{ "cells": [ { "cell_type": "markdown", "id": "492a6319", "metadata": {}, "source": [ "최신 데이터사이언스 연봉 데이터\n", "\n", "2020년~2023년데이터 사이언스 분야의 보상 추세 및 변동에 대한 데이터\n", "\n", "- 직업 이름(문자열) \n", "- 고용 유형(문자열) - 풀타임,프리랜서,파트타임\n", "- 경험 수준(문자열) - Entry,Mid,Senoir,Executive\n", "- 전문 지식수준(문자열) - Junior, Intermediate, Dicrector,\n", "- 급여(정수)\n", "- 급여 통화(문자열)- United States, Dollar,Euro 등\n", "- 회사위치(문자열) - United States,United Kingdom 등\n", "- USD급여(정수)\n", "- 직원 거주지(문자열) - United States, Germany 등\n", "- 회사의 규모(문자열) - Small, Medium, Large\n", "- 연도(정수) - 2020, 2021, 2022, 2023" ] }, { "cell_type": "code", "execution_count": 18, "id": "9e3098f2", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df = pd.read_csv(\"C:/Users/lucy8/Downloads/Latest_Data_Science_Salaries.csv\")\n", "df_23 = df[df['Year'] == 2023]" ] }, { "cell_type": "code", "execution_count": 19, "id": "0ac9cacd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1996, 11)\n", "\n", "Int64Index: 1996 entries, 0 to 2036\n", "Data columns (total 11 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Job Title 1996 non-null object\n", " 1 Employment Type 1996 non-null object\n", " 2 Experience Level 1996 non-null object\n", " 3 Expertise Level 1996 non-null object\n", " 4 Salary 1996 non-null int64 \n", " 5 Salary Currency 1996 non-null object\n", " 6 Company Location 1996 non-null object\n", " 7 Salary in USD 1996 non-null int64 \n", " 8 Employee Residence 1996 non-null object\n", " 9 Company Size 1996 non-null object\n", " 10 Year 1996 non-null int64 \n", "dtypes: int64(3), object(8)\n", "memory usage: 187.1+ KB\n", "None\n", "Job Title 0\n", "Employment Type 0\n", "Experience Level 0\n", "Expertise Level 0\n", "Salary 0\n", "Salary Currency 0\n", "Company Location 0\n", "Salary in USD 0\n", "Employee Residence 0\n", "Company Size 0\n", "Year 0\n", "dtype: int64\n" ] } ], "source": [ "print(df_23.shape)\n", "print(df_23.info())\n", "print(df_23.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 20, "id": "5183a415", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Job TitleEmployment TypeExperience LevelExpertise LevelSalarySalary CurrencyCompany LocationSalary in USDEmployee ResidenceCompany SizeYear
0Data EngineerFull-TimeSeniorExpert210000United States DollarUnited States210000United StatesMedium2023
1Data EngineerFull-TimeSeniorExpert165000United States DollarUnited States165000United StatesMedium2023
2Data EngineerFull-TimeSeniorExpert185900United States DollarUnited States185900United StatesMedium2023
3Data EngineerFull-TimeSeniorExpert129300United States DollarUnited States129300United StatesMedium2023
4Data ScientistFull-TimeSeniorExpert140000United States DollarUnited States140000United StatesMedium2023
....................................
2032Machine Learning EngineerFull-TimeMidIntermediate52000British Pound SterlingUnited Kingdom63980United KingdomMedium2023
2033Machine Learning EngineerFull-TimeMidIntermediate48000British Pound SterlingUnited Kingdom59059United KingdomMedium2023
2034Machine Learning EngineerFull-TimeMidIntermediate38000British Pound SterlingUnited Kingdom46755United KingdomMedium2023
2035Data ArchitectFull-TimeSeniorExpert110000United States DollarUnited States110000United StatesMedium2023
2036Data EngineerFull-TimeSeniorExpert236000United States DollarUnited States236000United StatesMedium2023
\n", "

1996 rows × 11 columns

\n", "
" ], "text/plain": [ " Job Title Employment Type Experience Level \\\n", "0 Data Engineer Full-Time Senior \n", "1 Data Engineer Full-Time Senior \n", "2 Data Engineer Full-Time Senior \n", "3 Data Engineer Full-Time Senior \n", "4 Data Scientist Full-Time Senior \n", "... ... ... ... \n", "2032 Machine Learning Engineer Full-Time Mid \n", "2033 Machine Learning Engineer Full-Time Mid \n", "2034 Machine Learning Engineer Full-Time Mid \n", "2035 Data Architect Full-Time Senior \n", "2036 Data Engineer Full-Time Senior \n", "\n", " Expertise Level Salary Salary Currency Company Location \\\n", "0 Expert 210000 United States Dollar United States \n", "1 Expert 165000 United States Dollar United States \n", "2 Expert 185900 United States Dollar United States \n", "3 Expert 129300 United States Dollar United States \n", "4 Expert 140000 United States Dollar United States \n", "... ... ... ... ... \n", "2032 Intermediate 52000 British Pound Sterling United Kingdom \n", "2033 Intermediate 48000 British Pound Sterling United Kingdom \n", "2034 Intermediate 38000 British Pound Sterling United Kingdom \n", "2035 Expert 110000 United States Dollar United States \n", "2036 Expert 236000 United States Dollar United States \n", "\n", " Salary in USD Employee Residence Company Size Year \n", "0 210000 United States Medium 2023 \n", "1 165000 United States Medium 2023 \n", "2 185900 United States Medium 2023 \n", "3 129300 United States Medium 2023 \n", "4 140000 United States Medium 2023 \n", "... ... ... ... ... \n", "2032 63980 United Kingdom Medium 2023 \n", "2033 59059 United Kingdom Medium 2023 \n", "2034 46755 United Kingdom Medium 2023 \n", "2035 110000 United States Medium 2023 \n", "2036 236000 United States Medium 2023 \n", "\n", "[1996 rows x 11 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_23" ] }, { "cell_type": "code", "execution_count": 4, "id": "cc818a57", "metadata": { "scrolled": true }, "outputs": [ 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Q5HXAQ9u7mT8G/MvomiVJGodhQ+EEYDNwOfDbwFnM8MY1SdL2adirj34IvLd9JElL1LDPPvo6U5xDqKpHz3uLJEljM5dnH03Yje5lOHvNf3MkSeM01DmFqrpl4LOxqk4Bnj/apkmSFtqwh4/WDIw+hG7PYS7vYpAkbQeG/cP+VwPDW4FvAC+Z99ZIksZq2KuPnjnqhkiSxm/Yw0evnml6Vb19fpojSRqnuVx9dAhwRht/AXAhcM0oGiVJGo9hQ2EVsKaq7gBIchLwr1X1a6NqmCRp4Q37mIt9gXsGxu9pZZKkJWTYPYX3ARcm+WQbfxGwbiQtkiSNzbBXH/1pkn8Dnt6KXlFVXx5dsyRJ4zDs4SOAhwFbquqvgRuTHDCiNkmSxmTY13G+EXgtcGIr2hn4wKgaJUkaj2H3FP4n8ELguwBV9U1g91E1SpI0HsOGwj1VVbTHZyf5kdE1SZI0LsOGwkeTvAfYI8lvAZ/DF+5I0pIz69VHSQKcDjwO2AI8FnhDVZ094rZJkhbYrKFQVZXkrKp6PGAQSNISNuzho4uTHDKXBSfZL8m5Sa5M8pUkr2rleyU5O8k17eeerTxJ3pFkQ5LLJr3DQZK0AIYNhScD5ye5tv3BvjzJZbPMsxX4g6o6CDgUOD7JQcAJwDlVdSBwThsHOAw4sH2OA949x22RJD1IMx4+SvLjVXU98Ny5LriqbgJuasN3JLkKWAkcATyjVVsHnEd3D8QRwPvaVU7nJ9kjyYq2HEnSAphtT+FTAFV1HfD2qrpu8DPsSpKsBp4IXADsO/CH/mbue7DeSuCGgdlubGWTl3VckvVJ1m/evHnYJkiShjBbKGRg+NHbsoIkDwc+DvxeVW0ZnDZ478OwqurUqlpbVWuXL1++LU2SJE1jtlCoaYaHkmRnukD4YFV9ohV/K8mKNn0FsKmVbwT2G5h9VSuTJC2Q2ULh4CRbktwB/Gwb3pLkjiRbZpqx3d9wGnDVpNd1ngEc04aPAT49UH50uwrpUOB2zydI0sKa8URzVe30IJb9VODXgcuTXNLKXgf8Od0d0scC1wEvadPOAg4HNgB3Aa94EOuWJG2DYV+yM2dV9UXuf05i0LOnqF/A8aNqjyRpdnN5n4IkaYkzFCRJPUNBktQzFCRJPUNBktQzFCRJPUNBktQzFKQRWLbLriQZy2fV/qvHvfnajo3s5jVpR7b1nrt568XjeYrviWt8UKS2nXsKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqSeoSBJ6hkKkqTeDvvmtVX7r2bj9deNuxmStKjssKGw8frrfF2iJE3i4SNJUs9QkCT1DAVJUs9QkCT1DAVJUm9koZDkH5JsSnLFQNleSc5Ock37uWcrT5J3JNmQ5LIka0bVLknS9Ea5p/BPwPMmlZ0AnFNVBwLntHGAw4AD2+c44N0jbJckaRojC4Wq+g/gO5OKjwDWteF1wIsGyt9XnfOBPZKsGFXbJElTW+hzCvtW1U1t+GZg3za8ErhhoN6NrewBkhyXZH2S9Zs3j+fmM0laqsZ2ormqCqhtmO/UqlpbVWuXL/fOYEmaTwsdCt+aOCzUfm5q5RuB/QbqrWplkqQFtNChcAZwTBs+Bvj0QPnR7SqkQ4HbBw4zSZqDZbvsSpIF/6zaf/W4N13zYGQPxEvyYeAZwD5JbgTeCPw58NEkxwLXAS9p1c8CDgc2AHcBrxhVu6Slbus9d4/lYY8+6HFpGFkoVNXLppn07CnqFnD8qNoiSRqOdzRLknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhImhfLdtmVJGP5rNp/9bg3f8lYNu4GSFoatt5zN2+9ePNY1n3imuVjWe9S5J6CJKlnKEiSeoaCJKlnKEiSeoaCJKlnKEiSeoaCpO3euO6RWIr3R3ifgqTt3rjukViK90csqj2FJM9LcnWSDUlOGHd7JGlHs2hCIclOwLuAw4CDgJclOWi8rZKk6S3FR3sspsNHTwI2VNXXAJJ8BDgCuHKsrZKkaSzFR3ukqkay4LlK8mLgeVX1m23814EnV9UrJ9U7DjiujT4WuHpg8j7Atxegudsz+2h29tFw7KfZLdY+2r+qpkyVxbSnMJSqOhU4dappSdZX1doFbtJ2xT6anX00HPtpdttjHy2acwrARmC/gfFVrUyStEAWUyh8CTgwyQFJdgGOBM4Yc5skaYeyaA4fVdXWJK8EPgPsBPxDVX1ljouZ8rCS7sc+mp19NBz7aXbbXR8tmhPNkqTxW0yHjyRJY2YoSJJ6SyIUdoTHYyT5hySbklwxULZXkrOTXNN+7tnKk+QdrT8uS7JmYJ5jWv1rkhwzUP5zSS5v87wjSWZax2KUZL8k5ya5MslXkryqldtPA5LsluTCJJe2fnpTKz8gyQVt205vF3yQZNc2vqFNXz2wrBNb+dVJnjtQPuXv5HTrWKyS7JTky0nObONLv4+qarv+0J2UvhZ4NLALcClw0LjbNYLt/HlgDXDFQNlfACe04ROAt7Xhw4F/AwIcClzQyvcCvtZ+7tmG92zTLmx10+Y9bKZ1LMYPsAJY04Z3B/6b7pEp9tP9+ynAw9vwzsAFbZs+ChzZyv8O+J02/LvA37XhI4HT2/BB7fdtV+CA9nu400y/k9OtY7F+gFcDHwLOnKn9S6mPxt7p8/CP9hTgMwPjJwInjrtdI9rW1dw/FK4GVrThFcDVbfg9wMsm1wNeBrxnoPw9rWwF8NWB8r7edOvYHj7Ap4FftJ9m7KOHARcDT6a783ZZK+9/r+iuCHxKG17W6mXy79pEvel+J9s8U65jMX7o7pU6B3gWcOZM7V9KfbQUDh+tBG4YGL+xle0I9q2qm9rwzcC+bXi6Ppmp/MYpymdax6LWdt+fSPct2H6apB0WuQTYBJxN9631tqra2qoMblvfH2367cDezL3/9p5hHYvRKcBrgB+28Znav2T6aCmEgoDqvlaM9PrihVjHfEjycODjwO9V1ZbBafZTp6ruraon0H0bfhLwuPG2aHFJ8svApqq6aNxtWWhLIRR25MdjfCvJCoD2c1Mrn65PZipfNUX5TOtYlJLsTBcIH6yqT7Ri+2kaVXUbcC7dYYo9kkzc0Dq4bX1/tOmPAG5h7v13ywzrWGyeCrwwyTeAj9AdQvprdoA+WgqhsCM/HuMMYOLKmGPojqFPlB/drq45FLi9Hdr4DPBLSfZsV8f8Et3xypuALUkObVfTHD1pWVOtY9FpbT8NuKqq3j4wyX4akGR5kj3a8EPpzrtcRRcOL27VJvfTxLa9GPh82xs6AziyXXlzAHAg3Yn4KX8n2zzTrWNRqaoTq2pVVa2ma//nq+oodoQ+GvfJnHk6IXQ43ZUm1wJ/PO72jGgbPwzcBPyA7jjjsXTHH88BrgE+B+zV6obuhUXXApcDaweW8xvAhvZ5xUD5WuCKNs87ue9u9ynXsRg/wNPoDttcBlzSPofbTw/op58Fvtz66QrgDa380XR/sDYAHwN2beW7tfENbfqjB5b1x60vrqZdidXKp/ydnG4di/kDPIP7rj5a8n3kYy4kSb2lcPhIkjRPDAVJUs9QkCT1DAVJUs9QkCT1DAVpjpKszsDTalvZSUn+sN3DcEGSS5JcleSkNv3lSTa3J25ek+QzSf7HWDZAmsGieR2ntESsA15SVZcm2Ql47MC006vqlQBJngl8Iskzq+qqcTRUmop7CtL8+jG6mwyp7vlCV05VqarOpXt/73EL2DZpVoaCNL9OBq5O8skkv51ktxnqXowPotMiYyhIczfdYwCqqt5M9yiMzwK/Cvz7DMvJfDdMerAMBWnubqF7I9ugvehejkJVXVtV7waeDRycZO9plvNEugfRSYuGoSDNUVXdCdyU5FnQvZ8ZeB7wxSTPb09Qhe6JmPcCt01eRpJfoDuf8N4FabQ0JK8+krbN0cC7kkw8ovtNVXVtkj8FTk5yF7AVOKqq7m058dIkT6N7BebXgf/llUdabHxKqiSp5+EjSVLPUJAk9QwFSVLPUJAk9QwFSVLPUJAk9QwFSVLv/wMigRHjNFHpwwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(df_23['Salary in USD'], bins=10, color='skyblue', edgecolor='black')\n", "plt.title('Salary Distribution in USD')\n", "plt.xlabel('USD')\n", "plt.ylabel('Frequency')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "d71029f0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "90\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "unique_job_titles = df_23['Job Title'].unique()\n", "num_unique_job_titles = len(unique_job_titles)\n", "\n", "print(num_unique_job_titles)\n", "\n", "plt.figure(figsize=(18, 6))\n", "plt.bar(range(num_unique_job_titles), df_23['Job Title'].value_counts())\n", "plt.xticks(range(num_unique_job_titles), unique_job_titles, rotation=90)\n", "plt.xlabel('Job Title')\n", "plt.ylabel('Count')\n", "plt.title('Number of Unique Job Titles')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "d08a09ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data Engineer 413\n", "Data Scientist 353\n", "Data Analyst 282\n", "Machine Learning Engineer 202\n", "Analytics Engineer 85\n", " ... \n", "Autonomous Vehicle Technician 1\n", "Data Engineer 2 1\n", "Analytics Engineering Manager 1\n", "AWS Data Architect 1\n", "Data Analytics Lead 1\n", "Name: Job Title, Length: 90, dtype: int64\n" ] } ], "source": [ "job_counts = df_23['Job Title'].value_counts()\n", "print(job_counts)" ] }, { "cell_type": "code", "execution_count": 7, "id": "0c151068", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "job_20 = job_counts.iloc[:19]\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.set_style('whitegrid')\n", "sns.boxplot(x=df_23['Job Title'], y=df_23['Salary'], order=job_20.index)\n", "plt.xlabel('Job Title')\n", "plt.xticks(rotation=90)\n", "plt.ylabel('Salary')\n", "plt.title('Salary Distribution for Top 20 Job Titles in 2023')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "1c34a775", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "job_15 = job_counts.iloc[:14]\n", "\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.set_style('whitegrid')\n", "\n", "sns.boxplot(x=df_23['Job Title'], y=df_23['Salary'], order=job_15.index)\n", "plt.xlabel('Job Title')\n", "plt.xticks(rotation=90)\n", "plt.ylabel('Salary')\n", "plt.title('Salary Distribution for Top 15 Job Titles in 2023')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "462759d0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Job Titlemeanmedianmaxmin
0AI Architect237484.000000209968.0330000200000
1AI Developer133177.777778108000.027500060000
2AI Programmer56021.75000055000.07408740000
3AI Scientist114117.33333390919.041793718053
4AWS Data Architect258000.000000258000.0258000258000
..................
106Sales Data Analyst60000.00000060000.06000060000
107Software Data Engineer111627.66666774883.021000050000
108Staff Data Analyst97499.00000097499.017999815000
109Staff Data Scientist134500.000000134500.0164000105000
110Staff Machine Learning Engineer185000.000000185000.0185000185000
\n", "

111 rows × 5 columns

\n", "
" ], "text/plain": [ " Job Title mean median max min\n", "0 AI Architect 237484.000000 209968.0 330000 200000\n", "1 AI Developer 133177.777778 108000.0 275000 60000\n", "2 AI Programmer 56021.750000 55000.0 74087 40000\n", "3 AI Scientist 114117.333333 90919.0 417937 18053\n", "4 AWS Data Architect 258000.000000 258000.0 258000 258000\n", ".. ... ... ... ... ...\n", "106 Sales Data Analyst 60000.000000 60000.0 60000 60000\n", "107 Software Data Engineer 111627.666667 74883.0 210000 50000\n", "108 Staff Data Analyst 97499.000000 97499.0 179998 15000\n", "109 Staff Data Scientist 134500.000000 134500.0 164000 105000\n", "110 Staff Machine Learning Engineer 185000.000000 185000.0 185000 185000\n", "\n", "[111 rows x 5 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "salary_stats_by_job = df.groupby('Job Title')['Salary in USD'].agg(['mean', 'median', 'max', 'min']).reset_index()\n", "salary_stats_by_job" ] }, { "cell_type": "code", "execution_count": 10, "id": "213d47c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "experience_salary_grouped = df_23.groupby('Experience Level')['Salary'].mean().reset_index()\n", "expertise_salary_grouped = df_23.groupby('Expertise Level')['Salary'].mean().reset_index()\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.subplot(1, 2, 1)\n", "sns.barplot(x='Experience Level', y='Salary', data=experience_salary_grouped)\n", "plt.xlabel('Experience Level')\n", "plt.ylabel('Salary (USD)')\n", "plt.title('Average Salary by Experience Level')\n", "\n", "plt.subplot(1, 2, 2)\n", "sns.barplot(x='Expertise Level', y='Salary', data=expertise_salary_grouped)\n", "plt.xlabel('Expertise Level')\n", "plt.ylabel('Salary (USD)')\n", "plt.title('Average Salary by Expertise Level')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "51f09ff1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "filtered_df = df_23.dropna(subset=['Employee Residence'])\n", "\n", "residence_counts = filtered_df['Employee Residence'].value_counts()\n", "total_unique_residences = len(residence_counts)\n", "\n", "plt.figure(figsize=(12, 6))\n", "residence_counts.plot(kind='bar')\n", "plt.xlabel('Employee Residence')\n", "plt.ylabel('Count')\n", "plt.title(f'Number of Unique Employee Residences ({total_unique_residences} unique)')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "16dad9ee", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "filtered_df = df_23[df_23['Employee Residence'] != 'United States']\n", "\n", "residence_counts = filtered_df['Employee Residence'].value_counts()\n", "total_unique_residences = len(residence_counts)\n", "\n", "plt.figure(figsize=(12, 6))\n", "residence_counts.plot(kind='bar')\n", "plt.xlabel('Employee Residence')\n", "plt.ylabel('Count')\n", "plt.title(f'Number of Unique Employee Residences excluding \"United States\" ({total_unique_residences} unique)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "3d778332", "metadata": {}, "outputs": [ { "data": { "image/png": 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37szwfRw/fhxv377F2bNnAQCJiYniEKYP6Q4R3LVrF5YsWYLmzZvDzMxM/LyuX7+OnTt3AoDYAl20aFE4ODigU6dOaNKkCZo0aQInJ6c02z537hycnZ1hbm4Oc3NztG/fHv/++2+m29VK77s/d+4c2rRpg/z58wMAPD09AQDz58/P8LNo27YtZs6ciaNHj+Kbb76Bu7v7R5+BtqcsvePfwcEBS5YsQffu3eHi4oL27dsDAM6ePYsOHTqIPbNLly4FgAzndXz4uTRs2BBFihQBAPTo0QOnT59O92+1n0PRokVRqFAhvH79GidOnECbNm2QL18+AEDv3r0/mheSkfR+e4IgIFeu/5+6XKJECTg6OgIAKleujD179mS6zYyOt7t378LU1FQ8LpydnTOd17Nv3z6sWrUKs2fPxpIlSzIcoppR/U6cOCH+29bWFm3atAEAXLlyBRUrVhSHNPbo0QOLFy8GAJw8eRKdO3cWh4v17dsXa9euRUJCAgCgZcuWACCe4xo3bgwg9Xdz8eLFTD8XAPjqq68wb948/PHHH3jy5An++ecfxMTEiK/Xq1dP7FmuXLkyXr9+Lftz06X7PepKSUlJ81p6x1VGMvt9nDt3DlOmTIFGo4GNjY34eX3IzMwMixYtEnvKLl26BA8PDzg5OYm/Ha2sPjOt4OBgREREYMSIEWnq9e+//6Jx48YYMmQIXrx4gW+++Qbjx48Xe88z8/DhQ3z//ffiY91tFy1aFD169MChQ4fQokWLLLclRVa/tatXr6JSpUrisdu7d++PPq/0ZHUNKFWqlKKhlpRzMcAio1WiRAnMmDEDHh4eaYbIaDQaCIIgPk5MTExTTndIofbmOD26F1lBEGBqaork5OSPLnQvXryAra0tDh06lOFYdd366D6XlJSUaR0KFiyIhw8ffvT8q1ev0gQ5FhYWAP7/plB3fxYWFh99Jtp9ZvZZpaSkoEOHDpg4caL4ODw8XLxpl+PDYZzpBaEA0gSN2veh+1x6w3+0n6OJiQlcXV2xc+dOhIeHi0FEZu8jJSUFU6ZMQdOmTQEAMTExiI+Pz/L9dOnSBf/88w/c3d2xa9cumJqaIiUlBcuWLROHNL558wYajQa5cuXC5s2bcf36dZw7dw5z585F/fr14eXlleH2P3zP6W1XK73v3sTEJM3fvHnzBm/evMn0s3B1dUWzZs1w5swZnDp1CitXrsS+ffvS3GylpKRkePwDwKNHj1CgQAHcvn0bCQkJMDc3/+i7fvnyZYbfo5b2pv3D4/PD40OX9nPQLWdqaiq5/IcKFiyI6Ojoj+qu+7vTHc77YV3Tk9Hx9uLFi4/KZvQbAYApU6agXr16WLZsGbp27Ypq1aqJDUe6Mqrfh5+L9lz34XvQrcOH9UtJSUFSUpL4+MPfeGbntfTcvHkTw4cPxw8//ICGDRuibt268PHxyfS9pPeZZ/a56Urv+wVSz60FCxYUH6d3XGUkq9+HlGNx586dKFiwIJo3bw4XFxe4uLjgxx9/xHfffYfIyMg0f5vVZ6aVnJwMe3v7NMmhwsLCYGNjAzMzMxw5cgTnzp3D+fPn0a1bN6xatUoc+pwRjUaT5nfs7++P5s2bo0SJEuJ7lfpdpEd7DtDK6rdmaWmZ7jUuvb//8DqX2TXgw4CbSCoeNWTU2rZtiyZNmmDTpk3icwULFsSNGzcApPbeXL58Wa9ta1vInj9/jrNnz8LJyQkNGjTAmTNn8ODBAwCpLcEuLi5Z3pRryz19+hQAxDH92p6YjHzzzTc4d+6cuD8A+P3332FlZYVy5cpJeh958+ZF7dq1sX37dgCpczfu3LkDAMiXLx8SExPFrGO6iTYaNmyIoKAghIeHA0jN2vapx6Hr1m379u2oVauW2PsAADVq1MCjR49w7do1AMC9e/dw6dIl1KtXDwDQrVs3HD58GDdv3hRbiDN7H40aNUJAQAASEhKQkpKCadOmiS32WRk/fjzCw8OxefNmcVsbN26EIAhISEjAjz/+iM2bN+POnTtwdnaGvb09hg4dih9++EHsndJq3Lgxfv/9d8THxyM+Ph4HDhwQX8tou5n55ptvcOjQIbx79w5Aam/Rxo0bM/0sXF1dcfv2bXTu3BmzZs3CmzdvPmqtz+z4/++//zBnzhxs2LAB5cqVE+cgOjk5Yf/+/eJnPGPGDAQFBaXZrrY3F/j/1nbt+zhz5gxCQ0MBIMseog81bdoUf/31l5iBTdsLKEWTJk2we/dusWxSUhICAgLEGzGpTExMxEAko+OtYsWKEARBnJ9y5MiRTHtKtMFM2bJlMWvWLEyePDnNOSIrTZs2FT+LqKgoHD58GBqNBnXq1MH9+/fF36BuNr1GjRph9+7dYu+4v78/6tat+1Fgpa9Lly6hatWq6N+/P+rVq4cjR44gOTk50zJyPzddNWvWxJMnT9JcHy5cuIBnz56hZs2akuut+/1m9vto3Lgxdu7ciZSUFLx+/RpHjhxJd3u5cuXCwoULxWMeSE1m8tVXXyF//vwwMTERA4TMPjPdv/v666/x5MkTXLp0CUBqYqXWrVsjPDwcCxcuxOrVq9GiRQtMnToV5cuXx+PHj7N832XLlhWvZ0Bq76c202t0dDR27tyZpodLChsbGzF7r9ykT9r3ePPmTQBpj10bGxvcu3cP8fHxSEpKwrFjx8TXsroGPH36VPK1lkgXe7DI6Hl5eeHKlSviYzc3N0yYMAGtW7dGyZIlxZtvueLj49GpUyckJibCy8tLzFg4c+ZMuLu7iy10a9asyTIzVfny5TF9+nSMHDkSycnJsLS0xNq1a7MciqG9gZo0aRKSkpKQkJCAkiVLYv369bJa1ebPnw8vLy8EBgbiq6++QuHChQEA1tbWmDhxIgYPHgwbGxtxqBCQetM/ePBgDBgwABqNBlZWVli5cmWGwxb79ev3UZ3c3d1lJe0oXLgwli5dKk5knz9/fprXbWxssGzZMsyaNQvv37+HRqOBr6+v+N0UKlQIVatWhb29vdiCmdn7GD58OObNm4dOnTohOTkZjo6OktOj58+fHxMmTICvry+cnZ0xdepUzJkzB+3bt0diYiK++eYbDBo0CGZmZmjbti26dOmCPHnywNLS8qPeK1dXV4SEhMDZ2RkFChSAnZ2d+FpG281M06ZNcf/+fTHTXvny5TFr1ixYWVll+FlMmDABc+fOxdKlS5ErVy6MHDkSJUuWTLPdChUqpHv8m5ubY/z48Rg4cCAqVqwIb29vtG/fHt988w1cXV3x7NkzdO7cGYIgoF69enBzc8OaNWvE7U6YMAEzZszA9u3bUaVKFVSpUgVA6iT3iRMnol+/fsibNy+qV68u6bvRcnJyQvfu3dGjRw9YWlqiQoUKyJ07t6SynTt3Rnh4OHr16oVcuXLh/fv3WfY8pqdZs2aYN28eEhMTMzzezMzMsGrVKsyYMQOLFy+Go6NjhkNVP/T999/j0qVLGDFihOQA0tPTE15eXmjfvj0KFCiAEiVKwNLSEjY2Nli4cCEmTJgAMzMz1K1bVyzTtWtXvHjxAt26dUNKSgrs7Ow+SuSjhLOzM/766y98//33MDMzg5OTE16/fi02EqRHyeeWL18+rFy5EosWLUJMTAySk5NhY2ODn376KU2jTlZq1qyJpUuXYsSIEVi1alWG14dRo0Zh+vTpaNu2LWxsbNIkbNHVuXNnxMXFYfDgwUhISIBGo0GZMmXw888/w8TEBBUqVICJiQm6du2KtWvXZviZ6f5dYGAgli9fjvnz5yM+Ph6CIGD+/Pn46quv0K9fP0yePFkcolypUiU4Oztn+b5bt26NOXPmiOnqvb294e3tjXbt2iEpKQm9e/eWlVAESL2Wz5w5E/ny5cM333wjDg2WokCBAli2bBmmTZsGQRDSDIPX9u61bdsWRYoUQf369cVGrqyuAadOnUpzXSSSSiNkNaaBiL44zs7OmDZtmuopc5XQZubav3+/3tuIjIxE165dERAQgOLFi6tYOzJG169fx99//42+ffsCAH799Vf8888/kuZmfMkCAgJQuXJlMVNcr169MGrUKNm9c5SzDRgwAGPHjpXd8JEdIiMj4eTk9NFoATnevn2Lnj17YteuXWmGihJJwR4sIvoi7NixA4sXL8awYcMYXBGA1B7g9evXY8eOHdBoNChevDhmzZpl6GoZnLZHMyUlBYmJiWjTpg2DK5Jt5syZmDVrFtauXSt5eQNjsnLlSkyZMoXBFemFPVhEREREREQqYZILIiIiIiIilTDAIiIiIiIiUslnOwcrODg403Gv8fHxisbFsnzOLW/MdWf5nF3emOvO8sZd3pjrzvI5u7wx153lP//y8fHx+Prrrz9+QfhM3bp1S9HrSrfP8l9ueWOuO8vn7PLGXHeWN+7yxlx3ls/Z5Y257iz/+ZfP6HUOESQiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUonRBFjvE5PTPHZ0dMz0dSIiIiIiouxmaugKSGVpZoIyk4MyfP2xX7tsrA0REREREdHHjKYHi4iIiIiI6HPHAIuIiIiIiEglDLCIiIiIiIhUwgCLiIiIiIhIJQywiIiIiIiIVMIAi4iIiIiISCUMsIiIiIiIiFTCAIuIiIiIiEglDLCIiIiIiIhUwgCLiIiIiIhIJQywiIiIiIiIVMIAi4iIiIiISCUMsIiIiIiIiFTCAIuIiIiIiEglpp9qw506dYKVlRUAoGTJkujRowfmzJkDExMTNGrUCCNHjvxUuyYiIiIiIjKITxJgxcfHQxAE+Pv7i8916NABK1asQKlSpTBkyBDcunULlStX/hS7JyIiIiIiMohPMkTwzp07iIuLw4ABA9C3b19cunQJCQkJKF26NDQaDRo1aoSzZ89+il0TEREREREZjEYQBEHtjf7777/4559/0K1bNzx+/BiDBw9Gvnz5sHv3bgDAzp078fTpU4wbNy7DbQQHB8PCwkJ87OjoiDKTgzL8+8d+7XD79m3JdXz//j0sLS0l/z3LfznljbnuLJ+zyxtz3VneuMsbc91ZPmeXN+a6s7xxlHd0dPz4SeETiI+PF+Li4sTHHTt2FJo1ayY+3rhxo/Dzzz9nuo1bt2599Jydx/4M/5Mrve2zfM4ob8x1Z/mcXd6Y687yxl3emOvO8jm7vDHXneU///IZvf5Jhgju3LkTfn5+AICwsDDExcUhT548CAkJgSAIOH36NOrUqfMpdk1ERERERGQwnyTJRdeuXeHp6YmePXtCo9Fg7ty5yJUrFyZMmIDk5GQ0atQINWrU+BS7JiIiIiIiMphPEmCZm5tj0aJFHz2/Y8eOT7E7IiIiIiKizwIXGiYiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSyScLsF69eoWmTZviwYMHePLkCXr27IlevXph+vTpSElJ+VS7JSIiIiIiMphPEmAlJibC29sblpaWAABfX1+MHTsWW7ZsgSAIOHLkyKfYLRERERERkUF9kgBr3rx5cHV1ha2tLQDg5s2bqFevHgCgSZMmOHv27KfYLRERERERkUFpBEEQ1Nzg7t27ERoaiuHDh8PNzQ0zZsxAv379cPr0aQDAuXPnsGvXLixcuDDT7QQHB8PCwkJ87OjoiDKTgzL8+8d+7XD79m3J9Xz//r3Yw6YPljfe8sZcd5bP2eWNue4sb9zljbnuLJ+zyxtz3VneOMo7Ojp+/KSgsl69egm9e/cW+vTpI9SuXVvo0qWL4OjoKL5+6NAhwcfHJ8vt3Lp166Pn7Dz2Z/ifXOltn+VzRnljrjvL5+zyxlx3ljfu8sZcd5bP2eWNue4s//mXz+h1U71DugwEBASI/9b2YC1YsAAXLlxA/fr1cfLkSTRo0EDt3RIRERERERlctqRp9/DwwIoVK9CjRw8kJiaidevW2bFbIiIiIiKibKV6D5Yuf39/8d+bN2/+lLsiIiIiIiIyOC40TEREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSSQHW6tWr0zxetGhRpn+fnJwMT09PuLq6omfPnrh79y6ePHmCnj17olevXpg+fTpSUlL0rzUREREREdFnyDSzFwMDA7Fz5048ePAAJ0+eBJAaPCUlJWH8+PEZljt27BgAYNu2bbhw4QKWLFkCQRAwduxY1K9fH97e3jhy5Ahatmyp4lshIiIiIiIyrEwDrA4dOsDJyQk//fQThg0bBgDIlSsXChUqlOlGW7RogW+//RYA8Pz5c+TLlw9nz55FvXr1AABNmjTBmTNnGGAREREREdEXRSMIgpDVH6WkpODGjRuIj48Xn6tbt26WG/fw8MChQ4ewfPlyTJ48GadPnwYAnDt3Drt27cLChQszLBscHAwLCwvxsaOjI8pMDsrw7x/7tcPt27ezrJPW+/fvYWlpKfnvWf7LKW/MdWf5nF3emOvO8sZd3pjrzvI5u7wx153ljaO8o6Pjx08KEowYMUJwdXUVxo0bJ4wbN05wd3eXUkwQBEEIDw8Xvv32W6FOnTric4cOHRJ8fHwyLXfr1q2PnrPz2J/hf3Klt32WzxnljbnuLJ+zyxtz3VneuMsbc91ZPmeXN+a6s/znXz6j1zMdIqj18uVLbNu2TXK09/vvvyMsLAxDhw5F7ty5odFoULVqVVy4cAH169fHyZMn0aBBA8nbIyIiIiIiMgaSAqyyZcsiLCwMRYsWlbTRVq1awdPTE71790ZSUhKmTJkCe3t7TJs2DYsXL0a5cuXQunVrRRUnIiIiIiL63EgKsK5cuYJmzZrBxsZGfE47nyo9efLkwbJlyz56fvPmzXpUkYiIiIiIyDhICrD++uuvT10PIiIiIiIioycpwPL09PzoOV9fX9UrQ0REREREZMwkBVjff/89AEAQBNy6dQvh4eGftFJERERERETGSFKA1bhxY/HfTZo0wYABAz5ZhYiIiIiIiIyVpABLN6FFREQEXr58+ckqREREREREZKwkBVhBQUHiv83NzTF37txPViEiIiIiIiJjJSnA8vX1xd27d3H//n2ULVsWjo6On7peRERERERERkdSgOXv74/9+/ejevXq2LBhA9q2bYuBAwd+6roREREREREZFUkB1v79+xEQEABTU1MkJibC1dWVARYREREREdEHckn5I0EQYGqaGouZmZnBzMzsk1aKiIiIiIjIGEnqwapduzZGjx6N2rVr48qVK6hZs+anrhcREREREZHRyTLA2r59O9zd3XHmzBncuHED9erVQ58+fbKjbkREREREREYl0yGCK1aswJkzZ5CUlIRvv/0WHTt2xPnz57Fq1arsqh8REREREZHRyDTAOnnyJJYtW4bcuXMDAEqWLIklS5bg6NGj2VI5IiIiIiIiY5JpgJUnTx5oNJo0z5mZmSFv3ryftFJERERERETGKNMAy9LSEk+fPk3z3NOnTz8KuoiIiIiIiCiLJBcTJkzA8OHD4eTkhFKlSuH58+c4ffo05s2bl131IyIiIiIiMhqZ9mBVqFABW7ZsQeXKlREXF4cqVapg69atqFy5cnbVj4iIiIiIyGhkmabd2toaHTt2zIaqEBERERERGbdMe7CIiIiIiIhIOgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWERERERERCphgEVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKskxAdb7xOQ0jx0dHTN9Xe3yRERERET05TM1dAWyi6WZCcpMDsrw9cd+7T5peSIiIiIi+vLlmB4sIiIiIiKiT40BFhERERERkUoYYBEREREREamEARYREREREZFKVE9ykZiYiClTpuDZs2dISEjAjz/+iPLly2Py5MnQaDSoUKECpk+fjly5GNsREREREdGXRfUAa9++fShQoAAWLFiA6OhodOzYEQ4ODhg7dizq168Pb29vHDlyBC1btlR710RERERERAalejdSmzZtMGbMGACAIAgwMTHBzZs3Ua9ePQBAkyZNcPbsWbV3S0REREREZHAaQRCET7Hhd+/e4ccff0T37t0xb948nD59GgBw7tw57Nq1CwsXLsy0fHBwMCwsLMTHjo6OWa5Ddfv27QxfN3T5D71//x6WlpaS/57l1StvzHVn+Zxd3pjrzvLGXd6Y687yObu8Mded5Y2jvKOj40fPfZKFhl+8eIERI0agV69eaN++PRYsWCC+FhMTg3z58mW5DQsLi3QrnBm5f2/I8rdv31a0P5bXv7wx153lc3Z5Y647yxt3eWOuO8vn7PLGXHeW//zLZ9S5ovoQwZcvX2LAgAGYOHEiunbtCgCoXLkyLly4AAA4efIk6tSpo/ZuiYiIiIiIDE71AGvt2rV48+YNVq9eDTc3N7i5uWHs2LFYsWIFevTogcTERLRu3Vrt3RIRERERERmc6kMEvby84OXl9dHzmzdvVntXREREREREnxUuRkVERERERKQSBlhEREREREQqYYBFRERERESkEgZYREREREREKmGARUREREREpBIGWNnkfWJymscfLlr24etERERERGR8VE/TTumzNDNBmclBGb7+2K9dNtaGiIiIiIg+BfZgERERERERqYQBFhERERERkUoYYBEREREREamEARYREREREZFKGGARERERERGphAEWERERERGRShhgERERERERqYQBFhERERERkUoYYBEREREREamEARYREREREZFKGGARERERERGphAEWERERERGRShhgGYn3iclpHjs6Omb6OhERERERZT9TQ1eApLE0M0GZyUEZvv7Yr1021oaIiIiIiNLDHiwiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVMMAiIiIiIiJSCQMsIiIiIiIilTDAIiIiIiIiUgkDLCIiIiIiIpUwwCIiIiIiIlIJAywiIiIiIiKVfLIA659//oGbmxsA4MmTJ+jZsyd69eqF6dOnIyUl5VPtloiIiIiIyGA+SYC1fv16eHl5IT4+HgDg6+uLsWPHYsuWLRAEAUeOHPkUuyUiIiIiIjIojSAIgtobPXjwICpVqoRJkyZhx44daNy4MU6ePAmNRoPDhw/jzJkzmD59eqbbCA4OhoWFhfjY0dERZSYHZfj3j/3a4fbt2xm+ntPLf+j9+/ewtLSU/PdfUnljrjvL5+zyxlx3ljfu8sZcd5bP2eWNue4sbxzlHR0dP3rOVO89ZqJ169b477//xMeCIECj0QAA8ubNi7dv32a5DQsLi3QrnBm5f5+Ty9++fVvR/oy5vDHXneVzdnljrjvLG3d5Y647y+fs8sZcd5b//Mtn1LmRLUkucuX6/93ExMQgX7582bFbIiIiIiKibJUtAVblypVx4cIFAMDJkydRp06d7NgtERERERFRtsqWAMvDwwMrVqxAjx49kJiYiNatW2fHbomIiIiIiLLVJ5mDBQAlS5bEjh07AABly5bF5s2bP9WuiIiIiIiIPgtcaJiIiIiIiEglDLCIiIiIiIhUwgCLiIiIiIhIJQywiIiIiIiIVMIAK4d4n5ic5vGHi6Z9+Lra5YmIiIiIcoJPlkWQPi+WZiYoMzkow9cf+7X7pOWJiIiIiHIC9mARERERERGphAEWERERERGRShhgERERERERqYQBFhERERERkUoYYBEREREREamEARYREREREZFKGGARERERERGphAEWZQtDLnTMRZKJiIiIKLtwoWHKFoZc6JiLJBMRERFRdmEPFhERERERkUoYYBEREREREamEARYREREREZFKGGARZcGQCTqIiIiIyLgwyQVRFgyZoIOIiIiIjAt7sIiIiIiIiFTCAIuIiIiIiEglDLCIPnOGngPGOWRERERE0nEOFtFnztBzwDiHjIiIiEg69mARERERERGphAEWERERERGRShhgERERERERqYQBFhF9UkyyQURERDkJk1wQ0SfFJBtERESUk7AHi4iIiIiISCUMsIiIiIiIiFTCAIuIiIiIiEglDLCI6Itm6CQbmZU35L5Z/ssvT0REhsEkF0T0RTN0ko3Myhty3yz/5ZcnIiLDYA8WERERERGRShhgERERERERqYQBFhERERERkUoYYBEREX2B1EyyYWwJPlie5T+HfbN8ziuvxSQXREREXyAmaGF5lv+89s3yX355rWwLsFJSUjBjxgz8+++/MDc3x+zZs2FnZ5dduyciIiIiIvrksm2I4OHDh5GQkIDt27dj/Pjx8PPzy65dExERERERZQuNIAhCduzI19cX1atXR7t2qV1rjRs3xqlTpzL8++DgYFhYWGRH1YiIiIiIiGSJj4/H119//dHz2TZE8N27d7CyshIfm5iYICkpCaam6VchvcoSERERERF9zrJtiKCVlRViYmLExykpKRkGV0RERERERMYo2wKsWrVq4eTJkwBSh/9VrFgxu3ZNRERERESULbJtDpY2i+Ddu3chCALmzp0Le3v77Ng1ERERERFRtsi2AIuIiIiIiOhLl21DBImIiIiIiL50DLCIiIiIiIhUwgCLiIiIiIiM1v/+9z8AwLNnzwxck1Q5Kk96QkICzM3NDV0NoxQcHIzdu3cjMTERABAeHo5ffvkl2/YfHR2N06dPIykpCYIgIDw8HEOHDs22/ZNhGfq3GxoaimLFiuH69euoVq2a7PIREREoUqTIJ6gZfc6SkpJw/fr1NOctZ2dnQ1crW3243uWbN2+QL18+A9Yo+xj6umlInp6eaR6bmZmhWLFi6N27N/Lnz59l+SdPnuDPP/9M89nNnDnzk9RVTZ6envD19cW2bdvg6upq6OooEh4enubcVbNmTUNXKVMrV65E+fLlMXXqVMyfPx+6KSbKli2b7fUxqgBL6Q+uS5cuaNCgAbp16/ZZpIkPDw+Hra2t5L8PCwvDggULEBkZiTZt2qBSpUqoUaOG5PJKTvYzZszAoEGDcPDgQVSsWBEJCQmS96tL3x/syJEjUa5cOdy9excWFhbInTu3Xvu/d+8e7t+/jzJlysDR0VGvbXwO5B47d+7cQVxcHHLlyoXFixdj2LBhcHJykr1PpSfb6OhoFChQQHY5pb/dzp07w8XFBR07dpS9f29vb9jZ2WHgwIHYu3cv9u7dCy8vL1nbGD16NGxsbNC1a1c0bdoUuXJJHzzw7t07nDx5Ms1vrmPHjrL2b4w+vEHT5evrm2X5S5cuZfha3bp1syy/ffv2DF/r0aNHluWB1PNWYmIiwsPDkZycDFtb22wPsAx1kx8REYF3797Bw8NDvNlJSUmBh4cHdu7cKXk7jx8/xpMnT1CpUiUULVoUGo1GVj1SUlIgCAL+/vtvVK9eXVZDzZEjRxAQECCe96Kjo/HHH39ILq/kuql034D+DZO///57hq9JPffEx8ejVKlSqFOnDv755x9cv34dNjY28PDwwNq1a7MsP378eLRs2RJXr16Fra0tYmNjJe03I3KvmQBw7NgxNGvWTHx84MABfP/995mWCQ4Oxrx583Dw4EE8f/48zWvu7u6S953edyDnvL9v3z64uLhI/vsPTZkyBcHBwYiLi0NcXBxKly6NHTt2SC5/7do1BAUFIT4+XnxuxowZksufPXtWPG5nzZqFMWPGoH379pmW6dmzJ2bPno1Hjx5h2rRp4vMajQa//fab5H0D6gT4RhVgKf3B7d27F6dOncLKlSsRFRUFFxcXfP/998ibN6+k8r///jt++uknJCQkQBAEaDQaHDlyRPL+ly5dim3btiExMRHv379HmTJlEBQUJLn8tGnT0L9/f6xevRp16tTB5MmTZR3wSk72BQsWhLOzM86cOYNRo0ahT58+kstqKfnBCoKAmTNnwtPTE3PmzEGvXr1k7/+3337D/v37UaNGDfzyyy9o27YtBg4cmGW5Ro0aZfja6dOnsyz/3XffpbkpMDU1RVJSEszNzcUu7awoPXZmzJiBadOmYcWKFRg3bhwWLFggK8BSerK9ePEiZs6cieTkZLRp0wYlSpRAt27dJJdX+tvduHEj/vjjDwwbNgzFixdHt27d8M0330gqe+vWLfHE6uXlhd69e0uut9bWrVtx//597Nq1C2vWrIGTkxO6du2KUqVKZVl2+PDhsLW1RfHixQFA9g2m0hs1fc97So977Y3M1q1bUbNmTdSqVQvXr1/H9evXJdV769atAICQkBAkJiaiWrVquHXrFvLmzQt/f/8sy0dEREjaT2aioqKwfft2TJ06VTx/y2Wom/wePXp8dKxpv/9t27ZlWf6ff/7Bpk2b0tzs5MqVK9Pz6Yc2b96MQ4cO4fXr1+jYsSNCQkLg7e0tufycOXNgb2+P58+f4+bNmyhcuDDmzZsnufzSpUsxc+ZMbNu2DfXr18fZs2cllwWUXTeV7hvQv2HywYMHAFKDhdy5c6NmzZpiT6zUm/zIyEgsXrwYANC4cWMMGDAAY8eOlXz+zJMnD4YOHYrHjx/D19dX9jVfyTXz2LFjuHr1KoKCgvD3338DAJKTk3H06NEsA6x169bhypUrOH78uKJeE+13IAgCbt++jQIFCsgKsHbs2KEowLpz5w6CgoLg7e2NcePGYcyYMbLKe3h4YPDgwXr3Vi9ZsgSLFi2Cj48Ptm7dirFjx2YZYPXp0wd9+vTBjh070L17d732q6VGgG9UAZbSH1yuXLnQpEkTAMDOnTvh7++PXbt2wdnZWdKJb/369Vi7dq14oyPXsWPHcPLkScydOxf9+/eHj4+PrPLv37+Hk5MT1qxZg3LlysHCwkJWeSUn+1y5cuHevXuIi4vDw4cP8fr1a1n7BpT9YE1MTBAfH4+4uDhoNBokJyfL3n9QUBC2bNkCU1NTJCYmwtXVVVKAJSWIysyff/4JQRDg4+MDV1dXVK9eHbdu3cKWLVskb0PpsWNubo4KFSogMTERX3/9taweFED5yXbZsmXYvHkzRo0ahWHDhqFnz56yAiylv918+fKhd+/eaNCgAVavXo3x48ejZMmSGDJkCFq2bJll+aioKBQsWBBv3rzR69gDgKJFi6JUqVK4efMm7t69izlz5qB8+fKYMGFCpuUEQcDChQv12ieg/EZN3/Oe0uO+cePGAIBff/0VgwcPBgDUrl1bcpCivbkbMmQIVq9eDVNTUyQnJ2PIkCGSynft2hXFihXDo0ePJP19eiwtLQEAcXFxsLS0lB0cA4a7ydd+fvpq0aIFWrRogRMnTqBp06Z6bSMoKAgBAQHo168ffvjhB3Tp0kVW+evXr2Pq1Klwc3ODv78/+vXrJ6u8ra0tatasiW3btqFz587Ys2ePrPJKrptK9w3o3zA5fvx4AMDAgQOxbt068fkBAwZI3ve7d+/w4MED2Nvb48GDB4iJiUFUVJTkG1WNRoOIiAjExMQgNjZW9g2ukmumg4MDoqOjYWFhIQZJGo1GUu9zqVKlUKpUKdSvXx/v3r3Te8SM9jsAUr9HuVMiEhIS0LFjR5QtW1a83i9atEhy+YIFC0Kj0SA2NhY2Njay9g0AdnZ26Ny5s+xyWpaWlihUqBBMTU1RpEgRWefO6tWro0uXLggLC0PhwoUxd+5cVK5cWdb+lcYbgJEFWEp/cPPnz8eRI0dQr149DB48GNWrV0dKSgo6d+4s6aJTqlQp2NnZ6Vt9FClSBObm5oiJiYGdnZ3Y9SiVhYUFTp06hZSUFAQHB8uek6LkZD958mTcu3cPbm5umDBhguwLHaDsB9u7d29s3LgRDRs2RNOmTVG7dm3Z+xcEQZwLYGZmBjMzM1nl9R1qo/2enj59iurVqwMAKleuLOvGTemxo9FoMGnSJDRp0gQHDhyQ/d6Vnmxz5cqFAgUKQKPRwMLCQnLPk5bS325AQAD27t0LKysrdO3aFX5+fkhKSkL37t2zDLBGjBiBLl26IH/+/Hj79q2sFnStMWPG4N69e3BxccGCBQtQtGhRAJB0AapUqRL++eefNBdoOb99pTdq+p731DjuASA2Nhbnzp1DtWrV8Pfff6cZciKFbk9UcnIyIiMjJZX79ddf4enpCW9vb/Hiru3BkTrcpFWrVli5ciUcHBzQvXt35MmTR1bdAcPd5H/11VcA0h+arn0tM6tXr8bw4cOxd+9e7Nu3L81rUm/0tJ+39vOXe81LSUnBjRs3ULJkSSQkJCAmJkZWeTMzM1y6dAlJSUk4deoUoqKiZJVXct1Uum9AecNkZGSkOGcuKioK0dHRkst6e3tj4sSJCA8PR/HixeHt7Y0DBw5g2LBhksqPHDkShw8fRocOHdCiRQt06NBBVt2VXDOLFy+OTp06oUOHDvj333/x6NEj2Nvbo1KlSpK3cfjwYfzxxx+yR8xo6fY0R0RE4L///pNcFkCWDXdZqVKlCn755RfY2tpi3LhxeP/+vazyrVu3xrhx42Bvby8+N3LkSMnlraysMGjQIPTo0QMBAQGy7jvmzJmDOXPmwMHBAbdv34aPj4+kXnddSuMNwMgCrJEjR+LQoUN6/+DKlCmD3bt3p7m5y5UrF1auXCmpvKWlJQYNGgRHR0fxhC9nTG2xYsWwc+dO5M6dG4sWLcKbN29k1X/WrFmYN28eoqKisGHDBlnjWQH9TvbaCcp2dnbiTZbcA1Xrwx9sXFyc5LKtW7cW/922bVtYWVnJ3n/t2rUxevRo1K5dG1euXJE9h0jpPDRra2ssXboU1atXx99//y0r6YHSY2fJkiW4fv06mjRpggsXLshunVby3QFA6dKlsWjRIkRHR2PdunUoUaKErPJlypTBnj170tygyvnthoeHY9GiRWmG5JmZmUkaU92sWTM0adIEUVFRKFSokF69EN27d0fDhg0/el47jC0zFy9exNGjR8XHcocmK71RU3reU3LcA6kXywULFuDRo0eoUKGCrCFeQGpPVLt27VCxYkXcu3dP7A3LinYO2JgxY1CnTh3x+f3790vet+5wqKZNm6JMmTKSy2oZ8iYf0H9o+nfffQcAiib6Ozs7o3fv3nj+/DkGDx6MFi1ayCrfoUMH+Pj4YO7cuViwYIHkuXNaPj4+ePjwIX788UcsW7YMP/74o6Ryalw39d23LqUNk8OGDUPHjh3FxiXdeS1ZqV69Onbv3p3mOTkJgmrUqAErKys4OjpCEATZvaBKr5kAsHz5cpw/fx7Vq1fHb7/9hhYtWmDQoEGSyu7fv1+vETNabdq0gUajgSAIsLS0lFUWSG3MWrVqFR48eIAyZcpg+PDhssp37NgRtra2sLS0xMmTJ8VGMqkCAgLQqlUrvYcILlu2DCEhIShfvjzu3r0ra8SLIAhwcHAAADg6OqZJsiOV0ngDADSCbpqNL9zz588/mnQnJ6JOr+WwU6dOksunpKTgxYsXyJ8/P/bs2YNvvvkmTXSflaioKNy6dQsNGzbE5s2b4eLiIung1Z7s0wsIsmoRHD9+PBYtWiTOp9AeLnJv8rRiYmJgYWGBkydPokaNGihUqJCkcmfOnMHGjRvTfHdyJy0CwPHjx/HgwQOUL19e9gm7f//+Yqu2r68v+vTpg82bN0suHxsbi23btuHx48coX748XF1dJbfI6nvsqDFZWUvf7w5IPQYDAwNx9+5d2Nvbo3v37rJao0NDQ7Fw4UK9E7xERUXhzJkzsiZ7z5w5E97e3unORZF6s+Tu7p5hQCZnuAaQ+h60vYByhIWF4eHDhyhSpAiWLVuGNm3aoF27dpLLKz3vKTnu1fLq1SuEhITAzs5Odg9s1apVMXjwYHFYbN++fbM892h7b9L7/uV+70q/v19++QWdOnXSq+cZ+P/3q/2/dridVEoywD58+BCCIODu3bsoW7aseNP0qWmzhqbX2yplXo1a181Xr16luebJbZjS9e7dO70aJpOSkhAZGYlChQrBxMREcrnff/8d69atS1N/Oe999OjRaNq0Kbp06YL169fjzp07sn47Su+3gNQRBjt37kSuXLmQnJyMHj16SE7Q0r179zQNEa6urrKC7L179+p1U681evRo1K1bF3Xq1MHFixdx7tw5SclFtHr27CmpATAjgwYNws8//6x3eSVJ3bRDiuvUqYNLly5h8+bN2LBhg9510ZdR9GBlNFnawsICBw4ckLydsWPHwsnJSfZcAm1qZn3TLGsz0QQGBorPmZub4/Lly7J+8O7u7ujbty8AIH/+/Jg4cSJ++umnLMt5eHhg0aJFYosIAMmT1bUnNN0WdLkCAwPRrVs3LFq0KM33GBwcLLkl3NfXF1OmTEGxYsX0rsfRo0dx48YNjB49GgMHDoSJiYmsCddK56Hlzp0bderUEVvx/vnnnyyzmSk9dpROVlbjuwNSh6pUqVIF5cuXByDtvevy9vZWlOBl1KhRsid7a1v8lMxFUSNN76VLl+Dj4yM7QYj2JjE2Nlb83cj5zrTat2//UapxOfQ57nWtXbsWP//8szifCZA3L/L27dvYvn17mhs9KVkItWrWrInk5GRMmzZNchYpNXpv1Pr+8uTJgxEjRqBIkSLo0qULmjRpIitIVzo0XUkG2KlTp2Lr1q2yb4y1Prx3sLKywt69e7Ms9+HwUN0ASUrDnhrXzRkzZuDkyZOwtbWVlVxEl9KGSSXl169fjzVr1ug9Zz0sLEzsbR08eDDc3NwklVPrfgtInTcbExMDa2trJCUloXDhwpLLKh0xExgYqCjAioqKEj8zR0dHHDx4UFb5PHnyYO7cuWnmcMnpAS5YsCC8vb1RuXJl8Tcop7ySpG5z587FvHnzsGjRItjb22PWrFmS9zt69GgsX7483XtDufPxjSLAUiNJAADkzZsX48aNk71/7fj/9DLQSLlB145bVpqVKi4uTkwZ2r59+zQnkMzonuwFQUBUVJTk1sz0Wu+1pJ7stTcHdnZ2slrAdBUvXlxy1reMrFixQrw4LF26FIMHD5YVYCkdajNq1ChERkaiePHi4gUzqxtNpceO0snK2u+uXLlyeu1fa+TIkYiKipL13nUpTfCiz2TvzG4kpN7o1qtXD0D6rfja17KydOlSvRKE6N4k6pKbslZpqnF9jntdBw4cwKlTp/RemmHy5Mno06eP3o0zGo0G7u7u2LBhA0aNGgUpgz60PS0VKlTATz/9hMePH6NChQqSE2wA6n1/PXv2RM+ePXHv3j2sXbsW06dPR5cuXdC3b19J6xEpHZquJAOs0pu8P//8U6zDjRs3xMdZ0Q4Pbdq0qeQhYelREqBcu3YNhw8flp2QSJfShkkl5ZXOWddoNHj06BHKli2LkJAQpKSkSCqn1v2WdhutW7eGg4MD7t+/DzMzM7HRJKv7Hw8PD3HETOfOnfHtt9/K2rfSJBXx8fHi+osvX76U/PlpaQPCV69eySqnpf3uX758qVd5Jdf8r776CsuXL9drv9pySpObAUYSYKk1WbpChQoICgpKM5dASne/9qL4Yaun1Jbc+vXr4/nz54oyqgCpY/HPnDmDGjVq4Pr167JPvCdOnMCsWbNgbW2N2NhYzJw5E/Xr18+0jNJMUsD/ZwM7cOCA3t20hQoVUtQaAqT2fFpbWwNInRci9/PLmzcvvv76awCpC9ppx1ZLTRjx8uVL2S2Q2qFYI0eO/Gi4iBz6TlbWfneHDh1Cjx49ZLd+a7169UrvuXuA8lZ0fSZ7q7kwoZJWfH0ThGhvEuUM50qP0lTj+hz3ukqWLJmm90quwoULyxq//yHtsKoBAwbA2tpaVoDh4eGBb7/9Fh07dsTly5fh4eGB1atXSyqr/f769+8v9ogBkDVqA0hd2DcoKAh79+6FtbU1pk6diuTkZAwdOlTS91KsWDEsWbJEfCy3B1NJogWlN3m654natWvLvp6dPHkS/fv317thUEmAYmdnh/j4eL0bFgDlDZNKyiudu+np6Ylx48bh5cuXsLW1lZwFUHvN/PDextTUVOwVlmrBggWKhjN/++23sgMrLaVJKsaMGQNXV1dYWVkhJiZGVi8OADx69Ej2cGZdSu93lV7zlVI68gEwkgBLS+lk6du3b+P27dviY7ktgcuWLcPWrVtlr6ug7TWLjo5GTEyMONm6SJEiH00Czczs2bMxb948zJ49G+XLl5e96NnKlSuxY8cO2NjYICIiAiNGjMiyy1WbLUqNRdfy5cuHI0eOoEyZMmJwI/UmtmTJkgD0bw0BUifdjh8/Hl9//TWuXbsmO23n0KFDERYWhrJly+Lx48fInTs3kpKSMHHiREld+WXLlkVYWJiYQU4OHx8fnDhxQu/hIkomKwOpw+V2796NxYsXo0WLFujatausoR9K3jvwcSu63DT1+kz21l6o4+PjsWPHDrEXQp+bdSWt+EoThCidC6E01bjS7z4xMRHt27cXF5jWaDSyLvxfffUV1q1bl+ZGT07PtW5A1K1bt3STlWQkPj5e/K4dHBxkDdPRXYsnODgYQOq8kiNHjmS5Fo+url27wsXFBYsXL05z7OheCzOjdA0+JYkWRo4ciePHj+PevXsoW7as7CQXukObIyIiZDeqRUVFoXHjxihZsqSYzVDOeVdJgPLixQs0a9ZM7AnQZ4ig0oZJJeX1Tc2vVaNGjUznEGdl6dKlePnyJapUqYJbt27BzMwMCQkJ6Natm+ReydGjRyta4F6JypUrY/369QgPD0ezZs1kZTAEgIYNG+LIkSOIjIzUa/5lYmIi7ty5g7Jly+qVxXPcuHHQaDRISUnBf//9Bzs7O1lzupT2nCuldOQDYGQB1sKFC7Ft2zYcP34c5cuXx6hRo2SV/7AlV24WuKNHj+q1rsL27dsBpKZ7njdvHqysrBAbGyt7PL2dnZ3k1s/05M2bV/yhFSlSRFbLmBqLrr169QobN24UH0sJcLUtTnImdWdk2rRpOHz4MB4+fIi2bdumaRWWomTJkti0aRNsbGzw+vVreHl5YdasWRg8eLCkAOvq1ato1qxZmpOd1G7of/75R9FwkdatW6N58+Z6TVYGUif6V61aFa9fv8aMGTPQsmVL3LhxQ3L5K1eu6P3etXRb0YOCgsSgW4qiRYuKmSjlZqGcPHkyvvrqKzg5OeHKlSuYMmWK7Ex2SlrxfXx8EBgYiNq1ayNPnjyyWyKVzoVo1aoVVq1apXeqcSXHPQDJWf8ykpiYiEePHqUZ8SAnwNq2bRt+/fVXcXinmZlZloGSdl8FCxbE//73P9SpUwfXrl2TdcxmtBaP3HPhwYMH0w2KpQ6XV7oGn5Lf3qJFi/DkyRPUqlULv//+O65cuQIPDw/J5XWHpTs4OIg98lKtWLEizQgFufNulQQoSnoPtJQ2TCop3759e2zfvl1cB6pnz56Syqk1B8bS0hL79u2DhYUFEhISMGrUKKxYsQJ9+vSRHGApXeA+Li4OuXPnRnh4OGxtbSXXHQCmTJmCJk2a4NKlSyhcuDCmTp0qKamWm5tbho1gcjoUHj16lCbzoNwELdr7XiC1F11uo+6HPedy/PPPP/jnn3/Qt29fjB8/HgMGDECVKlVkbUPpyAfAyAIsc3Nz1KxZE9WqVYMgCPjrr79kzQXQ50KpS+laRKGhoeLFJU+ePLLHCOs72Vs7LEI7LKR27dq4du2arNYINRZd8/f3x9u3b/Hs2TOUKlVK0klK6WRj4P8nvWp/8Pnz50dERAS2b98uqzXv1atX4k1i/vz58fLlSxQoUEBy0CN3kqkupcNFlE52vnz5Mnbv3o3r16+jTZs2sm5yAOCvv/6S9fcfGjNmDNauXQtTU1PMmDEDr1+/lnWjuWvXLsycORM1a9ZEy5YtUa9ePcnf28uXL8UTfYsWLWQt0K3Vu3dvbNq0SVYr/qVLl8R/ly9fXu8EIUrnQjRv3hxFixaFRqNB06ZNZae8VXLcA0DFihX1nr8G6D+0WysgIAD+/v5Ys2YN2rRpg02bNmVZRnfe1JYtW8T5wnJ6/3TX4tE9VuXWf926dVi/fr3eSUKUXveU/PYuXbok9tr069cP3bt3l7VvfYelR0RE4N27d/Dw8MD8+fMhCAJSUlLg7e0tOYscoF+Aok0stG3bto+OF7mNsiNHjkR4eLjeCWqUlPf29ka+fPnQsGFDXLx4EV5eXpg/f36W5bRzYBYsWAAnJydZ9dUVFRUlztsxNzdHVFQUzM3NZc1FUrLA/cqVK5GQkAB3d3fMnj0bVatWlTUHMzo6Gl27dsW+fftQq1YtyfXWNoCsWrUKzZs3F+/3jh07JnnfAPDHH38ASL3vKVCggN7DZIHU0WdPnz6VVUZJcqOZM2eK1+yxY8di8uTJCAgIkLV/pSMfACMLsJROttbnQqlL6boKjRo1Qp8+fVC1alVcu3ZN9nAHfSd7a1s/dYfjNW/eXNY21Fh07eDBg1izZo2YDU2j0WS5NoMa8xDUmvRauXJluLu74+uvv0ZwcDAcHR1x4MAByenK9V2oGFA+XETpZOdNmzahW7dumDNnjqybRLXSVU+dOhXDhw/Hu3fv0K9fP3Tt2lVyWQBir8/ly5exYMEChISE4Ny5c5mW0fZwlyxZEteuXUP16tVx584dvdYyKlGiRJpW/Fu3bmVZRjucIiQkBImJiahWrRpu3bqFvHnzyppXpe9ciLt37yIsLAwLFy7ExIkTAaQ20ixevFhSJjYtJcc9oGz+GqD/0G4tW1tb2NraIiYmBvXr15e09lpG34/c4ARI7UVRUv+goCBFSULUWL8RkPfb00pKSkJKSgpy5colDo2WQ99h6f/88w82bdqER48ewdvbG4IgIFeuXLJvsEaOHImzZ8/i6dOnqFGjhqR9q5VYCEjtBQkODkZcXBzev3+PUqVKycq+qqT8kydPxJvaFi1ayM6ouXLlSkUBVvPmzdGzZ09Ur14d169fx3fffYctW7agQoUKkrehZIH7o0ePilNAli9fDldXV1kBFvD/WYBDQ0MlBzja4+bly5fiUOKWLVvKnot74cIFTJkyBdbW1njz5g1mzZola3i0NkGaIAiIjIyU/V0qSW5kZmaG0qVLA0htYNRn5I/SkQ+AkQVYSidb63Oh1DVz5kyEhoaiTZs22LNnj+wu/HHjxuHGjRt4/PgxOnbsKHtND30ne2vnkrx9+xYXL17UK1GC0lXVgdTeqB07dmDgwIEYPnw4unTpkmWApcY8BO37r1atWppx4XLWsAJS0+YeOXIEDx48gIuLC7799ls8fPhQzOwopby+CxUrHS6idLJzkSJFxJY8AJg0aZKk1kil6ap1W6ycnJxw9uxZFCtWDKdPn5Z1stu4cSPOnz+PyMhI1KpVS9LwYt2FHi9cuAAzMzMkJibKymZ0+fJl3L9/Hxs3bhTPV8nJydiyZUuWC9Zqe56HDBmC1atXw9TUFMnJybIv0vrOhXjz5g0OHDiAV69eiTf0Go1Gdu+10gW6lcxfA/Qf2q1lbW2Nw4cPi40aUhPEAMpHTahRf6VJQiZOnIh3797pfd3T57en9f3336Nnz56oUaMGrl27JmvuGaDfsHQgNSBo0aIFTpw4oWgu0eLFixEaGooHDx7A3Nwc69atyzLRhlqJhQDgzp07CAoKgre3N8aNGyeu5ZYd5bVDonPnzo3379/LGhYNpH5XI0aMSJNFT04PXtu2bdG8eXM8fPgQXbp0QcWKFREZGSl5qCKQusD97t2704y2kbrAvUajQUJCAszNzZGYmCgp+6jWu3fv4OXlhSlTpuDBgwcYPXo0pk+fLrm8VmBgoJizQGoyLq2lS5diy5YtKFq0KMLCwjBy5EhZAZbucW5hYSErxT2g7LxVokQJLF68WJxvL3d4JqB85ANgZAGW0snWSi6UAMTJdtrJ7nKTbLx48QLnzp1DfHw8Hj9+jMOHD8ta6FjpZO8BAwagfPnyYiY9jUYj+YJ17do1cSVxub1fWiYmJjA3NxcnC0tpmVBrHgKQGuBdvXoV/fr1w9SpU1GgQAFZ5bUTbm1tbREdHY3ff/9d1mK9BQsWhLOzM86cOYNRo0bJGmpmYmKCuXPniquya3v2pNJ3LkBAQADWrFmD169fi8P8BEEQh6tlRduIoO8wrw9b6suWLSs+JyfAOn36NN68eYNWrVqhUaNGkho3lKxho6UdSpqYmCj2oObKlUvsEZJCt+c1OTkZkZGRsurQvn177NmzB8+fP0eDBg0kt+DWqVMHderUwc2bN8Xx69reBDmUHPeAsvlrgPIhbrNnz0ZISAjc3d3x66+/wsvLS3JZpaMmAOX1171uaH/7cq4bw4YNE3tTpa5FpEuf357WgAED0KhRIzx69AjdunWT1fsApPYkRkZGIiQkBGXKlJF9zjczM8PJkychCAJmzZqFMWPGoH379pLLX7lyBQEBAXBzc0OnTp1kTfJXmlgISP3taTQaxMbG6pXoQEn5vn37okOHDqhQoQLu37+P0aNHSyqnTc0udxmUD2nXUNM93uS+h7///ht///23+NjMzAzFihVD7969syzr6uoq/u4ePnwoed6XdlFcU1NTeHl5pWnYlGPhwoVYu3Yt/vzzT5QvXx4LFy6UVd7ExERMTFS0aFHJDYtqDXFVcr/r6+uLrVu34sSJEyhfvnyWDfnpUTryATCyAKtVq1ZYuXKl3pOtP7xQyp10N3bsWLRt2xZdu3bFlStXMGnSJEkL/WqNGTNGr4WOtZRO9ra2tpadZlLrxIkT+OGHHxSNw61duzbc3d0RFhYGb29vceHRzGQ0D0Efv/76Kzw8PNC0aVNMnjxZ0klSl7a7XhAE3L59GwUKFJAVYClZqNjLyws9e/ZE3bp1cfHiRUydOlXWzZq+k5V79+6N3r17Y+3atRg2bJissrr0HealPV59fX1lB5W6fv75Z8THx+P8+fOYM2cOHj16JHk8d3qThqXOX9PejJuamuLUqVPi8ydPnpTcMt61a1e0a9dOzD4q9zwwffp02Nra4uzZs6hWrRo8PDywfv16yeUfPHiAx48fIyEhAQsWLMDAgQPFxhYplC7QrSQLHaB8iNvo0aPFeTyTJ0+WVVbpqAlAef2VXjfy58+PTZs2pelJkNO4oeS39+jRIyxZsgSPHj1CxYoV4eHhIWa2lWLLli3YtGkTypcvj/v372P48OGyRl8sWbIEixYtgo+PD7Zu3YqxY8fKCrCSk5MRHx8vNgzIuYYpTSwEAFWqVMEvv/wCW1tbjBs3DnFxcZ+8vHbpEhcXFzRp0gRPnz5FyZIlJffgTJo0CYGBgTh8+DBWrVolq766lK6hBqT2wpUqVQp16tTBP//8g+vXr8PGxgYeHh5Yu3ZtpmW7deuG5s2b4+nTpyhVqpTk4G7//v34888/8e7dO0yaNEnvAKtIkSIYOnSo2Kj5+PFjFCxYUHJ5Kysr+Pv7o27durh06ZKkNfMA9Ya46nPeun79OqpVq4ZLly6lmbd88eJF2cP7lI4cAIwswNK9IW7atKnsuRCCIODFixd4/PgxqlevrldmHN2Uu1IXLdTSd6FjLaWTvRs1aoStW7em6X2QOlleabpaILX14uTJk6hcuTLs7e0lD60DUjOhKZmoDaReLJ88eYJ58+Zh7dq1yJ8/v6w5fNpFe4HUY2no0KGy9q9koeL4+Hix57BFixb49ddfZe1b6WRnV1dX7N+/P015Oe9f6TCvBw8eiOt46eOvv/7CyZMncfPmTVStWlXWyVt7YhUEATdv3pSc3hpQZx253r17o02bNggJCYGdnZ3sVtiQkBDMmTMHly9fxnfffZdmwWkpfvvtN6xfvx7u7u44fvw4BgwYICvAUrpAt3buGiA/Cx2QOrT7xYsX4hA3ud9Jvnz5cPjw4TQ3alKXl1A6agJQPjRdabrnggUL4s6dO7hz5474nJyblb/++gsnTpzArVu3ZP/2PDw8MGLECNSqVQtXrlzB5MmTZc0l2bFjh5hJLi4uDn369JEVYFlaWqJQoUIwNTVFkSJFZI+a6devHzp37ozIyEh069YNP/zwg+SyuomFWrduLTuxEJB6zY2JiYGFhQVOnjyJGjVqfPLy48aNw/Lly8X1+woUKIBLly5h4sSJOH78eJblS5UqBScnJ7x9+/aj40zONV/pGmpA6vqR2vNF48aNMWDAAIwdOzbTxlml847Nzc1hbm4OGxsbveZsaimdf7dgwQKsXr0aS5Ysgb29PebOnSupnHaI64fv3dTUFJcvX0adOnUyLa9NSpbeOrdZ3e+eO3cO1apVS7enSW6ApXTkAGBkAZbShb8GDBgAe3t78SZNzhA5IDUi37t3Lxo0aICbN2+iQIEC4kEg5YKr70LHWkone1++fBkJCQlidjKNRiM5wFKarhZAmtbbmzdv4u7duyhWrBi+//77LMcHK52oDaROmA4ICICpqSkaNmwILy8vWQGW7tyRiIgI/Pfff7LK2dnZiUkq5AanycnJ+Pfff1GpUiX8+++/si/0Sk+2So89pcO8Hjx4gPr168PGxkZ873Iutn/88Qf69euHWbNmyf7sdFvi7O3tZWURk9PanpF79+5h+vTpePPmDVxcXFChQgVZjRPaYYUajQbv3r2T3ROsHRqSN29emJubIykpSVI5pce9dpJ0eqRsRzdNsJa5uTkuX74Me3t7yfV49eoVNm3aJL4fCwsLyT2YSoYXasXGxsLf318cHiynBwXQP92zlq+vL5KTkyEIAoKDg1G9enVZ+79y5Qo6deqE2bNny/7t5c6dW+zp/fbbb2U3LOkuSWFpaSl7iGDevHkxaNAg9OjRAwEBAbIbN9q2bYtvvvkGT548QalSpWT1IGzatAndu3eXnVhI1/Xr17Fnzx6x5+nQoUOS7pl01w/TFRwcnOUwr6+++gqTJ08W5+iuWbMGu3btkjxETRvQ+Pj4pJl39P79e0nltZSuoQakzoV68OAB7O3t8eDBA8TExCAqKirTJF9K5x3rkjNv60P6zp97/vy5+G/dIcExMTGSe7GA1Hu29+/fi/Og4uPjYWJigipVqmDKlCkZllOSlOyHH35AQkKCXr1NH1I6cgAwsgBL6cJf1tbW8PPz03v/Dx8+xMOHD7FhwwaYmJggb968YvpwKRfc27dvp2kFBOSlylbaCxAbG5tmwq8UaqWrBYB///0XFhYWYnf7ixcvUKRIEZw+fRoLFizItKzSidpA6tCDc+fOISQkBDVq1Mhynx/STXqgzcwmtxwA8d9y1pWYNm0apkyZgvDwcBQtWhSzZ8+WVXelk52VHnv6pCnXJTfF7IdevnyZZctZRnRv1MPDw/XKoKnE7Nmz4evrCy8vL3Tt2hWDBg2SFWCNGzcOPXv2REREBHr06IGpU6fK2n/p0qXRo0cPeHp6YuXKlZJ7QD487rWkHvdKe/+UZg29c+cOli5ditKlS+P7778XbyzlDFVVMrxQa8qUKahTpw5cXFxw8eJFTJ48OcvhSbr0TfesNWfOHNjb2+P58+e4efMmihQpIus6am1tjfPnz+P8+fPic1LnHhcvXhyrV68WGzXNzc3FhhUpLdKCIKBjx46oWbMmbt26haSkJHEkgpTehOXLlyMkJATly5fH3bt3Za+Lo80kp9soLHV47pIlS7B9+3bMnDlTXEdKztIqQGqCmT59+shOMKBkeJenpydmz54NLy8vhIWFIXfu3Ni9e7fs0Qfa4Orp06cICAjAvn37cPbsWcnlla6hBqSmmp84cSLCw8NRvHhxTJ48GQcOHMh0uLx2Dab0SBlxdP/+fYwfPx6CIIj/1n1PUuk7f047yio6OhoxMTHi0PTChQtjz549kreTlJSETZs2IVeuXEhJScHgwYPxyy+/ZBl4apOSjRgxAocPH8ajR48kNypqrzm65N5raSkd+QAYWYCldOEvfYfI3bx5E1OnTsWOHTtw/PhxTJ8+Hfny5cOIESMkJXzQTVepS26rlNJeAH160NRKVwukZiXTzhtydXXFgAEDsGDBAklZfZRO1Ab0y+ika+nSpWlaby9evCip3IfJEqKiolCgQAFZ339oaCh27dolPj5w4ICsyeJKJzsrPfbi4+PF7Hf6DPNK76ZWTu+1kvH4ujfqFhYWWLp0qeT9qsXOzg4ajQY2NjaSF7nUsra2xsGDBxEZGSkeB3L4+voiJiYGefPmRbVq1STfrClNEqLt/QsNDdUrwYv2Jn78+PF6ZeGcMWMGRo0ahdevX2PkyJHYs2cPbGxsMGjQIMlzL5UML9SKiopC3759AQCOjo56rSumT7pnrevXr2Pq1Klwc3ODv78/+vXrJ6u89ngRBAG3bt2SFeBpNBo8ffpUXEOncOHCspLc6N4Iy+35A5DucFo5ianmzZuHmTNnymr519J3HSldVlZW4g2rHNoygiDg+vXrsjMPe3l5wdvbG8nJyeK6VnKdOHECmzdvxtWrVzFkyBAxyZRUStZQGzt2rHi9b9eunTgkum/fvlk2iitt2NG9vijpBdN3/p22QXHEiBGYN28erKysEBsbK3sNtujoaCQlJYmjHrSjnqRmkfXy8kJsbCy+/vpr/P777zh//nyW537da44gCIiKitLrfgcAnj17hmPHjonH/tGjR2WNfACMLMBSuvCXvkPk5s+fDz8/P5ibm2Pp0qX4+eefYWdnh0GDBkkKsNSYhwEo7wX4cBy9lJ43tdLVAqlp4iMjI2FjY4OoqCi8fftWzNCSFaUTtQH9Mzqll2o7JSUFAQEBWaba1nXp0iX4+PiI64CVKFEiywYD3TT12mxGctPUA8onO3947H399deyyu/YsQMuLi4AIDu4AiC+V+1Nmtw5ZErG43/YkqZNGJJd8ufPj23btiEuLg5BQUGyW4KXLl2K6OhodO7cGc7OzpKTAymdSzBz5kx4e3unO9RPzlBBpQleEhMTcefOHZQtW1ash5SeADMzMzEt8W+//SbO+ZWTXEk7vFBLzgLpWvHx8YiIiECRIkXw8uVLyQFKaGgoihUr9lG6Z7mpzlNSUnDjxg2ULFkSCQkJiImJkVX+w5tEqT3/QPqpkuWkXPbz84OLiws6duwoe3ggoCw4BFIbNevXry97v4CydaS0vXzW1tZYu3YtqlSpotc906hRoxAZGSmOGpJyz6S9QXd0dMTJkycxe/ZsMfujlEatDRs2YM+ePahUqRIGDBiAlJQU2fOdAWVrqOleJ06cOCEGWFKG7OkG4EePHhWzTmvnJmVFzrz6zLi7u+Pdu3ewtLTUa/5daGioeK3OkyeP7MCxV69eaN++PSpUqCBmUVy7dq3kz+Hu3bsIDAwEID9APnHiBGbNmgVra2vExsZi5syZsn+Hw4cPR6tWrfSe9w0YWYCldOEvfYbIAakXGAcHB4SFhSEuLk5MWSz1B6vGPAxAeS+Av78/oqKixKw+ciJ7pelqgdSTdffu3cUWES8vL/z666+SFo1VOlEb0D+jU758+fDy5UskJCSIJxmNRiMr1TaQeqO7efNmjBo1CsOGDUPPnj2zDLDUSlOvdLKzbqKBNm3ayJqsDaS2WnXs2DFNS76cXgXdk3KTJk0wYMAAWftXMh7/w5a0c+fOZTqGXG1z587F2rVrUbBgQdy4cQNz5syRVX7t2rWIiIjA3r17xXmoUrahdC6BNjWu0gYmpQleHj16lCZNr9ThIrrnd92ATM5Ntm5ChsjISPGGQY6xY8fC1dUV1tbWePfunbhwb1YGDx6MTZs2oWLFiti+fTsEQcCaNWuwceNGWb/fjh07wsfHB76+vli4cKHs40H3eh0REZFmjkdWlKZK3rhxI/744w8MGzYMxYsXR7du3WStB6gkOARSlzTp0aNHmiF3Unvelawjpf2MrK2tcfHiRTx58gTPnz9HiRIlZN0zvXz5UvZ8Yd0bce21Xc7N+YYNG9CuXTt07twZlSpVEofYyqV0DTUt3aBKTpDm4+OD6OhofP311wgMDMS5c+cwadIkveqgjw8zlt66dUtW72ujRo3Qp08fVK1aFdeuXZM9h61bt25o0aIFQkJCULp0aRQsWBDJycmSe9BLly4tZmB89eqVrOzbK1euxI4dO2BjY4OIiAiMGDFC1pxzIHV4spw1+9JjVAGW0oW/9E0yYWqa+jGdOnVKXI06MTEx2+diKO0F+N///oelS5fC3t4e9+7dw8iRIyVnVFKarhYAmjVrhqZNmyIyMhKFChWCRqORnIJU6URtIHUCZJcuXcSMTlIXqq5YsaK4FoOcE9SHtFmVNBoNLCwsJA310k1TD6Te3AUHB0vuqlYyWTkj2nXU5JgwYYJe+9LSTWgREREhOwOokvH4SlrS1DB//ny0atUK48aN03uZhKSkJCQkJCAlJUXyNrRDUMPDw8VkMOHh4ZgyZYqkVlZt639SUhL+/PNPMQtTeHg4Zs6cKbnuShO8/PHHHwDkD81Nby6EIAjicDuprl27hoCAAJw5cwatWrWSVRZIvck9cuSI2Psv1YgRI8QgKzExERMnToSZmRl2794tqbzu0PZcuXLBy8sLgiDg2rVrkhrFtD1o3t7e4nOWlpay5sEoTZWcL18+9O7dGw0aNMDq1asxfvx4lCxZEkOGDEHLli2zLK8bHIaHh+PFixey9u/v749Bgwbpdc78cB0pOTd7AwcOxMyZM/Hbb7+hTZs2iImJQWhoqOy5s2XLlkVYWJi4HpIUSq6RQOp3fvDgQcyZMwfv379HXFwc3r59K/sz1K6h9vDhQ3Tt2lW8hkuhe45QssizdpRMv379VEl6IYfS3tdx48bhxo0bePz4MTp27Ch5SkJ6Ix605DSqBgcHo23btihRogTCwsJgbm4uNg5kleAqb9684rmySJEieiVHa9asGRYuXJhmSpGcZXkAIwuwlLZm6TNEDgCcnJzg6uqK0NBQrFmzBiEhIZg5c6beLSL6UtoLsHHjRnFV8nfv3qFfv36SAywl6WrVGCqkZKK27rjdUqVKoUSJEtBoNDh79qysIPHixYuyWmA+VLp0aSxatAjR0dFYt24dSpQoIbmsr69vmonmhQsXxrx587Isp2051WeB2MzIvejoe5OuHQuv+zs3NzeXnDJWS8l4fCUtaWro2LEjjhw5gpUrV8LOzg6tWrWStdh33759kZCQgK5du2Ljxo2y1w/cu3cv8ubNi4SEBCxevFjygqFa48ePR8uWLXH16lXY2trKaph69+4d3N3dMWXKFERERMDW1lZ2ghd9huYCGc+FkHKjlJCQgKCgIAQEBMDc3Bzv3r3D4cOH9UrUo21YkzuXoE2bNkhKSkL//v3x5s0b9O3bV9baf0p7HrXBnbYXT9uDNn36dEnpugHlqZIDAgKwd+9eWFlZoVu3bvDz80NSUhK6d+8uKcDSJrECUuehyknxDqTe5Op7n/DhOlJyMhAuXLhQHGFRpEgR+Pv748mTJ/Dy8kozGiErV65cQbNmzdIce3KXR5HL3Nwc7du3R/v27fHkyRMEBgaiQ4cOqFq1qqz5XGFhYVi3bh0iIyPRpk0bxMXFSR65oUbjSokSJcRGhpcvX+qdnE1fSntfX7x4gXPnziE+Ph6PHz/G4cOHJQXPagWScpNSAP9/zkpOTsbQoUNRu3ZtXLt2TXZyGCB1nnu5cuXE71yfQNuoAiylrVlNmzaVfZABwJAhQ9C8eXNYWVmhaNGiCAkJQY8ePSSdoNWgnQsxYcIE2a1JujQajdhrYmVlJXllbkBZutpixYrh999//+iHJ/eA1Xei9o0bN/D+/Xu4uLigXbt2eqc+VboW2PTp07Fr1y7Url0buXPnljzUB9B/orl2svKAAQP0GmqRXmuUIAjipHOp9L1Jj4yMBCAvoUV6lIzHV9KSpoZatWrBzs4ODg4O2Lx5M3x8fGQFWFOnTkWlSpUQGRmp1w3+ihUrMGzYMMTHx2Pr1q2yb/Tz5MmDoUOH4vHjx/D19ZXcir5582Zs2LABpqam8PLy0nvBTX2G5gLK5kJ89913cHZ2xsKFC1GmTBkMGjRI7yyoShrWnJ2dkZycjMDAQNkJopQObf+wB23ChAkwNzeX3IMGKEuVvH37doSHh2PRokUICwvDvXv3YGZmBjMzM8k9qP7+/rh27Ro2b96MM2fOyE5QYmlpiYEDB6Jy5criOUfqyIEPFzg3MzNDsWLF8OOPP2Y5DzQuLg7VqlUD8P8jDuzs7CQvsaD1119/yfp7tdnZ2WHChAkYO3as7Eyy06ZNQ//+/bF69WrUqVMHkydPljxMTEnjivbakJCQgEOHDqF48eIICwuTFSCrQcnQXAAYM2YMnJycZDcoas+b7969UzSt4+rVq/Dx8cGrV69ga2uLOXPmwNHRMdMy2t+n7u9UzrVSl7m5ueJ070YVYCltzTp58iT69++vVw+E7pCs0qVLo3Tp0rK3oa/z589j+PDhqFevnqQsNhkpVaoU/Pz8UKdOHVy+fFnWe1CSrvbt27d4+/at+FgQBOzevRuWlpaSu1ynTp2aZqK27voYWfnjjz9w9+5d7Nu3D+vWrUPdunXh4uIirs0jlZzUyOkZNmyY3uPJlU40z5cvH44cOYIyZcrIymaW0QVFbiuVvjfpT58+zbAlXc4Qx3bt2uk9Hl+fljQ1ubi4wMTEBO3bt8esWbNkDXUBUhsGtA1Eb9++xaxZs8TkDZnRDa4tLS1x7do1ce6WnJ5zjUaDiIgIxMTEIDY2VnIP1v79+/Hnn3/i3bt3mDRpkt4Blj5Dc5Xq168f/vjjDzx79gxdu3bVu1Fn+/btGDNmDMzMzHDp0iXY2NhITqGt/f4EQUBISAh69eolnvP0yaool9IeNODjRZal9qqtWLEC9+7dw7x585A7d25oNBps3LgRr169wsiRI8WkNxnR9kBu2bIFZmZmePfuHY4cOSI7SG7SpIneIx5KliyJWrVqoXbt2ggODsaxY8fw9ddfS0ryopv1b/Xq1eK/tdMdsqI0wQ2Aj7L+mZqaolixYnotl2Fqaiq7Qfv9+/dwcnLCmjVrUK5cOVkNykoaV7Kj0U0Kbe+rdlkZuSnq8+bNK6Zs14fSaR2zZ8/GokWLxHtOb2/vLBu0tQ3K2kR2SpQoUQI//fRTmsYRudmzjSrA0m3NWrhwoeyFv5T2QBiK7sVZycJzvr6+2L59O86ePQt7e/s06ytkRUm6Wt39hISEwMPDA99++62sRAGVKlVKd+FQqSpWrCjOA7p06RIWLVqE0NBQWRMfTUxM9EoXraUkZXOHDh3g4+ODuXPnYsGCBbJT77569SpNghepw2OVZjRSepNuaWkpu9VYl/YiX7BgQbRv3x7x8fFwdnaWNYdR6UK/Sg0dOhSnTp3CiRMnEBYWhkaNGknOxASkDq3esmULihYtirCwMIwcOVJSgPVhEC03sYjWyJEjcejQIXTo0AEtWrSQPMzK3Nwc5ubmsLGxkd2YpkvJ0Fx9DR48GIMHD8bFixcRGBiIGzduYMGCBejQoYPkAPnDIKFEiRLw8/PDq1evJGXEktvy/iko6UED0gYHAHD48GHcuHEjy8XpT548iR07dojnnpIlS2LJkiVwdXWVdN3S9kAuWLBAUQ/kgQMH9G5Ue/78udhzX65cOfzxxx/o1q0b9u7dm2VZW1tbXLt2Lc2yIteuXUORIkVk1cHV1VXvUTNBQUGIi4tDzZo1ZS00qxYLCwucOnVKnLeszzAxJZQuLaLUzz//jAcPHqBy5co4fPiwrOQugP45C7SUrr9nbW0tzn+qWLGirN+fdu6bdojnV199JSljuK6kpCQ8fvwYjx8/Fp/7YgOs7du3w9vbGxEREShTpgzu3Lkje4y40h4IQ1E64VK3RcXOzk5sxbxw4YLkA0bphEkgdTz8pk2b4OnpKfsGtXHjxuI6PtHR0TA3N0fhwoUxffp0STeLQGqX9aFDh7B//37ExcWJCUOkUpou+tWrVx8FNVkFOdo5SL1798b79+9RoUIFTJ06VXZrsL+/P96+fYtnz56hVKlS2dKKD6TN/qfRaNChQwfExMRI7j0tXLiwXuu4aH04Zl6f3lOlC/0q1a5dO7Rq1Qrnz5/HunXrcODAAZw6dUpyeRMTE/EGqWjRopJbctUa6lG3bl3x4qbvcA0lDUs+Pj4IDAwUh+bKncOlRL169VCvXj28efMGe/fuxaRJkySv56M0SFAr3bO+1OhB03dx+jx58nx0rTQzM5N83lOrB1JJo1piYiJOnTqFmjVr4urVq0hKSsLTp08lLbExceJEDB8+HA0aNICdnR2ePn2Kc+fOSb4HUmPUTFJSEn777TfZC81qXb9+HXv27EnzfuUEKLNmzcLkyZNx8+ZNLFmyRHb2VaWULi2i1MSJE9G0aVNUrlwZjx49wv/+9z9ZPde3b9/G7du3odFoEBUVhcePH+P69euy6qBk/b1ChQph6tSp4iLjKSkpYiN7Vun+dWODhIQEjB07Vta+gdRj7e7du7h//z7Kli2b5fDE9BhFgKVtyXNxccFXX30FQRCwceNGvH79GiNGjJC8HVNTUyxYsECc9FipUiXVUqh/Sjdv3oSrq6sYjWv/LbUHLrNEIFIDLCUTJsPCwuDp6Yn8+fMjMDBQr0UX69ati5EjR6JcuXIICQnBypUrMWLECEycODHLAOvAgQM4cOAAnj9/jlatWsHHx0evtYz0TRetZKFpJetx6Dp48CDWrFkjTvTXaDRpUld/Kg8fPkzzODY2FpcuXYKbm5ukG8CqVasq2r8avaeAsoV+lRo2bBieP3+OatWqYcyYMbLXv7OysoK/vz/q1q2LS5cuyf79KR3qsXLlSmzevDnN8CQpw2jSm2iuJedGwdvbG56enuJclMmTJ8PPz09yeTXky5cPbm5ucHNzk1xGaZBgaGr0oOm7OL2lpaWYmEbr6dOnkhso1eiBBP5/HTR9blL9/Pwwf/58+Pr6okKFCpg7dy6Cg4MljZwoVaoUAgMDcfToUfz333+oWrUqxowZIznBjRqjZpQuNDtjxgz06dNH8sLmWvfv3xczKIaGhqJixYp4/Pgxbt26la1rGCpdWkSpsLAwdOnSBUDq8Szn3AOknX/44MEDSZlDdWnX37t9+zZGjx6NGTNmyCqvHQr95MkTWFlZoV69enot4pycnCx7zjiQ+v7379+P6tWrY8OGDWjbtq14/yWVUQRYmbXkyQmwlEx6NKR9+/YpKq/b6qNvRK4kXW27du1gbm6OBg0afDS5WOqNUmhoqPiDK126NF68eAE7OztJrSLu7u4oV64cHBwccPfuXSxZskT2/gH900WrtdC0vutxAMCvv/6KHTt2YODAgRg+fDi6dOmSLQFWesNQ4+Pj4ebmJmnIkNxx4xlR0nuqdKFffd28eRNTp06Fn58fQkJCMH36dFy+fBkeHh7iGlVSLFiwAKtXr8aSJUtgb28vOwOj0qEex44dw/Hjx2UPscpoorlcZ86cwZAhQ7B8+XIUKVIEz54903tb2UlpkGBoavSg6bs4/YQJEzB8+HA4OTmhVKlSeP78OU6fPi0p86ouJT2QgLKb1NKlS2P8+PF48uQJHBwcULRo0TTHQlYsLS31zmCoRppypQvNWllZ6TV6IbMMivosk6AvpUuLKKXRaPDo0SOULVsWISEhks/bSucf3rlzB0uXLkWhQoUwevRojBs3Dk+ePMHdu3dRuXLlLMtrMy+mt9an1N5f3Y6DpKQkyUnBdO3fvx8BAQEwNTVFYmIiXF1dv8wAS62WPCWTHg1JrV42JRG5knS1H46j10eRIkWwcOFC1KxZE3///TcKFy6MM2fOZDoOX0vfpCC6lKSLVvL9qXGhA1K/M3Nzc3HuoT7rQqjFwsJC0vemBjV6Tz9c6FdugKKv+fPnw8/PDw4ODnB3d8fPP/8MOzs7DBo0SFKApdso0r17d7HXOzIyUvbnoHSoh9TJ9brUGuJWunRpeHh4YNiwYViwYIHeSQfkSEpKgqmpabqt9VLngqgVJBgzfRenr1ChArZs2YIjR44gPDwcVapUwYgRI/RaPxKQ3wOpRpKMzZs349ChQ3j9+jU6deqEJ0+epFlT7FNSOmoG0H+hWW1gYm1tjbVr16JKlSqykgyolUFRKaVLiyg1ZcoUjBs3Di9fvoStrS2mTp0qqZzS+YczZszAqFGj8Pr1a4wcORJ79uyBjY0NBg0aJGlY/oYNGzBlypSPjnWp88YBdRKNCIIgXre02UflMooAS62WPENPejQ0JRG5knS1atwo+fn5ITAwECdPnkTFihUxatQo3Lp1S1LvkNL9q5UuWh9qLXZau3ZtuLu7IywsDN7e3uIFyBAiIiIkzSNQg9LeU21qc22CFEEQsHXrVtkLduojJSUFDg4OCAsLQ1xcHKpUqQIAktcz080ipdFo8Pr1a5iYmMDKykpWo4N2qIfcDJ7a3suXL1+iU6dOqFChgnjOzo4sdrqqVq2K+fPnw93dPcveDzV4eHhg0aJF4nBcbe+zRqORnJVS7SDBGClZnN7a2lr2wqBqUSNJhnYdtX79+qFfv37icK/soHTUDJA6h2f79u1pMhpKmUOlDUysra3x5MkTPHnyRHxNSoClNIOiWnx9fXHr1i08evQI5cuXlz13VV/aedvVq1dH+/btxXs8qXPplM4/NDMzE6dt/PbbbyhTpgwASB6eqh2+r10/Tx/6pHj/UO3atTF69GjUrl0bV65cQa1atWTXwygCLLVa8gw96dHQ9InI1UpXq9SIESM+ysaUVapdtaiVLlofStbj0OXu7o6TJ0+icuXKsLe3z7YkDR+m+Y2Pj8ft27dlZ2DUl5Le059++gk7d+5EcnIy5syZAzs7O4wbNw5WVlbZEmBpf6unTp2Ck5MTgNSJ71JT9E+ePBlTpkxBYGAgjh8/junTpyNfvnyyhlUDqRmc1qxZg2fPnsHOzk7yEMmzZ89i2bJlsvb1KWiHSdnb22PVqlWS10BSQhtAHj16VNF2DBkkfA7OnDmDjRs3prlpVmNEwqemRpIMbcOI9vyZnQ3CaoyamTx5Mvr06SN7gV1tEPZh5kmp37taGRSVWrp0Kc6fP4/q1avD398fLVq00GsdVrmUzttWOv9Q93qve8xKHaKYWRAttWdKnxTvWklJSTh69CiaNm2K9+/f48GDB2jevLnsddgAIwmwlLbkfS6THg3tw4hcSoCiVrpapZRkY1JKrXTR+lBrmNR///2He/fu4f3797h58yZu3rwpOc2+Eh8GgpaWlihXrly2tcIr+fyCgoIQFBSEqKgouLu74+XLlxg8eLDsyb76cnJygqurK0JDQ7FmzRqEhIRg5syZkudVzJ8/H/PmzYO5uTmWLl2aZoihnGx+O3fuxM8//4zy5cvjwYMHGDVqlKQ6lC9f3uCZ7IDUNPtaX331lV7DROX6cJFYLY1GIyvzaE7n6+uLKVOmyL5JNzQ1kmS0a9cOvXv3xvPnzzF48GC0aNHiE9daXYULF9YrNf/+/ftx9OhRXLhwAefPnweQenN+9+5d9O3bN8vySjMoquXkyZPYuXMncuXKheTkZPTo0SNbAixdSuZt6zv/UOmoGzWG9ylJ8T5hwgSYmJjg5cuXaNmyJcqVKwcvLy9Jx96HjCLAApS15H0ukx4Nafv27XB3d8eZM2dw48YN1KtXD3369MmynFrpapVSko1JTYZ6/0qNHz8ejRs3lp2RSanP4QZbX/nz54e5ubm4ftSyZcvEYXrZYciQIeICwUWLFkVISAh69OghecHNjIYYyr3Qbtu2DXv37oWFhQViY2PRr18/SQHWf//9p8oi0foKCAjAmjVrEB0djb/++gtA6u9Xe+H9lHx8fAAAq1atQvPmzVG7dm1cu3ZNr1bQnKx48eKy1+/5nChJkuHm5oZvvvkGd+/eRdmyZbNl/TY1ffXVV1i3bl2adZSkDPFr3LgxihQpgujoaDEdd65cuSQn+FCaQVEtxYoVQ0xMDKytrZGUlJRt11615m1ryZ1/qHTUjRqLXCtJ8R4SEoLdu3cjISEBXbp0gZmZGX777TfY29tL2rcuowmwlPhcJj0aim6a+2+//Rbly5eHn5+fpDT3aqWrVUppylAl1EoXbUiWlpbZ0mP1JdE9uRcvXjxbgyst3ZN66dKlJa8fBmQ8xDA2NlZWHQoUKCBuy9LSUvIQQaWLRCvVu3dv9O7dG2vXrsWwYcOydd/ajKcvX74Ug9GWLVsqmleQExUqVAje3t6oXLmy+HvM6gbpc6RPmv4WLVpg5cqVaNu2LQDpc2g+F4mJiXj06FGaZDtSAqz8+fOjfv36HwVUycnJkvetJIOiWsLDw9G6dWs4ODjg/v37MDMzE4MMqcPV9KHWvG19KW1U1SZwUpI5VkmKd+3oGnNzc6SkpGDDhg0oUKCAXvXIEQHW5zLp0VDUSHOvNF2tvj6HOWBqpYs2BO3FrXDhwti/f3+aGxVD3vwag7CwMGzfvh2CICA8PFxsAQOM4yZP6RBDbQtiZGQkOnfujBo1auDWrVuSf3tKF4lW6tixY2jWrBkKFCiQ5rsDsvf7CwwMRPXq1fH3339nW/bML4V2CH92p7j+HOTOnRs+Pj4YM2YMGjRoYHSjJ5Qu1Dpu3DhoNBqkpKTgv//+g52dHbZu3fqJaqs+Q80/VWvetqE4ODgAAEqUKIGDBw+mSYglNXgbOXIkzp49i6dPn6JGjRooW7asXlnDCxUqpHdwBeSQAOtzmfRoKGouWKlPS5wSn8McMGMe5qab6lT3JlNOytOcqn379mKrl+6/jYXSIYbpXZCdnZ0lDztRuki0UtHR0QAMe3O+cOFCrF27Fn/++SfKly+PhQsXGqwuxiSztXByioIFC2LFihUYMWIEoqKijK5BWOlCrbrXqzdv3mDatGmfopqfjKmpKRYsWIDIyEi0adMGlSpVQo0aNT75fo35fkWXkmkNixcvRmhoKB48eABzc3OsW7dO8nqkao5YMq5frJ4+l0mPhmLMC1Z+LnPAjJV2SJK2NV/rwIEDhqqS0fgShlQqGWKovVD369cP8+bNExMNDBw4EHXr1s2yvFqLROtL23sWHh6OVq1awcnJKVvWwNKVmJiY5qYyLi4OBQsWzNY6GKNff/0Vnp6e4lID+i4xYMwEQUD+/Pnx008/YfTo0fj3338NXSVZ1FioVcva2hpPnz5VuYaf1rRp09C/f3+sXr0aderUweTJk7Fjxw5DV8toKJnWcOXKFQQEBMDNzQ2dOnWS1fOp5oilHBFgfS6THg3FmBes/FzmgBmrY8eO4e+//8b+/fvx999/A0hNfnDkyBGDj1En4/DixQuMGjUKvr6+KF++fLqL537OOnbsiCNHjmDlypWws7NDq1atZGVRVMLYhzkZiouLCzp27IgdO3YoWmLAmGnX3subNy/WrFljdPP3lC7U2qNHD3ENucjISKNLdvL+/Xs4OTlhzZo1KFeunF5D1HIi3WkNf/zxR5qFpqVOa0hOTkZ8fDw0Gg2Sk5Mlrx0JqNsDmCMCLODzmPRoKF/CgpWGmgNm7BwcHBAdHQ0LCwvx5KTRaHL00BuSp1ixYpg7dy7GjBkDT09PoxuqVKtWLdjZ2cHBwQGbN2+Gj49PtgVYxj7MyVDmz58PPz8/xUsMGDM/Pz8xGDc3N9e798dQ9FkWRpfukC4LC4tsz4CrlIWFBU6dOoWUlBQEBwdn6zpmxszb2xvv3r2DiYlJmh4/OdMa+vXrh86dOyMyMhLdunXDDz/88IlqmzmNwDFXRF+8lJQUhISE4MmTJ6hUqRKKFi1qFENEPweCIOD69etpkuVIGSL3pXBzc4O/vz9evnyJESNGICIiQvECutnJxcUFJiYmaN++PRo1amSwnm9BENClSxfs3r3bIPs3JtpjLiwsDK6urmJ6+549e+aYHsCBAwfC3t4+zdqPxpBcR9fx48fx4MED2Nvb49tvv5VVNjQ0FHPnzsWDBw9QpkwZeHp6GtW6paGhoZg3bx7u3r0Le3t7TJo0yajqbyibN2/Ghg0bYGJigmnTpqFJkyZ6bef169d48uQJSpYsiTx58hhk/VbjaookIr1s2bIFhw4dwuvXr9GpUyc8efIkTQIMytioUaPw6tUrFC9eHEBqS1pOCLC0PcTNmzfH77//DktLS0ybNs3oAoShQ4fi1KlTOHHiBMLCwtCoUSM0btw4W/b94TAnbbp8ypxaSwwYM22Pz6tXrwxcE3k+HFlSqFAhREdH4/fff5e1lqmXlxd69uyJunXr4uLFi5g6dapRLdJdrFgxLFmyRHx84sQJBlgS7N+/HwcPHsTbt28xadIkWQHWs2fP8OuvvyJfvnwYPHgwqlevjhMnTmD27Nk4dOjQJ6x1+hhgEeUAQUFBCAgIQL9+/dCvXz906dLF0FUyGi9fvvyk65Z8rnTXTXn16hViY2OxZs0aSQuUf07atWuHVq1a4fz581i3bh0OHDiAU6dOZcu+jX2Yk6EoXWLgS5BeqmljoHveCAoKgrOzMwRBkD1iIj4+XhwO2qJFC2zcuFHNan4yu3fvxuLFi2FpaYnly5ejVKlS8PLywsOHD9G0aVNDV++zZ25uDjMzM9jY2CAxMVFW2fHjx6NTp054/vw5li9fDjMzM/z111/w9fX9RLXNHAMsohxAe4HTXuQ4Hly6smXLIiwsDEWLFjV0VbKVbnparfj4eLi5uaFbt24GqJF+hg0bhufPn6NatWoYM2YMateunW37TkpKwp9//ineKISHh2PmzJnZtn9jpXSJgS+BklTThqR73ggODoa7u7te20lOTsa///6LSpUqGVUGxV9//RVBQUGIiIiAn58fwsPD0bx5cy7RoAe5M5g0Go04jPa7775D3bp1sXfvXoMlGGGARZQDODs7o3fv3nj+/DkGDx6co25UlLp69SqaNWsGGxsb8bnTp08bsEaGY2FhYTSL5d68eRNTp06Fn58fQkJCMH36dFy+fBkeHh747rvvsqUO48ePR8uWLXH16lXY2trmqCFuSilZYuBLoCTV9OdCyTzfadOmYcqUKQgPD0fRokUxa9YsFWv26RQoUAD58+dH/vz58eDBA8yYMYM9VzIoWYdKNwFTgQIF4OfnZ9C55gywiL5g2vHwVlZWcHZ2RmxsLCwsLGBtbW3YihmRgwcPGroKn42IiAjExcUZuhqSaDPROTg4wN3dPU0muuwKsPLkyYOhQ4fi8ePH8PX1Ra9evbJlv2T8lKSa/hI4Ojpi165dadZAMwa6N/QlSpRgcCWTknWodD97KysrgyfyYoBF9AXTHQ8PpHa57969G5aWlrImHOdkwcHB2L17d5phXr/88ouBa/Xpubu7p7lAxcfH4/bt2/D09DRgraRLSUmBg4MDwsLCEBcXhypVqgBAtt6oajQaREREICYmBrGxsezBIsk+l1TTcmnPG/r0QAD/3/McGBiI48ePw9vbG/ny5cvWnmcloqOjcebMGaSkpODdu3dpRjs0atTIgDUzDkrWobp69ar4GUdHR6f5vA0x6oQBFtEXTPfiFhISAg8PD3z77beYMmWKAWtlXGbMmIFBgwbh4MGDqFixotEttKuvD1sPLS0tUa5cOaNpSc4oE11MTEy21WHkyJE4dOgQOnTogBYtWqBDhw7Ztm8ybm3btsU333wjpprWHaL8OdM9b8jtgQD+v+fZzMwMS5Yswfr161GmTJls7XlWokqVKti/fz8AoHLlyggKChJfY4D1ad24ccPQVUiDARZRDhAQEIBNmzbB09MTzZo1M3R1jErBggXh7OyMM2fOYNSoUUaXRU9faq5obwifQya6unXrom7dunjz5g3++usvowlOyXAy6yE2VDY0OZSeNz7sea5atSqA7O15VsIYviPKHgywiL5gYWFh8PT0RP78+REYGIj8+fMbukpGJ1euXLh37x7i4uLw8OFDvH792tBVIgkMmYlOd5jTsWPHMH36dKMa5kSGo9sAsGDBAkycONGAtcl+n0PPM5EaNILcPIhEZDTq1KkDc3NzNGjQ4KMJn1LGwxNw79493L9/H7a2tpgzZw5cXFyMZj4EGUa/fv3g6ekJBwcHfP/991iwYIGYYCMnrqlG+nFzc4O/v7+hq5Gt1q1bh6NHj4o9z3nz5sXMmTNRt25dDB061NDVI5KMPVhEX7DVq1cbugpGr3DhwoiIiEDt2rXRuXNnuLi4GLpK9Jn7HBJskPEzdBY0Q+AaaKS2devWAQAGDBiQJpX7p8YAi+gLZuzzaD4H7u7u6Nu3LwAgf/78mDhxIn766ScD14o+ZxzmRKS/L3ENNDc3N1SuXBkDBgzIcYvWG5qjoyOqVKmCN2/eZGuyGAZYRESZiIuLExODtG/fHjt27DBwjehz9zkk2CDjpJtp7nNINU3qyGlDPT8nlSpVMkgWTgZYRESZMDMzw5kzZ1CjRg1cv34dJiYmhq4SfeY4zIn0xSDqyxAdHY3Tp08jKSkJgiAgPDycc8iyydKlS7Ft2zYkJibi/fv3KFOmTJp0+dmFSS6IiDLx5MkTzJs3D48ePUL58uUxceLEL2LIChERfRp9+vRBuXLlcPfuXVhYWCB37txYu3atoauVI3To0AGBgYGYO3cu+vfvDx8fH2zYsCHb68EeLCKidCQlJcHU1BTFixfH0qVLDV0dIiIyEoIgYObMmfD09MScOXPQq1cvQ1cpxyhSpAjMzc0RExMDOzs7JCYmGqQeDLCIiNLh4eGBRYsWoU2bNmI2L0EQoNFocOTIEQPXjoiIPlcmJiaIj49HXFwcNBoNkpOTDV2lHKNYsWLYuXMncufOjUWLFuHNmzcGqQeHCBIRZWLv3r3o0KGDoatBRDmAm5tbhunZf/vtt2yuDenr4MGDePz4MWxsbLBixQrUrl0bS5YsMXS1coSUlBSEhoYiX7582LNnD5ycnFC+fPlsrwd7sIiIMhEYGMgAi4iyhY+PDwBg1apVaN68OWrXro1r167h2LFjBq4ZyWFnZ4fWrVsDANq2bQsrKysD1yjniI2Nxfbt2xEeHo5mzZrBzMzMIPVggEVElImEhAR07NgRZcuWFReKXbRokYFrRURfonLlygEAXr58Kab1b9myJdN8G5mlS5ciOjoanTt3hrOzs6Grk6NMmTIFTZo0waVLl1C4cGFMnToVmzdvzvZ6MMAiIkrHpUuXULduXYwcORKWlpaGrg4R5TCBgYGoXr06/v77b4O1wpN+1q5di4iICOzduxcDBgyAvb095syZY+hq5QjR0dHo2rUr9u3bh1q1aiElJcUg9chlkL0SEX3mZs+ejdjYWKxfvx41a9bE119/Lf5HRPQpLVy4EHfu3MH8+fPx6NEjLFy40NBVIpmSkpKQkJCAlJQUrp+YzR48eAAACA0NNdhnzyQXRETpWLBgAQ4ePIjw8HAUKVIEALMIElH2efXqFeLj48XHJUqUMGBtSI6+ffsiISEBXbt2xffff488efIYuko5xt27dzFt2jQ8ePAA5cqVw/Tp01GlSpVsrwcDLCKiTKxatQojRowQH4eGhqJYsWIGrBERfelmzJiBkydPwtbWVmzY2bZtm6GrRRL9+++/qFSpEiIjI1GgQAFx/i59er/88gsGDhxo6GpwDhYRUWa0wdX58+cREBCAq1ev4syZMwauFRF9ya5du4bDhw/zxtxIRUVFoXnz5rCyssLbt28xa9YsNGzY0NDVyhFOnDiBH374weDDMhlgERFlIDY2Fnv27MHWrVsREREBLy8vZhAkok/Ozs4O8fHxyJ07t6GrQnpYtmwZtmzZgqJFiyIsLAwjR45kgJVNoqKi0LhxY5QsWRIajcZgvb8MsIiI0jFr1iycP38eLVq0wMqVKzF79my0b9/e0NUiohzgxYsXaNasGezs7ACAQwSNjImJCYoWLQoAKFq0KCwsLAxco5xj7dq1hq4CAAZYRETpunLlCqpUqYIaNWqgdOnS0Gg0hq4SEeUQ7Ck3blZWVvD390fdunVx6dIl5M+f39BVyjFMTEwwd+5cPHjwAGXKlIGnp6dB6sEkF0REGbh69SoCAwNx5coVCIKAtWvXwt7e3tDVIqIv3JMnT/Dnn38iMTERABAeHo6ZM2cauFYk1du3b7F69Wo8fPgQ9vb2GDp0KIOsbDJo0CD07NkTdevWxcWLF+Hv749NmzZlez0YYBERZeHdu3fYt28fdu7cCQDYvXu3gWtERF+yrl27omXLlrhw4QJsbW0RGxuL5cuXG7palIXnz59n+BrT7GcPNzc3+Pv7i4979+6NgICAbK8HhwgSEWXBysoKvXr1Qq9evXDr1i1DV4eIvnB58uTB0KFD8fjxY/j6+qJXr16GrhJJMG7cOABAdHQ0YmJiULFiRdy7dw+FCxfGnj17DFy7nCE5OVlMk//vv/8abHg/AywiIhkqV65s6CoQ0RdOo9EgIiICMTExiI2NRWxsrKGrRBJs374dQOryHvPmzYOVlRViY2Ph7u5u4JrlHNOmTcOUKVMQEREBW1tbzJ492yD1YIBFRERE9BkZOXIkDh8+jA4dOqBFixbo0KGDoatEMoSGhsLKygpAam9kRESEgWv05QsNDUWxYsXg6OiIXbt2ic9fvHjRIPXhHCwionS4u7tnOLSAGb6IiCgjS5YswZUrV1C1alVcu3YNjRs3xo8//mjoan3R2rdvj02bNsHGxkZ8bvXq1dixYweOHz+e7fVhgEVElI7MWr3q1auXjTUhIiJjc+PGDTx+/Bjly5eHg4ODoavzxfvzzz+xfv16bNq0CYmJiZgwYQLMzc0xZ86cNEFXdmGARUSUiejoaJw+fRpJSUkQBAHh4eEYOnSooatFRESfmUWLFmU48oHzsD69/fv3Y9OmTXjz5g369u2L3r17G6wunINFRJSJkSNHoly5crh79y4sLCyQO3duQ1eJiHKA8PDwNA07NWvWNHSVKAvlypVL81ij0YD9GNnH2dkZycnJCAwMRLdu3QxaFwZYRESZEAQBM2fOhKenJ+bMmcN0yUT0yU2ZMgXBwcGIi4tDXFwcSpcujR07dhi6WpSFTp06AQCSkpKwfft23L9/H2XKlEHPnj0NXLMvn3betCAICAkJQa9evWBnZwfAMPOmGWAREWXCxMQE8fHxiIuLg0ajQXJysqGrRERfuDt37iAoKAje3t4YN24cxowZY+gqkQze3t7Ily8fGjZsiIsXL8LLywvz5883dLW+aK6urun+21AYYBERZaJ3797YtGkTGjZsiKZNm6J27dqGrhIRfeEKFiwIjUaD2NhYg0zQJ2WePHmCgIAAAECLFi0+ixv+L93nlnyKARYRUSbi4+MxZMgQAEDbtm3FtU2IiD6VKlWq4JdffoGtrS3GjRuHuLg4Q1eJZNCOesidOzfev3/PkQ85EAMsIqJM7NixAy4uLgDA4IqIsoW7uztiYmJgYWGBkydPokaNGoauEsnQt29fdOjQARUqVMD9+/cxatQoQ1eJshnTtBMRZaJ79+5ISEhA2bJlkStXLgBcaJiIPg1t9rPFixd/9BrTfBuX6OhoPH36FCVLlkTBggUNXR3KZuzBIiLKxIQJEwxdBSLKIYoVKwYAKFu2rIFrQvrw9PTM8DVfX99srAkZGgMsIqJ0JCcnIzk5Gb/99huWLFkCQRCQkpKCIUOG4LfffjN09YjoC9S4cWMAQMeOHXH9+nXEx8cbuEYkx40bN/D+/Xu4uLigZs2aXAMrB2OARUSUjl27dmHt2rV4+fIl2rRpA0EQYGJiwiyCRPTJjRo1CpGRkWKPlkajQd26dQ1cK8rKH3/8gbt372Lfvn1Yt24d6tatCxcXF3E9Jso5OAeLiCgTO3fuRNeuXQ1dDSLKQVxdXbFt2zZDV4MUunTpEvz9/REaGsqFonMY9mAREWWiYcOGWL9+fZqhOiNHjjRgjYjoS1e2bFmEhYWhaNGihq4K6eHdu3c4dOgQ9u/fj7i4ODETLeUc7MEiIspE9+7d4eTkhOLFi4vPcdFIIvqUWrdujadPn6ZZZPj06dMGrBFJceDAARw4cADPnz9Hq1at4OzsjJIlSxq6WmQADLCIiDLRv39//Prrr4auBhERfeYcHBxQrlw5ODg4AEidO6fF5T1yFg4RJCLKRIUKFRAUFARHR0fxYskUykT0KZ09exZJSUkQBAGzZs3CmDFj0L59e0NXi7LADLOkxR4sIqJMuLm5pXms0Wh4ESWiT6pbt25YtGgRfHx84Ofnh7FjxyIgIMDQ1SIiidiDRUSUCX9/f7x9+xbPnj1DqVKlkDdvXkNXiYi+cJaWlihUqBBMTU1RpEiRNEPNiOjzxwCL/q+9+4+pqv7jOP48eBG4MhyBoTa1XW4jdDFHURKmJmxZTVYqBW1XLSiZ2mZJkhcwm9aG00xda0xDAkPBYK5RzqitNVHU5h+lM36YCIhKeE3BwUFvtz9ad/lNDfpiF+n1+Ovec3Y+e33+unvf9+fzOSJyC/v27ePDDz/E7XYza9YsDMNg8eLFvo4lIkNYcHAwGRkZPP/883zyySfXHXYhIoOflgiKiNxCamoqxcXFpKenU1xczNy5c6msrPR1LBEZwnp7e2lubsZut9PQ0MCECRMYPny4r2OJSB/5+TqAiMhgNmzYMIYPH45hGBiGQVBQkK8jicgQ53K52Lx5M08//TTvv/8+7e3tvo4kIv2gDpaIyC289957nDlzhmPHjvHII49gtVp58803fR1LRIawjIwM0tLSiIuL4/Dhw5SUlPDxxx/7OpaI9JH2YImI3MLrr7/Ot99+S3R0NJGRkTz++OO+jiQiQ5xpmiQmJgKQlJSkd/GJ3GG0RFBE5CbKysq4du0a06ZNY/LkyZw7d87XkUTkP8DtdlNXVwdAXV2dThEUucOogyUicgNbtmyhoaGB5ORkLBYLo0ePpqioiAsXLrB06VJfxxORISw3Nxen00l7ezsRERGsWbPG15FEpB+0B0tE5AZSUlIoLy+/7p/jq1evkpqaSkVFhQ+Tich/hWmaGIahEwRF7jBaIigicgNWq/Uvy3L8/f31omERuW1+/PFHMjMzycnJ4cCBA0ybNo3HHnuMPXv2+DqaiPSDCiwRkRsIDAykpaXlumstLS3aCyEit83q1atxOBwkJCSwZMkSysrKqK6uprS01NfRRKQftAdLROQGsrKyWLx4MfHx8YwbN462tjb2799Pfn6+r6OJyBDl7+9PQkICAMXFxdx7773A7x11EblzqIMlInID9913H6WlpUycOJHu7m4mTZrEzp07mThxoq+jicgQ9ecO+Z/3Xf3666++iCMi/5AOuRAREREZBB599FHi4+PxeDzU1tZ6Px86dIiamhpfxxORPlKBJSIiIjIIHD58+Kb3Hn744X8xiYj8P1RgiYiIiIiIDBDtwRIRERERERkgKrBEREREREQGiI5pFxGRPjt06BDLli3Dbrd7r4WGhrJ58+Z/PObMmTPZu3cvAQEBAxHxplpbW0lOTmbSpEkAmKaJ1Wpl06ZNjBw5ss/jVFZWMnLkSBITE6+7npCQoIMIREREBZaIiPTPlClT2Lhxo69j/CN2u52SkhLv9w0bNvDpp5+Snp7e5zHmzJlzO6KJiMgQoQJLREQGhMPhICoqioaGBqxWKw899BD79+/n8uXLFBYW8vXXX/PVV19x5coVLl68yJIlS3jiiSe8z7e2tuJ0OnG73RiGQW5uLh0dHZSXl3s7ZKmpqWzatImjR49SVFSEn58fDz74IFlZWXR2dpKTk8PFixcByM3NJSoq6qZ5PR4PZ8+eZfz48QCUlJRQVVWFYRg89dRTzJ8/ny+//JKtW7disVi4++672bhxIx988AHh4eE899xz5OXl0djYyLhx4+jt7QXg7Nmz5OXlYZomAQEBrFmzBrfbzfLlyxk9ejQtLS088MADvP3227hcLrKzs+ns7MTj8ZCfn09YWFi/5iEiIoOLCiwREemX2tpaHA6H9/v06dPJyMgAICYmhtzcXNLT0wkMDGT79u1kZ2dz5MgRALq7u9m+fTsul4uUlJTrltmtW7eO+fPnk5SUxIkTJ3A6nVRUVLB27VouXbpEe3s7oaGhBAQEsGXLFioqKggKCuKNN96gpqaGAwcOMGXKFF544QWamppYuXIlO3fuvC57Y2MjDoeDX375BdM0mT17Ns8++yyNjY188cUXlJaWAvDiiy8ydepUqqqqSE9PZ9asWezZs4euri7vWNXV1ZimSXl5OW1tbezbtw+A/Px8HA4H06dP5+DBg6xfv57XXnuNpqYmPvroI4KCgkhKSuLnn3+moKCAmTNnkpaWxtGjR/n++++pq6v723mIiMjgpQJLRET65VZLBP/Y3xQSEuLdpxUSEoJpmgDExcXh5+dHeHg4ISEhuFwu77MnT54kLi4OgOjoaM6dO4dhGCQnJ1NVVUVrayvz5s2jubkZl8vFK6+8AsCVK1dobm6mvr6e2tpa9u7dC8ClS5f+ku+PJYI9PT1kZmYSFhaGxWKhvr6etrY2Fi5c6H329OnTrFy5koKCAnbs2IHNZiMpKck7VlNTEzExMQCMHTuWMWPGAFBfX09BQQHbtm3D4/Fgsfz+Uzt+/HiCg4MBGDVqFKZpcurUKebNmwdAbGwssbGxvPzyy387DxERGbxUYImIyL/m+PHjAHR0dNDV1UVYWJj3XmRkJN999x2JiYmcOHGC8PBwAObOnUtWVhbd3d0sX76cy5cvM2bMGAoLC/H396eyspLo6GiamppITk5m9uzZXLhwgd27d980R2BgIOvXr+eZZ54hNjYWm82G3W5n27ZtGIZBUVERUVFRlJWV8eqrrxIWFsaqVauorq72jmG32/n8889ZsGAB58+f5/z58wDYbDZeeuklYmNjOXnypLd7ZxjGX3JERkbyww8/cP/993PkyBG++eYbbDZbn+chIiKDjwosERHpl/9dIgiwdevWPj3b0dHBggUL6Ozs5K233mLYsGHeeytWrCAvL4/CwkKuXbvGO++8A0BERAQjRoxg8uTJWCwW7rrrLhYuXIjD4cDtdnPPPffw5JNPkpmZSU5ODuXl5XR1dbF06dJbZgkPD2fFihWsWrWKXbt2ER8fT1paGr29vcTExBAREUFMTAyLFi1ixIgRWK1WZsyYwY4dOwBITEykpqaGlJQUxo4dS2hoKADZ2dmsXr0a0zTp6ekhJyfnphkyMzNxOp189tlnALz77rsEBwf3ax4iIjK4GB6Px+PrECIiMvRVVlby008/kZWV1e9nFy1ahNPpZMKECbchmYiIyMDRi4ZFRGTQ6unpYc6cOdhsNhVXIiJyR1AHS0REREREZICogyUiIiIiIjJAVGCJiIiIiIgMEBVYIiIiIiIiA0QFloiIiIiIyABRgSUiIiIiIjJAfgPVpwdbtCgz+gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "filtered_df = df_23[(df_23['Employee Residence'] != 'United Kingdom') & (df_23['Employee Residence'] != 'United States')]\n", "\n", "residence_counts = filtered_df['Employee Residence'].value_counts()\n", "total_unique_residences = len(residence_counts)\n", "\n", "plt.figure(figsize=(12, 6))\n", "residence_counts.plot(kind='bar')\n", "plt.xlabel('Employee Residence')\n", "plt.ylabel('Count')\n", "plt.title(f'Number of Unique Employee Residences excluding \"United Kingdom\" and \"United States\" ({total_unique_residences} unique)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "d90afa29", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "sns.barplot(x='Company Size', y='Salary', data=df_23)\n", "plt.xlabel('Company Size')\n", "plt.ylabel('Salary (USD)')\n", "plt.title('Average Salary by Company Size')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "acbb2d35", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "columns = [\"Job Title\", \"Experience Level\", \"Expertise Level\", \"Salary in USD\", \"Company Size\"]\n", "df_23 = pd.DataFrame(df_23, columns=columns)\n", "\n", "heatmap_data = df_23.pivot_table(index=\"Job Title\", columns=[\"Experience Level\", \"Expertise Level\"], values=\"Salary in USD\")\n", "\n", "plt.figure(figsize=(12, 20))\n", "sns.heatmap(heatmap_data, annot=True, fmt=\".0f\", cmap=\"YlGnBu\", linewidths=0.5)\n", "plt.title(\"Salary in USD by Job Title, Experience Level, and Expertise Level\")\n", "plt.xlabel(\"Experience Level, Expertise Level\")\n", "plt.ylabel(\"Job Title\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "bbe7fb5e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "label_encoder = LabelEncoder()\n", "df_23['Job Title'] = label_encoder.fit_transform(df_23['Job Title'])\n", "df_23['Experience Level'] = label_encoder.fit_transform(df_23['Experience Level'])\n", "df_23['Expertise Level'] = label_encoder.fit_transform(df_23['Expertise Level'])\n", "df_23['Company Size'] = label_encoder.fit_transform(df_23['Company Size'])\n", "\n", "corr_matrix = df_23[['Job Title', 'Experience Level', 'Expertise Level', 'Salary in USD', 'Company Size']].corr()\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", "plt.title('Correlation Heatmap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "f445233b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }