diff --git a/notebooks/induction logic programming (ILP)/preprocessing_arpit.ipynb b/notebooks/induction logic programming (ILP)/preprocessing_arpit.ipynb
index e435fab4cb6a2020c866ee0413701991d5e190a3..fa94db9d79375ad16aed15f0ca5304d3e09d9e16 100644
--- a/notebooks/induction logic programming (ILP)/preprocessing_arpit.ipynb
+++ b/notebooks/induction logic programming (ILP)/preprocessing_arpit.ipynb
@@ -2,7 +2,6 @@
"cells": [
{
"cell_type": "markdown",
- "id": "75cdca4d",
"metadata": {},
"source": [
"# Inductive Logic programming using Pygol \n"
@@ -10,7 +9,6 @@
},
{
"cell_type": "markdown",
- "id": "bfa59e0b",
"metadata": {},
"source": [
"Problem statement - \"Apply ILP to learn rules predicting income >$50K per year. The goal is to generate interpretable, rule-based models for socio-economic decision-making. \""
@@ -18,7 +16,6 @@
},
{
"cell_type": "markdown",
- "id": "693861f6",
"metadata": {},
"source": [
"## Exploratory Data Analysis (EDA) and Preprocessing the dataset"
@@ -26,7 +23,6 @@
},
{
"cell_type": "markdown",
- "id": "7ce4daec",
"metadata": {},
"source": [
"### Loading the dataset "
@@ -34,24 +30,33 @@
},
{
"cell_type": "code",
- "execution_count": 24,
- "id": "0e4c74ab",
+ "execution_count": 1,
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Dataset loaded successfully!\n"
+ ]
+ }
+ ],
"source": [
"import pandas as pd\n",
+ "import os\n",
"\n",
- "# Load the raw dataset\n",
- "file_path = \"C:/Users/Arpit Mahapatra/Desktop/MLDM Coursework 2025/mlmavericks_coursework/data/raw/ILP_census_income_rawdata.csv\"\n",
- "df = pd.read_csv(file_path)\n"
+ "file_path = os.path.join(\"mlmavericks_coursework\", \"data\", \"raw\", \"ILP_census_income_rawdata.csv\")\n",
+ "\n",
+ "# Load the dataset\n",
+ "df = pd.read_csv(file_path)\n",
+ "print(\"✅ Dataset loaded successfully!\")\n"
]
},
{
"cell_type": "code",
- "execution_count": 25,
- "id": "d4182c53",
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -163,297 +168,863 @@
" <td>0</td>\n",
" <td>40</td>\n",
" <td>United-States</td>\n",
- " <td><=50K</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>28</td>\n",
+ " <td>Private</td>\n",
+ " <td>338409</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Wife</td>\n",
+ " <td>Black</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>Cuba</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " age workclass fnlwgt education education-num \\\n",
+ "0 39 State-gov 77516 Bachelors 13 \n",
+ "1 50 Self-emp-not-inc 83311 Bachelors 13 \n",
+ "2 38 Private 215646 HS-grad 9 \n",
+ "3 53 Private 234721 11th 7 \n",
+ "4 28 Private 338409 Bachelors 13 \n",
+ "\n",
+ " marital-status occupation relationship race sex \\\n",
+ "0 Never-married Adm-clerical Not-in-family White Male \n",
+ "1 Married-civ-spouse Exec-managerial Husband White Male \n",
+ "2 Divorced Handlers-cleaners Not-in-family White Male \n",
+ "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n",
+ "4 Married-civ-spouse Prof-specialty Wife Black Female \n",
+ "\n",
+ " capital-gain capital-loss hours-per-week native-country income \n",
+ "0 2174 0 40 United-States <=50K \n",
+ "1 0 0 13 United-States <=50K \n",
+ "2 0 0 40 United-States <=50K \n",
+ "3 0 0 40 United-States <=50K \n",
+ "4 0 0 40 Cuba <=50K "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Displaying each column's data type "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 48842 entries, 0 to 48841\n",
+ "Data columns (total 15 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 age 48842 non-null int64 \n",
+ " 1 workclass 47879 non-null object\n",
+ " 2 fnlwgt 48842 non-null int64 \n",
+ " 3 education 48842 non-null object\n",
+ " 4 education-num 48842 non-null int64 \n",
+ " 5 marital-status 48842 non-null object\n",
+ " 6 occupation 47876 non-null object\n",
+ " 7 relationship 48842 non-null object\n",
+ " 8 race 48842 non-null object\n",
+ " 9 sex 48842 non-null object\n",
+ " 10 capital-gain 48842 non-null int64 \n",
+ " 11 capital-loss 48842 non-null int64 \n",
+ " 12 hours-per-week 48842 non-null int64 \n",
+ " 13 native-country 48568 non-null object\n",
+ " 14 income 48842 non-null object\n",
+ "dtypes: int64(6), object(9)\n",
+ "memory usage: 5.6+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "age 0\n",
+ "workclass 963\n",
+ "fnlwgt 0\n",
+ "education 0\n",
+ "education-num 0\n",
+ "marital-status 0\n",
+ "occupation 966\n",
+ "relationship 0\n",
+ "race 0\n",
+ "sex 0\n",
+ "capital-gain 0\n",
+ "capital-loss 0\n",
+ "hours-per-week 0\n",
+ "native-country 274\n",
+ "income 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Checking for duplicate records in the dataset and cleaning the dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "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",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>age</th>\n",
+ " <th>workclass</th>\n",
+ " <th>fnlwgt</th>\n",
+ " <th>education</th>\n",
+ " <th>education-num</th>\n",
+ " <th>marital-status</th>\n",
+ " <th>occupation</th>\n",
+ " <th>relationship</th>\n",
+ " <th>race</th>\n",
+ " <th>sex</th>\n",
+ " <th>capital-gain</th>\n",
+ " <th>capital-loss</th>\n",
+ " <th>hours-per-week</th>\n",
+ " <th>native-country</th>\n",
+ " <th>income</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>4881</th>\n",
+ " <td>25</td>\n",
+ " <td>Private</td>\n",
+ " <td>308144</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Craft-repair</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>Mexico</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5104</th>\n",
+ " <td>90</td>\n",
+ " <td>Private</td>\n",
+ " <td>52386</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Other-service</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>Asian-Pac-Islander</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>35</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9171</th>\n",
+ " <td>21</td>\n",
+ " <td>Private</td>\n",
+ " <td>250051</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Own-child</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>10</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11631</th>\n",
+ " <td>20</td>\n",
+ " <td>Private</td>\n",
+ " <td>107658</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Tech-support</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>10</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13084</th>\n",
+ " <td>25</td>\n",
+ " <td>Private</td>\n",
+ " <td>195994</td>\n",
+ " <td>1st-4th</td>\n",
+ " <td>2</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Priv-house-serv</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>Guatemala</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15059</th>\n",
+ " <td>21</td>\n",
+ " <td>Private</td>\n",
+ " <td>243368</td>\n",
+ " <td>Preschool</td>\n",
+ " <td>1</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Farming-fishing</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>50</td>\n",
+ " <td>Mexico</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17040</th>\n",
+ " <td>46</td>\n",
+ " <td>Private</td>\n",
+ " <td>173243</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Craft-repair</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18555</th>\n",
+ " <td>30</td>\n",
+ " <td>Private</td>\n",
+ " <td>144593</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Other-service</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>Black</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>?</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18698</th>\n",
+ " <td>19</td>\n",
+ " <td>Private</td>\n",
+ " <td>97261</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Farming-fishing</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21318</th>\n",
+ " <td>19</td>\n",
+ " <td>Private</td>\n",
+ " <td>138153</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Adm-clerical</td>\n",
+ " <td>Own-child</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>10</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21490</th>\n",
+ " <td>19</td>\n",
+ " <td>Private</td>\n",
+ " <td>146679</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Exec-managerial</td>\n",
+ " <td>Own-child</td>\n",
+ " <td>Black</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>30</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21875</th>\n",
+ " <td>49</td>\n",
+ " <td>Private</td>\n",
+ " <td>31267</td>\n",
+ " <td>7th-8th</td>\n",
+ " <td>4</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Craft-repair</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22300</th>\n",
+ " <td>25</td>\n",
+ " <td>Private</td>\n",
+ " <td>195994</td>\n",
+ " <td>1st-4th</td>\n",
+ " <td>2</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Priv-house-serv</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>Guatemala</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22367</th>\n",
+ " <td>44</td>\n",
+ " <td>Private</td>\n",
+ " <td>367749</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>45</td>\n",
+ " <td>Mexico</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22494</th>\n",
+ " <td>49</td>\n",
+ " <td>Self-emp-not-inc</td>\n",
+ " <td>43479</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Craft-repair</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25872</th>\n",
+ " <td>23</td>\n",
+ " <td>Private</td>\n",
+ " <td>240137</td>\n",
+ " <td>5th-6th</td>\n",
+ " <td>3</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Handlers-cleaners</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>55</td>\n",
+ " <td>Mexico</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26313</th>\n",
+ " <td>28</td>\n",
+ " <td>Private</td>\n",
+ " <td>274679</td>\n",
+ " <td>Masters</td>\n",
+ " <td>14</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>50</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28230</th>\n",
+ " <td>27</td>\n",
+ " <td>Private</td>\n",
+ " <td>255582</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Machine-op-inspct</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28522</th>\n",
+ " <td>42</td>\n",
+ " <td>Private</td>\n",
+ " <td>204235</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td>>50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28846</th>\n",
+ " <td>39</td>\n",
+ " <td>Private</td>\n",
+ " <td>30916</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Craft-repair</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29157</th>\n",
+ " <td>38</td>\n",
+ " <td>Private</td>\n",
+ " <td>207202</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Machine-op-inspct</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>48</td>\n",
+ " <td>United-States</td>\n",
+ " <td>>50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30845</th>\n",
+ " <td>46</td>\n",
+ " <td>Private</td>\n",
+ " <td>133616</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Divorced</td>\n",
+ " <td>Adm-clerical</td>\n",
+ " <td>Unmarried</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>31993</th>\n",
+ " <td>19</td>\n",
+ " <td>Private</td>\n",
+ " <td>251579</td>\n",
+ " <td>Some-college</td>\n",
+ " <td>10</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Other-service</td>\n",
+ " <td>Own-child</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>14</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32404</th>\n",
+ " <td>35</td>\n",
+ " <td>Private</td>\n",
+ " <td>379959</td>\n",
+ " <td>HS-grad</td>\n",
+ " <td>9</td>\n",
+ " <td>Divorced</td>\n",
+ " <td>Other-service</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33425</th>\n",
+ " <td>24</td>\n",
+ " <td>Private</td>\n",
+ " <td>194630</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Prof-specialty</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>35</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43750</th>\n",
+ " <td>37</td>\n",
+ " <td>Private</td>\n",
+ " <td>52870</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Married-civ-spouse</td>\n",
+ " <td>Exec-managerial</td>\n",
+ " <td>Husband</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43773</th>\n",
+ " <td>29</td>\n",
+ " <td>Private</td>\n",
+ " <td>36440</td>\n",
+ " <td>Bachelors</td>\n",
+ " <td>13</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Adm-clerical</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Female</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46409</th>\n",
+ " <td>30</td>\n",
+ " <td>Private</td>\n",
+ " <td>180317</td>\n",
+ " <td>Assoc-voc</td>\n",
+ " <td>11</td>\n",
+ " <td>Divorced</td>\n",
+ " <td>Machine-op-inspct</td>\n",
+ " <td>Not-in-family</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>40</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K.</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
- " <td>28</td>\n",
- " <td>Private</td>\n",
- " <td>338409</td>\n",
- " <td>Bachelors</td>\n",
- " <td>13</td>\n",
- " <td>Married-civ-spouse</td>\n",
- " <td>Prof-specialty</td>\n",
- " <td>Wife</td>\n",
- " <td>Black</td>\n",
- " <td>Female</td>\n",
+ " <th>48521</th>\n",
+ " <td>18</td>\n",
+ " <td>Self-emp-inc</td>\n",
+ " <td>378036</td>\n",
+ " <td>12th</td>\n",
+ " <td>8</td>\n",
+ " <td>Never-married</td>\n",
+ " <td>Farming-fishing</td>\n",
+ " <td>Own-child</td>\n",
+ " <td>White</td>\n",
+ " <td>Male</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
- " <td>40</td>\n",
- " <td>Cuba</td>\n",
- " <td><=50K</td>\n",
+ " <td>10</td>\n",
+ " <td>United-States</td>\n",
+ " <td><=50K.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " age workclass fnlwgt education education-num \\\n",
- "0 39 State-gov 77516 Bachelors 13 \n",
- "1 50 Self-emp-not-inc 83311 Bachelors 13 \n",
- "2 38 Private 215646 HS-grad 9 \n",
- "3 53 Private 234721 11th 7 \n",
- "4 28 Private 338409 Bachelors 13 \n",
+ " age workclass fnlwgt education education-num \\\n",
+ "4881 25 Private 308144 Bachelors 13 \n",
+ "5104 90 Private 52386 Some-college 10 \n",
+ "9171 21 Private 250051 Some-college 10 \n",
+ "11631 20 Private 107658 Some-college 10 \n",
+ "13084 25 Private 195994 1st-4th 2 \n",
+ "15059 21 Private 243368 Preschool 1 \n",
+ "17040 46 Private 173243 HS-grad 9 \n",
+ "18555 30 Private 144593 HS-grad 9 \n",
+ "18698 19 Private 97261 HS-grad 9 \n",
+ "21318 19 Private 138153 Some-college 10 \n",
+ "21490 19 Private 146679 Some-college 10 \n",
+ "21875 49 Private 31267 7th-8th 4 \n",
+ "22300 25 Private 195994 1st-4th 2 \n",
+ "22367 44 Private 367749 Bachelors 13 \n",
+ "22494 49 Self-emp-not-inc 43479 Some-college 10 \n",
+ "25872 23 Private 240137 5th-6th 3 \n",
+ "26313 28 Private 274679 Masters 14 \n",
+ "28230 27 Private 255582 HS-grad 9 \n",
+ "28522 42 Private 204235 Some-college 10 \n",
+ "28846 39 Private 30916 HS-grad 9 \n",
+ "29157 38 Private 207202 HS-grad 9 \n",
+ "30845 46 Private 133616 Some-college 10 \n",
+ "31993 19 Private 251579 Some-college 10 \n",
+ "32404 35 Private 379959 HS-grad 9 \n",
+ "33425 24 Private 194630 Bachelors 13 \n",
+ "43750 37 Private 52870 Bachelors 13 \n",
+ "43773 29 Private 36440 Bachelors 13 \n",
+ "46409 30 Private 180317 Assoc-voc 11 \n",
+ "48521 18 Self-emp-inc 378036 12th 8 \n",
"\n",
- " marital-status occupation relationship race sex \\\n",
- "0 Never-married Adm-clerical Not-in-family White Male \n",
- "1 Married-civ-spouse Exec-managerial Husband White Male \n",
- "2 Divorced Handlers-cleaners Not-in-family White Male \n",
- "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n",
- "4 Married-civ-spouse Prof-specialty Wife Black Female \n",
+ " marital-status occupation relationship \\\n",
+ "4881 Never-married Craft-repair Not-in-family \n",
+ "5104 Never-married Other-service Not-in-family \n",
+ "9171 Never-married Prof-specialty Own-child \n",
+ "11631 Never-married Tech-support Not-in-family \n",
+ "13084 Never-married Priv-house-serv Not-in-family \n",
+ "15059 Never-married Farming-fishing Not-in-family \n",
+ "17040 Married-civ-spouse Craft-repair Husband \n",
+ "18555 Never-married Other-service Not-in-family \n",
+ "18698 Never-married Farming-fishing Not-in-family \n",
+ "21318 Never-married Adm-clerical Own-child \n",
+ "21490 Never-married Exec-managerial Own-child \n",
+ "21875 Married-civ-spouse Craft-repair Husband \n",
+ "22300 Never-married Priv-house-serv Not-in-family \n",
+ "22367 Never-married Prof-specialty Not-in-family \n",
+ "22494 Married-civ-spouse Craft-repair Husband \n",
+ "25872 Never-married Handlers-cleaners Not-in-family \n",
+ "26313 Never-married Prof-specialty Not-in-family \n",
+ "28230 Never-married Machine-op-inspct Not-in-family \n",
+ "28522 Married-civ-spouse Prof-specialty Husband \n",
+ "28846 Married-civ-spouse Craft-repair Husband \n",
+ "29157 Married-civ-spouse Machine-op-inspct Husband \n",
+ "30845 Divorced Adm-clerical Unmarried \n",
+ "31993 Never-married Other-service Own-child \n",
+ "32404 Divorced Other-service Not-in-family \n",
+ "33425 Never-married Prof-specialty Not-in-family \n",
+ "43750 Married-civ-spouse Exec-managerial Husband \n",
+ "43773 Never-married Adm-clerical Not-in-family \n",
+ "46409 Divorced Machine-op-inspct Not-in-family \n",
+ "48521 Never-married Farming-fishing Own-child \n",
"\n",
- " capital-gain capital-loss hours-per-week native-country income \n",
- "0 2174 0 40 United-States <=50K \n",
- "1 0 0 13 United-States <=50K \n",
- "2 0 0 40 United-States <=50K \n",
- "3 0 0 40 United-States <=50K \n",
- "4 0 0 40 Cuba <=50K "
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df.head()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "0c24e28c",
- "metadata": {},
- "source": [
- "### Displaying each column's data type "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "id": "62119ad4",
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "age int64\n",
- "workclass object\n",
- "fnlwgt int64\n",
- "education object\n",
- "education-num int64\n",
- "marital-status object\n",
- "occupation object\n",
- "relationship object\n",
- "race object\n",
- "sex object\n",
- "capital-gain int64\n",
- "capital-loss int64\n",
- "hours-per-week int64\n",
- "native-country object\n",
- "income object\n",
- "dtype: object\n"
- ]
- }
- ],
- "source": [
- "print(df.dtypes)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "id": "d486feaf",
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "age 0\n",
- "workclass 963\n",
- "fnlwgt 0\n",
- "education 0\n",
- "education-num 0\n",
- "marital-status 0\n",
- "occupation 966\n",
- "relationship 0\n",
- "race 0\n",
- "sex 0\n",
- "capital-gain 0\n",
- "capital-loss 0\n",
- "hours-per-week 0\n",
- "native-country 274\n",
- "income 0\n",
- "dtype: int64"
+ " race sex capital-gain capital-loss hours-per-week \\\n",
+ "4881 White Male 0 0 40 \n",
+ "5104 Asian-Pac-Islander Male 0 0 35 \n",
+ "9171 White Female 0 0 10 \n",
+ "11631 White Female 0 0 10 \n",
+ "13084 White Female 0 0 40 \n",
+ "15059 White Male 0 0 50 \n",
+ "17040 White Male 0 0 40 \n",
+ "18555 Black Male 0 0 40 \n",
+ "18698 White Male 0 0 40 \n",
+ "21318 White Female 0 0 10 \n",
+ "21490 Black Male 0 0 30 \n",
+ "21875 White Male 0 0 40 \n",
+ "22300 White Female 0 0 40 \n",
+ "22367 White Female 0 0 45 \n",
+ "22494 White Male 0 0 40 \n",
+ "25872 White Male 0 0 55 \n",
+ "26313 White Male 0 0 50 \n",
+ "28230 White Female 0 0 40 \n",
+ "28522 White Male 0 0 40 \n",
+ "28846 White Male 0 0 40 \n",
+ "29157 White Male 0 0 48 \n",
+ "30845 White Female 0 0 40 \n",
+ "31993 White Male 0 0 14 \n",
+ "32404 White Female 0 0 40 \n",
+ "33425 White Male 0 0 35 \n",
+ "43750 White Male 0 0 40 \n",
+ "43773 White Female 0 0 40 \n",
+ "46409 White Male 0 0 40 \n",
+ "48521 White Male 0 0 10 \n",
+ "\n",
+ " native-country income \n",
+ "4881 Mexico <=50K \n",
+ "5104 United-States <=50K \n",
+ "9171 United-States <=50K \n",
+ "11631 United-States <=50K \n",
+ "13084 Guatemala <=50K \n",
+ "15059 Mexico <=50K \n",
+ "17040 United-States <=50K \n",
+ "18555 ? <=50K \n",
+ "18698 United-States <=50K \n",
+ "21318 United-States <=50K \n",
+ "21490 United-States <=50K \n",
+ "21875 United-States <=50K \n",
+ "22300 Guatemala <=50K \n",
+ "22367 Mexico <=50K \n",
+ "22494 United-States <=50K \n",
+ "25872 Mexico <=50K \n",
+ "26313 United-States <=50K \n",
+ "28230 United-States <=50K \n",
+ "28522 United-States >50K \n",
+ "28846 United-States <=50K \n",
+ "29157 United-States >50K \n",
+ "30845 United-States <=50K \n",
+ "31993 United-States <=50K \n",
+ "32404 United-States <=50K \n",
+ "33425 United-States <=50K. \n",
+ "43750 United-States <=50K. \n",
+ "43773 United-States <=50K. \n",
+ "46409 United-States <=50K. \n",
+ "48521 United-States <=50K. "
]
},
- "execution_count": 27,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
- "source": [
- "df.isnull().sum()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "508a0eed",
- "metadata": {},
- "source": [
- "### Checking for duplicate records in the dataset and cleaning the dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "id": "4ce9b352",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " age workclass fnlwgt education education-num \\\n",
- "4881 25 Private 308144 Bachelors 13 \n",
- "5104 90 Private 52386 Some-college 10 \n",
- "9171 21 Private 250051 Some-college 10 \n",
- "11631 20 Private 107658 Some-college 10 \n",
- "13084 25 Private 195994 1st-4th 2 \n",
- "15059 21 Private 243368 Preschool 1 \n",
- "17040 46 Private 173243 HS-grad 9 \n",
- "18555 30 Private 144593 HS-grad 9 \n",
- "18698 19 Private 97261 HS-grad 9 \n",
- "21318 19 Private 138153 Some-college 10 \n",
- "21490 19 Private 146679 Some-college 10 \n",
- "21875 49 Private 31267 7th-8th 4 \n",
- "22300 25 Private 195994 1st-4th 2 \n",
- "22367 44 Private 367749 Bachelors 13 \n",
- "22494 49 Self-emp-not-inc 43479 Some-college 10 \n",
- "25872 23 Private 240137 5th-6th 3 \n",
- "26313 28 Private 274679 Masters 14 \n",
- "28230 27 Private 255582 HS-grad 9 \n",
- "28522 42 Private 204235 Some-college 10 \n",
- "28846 39 Private 30916 HS-grad 9 \n",
- "29157 38 Private 207202 HS-grad 9 \n",
- "30845 46 Private 133616 Some-college 10 \n",
- "31993 19 Private 251579 Some-college 10 \n",
- "32404 35 Private 379959 HS-grad 9 \n",
- "33425 24 Private 194630 Bachelors 13 \n",
- "43750 37 Private 52870 Bachelors 13 \n",
- "43773 29 Private 36440 Bachelors 13 \n",
- "46409 30 Private 180317 Assoc-voc 11 \n",
- "48521 18 Self-emp-inc 378036 12th 8 \n",
- "\n",
- " marital-status occupation relationship \\\n",
- "4881 Never-married Craft-repair Not-in-family \n",
- "5104 Never-married Other-service Not-in-family \n",
- "9171 Never-married Prof-specialty Own-child \n",
- "11631 Never-married Tech-support Not-in-family \n",
- "13084 Never-married Priv-house-serv Not-in-family \n",
- "15059 Never-married Farming-fishing Not-in-family \n",
- "17040 Married-civ-spouse Craft-repair Husband \n",
- "18555 Never-married Other-service Not-in-family \n",
- "18698 Never-married Farming-fishing Not-in-family \n",
- "21318 Never-married Adm-clerical Own-child \n",
- "21490 Never-married Exec-managerial Own-child \n",
- "21875 Married-civ-spouse Craft-repair Husband \n",
- "22300 Never-married Priv-house-serv Not-in-family \n",
- "22367 Never-married Prof-specialty Not-in-family \n",
- "22494 Married-civ-spouse Craft-repair Husband \n",
- "25872 Never-married Handlers-cleaners Not-in-family \n",
- "26313 Never-married Prof-specialty Not-in-family \n",
- "28230 Never-married Machine-op-inspct Not-in-family \n",
- "28522 Married-civ-spouse Prof-specialty Husband \n",
- "28846 Married-civ-spouse Craft-repair Husband \n",
- "29157 Married-civ-spouse Machine-op-inspct Husband \n",
- "30845 Divorced Adm-clerical Unmarried \n",
- "31993 Never-married Other-service Own-child \n",
- "32404 Divorced Other-service Not-in-family \n",
- "33425 Never-married Prof-specialty Not-in-family \n",
- "43750 Married-civ-spouse Exec-managerial Husband \n",
- "43773 Never-married Adm-clerical Not-in-family \n",
- "46409 Divorced Machine-op-inspct Not-in-family \n",
- "48521 Never-married Farming-fishing Own-child \n",
- "\n",
- " race sex capital-gain capital-loss hours-per-week \\\n",
- "4881 White Male 0 0 40 \n",
- "5104 Asian-Pac-Islander Male 0 0 35 \n",
- "9171 White Female 0 0 10 \n",
- "11631 White Female 0 0 10 \n",
- "13084 White Female 0 0 40 \n",
- "15059 White Male 0 0 50 \n",
- "17040 White Male 0 0 40 \n",
- "18555 Black Male 0 0 40 \n",
- "18698 White Male 0 0 40 \n",
- "21318 White Female 0 0 10 \n",
- "21490 Black Male 0 0 30 \n",
- "21875 White Male 0 0 40 \n",
- "22300 White Female 0 0 40 \n",
- "22367 White Female 0 0 45 \n",
- "22494 White Male 0 0 40 \n",
- "25872 White Male 0 0 55 \n",
- "26313 White Male 0 0 50 \n",
- "28230 White Female 0 0 40 \n",
- "28522 White Male 0 0 40 \n",
- "28846 White Male 0 0 40 \n",
- "29157 White Male 0 0 48 \n",
- "30845 White Female 0 0 40 \n",
- "31993 White Male 0 0 14 \n",
- "32404 White Female 0 0 40 \n",
- "33425 White Male 0 0 35 \n",
- "43750 White Male 0 0 40 \n",
- "43773 White Female 0 0 40 \n",
- "46409 White Male 0 0 40 \n",
- "48521 White Male 0 0 10 \n",
- "\n",
- " native-country income \n",
- "4881 Mexico <=50K \n",
- "5104 United-States <=50K \n",
- "9171 United-States <=50K \n",
- "11631 United-States <=50K \n",
- "13084 Guatemala <=50K \n",
- "15059 Mexico <=50K \n",
- "17040 United-States <=50K \n",
- "18555 ? <=50K \n",
- "18698 United-States <=50K \n",
- "21318 United-States <=50K \n",
- "21490 United-States <=50K \n",
- "21875 United-States <=50K \n",
- "22300 Guatemala <=50K \n",
- "22367 Mexico <=50K \n",
- "22494 United-States <=50K \n",
- "25872 Mexico <=50K \n",
- "26313 United-States <=50K \n",
- "28230 United-States <=50K \n",
- "28522 United-States >50K \n",
- "28846 United-States <=50K \n",
- "29157 United-States >50K \n",
- "30845 United-States <=50K \n",
- "31993 United-States <=50K \n",
- "32404 United-States <=50K \n",
- "33425 United-States <=50K. \n",
- "43750 United-States <=50K. \n",
- "43773 United-States <=50K. \n",
- "46409 United-States <=50K. \n",
- "48521 United-States <=50K. \n"
- ]
- }
- ],
"source": [
"duplicates = df[df.duplicated()]\n",
"\n",
- "print(duplicates)"
+ "duplicates"
]
},
{
"cell_type": "code",
- "execution_count": 29,
- "id": "59ce8da8",
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -464,7 +1035,6 @@
},
{
"cell_type": "markdown",
- "id": "48eb4505",
"metadata": {},
"source": [
"### Checking for null values"
@@ -472,8 +1042,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
- "id": "817af8f1",
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -497,7 +1066,7 @@
"dtype: int64"
]
},
- "execution_count": 30,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -508,7 +1077,6 @@
},
{
"cell_type": "markdown",
- "id": "369da037",
"metadata": {},
"source": [
"### Handling the null values and replacing them with \"Unknown\""
@@ -516,17 +1084,50 @@
},
{
"cell_type": "code",
- "execution_count": 31,
- "id": "1a5df3f2",
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df.fillna(\"unknown\", inplace=True)\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " unknown_count unknown_percent\n",
+ "occupation 966 1.98\n",
+ "workclass 963 1.97\n",
+ "native-country 274 0.56\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Count 'unknown' only in those columns which has null values based on above\n",
+ "categorical_cols = df.select_dtypes(include='object').columns\n",
+ "unknown_counts = (df[categorical_cols] == \"unknown\").sum()\n",
+ "unknown_percent = (unknown_counts / len(df)) * 100\n",
+ "\n",
+ "# Build and display summary only for columns with non-zero 'unknown'\n",
+ "unknown_summary = pd.DataFrame({\n",
+ " \"unknown_count\": unknown_counts,\n",
+ " \"unknown_percent\": unknown_percent.round(2)\n",
+ "})\n",
+ "\n",
+ "# Filter out 0% unknowns\n",
+ "unknown_summary = unknown_summary[unknown_summary[\"unknown_count\"] > 0]\n",
+ "unknown_summary = unknown_summary.sort_values(\"unknown_percent\", ascending=False)\n",
+ "\n",
+ "print(unknown_summary)\n"
+ ]
+ },
{
"cell_type": "markdown",
- "id": "f609b3ad",
"metadata": {},
"source": [
"### Displaying all the unique values and their frequency in the target variable "
@@ -534,8 +1135,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
- "id": "97daa78c",
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -548,7 +1148,7 @@
"Name: income, dtype: int64"
]
},
- "execution_count": 32,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -559,7 +1159,6 @@
},
{
"cell_type": "markdown",
- "id": "c8eec534",
"metadata": {},
"source": [
"### Removing \".\" from the values in target variable to resolve string formatting error and clean the dirty data"
@@ -567,8 +1166,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
- "id": "c51a5c4b",
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -579,7 +1177,7 @@
"Name: income, dtype: int64"
]
},
- "execution_count": 33,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -592,7 +1190,6 @@
},
{
"cell_type": "markdown",
- "id": "53c1d058",
"metadata": {},
"source": [
"### Encoding the Target variable "
@@ -600,8 +1197,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
- "id": "4aef7008",
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -610,7 +1206,6 @@
},
{
"cell_type": "markdown",
- "id": "7fc1772b",
"metadata": {},
"source": [
"### Checking the correlation between the target variable and other numerical columns "
@@ -618,8 +1213,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
- "id": "5b9f181d",
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -647,7 +1241,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
@@ -681,7 +1275,6 @@
},
{
"cell_type": "markdown",
- "id": "066427e2",
"metadata": {},
"source": [
"As it can be clearly seen in the correlation matrix and heatmap, we can come up with the following conclusions:\n",
@@ -696,7 +1289,6 @@
},
{
"cell_type": "markdown",
- "id": "a423ebe7",
"metadata": {},
"source": [
"### Removing unecessary columns "
@@ -704,8 +1296,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
- "id": "964bcbdd",
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -720,7 +1311,6 @@
},
{
"cell_type": "markdown",
- "id": "b6d6e110",
"metadata": {},
"source": [
"### Discretizing 'age' into age groups "
@@ -728,8 +1318,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
- "id": "2bf01c3d",
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -745,7 +1334,6 @@
},
{
"cell_type": "markdown",
- "id": "f381014c",
"metadata": {},
"source": [
"### Discritizing 'hours-per-week' into hour groups"
@@ -753,8 +1341,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
- "id": "18153522",
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -770,7 +1357,6 @@
},
{
"cell_type": "markdown",
- "id": "78ffed21",
"metadata": {},
"source": [
"### Checking for dirty data in categorical features "
@@ -778,8 +1364,7 @@
},
{
"cell_type": "code",
- "execution_count": 39,
- "id": "0b83ab5d",
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -842,7 +1427,6 @@
},
{
"cell_type": "markdown",
- "id": "a2f34b03",
"metadata": {},
"source": [
"As it can be noted that quite a few categorical columns have dirty data like '?', we should remove them and replace them with 'unkown' to have a uniform and clean dataset "
@@ -850,7 +1434,6 @@
},
{
"cell_type": "markdown",
- "id": "85bc07ff",
"metadata": {},
"source": [
"### Replacing '?' with 'unknown' "
@@ -858,8 +1441,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
- "id": "ab8e0293",
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -868,7 +1450,6 @@
},
{
"cell_type": "markdown",
- "id": "405a956d",
"metadata": {},
"source": [
"Lets see how this affected our dataset "
@@ -876,8 +1457,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
- "id": "e8e99f23",
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -940,7 +1520,6 @@
},
{
"cell_type": "markdown",
- "id": "370797d2",
"metadata": {},
"source": [
"Now the categorical features data is much more cleaner and ideal for training ILP models."
@@ -948,7 +1527,6 @@
},
{
"cell_type": "markdown",
- "id": "47614495",
"metadata": {},
"source": [
"Finally lets normalise all the strings across the dataset so that there are no errors while identifying same values"
@@ -956,7 +1534,6 @@
},
{
"cell_type": "markdown",
- "id": "00c14391",
"metadata": {},
"source": [
"### Normalising the strings across the dataframe for a cleaner data"
@@ -964,28 +1541,15 @@
},
{
"cell_type": "code",
- "execution_count": 42,
- "id": "19a7e465",
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"df = df.applymap(lambda x: x.strip().lower() if isinstance(x, str) else x)\n"
]
},
- {
- "cell_type": "code",
- "execution_count": 43,
- "id": "8e19c8eb",
- "metadata": {},
- "outputs": [],
- "source": [
- "# Saving the changes in a new file \n",
- "df.to_csv('C:/Users/Arpit Mahapatra/Desktop/MLDM Coursework 2025/mlmavericks_coursework/data/processed/ILP_preprocessed_cencus_income_data.csv', index=False)"
- ]
- },
{
"cell_type": "markdown",
- "id": "04da5c6b",
"metadata": {},
"source": [
"### Distribution of categorical columns in comparison to target variable "
@@ -993,8 +1557,7 @@
},
{
"cell_type": "code",
- "execution_count": 44,
- "id": "8aa10cbd",
+ "execution_count": 21,
"metadata": {
"scrolled": true
},
@@ -1010,7 +1573,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1031,7 +1594,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1052,7 +1615,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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vTPL07r5hatPJSQ6vqq2rarckeyT5QpLTk+wxXHFkq0xO9HnyEHx8Islhw/FHJDlpscYBAAAALK5ZXkb1hCSfS/KgqlpdVUcmeXOS7ZKcWlVfqqq3JUl3n5vkfUnOS3JKkpd2983D7IrfSPKRJOcned+wbzIJQn67qi7K5JwYx85qLAAAAMB8zWwJSXc/dwPNGw0Zuvt1SV63gfYPJfnQBtq/nslVSgAAAIAlbp5XIQEAAADYJAIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABi9mQUYVfXOqrqiqs6Zatupqk6tqguHzzsO7VVVf11VF1XV2VX18Kljjhj2v7Cqjphqf0RV/edwzF9XVc1qLAAAAMB8zXIGxruSHLpe29FJPtbdeyT52HA/SZ6UZI/h46gkb00mgUeSVyd5ZJIDkrx6Xegx7HPU1HHrPxYAAACwRMwswOjuTye5ar3mZyQ5brh9XJJnTrW/uyc+n2SHqrp/kkOSnNrdV3X31UlOTXLosO2e3f257u4k757qCwAAAFhiFvscGPft7suTZPh8n6F9lySXTu23emi7rfbVG2jfoKo6qqrOqKoz1qxZc6cHAQAAACyusZzEc0Pnr+ifoH2Duvvt3b1fd++3YsWKn7BEAAAAYF4WO8D4zrD8I8PnK4b21Ul2ndpvZZLLbqd95QbaAQAAgCVosQOMk5Osu5LIEUlOmmp/wXA1kgOTXDssMflIkoOrasfh5J0HJ/nIsO36qjpwuPrIC6b6AgAAAJaYLWbVcVWdkOTxSe5dVaszuZrIMUneV1VHJrkkybOG3T+U5MlJLkpyQ5IXJUl3X1VVf5zk9GG/P+rudScG/fVMrnRytyQfHj4AAACAJWhmAUZ3P3cjmw7awL6d5KUb6eedSd65gfYzkjz0ztQIAAAA3DWM5SSeAAAAABslwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0dti3gUAAAAAt23V0R9c8D4vPuYpC97nLJmBAQAAAIyeAAMAAAAYPQEGAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNETYAAAAACjJ8AAAAAARk+AAQAAAIyeAAMAAAAYPQEGAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNETYAAAAACjJ8AAAAAARk+AAQAAAIyeAAMAAAAYPQEGAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNGbS4BRVa+oqnOr6pyqOqGqtqmq3arqtKq6sKreW1VbDftuPdy/aNi+aqqfVw3tX6mqQ+YxFgAAAGD2Fj3AqKpdkvxmkv26+6FJNk9yeJLXJ3ljd++R5OokRw6HHJnk6u7ePckbh/1SVQ8ZjtsryaFJ3lJVmy/mWAAAAIDFMa8lJFskuVtVbZHk7kkuT/LEJO8fth+X5JnD7WcM9zNsP6iqamg/sbtv6u5vJLkoyQGLVD8AAACwiBY9wOjubyX5iySXZBJcXJvkzCTXdPfaYbfVSXYZbu+S5NLh2LXD/veabt/AMbdQVUdV1RlVdcaaNWsWdkAAAADAzM1jCcmOmcye2C3JzknukeRJG9i11x2ykW0ba791Y/fbu3u/7t5vxYoVd7xoAAAAYK7msYTkF5J8o7vXdPcPkvxzkkcn2WFYUpIkK5NcNtxenWTXJBm2b5/kqun2DRwDAAAALCHzCDAuSXJgVd19OJfFQUnOS/KJJIcN+xyR5KTh9snD/QzbP97dPbQfPlylZLckeyT5wiKNAQAAAFhEW9z+Lguru0+rqvcn+WKStUnOSvL2JB9McmJV/cnQduxwyLFJ/r6qLspk5sXhQz/nVtX7Mgk/1iZ5aXffvKiDAQAAABbFogcYSdLdr07y6vWav54NXEWku29M8qyN9PO6JK9b8AIBAACAUZnXZVQBAAAANpkAAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKO3SQFGVT1mU9oAAAAAZmFTZ2D8v5vYBgAAALDgtritjVX1qCSPTrKiqn57atM9k2w+y8IAAAAA1rnNACPJVkm2Hfbbbqr9uiSHzaooAAAAgGm3GWB096eSfKqq3tXd31ykmgAAAABu4fZmYKyzdVW9Pcmq6WO6+4mzKAoAAABg2qYGGP+Y5G1J3pHk5tmVAwAAAHBrmxpgrO3ut860EgAAAICN2NTLqP5rVb2kqu5fVTut+5hpZQAAAACDTZ2BccTw+fem2jrJAxe2HAAAAIBb26QAo7t3m3UhAAAAABuzSQFGVb1gQ+3d/e6FLQcAAADg1jZ1Ccn+U7e3SXJQki8mEWAAAAAAM7epS0heNn2/qrZP8vczqQgAAABgPZt6FZL13ZBkj4UsBAAAAGBjNvUcGP+ayVVHkmTzJA9O8r5ZFQUAAAAwbVPPgfEXU7fXJvlmd6+eQT0AAAAAt7JJS0i6+1NJLkiyXZIdk3x/lkUBAAAATNukAKOqnp3kC0meleTZSU6rqsNmWRgAAADAOpu6hOQPk+zf3VckSVWtSPJvSd4/q8IAAAAA1tnUq5Bsti68GFx5B44FAAAAuFM2dQbGKVX1kSQnDPefk+RDsykJAAAA4JZuM8Coqt2T3Le7f6+q/keSn0tSST6X5PhFqA8AAADgdpeB/FWS65Oku/+5u3+7u1+RyeyLv5p1cQAAAADJ7QcYq7r77PUbu/uMJKtmUhEAAADAem4vwNjmNrbdbSELAQAAANiY2wswTq+qX1m/saqOTHLmbEoCAAAAuKXbuwrJy5P8S1U9Lz8OLPZLslWS/2uWhQEAAACsc5sBRnd/J8mjq+oJSR46NH+wuz8+88oAAAAABrc3AyNJ0t2fSPKJGdcCAAAAsEG3dw4MAAAAgLkTYAAAAACjJ8AAAAAARk+AAQAAAIyeAAMAAAAYPQEGAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNETYAAAAACjJ8AAAAAARm8uAUZV7VBV76+qC6rq/Kp6VFXtVFWnVtWFw+cdh32rqv66qi6qqrOr6uFT/Rwx7H9hVR0xj7EAAAAAszevGRhvSnJKd++ZZJ8k5yc5OsnHunuPJB8b7ifJk5LsMXwcleStSVJVOyV5dZJHJjkgyavXhR4AAADA0rLoAUZV3TPJ45IcmyTd/f3uvibJM5IcN+x2XJJnDrefkeTdPfH5JDtU1f2THJLk1O6+qruvTnJqkkMXcSgAAADAIpnHDIwHJlmT5O+q6qyqekdV3SPJfbv78iQZPt9n2H+XJJdOHb96aNtY+61U1VFVdUZVnbFmzZqFHQ0AAAAwc/MIMLZI8vAkb+3ufZP8V368XGRDagNtfRvtt27sfnt379fd+61YseKO1gsAAADM2TwCjNVJVnf3acP992cSaHxnWBqS4fMVU/vvOnX8yiSX3UY7AAAAsMQseoDR3d9OcmlVPWhoOijJeUlOTrLuSiJHJDlpuH1ykhcMVyM5MMm1wxKTjyQ5uKp2HE7eefDQBgAAACwxW8zpcV+W5Piq2irJ15O8KJMw5X1VdWSSS5I8a9j3Q0menOSiJDcM+6a7r6qqP05y+rDfH3X3VYs3BAAAAGCxzCXA6O4vJdlvA5sO2sC+neSlG+nnnUneubDVAQAAAGMzj3NgAAAAANwhAgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDR22LeBQAAMBurjv7gTPq9+JinzKRfALgtZmAAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACM3twCjKravKrOqqoPDPd3q6rTqurCqnpvVW01tG893L9o2L5qqo9XDe1fqapD5jMSAAAAYNbmOQPjt5KcP3X/9Une2N17JLk6yZFD+5FJru7u3ZO8cdgvVfWQJIcn2SvJoUneUlWbL1LtAAAAwCKaS4BRVSuTPCXJO4b7leSJSd4/7HJckmcOt58x3M+w/aBh/2ckObG7b+rubyS5KMkBizMCAAAAYDHNawbGXyX5/SQ/HO7fK8k13b12uL86yS7D7V2SXJokw/Zrh/1/1L6BY26hqo6qqjOq6ow1a9Ys5DgAAACARbDoAUZVPTXJFd195nTzBnbt29l2W8fcsrH77d29X3fvt2LFijtULwAAADB/W8zhMR+T5OlV9eQk2yS5ZyYzMnaoqi2GWRYrk1w27L86ya5JVlfVFkm2T3LVVPs608cAAAAAS8iiz8Do7ld198ruXpXJSTg/3t3PS/KJJIcNux2R5KTh9snD/QzbP97dPbQfPlylZLckeyT5wiINAwAAAFhE85iBsTGvTHJiVf1JkrOSHDu0H5vk76vqokxmXhyeJN19blW9L8l5SdYmeWl337z4ZQMAAACzNtcAo7s/meSTw+2vZwNXEenuG5M8ayPHvy7J62ZXIQAAADAG87oKCQAAAMAmE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOhtMe8CAAC4i3nN9jPq99rZ9AvAkmAGBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6AgwAAABg9AQYAAAAwOgJMAAAAIDRE2AAAAAAoyfAAAAAAEZPgAEAAACMngADAAAAGD0BBgAAADB6W8y7AAAAYMRes/2M+r12Nv0CS5YZGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGT4ABANWHXjgAACAASURBVAAAjJ4AAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGb9EDjKratao+UVXnV9W5VfVbQ/tOVXVqVV04fN5xaK+q+uuquqiqzq6qh0/1dcSw/4VVdcRijwUAAABYHFvM4THXJvmd7v5iVW2X5MyqOjXJC5N8rLuPqaqjkxyd5JVJnpRkj+HjkUnemuSRVbVTklcn2S9JD/2c3N1XL/qIAAAA4K7mNdvPqN9rZ9Ltos/A6O7Lu/uLw+3rk5yfZJckz0hy3LDbcUmeOdx+RpJ398Tnk+xQVfdPckiSU7v7qiG0ODXJoYs4FAAAAGCRzPUcGFW1Ksm+SU5Lct/uvjyZhBxJ7jPstkuSS6cOWz20bax9Q49zVFWdUVVnrFmzZiGHAAAAACyCuQUYVbVtkn9K8vLuvu62dt1AW99G+60bu9/e3ft1934rVqy448UCAAAAczWXAKOqtswkvDi+u/95aP7OsDQkw+crhvbVSXadOnxlkstuox0AAABYYuZxFZJKcmyS87v7DVObTk6y7koiRyQ5aar9BcPVSA5Mcu2wxOQjSQ6uqh2HK5YcPLQBAAAAS8w8rkLymCTPT/KfVfWloe0PkhyT5H1VdWSSS5I8a9j2oSRPTnJRkhuSvChJuvuqqvrjJKcP+/1Rd1+1OEMAAAAAFtOiBxjd/Zls+PwVSXLQBvbvJC/dSF/vTPLOhasOAAAAGKO5XoUEAAAAYFMIMAAAAIDRE2AAAAAAozePk3hyF7Pq6A/OpN+Lj3nKTPoFAABg6TEDAwAAABg9AQYAAAAwegIMAAAAYPQEGAAAAMDoCTAAAACA0XMVEgBgyXNFLQC46zMDAwAAABg9AQYAAAAwepaQAAAArO8128+o32tn0y8sA2ZgAAAAAKMnwAAAAABGT4ABAAAAjJ4AAwAAABg9J/G8A1xDHgAAAObDDAwAAABg9AQYAAAAwOhZQgIAANxlzWyZ9zYz6Ra4EwQYALCMOJ8TAHBXZQkJAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNETYAAAAACjJ8AAAAAARk+AAQAAAIyeAAMAAAAYvS3mXQAA87Xq6A8ueJ8XH/OUBe8TAIDlzQwMAAAAYPQEGAAAAMDoCTAAAACA0RNgAAAAAKMnwAAAAABGz1VIAFiWZnH1lcQVWAAAZsUMDAAAAGD0BBgAAADA6FlCAhthejkAACwTr9l+Rv1eO5t+lykzMAAAAIDRE2AAAAAAo2cJCQDAT2oWU45NNwaADRJgAAxmcd4T5zwBAICFYQkJAAAAMHpmYAAAwKZwlQKAuRJgAAB3nnNBAAAzZgkJAAAAMHoCDAAAAGD0BBgAAADA6AkwAAAAgNFzEk/gVlYd/cEF7/PiY56y4H0CAADLhwADAACAu4yZvNm2zYJ3yQxYQgIAAACMnhkYAAAsKbN4dzbxDi3AvJmBAQAAAIzeXX4GRlUdmuRNSTZP8o7uPmbOJd1xr9l+Rv1eO5t+F8pyHTcAANxJM5tp5MTrjNhdOsCoqs2T/E2SX0yyOsnpVXVyd58338rgNghuWA78nAMAsMDu0gFGkgOSXNTdX0+SqjoxyTOSCDCAcfBCfvmZxffc9xsAINXd867hJ1ZVhyU5tLt/ebj//CSP7O7fWG+/o5IcNdx9UJKvLGqht+/eSb477yLmwLiXF+NeXpbruJPlO3bjXl6Me3kx7uXFuJeXsY77Ad29Yv3Gu/oMjNpA260Sme5+e5K3z76cn0xVndHd+827jsVm3MuLcS8vy3XcyfIdu3EvL8a9vBj38mLcy8tdbdx39auQrE6y69T9lUkum1MtAAAAwIzc1QOM05PsUVW7VdVWSQ5PcvKcawIAAAAW2F16CUl3r62q30jykUwuo/rO7j53zmX9JEa7vGXGjHt5Me7lZbmOO1m+Yzfu5cW4lxfjXl6Me3m5S437Ln0STwAAAGB5uKsvIQEAAACWAQEGAAAAMHoCDAAAAGD0BBgAi6iqNhs+at61LKblNO4azLuOeVqO41+OY2Z5GP5237+qtp53LWOxHH7fq2rbedfA/FXV6PKCu/RVSJaS4Yeje5mdVbWqNu/um+ddx2JbruNe33L5ua+q7ZLsmeQ/u/vGedezWKpq8yQ/k+Rr3f39edezWKZ/nquqlvrP94Z0d1fV7klu6u5L513PInl8Vf1XkjO6+4fzLmbW1v1sV9U9u/u65fazXlVbJNk5yX2SnL3E/8Y9LMmRSc6sqkuSfC3JdUmuWerPZaZ+zndNckV335Tc8u/8EvaCqnp4krOTnJvk3O7+9pxrWhRV9YYkWyb5RJLTuvtbcy5pbqb/n43l77yrkIzQ8KT/h2P4AYGFVlU7Jtmpu78271oWw/Ak911J9kjy4CSXJvlQkg9096fmWNpMDX/H3pTkgUl2T3J5kn9Lcmp3f36etc3C8M7kE5M8LckNST6b5LPdfcVcC5uDqtopyRuT/PfQdEMmL3jO7+6Pz62wGauqzyb5ne7+/NSLngOSfLW7r5l3fQttaoz/kORvuvtzVfXIJNd29wXzrm+WqmqbJH+Wyd+3rZI8Jcm2STbr7ivnWdssVNWDkhyaSZCxf5Irk3wsycVJvpFJSH3Z3ApcBFV1bJLXdvclVfWUJHdLcvJSDq6q6hcyee5y/yT3zWTm/lVJvpLkwiSf6+6186twNobZNU9N8pBMnretSPK9TEKcz2YSUl87vwoXR1XtmeR3knyxu98673qmCTDmZN078FX1uCS/lqST/FOSDy3ld2iraovuXltV/zPJyzJ5UfPRTP4gXLxU/xEs13GvMzX+FyR5dJJdM0m2z0/yxUxezC+pJ31VtWV3/6CqHpvk9d396CHMeFKSZyfZt7sfOt8qF15VbdbdP6yqJyR5Qybf7+2T/HwmY/+Z7n70PGtcSFN/y1+Q5BVJ/jqTJ3o/m2S3TN6Z/dV51rhYpr73/yvJEUl+L8kuSX4qkxd6N3T3q+dZ46xU1T2S/Ht3P3y4v+7F/UeTHNHdl8+3wtkYZpd9Nsm+SfZO8g+ZzEg4Jsmbltq781M/48/O5AX9uzN5UfvzVfWYJL/a3S+Yb5WzU1V/n+RTSW5M8oBMfs9vSPLC7v7SPGubparaN8lbuvtRVfW0JL+byQvaY7v7n+db3WwNz1t2SHKPJA/NJNBYmeReSV7a3TfMsbyZGUKMuyXZJpPxPiiT8T80Sbr7f86vutmZ+ht3aJLnZ/Km22O7+zHDa9a7d/cp863SEpK5GZ7wbp7JP78/zOQf/6uTHFtVNyZ5WHd/Z541zsJUUvvnSX4jkz8Ez0zym0k2q6qDjXvpmRr/uhd4f57Ji5p9M3kxf0WSD8+nupl5YlXdLZMpxp8e/imsTfKvw8dS9aiqujrJ/ZL8Y3f/dybvxL93+Fiq7pPkL7v7H4bv+90yefG+bP7PTk0z/a8kxw8vaL40zE653/wqWxTbJ7mwqn6pu98zhBd7JLnfUgwvpqYRPyzJecNzmt9M8sokn0vyT939hrkWORvr3vV7SCYz6XZJ8umhbZ8kP5hHUYthmFn1sO5+/lTbm5Icn2T13Aqboamf832TnF1V+2QSxL8uydpMntMsyQBj3diHN59WZhLIn9ndHxzOjfEzSzm8GL7vN1TVT2US0p2Z5KRM/tbfe739lpJ153Z5Uibj3S7J5kPbugDrlHmPfdk8sRqTqlqRyZTDPZJ8obuPHzYdPYQaT1yKL2aralUm70zumOTz3f2hTJ4ArDsXwqOMe+mpqu0zOf/DeZnMOnl/d19fVV9P8pkkf5fJWtqlZr9M/tjflMkSitdW1aczCWuuTrJ6ia6Tf0Emgex1SbatqmuSfCSTKcf/vW798BJyZlWdn8k7kttX1TZToc1V8y1tbirJK4cnfid291eTfHPONc1Ud19WVX+b5FVV9ahMvvc/m+SE+VY2G1NPXL+TZIequizJW4cXNy/OEv1+T437I0mek8k081dV1Q5JDskS/X4Ptknyjap6bSYzbb6dSTC5oru/O9fKZmTq+/3ZJI9J8sEkf9zdH62qv0jy73MrbvY2S3Lz8P1+4PBxv6q6LslLuvtzc61utipJV9XRmcy02imTZZCXZTLj6vxkaZ4HZWrW3NZJvpzktZkEdknyc/nxm42VHwe6i84Skjmoql9P8ogkl2TyRP9fkvxHku929/eGfZZcqjdMK35iJv/0HpnJ+smPZrKE4rvDPsa9xFTV45O8P8m6JzifT/K67r5wbkUtkuFJ7eMy+ef38ExCrBsyeTH/J0v43YsdM/lZf0SSRyW5e5JvZbJu9s+W0pKpqto7yRMyWRd+YCbTij+fye/4vy/VJ/brm1oy8ZBM3pH9h0yWDT04kxDvzEymmS/Jv3Pr1OREf0/N5F2rDye5oLuX8rvyv5vkrUlWJblkCKf/KckJ3f3+uRY3I8MMq20yeUG7LqzZP5Pf+T8fAswlZer3e+9MZpFek8m70D+d5F+7+y9riZ6cfHhj8XczebPlB5mE85XJ37g/7e6z51jezFXV2UkO7uHknVX1/Ez+1x3d3dfPtbgZGmaZfLm7f3q4//BMZk2fk8lsy+Xwv+wfkjw2yfOG5t9M8vTuXjO3wgYCjDkYToZ0YCZTEFdmMhPm65n8E7wiySe6++r5VTgbwxS0ByfZK5Pp1vfO5B/B9zJ5Ufee7l5y0xCX67iTWwYzVbVzJi9onpXJO5PXZXICsNd392lzK3IGqupu3f3fVXVQkod295uG9hWZvKB/YHf/1VyLnIGq2rq7bxrGvVt3v2NoX5lJiLd7d//vuRa5gKbOf7EqyVU9uRLDz2VyQr9DM5ll87R51rhYptbN/lIm3+c/mtp2YCa/B++YX4WzM5z/4rAkv58fn6T3X3qJX31lWFLw7u5+6nB/3c/A3TO5+sySejE7Nb6DMzmH0eur6qGZLBP8andfPN8KZ2tq/PfI5DnslkkuSHL58Hd/Sb4RMywbObq7nzvMmt0sk1D+Hktxedi0YRbde5P8r5468XpVfTXJg5fa73hyi7DuwCR/ksn/8h7+198rk9doPzvfKmerJuc2+l4m56t7WpKn///tnXncpmP5/98fY8ZQxr7LFzNElux8TZaoZMmSNMhOUqovhb6KLEV+LUSWSmRpUUoIaSxZyjITM4www9iyM0KMdXx+fxznbS5jyZfnfq7nOZ/j/Xo9L8993ffcjvO5r/u6zvM4j+PzITZh/5/tW9uMrUO2kLSA7YnAxHITvJLorVuVWOR+mFDqr46ySL+/LGaOJ1po3k/s3CxCZPSrY6COG161UhxSdty/bXs3SomtpNWJhV6NXuojFKJfewLjSiYf249JuheoVb16CUmLELtV4yAWd7bvl3QdsQtfE3MRlUWnAT8lkpF/JVqjDpQ0pMXYeptBwCvEdW0LSf8kXFgmOVxnrqt1gQNsT0zytiL6xHcANlboYdS4GdHZaV+J6BHfwvZ5nZa4WivLgA0lbULM084EsH0LcIukT0ta0fb5rUbYJSQNA7aS9CWirPxq4GI3LDVr+243rlfrA0tK2sDhovQKsQFTY+vrq5Tx36cQbj1E4cLyNLEJNaEs6GeqrRW2cR7fRrQ+HwacIWle4JOUtqEaK44an+dmxKbrNcDltk9ovKZP3MczgdHLlOzdAsREZ3Xbo4ly4+tKZndN29VdFCUtSFScbAgsZ/vnxMXhtlKOuUGnfaYmBuq4O5Sdmg9KWohoKXh1l972WElzu0JLTULEcC5C1O0u4OvAU5LuBL4DHNRibN1kGHHj2wB4opSX36/QiPg1cDhhQ9bvkSRgc0mbE1onLtV1T9t+SNJNwC6URE7tNNok7iNEHD8ErC3p34QexLEVlxuvBZzn0PqYBPxZ0vGEHsyxrUbWBRqT9sWJjZdjJO1NtEdeQWh7tT7B7QI3EWPeHthF4URyCyF09wXi+lYVjUXazoSW02nA3sTi5lRJF3UqcGqjcQ7fRVzDflyuZ+OAsUT1UXXtQh0a4/8pkbQ5BJhG6L9Ud67PiO2nJB1FzN9+QGw83Quc2nlJW7F1i0YyakMicTecmMvNBowBRjcrcdokW0h6GUnLEcquXyLsI38F/JsQCNobGGz7W+1F2B0kDQc+ChxMTPBGE+VIlxK7VbPWVFreoYx7I2LcE4kLf/Xj7iBpfmB34HNEuelPCc/4a4hJ/+G2l2wvwp6nJKZmItqDPkZMfJYgElnvJfQAvl3rxEfSUGI3+iVCvPX9xORnKvC1mnZnJQ0mhPw+S4z3ZULk62EiOblWi+H1GpLWIBJXvy070p12qQ8QC50FXKl9KoCkzxJVlN+y/UC5BvyB0EO4rN3ouk9JVK9DbMxsDWxie0y7UXWH8p3f0vbZktYjEnXrEO2QX6htN7rRNvIH4LvE9/zvtv8g6QjCleIcFav0dqPtHmWDcS6ignZtYl63kysWYAeQtCTweSJpc1Wt7c5vhKRlCTH2ScS87a4aN5g7NFpnlgWOBjYhhFtXINasDwDzAQe6D1gmZwKjl9F0O7lvEJPcWQlv5alExusg2xe2F2F3UPhIL0CUYt1AuLAsRnhLrwbsX6pRqqKMe1Zi3BMJ4a/qxw2v07/YhPAMX5SoSliI2NW4zPYv2ouy51Eo8M/aKblTCFrOY/vOGsstO5RF7MeJz/dQ2xMkLWD7kfI3eM728+1G2XMoPNJHETf1OYik1YtEBcKjxMT+9vYi7D0krU1McJYiduhuJKwlL7P9aJux9Qblvn4UsZCdSDjQzArsWNv3vTHJnZ1opViHuJ/9xfav2o2ue8xwP1uccB16rLYS8jdD0pFEAuNYIoHxI0kXAgfbvrHd6LpH0YDYiKiyu9b2WQMhWVOSViOJqosxxEbEasS1fXvX5yYGvEbX6pPAtoQA+3PlvxcQIuRVfucb1/ZRwFa2t208tyqwB/H5r2D7y23F2SETGL1MuelvSGTzLi4nS2d39g7gjkpLL19D6adckCg5nww8WeO4FS4UI4HxZWduTiKDOYzI5lbXH91Body9PXCNXyv+NIhQ6J8HuLe2iYCkMYTg1+WSdiVcSDYgWvY+Z/uCVgPsEpIuIloHHgbWIHpl1yWqEr5se2yL4fU4ksYRWh//IrRcViJu7vMSQlcPv8U/rxJJ+xCtYo8Q+j7LEQmNPVyZUG8HSZsSgrXHl4Xt+oSo4Z/bjKtbNCb4nwO2AC4hquo2JlxIjqgxUdtY1B1OtM1sRbSUTCIqKs+udXe2VFIuSLT/rUK4kEwh7msrVzp363zexxPXsy2BX9g+RtJ2wJ213dM6NL7jRwDP2P5O47njgOtqTVY2xn424aR0Tjm+CiHSPBBcZ4YDJxJVZecTG+w7EvO7J4CNbe/RWoCF1MDoRUqZ6UcI0caVgV9JuhU4mfii1JrRXJQoIX+KUCZ/udzon25cLKoTclRYTW1KZG+3kXRc2al4snFz7BNiOF1iTeB0Qu/jeWB8+dnV9ipUKF5akjPPEBN6iAXuzrZ3LbsZe0q61vaU1oLsAgqxyiVsb1IeHwLsCxxKLHL2lHSH7So+c4WW0cuN9oAbJV1N2IfuDHxe0uG17tS8ESU5vxPhsvMyUWW3F7HYu6vF0LrNC8AoSesA37B9WsvxdJvO/Wo7opT42tIffRtwrKSP2764vfC6Q7lfDwI+bXuZkqg+lCiv/z4hyF5VAqORiNqJkES4WdItwLnE9/uIsglX3TymkYBb2/YqCnvoa8ux3QlB9ioTGI371mBgTkmDPV3jaHaiFbZ5flRDY+zTgPlLS+zLtm+UtADhJNhnhCy7ge3JZb36KaZboU8CzgaOI6xVWycTGL3LjsTO3IXwanvBpoSir4HTK/1SXECIGv4NuEnSBKL08iHgUEkP2j6p1Qi7w45EcupKYrJ3gqTdbN8GfEnSQ7Z/22qE3eVuQrDybuLGvyGhFbBwmfyd7oaycSWYEKvcVyH+dD7QydaPBU6pLXlRmIdYxK9G2G4NtX02QCkzPqCW5EXhJWK85wAXEuN/1vY9kk4GLnHFmg9vwlLAU41E/HNlF+to9wHP+G5h+1LgUkl7AMdJuhw4zfbjLYfWFTqJd+B6YiPmWoeuzURJcwDV2Uo25mXrAncqRKlfsX2Rwl3pW7bvbDfKrtCZi85LuDHg0G76w2teVN+cFQCFe9i1knYmyuY7guMLAZe3F1mv8R3gBOB4SX8hWoCXpYiQ15a8mIGjiQ2ol4B7Jf03kbT7C9R3zjfaR95DtEsNJ+bu5xEW8f8q1/0zKH+DtskERi+hEH6aRvRJA1BK588rpcjnlp3ZSW3F2A1K9nIocAQhZLglsYh9QtK1hEr/tm/6Bv0UhYjb+zqLOGJnamZix2YUIYT1jZbC6xUcTgzHEUmcwbaPU+gknEZUYlS3O10m978EvkUkroYSWfwTCPutCW3G1y3KZ30JUU5+JvAzSZ8hbn4bESW41WD7aUn/S1RbrEUkaPcpT29PfXaxb0mZ/Nwo6TpJtxOf+3XE7k01uidvRFm0D7P9M0nPEJP+pQkL5aroVEyWie6pwFkKF55/EWLkj9u+qd0oe57GYuUfhPvCMOBxSbsQE/15Wgqtq5TPuSNeeWCppr2ZKC2/1/W6CgFg+xlJxxL384dKi9xHCDHLqqpt3oiyaP0ysRO/CdHmvqftB9qNrPvYHiPpe8Q9fkOiwuzrnYrx2hIYxNp0GlFdtCKRrP2ZQ6x3LUn3OwRcL20zyCapgdGLSFod+CrRJ/37ji5AKU071/bSbcbXDSTNTQj7/aFk7juihqsSTgW7235viyF2BYWuyb6E9dJ9ZSIwJ5HVvYEY9yptxthtGm0yg4kS21sJQajVa70BNm9skpYiKqzWI0rqfwvc6D5iQdUtFIKGywNfIyY9FwIn2r6y1cC6QCkpb5adImkHQgOheveJJpIWtv2gpA2J834tIll5risV8pS0F6F9sgAhcncpsVtt259pM7ZuIGkjQrDzDuB2Yod+VaL6ZiihEVDdoraxO7kfpbpG0hbERsQrwDmuV/NkZqItbDix+/6e8tS9tr/XWmC9gMIa+ApCkPcTRJLuJuCvrtdFrDNvW5oQ6X0fIcg8plNFqenWulXRGPv7gE5i9tLm/avGthl4zTVuDDFnPR640OEwdDZwge3T+9JnnwmMXqTcCD5KVCCMJHamrif6Jh+oreS48YUYDMxCjNedk1+hanuYK/MQb4x7NqLy4ClN1/oYSexO/rnGCe6MNG4IyxE2wYva3rzSDDbw+t5ISbO4Un2bJjPe2CQtSLhxDKusfSSZgdIb/F1gr1on9m9EuZ6/D7iMWMguAtzm6f3iVSHpG0Ry8jlC02oSUWZ8K/A44TRU63V9GDGJX7c8ngVYHJhU45gb9+71ic/7JtvPl/aZNYgWmj/WeC8vrZBTgLNsrznDcxsSCYwq7+mNz/0W4I+EaOMKRNvMHMBuLlbZNVLaJMYBo4mk3QrE+X8voWdWs/D+EEK37nBC52JN2y9LGguMsn1XX/q+ZwtJLyFpDttPAX8qP53Ki+HA3TVeEDpVB2Xx8uqETtMFgV4CvtJagF1ihnF3jk0rN4a/STqDsNqrHk8XKv1Haa3otFCJ6f21VVE+/04SazniZrB1X7rwd4NmaaXCR/xw29tQoVhrEjSSVlsSC5rnOgk7SWsCa9k+tuUwu4btv3V+l7SYK1endziMdHqkRxDVF2sT9sFPEBV2U9uLsOdpXLdHAFa4zlxh+1kqvo83dpk3Kz93S3qAqEj4K2EXDZXdy0tV3WqE48Q8kk4CrgEucuhXfcv22m3G2C0ayYv3EBU2B5ZF7VCismxZKj3nJQ2x/SIhPv+w7QPK8UGE8846NScvCh0Nt+8T67P1JX2I0La6C/qW9kcmMHqBshN5k6RJRPvIJcDltm8FbpV0uKQHavtyNMY9kRAwHA1cabvTE70FUaZUFW9j3HcT7QQDhU5v3ebAb6B68SeYPuZPELaizWM10xnjFkT1RbXlpgkQVQcACxP6ADR2Jj9MUauvlc6kVyHwti/w6bZj6hadhbztZyX9A3je9i8VFpvLAcMdYp5V0Ziwz00kY/cDNpb0CKEFMdp2VRo/HUq774LASYQGwNLEptM2wFhJ36nt2l7G82OFns0qhIPSNsDXFXog17QZX5fZS6FddRXwT0mr2f47kaB8mrrdpHYr17JHCee8EUT794vEPL5KxxkASe+3PbFsLJ8v6UXiXvZJQt/rf8rr+lT7TLaQ9AKSdiLaRg4gdqpWI6x47qNcHG0v2F6E3eEtxn0PMe7tbM/fWoBd4j+M+x5i3PO2FV9vUW72TdX6B6l0kvtmlHLTx23fNJAW8gN13AMVhb7TDwnNi+uJUuNDCNetS1oMrVeQ9HVgbtv7SZrZIdBdFY02yP8hRCu3Bw61/QtJCzlcxapFIUg+jag6GUG0Di0DHGN7fJux9TSNnfidgE/Y3qa0QA8CdiASGfMAE2qrsGpUEQ4Hpth+suzCzwnMBzxt+8F2o+wOCnvwbYhzfE1gNkKM+VLgales31UqqzYjvtcLAZOJ1sCbgfuBB2udx5R2oSWJ1pnfAWc7BDv7NFmB0Tt0/HPHODzTBxGOHMOBo4gvSY38p3HXOrH9T+OuUuyrQ6Pk9gPErtVVRALnR7UnL0pf9AZE5cVUwkb1QXit0GNtDNRxJ4HtsWUR/xlgdeC/gHPpQ4rlPY3CUWliaQ0dQ1z3qTF5Aa/5Hm8L7EGo1N9ejh0m6cTaFvIdSjJ+eWJx93dgXEncLE0sdKqiscs6mbild3biX5Y0O6F3chXhTlEVJXkxlNB/WEOh4bYHsZg/ui+V0Pc0pUXmx53Hpc19U+K8P07SurV+x21fSAiOI2lxwm1mJDH2WYi5TZXtsLaXlzQfUTm7NXCQpBeAa4GLbZ/caoBvQlZgtEQjy/sbQun1jLZj6g1y3PWP5FnXxgAAGmhJREFUW+HAMpQQ9bvI9kmN50YQQm9VuZA0did3IkrJjyWy+CsBiwE32/5cmzF2g4E67uS1lO/1A8ALwBy1tUPOSLnGHU/sTr9Sjs0OvLfmSgSFOv+ZtteXNMb2GuX4RMJdqiprycb1bRdiITeFcKRYmbDS/GKb8XWbUnVxCLA+0UIwOyHeeiCwG5HA+0lrAfYwjXnaxwi70E8pnIY+T2h//Nv2Qa0G2SUaY18O2BX4hisVKp2Rxvd8A2BVN9x1SvJyuO072ouwe5REvG2PneH4B4DtgKVsb9vYmOwzZAVGSzROhGOACW3G0pvkuAfEuBcnrHPXIzReRgGPEb2jxxDWslUlMBrMD/yg7M7NSkx2F6H+a+1AHfeApVFm/lVCA2EU0Rp4iaSLbY/ui5OeHuJjhHPYK5KGFn2jZQnb4ENbjay7PAqMlvQ7ym6kpC2Jv0VVyYtC59zdBPi57YsAFJbox0tax/bVrUXXZUo10cElcbUQYZd7LXH/foKoNK2GxrVqCeABhevOkoRQ7ceJXfha6ehXjQKmOYSYhzqcZzYA5rR9Trshdp0diBZIGtf1jYAqNW4KmwF7SnqM0LG6FLjEodF4cOdFffE+npPLlrF9XdsxtEGOu2quIyZ+ixKJizWJErwtiNLy69sLrWvcIOk2wip4jnLze46w33qi3dC6ykAd94CnLN4HEeXVKxN2c98D9gf2kbR8mQTVyHvhVRHPjjjzR4Fh7YXUfcqi5lxigbeAQpj8OqLarjoarRTPAqtIuhaYWnQRFqXyOXRDz2UJYBXbP2w89/3GuV8bpxOJyKWA0xzCtVsRVRi10jnXFwQ6SblO29hWlBa5vibk2BM02uPeBxxZjnXO7V2BU+A17dHVYPubwDclrUi0zWwOHCjpX4TjzJdLa1GfI1tIkiTpMRq7sosDL9u+X6HsPB8h+nVnjQJYklYgXBdWB9YCniEm9qMJ8avHWwyvawzUcQ90GuXGHyYUyj8HnGd7LUnvJ4Spv91ulN1D0jCiXeoB4Dzi/B8FHGC7xgTtq5Sk1YKEJsDzwBMOS9FqkbQY8G1ih/JeYkd+RdvrtxlXt1GxvFdYiU6wfaIGoCizpHmBrwFH9dXFXE8haTNgL8JKcxJRUXs0sIftW2pcxMOr17UvARsTbVMPERtxo4E1i9ZRdTS/zwrLXBzOWiMJF5L9+2rCKhMYSZL0GI0Exq+Bc23/RtJ2hIDpL23f3XKIPU6jf3JxYjL/tMI7e1Oi7PR+29WVng7UcSfTkfRBYjH7ILFz9R3gQ0Qf8ag2Y+s2khYidF9WBm4FzrF9ZbtR9TyNa/pw4vOdFRhP2EPfRajz39RmjN1E0seJirKphIDpe4kqwstt39NiaL2GpDOBb9ueWPECtpOU/S8iKf8pYgd6LPCnWhewb4SkLxAL+aeIKqPrbR/TblTdo/HZDwH2ISoxBhFC9L+3/aMaz/vGtX0NQtNmGHGtm2j7u+U1fXbcmcBIkqTHkXSn7REKO839CHG/Z4C9a5sISJrX9uOSrgB+YvvXMzw/xOElXhUDddzJa+l8zpL2JMT+XiYmfee1G1l3kDQHUW2xEuFUcE3nmtaXJ3vvFkkHEnoAZxKOHEsQOjdjmq0FtVCScy8CxwH7NZM0ktYBbnFlYrWNhdzyRBXVIZIEDHHlgo6NxdwZhNPMSOA9RPXoysD/2j66zRi7RWMzYmvgVtu3KSxVRwD32K5WA6Lxua8P3Ei00qxMWIFfb/uxNuPrJo2xn0+4Co0DXgI+S7R/H9qXtY1majuAJEnqogh+3SZpFaIU8Xu2tyR2ZWtLXgjYovSFrwAMkbR02Z1F0s2EwGFVKJS5N5N0HnGzn6WMe4Hy/E1UOO7k9TSSVNcRbRV715q8KPycqCh7lGifuVXSp6FvCp29WyTtJWlNYGHgZNtX2T7R9v7A1wm73Koo17cFibaR1QlNl70lrV5ecgBhEV4bnTVB0x71i8C/Jf2hc32vkUaZ/ArAz4iW188T1tA/Af7UUmi9QWfs+wPzlt8PBb4MLAOvznWqo/G5n0IIlT5DVBGuAAyGusdexjbC9vdtX2b7KmAXYFX6+DWuagGiJEl6l3IxnEIolf8BOMH25ZJ2AG5vNbjuMNT2KZKeI0oONwF2Au6S9AAh+Dau1Qi7w7KEwNeJhL3exsRN7yFJdxJWuTWOO2nQEfmTtBbwRds71DrZg1d7hJe0/cnGsQ8AR0i6pMId+SHELux6xE70ryWdCPwFGFdrC0WZ2F9K9MDPDFxM7Mh/tOghzGJ7cpsxdonOYm59YEdJmxDX+mWBg4DVgAtrrTSSNB/wN6LyZhgwJ3AbkaS/q8XQukqpupkfmN321aWFZE6ifWZ/STeUhX1VNCqOViUqTe5T2OZuTLTJHQXsVOO53mAwcLGks4gNiAnl2GJ9/fqeCYwkSXoESXOUCoupRD/8kZKGlqeXIhIatXGMpLEliXExMfH5NPBBYod251aj6x57lZ/fEyrtF0tamNi5mIdIZiSV43AoANiA6VZzg4g2khpZFHhY0vq2ryjHphA7WFUlL+BVMbdvAXMRY18TWIxYzA6VNMH219qMsRuUhc00SXcQ17nHCHvBeYgqhaltxtctGgu1C4BTibEeZHuypGWBGpM2TR4Hfkwkrg4nbDVfBF6svYWG0La5UdK+wIZEG8HTxAL+mRqTVo3xzAHcLumLRLL2I0Sb3CFQp/NKh3KN/y5RTbg9UXnxMsWNRX1YtDcTGEmSvGskLQjcJGkicANwGXCZw1IT4kb4x7bi6yLLEBMegB2J5MXNRHXCjbYnthVYl1mR8EdfDRgl6VnbVwO/bTespLcowl8TS9JyDMVmr5HUqIoyib1L0snA10rP9EPAusDlrQbXJcqi5SmFZegdxOf8HmB+IildO+cAn7X9EJGomiJpHlfoRNHYjR4E/IrQO5li+9ryXX/F9u1QX6tUY4G6M+GmtQqRuFgE+A3hxlA7/yQ2JDYFvm/7IUmHA38tz8/EdFvV2riKSMKvBhxdFvW7Md1Otrqqwsb3fWtinN8B3k9UYTxbrnn01eQFpIhnkiQ9gKSdiIz9AcCWxI1gfuAe4G5gO9vztRZgFyg6F5faXq48Hk9k7gV8gmgn2a0viyC9E0qlxQW2V5E0J+GTfgAxCfie7b+3GmDSNRqTnsWBE4BPdHamJM0OvLcz8amRcu4/RLgUrEf0CJ8H3FBjBUZD5O0G4HPN73bRQ5hSccJqXuDPtleVNBjAYSk6GhhV2+et6WK8BxHn91iipWQmoqrqLtsn1bwbLWkKsDWRrFqJqKTcAtjC9q1txtZtiu7LSMLq/qFybEuitWJ8zZ97h4aY6TDCUvXM0lZSXfUJgKS5gCuBlRr38fcQGk+39PXPO0U8kyTpCSYBZxOK9F8DPgZsBRwPrEN4adfGfwELSfqrpMuBx20/XlSrfw8sXVvyorACUWWD7Scd9mojgFuAL0n6cJvBJV2lsxP1MeCBsrjttIktC3yunbC6j0KV/1RgsO3LgUuAH9q+tLbFbIfy+c5bfv+7pMGdxTxwOmEpWivzAfdIWtD2SyV5sQIwR42fd0OMd0OidP5MQsvqHqKl4qrOS3s9uF5A0tzAj2xfYXuC7TNt7wesXGvyoqNXpLCO/THwFUrVgaQlgL/ZHg+vEbusjqL1A7CEpO/aftr2EbbvgzorjsqvHyKqKF+RNGs5tjBwcH/4vLOFJEmSd43t6wgXgs7jaZIm276zlOL9ub3oukMZ89ylvHYT4L7G07sQllw18hdiYkspN8b2s5I6E6Aty2uSymhMat4Lr+7aPl+OfZQQvquVTwAPll3qzwMHA09KOsD2BS3H1k3mA+4uC/mHAcpCfi7bT7YbWvdwWEneAFxbBD1vJnbkL203sp6nLGAPIzYa7gHGFs2Hf5Tn5yeqEmpczHV21xcFFpN0CnAGoenzGPBEm/F1mU5byObEeM9mun7VSkRF6d6tRNZlivjyfbafaSTvtgQ6Tmoz11pd1riPvwgMkrSs7dvKsY8Az0Lf1r+ATGAkSdIlGhOdYwhl4yqxPYboDW8yCPhdC+F0nXKzf7H8Pq1x/DHgwLbiSnqVk4HjgG8qPORXI6oyDmg1qu4yArha0gbEQnYEoXmzDiF6WCVlIT8OuEbSJcS1fCUqXMjPiO0jizr/RoTWyS+oU+9kGrFQ34qwjZ0s6XSiyugq2492dusrRERVyZGEVtfLRFvks+XnZxR9nwrpLGRXI6plt2D65sOqwJPQ9xey75DfAStI2hX4VUnYvUBY5sL0v0212P6zpFWA70m6mhBrXonQw4A+Xm2VGhhJkiQ9SGeiV9tO1duh1l7R5PUUPYh9CIvBW4FzbF/ZblTdo1Qd/JZITu5p+wpJ5wKn2K5RoPg1lPFvTCxwfw5cYbtKN47SB74ukaCag6ggPKMhSl0lpbR8QaK0fG1CrHlZ4Ju2T24ztm4iaRbi8x1VHi9OLOTWIkQdH20vuu4jaXlgd2Bb4rx/CjgX2Mf2mNru66Wi6DxCoHUfwl3pMWJNXFui5i0pLaAbEd/5KUSS9oH+8HlnAiNJkiRJkrekIeg4jJjorghcCFzjcCKpNoFVFjiDbE+VtFgRdpuDcFbaqNaFbZncLkMsYp8lhBxvaTeq7tEQ8dsd2AY4DXiGcKF4xPaAqjCTNDOwNPAvhytFlUKOkj5EJOWOtP3ztuPpDRqCzIsSoo3LAKOIz/sO4Je2f9ZmjN1E0lqEVe7ShLbR88CdwAPApBp1bmakcb1bFJjfdr9qe84ERpIkSZIkb0kjgXEOMcF9jti5WhHY13a1FrqStgMWtv2DImq5BWEV/WCjf7oaGhPbXQh9n46D1IPALMCfbJ/SVnzdonGOXwScaPuCUlE3F5HMONP22a0GmfQ4RQ/hf4m2iWnAXcB44NSOkGNtNM71/YDnbJ9Qjs8CLFDruJso3PNmAR4G1iA0nIYR1YQDoaquc53/BTDZ9iH9qV0oNTCSJEmSJHlLymR3CLCk7U92jpfJ/xGSLql412o34EhJswHfJvQvRgL7UvRgKqOzs7UtMcbdgccJLYD9iV3K6mhUF1wJLFaOGXiiVB7d21ZsSfcoLiM7lRaaEcB/E3ogy/Bace6a6HzH/wUM7SQ0ihZEtdahTWyfUdpnptj+Y/mOr08I9lZbUdihkah4knAdgn6k/ZEJjCRJkiRJ3g6LAA9LWt/2FeXYFGBExckLCNeVh4l+6SeATQnHhuFU6DbUWMi/BEwmRP62t/1g2bV8sLXguoSkpYhWkZsJS+hjitvMeCJh83QRbE4qpZz3k8rP6S2H01VK+8gQ4FCiTWpOSaOBf9ieWuvCvdE6swDwVWAJwn3mJeDYZoVVxX+DWYDFifaZpwn74Duhf405ExhJkiRJkrwlpbT0bkknA1+T9GFiIbsudTozAK/qAHRcV+Ym2mZmBYb1t57h/wuldeIoon3it8CPJF0FLG375laD6w6LAgsTNoqzEpoI85Xjg4Ed2wstSXqeYgm9IXAIUWn1RWCqpDG2t2s3uq7RsY7dmkjIf5VIUG4KbC3pDtvjW4yvazTaQ7YH1iMqjc6wfYSklYiWyH4jWJsJjCRJkiRJ3pLSK7sQcA5RcrousDyx0Luhzdi6zBDgdsJm8Vli3rQRlVpDNya5yxP6JnsQE/3hRLvMV1oMr2vY/gvwF0k/I5w4ZgHuL08PI1oLaj7PkwFCQ/tgP2IhOw74ETAvYaN6b/N17UXaFTrVZesQWj6ddpnzJX2C+HuMr1SwtlNd8VlgS6Id8p5y7CtE69wp/aV1JhMYSZIkSZK8JZLmIZIVm9u+TNILwEO2J7ccWrc5ltiB3xb4G5HQmAAc3WZQ3aKxYDmaKKU/h1DoXxe4zvbFbcXWbUpJ/Zq2VyiPFyasVDdk+kQ/Sfo1je/4psDXie/5rIQLyVZENQYVJi+aLRLHAQdKeg64oLSQrEA4ksD0xX41FB2rQUTl5BAiQd1JSC9FVNz1G2ZqO4AkSZIkSfomRdgOYDOK64akvYi2gj9K2qy96LpLEe38b9u7EEmL/YC/E7t3D7cYWleQNIuk2cvDJ23vXdT4/wZcDBwlacH2Iuw6iwOPSfqgpMG2H7T9Q2B221Naji1JegxJcxHXsIm2p9i+3/YPgNWBQe1G1x1KWxzFNnQWovVxb2AiUX3we9vXQv/Sgvg/YuAs4EQiMb+8pC8BrxQx234z9qzASJIkSZLkzehMZkYAV0vaAFipPP40sZi/oKXYus1I4CZJiwMv2B4n6XbCUrW6BAYx3l9Lug2YR9KXbP/I9lRJtwAPVzruDpOBPwJHABeXlqklgX+0GlWS9DzLEtUW60k6DbgOeA9wvu1H2gysi4i4n21LWMf+EPhhEbVcdABUE3aEan9XNiY2B3Ymihn2gen2ui2G+LZRP0m0JEmSJEnSEpJWIKouBgF72r5C0rnAKWWXvjokzU8IOz5BtJLcC8wOzGR71zZj6xZld3JFYBNgY8KJ5DlC+O5M28e2GF6vIGkk0Qs/CHgI+GPFi7pkAFKqERYB1ibawzYmBHvHAxcBZ9uuyja44UCyOzAUOKm5WO8v2g/vBknDiXaRccS1fZrtp9qN6p2RCYwkSZIkSd6UskM1qOzEL1aEz+Ygdqs3sv1cyyF2HUmrAp8CXgbOtV29oGPZpVuK0IDYEDjO9pXtRpUkSU9TEhpLES0knwZOsD263ah6nqJzM5mwjv0FYYf9D9tTWw2sFyg6Vr8G5iQclh4FxhItgmf1t+RNJjCSJEmSJHkdDbX6bYkS2+9LmhfYAriMoonRbpS9R9FFeKntOJIkSZJ3hqSlCevYjYgqhKlAtdaxjcqTbYGtbW9Tjo8EPgks1jnWn8gERpIkSZIkr6PTDytpNPAd4HrCnWIEcB+wb38tP02SJEkGBm9iHTuNhnWs7RsqtY4FoGj67Ey0B/V7vY8U8UySJEmS5HU0+oNnBx4h7PWeIOz3RgPDgRvbiS5JkiRJ/jMD2Tq2wX5EK+Baku4kNiEmA5f0x0rKTGAkSZIkSfKGSJoZOJkQsZwHWIOY+A2zncmLJEmSpM8zg3XsE+XwD4qzVJXWsR2KeOdGRAXGQsD7gEWB5YjNiH5HJjCSJEmSJHkNDUX2IcDtwJHAs8S8YSNgQovhJUmSJMn/hQFnHduwRZ0f+EVHfLoIcy9AbET0S12n1MBIkiRJkuQ1NPQvTgYGA9sSauVDiOTFT22PbzPGJEmSJHk7DHDr2DOBjwE/B061Panl0N41mcBIkiRJkuR1SJqNUGdfXtJYYE9gJ+AjwEdtP9xqgEmSJEnyDhgo1rEAkt4HjAQ+DqwFvAjcCezRaKfpV2QLSZIkSZIkr9JoH1kbuEnS4sALtseVfuGFM3mRJEmS9FfKPW5S+flly+F0Fdv/lDQBuMr2g5I+AGzVX5MXkBUYSZIkSZK8AZLmBxYmnEeOBe4lHElmsr1rm7ElSZIkSfLGNKxjtwC2A14BhgJPAgfbfqChkdHvyARGkiRJkiRviaRVgU8BLwPndsTAkiRJkiTpWzR0rC4BTgWuAaYBnyWcSA6y/WibMb4bMoGRJEmSJMl/RNLg/qpYniRJkiQDieI2cr3tlWY4fi0wyvZ97UT27pmp7QCSJEmSJOn7ZPIiSZIkSfoNLwNnSbpK0jaSFpG0MjB3f05eQFZgJEmSJEmSJEmSJEm/p9E+sjHwFPBBYDXCheSvwOm2L+roZLQZ6zslKzCSJEmSJEmSJEmSpP/TqU44AnjE9knARGAscJHtiwD6a/ICMoGRJEmSJEmSJEmSJP0e25a0APCS7cmSdgc+BPwY2FrSbO1G+O6Zue0AkiRJkiRJkiRJkiTpEeYHHpF0BrAAsD0wLzCP7amS5H6sI5EJjCRJkiRJkiRJkiSpANsTJB0BrA5MsD1F0heAG8tLZiJsVfslKeKZJEmSJEmSJEmSJBVS2kbWA+6wfWdH6LPtuN4pmcBIkiRJkiRJkiRJkqTPkyKeSZIkSZIkSZIkSZL0eTKBkSRJkiRJkiRJkiRJnycTGEmSJEmSJEmSJEmS9HkygZEkSZIkSatI2kXS8T38nltK+kDj8eGSPtKT/48kSZIkSXqXTGAkSZIkSVIjWwKvJjBsf9P2pS3GkyRJkiTJuyQTGEmSJEmSdBVJO0gaI2m8pJ9IGiRpV0mTJF0JjGy89jRJn2o8fqbx+wGSJki6SdJR5dhnJY0tx34vaTZJawObA98r/8/hzfeVtKGkceW9TpU0Szl+j6TDJN1Ynluml/5ESZIkSZK8DTKBkSRJkiRJ15C0LDAKGGl7JWAasANwGJG4+CiNSom3eJ+NiaqKNW1/EPhueeoc26uXY7cBu9u+Bjgf2N/2SrYnN95nKHAaMMr2CsDMwOcb/6vHba8CnATs985HniRJkiRJT5MJjCRJkiRJusmGwKrAWEnjy+N9gStsP2b7ReA3b+N9PgL83PZUANtPlOPLS7pa0gTgM8By/+F93g/cbXtSeXw6sG7j+XPKf28AFn8bcSVJkiRJ0ktkAiNJkiRJkm4i4PRSCbGS7fcDhwJ+k9e/TJmfSBIwpPE+b/RvTgO+WKopDgOGvo143ooXyn+nEdUZSZIkSZL0ETKBkSRJkiRJN7kM+JSk+QEkzQ2MA9aXNI+kwcA2jdffQ1RsAGwBDC6/jwZ2kzRb430AZgceKu/zmcb7/Ls8NyO3A4tLGlEe7whc+c6HlyRJkiRJb5EJjCRJkiRJuobtW4GDgNGSbgYuARYiqjCuBS4Fbmz8k5OB9SSNAdYEni3vczGha/H30orS0ac4GLi+vO/tjfc5C9i/iHUOb8TzPLArcHZpO3kF+HFPjjlJkiRJku4g+80qOJMkSZIkSZIkSZIkSfoGWYGRJEmSJEmSJEmSJEmfJxMYSZIkSZIkSZIkSZL0eTKBkSRJkiRJkiRJkiRJnycTGEmSJEmSJEmSJEmS9HkygZEkSZIkSZIkSZIkSZ8nExhJkiRJkiRJkiRJkvR5MoGRJEmSJEmSJEmSJEmf5/8DU6Gj/c8ObYEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1073,7 +1636,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1094,7 +1657,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1115,7 +1678,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1136,7 +1699,7 @@
},
{
"data": {
- "image/png": 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DAAAAmDwBBgAAADB5AgwAAABg8gQYAAAAwOQJMAAAAIDJE2AAAAAAkyfAAAAAACZPgAEAAABMngADAAAAmDwBBgAAADB5AgwAAABg8gQYAAAAwOQJMAAAAIDJE2AAAAAAkyfAAAAAACZPgAEAAABM3swCjKrao6o+VlVfqqpzquoF4/jLquriqvr8eHnUonNeUlUXVNX5VfWIReMHVtVZ432vqaoax7euqneN46dV1Z6zej4AAADA/MxyBsb1Sf6wu++V5NAkz6uqe4/3vaq79x8v70+S8b4jkuyb5LAkr6+qzcfj35DkyCT7jJfDxvFnJflud++d5FVJXjHD5wMAAADMycwCjO6+tLs/N16/KsmXkuy+nlMel+SE7r6mu7+e5IIkh1TVbkl26O5Tu7uTHJfk8YvOedt4/d1JHrIwOwMAAABYPpakB8a4tOOAJKeNQ39QVV+sqrdU1e3Gsd2TXLTotFXj2O7j9bXHb3BOd1+f5Moku6zj+x9ZVSurauXq1as3zJMCAAAAlszMA4yq2i7JPyd5YXd/P8NykLsn2T/JpUn+duHQdZze6xlf3zk3HOg+prsP6u6Ddt1111v2BAAAAIC5m2mAUVVbZggv3tHd70mS7v52d6/p7h8neVOSQ8bDVyXZY9HpK5JcMo6vWMf4Dc6pqi2S7Jjkitk8GwAAAGBeZrkLSSV5c5IvdfffLRrfbdFhv5Hk7PH6e5McMe4ssleGZp2nd/elSa6qqkPHx3xqkpMWnfO08frhST469skAAAAAlpEtZvjYD0jyO0nOqqrPj2MvTfLkqto/w1KPC5P8XpJ09zlVdWKSczPsYPK87l4znvecJMcm2TbJyeMlGQKSt1fVBRlmXhwxw+cDAAAAzMnMAozu/mTW3aPi/es55+gkR69jfGWS+6xj/OokT7gVZQIAAAAbgSXZhQQAAADg1hBgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPJmFmBU1R5V9bGq+lJVnVNVLxjHd66qD1fVV8avt1t0zkuq6oKqOr+qHrFo/MCqOmu87zVVVeP41lX1rnH8tKrac1bPBwAAAJifWc7AuD7JH3b3vZIcmuR5VXXvJEclOaW790lyyng7431HJNk3yWFJXl9Vm4+P9YYkRybZZ7wcNo4/K8l3u3vvJK9K8ooZPh8AAABgTmYWYHT3pd39ufH6VUm+lGT3JI9L8rbxsLclefx4/XFJTujua7r760kuSHJIVe2WZIfuPrW7O8lxa52z8FjvTvKQhdkZAAAAwPKxJD0wxqUdByQ5Lckdu/vSZAg5ktxhPGz3JBctOm3VOLb7eH3t8Ruc093XJ7kyyS7r+P5HVtXKqlq5evXqDfSsAAAAgKUy8wCjqrZL8s9JXtjd31/foesY6/WMr++cGw50H9PdB3X3QbvuuutNlQwAAABMzEwDjKraMkN48Y7ufs84/O1xWUjGr5eN46uS7LHo9BVJLhnHV6xj/AbnVNUWSXZMcsWGfyYAAADAPM1yF5JK8uYkX+ruv1t013uTPG28/rQkJy0aP2LcWWSvDM06Tx+XmVxVVYeOj/nUtc5ZeKzDk3x07JMBAAAALCNbzPCxH5Dkd5KcVVWfH8demuTlSU6sqmcl+WaSJyRJd59TVScmOTfDDibP6+4143nPSXJskm2TnDxekiEgeXtVXZBh5sURM3w+AAAAwJzMLMDo7k9m3T0qkuQhN3LO0UmOXsf4yiT3Wcf41RkDEAAAAGD5WpJdSAAAAABuDQEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5N2sAKOqHnBzxgAAAABm4ebOwHjtzRwDAAAA2OC2WN+dVXW/JPdPsmtVvXjRXTsk2XyWhQEAAAAsWG+AkWSrJNuNx22/aPz7SQ6fVVEAAAAAi603wOjuTyT5RFUd293fWKKaAAAAAG7gpmZgLNi6qo5Jsufic7r712ZRFAAAAMBiNzfA+Kckb0zyj0nWzK4cAAAAgJ91cwOM67v7DTOtBAAAAOBG3NxtVP+1qp5bVbtV1c4Ll5lWBgAAADC6uTMwnjZ+/aNFY53kbhu2HAAAAICfdbMCjO7ea9aFAAAAANyYmxVgVNVT1zXe3cdt2HIAAAAAftbNXUJy8KLr2yR5SJLPJRFgAAAAADN3c5eQPH/x7araMcnbZ1IRAAAAwFpu7i4ka/vPJPtsyEIAAAAAbszN7YHxrxl2HUmSzZPcK8mJsyoKAAAAYLGb2wPjbxZdvz7JN7p71QzqAQAAAPgZN2sJSXd/Isl5SbZPcrsk186yKAAAAIDFblaAUVVPTHJ6kickeWKS06rq8FkWBgAAALDg5i4h+Z9JDu7uy5KkqnZN8pEk755VYQAAAAALbu4uJJsthBejy2/BuQAAAAC3ys2dgfGBqvpgkuPH209K8v7ZlAQAAABwQ+sNMKpq7yR37O4/qqrfTPLLSSrJqUnesQT1AQAAANzkMpD/k+SqJOnu93T3i7v7RRlmX/yf2ZYGAAAAMLipAGPP7v7i2oPdvTLJnjOpCAAAAGAtNxVgbLOe+7bdkIUAAAAA3JibCjDOqKrfXXuwqp6V5LOzKQkAAADghm4qwHhhkmdU1cer6m/HyyeSPDvJC9Z3YlW9paouq6qzF429rKourqrPj5dHLbrvJVV1QVWdX1WPWDR+YFWdNd73mqqqcXzrqnrXOH5aVe15y58+AAAAsDFYb4DR3d/u7vsn+fMkF46XP+/u+3X3t27isY9Nctg6xl/V3fuPl/cnSVXdO8kRSfYdz3l9VW0+Hv+GJEcm2We8LDzms5J8t7v3TvKqJK+4iXoAAACAjdR6t1Fd0N0fS/KxW/LA3f3vt2BWxOOSnNDd1yT5elVdkOSQqrowyQ7dfWqSVNVxSR6f5OTxnJeN5787yeuqqrq7b0mdAAAAwPTd1BKSWfiDqvriuMTkduPY7kkuWnTMqnFs9/H62uM3OKe7r09yZZJd1vUNq+rIqlpZVStXr1694Z4JAAAAsCSWOsB4Q5K7J9k/yaVJ/nYcr3Uc2+sZX985PzvYfUx3H9TdB+266663qGAAAABg/pY0wBh7aqzp7h8neVOSQ8a7ViXZY9GhK5JcMo6vWMf4Dc6pqi2S7JjkitlVDwAAAMzLkgYYVbXbopu/kWRhh5L3Jjli3FlkrwzNOk/v7kuTXFVVh467jzw1yUmLznnaeP3wJB/V/wIAAACWp5vVxPPnUVXHJ3lQkttX1aokf5bkQVW1f4alHhcm+b0k6e5zqurEJOcmuT7J87p7zfhQz8mwo8m2GZp3njyOvznJ28eGn1dk2MUEAAAAWIZmFmB095PXMfzm9Rx/dJKj1zG+Msl91jF+dZIn3JoaAQAAgI3DPHYhAQAAALhFBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMnbYt4FAAAAwK3ysh3nXcF0vOzKeVcwM2ZgAAAAAJMnwAAAAAAmT4ABAAAATN7MAoyqektVXVZVZy8a27mqPlxVXxm/3m7RfS+pqguq6vyqesSi8QOr6qzxvtdUVY3jW1fVu8bx06pqz1k9FwAAAGC+ZjkD49gkh601dlSSU7p7nySnjLdTVfdOckSSfcdzXl9Vm4/nvCHJkUn2GS8Lj/msJN/t7r2TvCrJK2b2TAAAAIC5mlmA0d3/nuSKtYYfl+Rt4/W3JXn8ovETuvua7v56kguSHFJVuyXZobtP7e5Octxa5yw81ruTPGRhdgYAAACwvCx1D4w7dvelSTJ+vcM4vnuSixYdt2oc2328vvb4Dc7p7uuTXJlkl3V906o6sqpWVtXK1atXb6CnAgAAACyVqTTxXNfMiV7P+PrO+dnB7mO6+6DuPmjXXXf9OUsEAAAA5mWpA4xvj8tCMn69bBxflWSPRcetSHLJOL5iHeM3OKeqtkiyY352yQoAAACwDCx1gPHeJE8brz8tyUmLxo8YdxbZK0OzztPHZSZXVdWhY3+Lp651zsJjHZ7ko2OfDAAAAGCZ2WJWD1xVxyd5UJLbV9WqJH+W5OVJTqyqZyX5ZpInJEl3n1NVJyY5N8n1SZ7X3WvGh3pOhh1Ntk1y8nhJkjcneXtVXZBh5sURs3ouAAAAwHzNLMDo7iffyF0PuZHjj05y9DrGVya5zzrGr84YgAAAAADL21SaeAIAAADcKAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEyeAAMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJm8uAUZVXVhVZ1XV56tq5Ti2c1V9uKq+Mn693aLjX1JVF1TV+VX1iEXjB46Pc0FVvaaqah7PBwAAAJitec7AeHB379/dB423j0pySnfvk+SU8Xaq6t5Jjkiyb5LDkry+qjYfz3lDkiOT7DNeDlvC+gEAAIAlMqUlJI9L8rbx+tuSPH7R+AndfU13fz3JBUkOqardkuzQ3ad2dyc5btE5AAAAwDIyrwCjk3yoqj5bVUeOY3fs7kuTZPx6h3F89yQXLTp31Ti2+3h97fGfUVVHVtXKqlq5evXqDfg0AAAAgKWwxZy+7wO6+5KqukOSD1fVees5dl19LXo94z872H1MkmOS5KCDDlrnMQAAAMB0zWUGRndfMn69LMm/JDkkybfHZSEZv142Hr4qyR6LTl+R5JJxfMU6xgEAAIBlZskDjKq6bVVtv3A9ycOTnJ3kvUmeNh72tCQnjdffm+SIqtq6qvbK0Kzz9HGZyVVVdei4+8hTF50DAAAALCPzWEJyxyT/Mu54ukWSd3b3B6rqjCQnVtWzknwzyROSpLvPqaoTk5yb5Pokz+vuNeNjPSfJsUm2TXLyeAEAAACWmSUPMLr7a0n2W8f45UkeciPnHJ3k6HWMr0xynw1dIwAAADAtU9pGFQAAAGCdBBgAAADA5AkwAAAAgMkTYAAAAACTJ8AAAAAAJk+AAQAAAEzekm+jCgDcOnse9b55lzApF7780fMuAQBYAmZgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweQIMAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJg8AQYAAAAweVvMuwCAW2rPo9437xIm48KXP3reJQAAwJIwAwMAAACYPAEGAAAAMHkCDAAAAGDyBBgAAADA5AkwAAAAgMkTYAAAAACTZxtVAGDj9rId513BtLzsynlXAAAzYQYGAAAAMHlmYGxk9jzqffMuYVIufPmj510CzJdPnm/IJ88AAMuWAAMAgI2OD3V+ygc6wKZio19CUlWHVdX5VXVBVR0173oAAACADW+jDjCqavMkf5/kkUnuneTJVXXv+VYFAAAAbGgbdYCR5JAkF3T317r72iQnJHncnGsCAAAANrDq7nnX8HOrqsOTHNbdzx5v/06SX+ruP1jruCOTHDnevEeS85e0UGbp9km+M+8iYI78DoDfA/A7AH4Plpu7dveuaw9u7E08ax1jP5PIdPcxSY6ZfTkstapa2d0HzbsOmBe/A+D3APwOgN+DTcXGvoRkVZI9Ft1ekeSSOdUCAAAAzMjGHmCckWSfqtqrqrZKckSS9865JgAAAGAD26iXkHT39VX1B0k+mGTzJG/p7nPmXBZLy9IgNnV+B8DvAfgdAL8Hm4SNuoknAAAAsGnY2JeQAAAAAJsAAQYAAAAweQIMAAAAYPIEGGxSqmqzqqp51wEAAGw4XuNvGgQYLGtr/yHr7h+3zrVsQqpqy6radt51wKxU1WbjVy9c2SRV1a5V9fh51wHztvZrfP8uLE8CDJatqtqsu7uq9qmqp1fV66vq76rqV/xBY7lbeFOX5DeTHD+ObTm/imDDqqrNx6v/tapeMv6997qGTcain/fDkhw0jnl9wyapqnaqqv9aVXsvjPnQcnnyDz3LVnf/eLz62iT3S/LJJN9M8uwk+86rLlgiCy9i75jkg0nS3df95E4vctnIdfea8eoZSe5XVXda+LtfVS+sql+fX3WwpNYkwxu4/PRvPyx7C0F2VR2e5E+TPCPJC8axA6pq9zmWx4xsMe8CYBaqqsZP4/ZLcvvuPqyqtkpym/GQP6mqJ0tmWa4Wvbm7R5JnVNX9kvxbktO6+xt+9tmYjQHcg5Oc091fqqoPJ3lYVZ2b5NVJzkvy4XnWCLO26IOapyW5S5Ltk3yoqs5Psrq7r5xbcbC0Dk/y1iTbJPnSOPb4JBckefucamJGBBgsS4venFWSC6pqt+6+NMm1VfWpJI/0Bo7lbnyT99ok709yzySPSPI7VbUmyRO7+9p51ge3wl5JnpnkB1V1eZJOcnSGF6tP6+6z5lkcLIWFD2uSPDFDgPHYJM9Nctsk38gQbMCytejDmhXd/cGqenGSV4xjv5rko/OpjFkSYLDcnZ3koiQfqaozk/wowz/s75trVbA0KsnlGaYXn5PhU4jdk+za3dcuevELG5vVSV6f5PYZwowVGWZcXJnk8Kq6Q3efMsf6YKYWzTTdJsl9kvyXJH/X3UeP0+bvPt8KYfYWvY55XVWdlOReSb5TVfsn2bm7PzHXApkJAQbLWndfn+SPqurNGabSH5DkQ0lOm2thMENjA9sfZ/gk7oEZpto/sbs/VlXp7jMTza3YeHX3VUk+Pa75PyVDkLF7hk+h75vkxzd+NiwLlWHm0ZuSnJXkyCRfraoPJLlbht4wsGwtCvF2TPIvGf7+b5bhNf6qDD0xWIbK61eWm4U3b1W1Z4ZplbdN8t0MMzHOSHKldaFsCqrqy939C1W1Mslvd/eXq+pDSV7U3efMuz64NcbtgT+d5IFjoLGwbGrrJNcu6g8Ay1JVbZ3kUxmmyv97ksO6e3VVnZLkWd194Tzrg1mqqq27+5rx5/3F3f2Fqto5w2zrzbr7h3MukRmxCwnL0UIH7t/P8OnzD5PskOQBSV6W5DHzKQuWTlX9QpKzqmqXJGu6+8vjXXdKcu78KoNbZ9HWkQ9Isqq7rxrDjGT45Pnlwgs2EfdK8oUk2yb5zhhe7J6hefmFc60MZmjcFv6xVfWiDEsIrxzHvtfdP0ryyqrada5FMjOWkLDsLGroc5skR3X32eOL2z2T/GKGXgCwbI1v8K7KMI3yjUnOrartMmwv9o1xyuVm3uSxMVr0c7tnhqadGV+wJsn9M4R0sCn4QobZpV9Mck5V3TVDc9vPzbUqmL3rMywTeVqSHTPsPrUqyalV9aMkv9Hdz51jfcyQJSQsS+M04t/KsK3Sy7r7vDmXBEticWPOqrp7kpcmuWuSS5Ncm+Qfu/tUAQYbu6raPskHklyS5J8yvHj9oyT/0t3HzbM2WCrjFvFPyhDe/XKSdyY5rrsvnmthMENVdVB3r6yqvZNsl6GB8yOT/EqS7yf5YHe/Z541MjsCDJaVRf0vHpOhgeGOGZp3XpvhE4q3dPe75lkjzMr4hu6zGfZA/3CSk7r7onFK8bbdfcFcC4QNbJwifHiGHRgOTfLnSf61u6+Za2EwY+NMuztlaGC7ZYb+Xv7Gs0moqj9M8oYkv5Oh190ZSc7r7tVzLYwlIcBgWVkUYPxtkrO7+63j+L2TPDXJVd199FyLhBmpqs0zbCn5qAzTiHfIsI3qpzLshX5Gd186vwrh1lnUdX7rJLtmeOF6myTf8rPNpqCqNu/uNVX16xkCuyszLI29MsPf+y/aQpjlrqp2S/KtJC/OEOLtlGH3qe+M4//Y3dfNrUBmSg8MlqtKco+quluSi7r73CRHzbkmmLnuvqCqrk3yngw7NHwnyfMybLV3fJIXLl5mAhuZzZKsyfAzfb8k+2fo9fK9qrowyQe6++y5VQcztqjP1yOSvCrJCRkalt8ryX5JLptTabBkFgXWfzsuG79Tkn2THJDkdsKL5U2AwbIyzr7YIcMnz3dPslWSS6vq4iTf7O5PzrVAmK2Fnha/l+Tp45ZiW2b4hGJ1hgAjGQI+AQYbnUVv3p6d4YXqx5KcmuEN3K8med+cSoMlUVVvzTDjYvcMu/Bcn2GG3UfH+7eZY3kwc4tmIe2X5MAkd0ny5SSnZ/g3QX+vZc42qiwbVXVgVd2hu7+f4Q3cMzL8MbtNkgdleIELy9Y4tb4yzL74raraobuv6+6rkjwuw2yMxbs4wEZnnFn3jfHmbbv777v7SePY1+ZXGcxWVd0mQ2C3fYYt4v+lqt5aVc+tqv2TpLuvnmOJsJSOzxBkX5UhyPiTDK9/7j7Popg9PTBYNqrq95P8a5InJLlnkvcnOa27vz02N9xBV242BeMbvNdkmFL8gwyfTFzZ3c+2fISNXVXdJcOL1f/I0MTt9CTfS/Lb3f3gOZYGM7WoB8xBGWbS3SbD3/l7J/mFJOd294vnWSPM0sLsi/H6id39xKraKcntktwxw8yk/7doth7LkACDZWP8tPn7VfXgJAdn+Mf8ThmS2W8mOXqcnQHL3tjQc/sMu/Cku08bxwUYbJSq6l5Jvtvd31o09sAkL8rQF+Md3f0v86oPZm3R1Pm/SfLO7v7cuGx2swxBxre6++vzrRJmp6pemuSPk5yUYanIy7v7vPlWxVITYLCsVNXOGboRfy3JLknukCHI2Lu7XzHP2mApVNXLMnwCcVWGjvRfSHJphs70mlqxURp7uXw0yRVJLsiws855SVZlWD111RzLg5kbt019TpJfy7Ak9tHdffqi+/86yeu7+8L5VAizNS6RTZJDkvx9htf322ToCfO+JO/t7tN9ULP8CTBYFqpqi+6+vqqem+S+3f2cRfftnKEj8VfnVyHMXlXdPcnJGdaB3ibDDKRdM/wD/0IBBhuzqrptkl9M8pDx8p8ZwuoLk5zT3R+YX3UwW+Obt50zNGV+XIZtUzdP8vkkZyd5TnfvO7cCYQlV1Ysz9IH5bIbG/U9I8vQkD+juz82xNJaAAINlp6pOSfLS7j5tXCf6PzKsh3vnnEuDmaiqzcYdeA5Lcp/u/ptxfJskeyXZqbtPnWuRcCtU1Zbdfd3Y3+XQ8bJ/kquTfDfJV7r7T+ZYIszUov4X+yX5zQwzkg5Lctvx8pnuftM8a4SlUlW3T/K7GZr0n57kNd29eq5FsWQEGGz0xvWff53k35J8Isndkvx2hk8nHpnkdUk+0N1Xzq1ImKFFL2zfmOSxSf53khO7+9tzLg02qDGg/kqGJs0/SvLwJB/q7g/PtTCYsUVB9SszTJ3/VoblVHfN8Obty3MtEGZsUQ+YBybZKsmXkjw0yR9lmIVxlA8rNw0CDDZ6VXWHJC/N8A/6igxTyn4pyQe7+5HjMdbDsexV1X9J8sQM24rdKUOId0GSFwnw2FhV1dZJturuq6rqn7r7CeP4bTLMwjgmyUMXN/eE5Wj8mT+/u/cYb98pwwc2ByY5srt/OM/6YClU1d8neUaSDyX5pyRbJHlqkjd19wnzrI2lIcBgWamqPZIclOEN3IFJ7pPkjd39v+daGCyxcXrlIUnu191/Ou964OdVVb+W5PgMn7btkuSY7n7teN+OSd7d3Q+bY4mwJBZtkf2nSc7q7uvH8fO7+x5zLQ6WSFXdM0MfmF9OcmaS/9PdV8y3KpaSAION3qLp8w9NckZ3Xzk2u9o1w6fQV5tayXK1aFrxXTI0sLprko9k+F24YK7FwQZSVSsyNPB8VIalgddlWEKyJsnbu/vVcywPlsS4E8kfZFg69YEMO07tnmR1d//hPGuDWVr0Wn+XJHsnuSzJtRle99w3Q7D90TmWyBISYLAsjMtIPtXd+4x/3F6aoUP9K7v7+/OtDmZnUYBxSpK3JHl5hqUjK5J8O8lTunvlPGuEDWl8E7dPfrobyWu6+xPzrQqWTlXdP0Pzws2TXJTk37r7O3MtCpZAVf1Gkodl+Ddg9yRfT3KvJKd09+/OszaWjgCDjdqiN29HJDmsu59eVS9J8qtJvpDkNt39/PlWCbM17jbyH919cFWd2t33q6pDkvxVkmd090X6wAAAG7Oq2irJNt39/araMsldMnxg+d3uvnq+1bFUNpt3AXBrdPePx6tbJ1ldVf+QZI/uPizDeukf3+jJsJEbl0olQyPDs6rqzuP41km+meT73X1RkggvAICNWXdfuzCzuruv6+6vdvelwotNyxbzLgA2kOOS/EmSa5K8bRz7zSRvnltFMGMLoUR3f6aqzssQ2H08w1KS7ZNcnvx067F51QkAABuCJSQsC1V1uwxrQbfs7kvHrcX+a5LXdvc1860OZqOq/jXJJ5O8p7u/Mo5tk+QpSS5N8oXuvnhhqdUcSwUAgFtNgMFGa+FT5ap6WIbZFr+b5C+7+8+raqfu/t58K4TZGRsZPjfJI5IcmmE3htOS/N8kJ3f3D+ZYHgAAbHACDDZaixp4fjDJHyV5RpLzuvsfqurNSU7t7n+cb5WwNKrqXkl+K8lhGQKN/+juB8+3KgAA2HA08WSjtWhK/JZJViU5MMlHxrG7JTl7HnXBUqiqLcavj6iqFd39pe7+/7r7l7t7iyS/N96/+VwLBQCADUSAwUZt3ELpHUmen2Sz7v5qVR2WZIfu/sx8q4PZ6e7rx6uvTbJ5DV5ZVa+pqnt095fHWUqadwIAsCwIMNiodfd1ST6UZPckd6iqdyU5Islr5loYzNDC9qnjspHLuvsbSZ6d5IAkFyf567FHjMadAAAsG7ZRZaNWVdXdFyU5sqrulmHpyBe7+7I5lwYz0z9tXnS7JBdU1f9KcnCSX0+yT5IHjQ1u7T4CAMCyYQYGG7Xu7nE3hiT5q+7+iPCCTUV3fzrJx5Jsl+Svu/vqJE/NsBtJktS8agMAgA3NDAw2alW1RXdfX1X3SXKvcaza9josU1W1bZI3dfd/rarfTnJSd79t0SHnJTllvG72BQAAy4ZtVFkWqup+Se7W3e8Y1/5rXMiyNO4qcpcklyd5X4bZFz9M8rkk/5rkE9197fwqBACA2RBgsNGqqkOSHJbk80nOzNDM8Jq5FgVLrKpun2S/JPdP8tgkZ3T3c81EAgBguRFgsFGqqjsmeX+Sc5LcNUMzw1UZwoz/tWiLSVi2FkKKqto7yYVJ1iS5bXf/QIABAMByo4knG5VFDTsfmGRldz+1u381ya8mOTbJdcILNgXjDiMLAcXfJtm2Bz9IbrBTCQAALAuaeLKx2jHJzlV1UJIvd/d3k5w455pgySxsj1pVB2To/3KV/i8AACxnAgw2Kgtv2pLcOUOI8ZwkX62qS5NcluSj3f2jedUHs7Roych+SVZ39yVJrkrywvEQu44AALBs6YHBRqmqdkiybZIDk+ybZPckWyV5vk+gWe6q6l+S/M/uPne8vWWS2yf59qKQDwAAlhUzMNhoLPr0eWEbyXtkaNp5coaf5d2EFyx3VbUiyS8shBcLw0n+JMl/T2IGEgAAy5IAg41JJekkr8+wXOSRSa5O8p8ZdiD5m/mVBktmRZILq2qPJN/q7usy7MTzS939I7uPAACwXNmFhI3GoqnxByd5dZLNk/y3JOdm6IlxzZxKgyVRVZXktCRnJDkqyQFV9dQkf5HkveNh/q4DALAseaHLRmF845aqOjDJVzPMukh3fy7JXyW5rLu/Or8KYfbGbVI7ySuTfCPJS5P8cpIPJ3nDeJgeGAAALEuWkLBRWDQl/rIMsy92TvK5qjosyT0zzMCAZa+q7p7k0CT/t7v/eu37LR8BAGC5sgsJG4Wq+q0kJyXZqrv/cxx7fIap8/+R5O3d/Zn5VQizU1Wbd/eaqvr9DM1r9x+/Xpnk/CTHdfd75lgiAADMnBkYTF5V3TbJnTI08Pz7qrokyXlJPtrdvzjX4mBpLCTNj0nyZ0m2T/KaJFsm+R9Jtkt+GnTMpUIAAJgxMzDYqFTVU5LcMcM2qjsmWZPkrO5+9VwLgxlbaODZ3YdU1alJfqe7L6iqNyb5i+6+ZM4lAgDATAkwmLyqen6SHZKcnOTz3f3jqtohyT5JDkiyurtPmmeNMGtVdZskhyT5XJI/TXJxkq8leX13r5hnbQAAsBQEGEzeOOvigCT3HofOT7IyySe6e9XcCoM5qaq7JXlVkm8l+Vh3n2D5CAAAy50Ag41CVe2Z5KgMMzHOzBBm3DvDriRP6O6r51cdzE5VVXd3Vd0ryX9PsnmSf07ywSRrhBYAAGwqNpt3AbA+VbX5ePVhGQK3305yTJJXZphK/2HhBcvZGF7cLsl7kpyeYdnI/0hyVpK7zbM2AABYSnYhYdIWfbp8myRXjWNXJrmyqs4bx2FZWph9kWEJ1Wnd/Q/jXX9RVc9I8pIkz5xbgQAAsIQEGGwsjk/yr1X1iSSfSnJpksOT/MVcq4LZ2izDTjt3TrJNVf1Khka2V2X4+92J7VMBANg06IHBRqWqHpZkvyQHJnltd396ziXBzFXVa5PcL8nqJJ/NEGj8Z5L/292fqarNuvvH86wRAABmTYDBZC28Kauqu2cILDbPsIzkK919/nyrg6VVVdtlCDH2S/JLSXZL8vUk5yX5m+6+Zo7lAQDAzAkwmKxFAca7M+w+cmmSHya5brwc291nz7NGWApVtUV3X19Vt0+yZXdfWlV3TvJrSe7R3X865xIBAGDm9MBgssbwYrMkO3X3Q5OkqvZJcp8MMzKumGd9sIQWkua/zLALySu7+5Ik/3d+JQEAwNISYDBJi9b03yfJdlX1oO7+eHd/JclXkvzLfCuEpbOoQec+Sf4++ekWw5p3AgCwqRBgMDnj1pELDQm3zdD34u+r6ktJvprki0k+0N2Xz6tGWCpj74sfjUHFC7r7nERwAQDApkcPDCapqn6hu7+86PZdkhyQYUbG/ZO8urs/NK/6YJYWtkWtqocneUySB2XoAfO+JKd29+lj0OcPOAAAmwwBBpNTVXdI8sYkT0jy0STvSvL/xjX/C1Pnq7uvn1+VMDuLGth+JslxSd6fIbh7aJJHJzmqu98qxAAAYFMiwGCyqmrLJH+U5FeTHJxhB5LPJHlLd588z9pg1sag7h+TvKi7v7fWfVt197UCDAAANiWbzbsAWNu480i6+7ru/qvufkR375zksCQXZwgzYFmqqhqv3jfJ3ZL8ZVXtXVU7jaFeuvva8avwAgCATYYZGExWVW2RZLPxk+anJTl+4Y0bLHdVde8kT88QYuyS5KIkFyT554VGngAAsCkRYDB5VXWbJJ/MMPOiF+1QApuEqto1yaFJfjPJO7r7I5aPAACwqbGNKpOyqHnhc5Lcvrv/MkNwcfG4K8Pmcy4RZq6qtklyeJK9Miz1+1qSTyX5oOUjAABsqvTAYKrunOTM8fq/J3nmHGuBJbHQ/yXJ45I8NkOA8dgMjWz/OclRcyoNAADmzgwMJmXR8pD/kuRRVbVdko9197fH+9fMrTiYvYUGnr+e5NUZfg++nuRVSY7N0APjJzOV5lEgAADMixkYTM44ff5tGfpePDrJm6vqhKr64/lWBrO1KKD7QZJvJNkvyWe6+wdJ1iT5zsKhcygPAADmShNPJquqdk5yuyQ7JfnFJFt29zFzLQpmZNwitcZdd3bt7tVV9bAk70jyhSQ7JvnV7v7RXAsFAIA5EWAwGQu7KlTV4zM0MNwlyfO6+2tVtWV3XzffCmF2qurhSS5OsjrJHZJ8q7u/U1V3z9DI9tzu/qLdRwAA2FTpgcFkjOHF1kn+MsnTkvxbku9V1Y5Jjq6qP+3u7861SJidrZN8K8lvJ/mVJOdW1TeTnJthOdUlid1HAADYdAkwmIRFnyr/UpLPJjkryVe6+4qqWpHkgcILlrPu/tckqaq3JjknyYEZZl48JEO/oj/MGGIAAMCmSIDBJCz6VPm6JBcleUuS08exhyX50jzqgqWwsKtIVd0lyX27+31JPjred9sMvS+EFwAAbNLsQsKkdPepSc5Mcvcku1TVPyR5fJI3zLMumLGF7VOflWHmRarqN6rqM0n+uLvfP7fKAABgIjTxZFKqauvuvqaqbp/ksCQ/zLD+/zvW/rNcLZqB8dEkT0+yQ5I/SfLuJL+e5Jju/vQcSwQAgLkzA4O5q6rNxq/3ydCs80tJXp3kB0n+o7tX56efUMOyM4YXmye5NENw8dYkx3X3u5PcM8nlydArZn5VAgDAfAkwmIKFN2VHJ/nPJL+V5OwMTQsvq6q/6u4fz6s4WArdvSbJHyT5eJJ/7u73V9W9k2zb3eePx5iFBADAJssSEiajqv4syTu7+ytrje/U3d+bT1UwW4uWj/xakqckuX2Sj2WYdVFJtujut1TV5mPIAQAAmyS7kDBXC9unjjstfCPJMeM2kl9LcmF3rxJesMwtpMh/m+R3k7wzw0ykXxrv+83xfrOQAADYpAkwmLfNkqxJ8rQkz0jyuST3SXJAkh9X1We7+51zrA9magzw7pTkB929sqp+2N1PrqpdMmwn/PWF4+ZaKAAAzJkAg3lb+FR51yQv7u7/qKp7JNkryX5Jvj23ymDp7JHklKq6a5LvVNXeSXbK0P/i+wszleZaIQAAzJkAg7la9KbsIRnW+//H2LDw/CQfsOsCm4LuPiPJGeOOPO9L8qYkmyf58HjIwkwlAADYZGniydxV1Q5J/j7Jg5Nsl+QzGd7Evae7L55nbbDUqmrLDFunfi/J6u6+2gwMAAAQYDBHixp4bpXkzkluk+RuSQ7K0Ljwq939G/OsEQAAgGkQYDA3i7aP/Mck2yY5PMkpSb6T5ONJTu7uS+dYIgAAABOx2bwLYNM1hhe3SXJodz8lyReT/GmSq5IclZ9uLwkAAMAmThNP5mLRmv77J/lCVe2Z5Jru/mxVnZvkrd39rbkWCQAAwGQIMJiLRQ0Jv5jklRm2U11dVf8nyfZJfjSn0gAAAJggPTCYjKo6MEMfjOuT/L/u/uycSwIAAGAiBBhMSlVt2d3XzbsOAAAApkWAAQAAAEyeXUgAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwCYvBp43QIAmzAvBACASaqqPavqS1X1+iSfS/LmqlpZVedU1Z8vOu7gqvp0VX2hqk6vqu2ravOqemVVnVFVX6yq35vfMwEANoQt5l0AAMB63CPJM7r7uVW1c3dfUVWbJzmlqn4xyXlJ3pXkSd19RlXtkORHSZ6V5MruPriqtk7yqar6UHd/fW7PBAC4VQQYAMCUfaO7PzNef2JVHZnh9ctuSe6dpJNc2t1nJEl3fz9JqurhSX6xqg4fz90xyT5JBBgAsJESYAAAU/bDJKmqvZL89yQHd/d3q+rYJNskqQwhxtoqyfO7+4NLVSgAMFt6YAAAG4MdMoQZV1bVHZM8chw/L8mdq+rgJBn7X2yR5INJnlNVW47jv1BVt51D3QDABmIGBgAwed39hao6M8k5Sb6W5FPj+LVV9aQkr62qbTP0v3hokn9MsmeSz1VVJVmd5PFzKB0A2ECqe12zLgEAAACmwxISAAAAYPIEGAAAAMDkCTAAAACAyRNgAAAAAJMnwAAAAAAmT4ABAAAATJ4AAwAAAJi8/x8GC4Cf9cHDZgAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1157,7 +1720,7 @@
},
{
"data": {
- "image/png": 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egAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0L0ZCxhVdUZV3VdV101YO6Wq7qqqa4avIya89/6qWlpVN1fVYRPWD6qqa4f3PlpVNaxvU1XnD+tXVtXCmfosAAAAwHjN5BkYZyY5fJL1j7TWDhi+/keSVNU+SY5Jsu+wz8erasth+08kOSHJXsPXmmMen+TB1tqeST6S5EMz9UEAAACA8ZqxgNFa+8ckD0xx8yOTnNdae6S1dluSpUkWV9UuSbZrrV3RWmtJzk7y+gn7nDW8/lySV685OwMAAACYXcZxD4x3VtX3hktMnj2s7ZbkzgnbLBvWdhter73+hH1aa6uSPJRkh8l+YVWdUFVLqmrJ8uXLp++TAAAAAJvEpg4Yn0jyy0kOSHJPkj8f1ic7c6KtZ319+zx5sbXTWmsHt9YO3mmnnZ7SwAAAAMD4bdKA0Vq7t7W2urX2eJK/SbJ4eGtZkt0nbLogyd3D+oJJ1p+wT1XNSTI/U79kBQAAAHga2aQBY7inxRq/mWTNE0ouSnLM8GSRRRndrPNbrbV7kqyoqkOH+1u8OcmFE/Z5y/D6qCSXDffJAAAAAGaZOTN14Ko6N8krkuxYVcuS/GmSV1TVARld6nF7kt9Pktba9VV1QZIbkqxKclJrbfVwqHdk9ESTbZNcPHwlyelJPlVVSzM68+KYmfosAAAAwHjNWMBorR07yfLp69n+1CSnTrK+JMkLJllfmeQNGzMjAAAA8PQwjqeQAAAAADwlAgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3Zuxx6jCTFp48pfGPQKbsds/+NpxjwAAAJsdZ2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANC9KQWMqnrpVNYAAAAAZsJUz8D46ymuAQAAAEy7Oet7s6penOQlSXaqqj+c8NZ2SbacycEAAAAA1lhvwEiydZJnDtvNm7D+cJKjZmooAAAAgInWGzBaa5cnubyqzmyt/XATzQQAAADwBBs6A2ONbarqtCQLJ+7TWnvVTAwFAAAAMNFUA8Znk3wyyd8mWT1z4wAAAAA82VQDxqrW2idmdBIAAACAdZjqY1S/UFUnVtUuVbX9mq8ZnQwAAABgMNUzMN4yfP83E9ZakudO7zgAAAAATzalgNFaWzTTgwAAAACsy5QCRlW9ebL11trZ0zsOAAAAwJNN9RKSQya8npvk1Um+k0TAAAAAAGbcVC8hedfEn6tqfpJPzchEAAAAAGuZ6lNI1vazJHtN5yAAAAAA6zLVe2B8IaOnjiTJlkmen+SCmRoKAAAAYKKp3gPjwxNer0ryw9bashmYBwAAAOBJpnQJSWvt8iQ3JZmX5NlJHp3JoQAAAAAmmlLAqKo3JvlWkjckeWOSK6vqqJkcDAAAAGCNqV5C8u+THNJauy9JqmqnJP8zyedmajAAAACANab6FJIt1sSLwf1PYV8AAACAjTLVMzAuqaovJzl3+PnoJP9jZkYCAAAAeKL1Boyq2jPJc1pr/6aq/nWSX0lSSa5Ics4mmA8AAABgg5eB/GWSFUnSWvu71tofttbem9HZF385s6MBAAAAjGwoYCxsrX1v7cXW2pIkC2dkIgAAAIC1bChgzF3Pe9tO5yAAAAAA67KhgHFVVf3e2otVdXySb8/MSAAAAABPtKGnkLwnyeer6k35P8Hi4CRbJ/nNGZwLAAAA4OfWGzBaa/cmeUlVvTLJC4blL7XWLpvxyQAAAAAGGzoDI0nSWvtqkq/O8CwAAAAAk9rQPTAAAAAAxk7AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAujdjAaOqzqiq+6rquglr21fVV6rq1uH7sye89/6qWlpVN1fVYRPWD6qqa4f3PlpVNaxvU1XnD+tXVtXCmfosAAAAwHjN5BkYZyY5fK21k5Nc2lrbK8mlw8+pqn2SHJNk32Gfj1fVlsM+n0hyQpK9hq81xzw+yYOttT2TfCTJh2bskwAAAABjNWMBo7X2j0keWGv5yCRnDa/PSvL6CevntdYeaa3dlmRpksVVtUuS7VprV7TWWpKz19pnzbE+l+TVa87OAAAAAGaXTX0PjOe01u5JkuH7zsP6bknunLDdsmFtt+H12utP2Ke1tirJQ0l2mOyXVtUJVbWkqpYsX758mj4KAAAAsKn0chPPyc6caOtZX98+T15s7bTW2sGttYN32mmnX3BEAAAAYFzmbOLfd29V7dJau2e4POS+YX1Zkt0nbLcgyd3D+oJJ1ifus6yq5iSZnydfsgIAAGwqp8wf9wRszk55aNwTMMM29RkYFyV5y/D6LUkunLB+zPBkkUUZ3azzW8NlJiuq6tDh/hZvXmufNcc6Ksllw30yAAAAgFlmxs7AqKpzk7wiyY5VtSzJnyb5YJILqur4JHckeUOStNaur6oLktyQZFWSk1prq4dDvSOjJ5psm+Ti4StJTk/yqapamtGZF8fM1GcBAAAAxmvGAkZr7dh1vPXqdWx/apJTJ1lfkuQFk6yvzBBAAAAAgNmtl5t4AgAAAKyTgAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RtLwKiq26vq2qq6pqqWDGvbV9VXqurW4fuzJ2z//qpaWlU3V9VhE9YPGo6ztKo+WlU1js8DAAAAzKxxnoHxytbaAa21g4efT05yaWttrySXDj+nqvZJckySfZMcnuTjVbXlsM8nkpyQZK/h6/BNOD8AAACwifR0CcmRSc4aXp+V5PUT1s9rrT3SWrstydIki6tqlyTbtdauaK21JGdP2AcAAACYRcYVMFqSf6iqb1fVCcPac1pr9yTJ8H3nYX23JHdO2HfZsLbb8Hrt9SepqhOqaklVLVm+fPk0fgwAAABgU5gzpt/70tba3VW1c5KvVNVN69l2svtatPWsP3mxtdOSnJYkBx988KTbAAAAAP0ayxkYrbW7h+/3Jfl8ksVJ7h0uC8nw/b5h82VJdp+w+4Ikdw/rCyZZBwAAAGaZTR4wquoZVTVvzeskr0lyXZKLkrxl2OwtSS4cXl+U5Jiq2qaqFmV0s85vDZeZrKiqQ4enj7x5wj4AAADALDKOS0iek+TzwxNP5yT5TGvtkqq6KskFVXV8kjuSvCFJWmvXV9UFSW5IsirJSa211cOx3pHkzCTbJrl4+AIAAABmmU0eMFprP0iy/yTr9yd59Tr2OTXJqZOsL0nygumeEQAAAOhLT49RBQAAAJiUgAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALo3Z9wDADztnDJ/3BOwOTvloXFPAAAwFs7AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAAAC6J2AAAAAA3RMwAAAAgO4JGAAAAED3BAwAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDuCRgAAABA9wQMAAAAoHsCBgAAANA9AQMAAADonoABAAAAdE/AAAAAALonYAAAAADdEzAAAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHTvaR8wqurwqrq5qpZW1cnjngcAAACYfk/rgFFVWyb5/5L8epJ9khxbVfuMdyoAAABguj2tA0aSxUmWttZ+0Fp7NMl5SY4c80wAAADANJsz7gE20m5J7pzw87IkL1p7o6o6IckJw48/qaqbN8FswCxVyY5JfjTuOdhMfaDGPQHAOvkzkrHyZ+Rsssdki0/3gDHZf0PbkxZaOy3JaTM/DrA5qKolrbWDxz0HAPTGn5HATHq6X0KyLMnuE35ekOTuMc0CAAAAzJCne8C4KsleVbWoqrZOckySi8Y8EwAAADDNntaXkLTWVlXVO5N8OcmWSc5orV0/5rGA2c8laQAwOX9GAjOmWnvSLSMAAAAAuvJ0v4QEAAAA2AwIGAAAAED3BAwAAACgewIGAAAwbaqqxj0DMDsJGAC/gKr6v6pq/3HPAQC9aWs9JUDQAKaLgAEwRVW15fD9d5KclOTyqnrvsLZnVc0d53wAMG5V9StV9emqOqWqtkmeHDQAflECBsDUPT58//0kn0nyD0luGNbek2TxGGYCgLFac4ZFVR2S5I+TXJfk2NbaI1X1oqo6cawDArOGgAEwRa21VlXzk8xprd2Y5LlJvj68/S+T3D6u2QBgjNZcIvKqJJck+WqSK4a1hUkOG8NMwCwkYAA8NSuTXFBVf5nkwdbaT6vqtUkebq3dMd7RAGAsasL3h5K8L8mFw9qL839iP8BGETAApmC4aec2rbVHknwxyS5JXlhV1yU5Kslfj3VAABiT1trq4eWHkxyY5FeS7FRV/zHJvkn+blyzAbNLuacOwIZV1alJfpbkjiRLktyWZMskeyRZ1lp7eIzjAcBYDPe9eEWS/9lau7qq5iU5PMm/yug+UZ9rrX1/jCMCs8iccQ8A0Luq2jajYLFzRv+y9JIkP01yV0Z/OZub5DtjGxAAxmdekr2TLK6qrZNcn+TSJO9aE/eraovW2uPrOQbAlDgDA+ApqKpdkixIsk9GN/FckOTW1toHxzoYAIxBVW2VUcTYMcmiJP8ioz8jn5XkGUne11q7emwDArOKgAGwARP/5aiqnptk64wuG/lJVT0nybattdvHOSMA9GJ4rOo/z+isxS+01n465pGAWULAAJiiqjo9ycNJFie5M6P7YSxN8unW2s/GORsAbGprAn9VLczoPhhvzOjSyiuSXNpa+/H4pgNmI08hAViP4V+R1tykbNckn00yP8lnkrwyyaHiBQCbqTWPT/1Aku2SrEjy/CR/nOTeqvqjcQ0GzE5u4gmwfpWkJfmXSS7J6IadV7fWLqqq7ZLsOc7hAGBcJjw+9YVJ3pHkN5K8Lck2Sd6d5EtjGg2YpZyBAbAeE+6afnOSyzO6IdmK4cyMlyV5bFyzAcC4VdVOSb6R5NGMzsJ4VpLbM7r/xQ/GNhgwKzkDA2AKWmtfGF5eU1VvzOheGJ9Pcvb4pgKAsftRkk8meTzJf0jyOxnFjEdba4+MczBg9nETT4B1qKpqrbWqekaSX8ro5p3LklzeWls13ukAYHyqasvW2uqqemuSQzN6fOqjSXZLcn6SD7qJJzDdBAyAdZjwl7MPZvSXsyUZ3QNjbkaXjny+tfYP45wRAMapqu5P8ltJ7k9yQJL9kxyZ5MjW2g1jHA2YhQQMgA2oqs9ndFrsrRndtHPXJPtk9Ii4q8c5GwCMS1Vtn+T/bq2dstb6M1trPxnPVMBsJmAArEdVbZnRndXvbq393YT1bTK6vtf/iAKwWamqLVprj1fVC5O8J6OndZ2d5N4ky5M84M9HYCYIGACTmPCXs4OS/FFGp8d+IcnXklzWWrt+nPMBwLhM+DPyixnd1HpVRjfx/Onw9bettVvGOSMwO3mMKsD6vS/JN5PskeSrSV6V5BtV9SdjnQoAxmSIF1sn+Wlr7bdba29OckqSr2QUMn48xvGAWcwZGADrUVWfTvLh1to1a61v11p7eDxTAcB4THhC10uTnJnkPyc50yUjwKYgYACsw3BzsrMzunHneUmuS/I9p8UCsLmrqn2SnJzkoCSrk/wgyTVJzmit3THG0YBZTMAAWIeqmp/khRldPvJLSXZOsmOSa1prHx7nbADQg6raIqPQ/+Ikv5nk4x4xDswUAQNgHaqqkizM6F+WViWZn+S5Se5trS0Z42gAALDZETAA1qGqPpzRvyg9N8kvJ/mnJPPc+wIAADY9TyEBmERVvSTJvkl+Ncmy1trPkrwoyYVjHQwAADZTAgbABMN9L5Jk/ySXJHl9ku8Oa/OTPDSGsQAAYLMnYAA80RnD00dWJJmX5J1J/r6qdk5yXEbPuAcAADYxAQNgUFU7ZnTTzkeSHJHkluH1nyT5WJIbM3qcKgAAsInNGfcAAB15LMn/SnJDkq2S/HmSY5M8K8mjrbXbxjcaAABs3jyFBGAtVfXXSX4po3te7JHRmRc3JzmjtXbtOGcDAIDNlYABsJaq2qa19sjwetskr0zy20k+1Vr78liHAwCAzZSAAQAAAHTPTTwBAACA7gkYAAAAQPcEDAAAAKB7AgYAAADQPQEDAAAA6J6AAQAAAHRPwAAAulZVz6iqL1XVd6vquqo6uqoOqqrLq+rbVfXlqtqlquZX1c1V9bxhv3Or6vfGPT8AMD3mjHsAAIANODzJ3a211yZJVc1PcnGSI1try6vq6CSnttaOq6p3Jjmzqv4qybNba38zvrEBgOlUrbVxzwAAsE5V9c+TfDnJBUm+mOTBJN9M8oNhky2T3NNae82w/WlJfivJ/q21ZZt+YgBgJjgDAwDoWmvtlqo6KMkRSf4syVeSXN9ae/Ha21bVFkmen+SfkmyfRMAAgFnCPTAAgK5V1a5JftZa+3SSDyd5UZKdqurFw/tbVdW+w+bvTXJjkmOTnFFVW41jZgBg+jkDAwDo3X5J/t+qejzJY0nekWRVko8O98OYk+Qvq+qxJG9Psri1tqKq/jHJnyT50zHNDQBMI/fAAAAAALrnEhIAAACgewIGAAAA0D0BAwAAAOiegAEAAAB0T8AAAAAAuidgAAAAAN0TMAAAAIDu/f8uMUSN4sg/MQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1178,7 +1741,7 @@
},
{
"data": {
- "image/png": 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AAAAWzamnnpqDDjooP//zP58ddtghRx99dN7znvds9nUFGAAAAMCiueiii7L//vv/5PmKFSty0UUXbfZ1BRgAAADAounu67VV1WZfV4ABAAAALJoVK1bkwgsv/Mnz1atXZ999993s6wowAAAAgEVz+OGH56tf/WrOP//8/PCHP8xb3vKW/Pqv//pmX9c2qgAAALBMbeq2p4tpu+22yyte8Yo85CEPydq1a/O0pz0thxxyyOZfdxFqAwAAAPiJhz/84Xn4wx++qNc0hQQAAAAYngADAAAAGJ4AAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABiebVQBAABguXrhbot8ve/e6ClPe9rT8i//8i/Ze++9c/bZZy/aWxuBAQAAACyapzzlKfnABz6w6NcVYAAAAACL5n73u1/22GOPRb+uAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAYnm1UAQAAYLnahG1PF9vjH//4fOITn8i3v/3trFixIi960YtyzDHHbPZ1BRgAAADAonnzm9+8JNc1hQQAAAAYngADAAAAGJ4AAwAAAJaJ7p53CZvsptYqwAAAAIBlYKeddsrll1++VYQY3Z3LL788O+200yb3sYgnAAAALAMrVqzI6tWrc9lll827lE2y0047ZcWKFZt8vgADAAAAloHtt98+Bx544LzLWDKmkAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMNbsgCjqvavqo9X1Rer6pyqeu7UvkdVfbiqvjp93X1BnxdU1XlV9eWqesiC9ntU1VnTay+vqprad6yqt07tp1TVAUt1PwAAAMD8LOUIjDVJ/qC775zkXkmeWVV3SfL8JB/t7oOTfHR6num1o5MckuShSV5ZVdtO13pVkmOTHDw9Hjq1H5Pkyu4+KMlLk7x4Ce8HAAAAmJMlCzC6+5Lu/vx0fHWSLybZL8mjk7xhOu0NSY6cjh+d5C3dfW13n5/kvCRHVNU+SXbt7pO7u5OcsF6fddd6R5IHrRudAQAAACwfW2QNjGlqx92TnJLkdt19STILOZLsPZ22X5ILF3RbPbXtNx2v336dPt29Jsl3k+y5gfc/tqpWVdWqyy67bJHuCgAAANhSljzAqKpbJ3lnkud191UbO3UDbb2R9o31uW5D92u6e2V3r9xrr71urGQAAABgMEsaYFTV9pmFF2/s7ndNzd+apoVk+nrp1L46yf4Luq9IcvHUvmID7dfpU1XbJdktyRWLfycAAADAPC3lLiSV5HVJvtjdL1nw0nuTPHk6fnKS9yxoP3raWeTAzBbrPHWaZnJ1Vd1ruuaT1uuz7lpHJfnYtE4GAAAAsIxst4TXvk+SJyY5q6rOmNr+OMlfJnlbVR2T5JtJHpMk3X1OVb0tybmZ7WDyzO5eO/X73STHJ9k5yUnTI5kFJCdW1XmZjbw4egnvBwAAAJiTJQswuvsz2fAaFUnyoBvoc1yS4zbQvirJXTfQfk2mAAQAAABYvrbILiQAAAAAm0OAAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxvyQKMqnp9VV1aVWcvaHthVV1UVWdMj4cveO0FVXVeVX25qh6yoP0eVXXW9NrLq6qm9h2r6q1T+ylVdcBS3QsAAAAwX0s5AuP4JA/dQPtLu/uw6fH+JKmquyQ5OskhU59XVtW20/mvSnJskoOnx7prHpPkyu4+KMlLk7x4qW4EAAAAmK8lCzC6+1NJrtjE0x+d5C3dfW13n5/kvCRHVNU+SXbt7pO7u5OckOTIBX3eMB2/I8mD1o3OAAAAAJaXeayB8ayqOnOaYrL71LZfkgsXnLN6attvOl6//Tp9untNku8m2XNDb1hVx1bVqqpaddllly3enQAAAABbxJYOMF6V5A5JDktySZK/mdo3NHKiN9K+sT7Xb+x+TXev7O6Ve+21100qGAAAAJi/LRpgdPe3unttd/84yWuTHDG9tDrJ/gtOXZHk4ql9xQbar9OnqrZLsls2fcoKAAAAsBXZogHGtKbFOr+RZN0OJe9NcvS0s8iBmS3WeWp3X5Lk6qq617S+xZOSvGdBnydPx0cl+di0TgYAAACwzGy3VBeuqjcnuX+S21bV6iR/nuT+VXVYZlM9Lkjy20nS3edU1duSnJtkTZJndvfa6VK/m9mOJjsnOWl6JMnrkpxYVedlNvLi6KW6FwAAAGC+lizA6O7Hb6D5dRs5/7gkx22gfVWSu26g/Zokj9mcGgEAAICtwzx2IQEAAAC4SQQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8DYpwKiq+2xKGwAAAMBS2NQRGH+7iW0AAAAAi267jb1YVb+U5N5J9qqq31/w0q5Jtl3KwgAAAADW2WiAkWSHJLeezttlQftVSY5aqqIAAAAAFtpogNHdn0zyyao6vru/sYVqAgAAALiOGxuBsc6OVfWaJAcs7NPdD1yKogAAAAAW2tQA4+1JXp3kH5KsXbpyAAAAAK5vUwOMNd39qiWtBAAAAOAGbOo2qv9cVc+oqn2qao91jyWtDAAAAGCyqSMwnjx9/aMFbZ3k5xe3HAAAAIDr26QAo7sPXOpCAAAAAG7IJgUYVfWkDbV39wmLWw4AAADA9W3qFJLDFxzvlORBST6fRIABAAAALLlNnULy7IXPq2q3JCcuSUUAAAAA69nUXUjW9x9JDl7MQgAAAABuyKaugfHPme06kiTbJrlzkrctVVEAAAAAC23qGhh/veB4TZJvdPfqJagHAAAA4Ho2aQpJd38yyZeS7JJk9yQ/XMqiAAAAABbapACjqh6b5NQkj0ny2CSnVNVRS1kYAAAAwDqbOoXkvyc5vLsvTZKq2ivJR5K8Y6kKAwAAAFhnU3ch2WZdeDG5/Cb0BQAAANgsmzoC4wNV9cEkb56ePy7J+5emJAAAAIDr2miAUVUHJbldd/9RVf3nJL+cpJKcnOSNW6A+AAAAgBudBvJ/k1ydJN39ru7+/e7+vcxGX/zfpS0NAAAAYObGAowDuvvM9Ru7e1WSA5akIgAAAID13FiAsdNGXtt5MQsBAAAAuCE3FmCcVlW/tX5jVR2T5HNLUxIAAADAdd3YLiTPS/LuqnpCfhpYrEyyQ5LfWMK6AAAAAH5iowFGd38ryb2r6gFJ7jo1v6+7P7bklQEAAABMbmwERpKkuz+e5ONLXAsAAADABt3YGhgAAAAAcyfAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGt2QBRlW9vqouraqzF7TtUVUfrqqvTl93X/DaC6rqvKr6clU9ZEH7ParqrOm1l1dVTe07VtVbp/ZTquqApboXAAAAYL6WcgTG8Ukeul7b85N8tLsPTvLR6Xmq6i5Jjk5yyNTnlVW17dTnVUmOTXLw9Fh3zWOSXNndByV5aZIXL9mdAAAAAHO1ZAFGd38qyRXrNT86yRum4zckOXJB+1u6+9ruPj/JeUmOqKp9kuza3Sd3dyc5Yb0+6671jiQPWjc6AwAAAFhetvQaGLfr7kuSZPq699S+X5ILF5y3emrbbzpev/06fbp7TZLvJtlzySoHAAAA5maURTw3NHKiN9K+sT7Xv3jVsVW1qqpWXXbZZTezRAAAAGBetnSA8a1pWkimr5dO7auT7L/gvBVJLp7aV2yg/Tp9qmq7JLvl+lNWkiTd/ZruXtndK/faa69FuhUAAABgS9nSAcZ7kzx5On5ykvcsaD962lnkwMwW6zx1mmZydVXda1rf4knr9Vl3raOSfGxaJwMAAABYZrZbqgtX1ZuT3D/JbatqdZI/T/KXSd5WVcck+WaSxyRJd59TVW9Lcm6SNUme2d1rp0v9bmY7muyc5KTpkSSvS3JiVZ2X2ciLo5fqXgAAAID5WrIAo7sffwMvPegGzj8uyXEbaF+V5K4baL8mUwACAAAALG+jLOIJAAAAcIMEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8LabdwEAMIoDnv++eZfAzXDBXz5i3iUAAFuAERgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPC2m3cBAACb5YW7zbsCbo4XfnfeFQCwlTECAwAAABieAAMAAAAYnikksNwZWr11MrQaAACuwwgMAAAAYHgCDAAAAGB4AgwAAABgeAIMAAAAYHgCDAAAAGB4AgwAAABgeAIMAAAAYHhzCTCq6oKqOquqzqiqVVPbHlX14ar66vR19wXnv6CqzquqL1fVQxa032O6znlV9fKqqnncDwAAALC05jkC4wHdfVh3r5yePz/JR7v74CQfnZ6nqu6S5OgkhyR5aJJXVtW2U59XJTk2ycHT46FbsH4AAABgCxlpCsmjk7xhOn5DkiMXtL+lu6/t7vOTnJfkiKraJ8mu3X1yd3eSExb0AQAAAJaReQUYneRDVfW5qjp2artdd1+SJNPXvaf2/ZJcuKDv6qltv+l4/fbrqapjq2pVVa267LLLFvE2AAAAgC1huzm97326++Kq2jvJh6vqSxs5d0PrWvRG2q/f2P2aJK9JkpUrV27wHAAAAGBccxmB0d0XT18vTfLuJEck+dY0LSTT10un01cn2X9B9xVJLp7aV2ygHQAAAFhmtniAUVW3qqpd1h0neXCSs5O8N8mTp9OenOQ90/F7kxxdVTtW1YGZLdZ56jTN5Oqqute0+8iTFvQBAAAAlpF5TCG5XZJ3TzuebpfkTd39gao6LcnbquqYJN9M8pgk6e5zquptSc5NsibJM7t77XSt301yfJKdk5w0PQAAAIBlZosHGN399SR320D75UkedAN9jkty3AbaVyW562LXCAAAAIxlpG1UAQAAADZIgAEAAAAMb17bqAIAAFvYAc9/37xL4Ga44C8fMe8SYAhGYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADD227eBQAAALARL9xt3hVwc7zwu/OuYNkxAgMAAAAYngADAAAAGJ4AAwAAABjeVh9gVNVDq+rLVXVeVT1/3vUAAAAAi2+rDjCqatskf5fkYUnukuTxVXWX+VYFAAAALLatOsBIckSS87r76939wyRvSfLoOdcEAAAALLKtfRvV/ZJcuOD56iT3XP+kqjo2ybHT0+9V1Ze3QG0whEpum+Tb866Dm+hFNe8KYKvh59xWys852GR+zm2l/JzbHLffUOPWHmBs6L+Ivl5D92uSvGbpy4HxVNWq7l457zoAloqfc8By5+cczGztU0hWJ9l/wfMVSS6eUy0AAADAEtnaA4zTkhxcVQdW1Q5Jjk7y3jnXBAAAACyyrXoKSXevqapnJflgkm2TvL67z5lzWTAa06eA5c7POWC583MOklT39ZaMAAAAABjK1j6FBAAAALgFEGAAAAAAwxNgAAAAAMMTYAAAAAymqmr6epv12+CWSoABtyBVtX1VbTvvOgA2V1VtM329bVU9uKruXFW3nnddAIulf7rbwjOr6jHrtcEtkl1I4Bagqu6X5DeT7Jrkf3T31+dcEsCiqKo3JTkgyV5JrkhyVpLTk5zQ3VfPsTSAzTaNuPj1JI9NsnOSNyU5qbu/P9fCYE6MwIBlbvor5UuSfDLJI5NcVVW7VtWfVtVu860O4Karqu2nr7dOctfuvnd3H5zkmCTnJjkyyQ7zqxBg8yyYKrJLkg9l9vPtY0mem+SvqurQedUG8yTAgOXvPkm+0t3vSvKl7v52ktskeVx3f3eulQHcPIdX1V9k9gv9OVV1h6ratrvP7u6XdPevdffl8y4SYDOsCzCekeTzSV6d5Ookpyb5nSRPmU9ZMF/bzbsAYMntmOT8qnp5ks9NbfdM8qUkmX7pXzuv4gBuhp/J7HeY/ZPsmeRvknykqv49yUVJzjS8GtiadfePp8PvJPn3JAcm+UaS1yZ5QZKd5lMZzJc1MGAZq6ptuvvHVfWkJM9J8qkkP0ryi0le0d3vE2AAW6uqulWSFUmOSHLHzIZa3ybJcd39lTmWBrBopukkhya5a5IfdPe751wSzI0AA5axaceRbbv7h1V19ySPTnJZko8kOb+7fzjXAgFuoqqq7u6q2juzueDvT3Jud19ZVXsmObS7PzHXIgE2w4Kfc7+c5FFJfjazERg7JVmZ5P3d/ch51gjzYgoJLG/3T/Kmqvpgks8keX13f3O+JQFslkrSSQ5K8pAk98tsceLLk3w6yWerarska203CGyNFvzs6iRnZLY48W6ZjTR7ZZIz51MZzJ8RGLCMVdXRSR6a5NuZ/Y/vvpnNpfxUkld29wVzKw7gZlg37a2qXp3kC5n9cv8fSZ6Z2Xaq30pyYnd/aN1fMedWLMBmqKodkhyW2fap5/sjFAgwYFmrqlVJHtvdX5+2U/3PSR6Q2Q5EX0nyt929Zp41AtwcVfW17r7DgufbJ3lVZoHGQ5M8t7u/NqfyAG6WBdNH7pTkz5PcLcnJmS3KviqzNcz87sYtlm1UYZmqqt2TfD/JtclsNevufkeSg5O8NMkTMlu9H2CrMq3v89aqemNV3XuaMrJTkvt39yuS3D7JxXMtEuDmWffvs6cl+Up33yXJHyV5R2bh7OHzKgxGYA0MWKamBe2OT/JvVfXRzOaG75nkx0kuSLJjd39rfhUC3DTTIp3f7e41VfXSzH6pf05mf6G8LMlfV9UvJLmsu38wx1IBbq5126fumNmUuHT3FUn+qaoektkinifPqTaYO1NIYBlaOO97+mX+IdPj1CT/kOSQJL/S3X8yvyoBbpqq+v3MFrA7Isl3k1ye2dapVyVJd19UVfdOslt3nzS3QgE2wzTt915J/izJe5Ocl9nIsqckeUp3f3V+1cF8CTBgmaqqg5PcObMV+y/q7lULXluR5Jru/va86gO4KaZpIw/o7o9U1YlJrklyYZJLkqzObMrIWd39441cBmBYVfVzSa7o7u9Nzw9L8tTMFvFMkk9095vmVB4MQYABy1BVHZrkrzL7q+QvZLbo0+5JTu/u/znP2gA2R1VVkhVJHpvZVqo7Jtk2yTe7+0/nWRvA5qiqY5K8PLOpvh/JbEelVRvtBLcwFvGE5emxSf45yQlJvpzk+CQ/m2mY9fSXTICtRlXtNB3+SWY/0/ZPclGSr2U2leTL03l+twG2St39uu6+VWbb3n8iyZ9V1ZVV9bGq+quq2m2+FcL8WcQTlqe9krwts2GH7+7uz1TVxzMFGEkMvQK2Kt19zXT4wCR/muSKzHZV2i+zdTDOWHfqFi8OYBFNi3a+O8m7p1FnP5fk1zObFgy3aAIMWGam0RXvzewvk59O8ntVdbskj0zyxOk0v+ADW42qun2SFyX5UGZDq0/r7muTnDu9vndmozDS5sYCy8j0M+0bSf523rXACAQYsPysTLJPd19RVe/PbJj1Lyd5RXeflfgFH9jqrM1sxMVvJDk8ydeq6g1JPpzkU9196fRXSgBgGbOIJywzVfWkJLt398uqahsr8gPLxbS+xc9mFsreO8kvZrbb0p9192vnWRsAsPQEGLDMVNVJmU0Rea59woHlrKq2y2ynpSu7+xKhLQAsb1bqhmVk+uvkJ5P8TJKzqurrVfWaqnrknEsDWHTdvaa7z+3uS6bnwgsAWMaMwIBlrKrum9mWqnfs7gdXVVn/AgAA2BoJMGAZqaqHZTYnfGWSv+nuf5tzSQAAAIvCFBJYXl6Q2fap/ynJ1UlSVS+oqn3nWhUAAMBmEmDAMlFVB2e2Q+o/Jrmiu8+pqh2SPDXJlfOtDgAAYPMIMGD5qCSfq6r/neSbU9s9klzU3T+YFvgEAADYKlkDA5aRqnpgkv+R5ILMtlK9VZL3dPfxVbVtd6+dZ30AAAA3lwADlomq+rMkr02yS5IHJPl+knOSfMHWggAAwNZOgAHLQFXtkuRPMgsvTuzuk+dcEgAAwKISYMAyUVUrkjw5yX2T/FOSf+juNXMtCgAAYJEIMGCZqar7Jnlikn2S/GF3f3nOJQEAAGy27eZdALB5qmq7JP8ryd2TfC6zxTt/LcntkvxoOqdaWgkAAGzFjMCArVxV/VySBya5MMnKJKclOTfJHt197jxrAwAAWCxGYMDWb/8k90+yY5JTk+yeZI8kX59jTQAAAIvKCAzYylXVF5Ick+TNSVYluVeSHyf5z939hXnWBgAAsFi2mXcBwM1XVfskuaq7VyX5Xnc/PsnhSc5Jcv5ciwMAAFhEppDA1m1Fko9V1e2TfLuqDkqyW5Kduvsqi3cCAADLhQADtmLdfVqS06pqmyTvS/LaJNsm+fB0yjZJ1s6pPAAAgEVjDQxYJqpq+yR3SvKdJJd19zVGYAAAAMuFAAMAAAAYnkU8AQAAgOEJMAAAAIDhCTAAAACA4QkwAIBNUlUHVNXZ865jRFX1wqr6w3nXAQDLmQADAJibqtoiW7pX1bZb4n0AgKUjwAAAboptq+q1VXVOVX2oqnauqsOq6t+q6syqendV7Z4kVfWJqlo5Hd+2qi6Yjp9SVW+vqn9O8qGq2qeqPlVVZ1TV2VV13/XfdOrznqr6QFV9uar+fMFr/19VnTr1//t1YUVVfa+q/qKqTknySwvOP6Kq3jUdP7qqflBVO1TVTlX19an9DtN7fa6qPl1Vd5ra96qqd1bVadPjPhuo9beq6qSq2nnRPnUAQIABANwkByf5u+4+JMl3kvxmkhOS/Lfu/sUkZyX58xvu/hO/lOTJ3f3AJP8lyQe7+7Akd0tyxg30OSLJE5IcluQxVbWyqu6c5HFJ7jP1XzudkyS3SnJ2d9+zuz+z4DqfT3L36fi+Sc5OcniSeyY5ZWp/TZJnd/c9kvxhkldO7S9L8tLuPny6939YWGBVPSvJo5Ic2d0/2ITPAQDYRFtk2CYAsGyc391nTMefS3KHJLfp7k9ObW9I8vZNuM6Hu/uK6fi0JK+vqu2T/NOC62+oz+VJMo2g+OUka5LcI8lpVZUkOye5dDp/bZJ3rn+R7l5TVedN4ccRSV6S5H5Jtk3y6aq6dZJ7J3n7dM0k2XH6+qtJ7rKgfdeq2mU6fmKS1ZmFFz/ahM8AALgJBBgAwE1x7YLjtUlus5Fz1+Snoz13Wu+176876O5PVdX9kjwiyYlV9VdJrs5PR3I8fd2p612jk1SSN3T3Czbw/td099okqaoPJrldklXd/fQkn07ysCQ/SvKRJMdnFmD84VTzd6YRHevbJskvrT+6Ygo0zs5sdMiKJOdvoC8AsBlMIQEANsd3k1y5YN2KJyZZNxrjgsxGRyTJUTd0gaq6fZJLu/u1SV6X5D9197u7+7DpsWo69deqao9pbYkjk/xrko8mOaqq9p6utcd0vevo7odM11oXhnwqyfOSnNzdlyXZM8mdkpzT3VclOb+qHjNds6rqblO/DyV51oLaD1vwNqcn+e0k762qfW/ofgGAm0eAAQBsricn+auqOjOzEQh/MbX/dZLfrarPJrntRvrfP8kZVXV6ZutKvOwGzvtMkhMzWyPjnd29qrvPTfInmS0GemaSDyfZZxNqPiWzERmfmp6fmeTM7l43yuMJSY6pqi8kOSfJo6f25yRZOS1Yem6S31l40WmtjT9M8r6q2tg9AwA3Uf30/9MAAGOqqqckWdndz7qxcwGA5ckIDAAAAGB4RmAAAAAAwzMCAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAY3v8Dq831iiLNnzEAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1199,7 +1762,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
@@ -1232,7 +1795,6 @@
},
{
"cell_type": "markdown",
- "id": "44ec66a6",
"metadata": {},
"source": [
"We can observe following observations about categorical features from the following dataset that we have cleaned "
@@ -1240,7 +1802,6 @@
},
{
"cell_type": "markdown",
- "id": "395453da",
"metadata": {},
"source": [
"1) Working class - \n",
@@ -1250,7 +1811,6 @@
},
{
"cell_type": "markdown",
- "id": "dc09b491",
"metadata": {},
"source": [
"2) Education - \n",
@@ -1260,7 +1820,6 @@
},
{
"cell_type": "markdown",
- "id": "6ab03d8a",
"metadata": {},
"source": [
"3) Maritial Status - \n",
@@ -1270,7 +1829,6 @@
},
{
"cell_type": "markdown",
- "id": "ad51ba4f",
"metadata": {},
"source": [
"4) Occupation\n",
@@ -1280,7 +1838,6 @@
},
{
"cell_type": "markdown",
- "id": "66f5d265",
"metadata": {},
"source": [
"5) Relationship\n",
@@ -1290,7 +1847,6 @@
},
{
"cell_type": "markdown",
- "id": "48c49d99",
"metadata": {},
"source": [
"6) Race\n",
@@ -1300,7 +1856,6 @@
},
{
"cell_type": "markdown",
- "id": "9bffb29a",
"metadata": {},
"source": [
"7) Sex\n",
@@ -1310,7 +1865,6 @@
},
{
"cell_type": "markdown",
- "id": "207d23c1",
"metadata": {},
"source": [
"8) Hours-per-week\n",
@@ -1320,7 +1874,6 @@
},
{
"cell_type": "markdown",
- "id": "f60b8ef5",
"metadata": {},
"source": [
"9) Native Country\n",
@@ -1330,7 +1883,6 @@
},
{
"cell_type": "markdown",
- "id": "b5b84212",
"metadata": {},
"source": [
"Now as we can see there are alot of countries in the dataset which might cause inefficiency and problems in the ILP model we can group these countries into Regions\n",
@@ -1339,7 +1891,6 @@
},
{
"cell_type": "markdown",
- "id": "dc5822ba",
"metadata": {},
"source": [
"### Grouping countries by continents"
@@ -1347,88 +1898,111 @@
},
{
"cell_type": "code",
- "execution_count": 45,
- "id": "1dcf13e6",
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "region \n",
- "North America 44221\n",
- "Latin America 1888\n",
- "Other 972\n",
- "Asia 922\n",
- "Europe 780\n",
- "Middle East 59\n",
- "dtype: int64\n",
- " age workclass education marital-status occupation \\\n",
- "0 middle state-gov bachelors never-married adm-clerical \n",
- "1 middle self-emp-not-inc bachelors married-civ-spouse exec-managerial \n",
- "2 middle private hs-grad divorced handlers-cleaners \n",
- "3 middle private 11th married-civ-spouse handlers-cleaners \n",
- "4 young private bachelors married-civ-spouse prof-specialty \n",
- "\n",
- " relationship race sex hours-per-week income region \n",
- "0 not-in-family white male average 0 North America \n",
- "1 husband white male low 0 North America \n",
- "2 not-in-family white male average 0 North America \n",
- "3 husband black male average 0 North America \n",
- "4 wife black female average 0 Latin America \n"
+ "✅ Region column successfully created and native_country dropped.\n"
]
}
],
"source": [
- "# Normalize native-country column\n",
- "df['native-country'] = df['native-country'].astype(str).str.strip().str.replace('_', '-').str.title()\n",
- "\n",
- "# Replace missing with 'Unknown'\n",
- "df['native-country'] = df['native-country'].fillna('unknown')\n",
+ "# Only rename if needed\n",
+ "if 'native-country' in df.columns and 'native_country' not in df.columns:\n",
+ " df.rename(columns={'native-country': 'native_country'}, inplace=True)\n",
"\n",
- "# Country-to-region mapping function\n",
- "def map_country_to_region(country):\n",
- " north_america = ['United-States', 'Canada', 'Puerto-Rico', 'Outlying-Us(Guam-Usvi-Etc)']\n",
- " latin_america = ['Mexico', 'Cuba', 'Jamaica', 'Honduras', 'El-Salvador',\n",
- " 'Columbia', 'Guatemala', 'Nicaragua', 'Dominican-Republic',\n",
- " 'Trinadad&Tobago', 'Ecuador', 'Haiti', 'Peru']\n",
- " asia = ['India', 'China', 'Japan', 'Vietnam', 'Philippines', 'Thailand', 'Cambodia', 'Laos', 'Taiwan', 'Hong']\n",
- " europe = ['England', 'Germany', 'Italy', 'Poland', 'Portugal', 'France', 'Greece', 'Ireland', 'Hungary',\n",
- " 'Scotland', 'Yugoslavia', 'Holand-Netherlands']\n",
- " middle_east = ['Iran']\n",
- " africa = ['South-Africa', 'Egypt']\n",
+ "# Only run mapping if region not already created\n",
+ "if 'native_country' in df.columns and 'region' not in df.columns:\n",
+ " df['native_country'] = (\n",
+ " df['native_country']\n",
+ " .astype(str)\n",
+ " .str.strip()\n",
+ " .str.replace('-', '_')\n",
+ " .str.lower()\n",
+ " )\n",
"\n",
- " if country in north_america:\n",
- " return 'North America'\n",
- " elif country in latin_america:\n",
- " return 'Latin America'\n",
- " elif country in asia:\n",
- " return 'Asia'\n",
- " elif country in europe:\n",
- " return 'Europe'\n",
- " elif country in middle_east:\n",
- " return 'Middle East'\n",
- " elif country in africa:\n",
- " return 'Africa'\n",
- " elif country == 'unknown':\n",
- " return 'unknown'\n",
- " else:\n",
- " return 'Other'\n",
- "\n",
- "# Apply mapping\n",
- "df['region'] = df['native-country'].apply(map_country_to_region)\n",
+ " def map_country_to_region(country):\n",
+ " north_america = ['united_states', 'canada', 'puerto_rico', 'outlying_usguamusvietc']\n",
+ " latin_america = ['mexico', 'cuba', 'jamaica', 'honduras', 'el_salvador',\n",
+ " 'columbia', 'guatemala', 'nicaragua', 'dominican_republic',\n",
+ " 'trinadadtobago', 'ecuador', 'haiti', 'peru']\n",
+ " asia = ['india', 'china', 'japan', 'vietnam', 'philippines', 'thailand',\n",
+ " 'cambodia', 'laos', 'taiwan', 'hong']\n",
+ " europe = ['england', 'germany', 'italy', 'poland', 'portugal', 'france', 'greece',\n",
+ " 'ireland', 'hungary', 'scotland', 'yugoslavia', 'holand_netherlands']\n",
+ " middle_east = ['iran']\n",
+ " africa = ['south_africa', 'egypt']\n",
"\n",
- "# Optional: Drop original column\n",
- "df.drop(['native-country'], axis=1, inplace=True)\n",
+ " if country in north_america:\n",
+ " return 'north_america'\n",
+ " elif country in latin_america:\n",
+ " return 'latin_america'\n",
+ " elif country in asia:\n",
+ " return 'asia'\n",
+ " elif country in europe:\n",
+ " return 'europe'\n",
+ " elif country in middle_east:\n",
+ " return 'middle_east'\n",
+ " elif country in africa:\n",
+ " return 'africa'\n",
+ " elif country == 'unknown':\n",
+ " return 'unknown'\n",
+ " else:\n",
+ " return 'other'\n",
"\n",
- "# Preview dataset\n",
- "print(df[['region']].value_counts())\n",
- "print(df.head())\n"
+ " df['region'] = df['native_country'].apply(map_country_to_region)\n",
+ " df.drop(columns=['native_country'], inplace=True)\n",
+ " print(\"✅ Region column successfully created and native_country dropped.\")\n",
+ "else:\n",
+ " print(\"✅ Region column already exists. Skipping mapping.\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['age', 'workclass', 'education', 'marital-status', 'occupation', 'relationship', 'race', 'sex', 'hours-per-week', 'income', 'region']\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df.columns.tolist())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "north_america 44198\n",
+ "latin_america 1861\n",
+ "asia 922\n",
+ "unknown 857\n",
+ "europe 780\n",
+ "other 165\n",
+ "middle_east 59\n",
+ "Name: region, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df['region'].value_counts())"
]
},
{
"cell_type": "markdown",
- "id": "34450376",
"metadata": {},
"source": [
"### Replacing '-' with an underscore to help the ILP model "
@@ -1436,8 +2010,7 @@
},
{
"cell_type": "code",
- "execution_count": 46,
- "id": "031983f3",
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
@@ -1450,7 +2023,6 @@
},
{
"cell_type": "markdown",
- "id": "53838188",
"metadata": {},
"source": [
"### Taking a random sample of 500 rows to feed into the ILP model\n"
@@ -1458,7 +2030,6 @@
},
{
"cell_type": "markdown",
- "id": "d6409f5b",
"metadata": {},
"source": [
"We would have to cut short the dataset and take a sample of 500 rows so that we can reduce computational overhead during ILP processing, ensuring faster training times and allowing us to effectively explore and refine logical patterns without overwhelming the system or introducing excessive noise."
@@ -1466,35 +2037,144 @@
},
{
"cell_type": "code",
- "execution_count": 47,
- "id": "d97dd58e",
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " age workclass education marital_status occupation \\\n",
- "0 young private hs_grad never_married other_service \n",
- "1 young private 12th never_married sales \n",
- "2 young local_gov hs_grad never_married handlers_cleaners \n",
- "3 young private some_college never_married sales \n",
- "4 middle private hs_grad never_married machine_op_inspct \n",
- "\n",
- " relationship race sex hours_per_week income \\\n",
- "0 not_in_family white male low 0 \n",
- "1 own_child white female low 0 \n",
- "2 other_relative black male average 0 \n",
- "3 own_child white female average 0 \n",
- "4 unmarried amer_indian_eskimo male high 0 \n",
- "\n",
- " region \n",
- "0 North America \n",
- "1 North America \n",
- "2 North America \n",
- "3 North America \n",
- "4 North America \n"
- ]
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>age</th>\n",
+ " <th>workclass</th>\n",
+ " <th>education</th>\n",
+ " <th>marital_status</th>\n",
+ " <th>occupation</th>\n",
+ " <th>relationship</th>\n",
+ " <th>race</th>\n",
+ " <th>sex</th>\n",
+ " <th>hours_per_week</th>\n",
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+ " <th>0</th>\n",
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+ " <td>not_in_family</td>\n",
+ " <td>white</td>\n",
+ " <td>male</td>\n",
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+ " </tr>\n",
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+ " <th>1</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>young</td>\n",
+ " <td>local_gov</td>\n",
+ " <td>hs_grad</td>\n",
+ " <td>never_married</td>\n",
+ " <td>handlers_cleaners</td>\n",
+ " <td>other_relative</td>\n",
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+ " <td>male</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>young</td>\n",
+ " <td>private</td>\n",
+ " <td>some_college</td>\n",
+ " <td>never_married</td>\n",
+ " <td>sales</td>\n",
+ " <td>own_child</td>\n",
+ " <td>white</td>\n",
+ " <td>female</td>\n",
+ " <td>average</td>\n",
+ " <td>0</td>\n",
+ " <td>north_america</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>middle</td>\n",
+ " <td>private</td>\n",
+ " <td>hs_grad</td>\n",
+ " <td>never_married</td>\n",
+ " <td>machine_op_inspct</td>\n",
+ " <td>unmarried</td>\n",
+ " <td>amer_indian_eskimo</td>\n",
+ " <td>male</td>\n",
+ " <td>high</td>\n",
+ " <td>0</td>\n",
+ " <td>north_america</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " age workclass education marital_status occupation \\\n",
+ "0 young private hs_grad never_married other_service \n",
+ "1 young private 12th never_married sales \n",
+ "2 young local_gov hs_grad never_married handlers_cleaners \n",
+ "3 young private some_college never_married sales \n",
+ "4 middle private hs_grad never_married machine_op_inspct \n",
+ "\n",
+ " relationship race sex hours_per_week income \\\n",
+ "0 not_in_family white male low 0 \n",
+ "1 own_child white female low 0 \n",
+ "2 other_relative black male average 0 \n",
+ "3 own_child white female average 0 \n",
+ "4 unmarried amer_indian_eskimo male high 0 \n",
+ "\n",
+ " region \n",
+ "0 north_america \n",
+ "1 north_america \n",
+ "2 north_america \n",
+ "3 north_america \n",
+ "4 north_america "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
@@ -1506,12 +2186,11 @@
"df = sample_df # Making the sample dataset of 500 rows as the main dataset to carry forward with the rest of the preprocessing \n",
"\n",
"# Previewing the new data \n",
- "print(df.head())\n"
+ "df.head()\n"
]
},
{
"cell_type": "markdown",
- "id": "1f2b92e4",
"metadata": {},
"source": [
"### Creating a new preprocessed CSV file for preprocessed data"
@@ -1519,12 +2198,16 @@
},
{
"cell_type": "code",
- "execution_count": 48,
- "id": "2cfc0da4",
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
- "df.to_csv('C:/Users/Arpit Mahapatra/Desktop/MLDM Coursework 2025/mlmavericks_coursework/data/processed/ILP_preprocessed_cencus_income_data.csv', index=False)"
+ "import os\n",
+ "\n",
+ "output_dir = os.path.join(\"data\", \"processed\")\n",
+ "os.makedirs(output_dir, exist_ok=True)\n",
+ "\n",
+ "df.to_csv(os.path.join(output_dir, \"ILP_preprocessed_census_income_data.csv\"), index=False)"
]
}
],
@@ -1544,7 +2227,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.8"
+ "version": "3.7.6"
}
},
"nbformat": 4,