From bc9f65c16f96a54f40372139a864d497ca41e3e6 Mon Sep 17 00:00:00 2001
From: SakshiSaini12 <98111238+SakshiSaini12@users.noreply.github.com>
Date: Fri, 15 Jul 2022 15:38:01 +0530
Subject: [PATCH 1/2] Add files via upload
---
...) 2012-2016 Training - stocks2012-2016.csv | 1227 +++++++++++++++++
...akshi saini _ stock price prediction.ipynb | 547 ++++++++
Minor Project Submissions/tatatest.csv | 17 +
3 files changed, 1791 insertions(+)
create mode 100644 Minor Project Submissions/Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016.csv
create mode 100644 Minor Project Submissions/sakshi saini _ stock price prediction.ipynb
create mode 100644 Minor Project Submissions/tatatest.csv
diff --git a/Minor Project Submissions/Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016.csv b/Minor Project Submissions/Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016.csv
new file mode 100644
index 0000000..625404a
--- /dev/null
+++ b/Minor Project Submissions/Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016.csv
@@ -0,0 +1,1227 @@
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\ No newline at end of file
diff --git a/Minor Project Submissions/sakshi saini _ stock price prediction.ipynb b/Minor Project Submissions/sakshi saini _ stock price prediction.ipynb
new file mode 100644
index 0000000..37d534d
--- /dev/null
+++ b/Minor Project Submissions/sakshi saini _ stock price prediction.ipynb
@@ -0,0 +1,547 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset_train = pd.read_csv('Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016.csv')\n",
+ "training_set = dataset_train.iloc[:, 1:2].values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Open | \n",
+ " High | \n",
+ " Low | \n",
+ " Close | \n",
+ " Volume | \n",
+ " Stock Trading | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2016-12-30 | \n",
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+ "
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+ ],
+ "text/plain": [
+ " Date Open High Low Close Volume Stock Trading\n",
+ "0 2016-12-30 42120 42330 41700 41830 610000 25628028000\n",
+ "1 2016-12-29 43000 43220 42540 42660 448400 19188227000\n",
+ "2 2016-12-28 43940 43970 43270 43270 339900 14780670000\n",
+ "3 2016-12-27 43140 43700 43140 43620 400100 17427993000\n",
+ "4 2016-12-26 43310 43660 43090 43340 358200 15547803000"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dataset_train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.preprocessing import MinMaxScaler\n",
+ "sc = MinMaxScaler(feature_range = (0, 1))\n",
+ "training_set_scaled = sc.fit_transform(training_set)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = []\n",
+ "y_train = []\n",
+ "for i in range(60, 1226):\n",
+ " X_train.append(training_set_scaled[i-60:i, 0])\n",
+ " y_train.append(training_set_scaled[i, 0])\n",
+ "X_train, y_train = np.array(X_train), np.array(y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from keras.models import Sequential\n",
+ "from keras.layers import Dense\n",
+ "from keras.layers import LSTM\n",
+ "from keras.layers import Dropout"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "regressor = Sequential()\n",
+ "\n",
+ "# Adding the first LSTM layer and some Dropout regularisation\n",
+ "regressor.add(LSTM(units = 50, return_sequences = True, input_shape = (X_train.shape[1], 1)))\n",
+ "regressor.add(Dropout(0.2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "regressor.add(LSTM(units = 50, return_sequences = True))\n",
+ "regressor.add(Dropout(0.2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "regressor.add(LSTM(units = 50, return_sequences = True))\n",
+ "regressor.add(Dropout(0.2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "regressor.add(LSTM(units = 50))\n",
+ "regressor.add(Dropout(0.2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/100\n",
+ "37/37 [==============================] - 6s 42ms/step - loss: 0.0292\n",
+ "Epoch 2/100\n",
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+ "Epoch 5/100\n",
+ "37/37 [==============================] - 3s 74ms/step - loss: 0.0049\n",
+ "Epoch 6/100\n",
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+ "Epoch 7/100\n",
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+ "Epoch 8/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0044\n",
+ "Epoch 9/100\n",
+ "37/37 [==============================] - 3s 75ms/step - loss: 0.0049\n",
+ "Epoch 10/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0043\n",
+ "Epoch 11/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0043\n",
+ "Epoch 12/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0043\n",
+ "Epoch 13/100\n",
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+ "Epoch 18/100\n",
+ "37/37 [==============================] - 3s 79ms/step - loss: 0.0035\n",
+ "Epoch 19/100\n",
+ "37/37 [==============================] - 2s 67ms/step - loss: 0.0035\n",
+ "Epoch 20/100\n",
+ "37/37 [==============================] - 3s 83ms/step - loss: 0.0029\n",
+ "Epoch 21/100\n",
+ "37/37 [==============================] - 3s 92ms/step - loss: 0.0035\n",
+ "Epoch 22/100\n",
+ "37/37 [==============================] - 3s 92ms/step - loss: 0.0028\n",
+ "Epoch 23/100\n",
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+ "Epoch 69/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0015\n",
+ "Epoch 70/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 71/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 72/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 73/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 74/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0015\n",
+ "Epoch 75/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0014\n",
+ "Epoch 76/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0013\n",
+ "Epoch 77/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 78/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0012\n",
+ "Epoch 79/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0013\n",
+ "Epoch 80/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0013\n",
+ "Epoch 81/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 82/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0013\n",
+ "Epoch 83/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0013\n",
+ "Epoch 84/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0012\n",
+ "Epoch 85/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0012\n",
+ "Epoch 86/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0014\n",
+ "Epoch 87/100\n",
+ "37/37 [==============================] - 3s 83ms/step - loss: 0.0013\n",
+ "Epoch 88/100\n",
+ "37/37 [==============================] - 3s 80ms/step - loss: 0.0012\n",
+ "Epoch 89/100\n",
+ "37/37 [==============================] - 3s 73ms/step - loss: 0.0010\n",
+ "Epoch 90/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0011\n",
+ "Epoch 91/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0012\n",
+ "Epoch 92/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0011\n",
+ "Epoch 93/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0013\n",
+ "Epoch 94/100\n",
+ "37/37 [==============================] - 3s 70ms/step - loss: 0.0012\n",
+ "Epoch 95/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0011\n",
+ "Epoch 96/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0012\n",
+ "Epoch 97/100\n",
+ "37/37 [==============================] - 3s 78ms/step - loss: 0.0012\n",
+ "Epoch 98/100\n",
+ "37/37 [==============================] - 3s 71ms/step - loss: 0.0012\n",
+ "Epoch 99/100\n",
+ "37/37 [==============================] - 3s 82ms/step - loss: 0.0013\n",
+ "Epoch 100/100\n",
+ "37/37 [==============================] - 3s 76ms/step - loss: 0.0010\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "regressor.add(Dense(units = 1))\n",
+ "\n",
+ "# Compiling the RNN\n",
+ "regressor.compile(optimizer = 'adam', loss = 'mean_squared_error')\n",
+ "\n",
+ "# Fitting the RNN to the Training set\n",
+ "regressor.fit(X_train, y_train, epochs = 100, batch_size = 32)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset_test = pd.read_csv('tatatest.csv')\n",
+ "real_stock_price = dataset_test.iloc[:, 1:2].values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1/1 [==============================] - 1s 1s/step\n"
+ ]
+ }
+ ],
+ "source": [
+ "dataset_total = pd.concat((dataset_train['Open'], dataset_test['Open']), axis = 0)\n",
+ "inputs = dataset_total[len(dataset_total) - len(dataset_test) - 60:].values\n",
+ "inputs = inputs.reshape(-1,1)\n",
+ "inputs = sc.transform(inputs)\n",
+ "X_test = []\n",
+ "for i in range(60, 76):\n",
+ " X_test.append(inputs[i-60:i, 0])\n",
+ "X_test = np.array(X_test)\n",
+ "X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n",
+ "predicted_stock_price = regressor.predict(X_test)\n",
+ "predicted_stock_price = sc.inverse_transform(predicted_stock_price)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualising the results\n",
+ "plt.plot(real_stock_price, color = 'red', label = 'Real Uniqlo(FastRetailing)')\n",
+ "plt.plot(predicted_stock_price, color = 'blue', label = 'Predicted Uniqlo(FastRetailing)')\n",
+ "plt.title('Uniqlo(FastRetailing) 2012-2016 Training - stocks2012-2016')\n",
+ "plt.xlabel('Time')\n",
+ "plt.ylabel('Uniqlo(FastRetailing)')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3.10.5 64-bit",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.5"
+ },
+ "orig_nbformat": 4,
+ "vscode": {
+ "interpreter": {
+ "hash": "88e86f65c34cd0b800fef137318f3d3c8e1d0106e4d40c02a83e043d19cd34b7"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Minor Project Submissions/tatatest.csv b/Minor Project Submissions/tatatest.csv
new file mode 100644
index 0000000..648eab6
--- /dev/null
+++ b/Minor Project Submissions/tatatest.csv
@@ -0,0 +1,17 @@
+Date,Open,High,Low,Last,Close,Total Trade Quantity,Turnover (Lacs)
+2018-10-24,220.1,221.25,217.05,219.55,219.8,2171956,4771.34
+2018-10-23,221.1,222.2,214.75,219.55,218.3,1416279,3092.15
+2018-10-22,229.45,231.6,222,223.05,223.25,3529711,8028.37
+2018-10-19,230.3,232.7,225.5,227.75,227.2,1527904,3490.78
+2018-10-17,237.7,240.8,229.45,231.3,231.1,2945914,6961.65
+2018-10-16,237.1,237.7,233.05,234.4,235.45,1723113,4052.25
+2018-10-15,229.7,237,226.8,234.8,234.9,1224339,2845.68
+2018-10-12,226.25,232.35,225.5,228.7,229.1,1165527,2675.91
+2018-10-11,215,229.7,215,225.6,224.6,1293881,2890.85
+2018-10-10,215,229.65,215,228.25,228.4,2919278,6557.95
+2018-10-09,215.5,219.15,209.6,215,216.5,1844462,3940.7
+2018-10-08,208,222.25,206.85,216,215.15,4642146,10062.83
+2018-10-05,217,218.6,205.9,210.25,209.2,3519515,7407.06
+2018-10-04,223.5,227.8,216.15,217.25,218.2,1728786,3815.79
+2018-10-03,230,237.5,225.75,226.45,227.6,1708590,3960.27
+2018-10-01,234.55,234.6,221.05,230.3,230.9,1534749,3486.05
From 61b3e6b0df7822068c237a5d066926fe8a3382c3 Mon Sep 17 00:00:00 2001
From: SakshiSaini12 <98111238+SakshiSaini12@users.noreply.github.com>
Date: Fri, 15 Jul 2022 15:38:40 +0530
Subject: [PATCH 2/2] Add files via upload
---
.../Placement_Data_Full_Class.csv | 216 +++
...ct_Factor affecting campus placement.ipynb | 1238 +++++++++++++++++
2 files changed, 1454 insertions(+)
create mode 100644 Major Project Submissions/Placement_Data_Full_Class.csv
create mode 100644 Major Project Submissions/Sakshi saini_Pooja_Major project_Factor affecting campus placement.ipynb
diff --git a/Major Project Submissions/Placement_Data_Full_Class.csv b/Major Project Submissions/Placement_Data_Full_Class.csv
new file mode 100644
index 0000000..7bb17ff
--- /dev/null
+++ b/Major Project Submissions/Placement_Data_Full_Class.csv
@@ -0,0 +1,216 @@
+sl_no,gender,ssc_p,ssc_b,hsc_p,hsc_b,hsc_s,degree_p,degree_t,workex,etest_p,specialisation,mba_p,status,salary
+1,M,67.00,Others,91.00,Others,Commerce,58.00,Sci&Tech,No,55,Mkt&HR,58.8,Placed,270000
+2,M,79.33,Central,78.33,Others,Science,77.48,Sci&Tech,Yes,86.5,Mkt&Fin,66.28,Placed,200000
+3,M,65.00,Central,68.00,Central,Arts,64.00,Comm&Mgmt,No,75,Mkt&Fin,57.8,Placed,250000
+4,M,56.00,Central,52.00,Central,Science,52.00,Sci&Tech,No,66,Mkt&HR,59.43,Not Placed,
+5,M,85.80,Central,73.60,Central,Commerce,73.30,Comm&Mgmt,No,96.8,Mkt&Fin,55.5,Placed,425000
+6,M,55.00,Others,49.80,Others,Science,67.25,Sci&Tech,Yes,55,Mkt&Fin,51.58,Not Placed,
+7,F,46.00,Others,49.20,Others,Commerce,79.00,Comm&Mgmt,No,74.28,Mkt&Fin,53.29,Not Placed,
+8,M,82.00,Central,64.00,Central,Science,66.00,Sci&Tech,Yes,67,Mkt&Fin,62.14,Placed,252000
+9,M,73.00,Central,79.00,Central,Commerce,72.00,Comm&Mgmt,No,91.34,Mkt&Fin,61.29,Placed,231000
+10,M,58.00,Central,70.00,Central,Commerce,61.00,Comm&Mgmt,No,54,Mkt&Fin,52.21,Not Placed,
+11,M,58.00,Central,61.00,Central,Commerce,60.00,Comm&Mgmt,Yes,62,Mkt&HR,60.85,Placed,260000
+12,M,69.60,Central,68.40,Central,Commerce,78.30,Comm&Mgmt,Yes,60,Mkt&Fin,63.7,Placed,250000
+13,F,47.00,Central,55.00,Others,Science,65.00,Comm&Mgmt,No,62,Mkt&HR,65.04,Not Placed,
+14,F,77.00,Central,87.00,Central,Commerce,59.00,Comm&Mgmt,No,68,Mkt&Fin,68.63,Placed,218000
+15,M,62.00,Central,47.00,Central,Commerce,50.00,Comm&Mgmt,No,76,Mkt&HR,54.96,Not Placed,
+16,F,65.00,Central,75.00,Central,Commerce,69.00,Comm&Mgmt,Yes,72,Mkt&Fin,64.66,Placed,200000
+17,M,63.00,Central,66.20,Central,Commerce,65.60,Comm&Mgmt,Yes,60,Mkt&Fin,62.54,Placed,300000
+18,F,55.00,Central,67.00,Central,Commerce,64.00,Comm&Mgmt,No,60,Mkt&Fin,67.28,Not Placed,
+19,F,63.00,Central,66.00,Central,Commerce,64.00,Comm&Mgmt,No,68,Mkt&HR,64.08,Not Placed,
+20,M,60.00,Others,67.00,Others,Arts,70.00,Comm&Mgmt,Yes,50.48,Mkt&Fin,77.89,Placed,236000
+21,M,62.00,Others,65.00,Others,Commerce,66.00,Comm&Mgmt,No,50,Mkt&HR,56.7,Placed,265000
+22,F,79.00,Others,76.00,Others,Commerce,85.00,Comm&Mgmt,No,95,Mkt&Fin,69.06,Placed,393000
+23,F,69.80,Others,60.80,Others,Science,72.23,Sci&Tech,No,55.53,Mkt&HR,68.81,Placed,360000
+24,F,77.40,Others,60.00,Others,Science,64.74,Sci&Tech,Yes,92,Mkt&Fin,63.62,Placed,300000
+25,M,76.50,Others,97.70,Others,Science,78.86,Sci&Tech,No,97.4,Mkt&Fin,74.01,Placed,360000
+26,F,52.58,Others,54.60,Central,Commerce,50.20,Comm&Mgmt,Yes,76,Mkt&Fin,65.33,Not Placed,
+27,M,71.00,Others,79.00,Others,Commerce,66.00,Comm&Mgmt,Yes,94,Mkt&Fin,57.55,Placed,240000
+28,M,63.00,Others,67.00,Others,Commerce,66.00,Comm&Mgmt,No,68,Mkt&HR,57.69,Placed,265000
+29,M,76.76,Others,76.50,Others,Commerce,67.50,Comm&Mgmt,Yes,73.35,Mkt&Fin,64.15,Placed,350000
+30,M,62.00,Central,67.00,Central,Commerce,58.00,Comm&Mgmt,No,77,Mkt&Fin,51.29,Not Placed,
+31,F,64.00,Central,73.50,Central,Commerce,73.00,Comm&Mgmt,No,52,Mkt&HR,56.7,Placed,250000
+32,F,67.00,Central,53.00,Central,Science,65.00,Sci&Tech,No,64,Mkt&HR,58.32,Not Placed,
+33,F,61.00,Central,81.00,Central,Commerce,66.40,Comm&Mgmt,No,50.89,Mkt&HR,62.21,Placed,278000
+34,F,87.00,Others,65.00,Others,Science,81.00,Comm&Mgmt,Yes,88,Mkt&Fin,72.78,Placed,260000
+35,M,62.00,Others,51.00,Others,Science,52.00,Others,No,68.44,Mkt&HR,62.77,Not Placed,
+36,F,69.00,Central,78.00,Central,Commerce,72.00,Comm&Mgmt,No,71,Mkt&HR,62.74,Placed,300000
+37,M,51.00,Central,44.00,Central,Commerce,57.00,Comm&Mgmt,No,64,Mkt&Fin,51.45,Not Placed,
+38,F,79.00,Central,76.00,Central,Science,65.60,Sci&Tech,No,58,Mkt&HR,55.47,Placed,320000
+39,F,73.00,Others,58.00,Others,Science,66.00,Comm&Mgmt,No,53.7,Mkt&HR,56.86,Placed,240000
+40,M,81.00,Others,68.00,Others,Science,64.00,Sci&Tech,No,93,Mkt&Fin,62.56,Placed,411000
+41,F,78.00,Central,77.00,Others,Commerce,80.00,Comm&Mgmt,No,60,Mkt&Fin,66.72,Placed,287000
+42,F,74.00,Others,63.16,Others,Commerce,65.00,Comm&Mgmt,Yes,65,Mkt&HR,69.76,Not Placed,
+43,M,49.00,Others,39.00,Central,Science,65.00,Others,No,63,Mkt&Fin,51.21,Not Placed,
+44,M,87.00,Others,87.00,Others,Commerce,68.00,Comm&Mgmt,No,95,Mkt&HR,62.9,Placed,300000
+45,F,77.00,Others,73.00,Others,Commerce,81.00,Comm&Mgmt,Yes,89,Mkt&Fin,69.7,Placed,200000
+46,F,76.00,Central,64.00,Central,Science,72.00,Sci&Tech,No,58,Mkt&HR,66.53,Not Placed,
+47,F,70.89,Others,71.98,Others,Science,65.60,Comm&Mgmt,No,68,Mkt&HR,71.63,Not Placed,
+48,M,63.00,Central,60.00,Central,Commerce,57.00,Comm&Mgmt,Yes,78,Mkt&Fin,54.55,Placed,204000
+49,M,63.00,Others,62.00,Others,Commerce,68.00,Comm&Mgmt,No,64,Mkt&Fin,62.46,Placed,250000
+50,F,50.00,Others,37.00,Others,Arts,52.00,Others,No,65,Mkt&HR,56.11,Not Placed,
+51,F,75.20,Central,73.20,Central,Science,68.40,Comm&Mgmt,No,65,Mkt&HR,62.98,Placed,200000
+52,M,54.40,Central,61.12,Central,Commerce,56.20,Comm&Mgmt,No,67,Mkt&HR,62.65,Not Placed,
+53,F,40.89,Others,45.83,Others,Commerce,53.00,Comm&Mgmt,No,71.2,Mkt&HR,65.49,Not Placed,
+54,M,80.00,Others,70.00,Others,Science,72.00,Sci&Tech,No,87,Mkt&HR,71.04,Placed,450000
+55,F,74.00,Central,60.00,Others,Science,69.00,Comm&Mgmt,No,78,Mkt&HR,65.56,Placed,216000
+56,M,60.40,Central,66.60,Others,Science,65.00,Comm&Mgmt,No,71,Mkt&HR,52.71,Placed,220000
+57,M,63.00,Others,71.40,Others,Commerce,61.40,Comm&Mgmt,No,68,Mkt&Fin,66.88,Placed,240000
+58,M,68.00,Central,76.00,Central,Commerce,74.00,Comm&Mgmt,No,80,Mkt&Fin,63.59,Placed,360000
+59,M,74.00,Central,62.00,Others,Science,68.00,Comm&Mgmt,No,74,Mkt&Fin,57.99,Placed,268000
+60,M,52.60,Central,65.58,Others,Science,72.11,Sci&Tech,No,57.6,Mkt&Fin,56.66,Placed,265000
+61,M,74.00,Central,70.00,Central,Science,72.00,Comm&Mgmt,Yes,60,Mkt&Fin,57.24,Placed,260000
+62,M,84.20,Central,73.40,Central,Commerce,66.89,Comm&Mgmt,No,61.6,Mkt&Fin,62.48,Placed,300000
+63,F,86.50,Others,64.20,Others,Science,67.40,Sci&Tech,No,59,Mkt&Fin,59.69,Placed,240000
+64,M,61.00,Others,70.00,Others,Commerce,64.00,Comm&Mgmt,No,68.5,Mkt&HR,59.5,Not Placed,
+65,M,80.00,Others,73.00,Others,Commerce,75.00,Comm&Mgmt,No,61,Mkt&Fin,58.78,Placed,240000
+66,M,54.00,Others,47.00,Others,Science,57.00,Comm&Mgmt,No,89.69,Mkt&HR,57.1,Not Placed,
+67,M,83.00,Others,74.00,Others,Science,66.00,Comm&Mgmt,No,68.92,Mkt&HR,58.46,Placed,275000
+68,M,80.92,Others,78.50,Others,Commerce,67.00,Comm&Mgmt,No,68.71,Mkt&Fin,60.99,Placed,275000
+69,F,69.70,Central,47.00,Central,Commerce,72.70,Sci&Tech,No,79,Mkt&HR,59.24,Not Placed,
+70,M,73.00,Central,73.00,Central,Science,66.00,Sci&Tech,Yes,70,Mkt&Fin,68.07,Placed,275000
+71,M,82.00,Others,61.00,Others,Science,62.00,Sci&Tech,No,89,Mkt&Fin,65.45,Placed,360000
+72,M,75.00,Others,70.29,Others,Commerce,71.00,Comm&Mgmt,No,95,Mkt&Fin,66.94,Placed,240000
+73,M,84.86,Others,67.00,Others,Science,78.00,Comm&Mgmt,No,95.5,Mkt&Fin,68.53,Placed,240000
+74,M,64.60,Central,83.83,Others,Commerce,71.72,Comm&Mgmt,No,86,Mkt&Fin,59.75,Placed,218000
+75,M,56.60,Central,64.80,Central,Commerce,70.20,Comm&Mgmt,No,84.27,Mkt&Fin,67.2,Placed,336000
+76,F,59.00,Central,62.00,Others,Commerce,77.50,Comm&Mgmt,No,74,Mkt&HR,67,Not Placed,
+77,F,66.50,Others,70.40,Central,Arts,71.93,Comm&Mgmt,No,61,Mkt&Fin,64.27,Placed,230000
+78,M,64.00,Others,80.00,Others,Science,65.00,Sci&Tech,Yes,69,Mkt&Fin,57.65,Placed,500000
+79,M,84.00,Others,90.90,Others,Science,64.50,Sci&Tech,No,86.04,Mkt&Fin,59.42,Placed,270000
+80,F,69.00,Central,62.00,Central,Science,66.00,Sci&Tech,No,75,Mkt&HR,67.99,Not Placed,
+81,F,69.00,Others,62.00,Others,Commerce,69.00,Comm&Mgmt,Yes,67,Mkt&HR,62.35,Placed,240000
+82,M,81.70,Others,63.00,Others,Science,67.00,Comm&Mgmt,Yes,86,Mkt&Fin,70.2,Placed,300000
+83,M,63.00,Central,67.00,Central,Commerce,74.00,Comm&Mgmt,No,82,Mkt&Fin,60.44,Not Placed,
+84,M,84.00,Others,79.00,Others,Science,68.00,Sci&Tech,Yes,84,Mkt&Fin,66.69,Placed,300000
+85,M,70.00,Central,63.00,Others,Science,70.00,Sci&Tech,Yes,55,Mkt&Fin,62,Placed,300000
+86,F,83.84,Others,89.83,Others,Commerce,77.20,Comm&Mgmt,Yes,78.74,Mkt&Fin,76.18,Placed,400000
+87,M,62.00,Others,63.00,Others,Commerce,64.00,Comm&Mgmt,No,67,Mkt&Fin,57.03,Placed,220000
+88,M,59.60,Central,51.00,Central,Science,60.00,Others,No,75,Mkt&HR,59.08,Not Placed,
+89,F,66.00,Central,62.00,Central,Commerce,73.00,Comm&Mgmt,No,58,Mkt&HR,64.36,Placed,210000
+90,F,84.00,Others,75.00,Others,Science,69.00,Sci&Tech,Yes,62,Mkt&HR,62.36,Placed,210000
+91,F,85.00,Others,90.00,Others,Commerce,82.00,Comm&Mgmt,No,92,Mkt&Fin,68.03,Placed,300000
+92,M,52.00,Central,57.00,Central,Commerce,50.80,Comm&Mgmt,No,67,Mkt&HR,62.79,Not Placed,
+93,F,60.23,Central,69.00,Central,Science,66.00,Comm&Mgmt,No,72,Mkt&Fin,59.47,Placed,230000
+94,M,52.00,Central,62.00,Central,Commerce,54.00,Comm&Mgmt,No,72,Mkt&HR,55.41,Not Placed,
+95,M,58.00,Central,62.00,Central,Commerce,64.00,Comm&Mgmt,No,53.88,Mkt&Fin,54.97,Placed,260000
+96,M,73.00,Central,78.00,Others,Commerce,65.00,Comm&Mgmt,Yes,95.46,Mkt&Fin,62.16,Placed,420000
+97,F,76.00,Central,70.00,Central,Science,76.00,Comm&Mgmt,Yes,66,Mkt&Fin,64.44,Placed,300000
+98,F,70.50,Central,62.50,Others,Commerce,61.00,Comm&Mgmt,No,93.91,Mkt&Fin,69.03,Not Placed,
+99,F,69.00,Central,73.00,Central,Commerce,65.00,Comm&Mgmt,No,70,Mkt&Fin,57.31,Placed,220000
+100,M,54.00,Central,82.00,Others,Commerce,63.00,Sci&Tech,No,50,Mkt&Fin,59.47,Not Placed,
+101,F,45.00,Others,57.00,Others,Commerce,58.00,Comm&Mgmt,Yes,56.39,Mkt&HR,64.95,Not Placed,
+102,M,63.00,Central,72.00,Central,Commerce,68.00,Comm&Mgmt,No,78,Mkt&HR,60.44,Placed,380000
+103,F,77.00,Others,61.00,Others,Commerce,68.00,Comm&Mgmt,Yes,57.5,Mkt&Fin,61.31,Placed,300000
+104,M,73.00,Central,78.00,Central,Science,73.00,Sci&Tech,Yes,85,Mkt&HR,65.83,Placed,240000
+105,M,69.00,Central,63.00,Others,Science,65.00,Comm&Mgmt,Yes,55,Mkt&HR,58.23,Placed,360000
+106,M,59.00,Central,64.00,Others,Science,58.00,Sci&Tech,No,85,Mkt&HR,55.3,Not Placed,
+107,M,61.08,Others,50.00,Others,Science,54.00,Sci&Tech,No,71,Mkt&Fin,65.69,Not Placed,
+108,M,82.00,Others,90.00,Others,Commerce,83.00,Comm&Mgmt,No,80,Mkt&HR,73.52,Placed,200000
+109,M,61.00,Central,82.00,Central,Commerce,69.00,Comm&Mgmt,No,84,Mkt&Fin,58.31,Placed,300000
+110,M,52.00,Central,63.00,Others,Science,65.00,Sci&Tech,Yes,86,Mkt&HR,56.09,Not Placed,
+111,F,69.50,Central,70.00,Central,Science,72.00,Sci&Tech,No,57.2,Mkt&HR,54.8,Placed,250000
+112,M,51.00,Others,54.00,Others,Science,61.00,Sci&Tech,No,60,Mkt&HR,60.64,Not Placed,
+113,M,58.00,Others,61.00,Others,Commerce,61.00,Comm&Mgmt,No,58,Mkt&HR,53.94,Placed,250000
+114,F,73.96,Others,79.00,Others,Commerce,67.00,Comm&Mgmt,No,72.15,Mkt&Fin,63.08,Placed,280000
+115,M,65.00,Central,68.00,Others,Science,69.00,Comm&Mgmt,No,53.7,Mkt&HR,55.01,Placed,250000
+116,F,73.00,Others,63.00,Others,Science,66.00,Comm&Mgmt,No,89,Mkt&Fin,60.5,Placed,216000
+117,M,68.20,Central,72.80,Central,Commerce,66.60,Comm&Mgmt,Yes,96,Mkt&Fin,70.85,Placed,300000
+118,M,77.00,Others,75.00,Others,Science,73.00,Sci&Tech,No,80,Mkt&Fin,67.05,Placed,240000
+119,M,76.00,Central,80.00,Central,Science,78.00,Sci&Tech,Yes,97,Mkt&HR,70.48,Placed,276000
+120,M,60.80,Central,68.40,Central,Commerce,64.60,Comm&Mgmt,Yes,82.66,Mkt&Fin,64.34,Placed,940000
+121,M,58.00,Others,40.00,Others,Science,59.00,Comm&Mgmt,No,73,Mkt&HR,58.81,Not Placed,
+122,F,64.00,Central,67.00,Others,Science,69.60,Sci&Tech,Yes,55.67,Mkt&HR,71.49,Placed,250000
+123,F,66.50,Central,66.80,Central,Arts,69.30,Comm&Mgmt,Yes,80.4,Mkt&Fin,71,Placed,236000
+124,M,74.00,Others,59.00,Others,Commerce,73.00,Comm&Mgmt,Yes,60,Mkt&HR,56.7,Placed,240000
+125,M,67.00,Central,71.00,Central,Science,64.33,Others,Yes,64,Mkt&HR,61.26,Placed,250000
+126,F,84.00,Central,73.00,Central,Commerce,73.00,Comm&Mgmt,No,75,Mkt&Fin,73.33,Placed,350000
+127,F,79.00,Others,61.00,Others,Science,75.50,Sci&Tech,Yes,70,Mkt&Fin,68.2,Placed,210000
+128,F,72.00,Others,60.00,Others,Science,69.00,Comm&Mgmt,No,55.5,Mkt&HR,58.4,Placed,250000
+129,M,80.40,Central,73.40,Central,Science,77.72,Sci&Tech,Yes,81.2,Mkt&HR,76.26,Placed,400000
+130,M,76.70,Central,89.70,Others,Commerce,66.00,Comm&Mgmt,Yes,90,Mkt&Fin,68.55,Placed,250000
+131,M,62.00,Central,65.00,Others,Commerce,60.00,Comm&Mgmt,No,84,Mkt&Fin,64.15,Not Placed,
+132,F,74.90,Others,57.00,Others,Science,62.00,Others,Yes,80,Mkt&Fin,60.78,Placed,360000
+133,M,67.00,Others,68.00,Others,Commerce,64.00,Comm&Mgmt,Yes,74.4,Mkt&HR,53.49,Placed,300000
+134,M,73.00,Central,64.00,Others,Commerce,77.00,Comm&Mgmt,Yes,65,Mkt&HR,60.98,Placed,250000
+135,F,77.44,Central,92.00,Others,Commerce,72.00,Comm&Mgmt,Yes,94,Mkt&Fin,67.13,Placed,250000
+136,F,72.00,Central,56.00,Others,Science,69.00,Comm&Mgmt,No,55.6,Mkt&HR,65.63,Placed,200000
+137,F,47.00,Central,59.00,Central,Arts,64.00,Comm&Mgmt,No,78,Mkt&Fin,61.58,Not Placed,
+138,M,67.00,Others,63.00,Central,Commerce,72.00,Comm&Mgmt,No,56,Mkt&HR,60.41,Placed,225000
+139,F,82.00,Others,64.00,Others,Science,73.00,Sci&Tech,Yes,96,Mkt&Fin,71.77,Placed,250000
+140,M,77.00,Central,70.00,Central,Commerce,59.00,Comm&Mgmt,Yes,58,Mkt&Fin,54.43,Placed,220000
+141,M,65.00,Central,64.80,Others,Commerce,69.50,Comm&Mgmt,Yes,56,Mkt&Fin,56.94,Placed,265000
+142,M,66.00,Central,64.00,Central,Science,60.00,Comm&Mgmt,No,60,Mkt&HR,61.9,Not Placed,
+143,M,85.00,Central,60.00,Others,Science,73.43,Sci&Tech,Yes,60,Mkt&Fin,61.29,Placed,260000
+144,M,77.67,Others,64.89,Others,Commerce,70.67,Comm&Mgmt,No,89,Mkt&Fin,60.39,Placed,300000
+145,M,52.00,Others,50.00,Others,Arts,61.00,Comm&Mgmt,No,60,Mkt&Fin,58.52,Not Placed,
+146,M,89.40,Others,65.66,Others,Science,71.25,Sci&Tech,No,72,Mkt&HR,63.23,Placed,400000
+147,M,62.00,Central,63.00,Others,Science,66.00,Comm&Mgmt,No,85,Mkt&HR,55.14,Placed,233000
+148,M,70.00,Central,74.00,Central,Commerce,65.00,Comm&Mgmt,No,83,Mkt&Fin,62.28,Placed,300000
+149,F,77.00,Central,86.00,Central,Arts,56.00,Others,No,57,Mkt&Fin,64.08,Placed,240000
+150,M,44.00,Central,58.00,Central,Arts,55.00,Comm&Mgmt,Yes,64.25,Mkt&HR,58.54,Not Placed,
+151,M,71.00,Central,58.66,Central,Science,58.00,Sci&Tech,Yes,56,Mkt&Fin,61.3,Placed,690000
+152,M,65.00,Central,65.00,Central,Commerce,75.00,Comm&Mgmt,No,83,Mkt&Fin,58.87,Placed,270000
+153,F,75.40,Others,60.50,Central,Science,84.00,Sci&Tech,No,98,Mkt&Fin,65.25,Placed,240000
+154,M,49.00,Others,59.00,Others,Science,65.00,Sci&Tech,Yes,86,Mkt&Fin,62.48,Placed,340000
+155,M,53.00,Central,63.00,Others,Science,60.00,Comm&Mgmt,Yes,70,Mkt&Fin,53.2,Placed,250000
+156,M,51.57,Others,74.66,Others,Commerce,59.90,Comm&Mgmt,Yes,56.15,Mkt&HR,65.99,Not Placed,
+157,M,84.20,Central,69.40,Central,Science,65.00,Sci&Tech,Yes,80,Mkt&HR,52.72,Placed,255000
+158,M,66.50,Central,62.50,Central,Commerce,60.90,Comm&Mgmt,No,93.4,Mkt&Fin,55.03,Placed,300000
+159,M,67.00,Others,63.00,Others,Science,64.00,Sci&Tech,No,60,Mkt&Fin,61.87,Not Placed,
+160,M,52.00,Central,49.00,Others,Commerce,58.00,Comm&Mgmt,No,62,Mkt&HR,60.59,Not Placed,
+161,M,87.00,Central,74.00,Central,Science,65.00,Sci&Tech,Yes,75,Mkt&HR,72.29,Placed,300000
+162,M,55.60,Others,51.00,Others,Commerce,57.50,Comm&Mgmt,No,57.63,Mkt&HR,62.72,Not Placed,
+163,M,74.20,Central,87.60,Others,Commerce,77.25,Comm&Mgmt,Yes,75.2,Mkt&Fin,66.06,Placed,285000
+164,M,63.00,Others,67.00,Others,Science,64.00,Sci&Tech,No,75,Mkt&Fin,66.46,Placed,500000
+165,F,67.16,Central,72.50,Central,Commerce,63.35,Comm&Mgmt,No,53.04,Mkt&Fin,65.52,Placed,250000
+166,F,63.30,Central,78.33,Others,Commerce,74.00,Comm&Mgmt,No,80,Mkt&Fin,74.56,Not Placed,
+167,M,62.00,Others,62.00,Others,Commerce,60.00,Comm&Mgmt,Yes,63,Mkt&HR,52.38,Placed,240000
+168,M,67.90,Others,62.00,Others,Science,67.00,Sci&Tech,Yes,58.1,Mkt&Fin,75.71,Not Placed,
+169,F,48.00,Central,51.00,Central,Commerce,58.00,Comm&Mgmt,Yes,60,Mkt&HR,58.79,Not Placed,
+170,M,59.96,Others,42.16,Others,Science,61.26,Sci&Tech,No,54.48,Mkt&HR,65.48,Not Placed,
+171,F,63.40,Others,67.20,Others,Commerce,60.00,Comm&Mgmt,No,58.06,Mkt&HR,69.28,Not Placed,
+172,M,80.00,Others,80.00,Others,Commerce,72.00,Comm&Mgmt,Yes,63.79,Mkt&Fin,66.04,Placed,290000
+173,M,73.00,Others,58.00,Others,Commerce,56.00,Comm&Mgmt,No,84,Mkt&HR,52.64,Placed,300000
+174,F,52.00,Others,52.00,Others,Science,55.00,Sci&Tech,No,67,Mkt&HR,59.32,Not Placed,
+175,M,73.24,Others,50.83,Others,Science,64.27,Sci&Tech,Yes,64,Mkt&Fin,66.23,Placed,500000
+176,M,63.00,Others,62.00,Others,Science,65.00,Sci&Tech,No,87.5,Mkt&HR,60.69,Not Placed,
+177,F,59.00,Central,60.00,Others,Commerce,56.00,Comm&Mgmt,No,55,Mkt&HR,57.9,Placed,220000
+178,F,73.00,Central,97.00,Others,Commerce,79.00,Comm&Mgmt,Yes,89,Mkt&Fin,70.81,Placed,650000
+179,M,68.00,Others,56.00,Others,Science,68.00,Sci&Tech,No,73,Mkt&HR,68.07,Placed,350000
+180,F,77.80,Central,64.00,Central,Science,64.20,Sci&Tech,No,75.5,Mkt&HR,72.14,Not Placed,
+181,M,65.00,Central,71.50,Others,Commerce,62.80,Comm&Mgmt,Yes,57,Mkt&Fin,56.6,Placed,265000
+182,M,62.00,Central,60.33,Others,Science,64.21,Sci&Tech,No,63,Mkt&HR,60.02,Not Placed,
+183,M,52.00,Others,65.00,Others,Arts,57.00,Others,Yes,75,Mkt&Fin,59.81,Not Placed,
+184,M,65.00,Central,77.00,Central,Commerce,69.00,Comm&Mgmt,No,60,Mkt&HR,61.82,Placed,276000
+185,F,56.28,Others,62.83,Others,Commerce,59.79,Comm&Mgmt,No,60,Mkt&HR,57.29,Not Placed,
+186,F,88.00,Central,72.00,Central,Science,78.00,Others,No,82,Mkt&HR,71.43,Placed,252000
+187,F,52.00,Central,64.00,Central,Commerce,61.00,Comm&Mgmt,No,55,Mkt&Fin,62.93,Not Placed,
+188,M,78.50,Central,65.50,Central,Science,67.00,Sci&Tech,Yes,95,Mkt&Fin,64.86,Placed,280000
+189,M,61.80,Others,47.00,Others,Commerce,54.38,Comm&Mgmt,No,57,Mkt&Fin,56.13,Not Placed,
+190,F,54.00,Central,77.60,Others,Commerce,69.20,Comm&Mgmt,No,95.65,Mkt&Fin,66.94,Not Placed,
+191,F,64.00,Others,70.20,Central,Commerce,61.00,Comm&Mgmt,No,50,Mkt&Fin,62.5,Not Placed,
+192,M,67.00,Others,61.00,Central,Science,72.00,Comm&Mgmt,No,72,Mkt&Fin,61.01,Placed,264000
+193,M,65.20,Central,61.40,Central,Commerce,64.80,Comm&Mgmt,Yes,93.4,Mkt&Fin,57.34,Placed,270000
+194,F,60.00,Central,63.00,Central,Arts,56.00,Others,Yes,80,Mkt&HR,56.63,Placed,300000
+195,M,52.00,Others,55.00,Others,Commerce,56.30,Comm&Mgmt,No,59,Mkt&Fin,64.74,Not Placed,
+196,M,66.00,Central,76.00,Central,Commerce,72.00,Comm&Mgmt,Yes,84,Mkt&HR,58.95,Placed,275000
+197,M,72.00,Others,63.00,Others,Science,77.50,Sci&Tech,Yes,78,Mkt&Fin,54.48,Placed,250000
+198,F,83.96,Others,53.00,Others,Science,91.00,Sci&Tech,No,59.32,Mkt&HR,69.71,Placed,260000
+199,F,67.00,Central,70.00,Central,Commerce,65.00,Others,No,88,Mkt&HR,71.96,Not Placed,
+200,M,69.00,Others,65.00,Others,Commerce,57.00,Comm&Mgmt,No,73,Mkt&HR,55.8,Placed,265000
+201,M,69.00,Others,60.00,Others,Commerce,65.00,Comm&Mgmt,No,87.55,Mkt&Fin,52.81,Placed,300000
+202,M,54.20,Central,63.00,Others,Science,58.00,Comm&Mgmt,No,79,Mkt&HR,58.44,Not Placed,
+203,M,70.00,Central,63.00,Central,Science,66.00,Sci&Tech,No,61.28,Mkt&HR,60.11,Placed,240000
+204,M,55.68,Others,61.33,Others,Commerce,56.87,Comm&Mgmt,No,66,Mkt&HR,58.3,Placed,260000
+205,F,74.00,Others,73.00,Others,Commerce,73.00,Comm&Mgmt,Yes,80,Mkt&Fin,67.69,Placed,210000
+206,M,61.00,Others,62.00,Others,Commerce,65.00,Comm&Mgmt,No,62,Mkt&Fin,56.81,Placed,250000
+207,M,41.00,Central,42.00,Central,Science,60.00,Comm&Mgmt,No,97,Mkt&Fin,53.39,Not Placed,
+208,M,83.33,Central,78.00,Others,Commerce,61.00,Comm&Mgmt,Yes,88.56,Mkt&Fin,71.55,Placed,300000
+209,F,43.00,Central,60.00,Others,Science,65.00,Comm&Mgmt,No,92.66,Mkt&HR,62.92,Not Placed,
+210,M,62.00,Central,72.00,Central,Commerce,65.00,Comm&Mgmt,No,67,Mkt&Fin,56.49,Placed,216000
+211,M,80.60,Others,82.00,Others,Commerce,77.60,Comm&Mgmt,No,91,Mkt&Fin,74.49,Placed,400000
+212,M,58.00,Others,60.00,Others,Science,72.00,Sci&Tech,No,74,Mkt&Fin,53.62,Placed,275000
+213,M,67.00,Others,67.00,Others,Commerce,73.00,Comm&Mgmt,Yes,59,Mkt&Fin,69.72,Placed,295000
+214,F,74.00,Others,66.00,Others,Commerce,58.00,Comm&Mgmt,No,70,Mkt&HR,60.23,Placed,204000
+215,M,62.00,Central,58.00,Others,Science,53.00,Comm&Mgmt,No,89,Mkt&HR,60.22,Not Placed,
diff --git a/Major Project Submissions/Sakshi saini_Pooja_Major project_Factor affecting campus placement.ipynb b/Major Project Submissions/Sakshi saini_Pooja_Major project_Factor affecting campus placement.ipynb
new file mode 100644
index 0000000..609ca62
--- /dev/null
+++ b/Major Project Submissions/Sakshi saini_Pooja_Major project_Factor affecting campus placement.ipynb
@@ -0,0 +1,1238 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 192,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 193,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " gender | \n",
+ " ssc_p | \n",
+ " ssc_b | \n",
+ " hsc_p | \n",
+ " hsc_b | \n",
+ " hsc_s | \n",
+ " degree_p | \n",
+ " degree_t | \n",
+ " workex | \n",
+ " etest_p | \n",
+ " specialisation | \n",
+ " mba_p | \n",
+ " status | \n",
+ " salary | \n",
+ "
\n",
+ " \n",
+ " sl_no | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " M | \n",
+ " 67.00 | \n",
+ " Others | \n",
+ " 91.00 | \n",
+ " Others | \n",
+ " Commerce | \n",
+ " 58.00 | \n",
+ " Sci&Tech | \n",
+ " No | \n",
+ " 55.0 | \n",
+ " Mkt&HR | \n",
+ " 58.80 | \n",
+ " Placed | \n",
+ " 270000.0 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " M | \n",
+ " 79.33 | \n",
+ " Central | \n",
+ " 78.33 | \n",
+ " Others | \n",
+ " Science | \n",
+ " 77.48 | \n",
+ " Sci&Tech | \n",
+ " Yes | \n",
+ " 86.5 | \n",
+ " Mkt&Fin | \n",
+ " 66.28 | \n",
+ " Placed | \n",
+ " 200000.0 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " M | \n",
+ " 65.00 | \n",
+ " Central | \n",
+ " 68.00 | \n",
+ " Central | \n",
+ " Arts | \n",
+ " 64.00 | \n",
+ " Comm&Mgmt | \n",
+ " No | \n",
+ " 75.0 | \n",
+ " Mkt&Fin | \n",
+ " 57.80 | \n",
+ " Placed | \n",
+ " 250000.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " gender ssc_p ssc_b hsc_p hsc_b hsc_s degree_p degree_t \\\n",
+ "sl_no \n",
+ "1 M 67.00 Others 91.00 Others Commerce 58.00 Sci&Tech \n",
+ "2 M 79.33 Central 78.33 Others Science 77.48 Sci&Tech \n",
+ "3 M 65.00 Central 68.00 Central Arts 64.00 Comm&Mgmt \n",
+ "\n",
+ " workex etest_p specialisation mba_p status salary \n",
+ "sl_no \n",
+ "1 No 55.0 Mkt&HR 58.80 Placed 270000.0 \n",
+ "2 Yes 86.5 Mkt&Fin 66.28 Placed 200000.0 \n",
+ "3 No 75.0 Mkt&Fin 57.80 Placed 250000.0 "
+ ]
+ },
+ "execution_count": 193,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv(r\"Placement_Data_Full_Class.csv\", index_col=0)\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 194,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "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"
+ ]
+ },
+ "execution_count": 194,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 195,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " ssc_p | \n",
+ " hsc_p | \n",
+ " degree_p | \n",
+ " etest_p | \n",
+ " mba_p | \n",
+ " salary | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 215.000000 | \n",
+ " 215.000000 | \n",
+ " 215.000000 | \n",
+ " 215.000000 | \n",
+ " 215.000000 | \n",
+ " 148.000000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 67.303395 | \n",
+ " 66.333163 | \n",
+ " 66.370186 | \n",
+ " 72.100558 | \n",
+ " 62.278186 | \n",
+ " 288655.405405 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 10.827205 | \n",
+ " 10.897509 | \n",
+ " 7.358743 | \n",
+ " 13.275956 | \n",
+ " 5.833385 | \n",
+ " 93457.452420 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 40.890000 | \n",
+ " 37.000000 | \n",
+ " 50.000000 | \n",
+ " 50.000000 | \n",
+ " 51.210000 | \n",
+ " 200000.000000 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 60.600000 | \n",
+ " 60.900000 | \n",
+ " 61.000000 | \n",
+ " 60.000000 | \n",
+ " 57.945000 | \n",
+ " 240000.000000 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 67.000000 | \n",
+ " 65.000000 | \n",
+ " 66.000000 | \n",
+ " 71.000000 | \n",
+ " 62.000000 | \n",
+ " 265000.000000 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 75.700000 | \n",
+ " 73.000000 | \n",
+ " 72.000000 | \n",
+ " 83.500000 | \n",
+ " 66.255000 | \n",
+ " 300000.000000 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 89.400000 | \n",
+ " 97.700000 | \n",
+ " 91.000000 | \n",
+ " 98.000000 | \n",
+ " 77.890000 | \n",
+ " 940000.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ssc_p hsc_p degree_p etest_p mba_p \\\n",
+ "count 215.000000 215.000000 215.000000 215.000000 215.000000 \n",
+ "mean 67.303395 66.333163 66.370186 72.100558 62.278186 \n",
+ "std 10.827205 10.897509 7.358743 13.275956 5.833385 \n",
+ "min 40.890000 37.000000 50.000000 50.000000 51.210000 \n",
+ "25% 60.600000 60.900000 61.000000 60.000000 57.945000 \n",
+ "50% 67.000000 65.000000 66.000000 71.000000 62.000000 \n",
+ "75% 75.700000 73.000000 72.000000 83.500000 66.255000 \n",
+ "max 89.400000 97.700000 91.000000 98.000000 77.890000 \n",
+ "\n",
+ " salary \n",
+ "count 148.000000 \n",
+ "mean 288655.405405 \n",
+ "std 93457.452420 \n",
+ "min 200000.000000 \n",
+ "25% 240000.000000 \n",
+ "50% 265000.000000 \n",
+ "75% 300000.000000 \n",
+ "max 940000.000000 "
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 196,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Int64Index: 215 entries, 1 to 215\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 gender 215 non-null object \n",
+ " 1 ssc_p 215 non-null float64\n",
+ " 2 ssc_b 215 non-null object \n",
+ " 3 hsc_p 215 non-null float64\n",
+ " 4 hsc_b 215 non-null object \n",
+ " 5 hsc_s 215 non-null object \n",
+ " 6 degree_p 215 non-null float64\n",
+ " 7 degree_t 215 non-null object \n",
+ " 8 workex 215 non-null object \n",
+ " 9 etest_p 215 non-null float64\n",
+ " 10 specialisation 215 non-null object \n",
+ " 11 mba_p 215 non-null float64\n",
+ " 12 status 215 non-null object \n",
+ " 13 salary 148 non-null float64\n",
+ "dtypes: float64(6), object(8)\n",
+ "memory usage: 25.2+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ "source": [
+ "df.hist(bins=50, figsize=(20,15))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 198,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
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+ " status | \n",
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+ " All | \n",
+ "
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+ " specialisation | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
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+ " \n",
+ " \n",
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+ " Mkt&Fin | \n",
+ " 0.116279 | \n",
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+ "All 0.311628 0.688372 1.00000"
+ ]
+ },
+ "execution_count": 198,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.crosstab(index = df['specialisation'], columns=df['status'], margins =True, normalize = True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 199,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " workex | \n",
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+ " specialisation | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " Mkt&Fin | \n",
+ " 0.489362 | \n",
+ " 0.689189 | \n",
+ " 0.55814 | \n",
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+ " \n",
+ " Mkt&HR | \n",
+ " 0.510638 | \n",
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+ "text/plain": [
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+ ]
+ },
+ "execution_count": 199,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.crosstab(index = df['specialisation'], columns=df['workex'], margins =True, normalize = 'columns')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 200,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " workex | \n",
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+ " All | \n",
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+ },
+ "execution_count": 200,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.crosstab(index = df['status'], columns=df['workex'], margins =True, normalize = 'columns')"
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+ {
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+ "execution_count": 201,
+ "metadata": {},
+ "outputs": [
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+ " All | \n",
+ "
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+ " \n",
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+ " | \n",
+ " | \n",
+ " | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
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+ "execution_count": 202,
+ "metadata": {},
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x=\"status\", data=df, hue='specialisation')\n",
+ "plt.title(\"Degree Specialization vs Candidate Placement\")\n",
+ "plt.xlabel(\"Status of Placement\")\n",
+ "plt.ylabel(\"Number of candidate\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 203,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(x='ssc_p', y='degree_p', data= df, hue ='specialisation', legend=True, palette=\"Set2\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 204,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x=\"status\", data=df, hue='workex')\n",
+ "plt.title(\"Candidate Work Experience in Placement\")\n",
+ "plt.xlabel(\"Status of Placement\")\n",
+ "plt.ylabel(\"Number of candidate\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 205,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x=\"degree_t\", data=df, hue='status')\n",
+ "plt.title(\"Candidate degree Technology in Placement\")\n",
+ "plt.xlabel(\"Degree Technology\")\n",
+ "plt.ylabel(\"Number of candidate\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 206,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ ]
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+ "metadata": {
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+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(df.drop([\"salary\"], axis=1), kind=\"scatter\", hue=\"status\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 207,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " ssc_p | \n",
+ " hsc_p | \n",
+ " degree_p | \n",
+ " etest_p | \n",
+ " mba_p | \n",
+ " salary | \n",
+ "
\n",
+ " \n",
+ " status | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " Not Placed | \n",
+ " 57.544030 | \n",
+ " 58.395522 | \n",
+ " 61.134179 | \n",
+ " 69.587910 | \n",
+ " 61.612836 | \n",
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+ "
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+ " \n",
+ " Placed | \n",
+ " 71.721486 | \n",
+ " 69.926554 | \n",
+ " 68.740541 | \n",
+ " 73.238041 | \n",
+ " 62.579392 | \n",
+ " 288655.405405 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " ssc_p hsc_p degree_p etest_p mba_p \\\n",
+ "status \n",
+ "Not Placed 57.544030 58.395522 61.134179 69.587910 61.612836 \n",
+ "Placed 71.721486 69.926554 68.740541 73.238041 62.579392 \n",
+ "\n",
+ " salary \n",
+ "status \n",
+ "Not Placed NaN \n",
+ "Placed 288655.405405 "
+ ]
+ },
+ "execution_count": 207,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby([\"status\"]).mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Placed 148\n",
+ "Not Placed 67\n",
+ "Name: status, dtype: int64"
+ ]
+ },
+ "execution_count": 208,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.status.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 209,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(148, 14)"
+ ]
+ },
+ "execution_count": 209,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_placed = df.dropna(how=\"any\")\n",
+ "df_placed.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 210,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(148, 6)"
+ ]
+ },
+ "execution_count": 210,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "numeric_data = df_placed.select_dtypes(exclude = [object])\n",
+ "numeric_data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 211,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\sahni\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. 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",
+ " warnings.warn(\n",
+ "c:\\Users\\sahni\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ " warnings.warn(msg, FutureWarning)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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yqv0hsLvx4YmISCnV3IXyAeATwC4z2xHL/gZYbGZzAQf2A3/ehPhERKSEau5C+TFgRSY90fhw0vLw9tcq1vnYFTNbEImIjER6ElNEJFFK4CIiiVICFxFJlBK4iEiilMBFRBKlBC4ikiglcBGRRCmBi4gkqponMTOhmodmRERGEh2Bi4gkSglcRCRRSuAiIolSAhcRSZQSuIhIoqrp0OECM9tmZi+a2QtmtiyWTzKzLWb2cvwu2iemiIg0RzVH4H3AX7n7HGAecJuZzQHuALa6+0XA1jguIiItUjGBu/shd382Dv8S2ANMB24G1sdq64GPNilGEREpYkjnwM2sA7gE2A5MdfdDcdJhYGqJeZaaWZeZdfX29tYTq4iI5Kk6gZvZBELP9Mvd/Xj+NHd3Qt+Yg7j7WnfvdPfO9vb2uoIVEZHTqkrgZnYWIXk/5O6PxeIjuZ7p4/fR5oQoIiLFVHMXigHrgD3u/sW8SY8DS+LwEmBD48MTEZFSqnmZ1QeATwC7zGxHLPsb4O+A75vZp4CfA/+lKRGKiEhRFRO4u/8YsBKTr2tsOCIiUi09iSkikiglcBGRRCmBi4gkSglcRCRRSuAiIolSAhcRSZQSuIhIopTARUQSVc2TmCPSw9tfG+4QRETK0hG4iEiilMBFRBKlBC4ikiglcBGRRCmBi4gkqpoOHb5lZkfNbHde2UozO2hmO+JnYXPDFBGRQtUcgX8HWFCk/EvuPjd+nmhsWCIiUknFBO7u/wa82YJYRERkCOo5B/4ZM9sZT7FMLFXJzJaaWZeZdfX29taxOhERyVdrAv8a8HvAXOAQ8I+lKrr7WnfvdPfO9vb2GlcnIiKFakrg7n7E3U+6+yngG8DljQ1LREQqqSmBm9m0vNE/BHaXqisiIs1R8WVWZvZd4GpgipkdAO4GrjazuYAD+4E/b16IIiJSTMUE7u6LixSva0IsIiIyBHoSU0QkUUrgIiKJUgIXEUmUEriISKKUwEVEEqUELiKSKCVwEZFEKYGLiCRKCVxEJFFK4CIiiVICFxFJlBK4iEiilMBFRBKlBC4ikqiKCTz2eXnUzHbnlU0ysy1m9nL8LtknpoiINEc1R+DfARYUlN0BbHX3i4CtcVxERFqoYgJ3938D3iwovhlYH4fXAx9tbFgiIlJJrefAp7r7oTh8GJhaqqKZLTWzLjPr6u3trXF1IiJSqO6LmO7uhL4xS01f6+6d7t7Z3t5e7+pERCSqNYEfyfVMH7+PNi4kERGpRq0J/HFgSRxeAmxoTDgiIlKtam4j/C7wf4CLzeyAmX0K+DvgBjN7Gbg+jouISAuNrlTB3ReXmHRdg2MREZEh0JOYIiKJUgIXEUmUEriISKKUwEVEEqUELiKSKCVwEZFEKYGLiCRKCVxEJFFK4CIiiVICFxFJlBK4iEiilMBFRBJV8WVWkh0Pb3+tIcv52BUzG7IcERleOgIXEUlUXUfgZrYf+CVwEuhz985GBCUiIpU14hTKNe7+RgOWIyIiQ6BTKCIiiar3CNyBJ83MgQfcfW1hBTNbCiwFmDlTF89KadQFShEZOeo9Ar/S3S8FbgJuM7OrCiu4+1p373T3zvb29jpXJyIiOXUlcHc/GL+PAj8ELm9EUCIiUlnNCdzMxpvZublh4EZgd6MCExGR8uo5Bz4V+KGZ5ZbzsLtvakhUIiJSUc0J3N1fAd7fwFhERGQIdBuhiEiilMBFRBKlBC4ikii9jVAyoZoHmfQWRZGBdAQuIpIoJXARkUQpgYuIJEoJXEQkUbqIOQLpgqHImUFH4CIiiVICFxFJlBK4iEiidA68yVLtaaeRcet8enUatc21vVur2nZrRrvoCFxEJFF1JXAzW2Bme82sx8zuaFRQIiJSWT098rQBXyX0hzkHWGxmcxoVmIiIlFfPEfjlQI+7v+Lu/wF8D7i5MWGJiEgl9VzEnA68njd+ALiisJKZLQWWxtETZra3xvVNAd6ocd5WUYxFfLy22QbFWeNymimT7V2wnTIZY4EREWOd+++7ixU2/S4Ud18LrK13OWbW5e6dDQipaRRj46QQp2JsDMVYu3pOoRwELsgbnxHLRESkBepJ4D8FLjKzWWY2BlgEPN6YsEREpJJ6eqXvM7PPAJuBNuBb7v5CwyIbrO7TMC2gGBsnhTgVY2MoxhqZuw93DCIiUgM9iSkikiglcBGRVLl7Uz+EO1W2AS8CLwDLYvkkYAvwcvyeGMsN+DLQA+wELs1b1pJY/2VgSV75ZcCuOM+XOX1qqOg6isR4DvAM8HyMcVUsnwVsj8t9BBgTy8+O4z1xekfesu6M5XuBD+WVL4hlPcAdeeVF11Fme7YBzwEbMxzj/tgeO4CurLV3rHs+8CjwErAHmJ+lGIGL4/bLfY4Dy7MUY6x7O+H/zG7gu4T/S5naJ4FlMb4XgOVZ3B9rzq+NXmCRjTcttxGAc4GfER69//tcgwB3APfG4YXAj+KGnAdsz9sYr8TviXE4t9GfiXUtzntTLC+6jiIxGjAhDp8Vd4x5wPeBRbH868Cn4/BfAF+Pw4uAR+LwHMKPwNlxB9tHSLhtcfhCYEysMyfOU3QdZbbnXwIPczqBZzHG/cCUgrLMtHecvh74szg8hpDQMxVjXqxtwGHCwxyZiZHwMN+rwNi8/eRPSu0vDMM+CbyXkLzHEW7aeAqYnaXtWFd+bfQCq9gZNwA3EH5Vp8WyacDeOPwAsDiv/t44fTHwQF75A7FsGvBSXnl/vVLrqBDfOOBZwlOlbwCjY/l8YHMc3gzMj8OjYz0jHEXcmbeszXG+/nlj+Z3xY6XWUSK2GcBW4FpgY7n5hyvGWGc/gxN4ZtobOI+QeCyrMRbEdSPwk6zFyOmnsSfFfWwj8KFS+wvDsE8Cfwysyxv/W+Cvs7Qd6/m09By4mXUAlxCOcKe6+6E46TAwNQ4Xe0R/eoXyA0XKKbOOYrG1mdkO4Cjhz519wFvu3ldkuf2xxOlvA5NriH1ymXUUcx9h5zsVx8vNP1wxAjjwpJl1x1cpQLbaexbQC3zbzJ4zs2+a2fiMxZhvEeH0RLn5Wx6jux8EvgC8Bhwi7GPdZGuf3A180Mwmm9k4whH2BWX+jcPd1kPSsgRuZhOAHxDOQR3Pn+bhJ8qbuf5K63D3k+4+l3CUeznwnmbGM1Rm9mHgqLt3D3csVbjS3S8lvKnyNjO7Kn9iBtp7NHAp8DV3vwT4FeFP3CzFCEB8SO4jwD/XMn+9yq3DzCYSXmA3C3gXMJ5wzjoz3H0PcC/wJLCJcD3hZEGdTLR1LVqSwM3sLELyfsjdH4vFR8xsWpw+jXDkC6Uf0S9XPqNIebl1lOTubxEuus4Hzjez3MNO+cvtjyVOPw84VkPsx8qso9AHgI+Y2X7Cmx+vBe7PWIxA/5EZ7n4U+CHhBzFL7X0AOODu2+P4o4SEnqUYc24CnnX3IxXmH44Yrwdedfded/8t8BhhP83UPunu69z9Mne/CvgF4TpclrZjzZqewM3MgHXAHnf/Yt6kxwlXdYnfG/LKb7VgHvB2/DNkM3CjmU2Mv/w3Es57HQKOm9m8uK5bC5ZVbB2FMbab2flxeCzhHP0eQiK/pUSMueXeAjwdf2EfBxaZ2dlmNgu4iHCBo+hrB+I8pdYxgLvf6e4z3L0jzv+0u388SzHG7TfezM7NDRPaaTcZam93Pwy8bmYXx6LrCHdJZSbGPIs5ffqk3PzDEeNrwDwzGxeXkduOWdsnfzd+zwT+iHATQJa2Y+0afVK98ANcSfjTYSenb4laSDiPtZVwi81TwKRY3wgdRewj3JrTmbesPyXcqtMDfDKvvJOQJPYBX+H0bTxF11Ekxt8n3Jq3My7n87H8QsKO1EP4E/bsWH5OHO+J0y/MW9aKGMde4tXoWL6Q8Mu/D1iRV150HRW26dWcvgslUzHGus9z+pbMFeXaYjjaO9adC3TFNv8Xwp0FWYtxPOFo87y8sqzFuIpwK+Zu4J8Id5JkbZ/8d8IPy/PAdVncjrV+9Ci9iEii9CSmiEiilMBFRBKlBC4ikiglcBGRRCmBi4gkSglcRiwz+46Z3VK5pkg2KYGLVCnvyT+RTFAClzNKfBL0f5vZ82a228z+q5l93sx+GsfXxifmCucrWsfM/tXM7jOzLmCFmb1q4dUQmNnv5I+LtJoSuJxpFgD/193f7+7vJbzA6Cvu/gdxfCzw4SLzlaszxt073X0V8K/Af47li4DHPLwHRKTllMDlTLMLuMHM7jWzD7r728A1ZrbdzHYRXgL2n4rMV67OI3nD3wQ+GYc/CXy78f8EkeronJ6cUdz9Z2Z2KeEdGqvNbCtwG+GdFq+b2UrCOzn6mdk5wP8sU+dXecv/iZl1mNnVQJu7727mv0ekHB2ByxnFzN4FvOPu/wv4B8JrYgHesPBO+mJ3nZxTRZ18DxLeaKejbxlWOgKXM837gH8ws1PAb4FPAx8lvC3uMOEVpQO4+1tm9o1ydQo8BKxm4GteRVpObyMUGaJ47/jN7v6J4Y5FRjYdgYsMgZmtIfSSs3C4YxHREbiISKJ0EVNEJFFK4CIiiVICFxFJlBK4iEiilMBFRBL1/wGVNYlRShIZTgAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "f, (ax_box, ax_hist)= plt.subplots(2, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
+ "\n",
+ "sns.boxplot(df_placed[\"salary\"], ax=ax_box)\n",
+ "\n",
+ "sns.distplot(df_placed[\"salary\"], ax=ax_hist, kde=False)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 212,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " ssc_p | \n",
+ " hsc_p | \n",
+ " degree_p | \n",
+ " etest_p | \n",
+ " mba_p | \n",
+ " salary | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ssc_p | \n",
+ " 1.000000 | \n",
+ " 0.293416 | \n",
+ " 0.380657 | \n",
+ " 0.317892 | \n",
+ " 0.430560 | \n",
+ " 0.035330 | \n",
+ "
\n",
+ " \n",
+ " hsc_p | \n",
+ " 0.293416 | \n",
+ " 1.000000 | \n",
+ " 0.221307 | \n",
+ " 0.284672 | \n",
+ " 0.329983 | \n",
+ " 0.076819 | \n",
+ "
\n",
+ " \n",
+ " degree_p | \n",
+ " 0.380657 | \n",
+ " 0.221307 | \n",
+ " 1.000000 | \n",
+ " 0.217683 | \n",
+ " 0.494093 | \n",
+ " -0.019272 | \n",
+ "
\n",
+ " \n",
+ " etest_p | \n",
+ " 0.317892 | \n",
+ " 0.284672 | \n",
+ " 0.217683 | \n",
+ " 1.000000 | \n",
+ " 0.284143 | \n",
+ " 0.178307 | \n",
+ "
\n",
+ " \n",
+ " mba_p | \n",
+ " 0.430560 | \n",
+ " 0.329983 | \n",
+ " 0.494093 | \n",
+ " 0.284143 | \n",
+ " 1.000000 | \n",
+ " 0.175013 | \n",
+ "
\n",
+ " \n",
+ " salary | \n",
+ " 0.035330 | \n",
+ " 0.076819 | \n",
+ " -0.019272 | \n",
+ " 0.178307 | \n",
+ " 0.175013 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ssc_p hsc_p degree_p etest_p mba_p salary\n",
+ "ssc_p 1.000000 0.293416 0.380657 0.317892 0.430560 0.035330\n",
+ "hsc_p 0.293416 1.000000 0.221307 0.284672 0.329983 0.076819\n",
+ "degree_p 0.380657 0.221307 1.000000 0.217683 0.494093 -0.019272\n",
+ "etest_p 0.317892 0.284672 0.217683 1.000000 0.284143 0.178307\n",
+ "mba_p 0.430560 0.329983 0.494093 0.284143 1.000000 0.175013\n",
+ "salary 0.035330 0.076819 -0.019272 0.178307 0.175013 1.000000"
+ ]
+ },
+ "execution_count": 212,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr_matrix = numeric_data.corr()\n",
+ "corr_matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 213,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "