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Predicting listing games in the Indian IPO Market using Tensorflow
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np \n", | |
| "import pandas as pd \n", | |
| "import seaborn as sns\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import tensorflow as tf\n", | |
| "\n", | |
| "from tensorflow import keras\n", | |
| "from tensorflow.keras import layers\n", | |
| "from sklearn.model_selection import train_test_split" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## EDA" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "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", | |
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| "\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>Date</th>\n", | |
| " <th>IPOName</th>\n", | |
| " <th>Issue_Size</th>\n", | |
| " <th>Subscription_QIB</th>\n", | |
| " <th>Subscription_HNI</th>\n", | |
| " <th>Subscription_RII</th>\n", | |
| " <th>Subscription_Total</th>\n", | |
| " <th>Issue_Price</th>\n", | |
| " <th>Listing_Gains_Percent</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>03/02/10</td>\n", | |
| " <td>Infinite Comp</td>\n", | |
| " <td>189.80</td>\n", | |
| " <td>48.44</td>\n", | |
| " <td>106.02</td>\n", | |
| " <td>11.08</td>\n", | |
| " <td>43.22</td>\n", | |
| " <td>165</td>\n", | |
| " <td>11.82</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>08/02/10</td>\n", | |
| " <td>Jubilant Food</td>\n", | |
| " <td>328.70</td>\n", | |
| " <td>59.39</td>\n", | |
| " <td>51.95</td>\n", | |
| " <td>3.79</td>\n", | |
| " <td>31.11</td>\n", | |
| " <td>145</td>\n", | |
| " <td>-84.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>15/02/10</td>\n", | |
| " <td>Syncom Health</td>\n", | |
| " <td>56.25</td>\n", | |
| " <td>0.99</td>\n", | |
| " <td>16.60</td>\n", | |
| " <td>6.25</td>\n", | |
| " <td>5.17</td>\n", | |
| " <td>75</td>\n", | |
| " <td>17.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>15/02/10</td>\n", | |
| " <td>Vascon Engineer</td>\n", | |
| " <td>199.80</td>\n", | |
| " <td>1.12</td>\n", | |
| " <td>3.65</td>\n", | |
| " <td>0.62</td>\n", | |
| " <td>1.22</td>\n", | |
| " <td>165</td>\n", | |
| " <td>-11.28</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>19/02/10</td>\n", | |
| " <td>Thangamayil</td>\n", | |
| " <td>0.00</td>\n", | |
| " <td>0.52</td>\n", | |
| " <td>1.52</td>\n", | |
| " <td>2.26</td>\n", | |
| " <td>1.12</td>\n", | |
| " <td>75</td>\n", | |
| " <td>-5.20</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Date IPOName Issue_Size Subscription_QIB Subscription_HNI \\\n", | |
| "0 03/02/10 Infinite Comp 189.80 48.44 106.02 \n", | |
| "1 08/02/10 Jubilant Food 328.70 59.39 51.95 \n", | |
| "2 15/02/10 Syncom Health 56.25 0.99 16.60 \n", | |
| "3 15/02/10 Vascon Engineer 199.80 1.12 3.65 \n", | |
| "4 19/02/10 Thangamayil 0.00 0.52 1.52 \n", | |
| "\n", | |
| " Subscription_RII Subscription_Total Issue_Price Listing_Gains_Percent \n", | |
| "0 11.08 43.22 165 11.82 \n", | |
| "1 3.79 31.11 145 -84.21 \n", | |
| "2 6.25 5.17 75 17.13 \n", | |
| "3 0.62 1.22 165 -11.28 \n", | |
| "4 2.26 1.12 75 -5.20 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
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| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Date</th>\n", | |
| " <th>IPOName</th>\n", | |
| " <th>Issue_Size</th>\n", | |
| " <th>Subscription_QIB</th>\n", | |
| " <th>Subscription_HNI</th>\n", | |
| " <th>Subscription_RII</th>\n", | |
| " <th>Subscription_Total</th>\n", | |
| " <th>Issue_Price</th>\n", | |
| " <th>Listing_Gains_Percent</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>314</th>\n", | |
| " <td>26/08/22</td>\n", | |
| " <td>Syrma SGS</td>\n", | |
| " <td>840.13</td>\n", | |
| " <td>42.42</td>\n", | |
| " <td>7.13</td>\n", | |
| " <td>2.84</td>\n", | |
| " <td>15.59</td>\n", | |
| " <td>220</td>\n", | |
| " <td>42.30</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>315</th>\n", | |
| " <td>06/09/22</td>\n", | |
| " <td>Dreamfolks Serv</td>\n", | |
| " <td>562.10</td>\n", | |
| " <td>27.48</td>\n", | |
| " <td>14.18</td>\n", | |
| " <td>24.19</td>\n", | |
| " <td>23.25</td>\n", | |
| " <td>326</td>\n", | |
| " <td>41.92</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>316</th>\n", | |
| " <td>15/09/22</td>\n", | |
| " <td>TMB</td>\n", | |
| " <td>792.00</td>\n", | |
| " <td>0.51</td>\n", | |
| " <td>1.77</td>\n", | |
| " <td>3.44</td>\n", | |
| " <td>1.39</td>\n", | |
| " <td>525</td>\n", | |
| " <td>-3.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>317</th>\n", | |
| " <td>26/09/22</td>\n", | |
| " <td>Harsha Engineer</td>\n", | |
| " <td>755.00</td>\n", | |
| " <td>113.82</td>\n", | |
| " <td>40.36</td>\n", | |
| " <td>12.44</td>\n", | |
| " <td>47.19</td>\n", | |
| " <td>330</td>\n", | |
| " <td>47.24</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>318</th>\n", | |
| " <td>17/10/22</td>\n", | |
| " <td>Electronics Mar</td>\n", | |
| " <td>500.00</td>\n", | |
| " <td>58.81</td>\n", | |
| " <td>15.39</td>\n", | |
| " <td>8.27</td>\n", | |
| " <td>24.23</td>\n", | |
| " <td>59</td>\n", | |
| " <td>43.14</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Date IPOName Issue_Size Subscription_QIB \\\n", | |
| "314 26/08/22 Syrma SGS 840.13 42.42 \n", | |
| "315 06/09/22 Dreamfolks Serv 562.10 27.48 \n", | |
| "316 15/09/22 TMB 792.00 0.51 \n", | |
| "317 26/09/22 Harsha Engineer 755.00 113.82 \n", | |
| "318 17/10/22 Electronics Mar 500.00 58.81 \n", | |
| "\n", | |
| " Subscription_HNI Subscription_RII Subscription_Total Issue_Price \\\n", | |
| "314 7.13 2.84 15.59 220 \n", | |
| "315 14.18 24.19 23.25 326 \n", | |
| "316 1.77 3.44 1.39 525 \n", | |
| "317 40.36 12.44 47.19 330 \n", | |
| "318 15.39 8.27 24.23 59 \n", | |
| "\n", | |
| " Listing_Gains_Percent \n", | |
| "314 42.30 \n", | |
| "315 41.92 \n", | |
| "316 -3.15 \n", | |
| "317 47.24 \n", | |
| "318 43.14 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "RangeIndex: 319 entries, 0 to 318\n", | |
| "Data columns (total 9 columns):\n", | |
| " # Column Non-Null Count Dtype \n", | |
| "--- ------ -------------- ----- \n", | |
| " 0 Date 319 non-null object \n", | |
| " 1 IPOName 319 non-null object \n", | |
| " 2 Issue_Size 319 non-null float64\n", | |
| " 3 Subscription_QIB 319 non-null float64\n", | |
| " 4 Subscription_HNI 319 non-null float64\n", | |
| " 5 Subscription_RII 319 non-null float64\n", | |
| " 6 Subscription_Total 319 non-null float64\n", | |
| " 7 Issue_Price 319 non-null int64 \n", | |
| " 8 Listing_Gains_Percent 319 non-null float64\n", | |
| "dtypes: float64(6), int64(1), object(2)\n", | |
| "memory usage: 22.6+ KB\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "None" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "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", | |
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| "\n", | |
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| " 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>Issue_Size</th>\n", | |
| " <th>Subscription_QIB</th>\n", | |
| " <th>Subscription_HNI</th>\n", | |
| " <th>Subscription_RII</th>\n", | |
| " <th>Subscription_Total</th>\n", | |
| " <th>Issue_Price</th>\n", | |
| " <th>Listing_Gains_Percent</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " <td>319.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>1192.859969</td>\n", | |
| " <td>25.684138</td>\n", | |
| " <td>70.091379</td>\n", | |
| " <td>8.561599</td>\n", | |
| " <td>27.447147</td>\n", | |
| " <td>375.128527</td>\n", | |
| " <td>4.742696</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>2384.643786</td>\n", | |
| " <td>40.716782</td>\n", | |
| " <td>142.454416</td>\n", | |
| " <td>14.508670</td>\n", | |
| " <td>48.772203</td>\n", | |
| " <td>353.897614</td>\n", | |
| " <td>47.650946</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>-97.150000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>169.005000</td>\n", | |
| " <td>1.150000</td>\n", | |
| " <td>1.255000</td>\n", | |
| " <td>1.275000</td>\n", | |
| " <td>1.645000</td>\n", | |
| " <td>119.000000</td>\n", | |
| " <td>-11.555000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>496.250000</td>\n", | |
| " <td>4.940000</td>\n", | |
| " <td>5.070000</td>\n", | |
| " <td>3.420000</td>\n", | |
| " <td>4.930000</td>\n", | |
| " <td>250.000000</td>\n", | |
| " <td>1.810000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>1100.000000</td>\n", | |
| " <td>34.635000</td>\n", | |
| " <td>62.095000</td>\n", | |
| " <td>8.605000</td>\n", | |
| " <td>33.395000</td>\n", | |
| " <td>536.000000</td>\n", | |
| " <td>25.310000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>21000.000000</td>\n", | |
| " <td>215.450000</td>\n", | |
| " <td>958.070000</td>\n", | |
| " <td>119.440000</td>\n", | |
| " <td>326.490000</td>\n", | |
| " <td>2150.000000</td>\n", | |
| " <td>270.400000</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Issue_Size Subscription_QIB Subscription_HNI Subscription_RII \\\n", | |
| "count 319.000000 319.000000 319.000000 319.000000 \n", | |
| "mean 1192.859969 25.684138 70.091379 8.561599 \n", | |
| "std 2384.643786 40.716782 142.454416 14.508670 \n", | |
| "min 0.000000 0.000000 0.000000 0.000000 \n", | |
| "25% 169.005000 1.150000 1.255000 1.275000 \n", | |
| "50% 496.250000 4.940000 5.070000 3.420000 \n", | |
| "75% 1100.000000 34.635000 62.095000 8.605000 \n", | |
| "max 21000.000000 215.450000 958.070000 119.440000 \n", | |
| "\n", | |
| " Subscription_Total Issue_Price Listing_Gains_Percent \n", | |
| "count 319.000000 319.000000 319.000000 \n", | |
| "mean 27.447147 375.128527 4.742696 \n", | |
| "std 48.772203 353.897614 47.650946 \n", | |
| "min 0.000000 0.000000 -97.150000 \n", | |
| "25% 1.645000 119.000000 -11.555000 \n", | |
| "50% 4.930000 250.000000 1.810000 \n", | |
| "75% 33.395000 536.000000 25.310000 \n", | |
| "max 326.490000 2150.000000 270.400000 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df = pd.read_csv('Indian_IPO_Market_Data.csv')\n", | |
| "display(df.head())\n", | |
| "display(df.tail())\n", | |
| "display(df.info())\n", | |
| "display(df.describe())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Date 0\n", | |
| "IPOName 0\n", | |
| "Issue_Size 0\n", | |
| "Subscription_QIB 0\n", | |
| "Subscription_HNI 0\n", | |
| "Subscription_RII 0\n", | |
| "Subscription_Total 0\n", | |
| "Issue_Price 0\n", | |
| "Listing_Gains_Percent 0\n", | |
| "dtype: int64" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.isnull().sum()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "count 319.000000\n", | |
| "mean 0.545455\n", | |
| "std 0.498712\n", | |
| "min 0.000000\n", | |
| "25% 0.000000\n", | |
| "50% 1.000000\n", | |
| "75% 1.000000\n", | |
| "max 1.000000\n", | |
| "Name: Listing_Gains_Profit, dtype: float64" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# creating classification target variable\n", | |
| "df['Listing_Gains_Profit'] = np.where(df['Listing_Gains_Percent'] > 0, 1, 0)\n", | |
| "df['Listing_Gains_Profit'].describe()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "1 0.545455\n", | |
| "0 0.454545\n", | |
| "Name: Listing_Gains_Profit, dtype: float64" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df['Listing_Gains_Profit'].value_counts(normalize=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "RangeIndex: 319 entries, 0 to 318\n", | |
| "Data columns (total 7 columns):\n", | |
| " # Column Non-Null Count Dtype \n", | |
| "--- ------ -------------- ----- \n", | |
| " 0 Issue_Size 319 non-null float64\n", | |
| " 1 Subscription_QIB 319 non-null float64\n", | |
| " 2 Subscription_HNI 319 non-null float64\n", | |
| " 3 Subscription_RII 319 non-null float64\n", | |
| " 4 Subscription_Total 319 non-null float64\n", | |
| " 5 Issue_Price 319 non-null int64 \n", | |
| " 6 Listing_Gains_Profit 319 non-null int64 \n", | |
| "dtypes: float64(5), int64(2)\n", | |
| "memory usage: 17.6 KB\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# dropping unnecessary columns\n", | |
| "df = df.drop(['Date ', 'IPOName', 'Listing_Gains_Percent'], axis=1)\n", | |
| "df.info()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Exploratory Visualization" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# visualizing the target variable\n", | |
| "sns.countplot(x='Listing_Gains_Profit', data=df)\n", | |
| "plt.title('Distribution of IPO Listing Profit Category')\n", | |
| "plt.xlabel('Listing Profit (No=0, Yes=1)')\n", | |
| "plt.ylabel('Frequency')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1200x1000 with 9 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df.hist(bins=30,figsize=(12,10))\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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XGo/HYxo3bmx69eplFi1a5Hfsw4cPm1GjRpmwsDDToEEDc/PNN5vdu3cH/L7y8/PN2LFjTUxMjKldu7aJjIw0vXv3Ni+99NJpP0OpoqIik56ebpKSkkx0dLSpXbu2adCggUlMTDT//Oc//f55OXnLgUmTJgXc3kKSufLKK/3e55133jHdu3c39erVM/Xq1TNt2rQxY8eONZs3b7ZdK+A0lzE2tukFABtGjhypt99+21ozBQDnE9Y0AQAA2MCaJgA4T+3Zs6fMdgUnCg4O9tv0E8CpEZoA4DwVFxdXZruCE1155ZWnvdkxgP+PNU0AcJ769NNPdeTIkXL7GzVqpC5dupzFioBzG6EJAADABhaCAwAA2MCapipSUlKinTt3qkGDBhW6zQMAAHCOMUYHDhxQVFSUgoJOPZdEaKoiO3futO6NBQAAzi07duxQdHT0KccQmqpI6c1Od+zYYd2iAgAAVG9FRUWKiYnxu2l5eQhNVaT0lFxoaCihCQCAc4ydpTUsBAcAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCgNPIysrSkCFDlJWV5XQpABxEaAKAU/B6vUpLS1N+fr7S0tLk9XqdLgmAQwhNAHAKs2bNUkFBgSSpoKBAmZmZDlcEwCmEJgAoR25urjIzM2WMkSQZY5SZmanc3FyHKwPgBEITAARgjFF6enq57aVBCkDNQWgCgABycnKUnZ0tn8/n1+7z+ZSdna2cnByHKgPgFEITAAQQGxuruLg4ud1uv3a32634+HjFxsY6VBkApxCaACAAl8ul8ePHl9vucrkcqAqAkwhNAFCO6OhoJScnWwHJ5XIpOTlZLVq0cLgyAE4gNAHAKQwbNkxNmjSRJIWHhys5OdnhigA4hdAEAKfg8XiUmpqqiIgIpaSkyOPxOF0SAIfUcroAAKjuunXrpm7dujldBgCHMdMEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbHA0NE2dOlVxcXFq0KCBmjVrpoEDB2rz5s1+Y7xer8aOHasmTZqofv36uvHGG5Wfn+83JicnRwMGDFDdunXVrFkz3XfffTp+/LjfmGXLlumyyy5TSEiILrroImVkZJSpZ/r06brgggvk8XiUkJCgzz//vMo/MwAAODc5GpqWL1+usWPHatWqVVq4cKGOHTumvn376tChQ9aYlJQUffjhh5o9e7aWL1+unTt3atCgQVa/z+fTgAEDdPToUWVlZemVV15RRkaGHnnkEWvM1q1bNWDAAPXq1Utr167VhAkTNHr0aM2fP98a8+abbyo1NVWTJk3SmjVr1KlTJyUlJWn37t1n58sAAADVm6lGdu/ebSSZ5cuXG2OM2b9/v6ldu7aZPXu2Neabb74xkszKlSuNMcbMmTPHBAUFmby8PGvM888/b0JDQ01xcbExxpj777/ftG/f3u+9hgwZYpKSkqzn8fHxZuzYsdZzn89noqKizNSpUwPW6vV6TWFhofXYsWOHkWQKCwvP8FsAAABnS2Fhoe3f72q1pqmwsFCS1LhxY0nS6tWrdezYMfXp08ca06ZNG8XGxmrlypWSpJUrV6pDhw6KiIiwxiQlJamoqEgbNmywxpx4jNIxpcc4evSoVq9e7TcmKChIffr0scacbOrUqQoLC7MeMTExZ/rxAQBANVZtQlNJSYkmTJigK664Qr/61a8kSXl5eQoODlbDhg39xkZERCgvL88ac2JgKu0v7TvVmKKiIh05ckR79+6Vz+cLOKb0GCebOHGiCgsLrceOHTsq98EBAMA5odrce27s2LFav369PvnkE6dLsSUkJEQhISFOlwEAAM6SajHTNG7cOH300UdaunSpoqOjrfbIyEgdPXpU+/fv9xufn5+vyMhIa8zJV9OVPj/dmNDQUNWpU0fh4eFyu90Bx5QeAwAA1GyOhiZjjMaNG6f33ntPS5YsUatWrfz6u3Tpotq1a2vx4sVW2+bNm5WTk6PExERJUmJiotatW+d3ldvChQsVGhqqdu3aWWNOPEbpmNJjBAcHq0uXLn5jSkpKtHjxYmsMAACo4X75denl++Mf/2jCwsLMsmXLzK5du6zH4cOHrTF33nmniY2NNUuWLDFffPGFSUxMNImJiVb/8ePHza9+9SvTt29fs3btWjNv3jzTtGlTM3HiRGvMDz/8YOrWrWvuu+8+880335jp06cbt9tt5s2bZ435z3/+Y0JCQkxGRobZuHGjueOOO0zDhg39rso7lYqsvgcAANVDRX6/HQ1NkgI+Zs6caY05cuSIGTNmjGnUqJGpW7euueGGG8yuXbv8jrNt2zbTr18/U6dOHRMeHm7uuecec+zYMb8xS5cuNZ07dzbBwcGmdevWfu9R6tlnnzWxsbEmODjYxMfHm1WrVtn+LIQmAADOPRX5/XYZY4xTs1znk6KiIoWFhamwsFChoaFOlwMAAGyoyO93tVgIDgAAUN0RmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkATiMrK0tDhgxRVlaW06UAcBChCQBOwev1Ki0tTfn5+UpLS5PX63W6JAAOITQBwCnMmjVLBQUFkqSCggJlZmY6XBEApxCaAKAcubm5yszMVOkewMYYZWZmKjc31+HKADiB0AQAARhjlJ6eXm47N1MAah5CEwAEkJOTo+zsbPl8Pr92n8+n7Oxs5eTkOFQZAKcQmgAggNjYWMXFxcntdvu1u91uxcfHKzY21qHKADiF0AQAAbhcLo0fP77cdpfL5UBVAJxEaAKAckRHRys5OdkKSC6XS8nJyWrRooXDlQFwAqEJAE5h2LBhatKkiSQpPDxcycnJDlcEwCmEJgA4BY/Ho9TUVEVERCglJUUej8fpkgA4pJbTBQBAddetWzd169bN6TIAOIyZJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AcBpZGVlaciQIcrKynK6FAAOIjQBwCl4vV6lpaUpPz9faWlp8nq9TpcEwCGEJgA4hVmzZqmgoECSVFBQoMzMTIcrAuAUQhMAlCM3N1eZmZkyxkiSjDHKzMxUbm6uw5UBcAKhCQACMMYoPT293PbSIAWg5iA0AUAAOTk5ys7Ols/n82v3+XzKzs5WTk6OQ5UBcAqhCQACiI2NVVxcnNxut1+72+1WfHy8YmNjHaoMgFMITQAQgMvl0vjx48ttd7lcDlQFwEmEJgAoR3R0tJKTk62A5HK5lJycrBYtWjhcGQAnOBqaVqxYoWuvvVZRUVFyuVx6//33/fpHjhwpl8vl97jmmmv8xuzbt0/Dhg1TaGioGjZsqFGjRungwYN+Y77++mv16NFDHo9HMTExmjZtWplaZs+erTZt2sjj8ahDhw6aM2dOlX9eAOeeYcOGqUmTJpKk8PBwJScnO1wRAKc4GpoOHTqkTp06afr06eWOueaaa7Rr1y7r8cYbb/j1Dxs2TBs2bNDChQv10UcfacWKFbrjjjus/qKiIvXt21ctW7bU6tWr9cQTT2jy5Ml66aWXrDFZWVm65ZZbNGrUKH355ZcaOHCgBg4cqPXr11f9hwZwTvF4PEpNTVVERIRSUlLk8XicLgmAQ1ymmlw363K59N5772ngwIFW28iRI7V///4yM1ClvvnmG7Vr107Z2dm6/PLLJUnz5s1T//79lZubq6ioKD3//PN66KGHlJeXp+DgYEnSgw8+qPfff1+bNm2SJA0ZMkSHDh3SRx99ZB27a9eu6ty5s1544YWA711cXKzi4mLreVFRkWJiYlRYWKjQ0NAz+SoAAMBZUlRUpLCwMFu/39V+TdOyZcvUrFkzXXrppfrjH/9o7cwrSStXrlTDhg2twCRJffr0UVBQkD777DNrTM+ePa3AJElJSUnavHmzfvrpJ2tMnz59/N43KSlJK1euLLeuqVOnKiwszHrExMRUyecFAADVU7UOTddcc41effVVLV68WI8//riWL1+ufv36Wfum5OXlqVmzZn6vqVWrlho3bqy8vDxrTEREhN+Y0uenG1PaH8jEiRNVWFhoPXbs2HFmHxYAAFRrtZwu4FSGDh1q/blDhw7q2LGjLrzwQi1btky9e/d2sDIpJCREISEhjtYAAADOnmo903Sy1q1bKzw8XN99950kKTIyUrt37/Ybc/z4ce3bt0+RkZHWmPz8fL8xpc9PN6a0HwAA4JwKTbm5uSooKFDz5s0lSYmJidq/f79Wr15tjVmyZIlKSkqUkJBgjVmxYoWOHTtmjVm4cKEuvfRSNWrUyBqzePFiv/dauHChEhMTf+mPBAAAzhGOhqaDBw9q7dq1Wrt2rSRp69atWrt2rXJycnTw4EHdd999WrVqlbZt26bFixfr+uuv10UXXaSkpCRJUtu2bXXNNdfo9ttv1+eff65PP/1U48aN09ChQxUVFSVJSk5OVnBwsEaNGqUNGzbozTffVHp6ulJTU606xo8fr3nz5unJJ5/Upk2bNHnyZH3xxRcaN27cWf9OAABANWUctHTpUiOpzGPEiBHm8OHDpm/fvqZp06amdu3apmXLlub22283eXl5fscoKCgwt9xyi6lfv74JDQ01t912mzlw4IDfmK+++sp0797dhISEmBYtWpi///3vZWp56623zCWXXGKCg4NN+/btzccff1yhz1JYWGgkmcLCwop/EQAAwBEV+f2uNvs0nesqss8DAACoHs6rfZoAAACqA0ITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwIYzDk3fffed5s+fryNHjkiSjDFnXBQAAEB1U+nQVFBQoD59+uiSSy5R//79tWvXLknSqFGjdM8991RZgQAAANVBpUNTSkqKatWqpZycHNWtW9dqHzJkiObNm1clxQEAAFQXtSr7wgULFmj+/PmKjo72a7/44ou1ffv2My4MAACgOqn0TNOhQ4f8ZphK7du3TyEhIWdUFAAAQHVT6dDUo0cPvfrqq9Zzl8ulkpISTZs2Tb169aqS4gAAAKqLSp+emzZtmnr37q0vvvhCR48e1f33368NGzZo3759+vTTT6uyRgAAAMdVeqbpV7/6lb799lt1795d119/vQ4dOqRBgwbpyy+/1IUXXliVNQIAADjOZdhYqUoUFRUpLCxMhYWFCg0NdbocAABgQ0V+vys909S6dWvddtttKi4u9mvfu3evWrduXdnDAgAAVEuVDk3btm3Tp59+qh49eigvL89q9/l8bDkAAADOO5UOTS6XS/PmzVN0dLS6dOmi7OzsqqwLAACgWql0aDLGqH79+nr33Xd166236sorr9Trr79elbUBQLWQlZWlIUOGKCsry+lSADio0lsOuFwu689Tp05V+/btdfvtt+uWW26pksIAoDrwer1KS0vT3r17lZaWpssuu0wej8fpsgA44Ixmmk40fPhwLVmyRHPmzDnjogCgupg1a5YKCgok/Xyj8szMTIcrAuCUSoemkpISNWvWzK8tMTFRX331lZYsWXLGhQGA03Jzc5WZmWn9R6IxRpmZmcrNzXW4MgBOqHRoKk9ERISuvPLKqj4sAJxVxhilp6eX284Wd0DNU6E1TZdddpkWL16sRo0a6de//rXfuqaTrVmz5oyLAwCn5OTkBLwq2OfzKTs7Wzk5OWrZsqUDlQFwSoVC0/XXX6+QkBBJ0sCBA3+JegCgWoiNjVVcXJzWrFkjn89ntbvdbnXp0kWxsbEOVgfACdxGpYpwGxXg/JObm6sRI0b4haZatWrplVdeUYsWLRysDEBVOSu3UTmR1+vVK6+8ohkzZmjLli1VcUgAcFx0dLSSk5OtpQgul0vJyckEJqCGqvBMU2pqqo4dO6Znn31WknT06FHFx8dr48aNqlu3ro4fP64FCxaoW7duv0jB1RUzTcD5yev1avjw4dq7d6+aNm2q1157jX2agPPILzrTtGDBAl199dXW81mzZiknJ0dbtmzRTz/9pMGDB+uxxx6reNUAUA15PB6lpqYqIiJCKSkpBCagBqvwjuA5OTlq166d9XzBggW66aabrKtIxo8fr/79+1ddhQDgsG7dutW42XMAZVV4pikoKMhvf5JVq1apa9eu1vOGDRvqp59+qprqAAAAqokKh6a2bdvqww8/lCRt2LBBOTk56tWrl9W/fft2RUREVF2FAAAA1UCFT8/df//9Gjp0qD7++GNt2LBB/fv3V6tWraz+OXPmKD4+vkqLBAAAcFqFZ5puuOEGzZkzRx07dlRKSorefPNNv/66detqzJgxVVYgAABAdfCLb245ZswYTZkyReHh4b/k2ziOLQcAADj3nPXNLU/l9ddfV1FR0S/9NgAAAL+oXzw0cZcWAOe6rKwsDRkyRFlZWU6XAsBBv3hoAoBzmdfrVVpamvLz85WWliav1+t0SQAcQmgCgFOYNWuWCgoKJEkFBQXKzMx0uCIATiE0AUA5cnNzlZmZaS0zMMYoMzNTubm5DlcGwAmEJgAIwBij9PT0cttZrwnUPL94aBo+fDiX4AM45+Tk5Cg7O1s+n8+v3efzKTs7Wzk5OQ5VBsApZxSa/ve//2n48OFKTEzUjz/+KEl67bXX9Mknn1hjnn/++XL3aFqxYoWuvfZaRUVFyeVy6f333/frN8bokUceUfPmzVWnTh316dNHW7Zs8Ruzb98+DRs2TKGhoWrYsKFGjRqlgwcP+o35+uuv1aNHD3k8HsXExGjatGllapk9e7batGkjj8ejDh06aM6cOZX5SgCcJ2JjYxUXFye32+3X7na7FR8fr9jYWIcqA+CUSoemd955R0lJSapTp46+/PJLFRcXS5IKCwv1t7/9zdYxDh06pE6dOmn69OkB+6dNm6ZnnnlGL7zwgj777DPVq1dPSUlJflevDBs2TBs2bNDChQv10UcfacWKFbrjjjus/qKiIvXt21ctW7bU6tWr9cQTT2jy5Ml66aWXrDFZWVm65ZZbNGrUKH355ZcaOHCgBg4cqPXr11fmqwFwHnC5XBo/fny57S6Xy4GqADjKVFLnzp3NK6+8Yowxpn79+ub77783xhizZs0aExERUeHjSTLvvfee9bykpMRERkaaJ554wmrbv3+/CQkJMW+88YYxxpiNGzcaSSY7O9saM3fuXONyucyPP/5ojDFmxowZplGjRqa4uNga88ADD5hLL73Uen7zzTebAQMG+NWTkJBg/vCHP5Rbr9frNYWFhdZjx44dRpIpLCys8GcHUH3961//MldddZW58sorzVVXXWX+/e9/O10SgCpUWFho+/e70jNNmzdvVs+ePcu0h4WFaf/+/ZU9rGXr1q3Ky8tTnz59/I6dkJCglStXSpJWrlyphg0b6vLLL7fG9OnTR0FBQfrss8+sMT179lRwcLA1JikpSZs3b9ZPP/1kjTnxfUrHlL5PIFOnTlVYWJj1iImJOePPDKD6GTZsmJo0aSJJCg8PV3JyssMVAXBKpUNTZGSkvvvuuzLtn3zyiVq3bn1GRUlSXl6eJCkiIsKvPSIiwurLy8tTs2bN/Ppr1aqlxo0b+40JdIwT36O8MaX9gUycOFGFhYXWY8eOHRX9iADOAR6PR6mpqYqIiFBKSoo8Ho/TJQFwSK3KvvD222/X+PHj9fLLL8vlcmnnzp1auXKl7r33Xv35z3+uyhqrpZCQEIWEhDhdBoCzoFu3burWrZvTZQBwWKVD04MPPqiSkhL17t1bhw8fVs+ePRUSEqJ7771Xd9111xkXFhkZKUnKz89X8+bNrfb8/Hx17tzZGrN7926/1x0/flz79u2zXh8ZGan8/Hy/MaXPTzemtB8AAKDSp+dcLpceeugh7du3T+vXr9eqVau0Z88e/fWvf62Swlq1aqXIyEgtXrzYaisqKtJnn32mxMRESVJiYqL279+v1atXW2OWLFmikpISJSQkWGNWrFihY8eOWWMWLlyoSy+9VI0aNbLGnPg+pWNK3wcAAOCMN7cMDg5Wu3btFB8fr/r161fotQcPHtTatWu1du1aST8v/l67dq1ycnLkcrk0YcIEPfroo/rvf/+rdevW6dZbb1VUVJQGDhwoSWrbtq2uueYa3X777fr888/16aefaty4cRo6dKiioqIkScnJyQoODtaoUaO0YcMGvfnmm0pPT1dqaqpVx/jx4zVv3jw9+eST2rRpkyZPnqwvvvhC48aNO9OvB8B5ICsrS0OGDFFWVpbTpQBwkMuYyt0LoFevXqfcp2TJkiWnPcayZcvUq1evMu0jRoxQRkaGjDGaNGmSXnrpJe3fv1/du3fXjBkzdMkll1hj9+3bp3HjxunDDz9UUFCQbrzxRj3zzDN+Ae7rr7/W2LFjlZ2drfDwcN1111164IEH/N5z9uzZevjhh7Vt2zZdfPHFmjZtmvr372/nq5D08yxYWFiYCgsL2QEdOI94vV4NHz5ce/fuVXh4uF5//XUWgwPnkYr8flc6NKWkpPg9P3bsmNauXav169drxIgRAe/ZdD4jNAHnp3//+996/fXXZYyRy+XS7373O/3+9793uiwAVaQiv9+VXgj+1FNPBWyfPHlymduYAMC5KDc3V5mZmdbNeY0xyszMVN++fRUdHe1wdQDOtiq/Ye/w4cP18ssvV/VhAeCsMsYEnDEvba/kJD2Ac1iVh6aVK1dyvh/AOS8nJ0fZ2dny+Xx+7T6fT9nZ2crJyXGoMgBOqfTpuUGDBvk9N8Zo165d+uKLL2rE5pYAzm+xsbGKi4vTmjVr/IKT2+1Wly5dFBsb62B1AJxQ6ZmmE++7FhYWpsaNG+uqq67SnDlzNGnSpKqsEQDOOpfLpfHjx5fbfqqrhwGcnyo90zRz5syqrAMAqp3o6GglJyf7XT2XnJysFi1aOF0aAAdUeqZpx44dys3NtZ5//vnnmjBhgl566aUqKQwAqoNhw4apSZMmkqTw8HAlJyc7XBEAp1Q6NCUnJ2vp0qWSpLy8PPXp00eff/65HnroIU2ZMqXKCgQAJ3k8HqWmpioiIkIpKSlc6ALUYJUOTevXr1d8fLwk6a233lKHDh2UlZWlWbNmKSMjo6rqAwAAqBYqHZqOHTumkJAQSdKiRYt03XXXSZLatGmjXbt2VU11AOAwr9ertLQ05efnKy0tTV6v1+mSADik0qGpffv2euGFF/S///1PCxcu1DXXXCNJ2rlzp3X+HwDOdbNmzVJBQYEkqaCgQJmZmQ5XBMAplQ5Njz/+uF588UVdddVVuuWWW9SpUydJ0n//+1/rtB0AnMvKu43KiRfBAKg5Kn3DXunnnXGLiorUqFEjq23btm2qW7eumjVrViUFniu4YS9wfjHG6P777w+4ueVll12madOmsVcTcB6oyO93pWeajhw5ouLiYiswbd++XU8//bQ2b95c4wITgPMPt1EBcLJKh6brr79er776qiRp//79SkhI0JNPPqmBAwfq+eefr7ICAcAJpbdRCQry/9ek2+1WfHw8t1EBaqBKh6Y1a9aoR48ekqS3335bERER2r59u1599VU988wzVVYgADih9HYpJ69gMMZwGxWghqp0aDp8+LAaNGggSVqwYIEGDRqkoKAgde3aVdu3b6+yAgGgOjHGlAlSAGqGSoemiy66SO+//7527Nih+fPnq2/fvpKk3bt3sxAawDnPGKP09PQyM0oul0vp6ekEJ6AGqnRoeuSRR3TvvffqggsuUHx8vBITEyX9POv061//usoKBAAnlC4ELykp8WsvKSlhIThQQ9Wq7Atvuukmde/eXbt27VLnzp2t9t69e2vQoEFVURsAOKZ0IXigLQe6dOnCQnCgBqpwaLIbiN59990KFwMA1UXpQvARI0YEbGchOFDzVDg0hYWF/RJ1AEC1Ex0dreTkZL3++usyxsjlcik5OVktWrRwujQADjijHcHx/7EjOHB+8nq9Gj58uPbu3aumTZvqtddek8fjcbosAFXkrOwIDgA1gcfjUWpqqiIiIpSSkkJgAmowQhMAAIANhCYAOAWv16u0tDTl5+crLS1NXq/X6ZIAOITQBACnMGvWLBUUFEiSCgoKlJmZ6XBFAJxCaAKAcuTm5iozM9Pa/dsYo8zMTOXm5jpcGQAnEJoAIIDS26iU186Fx0DNQ2gCgABKb6Ny4m7gkuTz+biNClBDEZoAIIDS26i43W6/drfbrfj4eG6jAtRAhCYACKD0dimBTsNxGxWgZiI0AUA5oqOj1b59e7+29u3bcxsVoIYiNAFAOXJzc7Vx40a/to0bN3L1HFBDEZoAIACungNwMkITAATA1XMATkZoAoAAuHoOwMkITQAQQOnVc+W1c/UcUPMQmgCgHNHR0UpOTrYCksvlUnJyMlfPATUUoQkATmHYsGFq0qSJJCk8PFzJyckOVwTAKYQmADgFj8ej1NRURUREKCUlRR6Px+mSADikltMFAEB1161bN3Xr1s3pMgA4jJkmAAAAGwhNAAAANhCaAOA0srKyNGTIEGVlZTldCgAHEZoA4BS8Xq/S0tKUn5+vtLQ0eb1ep0sC4BBCEwCcwqxZs1RQUCBJKigoUGZmpsMVAXAKoQkAypGbm6vMzEzr5rzGGGVmZio3N9fhygA4gdAEAAEYY5Senm4FplIlJSUB2wGc/whNABBATk6OsrOzVVJS4tdeUlKi7Oxs5eTkOFQZAKcQmgAggNjYWHXo0CFgX8eOHRUbG3uWKwLgNEITAFQQp+aAmonQBAAB5OTkaN26dQH71q1bx+k5oAYiNAFAAJyeA3AyQhMAVBCn54CaidAEAAFweg7AyQhNABBAbGys4uLiFBTk/6/JoKAgxcfHc3oOqIEITQAQgMvl0vjx48ttd7lcDlQFwEmEJgAoR3R0tNq3b+/X1r59e7Vo0cKhigA4idAEAOXIzc3Vxo0b/do2btzIveeAGorQBAABcO85ACcjNAFAANx7DsDJCE0AEACbWwI4GaEJACqIU3NAzURoAoAA2NwSwMkITQAQQExMjEJDQwP2hYaGKiYm5ixXBMBphCYACGDHjh0qKioK2FdUVKQdO3ac5YoAOI3QBAABsBAcwMkITQBQQSwEB2qmah+aJk+eLJfL5fdo06aN1e/1ejV27Fg1adJE9evX14033qj8/Hy/Y+Tk5GjAgAGqW7eumjVrpvvuu0/Hjx/3G7Ns2TJddtllCgkJ0UUXXaSMjIyz8fEAVFMsBAdwsmofmqSf7/W0a9cu6/HJJ59YfSkpKfrwww81e/ZsLV++XDt37tSgQYOsfp/PpwEDBujo0aPKysrSK6+8ooyMDD3yyCPWmK1bt2rAgAHq1auX1q5dqwkTJmj06NGaP3/+Wf2cAKoPFoIDOFktpwuwo1atWoqMjCzTXlhYqH//+9/KzMzUb37zG0nSzJkz1bZtW61atUpdu3bVggULtHHjRi1atEgRERHq3Lmz/vrXv+qBBx7Q5MmTFRwcrBdeeEGtWrXSk08+KUlq27atPvnkEz311FNKSkoKWFNxcbGKi4ut5+UtGAVwbrKzELxly5ZnuSoATjonZpq2bNmiqKgotW7dWsOGDbOmxVevXq1jx46pT58+1tg2bdooNjZWK1eulCStXLlSHTp0UEREhDUmKSlJRUVF2rBhgzXmxGOUjik9RiBTp05VWFiY9eC/OoHzS2xsrOLi4sq0u1wuxcfHsxAcqIGqfWhKSEhQRkaG5s2bp+eff15bt25Vjx49dODAAeXl5Sk4OFgNGzb0e01ERITy8vIkSXl5eX6BqbS/tO9UY4qKinTkyJGAdU2cOFGFhYXWg8uPgfOLy+XS+PHjA/aNHz9eLpfrLFcEwGnV/vRcv379rD937NhRCQkJatmypd566y3VqVPHsbpCQkIUEhLi2PsDcA5XzwE1U7WfaTpZw4YNdckll+i7775TZGSkjh49qv379/uNyc/Pt9ZARUZGlrmarvT56caEhoY6GswAOMcYo/T09HLbCU5AzXPOhaaDBw/q+++/V/PmzdWlSxfVrl1bixcvtvo3b96snJwcJSYmSpISExO1bt067d692xqzcOFChYaGql27dtaYE49ROqb0GABqnpycHGVnZwfsy87OZssBoAaq9qHp3nvv1fLly7Vt2zZlZWXphhtukNvt1i233KKwsDCNGjVKqampWrp0qVavXq3bbrtNiYmJ6tq1qySpb9++ateunX73u9/pq6++0vz58/Xwww9r7Nix1um1O++8Uz/88IPuv/9+bdq0STNmzNBbb72llJQUJz86AAex5QCAk1X7NU25ubm65ZZbVFBQoKZNm6p79+5atWqVmjZtKkl66qmnFBQUpBtvvFHFxcVKSkrSjBkzrNe73W599NFH+uMf/6jExETVq1dPI0aM0JQpU6wxrVq10scff6yUlBSlp6crOjpa//rXv8rdbgDA+Y8tBwCczGU4MV8lioqKFBYWpsLCwnL/6xTAuaOkpETXXXedDh48WKavfv36+u9//6ugoGo/WQ/gNCry+83feAAIICcnJ2Bgkn5eW8maJqDmITQBAADYQGgCgABatmypDh06BOzr2LEj65mAGojQBAABuFwujRgxImDfiBEj2BEcqIEITQAQgDFGb775ZsC+//znP2xuCdRAhCYACIDNLQGcjNAEAAHExsaeck1TbGzsWa4IgNMITQBQjuLi4oDtXq/3LFcCoDogNAFAANu3b9e3334bsO/bb7/V9u3bz3JFAJxGaAIAALCB0AQAAbBPE4CTEZoAIACXy6UHHnig3Hb2aQJqHkITAJQjOjpa7du392tr3769WrRo4VBFAJxEaAKAcuTm5mrTpk1+bZs2bVJubq5DFQFwEqEJAAIwxig9Pb3cdnYEB2oeQhMABFC6I7jP5/Nr9/l87AgO1FCEJgAIIDY2VnFxcXK73X7tbrdb8fHx7AgO1ECEJgAIwOVyafz48eW2c/UcUPMQmgCgHNHR0Ro0aJBf26BBg7h6DqihCE0AcAobN2485XMANQehCQDK8cUXX2jDhg1+bevXr9cXX3zhUEUAnERoAoAASkpKNGXKlIB9U6ZMUUlJyVmuCIDTCE0AEMBnn32moqKigH1FRUX67LPPznJFAJxGaAKAAC6//PIz6gdw/iE0AUAAc+bMOaN+AOcfQhMABPDb3/62zMaWpWrVqqXf/va3Z7kiAE4jNAFAAG63W4MHDw7YN3jw4HIDFYDzF6EJAAIoKSkp9xTcxx9/zNVzQA1EaAKAALh6DsDJCE0AEEBCQoJCQ0MD9oWFhSkhIeEsVwTAaYQmAAggKChIY8aMCdg3ZswYBQXxr0+gpuFvPQAEYIzR4sWLA/YtWrRIxpizXBEApxGaACCAnJwcZWdnB+zLzs5WTk7OWa4IgNMITQAQQGxsrOLi4spsLeB2uxUfH6/Y2FiHKgPglFpOFwCgLGOMvF6v02XUeHfeeafuuOOOMu1/+MMf+P/HYR6PRy6Xy+kyUMMQmoBqyOv1ql+/fk6XgQB8Pp9GjRrldBk13ty5c1WnTh2ny0ANw+k5AAAAG5hpAqohj8ejuXPnOl0G9POs3w033CBJ+tOf/qQePXo4XBGkn/+OAGcboQmohlwuF6ceqqEePXrw/wtQg3F6DgAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYUMvpAlB9GGPk9XqdLgOoVk78O8HfDyAwj8cjl8vldBm/OEITLF6vV/369XO6DKDauuGGG5wuAaiW5s6dqzp16jhdxi+O03MAAAA2MNOEgA52vkUmiH88ABkjlRz/+c9BtaQacAoCsMNVclz1177hdBlnFb+KCMgE1ZLctZ0uA6gmgp0uAKh2jNMFOIDTcwAAADYQmgAAAGwgNAEAANhAaAIAALCBheCwGHPCsj7fMecKAQBUfyf8Tvj9fpzHCE2wFBcXW39u8NV/HKwEAHAuKS4uVt26dZ0u4xfH6TkAAAAbmGmCJSQkxPrzgU5D2acJAFA+3zHrrMSJvx/nM0ITLH43W3TXJjQBAGypCTfrlTg9BwAAYAszTQjIVXK8Rm6RD5TBveeAgFylfy9qEELTSaZPn64nnnhCeXl56tSpk5599lnFx8c7XdZZV9NuwggAwOlweu4Eb775plJTUzVp0iStWbNGnTp1UlJSknbv3u10aQAAwGEuU1N2pLIhISFBcXFxeu655yRJJSUliomJ0V133aUHH3zQb2xxcbHfvkZFRUWKiYlRYWGhQkNDz2rdVcUYI6/X63QZkOT1enXDDTc4XQZQbb333nvyeDxOl4H/4/F4ztnF4EVFRQoLC7P1+83puf9z9OhRrV69WhMnTrTagoKC1KdPH61cubLM+KlTp+ovf/nL2SzxF+dyuVSnTh2nywCA0/J4PPz7Cmcdoen/7N27Vz6fTxEREX7tERER2rRpU5nxEydOVGpqqvW8dKYJqAoej0dz5851ugzo5xnY0lnlkJCQc/a/ps83zDLBCYSmSgoJCakxm3nh7GPWr3qpCbeHAHB6LAT/P+Hh4XK73crPz/drz8/PV2RkpENVAQCA6oLQ9H+Cg4PVpUsXLV682GorKSnR4sWLlZiY6GBlAACgOuD03AlSU1M1YsQIXX755YqPj9fTTz+tQ4cO6bbbbnO6NAAA4DBC0wmGDBmiPXv26JFHHlFeXp46d+6sefPmlVkcDgAAah72aaoiFdnnAQAAVA8V+f1mTRMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABnYEryKle4QWFRU5XAkAALCr9Hfbzl7fhKYqcuDAAUlSTEyMw5UAAICKOnDggMLCwk45htuoVJGSkhLt3LlTDRo0kMvlcrocAFWoqKhIMTEx2rFjB7dJAs4zxhgdOHBAUVFRCgo69aolQhMAnAb3lgQgsRAcAADAFkITAACADYQmADiNkJAQTZo0SSEhIU6XAsBBrGkCAACwgZkmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA3/D7Ytlb+Ppq+gAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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2mf71r39pypQpjinDTz/9tLZu3arVq1crKChIHTp00FNPPaU//vGPuvPOO51Cg5+fn1auXKkxY8aoS5cuWrFihT755BM9+eSTCgsLq7Lep59+Wp9//rl69Oih3//+9/Ly8tIbb7yh4uJip7VU4uLi5Onpqblz5yo/P1++vr665ZZbqhxf8fzzz2vQoEFKSEjQuHHjHFPPQ0JCXL7309y5c5WZmanhw4erQ4cOkqSsrCy9/fbbaty4saZMmeLYdvz48fp//+//acSIEbr11lv17bff6tNPP1WTJk0q3XdJSYn69u2rkSNHas+ePXr11VfVo0cPDR06VJK0aNEivfrqq7rjjjvUqlUrFRYWauHChQoODnb8HPr06aPf/va3WrBggfbu3auBAweqrKxMGzZsUJ8+fZwGkNfU/v37NXToUA0cOFAbN27U4sWLlZiY6PTB3qlTJ61atUopKSmKjIzUNddcoy5dulTYV1hYmKZPn65Zs2Zp4MCBGjp0qOOY4+PjnQYju9O0adO0detWzZ07Vxs3btSIESPk7++vL7/8UosXL1a7du2UmpparX3997//1eLFiyX99LP79ttv9cYbb6hJkyaOwduASyycCQbUe5VNPffz8zPj4uLM1157zWnqsWmaZmFhoTl16lQzMjLS9Pb2Nq+99lrz+eefd2yXmZlpenl5OU0nN03TvHDhghkfH29GRkaaJ0+eNE3zp6nnjRo1Mvft22f279/fDAgIMMPDw80ZM2Y4TS02zcqnZGdlZZkDBgwwAwMDzYCAALNPnz5menp6hWNcuHCh2bJlS9PT07Na09BXrVpldu/e3fT39zeDg4PNIUOGmDt37nTapiZTz7/66itz4sSJ5g033GCGhISY3t7eZkxMjDl27FinqfOmaZqlpaXm448/bjZp0sQMCAgwBwwYYP7www9VTj1ft26dOWHCBPOqq64yAwMDzaSkJKdp81lZWeY999xjxsTEmL6+vmbTpk3N22+/3dyyZYvT+164cMF8/vnnzdatW5s+Pj5mWFiYOWjQIDMzM9OxjSRz4sSJlR7jxT+f8qnnO3fuNO+8804zKCjIvOqqq8xJkyaZ586dc3rt7t27zZ49ezqm55cf58VTz8u9/PLLZuvWrU1vb28zPDzcfPDBBx3/T5WrbOq3af70/1xsbGylx3ApZWVlZmpqqtm9e3czKCjI8bvSr18/s7i4uML21Zl67uHhYTZt2tS85557nJZtAFxhmOZlnocFUCvGjh2rDz74gLEKNlS++N+xY8eqPCt1JTt//ryGDBmi1atXa9myZRo4cKDVJaGBY8wOAMCtvL299eGHHyouLk533XWXsrKyrC4JDRxjdgAAFRw7duySU/p9fHwuufZQo0aNlJGRURulATVG2AEAVBAfH19hIcKf69Wr1y/eNBaoLxizAwCo4KuvvrrkLRquuuoqderUqQ4rAlxH2AEAALbGAGUAAGBrjNnRT0vyHzp0SEFBQXV6bxoAAOA60zRVWFioyMhIeXhUff6GsCPp0KFDjnsFAQCAK8vBgwcVFRVVZT9hR1JQUJCkn75Z5Uv/AwCA+q2goEDR0dGOz/GqEHb0f3cVDg4OJuwAAHCF+aUhKAxQBgAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAWBr6enpuvvuu5Wenm51KQAsQtgBYFtFRUVKSUlRbm6uUlJSVFRUZHVJACxA2AFgW0uWLFFeXp4kKS8vT2lpaRZXBMAKhB0AtpSTk6O0tDSZpilJMk1TaWlpysnJsbgyAHWNsAPAdkzT1Pz586tsLw9AABoGwg4A28nOzlZGRoZKS0ud2ktLS5WRkaHs7GyLKgNgBcIOANuJiYlRfHy8PD09ndo9PT3VuXNnxcTEWFQZACsQdgDYjmEYmjx5cpXthmFYUBUAqxB2ANhSVFSUEhMTHcHGMAwlJiaqefPmFlcGoK4RdgDYVlJSkq6++mpJUpMmTZSYmGhxRQCsQNgBYFt+fn5KTk5WeHi4pk6dKj8/P6tLAmABL6sLAIDa1K1bN3Xr1s3qMgBYiDM7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1gg7AADA1iwNO3PmzFF8fLyCgoLUtGlTDRs2THv27HHapqioSBMnTtTVV1+twMBAjRgxQrm5uU7bZGdn67bbblNAQICaNm2qxx57TBcuXKjLQwEAAPWUpWFn3bp1mjhxojZt2qTPP/9c58+fV//+/XXmzBnHNlOnTtWyZcv0/vvva926dTp06JCGDx/u6C8tLdVtt92mkpISpaena9GiRUpNTdVTTz1lxSEBAIB6xjBN07S6iHLHjh1T06ZNtW7dOvXs2VP5+fkKCwtTWlqa7rzzTknS7t271aZNG23cuFFdu3bVihUrdPvtt+vQoUMKDw+XJL3++ut6/PHHdezYMfn4+FR4n+LiYhUXFzueFxQUKDo6Wvn5+QoODq6bgwUAAJeloKBAISEhv/j5Xa/G7OTn50uSGjduLEnKzMzU+fPn1a9fP8c2rVu3VkxMjDZu3ChJ2rhxo9q3b+8IOpI0YMAAFRQUaMeOHZW+z5w5cxQSEuJ4REdH19YhAQAAi9WbsFNWVqYpU6aoe/fuuuGGGyRJR44ckY+Pj0JDQ522DQ8P15EjRxzb/DzolPeX91Vm+vTpys/PdzwOHjzo5qMBUF+kp6fr7rvvVnp6utWlALCIl9UFlJs4caK+++47ffnll7X+Xr6+vvL19a319wFgraKiIqWkpOj48eNKSUnRr3/9a/n5+VldFoA6Vi/O7EyaNEnLly/X2rVrFRUV5WiPiIhQSUmJTp065bR9bm6uIiIiHNtcPDur/Hn5NgAapiVLligvL0+SlJeXp7S0NIsrAmAFS8OOaZqaNGmSli5dqjVr1uiaa65x6u/UqZO8vb21evVqR9uePXuUnZ2thIQESVJCQoK2b9+uo0ePOrb5/PPPFRwcrLZt29bNgQCod3JycpSWlqbyORimaSotLU05OTkWVwagrlkadiZOnKjFixcrLS1NQUFBOnLkiI4cOaJz585JkkJCQjRu3DglJydr7dq1yszM1H333aeEhAR17dpVktS/f3+1bdtWv/3tb/Xtt9/q008/1R//+EdNnDiRS1VAA2WapubPn19lez2ahAqgDlgadl577TXl5+erd+/eatasmePxz3/+07HNvHnzdPvtt2vEiBHq2bOnIiIi9NFHHzn6PT09tXz5cnl6eiohIUH33nuvRo8erdmzZ1txSADqgezsbGVkZKi0tNSpvbS0VBkZGcrOzraoMgBWqFfr7FiluvP0AVwZTNPUtGnTlJWV5RR4PD091alTJ82dO1eGYVhYIQB3uCLX2QEAdzAMQ5MnT66ynaADNCyEHQC2FBUVpcTEREewMQxDiYmJat68ucWVAahrhB0AtpWUlKTAwEBJUlBQkBITEy2uCIAVCDsAbI1LVgAIOwBsa8mSJSosLJQkFRYWsqgg0EARdgDYEosKAihH2AFgOywqCODnCDsAbIdFBQH8HGEHgO3ExMQoPj5enp6eTu2enp7q3LmzYmJiLKoMgBUIOwBsh0UFAfwcYQeALbGoIIByhB0AtpWUlKSrr75aktSkSRMWFQQaKMIOANvy8/NTcnKywsPDNXXqVPn5+VldEgALeFldAADUpm7duqlbt25WlwHAQpzZAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAWBr6enpuvvuu5Wenm51KQAsQtgBYFtFRUVKSUlRbm6uUlJSVFRUZHVJACxA2AFgW0uWLFFeXp4kKS8vT2lpaRZXBMAKhB0AtpSTk6O0tDSZpilJMk1TaWlpysnJsbgyAHWNsAPAdkzT1Pz581VWVubUXlpaqvnz5zsCEICGgbADwHays7OVkZFRIdSYpqmMjAxlZ2dbVBkAKxB2ANhOdHS0goODK+0LDg5WdHR0HVcEwEqEHQC2c/DgQRUUFFTaV1BQoIMHD9ZxRQCsRNgBYDsxMTGKj4+XYRhO7YZhqHPnzoqJibGoMgBWIOwAsB3DMDR58uQKYcfDw6PSdgD2RtgBYEtRUVFKSkpyaktKSlLz5s0tqgiAVQg7AGwrKSlJTZo0kSSFhYUpMTHR4ooAWIGwA8C2/Pz8lJycrPDwcE2dOlV+fn5WlwTAAl5WFwAAtalbt27q1q2b1WUAsBBndgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgAAgK0RdgDYWnp6uu6++26lp6dbXQoAixB2ANhWUVGRUlJSlJubq5SUFBUVFVldEgALEHYA2NaSJUuUl5cnScrLy1NaWprFFQGwAmEHgC3l5OQoLS1NpmlKkkzTVFpamnJyciyuDEBdI+wAsB3TNDV//vwq28sDEICGgbADwHays7OVkZGh0tJSp/bS0lJlZGQoOzvbosoAWIGwA8B2YmJiFB8fL09PT6d2T09Pde7cWTExMRZVBsAKhB0AtmMYhiZPnlxlu2EYFlQFwCqEHQC2FBUVpcTEREewMQxDiYmJat68ucWVAahrhB0AtpWUlKSgoCBJUlBQkBITEy2uCIAVCDsAbO3nU88BNEyEHQC2tWTJEp0+fVqSdPr0aRYVBBooS8PO+vXrNWTIEEVGRsowDH388cdO/WPHjpVhGE6PgQMHOm1z4sQJJSUlKTg4WKGhoRo3bpzjHzcADReLCgIoZ2nYOXPmjDp27KhXXnmlym0GDhyow4cPOx7vvvuuU39SUpJ27Nihzz//XMuXL9f69es1YcKE2i4dQD3GooIAfs7LyjcfNGiQBg0adMltfH19FRERUWnfrl27tHLlSmVkZOimm26SJL300ksaPHiwXnjhBUVGRlb6uuLiYhUXFzueFxQUuHgEAOqj8kUFL/bzRQVjY2MtqAyAFer9mJ0vvvhCTZs21fXXX68HH3zQcVM/Sdq4caNCQ0MdQUeS+vXrJw8PD23evLnKfc6ZM0chISGOR3R0dK0eA4C6FRMTo/bt21fa16FDBxYVBBqYeh12Bg4cqLffflurV6/W3LlztW7dOg0aNMixBPyRI0fUtGlTp9d4eXmpcePGOnLkSJX7nT59uvLz8x2PgwcP1upxAKg/uIQFNDyWXsb6JaNGjXJ83b59e3Xo0EGtWrXSF198ob59+7q8X19fX/n6+rqjRAD1UHZ2trZv315p3/bt27mMBTQw9frMzsVatmypJk2a6IcffpAkRURE6OjRo07bXLhwQSdOnKhynA8A+yu/N9bFt4UwDIN7YwEN0BUVdnJycpSXl6dmzZpJkhISEnTq1CllZmY6tlmzZo3KysrUpUsXq8oEYLGq7o0liXtjAQ2QpZexTp8+7ThLI0n79+/X1q1b1bhxYzVu3FizZs3SiBEjFBERoX379mnatGn61a9+pQEDBkiS2rRpo4EDB+qBBx7Q66+/rvPnz2vSpEkaNWpUlTOxADRsjNkBGh5Lz+xs2bJFN954o2688UZJUnJysm688UY99dRT8vT01LZt2zR06FBdd911GjdunDp16qQNGzY4jbdZsmSJWrdurb59+2rw4MHq0aOH/vrXv1p1SADqgarW02GdHaBhMkx+61VQUKCQkBDl5+crODjY6nIAXKYDBw5ozJgxVfYvWrSIAcqADVT38/uKGrMDANURFRUlT0/PSvs8PT0VFRVVxxUBsBJhB4DtbN682bEe18VKS0svuegoAPsh7ACwnfIZm672A7CXGoedwsJCZWZmOu4snpWVpdGjR+uuu+7SkiVL3F4gANRUixYtdN1111Xa17p1a7Vo0aJuCwJgqRqFnfXr16t58+aKj49XbGysPvvsM/Xu3VsZGRnatWuXRo8erYULF9ZWrQBQLYZh6Kmnnqq0709/+hPr7AANTI3Czh//+EfdddddOnjwoKZMmaK7775bkyZN0q5du/Tdd99p1qxZeuWVV2qrVgCotqioKN11111ObSNHjlTz5s0tqgiAVWo09Tw0NFSbNm1S69atVVJSIn9/f2VlZaljx46SpB9++EE33nijCgsLa63g2sDUc8CeioqKdMcdd+jcuXMKCAjQRx99JD8/P6vLAuAmtTL1vKCgQI0bN5Yk+fj4KCAgQEFBQY7+oKAgnT171sWSAcC9/Pz89Kc//Unh4eH64x//SNABGqga3S7CMAyna90XPweA+qZbt27q1q2b1WUAsFCNwo5pmurbt6+8vH562dmzZzVkyBD5+PhI+umO4wAAAPVJjcLOjBkznJ7/5je/qbDNiBEjLq8iAAAAN+LeWGKAMmBn6enpmj9/viZPnszlLMBmuDcWgAavqKhIKSkpys3NVUpKioqKiqwuCYAFanQZ68Ybb6zWgOSsrCyXCwIAd1myZIny8vIkSXl5eUpLS9P9999vcVUA6lqNws6wYcNqqQwAcK+cnBylpaWp/Eq9aZpKS0tT//79ues50MAwZkeM2QHsxjRNTZs2TVlZWU53P/f09NSvf/1rPffccyybAdhAdT+/a3Rm5+e2bdum77//Xj4+PrruuuvUunVrV3cFAG6VnZ2tjIyMCu2lpaXKyMhQdna2YmNjLagMgBVqHHa+/vprjRs3Tjt37nScHjYMQ/Hx8Vq0aJGuv/56SdKJEyccqy0DQF2KiYlRfHx8pWd2OnXqpJiYGAurA1DXajQba+fOnerbt6/8/f21ePFiZWVlKSsrS++8845KS0uVkJCgQ4cO6dVXX9Wrr75aWzUDwCUZhqHJkyersqv0kydP5hIW0MDU6MzOzJkzdeutt+rDDz90+sciLi5O99xzj4YPH64+ffro4MGDWrFihduLBYDqioqKUrt27bR9+3ZHW7t27bjrOdAA1SjsrF27VitWrKj0ryLDMPTkk0+qS5cuWrFihXr16uW2IgGgpnJycrRz506ntp07dyonJ4fZWEADU6PLWIWFhQoPD6+yPyIiQt7e3howYMBlFwYArjJNU/Pnz6+ynUmoQMNSo7ATGxurr7/+usr+zZs3M8MBgOXKZ2P9fHCy5DwbC0DDUaOwM2rUKCUnJ+u7776r0Ld9+3Y9+uijGjVqlNuKAwBXlM/G8vT0dGr39PRU586dmY0FNDA1WlSwqKhIffv21ebNm3XrrbeqTZs2Mk1Tu3bt0qpVq9S5c2etXr1a/v7+tVmz27GoIGA/OTk5GjNmjNPZHS8vLy1atIhByoBN1MqNQP38/LR27Vo988wzOnz4sF5//XW98cYbOnz4sJ5++mmtXbv2igs6AOwpKipKiYmJjgkVhmEoMTGRoAM0QLV6u4h3331XQ4cOVaNGjWrrLdyCMzuAPRUVFenee+/V8ePHFRYWpnfeeUd+fn5WlwXATWrlzE5N/e53v1Nubm5tvgUAVMnPz0/JyckKDw/X1KlTCTpAA+XyvbGqg+mdAKzWrVs3devWzeoyAFioVs/sAAAAWI2wAwAAbI2wAwAAbI2wAwAAbK1Ww05sbKy8vb1r8y0AAAAu6bJmY5WUlOjo0aMqKytzai9fir2y20oAAADUJZfCzt69e3X//fcrPT3dqd00TRmGUeHmewAAAFZxKeyMHTtWXl5eWr58uZo1a+ZYjh0AAKC+cSnsbN26VZmZmWrdurW76wEAt0pPT9f8+fM1efJkFhcEGiiXBii3bdtWx48fd3ctAOBWRUVFSklJUW5urlJSUlRUVGR1SQAs4FLYmTt3rqZNm6YvvvhCeXl5KigocHoAQH2wZMkS5eXlSZLy8vKUlpZmcUUArODSXc89PH7KSBeP1blSByhz13PAfnJycjRmzBinf4+8vLyUmpqqqKgoCysD4C7V/fx2aczO2rVrXS4MAGqbaZqaP39+le3PPfccEyuABsSlsNOrVy931wEAbpOdna2MjIwK7aWlpcrIyFB2drZiY2MtqAyAFVxeVPDUqVP6+9//rl27dkmS2rVrp/vvv18hISFuKw4AXBETE6P4+HhlZWU5Xcby9PRUp06dHAufAmgYXBqgvGXLFrVq1Urz5s3TiRMndOLECaWkpKhVq1bKyspyd40AUCOGYWjy5MlVtnMJC2hYXAo7U6dO1dChQ/Xjjz/qo48+0kcffaT9+/fr9ttv15QpU9xcIgDUXFRUlIYPH+7UNnz4cDVv3tyiigBYxaXLWFu2bNHChQvl5fV/L/fy8tK0adN00003ua04ALgcO3fuvORzAA2DS2d2goODlZ2dXaH94MGDCgoKuuyiAOBybdmyRTt27HBq++6777RlyxaLKgJgFZfCzt13361x48bpn//8pw4ePKiDBw/qH//4h8aPH6977rnH3TUCQI2UlZVp9uzZlfbNnj1bZWVldVwRACu5dBnrhRdekGEYGj16tC5cuCBJ8vb21oMPPqi//OUvbi0QAGpq8+bNVa7mXlBQoM2bNyshIaGOqwJgFZdWUC539uxZ7du3T5LUqlUrBQQEuK2wusQKyoC9lJWVadiwYZUGnpCQEC1dutSxEjyAK1d1P78v67c9ICBA7du3V/v27a/YoAPAfjw8PPTUU09V2jdjxgyCDtDAVPsy1vDhw5Wamqrg4OAK0zkv9tFHH112YQBwOSIiIiptb9q0aR1XAsBq1f7zJiQkxLEQV3BwsEJCQqp8AICVyu+BdfHigYZhaP78+bqMq/cArkCXNWbHLhizA9jLgQMHNGbMmCr7Fy1axL2xABuo1TE7t9xyi06dOlXpm95yyy2u7BIA3CYmJkbt27evtK9Dhw7cGwtoYFwKO1988YVKSkoqtBcVFWnDhg2XXRQA1BZOZgMNT43W2dm2bZvj6507d+rIkSOO56WlpVq5ciX3nQFguezsbG3fvr3Svu3btys7O5vLWEADUqOwExcXJ8MwZBhGpZer/P399dJLL7mtOABwRUxMjOLj45WZmem0WrKHh4duuukmLmMBDUyNws7+/ftlmqZatmypr7/+WmFhYY4+Hx8fNW3aVJ6enm4vEgBqwjAMTZ48ucIgZQ8PD02ePLnCLC0A9lajsFN+2pf7ygCo76KiopSYmKjFixfLNE0ZhqHExEQutQMNkMvLiO7Zs0eTJk1S37591bdvX02aNEm7d+92Z20AcFlGjBjhOItjGMYvLogKwJ5cCjsffvihbrjhBmVmZqpjx47q2LGjsrKy1L59e3344YfurhEAXPLhhx86zkSXlZWxujvQQLm0qGCrVq2UlJSk2bNnO7XPmDFDixcvdtwc9ErBooKA/eTk5Gj06NFOl909PT21aNEiRUVFWVgZAHep1UUFDx8+rNGjR1dov/fee3X48GFXdgkAblN+u4iL/5YrKyvjdhFAA+RS2Ondu3eliwd++eWXuvnmmy+7KAC4HNnZ2crIyKgQakzTVEZGhrKzsy2qDIAVajQbq9zQoUP1+OOPKzMzU127dpUkbdq0Se+//75mzZqlf//7307bAkBdio6OVnBwsAoKCir0BQcHKzo62oKqAFjFpTE7Hh7VOyFkGIZKS0ur7F+/fr2ef/55ZWZm6vDhw1q6dKmGDRvm6DdNUzNmzNDChQt16tQpde/eXa+99pquvfZaxzYnTpzQQw89pGXLlsnDw0MjRozQ/PnzFRgYWO3jYcwOYC/cCBRoGGp1zE5ZWVm1HpcKOpJ05swZdezYUa+88kql/c8995wWLFig119/XZs3b1ajRo00YMAAFRUVObZJSkrSjh079Pnnn2v58uVav369JkyY4MphAbCJ8hWUL1480DAMde7cmRWUgQbGpTM7tcEwDKczO6ZpKjIyUo888ogeffRRSVJ+fr7Cw8OVmpqqUaNGadeuXWrbtq0yMjJ00003SZJWrlypwYMHKycnR5GRkZW+V3FxsYqLix3PCwoKFB0dzZkdwEZycnI0ZswYpz+6vLy8tGjRIhYWBGyiumd2qj1mZ8GCBZowYYL8/Py0YMGCS2778MMPV7/SKuzfv19HjhxRv379HG0hISHq0qWLNm7cqFGjRmnjxo0KDQ11BB1J6tevnzw8PLR582bdcccdle57zpw5mjVr1mXXCKD+YgVlAOWqHXbmzZunpKQk+fn5ad68eVVuZxiGW8JO+R3Vw8PDndrDw8MdfUeOHFHTpk2d+r28vNS4cWOnO7JfbPr06UpOTnY8Lz+zA8BekpKS9PHHH6uwsFBBQUFKTEy0uiQAFqh22Nm/f3+lX1+JfH195evra3UZAOrAhQsXJEnnz5+3uBIAVqnxAOXz58+rVatW2rVrV23U4xARESFJys3NdWrPzc119EVEROjo0aNO/RcuXNCJEycc2wBouBYtWqRz585Jks6dO6e3337b4ooAWKHGYcfb29tpNlRtueaaaxQREaHVq1c72goKCrR582YlJCRIkhISEnTq1CllZmY6tlmzZo3KysrUpUuXWq8RQP2Vk5Ojd99916nt3XffVU5OjkUVAbCKS1PPJ06cqLlz5zpOD7vq9OnT2rp1q7Zu3Srpp8tjW7duVXZ2tgzD0JQpU/T000/r3//+t7Zv367Ro0crMjLSMWOrTZs2GjhwoB544AF9/fXX+uqrrzRp0iSNGjWqyplYAOzPNE3NnTu3yvZ6MgkVQB1xaQXljIwMrV69Wp999pnat2+vRo0aOfVX987CW7ZsUZ8+fRzPywcNjxkzRqmpqZo2bZrOnDmjCRMm6NSpU+rRo4dWrlwpPz8/x2uWLFmiSZMmqW/fvo5FBX9pthgAeztw4IC2b99ead/27dt14MABtWjRom6LAmAZl8JOaGioRowYcdlv3rt370v+hWUYhmbPnl3h7uo/17hxY6WlpV12LQDs45fO3HBmB2hYXAo7b731lrvrAAC3uXjl5Jr2A7AXl8bs7N+/X3v37q3QvnfvXv3444+XWxMAXJbo6Ogq7+Hn4eHBulpAA+NS2Bk7dqzS09MrtG/evFljx4693JoA4LJs3rxZZWVllfaVlZVp8+bNdVwRACu5FHa++eYbde/evUJ7165dHTOrAMAqzZo1u6x+APbiUtgxDEOFhYUV2vPz83/xTucAUNtatGhR5Wyrli1bMhMLaGBcCjs9e/bUnDlznIJNaWmp5syZox49eritOABwlY+PT6Xt3t7edVwJAKu5NBtr7ty56tmzp66//nrdfPPNkqQNGzaooKBAa9ascWuBAFBTBw4c0Pfff19p3549e1hnB2hgXDqz07ZtW23btk0jR47U0aNHVVhYqNGjR2v37t264YYb3F0jANRIVYOTq9sPwF5cOrMjSZGRkXr22WfdWQsAuMWRI0d+sb9ly5Z1VA0Aq7l0ZmflypX68ssvHc9feeUVxcXFKTExUSdPnnRbcQDgiq5duyowMLDSvsDAQHXt2rWOKwJgJZfCzmOPPaaCggJJP91nJjk5WYMHD9b+/fsd97cCAKt4eHho5syZlfbNnj27ygUHAdiTS5ex9u/fr7Zt20qSPvzwQw0ZMkTPPvussrKyNHjwYLcWCADuxHgdoOFx6c8bHx8fnT17VpK0atUq9e/fX9JPN+UsP+MDAFYpKyur8gbCs2fPJvAADYxLYadHjx5KTk7Wn//8Z3399de67bbbJEnff/+9oqKi3FogANTU5s2bq/zDq6CggNtFAA2MS2Hn5ZdflpeXlz744AO99tprat68uSRpxYoVGjhwoFsLBICa6tKliwICAirtCwgIUJcuXeq4IgBWcmnMTkxMjJYvX16hfd68eZddEHClM01TRUVFVpfRoJWVlck0zSr7z507xyBlC/n5+ckwDKvLQAPi8jo7paWlWrp0qXbt2iVJatOmjYYNGyYvL5d3CdhCUVGRBg0aZHUZqMLZs2cdl95hjRUrVsjf39/qMtCAuJRMduzYoSFDhig3N1fXX3+9pJ9uIREWFqZly5axijIAAKg3DPNS53qrkJCQoLCwMC1atEhXXXWVJOnkyZMaO3asjh07pvT0dLcXWpsKCgoUEhKi/Px8BQcHW10OrnBcxqofvvnmGz355JMV2ufMmaO4uLi6LwgOXMaCu1T389ulMztbt27Vli1bHEFHkq666io988wzio+Pd2WXgG0YhsEp+nqgW7duateunXbs2OFo69ChgxISEiysCoAVXBqhd9111yk3N7dC+9GjR/WrX/3qsosCAHf405/+5Pjaw8OjyrV3ANhbtcNOQUGB4zFnzhw9/PDD+uCDD5STk6OcnBx98MEHmjJliubOnVub9QJAtYWEhDi+HjlypEJDQ60rBoBlqn0ZKzQ01Okaq2maGjlypKOtfOjPkCFDVFpa6uYyAeDyjBkzxuoSAFik2mFn7dq1tVkHAABArah22OnVq1dt1gEAAFArXJqNtX79+kv29+zZ06ViAAAA3M2lsNO7d+8KbT8fz8OYHQAAUF+4NPX85MmTTo+jR49q5cqVio+P12effebuGgEAAFzm0pmdn0/nLHfrrbfKx8dHycnJyszMvOzCAAAA3MGtt/0NDw/Xnj173LlLAACAy+LSmZ1t27Y5PTdNU4cPH9Zf/vIX7jkDAADqFZfCTlxcnAzD0MX3EO3atavefPNNtxQGAADgDi6Fnf379zs99/DwUFhYmPz8/NxSFAAAgLvUaMzOxo0btXz5csXGxjoe69atU8+ePRUTE6MJEyaouLi4tmoFAACosRqFndmzZ2vHjh2O59u3b9e4cePUr18/PfHEE1q2bJnmzJnj9iIBAABcVaOws3XrVvXt29fx/B//+Ie6dOmihQsXKjk5WQsWLNB7773n9iIBAABcVaOwc/LkSYWHhzuer1u3ToMGDXI8j4+P18GDB91XHQAAwGWqUdgJDw93DE4uKSlRVlaWunbt6ugvLCyUt7e3eysEAAC4DDUKO4MHD9YTTzyhDRs2aPr06QoICNDNN9/s6N+2bZtatWrl9iIBAABcVaOp53/+8581fPhw9erVS4GBgVq0aJF8fHwc/W+++ab69+/v9iIBAABcVaOw06RJE61fv175+fkKDAyUp6enU//777+vwMBAtxYIAABwOdx2I1BJaty48WUVAwAA4G5uvREoAABAfUPYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtkbYAQAAtlbvw87MmTNlGIbTo3Xr1o7+oqIiTZw4UVdffbUCAwM1YsQI5ebmWlgxAACoT+p92JGkdu3a6fDhw47Hl19+6eibOnWqli1bpvfff1/r1q3ToUOHNHz4cAurBQAA9YmX1QVUh5eXlyIiIiq05+fn6+9//7vS0tJ0yy23SJLeeusttWnTRps2bVLXrl0r3V9xcbGKi4sdzwsKCmqncAAAYLkr4szO3r17FRkZqZYtWyopKUnZ2dmSpMzMTJ0/f179+vVzbNu6dWvFxMRo48aNVe5vzpw5CgkJcTyio6Nr/RgAAIA16n3Y6dKli1JTU7Vy5Uq99tpr2r9/v26++WYVFhbqyJEj8vHxUWhoqNNrwsPDdeTIkSr3OX36dOXn5zseBw8erOWjAAAAVqn3l7EGDRrk+LpDhw7q0qWLYmNj9d5778nf39+lffr6+srX19ddJQIAgHqs3p/ZuVhoaKiuu+46/fDDD4qIiFBJSYlOnTrltE1ubm6lY3wAAEDDc8WFndOnT2vfvn1q1qyZOnXqJG9vb61evdrRv2fPHmVnZyshIcHCKgEAQH1R7y9jPfrooxoyZIhiY2N16NAhzZgxQ56enrrnnnsUEhKicePGKTk5WY0bN1ZwcLAeeughJSQkVDkTCwAANCz1Puzk5OTonnvuUV5ensLCwtSjRw9t2rRJYWFhkqR58+bJw8NDI0aMUHFxsQYMGKBXX33V4qoBAEB9YZimaVpdhNUKCgoUEhKi/Px8BQcHW10OADc5d+6cY5LDihUrXJ7UAKB+qu7n9xU3ZgcAAKAmCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWvKwuAJfPNE0VFRVZXQZQ7/z894LfEaAiPz8/GYZhdRm1jrBjA0VFRRo0aJDVZQD12h133GF1CUC9s2LFCvn7+1tdRq3jMhYAALA1zuzYzOm4e2R68GMFJEmmKZVd+OlrDy+pAZyuB36JUXZBgVvftbqMOsWnos2YHl6Sp7fVZQD1iI/VBQD1iml1ARbgMhYAALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1wg4AALA1L6sLwOUzTfP/npSet64QAED997PPCafPDxsj7NhAcXGx4+ugb/9hYSUAgCtJcXGxAgICrC6j1nEZCwAA2BpndmzA19fX8XVhx1GSp7eF1QAA6rXS846rAD///LAzwo4NGIbxf088vQk7AIBqcfr8sDEuYwEAAFuzzZmdV155Rc8//7yOHDmijh076qWXXlLnzp2tLqvOGWUX1DDG1gPVYJpS2YWfvvbwkhrIX7HApRjlvxMNiC3Czj//+U8lJyfr9ddfV5cuXfTiiy9qwIAB2rNnj5o2bWp1eXUqcOu7VpcAAEC9YovLWCkpKXrggQd03333qW3btnr99dcVEBCgN998s9Lti4uLVVBQ4PQAAAD2dMWf2SkpKVFmZqamT5/uaPPw8FC/fv20cePGSl8zZ84czZo1q65KrHV+fn5asWKF1WXgfxUVFemOO+6wugyg3lq6dKn8/PysLgNSg/k5XPFh5/jx4yotLVV4eLhTe3h4uHbv3l3pa6ZPn67k5GTH84KCAkVHR9dqnbXJMAz5+/tbXQb+F+Gz/jBN07Hopq+vb4OZeVLf+fn58bNAnbriw44rfH19G8zaAqh7hM/6pSGsDgvg0q74MTtNmjSRp6encnNzndpzc3MVERFhUVUAAKC+uOLDjo+Pjzp16qTVq1c72srKyrR69WolJCRYWBkAAKgPbHEZKzk5WWPGjNFNN92kzp0768UXX9SZM2d03333WV0aAACwmC3Czt13361jx47pqaee0pEjRxQXF6eVK1dWGLQMAAAaHsM0zQa/4G5BQYFCQkKUn5+v4OBgq8sBAADVUN3P7yt+zA4AAMClEHYAAICtEXYAAICtEXYAAICtEXYAAICtEXYAAICtEXYAAICtEXYAAICt2WIF5ctVvq5iQUGBxZUAAIDqKv/c/qX1kQk7kgoLCyVJ0dHRFlcCAABqqrCwUCEhIVX2c7sI/XSX9EOHDikoKEiGYVhdDgA3KigoUHR0tA4ePMjtYACbMU1ThYWFioyMlIdH1SNzCDsAbI173wFggDIAALA1wg4AALA1wg4AW/P19dWMGTPk6+trdSkALMKYHQAAYGuc2QEAALZG2AEAALZG2AEAALZG2AEAALZG2AEAALZG2AEAALZG2AEAALZG2AEAALb2/wHkhX+h4lxRZAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "for col in ['Issue_Size', 'Subscription_QIB', 'Subscription_HNI', 'Subscription_RII', 'Subscription_Total', 'Issue_Price']:\n", | |
| " sns.boxplot(data=df, y=col)\n", | |
| " plt.title(f'Boxplot of {col}')\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "for col in ['Issue_Size', 'Subscription_QIB', 'Subscription_HNI', 'Subscription_RII', 'Subscription_Total', 'Issue_Price']:\n", | |
| " sns.boxplot(data=df, x='Listing_Gains_Profit', y=col)\n", | |
| " plt.title(f'Boxplot of {col} with respect to Listing Gains Type')\n", | |
| " plt.xlabel('Listing Profit (No=0, Yes=1)')\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Issue_Size 4.853402\n", | |
| "Subscription_QIB 2.143705\n", | |
| "Subscription_HNI 3.078445\n", | |
| "Subscription_RII 3.708274\n", | |
| "Subscription_Total 2.911907\n", | |
| "Issue_Price 1.696881\n", | |
| "Listing_Gains_Profit -0.183438\n", | |
| "dtype: float64\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(df.skew())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 36, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "correlations = df.corr()\n", | |
| "sns.heatmap(correlations, cmap='Blues', annot=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<seaborn.axisgrid.PairGrid at 0x79db183171c0>" | |
| ] | |
| }, | |
| "execution_count": 33, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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