├── InvestmentValuePrediction.pdf ├── .github └── ISSUE_TEMPLATE │ ├── feature_request.md │ └── bug_report.md ├── SECURITY.md ├── README.md ├── CODE_OF_CONDUCT.md ├── LICENSE └── investment_predictions.csv /InvestmentValuePrediction.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fesarikaya/Investment-Value-Prediction/HEAD/InvestmentValuePrediction.pdf -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: Feature request 3 | about: Suggest an idea for this project 4 | title: '' 5 | labels: '' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Is your feature request related to a problem? Please describe.** 11 | A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] 12 | 13 | **Describe the solution you'd like** 14 | A clear and concise description of what you want to happen. 15 | 16 | **Describe alternatives you've considered** 17 | A clear and concise description of any alternative solutions or features you've considered. 18 | 19 | **Additional context** 20 | Add any other context or screenshots about the feature request here. 21 | -------------------------------------------------------------------------------- /SECURITY.md: -------------------------------------------------------------------------------- 1 | # Security Policy 2 | 3 | ## Supported Versions 4 | 5 | Use this section to tell people about which versions of your project are 6 | currently being supported with security updates. 7 | 8 | | Version | Supported | 9 | | ------- | ------------------ | 10 | | 5.1.x | :white_check_mark: | 11 | | 5.0.x | :x: | 12 | | 4.0.x | :white_check_mark: | 13 | | < 4.0 | :x: | 14 | 15 | ## Reporting a Vulnerability 16 | 17 | Use this section to tell people how to report a vulnerability. 18 | 19 | Tell them where to go, how often they can expect to get an update on a 20 | reported vulnerability, what to expect if the vulnerability is accepted or 21 | declined, etc. 22 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: Bug report 3 | about: Create a report to help us improve 4 | title: '' 5 | labels: '' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Describe the bug** 11 | A clear and concise description of what the bug is. 12 | 13 | **To Reproduce** 14 | Steps to reproduce the behavior: 15 | 1. Go to '...' 16 | 2. Click on '....' 17 | 3. Scroll down to '....' 18 | 4. See error 19 | 20 | **Expected behavior** 21 | A clear and concise description of what you expected to happen. 22 | 23 | **Screenshots** 24 | If applicable, add screenshots to help explain your problem. 25 | 26 | **Desktop (please complete the following information):** 27 | - OS: [e.g. iOS] 28 | - Browser [e.g. chrome, safari] 29 | - Version [e.g. 22] 30 | 31 | **Smartphone (please complete the following information):** 32 | - Device: [e.g. iPhone6] 33 | - OS: [e.g. iOS8.1] 34 | - Browser [e.g. stock browser, safari] 35 | - Version [e.g. 22] 36 | 37 | **Additional context** 38 | Add any other context about the problem here. 39 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Investment Value Prediction 2 | 3 | This project focuses on predicting investment values using a Multilayer Perceptron (MLP) neural network. The model is implemented using TensorFlow and trained on Foreign Direct Investment (FDI) data. 4 | 5 | ## Project Overview 6 | 7 | The main goal of this project is to develop a machine learning model that can accurately predict investment values based on historical FDI data. The project uses a dataset from FAOSTAT containing information about foreign direct investments across different countries and sectors. 8 | 9 | ## Files in the Repository 10 | 11 | 1. `InvestmentValuePrediction_TF.ipynb`: Jupyter notebook containing the main code for data preprocessing, model development, and evaluation. 12 | 2. `investment_predictions.csv`: CSV file containing the predicted investment values. 13 | 3. `InvestmentValuePrediction.pdf`: Detailed project report explaining the methodology, results, and conclusions. 14 | 4. `Foreign direct investment - FAOSTAT_data_en_2-27-2024.csv`: Raw data file from FAOSTAT used for training and testing the model. 15 | 16 | ## Key Features 17 | 18 | - Data preprocessing and feature engineering 19 | - Implementation of a Multilayer Perceptron using TensorFlow 20 | - Model training and evaluation 21 | - Prediction of future investment values 22 | 23 | ## Technologies Used 24 | 25 | - Python 26 | - TensorFlow 27 | - Pandas 28 | - NumPy 29 | - Matplotlib 30 | - Seaborn 31 | - Scikit-learn 32 | 33 | ## How to Use 34 | 35 | 1. Clone this repository to your local machine. 36 | 2. Ensure you have all the required libraries installed. 37 | 3. Open the `InvestmentValuePrediction_TF.ipynb` notebook in Jupyter or any compatible environment. 38 | 4. Run the cells in the notebook to reproduce the analysis and predictions. 39 | 40 | ## Results 41 | 42 | The project demonstrates the application of deep learning techniques in predicting investment values. For detailed results and analysis, please refer to the project report document. 43 | 44 | ## Author 45 | 46 | Ferhat SARIKAYA 47 | 48 | ## Acknowledgments 49 | 50 | - Data source: FAOSTAT (Food and Agriculture Organization of the United Nations) 51 | -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | # Contributor Covenant Code of Conduct 2 | 3 | ## Our Pledge 4 | 5 | We as members, contributors, and leaders pledge to make participation in our 6 | community a harassment-free experience for everyone, regardless of age, body 7 | size, visible or invisible disability, ethnicity, sex characteristics, gender 8 | identity and expression, level of experience, education, socio-economic status, 9 | nationality, personal appearance, race, religion, or sexual identity 10 | and orientation. 11 | 12 | We pledge to act and interact in ways that contribute to an open, welcoming, 13 | diverse, inclusive, and healthy community. 14 | 15 | ## Our Standards 16 | 17 | Examples of behavior that contributes to a positive environment for our 18 | community include: 19 | 20 | * Demonstrating empathy and kindness toward other people 21 | * Being respectful of differing opinions, viewpoints, and experiences 22 | * Giving and gracefully accepting constructive feedback 23 | * Accepting responsibility and apologizing to those affected by our mistakes, 24 | and learning from the experience 25 | * Focusing on what is best not just for us as individuals, but for the 26 | overall community 27 | 28 | Examples of unacceptable behavior include: 29 | 30 | * The use of sexualized language or imagery, and sexual attention or 31 | advances of any kind 32 | * Trolling, insulting or derogatory comments, and personal or political attacks 33 | * Public or private harassment 34 | * Publishing others' private information, such as a physical or email 35 | address, without their explicit permission 36 | * Other conduct which could reasonably be considered inappropriate in a 37 | professional setting 38 | 39 | ## Enforcement Responsibilities 40 | 41 | Community leaders are responsible for clarifying and enforcing our standards of 42 | acceptable behavior and will take appropriate and fair corrective action in 43 | response to any behavior that they deem inappropriate, threatening, offensive, 44 | or harmful. 45 | 46 | Community leaders have the right and responsibility to remove, edit, or reject 47 | comments, commits, code, wiki edits, issues, and other contributions that are 48 | not aligned to this Code of Conduct, and will communicate reasons for moderation 49 | decisions when appropriate. 50 | 51 | ## Scope 52 | 53 | This Code of Conduct applies within all community spaces, and also applies when 54 | an individual is officially representing the community in public spaces. 55 | Examples of representing our community include using an official e-mail address, 56 | posting via an official social media account, or acting as an appointed 57 | representative at an online or offline event. 58 | 59 | ## Enforcement 60 | 61 | Instances of abusive, harassing, or otherwise unacceptable behavior may be 62 | reported to the community leaders responsible for enforcement at 63 | email. 64 | All complaints will be reviewed and investigated promptly and fairly. 65 | 66 | All community leaders are obligated to respect the privacy and security of the 67 | reporter of any incident. 68 | 69 | ## Enforcement Guidelines 70 | 71 | Community leaders will follow these Community Impact Guidelines in determining 72 | the consequences for any action they deem in violation of this Code of Conduct: 73 | 74 | ### 1. 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-------------------------------------------------------------------------------- 1 | ID,Area Code,Item Code,Year,Value 2 | 1,4,23082,2024,7292.266 3 | 2,4,23085,2024,8418.493 4 | 3,8,23080,2024,1158.4585 5 | 4,8,23082,2025,7360.3354 6 | 5,8,23085,2025,8505.466 7 | 6,12,23080,2013,901.3992 8 | 7,12,23082,2025,7341.6875 9 | 8,12,23085,2025,8492.766 10 | 9,24,23082,2025,7285.7427 11 | 10,24,23085,2025,8454.664 12 | 11,28,23082,2025,7267.094 13 | 12,28,23085,2025,8443.539 14 | 13,31,23082,2025,7253.108 15 | 14,31,23085,2025,8436.273 16 | 15,32,23080,2019,992.8388 17 | 16,32,23081,2019,2698.1606 18 | 17,32,23082,2025,7248.446 19 | 18,32,23085,2025,8434.209 20 | 19,36,23080,2025,1130.7292 21 | 20,36,23082,2025,7229.798 22 | 21,36,23083,2025,7432.5835 23 | 22,36,23085,2025,8427.499 24 | 23,40,23080,2024,1095.861 25 | 24,40,23081,2025,4580.715 26 | 25,40,23082,2025,7211.15 27 | 26,40,23083,2024,7322.2095 28 | 27,40,23084,2025,7805.559 29 | 28,40,23085,2025,8424.711 30 | 29,44,23082,2025,7192.502 31 | 30,44,23085,2025,8422.24 32 | 31,48,23080,2014,843.8759 33 | 32,48,23082,2025,7173.8535 34 | 33,48,23085,2025,8419.769 35 | 34,50,23080,2023,1053.0516 36 | 35,50,23081,2023,3930.2092 37 | 36,50,23082,2025,7164.5293 38 | 37,50,23085,2025,8418.533 39 | 38,51,23080,2024,1074.8042 40 | 39,51,23081,2024,4244.5728 41 | 40,51,23082,2025,7159.8677 42 | 41,51,23085,2025,8417.915 43 | 42,52,23082,2025,7155.205 44 | 43,52,23085,2025,8417.297 45 | 44,56,23080,2025,1093.8129 46 | 45,56,23081,2022,3603.1414 47 | 46,56,23082,2025,7136.5566 48 | 47,56,23083,2025,7313.6143 49 | 48,56,23084,2023,7536.9204 50 | 49,56,23085,2025,8414.825 51 | 50,60,23082,2025,7117.909 52 | 51,60,23085,2025,8412.3545 53 | 52,64,23080,2017,884.24994 54 | 53,64,23081,2015,1442.9341 55 | 54,64,23082,2025,7099.2607 56 | 55,68,23080,2023,1020.0587 57 | 56,68,23082,2025,7080.6113 58 | 57,68,23085,2025,8407.411 59 | 58,70,23080,2025,1071.9056 60 | 59,70,23081,2025,4526.27 61 | 60,70,23082,2025,7071.288 62 | 61,70,23085,2025,8406.175 63 | 62,72,23082,2025,7061.9634 64 | 63,72,23085,2025,8404.94 65 | 64,76,23080,2025,1063.1324 66 | 65,76,23081,2025,4515.3804 67 | 66,76,23082,2025,7043.315 68 | 67,76,23083,2019,6676.8857 69 | 68,76,23084,2019,7071.48 70 | 69,76,23085,2025,8402.469 71 | 70,84,23080,2017,849.222 72 | 71,84,23082,2025,7006.018 73 | 72,84,23085,2025,8397.525 74 | 73,90,23082,2025,6978.0474 75 | 74,90,23085,2025,8393.817 76 | 75,92,23082,2025,6968.7227 77 | 76,92,23085,2025,8392.582 78 | 77,96,23082,2025,6950.074 79 | 78,100,23080,2025,1030.7563 80 | 79,100,23081,2022,3523.2888 81 | 80,100,23082,2025,6931.4263 82 | 81,100,23083,2025,7061.331 83 | 82,100,23084,2022,7197.4634 84 | 83,100,23085,2025,8387.64 85 | 84,104,23080,2020,891.3985 86 | 85,104,23082,2025,6912.7773 87 | 86,108,23082,2025,6894.13 88 | 87,108,23085,2025,8382.698 89 | 88,112,23081,2016,1628.9006 90 | 89,112,23082,2025,6875.4814 91 | 90,112,23084,2016,6596.6885 92 | 91,112,23085,2025,8380.227 93 | 92,116,23080,2022,924.5855 94 | 93,116,23081,2022,3494.2524 95 | 94,116,23082,2025,6856.8325 96 | 95,116,23085,2025,8377.754 97 | 96,120,23082,2025,6838.1855 98 | 97,120,23085,2025,8375.283 99 | 98,124,23082,2025,6819.536 100 | 99,124,23085,2025,8372.812 101 | 100,132,23082,2025,6782.2407 102 | 101,132,23085,2025,8367.87 103 | 102,136,23082,2025,6763.5923 104 | 103,136,23085,2025,8365.397 105 | 104,140,23082,2025,6744.944 106 | 105,140,23085,2005,6366.701 107 | 106,144,23081,2019,2494.901 108 | 107,144,23082,2025,6726.296 109 | 108,144,23085,2025,8360.456 110 | 109,148,23082,2025,6707.648 111 | 110,152,23080,2025,964.44305 112 | 111,152,23081,2008,759.8234 113 | 112,152,23082,2025,6688.998 114 | 113,152,23083,2025,6768.471 115 | 114,152,23085,2025,8355.513 116 | 115,156,23080,2022,870.8414 117 | 116,156,23081,2021,3105.48 118 | 117,156,23082,2025,6670.3506 119 | 118,156,23083,2024,6660.574 120 | 119,156,23085,2025,8353.041 121 | 120,158,23080,2020,816.98615 122 | 121,158,23081,2020,2785.6719 123 | 122,158,23082,2025,6661.027 124 | 123,158,23083,2020,6302.336 125 | 124,158,23084,2020,6820.929 126 | 125,158,23085,2025,8351.806 127 | 126,170,23080,2025,941.4896 128 | 127,170,23082,2025,6605.0815 129 | 128,170,23083,2025,6678.214 130 | 129,170,23085,2025,8344.391 131 | 130,174,23082,2025,6586.4336 132 | 131,175,23082,2009,5194.2783 133 | 132,178,23082,2025,6567.785 134 | 133,178,23085,2025,8339.447 135 | 134,180,23082,2025,6558.4614 136 | 135,180,23085,2025,8338.214 137 | 136,184,23082,2025,6539.813 138 | 137,184,23085,2025,8335.742 139 | 138,188,23080,2025,918.53436 140 | 139,188,23082,2025,6521.1646 141 | 140,188,23083,2024,6507.579 142 | 141,188,23085,2025,8333.2705 143 | 142,191,23080,2024,878.7474 144 | 143,191,23081,2024,3990.4973 145 | 144,191,23082,2025,6507.178 146 | 145,191,23083,2024,6494.585 147 | 146,191,23084,2024,7182.27 148 | 147,191,23085,2025,8331.416 149 | 148,196,23080,2010,510.6566 150 | 149,196,23081,2024,3981.4236 151 | 150,196,23082,2025,6483.868 152 | 151,196,23083,2023,6383.5635 153 | 152,196,23084,2024,7179.181 154 | 153,196,23085,2025,8328.328 155 | 154,203,23080,2025,899.4056 156 | 155,203,23081,2025,4284.9 157 | 156,203,23082,2025,6451.2344 158 | 157,203,23083,2025,6537.2188 159 | 158,203,23084,2025,7275.6836 160 | 159,203,23085,2025,8324.003 161 | 160,204,23082,2025,6446.571 162 | 161,204,23085,2025,8323.384 163 | 162,208,23080,2008,457.0648 164 | 163,208,23081,2025,4275.8247 165 | 164,208,23082,2025,6427.923 166 | 165,208,23083,2024,6427.073 167 | 166,208,23084,2025,7272.595 168 | 167,208,23085,2025,8320.914 169 | 168,212,23082,2025,6409.275 170 | 169,212,23085,2025,8318.441 171 | 170,214,23082,2025,6399.952 172 | 171,214,23085,2025,8317.205 173 | 172,218,23080,2025,880.2778 174 | 173,218,23082,2025,6381.3027 175 | 174,222,23080,2025,875.1762 176 | 175,222,23081,2025,4250.417 177 | 176,222,23082,2025,6362.655 178 | 177,222,23085,2025,8312.264 179 | 178,226,23082,2025,6344.007 180 | 179,231,23080,2003,341.9099 181 | 180,231,23081,2003,524.8385 182 | 181,231,23082,2025,6320.696 183 | 182,232,23082,2025,6316.034 184 | 183,233,23080,2025,861.14935 185 | 184,233,23081,2024,3914.2754 186 | 185,233,23082,2025,6311.3726 187 | 186,233,23083,2025,6476.63 188 | 187,233,23084,2024,7156.32 189 | 188,233,23085,2025,8305.467 190 | 189,242,23080,2004,337.07184 191 | 190,242,23081,2004,535.64276 192 | 191,242,23082,2025,6269.413 193 | 192,242,23085,2025,8299.906 194 | 193,246,23080,2023,775.5008 195 | 194,246,23081,2023,3574.504 196 | 195,246,23082,2025,6250.765 197 | 196,246,23083,2023,6271.6533 198 | 197,246,23084,2024,7148.2876 199 | 198,246,23085,2025,8297.435 200 | 199,250,23080,2025,839.4704 201 | 200,250,23081,2025,4199.602 202 | 201,250,23082,2025,6232.117 203 | 202,250,23083,2025,6459.886 204 | 203,250,23084,2025,7246.6445 205 | 204,250,23085,2025,8294.964 206 | 205,254,23082,2004,4389.003 207 | 206,258,23082,2025,6194.82 208 | 207,258,23085,2025,8290.0205 209 | 208,262,23080,2009,401.1167 210 | 209,262,23082,2025,6176.173 211 | 210,266,23082,2025,6157.524 212 | 211,266,23085,2022,7982.5923 213 | 212,268,23080,2025,816.5159 214 | 213,268,23082,2025,6148.1997 215 | 214,268,23085,2025,8283.842 216 | 215,270,23082,2025,6138.875 217 | 216,270,23085,2025,8282.607 218 | 217,275,23082,2025,6115.5664 219 | 218,275,23085,2025,8279.517 220 | 219,276,23080,2023,735.1923 221 | 220,276,23081,2023,3520.0596 222 | 221,276,23082,2025,6110.904 223 | 222,276,23083,2023,6244.0776 224 | 223,276,23084,2023,7028.9243 225 | 224,276,23085,2025,8278.899 226 | 225,288,23080,2024,755.049 227 | 226,288,23082,2025,6054.958 228 | 227,288,23085,2025,8271.485 229 | 228,296,23082,2025,6017.6626 230 | 229,296,23085,2025,8266.543 231 | 230,300,23080,2025,775.7083 232 | 231,300,23081,2025,4108.861 233 | 232,300,23082,2025,6001.153 234 | 233,300,23083,2025,6426.4194 235 | 234,300,23084,2025,7215.7534 236 | 235,300,23085,2025,8264.071 237 | 236,308,23082,2025,5973.064 238 | 237,308,23085,2025,8259.129 239 | 238,312,23082,2003,4031.3152 240 | 239,320,23080,2025,750.2028 241 | 240,320,23081,2009,581.5453 242 | 241,320,23082,2025,5948.292 243 | 242,320,23085,2025,8246.733 244 | 243,324,23082,2025,5940.25 245 | 244,324,23085,2025,8239.308 246 | 245,328,23082,2025,5933.7065 247 | 246,328,23085,2025,8231.883 248 | 247,332,23082,2025,5927.924 249 | 248,340,23080,2022,623.6178 250 | 249,340,23082,2025,5918.627 251 | 250,340,23085,2025,8209.6045 252 | 251,344,23082,2025,5914.687 253 | 252,344,23085,2025,8202.18 254 | 253,348,23080,2025,716.22516 255 | 254,348,23081,2025,4021.7495 256 | 255,348,23082,2025,5910.7476 257 | 256,348,23083,2025,6421.2666 258 | 257,348,23084,2025,7189.7446 259 | 258,348,23085,2025,8194.754 260 | 259,352,23080,2024,673.4342 261 | 260,352,23081,2024,3698.3108 262 | 261,352,23082,2025,5906.8076 263 | 262,352,23083,2024,6322.9746 264 | 263,352,23084,2024,7086.876 265 | 264,352,23085,2025,8187.3267 266 | 265,356,23080,2024,668.33234 267 | 266,356,23081,2015,974.9089 268 | 267,356,23082,2025,5902.868 269 | 268,356,23083,2024,6325.8003 270 | 269,356,23084,2015,6172.8677 271 | 270,356,23085,2025,8179.901 272 | 271,360,23080,2025,702.24207 273 | 272,360,23081,2006,423.16174 274 | 273,360,23082,2025,5898.928 275 | 274,360,23085,2025,8172.4756 276 | 275,364,23080,2017,463.45117 277 | 276,364,23081,2017,1492.4135 278 | 277,364,23082,2025,5894.989 279 | 278,364,23085,2025,8165.0493 280 | 279,368,23082,2025,5891.049 281 | 280,368,23085,2025,8157.6245 282 | 281,372,23081,2024,3662.015 283 | 282,372,23082,2025,5887.109 284 | 283,372,23084,2024,7065.441 285 | 284,372,23085,2025,8149.267 286 | 285,376,23080,2024,642.8277 287 | 286,376,23081,2024,3654.7551 288 | 287,376,23082,2025,5883.1694 289 | 288,376,23083,2024,6339.9263 290 | 289,376,23084,2024,7058.9834 291 | 290,376,23085,2025,8137.1807 292 | 291,380,23080,2024,637.7267 293 | 292,380,23081,2024,3647.4966 294 | 293,380,23082,2025,5879.2305 295 | 294,380,23083,2024,6342.751 296 | 295,380,23084,2024,7052.525 297 | 296,380,23085,2025,8125.093 298 | 297,384,23080,2020,513.3306 299 | 298,384,23082,2025,5875.2905 300 | 299,384,23085,2025,8113.0054 301 | 300,388,23082,2025,5871.3506 302 | 301,388,23085,2025,8100.9175 303 | 302,392,23080,2025,664.95483 304 | 303,392,23081,2025,3942.13 305 | 304,392,23082,2025,5867.41 306 | 305,392,23083,2025,6452.3438 307 | 306,392,23084,2025,7135.57 308 | 307,392,23085,2025,8088.8306 309 | 308,398,23080,2025,657.96356 310 | 309,398,23081,2025,3932.8423 311 | 310,398,23082,2025,5862.7456 312 | 311,398,23083,2021,6052.1113 313 | 312,398,23084,2025,7132.404 314 | 313,398,23085,2025,8070.699 315 | 314,400,23080,2006,127.150055 316 | 315,400,23082,2025,5861.9136 317 | 316,400,23085,2025,8064.655 318 | 317,404,23080,2022,537.6268 319 | 318,404,23082,2025,5860.2515 320 | 319,404,23085,2025,8052.567 321 | 320,408,23082,2025,5858.59 322 | 321,410,23080,2024,599.4698 323 | 322,410,23081,2024,3601.1716 324 | 323,410,23082,2025,5857.7593 325 | 324,410,23083,2024,6356.7314 326 | 325,410,23084,2024,7027.202 327 | 326,410,23085,2025,8034.4365 328 | 327,414,23082,2025,5856.096 329 | 328,414,23085,2025,8022.3486 330 | 329,417,23080,2025,635.8241 331 | 330,417,23082,2025,5854.849 332 | 331,417,23085,2025,8013.2837 333 | 332,418,23080,2020,465.35052 334 | 333,418,23082,2025,5854.4346 335 | 334,418,23085,2025,8010.262 336 | 335,422,23082,2025,5852.772 337 | 336,422,23085,2025,7998.1743 338 | 337,426,23082,2025,5851.11 339 | 338,428,23080,2025,623.00653 340 | 339,428,23081,2025,3900.3389 341 | 340,428,23082,2025,5850.2783 342 | 341,428,23083,2024,6347.2314 343 | 342,428,23084,2025,7095.272 344 | 343,428,23085,2025,7980.0435 345 | 344,430,23082,2025,5849.4478 346 | 345,430,23085,2025,7973.999 347 | 346,434,23082,2016,4982.3687 348 | 347,434,23085,2025,7961.912 349 | 348,440,23080,2025,609.02374 350 | 349,440,23081,2025,3893.1348 351 | 350,440,23082,2025,5845.2925 352 | 351,440,23083,2025,6439.766 353 | 352,440,23084,2025,7075.1216 354 | 353,440,23085,2025,7943.781 355 | 354,442,23081,2023,3252.981 356 | 355,442,23082,2025,5844.4614 357 | 356,442,23083,2023,6240.9746 358 | 357,442,23084,2023,6876.3535 359 | 358,442,23085,2025,7937.737 360 | 359,446,23082,2025,5842.799 361 | 360,446,23085,2025,7925.649 362 | 361,450,23080,2017,335.33908 363 | 362,450,23082,2025,5838.4053 364 | 363,450,23085,2025,7913.563 365 | 364,454,23080,2013,214.85799 366 | 365,454,23082,2025,5831.6846 367 | 366,454,23085,2025,7901.475 368 | 367,458,23080,2025,585.1341 369 | 368,458,23081,2025,3886.555 370 | 369,458,23082,2025,5824.962 371 | 370,458,23083,2025,6422.128 372 | 371,458,23084,2025,7044.8975 373 | 372,458,23085,2025,7889.3877 374 | 373,462,23082,2025,5818.242 375 | 374,466,23082,2025,5811.52 376 | 375,466,23085,2025,7865.213 377 | 376,470,23080,2020,385.62466 378 | 377,470,23081,2020,2271.4136 379 | 378,470,23082,2025,5804.799 380 | 379,470,23083,2020,5913.4556 381 | 380,470,23085,2025,7853.1245 382 | 381,478,23082,2025,5791.3564 383 | 382,478,23085,2025,7828.95 384 | 383,480,23080,2023,464.49683 385 | 384,480,23082,2025,5787.995 386 | 385,480,23083,2023,6189.7764 387 | 386,480,23085,2025,7822.9062 388 | 387,484,23080,2025,550.3112 389 | 388,484,23081,2025,3886.1982 390 | 389,484,23082,2025,5781.2744 391 | 390,484,23085,2025,7810.818 392 | 391,496,23080,2024,481.99838 393 | 392,496,23081,2013,619.075 394 | 393,496,23082,2025,5757.045 395 | 394,496,23085,2025,7774.5566 396 | 395,498,23080,2011,86.46445 397 | 396,498,23082,2025,5752.3076 398 | 397,498,23085,2025,7768.5127 399 | 398,499,23082,2025,5750.094 400 | 399,499,23085,2025,7765.4907 401 | 400,500,23082,2025,5747.881 402 | 401,504,23080,2024,475.96048 403 | 402,504,23081,2024,3551.6697 404 | 403,504,23082,2025,5739.026 405 | 404,504,23083,2023,6149.476 406 | 405,504,23084,2023,6772.245 407 | 406,504,23085,2025,7750.3813 408 | 407,508,23080,2024,472.9418 409 | 408,508,23082,2025,5730.1704 410 | 409,508,23085,2025,7738.294 411 | 410,512,23082,2025,5721.315 412 | 411,512,23085,2025,7726.2085 413 | 412,516,23082,2025,5712.4595 414 | 413,516,23085,2025,7714.1206 415 | 414,524,23080,2017,226.3133 416 | 415,524,23082,2025,5694.749 417 | 416,528,23080,2025,517.72266 418 | 417,528,23081,2024,3523.2605 419 | 418,528,23082,2025,5688.6235 420 | 419,528,23083,2022,6011.472 421 | 420,528,23084,2024,6829.6494 422 | 421,528,23085,2025,7680.725 423 | 422,530,23082,2009,4693.524 424 | 423,530,23085,2009,6792.8853 425 | 424,531,23082,2025,5686.5503 426 | 425,531,23085,2025,7678.834 427 | 426,533,23082,2025,5685.168 428 | 427,533,23085,2025,7680.9526 429 | 428,534,23082,2025,5684.4775 430 | 429,534,23085,2025,7683.9575 431 | 430,540,23082,2025,5682.6704 432 | 431,540,23085,2025,7715.653 433 | 432,548,23080,2019,266.46384 434 | 433,548,23082,2025,5681.418 435 | 434,548,23085,2025,7779.404 436 | 435,554,23080,2021,309.89374 437 | 436,554,23082,2025,5680.48 438 | 437,554,23085,2025,7834.636 439 | 438,558,23080,2022,337.77353 440 | 439,558,23082,2025,5679.8535 441 | 440,558,23085,2025,7871.456 442 | 441,562,23082,2025,5679.2275 443 | 442,562,23085,2025,7908.2803 444 | 443,566,23080,2018,206.32117 445 | 444,566,23082,2025,5678.602 446 | 445,566,23085,2025,7945.103 447 | 446,578,23080,2024,392.68384 448 | 447,578,23081,2024,3438.6064 449 | 448,578,23082,2025,5683.646 450 | 449,578,23083,2024,6211.6143 451 | 450,578,23084,2024,7042.7065 452 | 451,578,23085,2025,8055.567 453 | 452,583,23082,2017,5226.04 454 | 453,583,23085,2017,7700.322 455 | 454,584,23082,2025,5701.242 456 | 455,585,23080,2017,144.34802 457 | 456,585,23082,2025,5704.204 458 | 457,586,23081,2022,2783.1843 459 | 458,586,23082,2025,5707.167 460 | 459,586,23085,2025,8129.212 461 | 460,591,23080,2017,133.36859 462 | 461,591,23082,2025,5721.98 463 | 462,591,23085,2025,8175.24 464 | 463,598,23082,2025,5767.4043 465 | 464,598,23085,2025,8239.677 466 | 465,600,23080,2024,352.77417 467 | 466,600,23081,2024,3402.6125 468 | 467,600,23082,2025,5786.1787 469 | 468,600,23085,2025,8258.09 470 | 469,604,23080,2019,154.0506 471 | 470,604,23082,2025,5828.5576 472 | 471,604,23085,2025,8294.911 473 | 472,608,23080,2024,341.0706 474 | 473,608,23082,2025,5878.122 475 | 474,608,23085,2025,8331.734 476 | 475,616,23080,2025,393.51398 477 | 476,616,23081,2025,3709.3174 478 | 477,616,23082,2025,5977.2534 479 | 478,616,23083,2025,6729.119 480 | 479,616,23084,2025,7526.157 481 | 480,616,23085,2025,8405.825 482 | 481,620,23080,2016,61.327694 483 | 482,620,23081,2013,697.08905 484 | 483,620,23082,2025,6026.818 485 | 484,620,23083,2013,6400.182 486 | 485,620,23084,2013,7203.495 487 | 486,620,23085,2025,8444.012 488 | 487,624,23082,2025,6076.382 489 | 488,624,23085,2025,8484.182 490 | 489,626,23082,2025,6101.164 491 | 490,626,23085,2025,8507.295 492 | 491,634,23082,2025,6200.294 493 | 492,634,23085,2025,8600.896 494 | 493,638,23082,2005,5063.71 495 | 494,642,23080,2025,395.45673 496 | 495,642,23081,2025,3769.44 497 | 496,642,23082,2025,6299.423 498 | 497,642,23083,2024,7044.805 499 | 498,642,23084,2022,7785.2803 500 | 499,642,23085,2025,8697.447 501 | 500,643,23080,2024,344.41364 502 | 501,643,23081,2024,3460.689 503 | 502,643,23082,2025,6311.8154 504 | 503,643,23085,2025,8709.516 505 | 504,646,23080,2023,299.43048 506 | 505,646,23082,2025,6348.989 507 | 506,646,23085,2022,8642.961 508 | 507,654,23082,2010,5964.7207 509 | 508,659,23082,2025,6510.0737 510 | 509,659,23085,2025,8913.909 511 | 510,660,23082,2025,6522.4653 512 | 511,660,23085,2025,8927.501 513 | 512,662,23082,2025,6547.2466 514 | 513,662,23085,2025,8954.682 515 | 514,670,23082,2025,6653.4717 516 | 515,670,23085,2025,9063.414 517 | 516,678,23082,2025,6762.203 518 | 517,678,23085,2025,9172.146 519 | 518,682,23080,2013,170.53824 520 | 519,682,23081,2013,926.7824 521 | 520,682,23082,2025,6816.57 522 | 521,682,23085,2025,9226.513 523 | 522,686,23082,2025,6870.936 524 | 523,686,23085,2025,9280.879 525 | 524,688,23080,2024,490.6575 526 | 525,688,23081,2024,3598.9314 527 | 526,688,23082,2025,6898.1187 528 | 527,688,23085,2025,9308.064 529 | 528,690,23082,2025,6925.301 530 | 529,690,23085,2025,9335.245 531 | 530,694,23082,2025,6979.668 532 | 531,694,23085,2008,8855.487 533 | 532,702,23082,2025,7088.3994 534 | 533,702,23085,2025,9498.344 535 | 534,703,23080,2023,489.88824 536 | 535,703,23081,2023,3346.1558 537 | 536,703,23082,2025,7101.991 538 | 537,703,23083,2023,7842.468 539 | 538,703,23084,2023,8645.782 540 | 539,703,23085,2025,9511.936 541 | 540,704,23080,2023,493.27014 542 | 541,704,23081,2005,593.3442 543 | 542,704,23082,2025,7115.5825 544 | 543,704,23083,2023,7856.059 545 | 544,704,23085,2025,9525.527 546 | 545,705,23080,2024,548.1453 547 | 546,705,23081,2024,3666.5938 548 | 547,705,23082,2025,7129.174 549 | 548,705,23083,2024,7901.07 550 | 549,705,23084,2024,8704.385 551 | 550,705,23085,2025,9539.119 552 | 551,706,23082,2025,7142.7666 553 | 552,710,23082,2025,7197.132 554 | 553,710,23085,2025,9607.076 555 | 554,716,23082,2025,7278.6816 556 | 555,716,23085,2025,9688.623 557 | 556,724,23080,2023,562.0313 558 | 557,724,23081,2023,3431.0205 559 | 558,724,23082,2025,7387.4126 560 | 559,724,23083,2023,8127.889 561 | 560,724,23084,2023,8931.204 562 | 561,724,23085,2025,9797.358 563 | 562,728,23082,2025,7441.779 564 | 563,729,23082,2025,7455.3706 565 | 564,729,23085,2024,9833.8955 566 | 565,740,23082,2025,7604.8774 567 | 566,740,23085,2016,9732.05 568 | 567,748,23082,2025,7713.6094 569 | 568,748,23085,2025,10123.553 570 | 569,752,23080,2025,759.15765 571 | 570,752,23081,2025,4196.5117 572 | 571,752,23082,2025,7767.975 573 | 572,752,23083,2025,8571.29 574 | 573,752,23084,2025,9374.605 575 | 574,752,23085,2025,10177.92 576 | 575,756,23080,2025,773.74493 577 | 576,756,23081,2025,4216.6045 578 | 577,756,23082,2025,7822.342 579 | 578,756,23083,2025,8625.655 580 | 579,756,23084,2025,9428.971 581 | 580,756,23085,2025,10232.285 582 | 581,760,23080,2011,374.13766 583 | 582,760,23082,2014,7531.0986 584 | 583,762,23080,2023,700.6058 585 | 584,762,23082,2025,7903.89 586 | 585,762,23085,2025,10313.835 587 | 586,764,23080,2023,707.89984 588 | 587,764,23081,2023,3623.9844 589 | 588,764,23082,2025,7931.0728 590 | 589,764,23083,2023,8671.55 591 | 590,764,23084,2023,9474.865 592 | 591,764,23085,2025,10341.018 593 | 592,768,23082,2025,7985.44 594 | 593,768,23085,2025,10395.383 595 | 594,776,23082,2025,8094.1714 596 | 595,776,23085,2025,10504.115 597 | 596,780,23081,2022,3399.7534 598 | 597,780,23082,2025,8148.537 599 | 598,780,23085,2025,10558.48 600 | 599,784,23080,2019,649.2469 601 | 600,784,23082,2025,8202.904 602 | 601,784,23085,2025,10612.849 603 | 602,788,23080,2024,842.9299 604 | 603,788,23081,2024,4060.9429 605 | 604,788,23082,2025,8257.27 606 | 605,788,23085,2025,10667.214 607 | 606,792,23080,2024,857.5163 608 | 607,792,23081,2024,4081.036 609 | 608,792,23082,2025,8311.635 610 | 609,792,23083,2024,9083.531 611 | 610,792,23084,2024,9886.848 612 | 611,792,23085,2025,10721.58 613 | 612,795,23082,2025,8352.411 614 | 613,796,23082,2025,8366.002 615 | 614,798,23082,2024,8361.766 616 | 615,800,23080,2023,839.1806 617 | 616,800,23082,2025,8420.368 618 | 617,800,23085,2025,10830.312 619 | 618,804,23080,2024,901.27655 620 | 619,804,23081,2024,4141.313 621 | 620,804,23082,2025,8474.734 622 | 621,804,23083,2017,9026.696 623 | 622,804,23084,2017,9830.011 624 | 623,804,23085,2025,10884.679 625 | 624,807,23080,2025,959.72614 626 | 625,807,23081,2025,4472.786 627 | 626,807,23082,2025,8515.509 628 | 627,807,23083,2025,9318.823 629 | 628,807,23084,2025,10122.139 630 | 629,807,23085,2025,10925.451 631 | 630,818,23080,2024,952.33075 632 | 631,818,23081,2007,1112.4586 633 | 632,818,23082,2025,8665.015 634 | 633,818,23085,2025,11074.959 635 | 634,826,23080,2021,850.5954 636 | 635,826,23081,2020,3059.7883 637 | 636,826,23082,2025,8773.748 638 | 637,826,23083,2020,9419.967 639 | 638,826,23084,2021,10254.701 640 | 639,826,23085,2025,11183.693 641 | 640,834,23080,2020,842.1707 642 | 641,834,23082,2025,8882.4795 643 | 642,834,23085,2006,10695.461 644 | 643,840,23080,2024,1032.5585 645 | 644,840,23081,2024,4322.148 646 | 645,840,23082,2025,8964.028 647 | 646,840,23083,2024,9735.924 648 | 647,840,23084,2024,10539.238 649 | 648,840,23085,2025,11373.973 650 | 649,854,23082,2025,9154.31 651 | 650,854,23085,2025,11564.255 652 | 651,858,23080,2025,1163.0782 653 | 652,858,23081,2025,4728.969 654 | 653,858,23082,2025,9208.677 655 | 654,858,23085,2025,11618.619 656 | 655,860,23080,2021,963.1771 657 | 656,860,23082,2025,9235.86 658 | 657,860,23085,2025,11645.803 659 | 658,862,23080,2019,902.1683 660 | 659,862,23082,2025,9263.042 661 | 660,862,23085,2025,11672.985 662 | 661,882,23082,2025,9534.873 663 | 662,882,23085,2025,11944.818 664 | 663,887,23082,2022,9508.572 665 | 664,887,23085,2022,11918.52 666 | 665,891,23080,2019,1018.3732 667 | 666,891,23081,2019,3094.1245 668 | 667,891,23083,2019,10271.997 669 | 668,891,23084,2019,11075.3125 670 | 669,894,23080,2024,1273.2448 671 | 670,894,23082,2025,9697.971 672 | 671,894,23083,2024,10469.866 673 | 672,894,23085,2025,12107.912 674 | --------------------------------------------------------------------------------