\\t    Accuracy of the model\") \n",
+        "print(\"\"\"Decision Tree Regressor \\t\\t {:.2f} \\t \\t\\t {:.2f}\"\"\".format(  np.sqrt(mean_squared_error(y_test, pred)), reg.score(x_train,y_train)))"
+      ],
+      "execution_count": 39,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Model\t\t\t          RootMeanSquareError  \t\t    Accuracy of the model\n",
+            "Decision Tree Regressor \t\t 108060.65 \t \t\t 1.00\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "7URri1zTw212"
+      },
+      "source": [
+        "Conclusion Drawn:\n",
+        "*  Accuracy of the decision tree regressor model for this project is 1.00 which is an excellent accuracy.\n",
+        "\n",
+        "*  Decision tree regressor is a highly efficient model and widely used for regression tasks,various prediction projects etc.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "PsehX64px9aL"
+      },
+      "source": [
+        "\n",
+        "\n",
+        "**Author**\n",
+        "\n",
+        "[Ayushi Shrivastava](https://github.com/ayushi424)"
+      ]
+    }
+  ]
+}
\ No newline at end of file