{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Published on April 02, 2023. By Marília Prata, mpwolke","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-04-02T22:11:04.640086Z","iopub.execute_input":"2023-04-02T22:11:04.640536Z","iopub.status.idle":"2023-04-02T22:11:04.675820Z","shell.execute_reply.started":"2023-04-02T22:11:04.640485Z","shell.execute_reply":"2023-04-02T22:11:04.674545Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/input/experiment/Testing/3711.csv\n/kaggle/input/experiment/Testing/2308.csv\n/kaggle/input/experiment/Testing/2412.csv\n/kaggle/input/experiment/Testing/2317.csv\n/kaggle/input/experiment/Testing/2881.csv\n/kaggle/input/experiment/Testing/2454.csv\n/kaggle/input/experiment/Testing/2303.csv\n/kaggle/input/experiment/Testing/2609.csv\n/kaggle/input/experiment/Testing/2376.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"!pip install -U kaleido","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:11:15.867831Z","iopub.execute_input":"2023-04-02T22:11:15.868876Z","iopub.status.idle":"2023-04-02T22:11:32.323625Z","shell.execute_reply.started":"2023-04-02T22:11:15.868817Z","shell.execute_reply":"2023-04-02T22:11:32.322233Z"},"_kg_hide-output":true,"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Collecting kaleido\n Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m13.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hInstalling collected packages: kaleido\nSuccessfully installed kaleido-0.2.1\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"markdown","source":"![](https://pbs.twimg.com/profile_images/1544321423799472133/q52AENtW_400x400.jpg)twitter.com","metadata":{}},{"cell_type":"code","source":"!pip install yellowbrick","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:11:51.604203Z","iopub.execute_input":"2023-04-02T22:11:51.604609Z","iopub.status.idle":"2023-04-02T22:12:02.956664Z","shell.execute_reply.started":"2023-04-02T22:11:51.604572Z","shell.execute_reply":"2023-04-02T22:12:02.955622Z"},"_kg_hide-output":true,"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"Requirement already satisfied: yellowbrick in /opt/conda/lib/python3.7/site-packages (1.5)\nRequirement already satisfied: matplotlib!=3.0.0,>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from yellowbrick) (3.5.3)\nRequirement already satisfied: scikit-learn>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from yellowbrick) (1.0.2)\nRequirement already satisfied: numpy>=1.16.0 in /opt/conda/lib/python3.7/site-packages (from yellowbrick) (1.21.6)\nRequirement already satisfied: cycler>=0.10.0 in /opt/conda/lib/python3.7/site-packages (from yellowbrick) (0.11.0)\nRequirement already satisfied: scipy>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from yellowbrick) (1.7.3)\nRequirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (4.38.0)\nRequirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.8.2)\nRequirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.4.4)\nRequirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (9.4.0)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (23.0)\nRequirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (3.0.9)\nRequirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=1.0.0->yellowbrick) (1.2.0)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=1.0.0->yellowbrick) (3.1.0)\nRequirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib!=3.0.0,>=2.0.2->yellowbrick) (4.4.0)\nRequirement already satisfied: six>=1.5 in /opt/conda/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.16.0)\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"code","source":"!pip install Kneed","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:12:09.725781Z","iopub.execute_input":"2023-04-02T22:12:09.726575Z","iopub.status.idle":"2023-04-02T22:12:21.413987Z","shell.execute_reply.started":"2023-04-02T22:12:09.726527Z","shell.execute_reply":"2023-04-02T22:12:21.412852Z"},"_kg_hide-output":true,"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"Collecting Kneed\n Downloading kneed-0.8.2-py3-none-any.whl (10 kB)\nRequirement already satisfied: scipy>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from Kneed) (1.7.3)\nRequirement already satisfied: numpy>=1.14.2 in /opt/conda/lib/python3.7/site-packages (from Kneed) (1.21.6)\nInstalling collected packages: Kneed\nSuccessfully installed Kneed-0.8.2\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"code","source":"import warnings\n\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport matplotlib as mpl\nimport seaborn as sns\n\n# for visuallization\nimport plotly.express as px\nimport kaleido\nimport scipy\nfrom mpl_toolkits.mplot3d import Axes3D\nfrom yellowbrick.cluster import KElbowVisualizer\nfrom kneed import KneeLocator\n\n%notebook matplotlib\nfrom warnings import filterwarnings\nfilterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:13:10.882326Z","iopub.execute_input":"2023-04-02T22:13:10.882723Z","iopub.status.idle":"2023-04-02T22:13:13.930673Z","shell.execute_reply.started":"2023-04-02T22:13:10.882688Z","shell.execute_reply":"2023-04-02T22:13:13.929367Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"df=pd.read_csv('/kaggle/input/experiment/Testing/3711.csv');df","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:13:49.238568Z","iopub.execute_input":"2023-04-02T22:13:49.239975Z","iopub.status.idle":"2023-04-02T22:13:49.340114Z","shell.execute_reply.started":"2023-04-02T22:13:49.239900Z","shell.execute_reply":"2023-04-02T22:13:49.338955Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime bidPri1 \\\n0 20221220 3711 94.6 216 216 90003845 94.6 \n1 20221220 3711 94.6 1 217 90003921 94.7 \n2 20221220 3711 94.7 1 218 90005353 94.7 \n3 20221220 3711 94.7 1 219 90005400 94.7 \n4 20221220 3711 94.7 15 234 90006605 94.6 \n... ... ... ... ... ... ... ... \n5596 20221220 3711 93.3 1 15240 132456151 93.3 \n5597 20221220 3711 93.5 1 15242 132456435 93.3 \n5598 20221220 3711 93.3 1 15243 132457241 93.3 \n5599 20221220 3711 93.5 2 15245 132458268 93.3 \n5600 20221220 3711 93.3 1 15246 132458352 93.3 \n\n bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 askQty5 openPri \\\n0 94.5 94.4 94.3 ... 8 13 58 94.6 \n1 94.6 94.5 94.4 ... 1 18 1 94.6 \n2 94.6 94.5 94.4 ... 1 18 1 94.6 \n3 94.6 94.5 94.4 ... 19 33 18 94.6 \n4 94.5 94.4 94.3 ... 19 33 24 94.6 \n... ... ... ... ... ... ... ... ... \n5596 93.2 93.1 93.0 ... 28 16 32 94.6 \n5597 93.2 93.1 93.0 ... 16 32 36 94.6 \n5598 93.2 93.1 93.0 ... 16 32 36 94.6 \n5599 93.2 93.1 93.0 ... 16 32 36 94.6 \n5600 93.2 93.1 93.0 ... 15 32 36 94.6 \n\n highPri lowPri refPri upPri dnPri label \n0 94.6 94.6 95.8 105 86.3 2.0 \n1 94.6 94.6 95.8 105 86.3 1.0 \n2 94.7 94.6 95.8 105 86.3 2.0 \n3 94.7 94.6 95.8 105 86.3 2.0 \n4 94.7 94.6 95.8 105 86.3 0.0 \n... ... ... ... ... ... ... \n5596 95.2 93.3 95.8 105 86.3 1.0 \n5597 95.2 93.3 95.8 105 86.3 0.0 \n5598 95.2 93.3 95.8 105 86.3 1.0 \n5599 95.2 93.3 95.8 105 86.3 0.0 \n5600 95.2 93.3 95.8 105 86.3 1.0 \n\n[5601 rows x 33 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
020221220371194.62162169000384594.694.594.494.3...8135894.694.694.695.810586.32.0
120221220371194.612179000392194.794.694.594.4...118194.694.694.695.810586.31.0
220221220371194.712189000535394.794.694.594.4...118194.694.794.695.810586.32.0
320221220371194.712199000540094.794.694.594.4...19331894.694.794.695.810586.32.0
420221220371194.7152349000660594.694.594.494.3...19332494.694.794.695.810586.30.0
..................................................................
559620221220371193.311524013245615193.393.293.193.0...28163294.695.293.395.810586.31.0
559720221220371193.511524213245643593.393.293.193.0...16323694.695.293.395.810586.30.0
559820221220371193.311524313245724193.393.293.193.0...16323694.695.293.395.810586.31.0
559920221220371193.521524513245826893.393.293.193.0...16323694.695.293.395.810586.30.0
560020221220371193.311524613245835293.393.293.193.0...15323694.695.293.395.810586.31.0
\n

5601 rows × 33 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"#df.drop('Unnamed: 0',inplace=True,axis=1)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#No Missing values.","metadata":{}},{"cell_type":"code","source":"df.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:14:48.067971Z","iopub.execute_input":"2023-04-02T22:14:48.068401Z","iopub.status.idle":"2023-04-02T22:14:48.079476Z","shell.execute_reply.started":"2023-04-02T22:14:48.068365Z","shell.execute_reply":"2023-04-02T22:14:48.078371Z"},"_kg_hide-output":true,"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"matchDate 0\nsymbol 0\nmatchPri 0\nmatchQty 0\ntolMatchQty 0\nmatchTime 0\nbidPri1 0\nbidPri2 0\nbidPri3 0\nbidPri4 0\nbidPri5 0\nbidQty1 0\nbidQty2 0\nbidQty3 0\nbidQty4 0\nbidQty5 0\naskPri1 0\naskPri2 0\naskPri3 0\naskPri4 0\naskPri5 0\naskQty1 0\naskQty2 0\naskQty3 0\naskQty4 0\naskQty5 0\nopenPri 0\nhighPri 0\nlowPri 0\nrefPri 0\nupPri 0\ndnPri 0\nlabel 0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"list_of_number_of_features=[]\nfor col in df.columns:\n new_nunique=df[col].nunique()\n list_of_number_of_features.append([col,new_nunique])\nprint(pd.DataFrame(list_of_number_of_features,columns=['column','nunique']))\n\n\ndf_value_counts = df.nunique()\nax = df_value_counts.sort_values().plot(kind='bar',figsize = (10,5), color = ['#a5c687','#5678f1'],edgecolor='#ff1195')\nplt.title(\"Number of Feature Values\", size = 15)\nplt.ylabel(\"Frequency\", size = 20)\nplt.xlabel(\"Features\", size = 20)\nfor i in ax.containers :\n ax.bar_label(i, padding = 5, size = 10)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:15:20.772521Z","iopub.execute_input":"2023-04-02T22:15:20.772919Z","iopub.status.idle":"2023-04-02T22:15:21.422798Z","shell.execute_reply.started":"2023-04-02T22:15:20.772885Z","shell.execute_reply":"2023-04-02T22:15:21.421441Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":" column nunique\n0 matchDate 1\n1 symbol 1\n2 matchPri 20\n3 matchQty 68\n4 tolMatchQty 5601\n5 matchTime 5601\n6 bidPri1 19\n7 bidPri2 19\n8 bidPri3 19\n9 bidPri4 19\n10 bidPri5 19\n11 bidQty1 221\n12 bidQty2 227\n13 bidQty3 213\n14 bidQty4 236\n15 bidQty5 269\n16 askPri1 19\n17 askPri2 19\n18 askPri3 20\n19 askPri4 20\n20 askPri5 20\n21 askQty1 227\n22 askQty2 162\n23 askQty3 163\n24 askQty4 155\n25 askQty5 143\n26 openPri 1\n27 highPri 7\n28 lowPri 14\n29 refPri 1\n30 upPri 1\n31 dnPri 1\n32 label 3\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#Duplicated Values","metadata":{}},{"cell_type":"code","source":"df.drop_duplicates() # We don't have any duplicated datapoint in out dataset???","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:15:52.231754Z","iopub.execute_input":"2023-04-02T22:15:52.232686Z","iopub.status.idle":"2023-04-02T22:15:52.280021Z","shell.execute_reply.started":"2023-04-02T22:15:52.232644Z","shell.execute_reply":"2023-04-02T22:15:52.278841Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime bidPri1 \\\n0 20221220 3711 94.6 216 216 90003845 94.6 \n1 20221220 3711 94.6 1 217 90003921 94.7 \n2 20221220 3711 94.7 1 218 90005353 94.7 \n3 20221220 3711 94.7 1 219 90005400 94.7 \n4 20221220 3711 94.7 15 234 90006605 94.6 \n... ... ... ... ... ... ... ... \n5596 20221220 3711 93.3 1 15240 132456151 93.3 \n5597 20221220 3711 93.5 1 15242 132456435 93.3 \n5598 20221220 3711 93.3 1 15243 132457241 93.3 \n5599 20221220 3711 93.5 2 15245 132458268 93.3 \n5600 20221220 3711 93.3 1 15246 132458352 93.3 \n\n bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 askQty5 openPri \\\n0 94.5 94.4 94.3 ... 8 13 58 94.6 \n1 94.6 94.5 94.4 ... 1 18 1 94.6 \n2 94.6 94.5 94.4 ... 1 18 1 94.6 \n3 94.6 94.5 94.4 ... 19 33 18 94.6 \n4 94.5 94.4 94.3 ... 19 33 24 94.6 \n... ... ... ... ... ... ... ... ... \n5596 93.2 93.1 93.0 ... 28 16 32 94.6 \n5597 93.2 93.1 93.0 ... 16 32 36 94.6 \n5598 93.2 93.1 93.0 ... 16 32 36 94.6 \n5599 93.2 93.1 93.0 ... 16 32 36 94.6 \n5600 93.2 93.1 93.0 ... 15 32 36 94.6 \n\n highPri lowPri refPri upPri dnPri label \n0 94.6 94.6 95.8 105 86.3 2.0 \n1 94.6 94.6 95.8 105 86.3 1.0 \n2 94.7 94.6 95.8 105 86.3 2.0 \n3 94.7 94.6 95.8 105 86.3 2.0 \n4 94.7 94.6 95.8 105 86.3 0.0 \n... ... ... ... ... ... ... \n5596 95.2 93.3 95.8 105 86.3 1.0 \n5597 95.2 93.3 95.8 105 86.3 0.0 \n5598 95.2 93.3 95.8 105 86.3 1.0 \n5599 95.2 93.3 95.8 105 86.3 0.0 \n5600 95.2 93.3 95.8 105 86.3 1.0 \n\n[5601 rows x 33 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
020221220371194.62162169000384594.694.594.494.3...8135894.694.694.695.810586.32.0
120221220371194.612179000392194.794.694.594.4...118194.694.694.695.810586.31.0
220221220371194.712189000535394.794.694.594.4...118194.694.794.695.810586.32.0
320221220371194.712199000540094.794.694.594.4...19331894.694.794.695.810586.32.0
420221220371194.7152349000660594.694.594.494.3...19332494.694.794.695.810586.30.0
..................................................................
559620221220371193.311524013245615193.393.293.193.0...28163294.695.293.395.810586.31.0
559720221220371193.511524213245643593.393.293.193.0...16323694.695.293.395.810586.30.0
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5601 rows × 33 columns

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"},"metadata":{}}]},{"cell_type":"markdown","source":"#Outliers","metadata":{}},{"cell_type":"code","source":"class ZScore:\n def __init__(self,threshold,**kwargs):\n self._threshold = threshold # we can change it later\n self._outlier={} # by this definition , we can access it out of this area\n for k,v in kwargs.items():\n setattr(self,k,v)\n\n def z_score_calculation(self,dataframe):\n for col in dataframe.columns.values:\n Mean = np.mean(dataframe[col])\n Std = np.std(dataframe[col])\n z = pd.Series(dataframe[col]-Mean) / Std\n \n list_of_index=[]\n \n for index,value in enumerate(list(z)):\n if abs(value) > self._threshold: \n list_of_index.append(index)\n self._outlier.update({df[col].name:list_of_index})\n\n\noutliers=ZScore(3)\n#outliers.z_score_calculation(df.drop(['Country'],axis=1))\nremoving_indexes=outliers._outlier\n# removing_indexes\n\nSum=0\nfor index,value in enumerate(removing_indexes.values()):\n item=df.columns.values[index]\n Sum +=len(value)\n print(item,':', len(value))\nprint('*******************************')\nprint('the total number of outliers:',Sum)","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:17:29.400280Z","iopub.execute_input":"2023-04-02T22:17:29.400711Z","iopub.status.idle":"2023-04-02T22:17:29.411929Z","shell.execute_reply.started":"2023-04-02T22:17:29.400677Z","shell.execute_reply":"2023-04-02T22:17:29.410522Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"*******************************\nthe total number of outliers: 0\n","output_type":"stream"}]},{"cell_type":"code","source":"sns.set_style('darkgrid')\nfig, ax = plt.subplots(6, 1, figsize=(5, 20))#Original was 9,1\n\nfor i, col in enumerate(list(df.columns.values)):\n axes_box = ax[i]\n sns.boxplot(data=df, x=col, ax=axes_box,color='#a5c687')\n ax[i].set_title(col,fontsize=15,color='magenta')","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:22:32.178110Z","iopub.execute_input":"2023-04-02T22:22:32.178725Z","iopub.status.idle":"2023-04-02T22:22:33.385223Z","shell.execute_reply.started":"2023-04-02T22:22:32.178676Z","shell.execute_reply":"2023-04-02T22:22:33.383752Z"},"trusted":true},"execution_count":14,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/3966309574.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0maxes_box\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxes_box\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'#a5c687'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfontsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'magenta'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mIndexError\u001b[0m: index 6 is out of bounds for axis 0 with size 6"],"ename":"IndexError","evalue":"index 6 is out of bounds for axis 0 with size 6","output_type":"error"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"#print (\"percent of Outliers: %\", round((100 * (Sum)/df.shape[0]),2))","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.set_style('darkgrid')\nfig, ax = plt.subplots(6,1, figsize=(20, 45))#Original was 9,1\nfor i, col in enumerate(list(df.columns)):\n axes_hist = ax[i]\n sns.histplot(data=df, x=col, ax=axes_hist,color = '#a5c687', stat = \"density\",edgecolor='#ff1195')\n sns.kdeplot(x = col, data = df,ax=axes_hist, color = '#5678f1', linewidth = 5)\n ax[i].set_title(col,fontsize=35,color='#561195')","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:24:59.821025Z","iopub.execute_input":"2023-04-02T22:24:59.821780Z","iopub.status.idle":"2023-04-02T22:25:05.825572Z","shell.execute_reply.started":"2023-04-02T22:24:59.821743Z","shell.execute_reply":"2023-04-02T22:25:05.824304Z"},"trusted":true},"execution_count":16,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/3060378881.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m45\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0maxes_hist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxes_hist\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'#a5c687'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"density\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0medgecolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'#ff1195'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkdeplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m 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ksbVFTQIpfLvOfv7fUGNLmwWZMLm+UPuHTzVr5qG4rU0FQgvz+808Ce3lS9/MYarVh8TpVl9fecAwAAAAAAscbRwsrv/M7v6C//8i/l8Xi0fft2SdLt27d15swZPfXUU/rKV77iZDoAcE/6+hPV0DTRcryyrM7BbOC0rDRDy2aZOnR++PFjl6VHVprKSmfVCn6tvSNduw8tU1d3+M3pszM7NbOiRlMmNykxYfRW83rcQU0pvq0pxbfl97tVXVes0xdmaGAgacTXBoNuHTq+UHfasrV80Xm53WwNBgAAAACIX44WVp544gl1dnbq3/7t3/TNb35TkvTZz35WycnJ+vznP69HHnnEyXQA4J5cv1Fi2RPB4/FraslNhzOC07YskQ6fD61QeTd/QHrjpPShDU5nhUhVXVuswyfmyx8I73QrMWFQi+ZeVkVZXVjbfD0Ijyeg6eV1mlpyU+cvV+ji1XIFgyNvPVRVU6q7HZnauPqYUlNobA8AAAAAiE+OFlYk6VOf+pSefPJJnT59Wu3t7crMzNSiRYuUlhb+k5wA4DTTlKpsmtaXlTTKS9P6mJefbWhBpanTVcOPHzgnPbTMVHoKq1biWSDg0rHTc3S1empY8YYR1MyKG5o/+6oSE3xjnN07JXj9WjzvsirL6nTy3CzVNoy8Xdmdu9l64fUNWr/yhCZNvONAlgAAAAAARBbHCiuNjY165plndObMGd25c0eGYSg3N1eLFi1SRUUFhRUAEe1Wc556elMtxyvL2QYsXjy0TJaFFZ9f2n1Ket8aZ3NC5OjpTdaeQ0t15252WPGFBS1atvC8sjJ6xjgze+lpfdqw6oSaW2t07PRctbVn2cYPDCbq9b2rtHjeJc2efl0GtUQAAAAAQBwZ440mQl544QU98sgj+uY3v6na2lqlp6crNTVVN27c0Ne+9jVt375dL7/8shOpAMB9sVutkpPVoQnZHc4lg3E1Od/QbJuFCPvOSH0D995kHNGvuTVHL7y+PqyiSlLioDatOaqt6w6Pe1Hl7Sbm3dWjW/Zq3kyL6uHbmKahE2dn6/DJeTJ5ywMAAAAA4siYr1iprq7Wl770JS1evFh/+Zd/qfLy8neMX7t2TV/+8pf153/+55o5c6amTg1v2wwAcEr/QILqb06yHK8sr+Np7Tizbbl08cbwYwNDoeLK9hWOpoRx1ngrX7sPLlUgjH4q+RPatH7ViYjtUeJySYvmXdaEnHYdOLpIPr/XNr6qeqrMoEsPp590KEMAAAAAAMbXmK9YefrppzV58mR961vfek9RRZIqKir07W9/W8XFxfrhD3841ukAwD2rri1RMGjRtN7tV1lJo8MZYbyVFRqqKLYe331KGhziEf54UdtQqF0HlodVVJlVWa3tmw5GbFHl7aYU39ZjW/cpK6NrxNhrN6ZoR8NiBXnbAwBgKxg01N6Zrpq6Il25Xqrq2mLV3yzQreZc3bmbpc7uVPX1J8ofcGSDEQAAcJ/GfMXK8ePH9eSTTyohIcEyJiEhQU8++aR+/vOfj3U6AHBPTFOqqrbeBqy05KYSEmhaH4+2LZeuWdTUegekA+elzYudzQnOq6op0eETC2Sa9svWPB6/Vi89raklTQ5lNjoyM3r06JZ9Onh84YiN7S+3T9F/XRzUR+eacrtYxgcAQCDgUkdnutraM9XWnqW7HZm625ER1sMYkpSV0aXiwmZNLrytvAntcrl4ggEAgEgx5oWVpqYmTZ8+fcS46dOnq6kpum42AIh9t1snqKsnzXK8soym9fFqeok0pUCquz38+BsnpHXzTXk93GCOVRevluv4mTkjxmVmdGvj6mMR1UvlXni9Aa1feUK5Oe06eW6WTNP6CdqjtxPlf0X6xMMUVwAA8ck0pZY7Obp8rUwNTQUKBNz3/bU6ujLU0ZWhC1cqlJAwpOKCZhUXNqtoUosSE3yjmDUAALhXY15Y6e3tVWpq6ohxKSkp6uvrG+t0AOCeVFWXWo5lZXYpb0K7c8kgohiGoW3LTX3r+eHHu3qlIxeltfOdzQtjzzSlw7dn6njzzBFjSyff1Oqlp+X1BhzIbOwYhjRnRrWys7q068Ay2ydtT16Vgqb0Ow+bcrsprgAA4kMgYKiusVAXr5arrT171L/+0FCCauonq6Z+sgwjqEn5dzR35jVNmnhn1L8XAAAY2ZgXVkwz/KWq9xILAGNtYNCrukabpvVlNK2Pd3PKpMJcqcnienbncWnVHG4ux5KgaepnVSk6FkZRZca0Gi1fdD6mPieKClq1Ze1RvbF/ufw2xZXTVVIwKH3qUVMe3v8AgBg2MOhVVXWprlyfqr7+ZEe+p2m61NScr6bmfBVObNGieZeVm9PhyPcGAAAhY15YkaRPfvKTMka4q0BRBUCkqa6drGBw+KX7bndA5VMaHM4Ikcb15qqV7700/Hhbl3TiqrR8lrN5YWyYpqkf75QONYx802TerKtaOOdKTBVV3jJp4h1tWXdEO/evkN9vfSp59rr0Xy9Ln3rMlCsWfxAAgLg2OOTV6fMzdO1GSdg9U8ZCU3O+mnbka0rxTS2ae0WZUbr1KAAA0WbMj/6f+9znxvpbAMCoM02pqqbUcnxKcZMSE9nXGNLCCumlbKnFYle4149JS2dyYznamaapX+yTDp0fOXbJ/IuaM+P62Cc1jgry27R13WHt3LdCPr/XMu70NSlnn/TB9Q4mBwDAGGtomqhDxxeofyBpvFP5lbrGItXfnKRpU+u1YPZVpaYMjHdKAADENAorADCMljs56uxKtxyfXl7rXDKIaC6Xoa1LTf3w9eHHm+9KZ69JCyudzQuj67Vj0q6TI0WZWrXkrCrL65xIadxNzLurresPa8e+lfL5rIsrb5yUcrNMrZ1PcREAEN2Ghjw6dmaOrt+Y8kBfJylxQBOyO5WR3qNg0CWfz6Mhv1c+nyf03z6venpH7lX7bqbp0rWaUlXXTtb8WVWaO7NKLtcDpQoAACyM33pVAIhg12qsL5Yy07uVn3vXwWwQ6ZbNlF4+LLV3Dz/+2lFpQYU54raYiEx7T5t68aB9jGEEtW7FSU0taXImqQiRn9uubesP6fW9KzXkS7CM++kuKSfd1Owy5gAAIDrdvJWng8cX3nMfFbc7oMKJLZqQ3akJOR2akN2p5KSBEbcL7elNVmPTRDXcKtCt5lzLLYqHEwy6dfrCTN1qydW6FSeVkjx4TzkDAICRUVgBgHcZ8nlU21BoOV5B03q8i9ttaMtSU8/sGn68sTXUb2JBhbN54cEdvWTqmd32MW53QBtXHVNxYYszSUWY3Akd2rbhkF7ftUqDgeGLK6Ypfecl6QsfMTU5nw9QAED0GPJ5dOLMbNttgoeTnDSgGRU3NL28VkmJQ/f8fdNS+zWjolYzKmrl87t1qzlPjU0TdaOhyHal6NvdbsnTL1/bqLUrTqqooPWecwAAANZYFAoA73Kjvkh+iwaULldQ00ppWo/3WjlbSk+xHn/pkBQ0TecSwgM7e93UD1+zj3G5Atq89kjcFlXeMiGnU++felBel/V7fMgnfeMXUns38wAAEB1a27L1/Ksb76moMiG7Q2uXn9SHH3td82dV3VdR5d28noBKim5r1dKz+tCjOzR7+jW5XIGwXjswmKgde1fq1LmZCpo83AAAwGihsAIA72K3DdjkwltKSnrwiyPEngSvoc1LrMdvtUmnrjqXDx7M1XpT33tJCtrUAAwjqA2rTqhw4h3nEotgk1Lb9anZPbK7ZdPZGyqu9A9SXAEARLa6xgK9unu1evtsnpx5m0kTW/Twpv16bOtelZc2yu0em2NdUqJPSxdc0oce3anKsloZRjCMVxk6d7lSP6teq/YBbgMBADAaOKICwNu0d6Trzt1sy/HKsvhoSo37s3a+/aqVVw5LAbs79YgIN5pMffN5yT/Cg6Brlp1WSdFtZ5KKEosmDun96+xjbt6RvvuiFAgwFwAAkenKtVLtObRMgcDIfU28Hp9WLTmth9Yf1sS8u45tGZyaMqBVS8/qA9t3q3TyzbBe09Sbq789mqmLNRyDAQB4UBRWAOBtqmxWq6Sm9GnSRPYmhrVEr6GHllmPN7dLxy87lw/uXWuHqW88F9q2ys6GojMqL210JKdos3lxqMho53Kd9NMRetcAAOA005ROnJ2lI6fmywxj26xJE1v1/u27VVleP249GDMzerRh1Qk9snmf0lJ7R4zv9bn0jeekA+corgAA8CAorADAmwIBl2rqJluOT5taLxefmhjBmnlSVpr1+KtHeFI/UvUNmPrGL6TeAfu495f3aX5ujTNJRSHDMPThjdLsqfZxB89Jhy8wFwAAkSEQMLT/6CJduFIxYqzH49eKxWf10PpDSkvtdyC7keXntuvxh/ZoSnHTiLGmpB/vlHYc4zgMAMD94hYhALyp/maBBocSLEZNVUytdzQfRCevx9C25dbjdzqlIxedywfhCQRMffuF0KoiO1uWSNtLI+MGSiRzuwz97qNScZ593E/fkBpauKkDABhfQz6Pdu5fafuQ1VsK8lv1/m27NWNa7bitUrGSmODXhlXHtXzRubCa2z9/QHp+vynT5FgMAMC9orACAG+y2wassKA1Yp5GQ+RbOUfKybAef/Wo5PNzARspTNPUT96Qqhrs41bNld6/VhF3EyVSJSYY+sMP2K/g8gWk77wQWi0EAMB46OtP0iu71uhW8whPA0iaPf26tm04pPS0Pgcyuz+GIc2suKFHt+xXelrPiPE7jks/fkMK0gcQAIB7QmEFACR196ToVnO+5XjFVJrWI3wet6HtNqtW2rulQ+edywf23jgpHbpgH7OwUvrNzaFtrhC+rHRDf/RBKclqMaBCq7i+/6oU5GlZAIDD+voT9coba9TekTlCpKllC89r6YKLUfOAxYTsTj3+0F5NLRm5J9zBc9J/viL52a4WAICwUVgBAEnXb5RYjiUmDKqk6LaD2SAWLJ8l5dpco792TBrycfE63s5eN/X8PvuY0knSx7dJLleU3EmJMEV5hj6x3T7mQo2087gz+QAAIEmDg169vneVuntTbeNcroA2rDqhWZXR118twevXuhUntXTBCE+QSDp1VfrW85yfAgAQLgorAOJeMChdsymslJc2yu0OOpgRYoHbbeiRldbjXb3S/nPO5YP3amg29V8vhxq4WsnJkP7gfVKCl6LKg5g3zdDWpfYxLxyUquq5mQMAGHs+n1s7969QR6fN3q2SErxD2rbhkEonj9wQPlIZhjR7erVWLz0tw/asR7pUK/37z6X+QY7HAACMhMIKgLjX1Jyvvv5ky3G2AcP9WjJDmphjPb7jmDQ4xIXreOjoNvWN56Qhv3VMUoL0hx+QMlIpqoyGx1ZLFcXW46Ypfe/l0L8NAABjJRBwaffBZWptszlJk5Sa0qdHNh/QxLy7DmU2tirK6vXIlKPyGPbH2eqb0n/8kn6AAACMhMIKgLh3zaZpfW7OXWVndTuYDWKJy2XoUZtVKz390t4zjqWDNw0OmfrG81Jnr3WMYUi/+6hUmEtRZbS4XYY+9aiUYbPjSnef9N2XpAB7vAMAxkAwKO07slhNNr0VJSk7s1OPbtmvrMzYug6YltWkzyzoVoLHPq6qQfrPl2loDwCAHQorAOJa/0CC6m8WWI5XlrFaBQ9mQaVUlGs9vvO41NvPRatTgkFT//mK1NhiH/cbG6VZUymqjLaMVEOffkyya1dT0yQ9t9+5nAAA8cE0pcMnFqiusdA2LjurU9s3HVBK8oBDmTlr1gSfPvdhKTnRPu7sdeknb0imyXkqAADDobACIK5V106WaQ7/Uejx+DW1JHr3U0ZkcBmGHlllPd43KL1yxLl84t1z+6Xz1fYxGxZK6xZQVBkr5UWG3r/OPmb3Kel8DTdyAACjwzSlE2dn6doN65XqkpSe1qOH1h9WYoLNXqExoKzQ0OeflNJT7OMOnpdePORMTgAARBsKKwDilmnabwM2dfJNeb2xfVEFZ8wrlyZPtB7fd1ZqvstN5LF24JypXSftY2ZPlZ5Y70w+8WzTImlBhX3MD1+TunqZFwCAB3f+SoUuXrU/8KQk9+uhDYeUnDToUFbjqyjP0J9+RMpOt4977ai0+xTHYwAA3o3CCoC41dqWrc5u6yuJCrYBwygxDEOP26xaCQalX+xzLp94dKXO1E/fsI8pzJU+9WioNw7GlmEY+thDUn62dUxPv/TUq1KQLUgAAA/gRn2hTp2bZRuTmDCoh9YfVnpqv0NZRYa8bEOf/ZCUmmQf97M90vHLHI8BAHg7CisA4laVzWqVzPRu5U1odzAbxLqZpdIMm90nLtSEbv5j9N1uM/WdFyW7/qvpKdIffkBKSqCo4pTkREO/97hsG+herpP2nnYuJwBAbGlrz9DBYwttYzwev7auOxJzjerDVZBj6I8+KCV47eOeek26eINzVQAA3kJhBUBcGvJ5VFtfZDleUVYng/urGEWGYeiJ9bJ9X/1sjxSwu/uPe9bdZ+obz0n9Nrt6eD2hokpOBpPeaYW5hn5jk33M8/ulxlbmBQDg3vT5E7TrwHL5A9YVfJcroM1rjip3QodziUWg0kmGfv99ktvmDlEwKH37BelGE8dkAAAkCisA4tSN+iLLiyyXK6jy0gaHM0I8KMw1tHqu9fitNunwBefyiXU+v6n/+KV0p9M+7hPbpSkFFFXGy4rZ0kKbbe/9Aek/X5aGfNzIAQCEJxCUXqldrt4+6+7shhHUhlUnNGniHQczi1wzpxj65MOS3RmRzy9965dSezfHZAAAbDZfAIDYZde0fnLhLSUnDTmYDeLJo6ukE1ekAYu32IsHpcXTTSUncqP/QZimqad3SDVN9nGPr5EWVvKzHk+GYeg3t5i6cUvq6Bk+5nab9Nw+6cnNzuYGjCXTlDo609V8Z4L6+pI15PPI2+dS302P+joSNeTzyOf3Khg0lJI8oPS0XmWk9b7j98RE33j/NYCI9ExVihp7k21jVi05q5Ki2w5lFB0WTTfUO2DqJzZ96br7pG89L33hI6YSvJxDAQDiF4UVAHHnbkeG7ty17phcSdN6jKH0FEPbV5h6zqJZfU+/9NpR6QPrnM0r1rx6VDp+2T5m+WzpoaXO5AN7qcmGPvGwqX97RrJ6BnbfWWnmVFNzy7iJg+gUDErtnZm63TJBza25am7N0eBQ4nsDfZJ63/lHPb2parkz4T2hCQlDys3pUEnRLU0pvqXkJJt9D4E4cei8qT2N9kWVWZXVqiirdyij6LJ2vqGePlMvHbaOaWiRfvCa9KlHTRnsnwwAiFMUVgDEnWs1JZZjqSl9mjSx1cFsEI/WL5AOnLXeomrPaWnNPFO5WVyo3o8TV0y9dMg+Zlqx9FtbxM2ACFI52dCWpaZ2HLeO+eFr0pc+YSojlX83RIdg0FBtY6Fu1BepuWWChnwJo/r1h4YS1HQ7X02383Xk5DxNzGtT6eQmTSm+pZTkgVH9XkA0qGmyX20hSZMmtmrJ/IvOJBSltq+QuvulfWesY05VSZNypYdXOJYWAAARhR4rAOKKP+BSdd1ky/GKqfVy8cmIMeb1GPqgzYoUf0B6br9z+cSSmiZTP3jNPiYvS/q9xyWPm5vzkebRVVLJROvxnn7pqVeloMne7ohs/QMJOnuxUs++uFX7Di9Rw81Jo15UeS9Dza25Onpqnn76y216+Y01ulRVpqEhnqVDfGjvDvVWCwStY9JTe7V+5XG5XBxH7BiGoQ9vlOaV28e9dEg6c42fJQAgPnH7EEBcqW+cpKEhqxsbpqZNZUsAOGPetNCqCStnrknXGrhQvRd3Ok196/lQYcpKSqL0hx+U0pIpqkQij9vQ7zwiJdjcB75cF1rxBUSitvZMHTi6UM+88JBOX5ipvn777YjGUsudCTp2eq6efXGrzl6qlM9HgQWxy+c39e1fhvp/WPF4/Nq05qiS6E0UFpcRamZfmGsf9/1XpMZWzlkBAPGHwgqAuGLXtL6woEVpqf0OZoN4ZhiGPrRBsru9/7O9UiDIhWo4+gdNfeO50IoGK26X9HvvkyZmU1SJZPnZoadk7Ty3T2ptZ24gMpim1HBzol5+Y41eeH2DrteWKBh0j3davzLkS9Dp8zP17ItbdP7yNPn8kZMbMFp+vleqa7aPWbv8lLKzup1JKEYkJhj6b++X0mxqxEN+6ZvPSd19HJcBAPGFwgqAuNHVk6JbLXmW4zSth9Mm5xtaMdt6vLFF2nXSuXyiVSBo6jsvSrfb7ON+c0uojwci38o50oIK6/Ehv/TUa1KQwiPGWWd3qnbsW6k3DqwYtrl8JBkcStTJc7P1sxe36uLVcvkpsCBGnK4ytX+ElYzzZ1/RlOJbziQUYyZkGvq9x2W7XXJ7t/TtF0IrhwAAiBesBwcQN67brFZJTBzU5MLbDmYDhDy2OtT8c9BiV4qXDknzyk1NzKEgMBzTNPXsbunKCHXRrUullXP4GY4lw2/Kfb1j1L7exwsN1dVnqn1w+Ju/NU3Snpd69dCUyG/Q7Z+RLSVwEzuW+Pxunb9UqQtXpykYvP9n1dxuv/Jz2zUxt02pKf0quNivQLZPvpmGvF6fvB6/TNNQd2+KuntS1d2Tqq7uN3/vSZPff++XcwODiTp+Zo4uXJmmhXMuq6KsXgYfj4hSdzpNPb3DPqak6JYWzL7qTEIxalqxoY9sMvWjndYx1TelZ3ZLH93qXF4AAIwnCisA4kIwaOjajRLL8WmlDXK7ecIKzstMM/TQMlMvHBx+3B+Qfvi69PknTblc3Pl6tz2nNeJTqgsqpMfXOJNPPEttDKpu8Li6M0evQff6onw9V2P9j/f89SSluA5pQlLkbu2SVhvUZG2Uf94Im9QjKpimVH+zQMdOz1VvX8o9v97j8Ss/t00FeW0qyL+jCdkd7zj/KKoaUk+qqc4Jie94XVpqvyblv3NZXjAY6qNS21CousZC9Q8k3VMu/QNJOnRioWobirR62WmlpkR+kRJ4u0DA1H++JPUPWsdkZXRp7fJTFA9Hwep5hm61mdpz2jrm0Hlp6iSTh1kAAHGBwgqAuHDzVr7tDYcKtgHDONq0WDp6SWppH368pknae0bauMjRtCLe2Wumfr7HPqZkovSJ7aEGrBh73SUudc4YvZUZWWrTdOOGrlZPHXY8YLr1SssSPbplv1wuiuMYW13dqTp6eq5u3pp4z6+dkN2uWZU1Kp3cJLc7OCr5uFxSQX6bCvLbtHzRebXcyVFdY6FqGwrV12/TEOFdmprz9dyrm7RswQVNm8rqFUSPFw5KtTYLzr0uvzauPi6v1+9cUjHug+ul23ftVwr/9A1pcr6p4nw+TAAAsY0eKwDiQpXNNmD5uW3KyuhxMBvgnbweQx97yL6R/S8PSK0d3Dh+y/VGU997WbL7iWSnS//t/VKClwv7aLZk/kWlp/Zajre1Z+v8ZZuGLMADMk3p8rWpeu7VjfdUVDGMoKaWNOqRzfv02NZ9Ki9tHLWiynu/lzQx766WLbyg33j8dW1Zd1i5ORbV+mH4fF4dPL5QbxxYrr7+xJFfAIyzizdM7TxhH7Ox6LQyOccfVW6Xod99VMrLso7xBUL9VvoGOG8FAMQ2CisAYl5ff5IabW6EsFoFkaC8yND6hdbjPn9oS7CgyUVqY3NAX/t5UP6AdUyiV/pvHwhttYbo5vUGtGb5KdmV0c5cnK629kznkkLcGBryaO/hJTp6ap6CwfBWYyUmDGrerKv6jcd3aP3Kk8rPbXd0FYhhSMWTWvToln3avPaIJmR3hP3axqYCPffqJtXUFYnDDSJVR4+pp161j1kxaUAzcxqcSSjOpCQZ+m8fkJJsdv680yk99RrnrQCA2EZhBUDMu35jskxz+I87r8en0slNDmcEDO/xNVKuzb3h643SwXPO5ROJ2rtN/f33+tRn0wrAMKRPPSoV51FUiRUT8+5q9vRqy3HTdGn/0UUKBDi1xehpa8/QCzvWq7ahKKx4wzA1Y1qNnnj0DS2ae0UpyePbs8QwpMmFzXps615tXH1U2ZmdYb1uaChB+44s0Z5DSzTkY+doRJZg0NR/vSz19FvHTMyRfnO69UpHPLiCHEMf32Yfc75aeuO4M/kAADAeuPoEENNMU7ZN66dOaZTXY/PYO+CgRK+hj261j3lun3S3Kz6f/usfNPV/nw2qrdP+7/+h9dKcMooqsWbh3MvKzLBuUt/RmaEzF6c7mBFilWlKV69P0Us716m7Jy2s1+RNuKvHtu7VisXnlZjgG+MM741hSFOKb+t92/Zo/crjSkm2uSP9NnWNRXp551p19aSMcYZA+F49Kl1rtB73uKXffVRKoiY45uZXGNqyxD7mlwelqvr4PG8FAMQ+CisAYtrtllzbmyKVZfUOZgOMrLLE0Jp51uODPunpHZIZZ1sr+Pym/uOX0s1W+7gtS6QNiyiqxCKPO6i1y07JMKx7VFy4UqGWO9kOZoVY4/O5tf/IIh0+uSCsrb8SEwe1eulpPbJ5vyZkh7ciZLwYhjS1pEnv375b5aXhnf90dGXopR3rdas5d4yzA0Z2vdHUK0fsYz60QSpixapjHl8jTbNZ1Gea0vdeljq64+u8FQAQHyisAIhpdqtVsrM672nfccApH1gXarxu5UqddPiCc/mMt6Bp6qnXpKoRtkpfOkN631pncsL4yJ3Qobkzr1mOm6ahA0cXye8PrxcG8HYdnel6Ycd61dRPDiPa1PTyG3ri4TdUUVbvaA+VB5WY4NPa5ae1ac1RJSWNvF3Z4FCCXt+7Uleul459coCF/sFQXxW750oWVsj24RSMPrfL0O8+JmWkWsd090nffUkKBCiuAABiCwtkAcSswSGvahsKLccry+qi6kYI4kdSgqGPbjX17z+3jvnZHmlqoalJE2L7TWyapn6xVzp11T5ueon0sW2Si0kd8+bPuqqGpgK1dwzfkKirJ00nz83U8kVxVH3EA7vdMkFvHFgun887YmxS4qDWrjipooIRltBFuJKi28rPvasjJ+eqtqHYNtY0XTpycr7aOzK0fNF5uVzcIIWzfr5HauuyHp+QKf3WVsngPMCW4Tflvt4xql8zR9Lvz/Don05lKGgO//OvaZKe/3m/npzeN6rfezT5Z2RLCTyYAQAIH4UVADGrurbYchsPlyugsik2GzQD42xmqaGVs00dvjj8+KBP+tbz0hc/aiolKTZvIpimqRcPSbtP2ccV50m/97jkccfmzwHv5HabWrv8lF7csV7B4PCLry9fK1dJ0W1NmnjH4ewQjW7UF2r/0UVhbf01Me+O1q04qdSU8W1MP1qSEoe0YdVJ3ai/pSMn52lwKNE2/mr1VHV2p2nDquNKSoysXjKIXeeqrc+HJMnlkj71iGL2fGg0pTYGVTd4XN2ZCaP+tVdPmqb9TdZLhnY1JCvZdVbTsppG/Xs/qLTaoCZro/zz2PYQABA+CisAYpJpSlU1UyzHSyc3RVxzWeDdPrheulQrdfYOP97aEdpa4TMfNOVyxdbNhLeKKq8dtY/LyZD+6INScmJs/f1hLyerSwtmX9Gp87MsYw4cW6gPbN8tr9fvYGaIJqYpXbxarhNn54QVP3dmlRbOuRKTqzWmljRpYt5d7TqwTHfu2vcput2Spxd3rNfWdUeUmdHjUIaIV919pn60wz7mfaul0kmcB4Sru8SlzhmjvzKjbPoN1R/KVV2j9Y4BrzctVtKcbqWnRe7KFQAAwkWPFQAxqbkvy3KbGEmqKKtzMBvg/qQkGfrNrfYxV+qkXx5wJh+nmKapl8IoqqQkSZ99QspM42ZKPJoz47pyc+5ajvf2pej4mdkOZoRoEgxKx07PCauokpgwpC1rD2vxvMsxWVR5S0rygLZvPKCykhEaWknq6U3VK7tW625HhgOZIV6Zpqkf7wz16LAyrVjatMS5nGDNMKTVy04rI73bMsbn82rPoaXyB7gVBQCIfhzNAMSk83esV6ukp/WoIK/NwWyA+ze3zNDa+fYxO09Ixy/Hxs2+t4oqr45QVPF6pD/8gDQxh6JKvHK5TK1dflpud8AypqqmVI238h3MCtHA73dp7+GlunytfMTYvAl39fhDe1Rc2OJAZuPP4wlq7YpTWjTvkiT748rAYJJe3b1arW1ZjuSG+HPssnT2uvV4UoL0cfqrRZQEr18bVx+Xx229WrStPUsnzoS3UhAAgEhGYQVAzBn0S1fuWjdhrZhaT9N6RJUPbZDKi+xjnn5dqm+O7uKKaZp6+fDIRRW3S/q9x10qK2Qix7vMjB4tnnfJNubgsYUaHBy5ITniw+CgV6/vXWW7Vc1byqc0aPvGA0pL7Xcgs8hhGNK8mde0ec1ReTz2W+kNDSXotT2rdbtlgkPZIV7c7TL1zC77mA9tkCZkci4QabIzu7Vi8TnbmCvXp+pG/cifwwAARDIKKwBizonbCRoKDn8TzTCCmjZ15C0ugEjicRv69GNSdrp1jC8Qambf1Ru9xZWXD0uvHLGPcRnSn/xWsuZXcCMFITMrajQxz7pJff9Ako6enutgRohU/QOJemXXGrXcGbkIMG9mldYsPyW3O3o/Ux/U5KJmPbp5n9JSLRp9vcnv92jHvpWsDsOoCZqmfvCaNDBkHTO3XFrBbo8Ra9rUBlVMtd96+dDxBerqTnUoIwAARh+FFQAx50BjouVY8aRmpSQPOJgNMDoyUg39/vskr02v0Y4e6dsvSP5AdN0INE1TLx40wyqq/N77XFo+h9UH+DXDkNYsO237ZH1N3WTVNU5yMCtEmr7+RL26a7U6uux7ghiGqRWLz2rRvMusbpWUndWtx7busy1eSlIg4NauA8tV28A8w4Pbe1qqsnkOKi1Z+uhWyWCSRrTli84pO7PTctzn92r3oaXy+7ktBQCIThzBAMSU222mrnd4LMcraVqPKFYy0dBHH7KPqWmSfrRTCgajo7ji85t66rWRt/9yGdKnHpUWTecmCt4rPa1PSxdcsI05fGK++gcSHMoIkaS3L0mv7l6jzm6bZX+S3G6/Nq4+phnTap1JLEokJQ5p67rDKp502zYuGAz1rrl+Y7JDmSEW3Woz9fx++5jf2iqlp3A+EOk8nqA2rDph++BDe0emjrGqFAAQpaKysPLNb35TH/rQh7Rw4UKtXLlSn/nMZ1RTUzPeaQGIAIds7qslJw2oaFJ8NJ9F7Fo609CWJfYxRy9K//lK5K9c6e4z9W/PSsfsW2T8qqiysJKbKLBWWVanwoJmy/GBwUQdOTlfZmRPC4yyUFFltbq602zjEhMHtX3jIZUU2RcP4pXHE9TG1cdUOvmmbZxpGjpwbJGuVk9xKDPEkkDA1PdflfwB65jls6X50zgfiBaZGT1ateSMbUxVTamqa637YwIAEKmisrBy7NgxfexjH9NPf/pTfe9731MgENCnP/1p9fX1jXdqAMaRP2Da3qCtmFovl4s7aoh+71sjzRzhntWpq9I3npMGhyLzPX+z1dT/+mFohY0dlyH9DkUVhMEwpNVLzyjBa70pf11joWrquHkTL3p6k/XqrjXq7rEvqqSn9ejRzfuVN6Hdocyik9ttat2KE5o2Qt8EKbRCjBuluFevHpUarOvjyk6XPrzBsXQwSsqm3FRl+Q3bmMMn56ujy/6zGgCASBOVhZXvfOc7euKJJ1RRUaEZM2boK1/5ipqamnTx4sXxTg3AODpfLfX0W49PYxswxAiXy9CnHpXysuzjrtRJ//as1NMfWcWVc9dN/cOPpfZu+ziXIf3OI9IiiioIU2rKgJYvOm8bc/TUXPX2JTmUEcZLd2+yXt29Wt299o2RszK79MjmA8pIt2/QjhCXK1TAnFkx0m4BoZUr9FxBuGpvmXpthG1BP75dSk7knCAaLVt4QTlZHZbjfr9Hew4tld9v00wQAIAIY92IIIp0d4fuzGRmZob9mrf63LndUVlbAjCMIxet9w2YlN+qzPQ4X9VmSIZEM97hGJLb45I80XNMyEiT/ugJU199KqhBn3Vc7W3pn38q/cmThrLTx/cf3zRNvX7M1HN7pZFKPS5D+t3HDC2Z+c5/k7eO2+N5/HZ7XKH5xFx6pwj5jCkvbVTdzUmqbywcdnzIl6BDJxZo67ojzuQahZ8vThhuHhkyfv27cf8F4e6eFL26a7V6+1Js43KyOrVt4yElJVqvcnJchMwjO4YhLV90Xl6vX+cuVVrGmaahfUeWyOs5quLCUdiKlbkU1eyO30M+U0+9asquPdzmJYZmTQ3/355jtYVx+ozxeoLauPqEfvnaevn83mFjOjozdPTUXK1ZfsbZ5CQ+XyyEO49G6/g9kiGfR/0DifJ6/EpKHBrf3Sh4zyBORML1dySL+sKKaZr6yle+osWLF6uy0vrE/t2MN48MGRnJY5UaAAfd6QjqUm2P5fiMigZ5PPH9BJTb7ZLbHYz7n8NwPG5TGelJUrb9k82RJjtb+uIn/Prf3++zLa7cbpP+4Uem/j+/m6zCvPH59+/oDuq/XhjQ4fPWDUzfkpokff5jKZo3zfo0ZVyP3+k98rS6mEvvEkmfMetWXNCzL0zQwGDisOM3b01Ude1UzaioH/NcovXzZczZzCP3A9yk6OlN0iu7Vqu3z/4zYkJ2px7ZckRJiQFJ4/+efUskzaORLF9UpcSEgI6fmWkZEwy6tOvgMm3feEyFBW0P9P2YS7FhuOP39345oOZ26wJnUb5Lv/O+VCV476EawLF6WOP5GZOTPaB1K8/pjf2LLWOu3ZiiwoJ2VZY3OpgZny+W7nEePcjx+y3BoNTTm6KOrjR1dqX+6vfOrjT19b99xbGppMQhJScNKilpSClJg0pOHlRWZo+mFDUrJWXwgXOxw3sG8Yb758OL+sLK3/zN36iqqkpPP/30Pb3ONE0ZhqGurn4FAsExyg6AU145GLRsSJyQMKTiwpvy++N7rgcCQQUCpvx2HUHjlD8QVFf3gALt0bcVTPEE6U8+4tL/fTaovgHruDsdpv7y6736/fe7NL3EuccUg6apA2dMPbfPVF8Y1zcTs6XPfMiliTmDam9/7wvcbpcyMpLH9fjt7h6QPxBkLr1LJH3GeD39WrnkrHYfXGYZc/jkLE3Mu630NJs9JEdBNH++jKXh5pEhQ26PSwF/UOaI69req38gUS+/sWLEokpuTrse2nBYHrdP/pFrvY6KpHkUjjkzqmQYfh07PdcyJhBw67U9S7VtwyHl595/HxvmUnSzOn5frjX16mHr47nLJX1iu9Tb06d7+ZfnWD288f6MKSlq1MyKbF2+VmYZc+DYHGVn3lV21gh7xo4iPl+GF+48etDjt2lKLW3Zun6jRHUNhRocSgjjVYYGBhNDD9F0vnPkgEwV5LVp6pSbKi1uUlLS6K9M5T2DeBEJ199Oy8hIDnuFTlQXVr785S9r165d+sEPfqCCgoJ7eu1bN2ADgWDc32wFol0waOrgOevx8ikNcrusCy9xwwxtvxT3P4fhmFLAH73Hg5J86QtPSv/3Z1Knzbl9T7/0Tz8OaskM6QNrpayRtgYbCshz5f5vgtV3ufX0lVTVdg2/5cO7zcgZ0u/P7VFqrSnVWgR5XFJ6ktQ9II3Xv9f1DindZC69W4R9xkwpvqWykgbV1E8edtzv9+jAsYXatuHQ2G6JEuWfL2PGHwy9Z97+fnlz+xBT9z6/Boe8em3PSnV12zc/zs1p19b1h5Tg9UfMe/UdImwehWNWZY18fo9On7deueL3e/T63pXavvGgJmR3WsbZYi7FhLdff/cNmPqvl+3jH14hFeWa8vvvcVIM9xmDiPiMWTL/olruZKutPXvY8UDAo90Hl+qxrXvl9TpUAOLzZXjhzqP7PH739Carunayqmsnq6vH/vh9bwzdbs3V7dZcHTk5V5Py76i05KamFN1SYqLNMv97wXsGcYb758OLysKKaZr68pe/rB07duipp57S5MnDXzADiA9X6u2bYFeUjf1WL8B4m5Rr6E9/09T//ZnU2mEfe+KKdK5aeniFqY2LJI97+LvKnivtaji+Wz2l97asfzDg0ZHbs3T2TrlMhXfHev6Eaq0rOqf6jhGuxgzJ0+qSPxAcuVHLGMm75JcWSFF6GhVXli86r1steeofGL5Z/e2WPF2+VqZZlSM14kYk8/nd2rlvhdo77Pst5k24q63rDishIcKWqcSA+bOq5Pe7df6y9dbMPp9Xr+9dqYc3HlRWpnNPoiNyPbNb6rDeyVdTCqSHrBceIkq53UFtWHVCv3x9g3y+4R++6exO1+GT87V2+Sn65MQYf8Cl2voiVddO1q2WvDH/fqbpUlNzvpqa83Xk5HxNK63XwrmXlTwGq1gAxJ+ovCPw13/913rxxRf1ta99TampqWptbZUkpaenKylp+AtnALHLbrVKbk67crK6nEsGGEcTMkPFla/9XGoYoU/wkE96fr90+IL04Y2mZpUOf9XaU+pS54zw9lXu7UvSjfpiXbxebnkj+90MI6jli85rxrRadWvkAo5hSB6PW35/YNyetkyrDWjcqjq4J4mJPq1eelo796+0jDl5bpaKClqUmWFzdw8RKxBwafeBZWpty7GNy89t09Z1R+T1UlQZK4vmXpbf79bla+WWMYODiXp970o9umWfUlNs9q9EzDtdZer4Zetxr0f6xMOS28Vd9ViUntanNctOaffB5ZYxNXWTVZB3R5XlPCQXC0xTqq6drFPnZ6qvf3x6NQSDLlXVlOpGQ5EWzbms6dNq5XJxTg/g/kVlYeVHP/qRJOnjH//4O/78K1/5ip544onxSAnAOOnoMXW+2nq8sqzOuWSACJCeYuiPf8PUt56XroXR97OlXfraz6WZU0zNr5CmT5ZysyQjzMcDBwe9qm0sVE1dsZpbJ0hhrlCRQv2PNqw6rsKJd8J+DXCvigtbVFFWq2s1pcOOBwJuHTi2UA9vOsDFdZQJBg3tO7JYTc35tnG5Oe0UVRxgGNKyhRfk93t07cYUy7i+/mTt2LtSD28+oMSEUdqSBVGls8fUj3fax3xgnTQxm6JKLJtSfFuzKq/rUtU0y5gjp+YpN6dDOdk8KBfNbjXn6viZ2brbkTXeqUgKraA8enqeqmqmaPmi8yrIbxvvlABEqagsrFy9enW8UwAQIQ5fkIIW98E8Hr9KS246mxAQAZITDX3mCVP/+bJ09np4r7lcF/olSdnpUmWJqVlKkILJ6u1zyefzasjn0ZDPK5/Po8GhBN28la+btycqGLy3rcIkaUpxk5YtPM8Ty3DE0gUX1XQ7X719KcOOt7bl6PzlCs2fXeVwZrhfpikdOr5AdY2FtnFZmV3auu4wRRWHGIa0cskZ+QNu3agvtozr6MrQrgPLtHXdYXk87NcdT0zT1NM7pF6bw/+MKdLa+c7lhPGzeN4ltdzJ0Z27w686DAbd2n0o1G8lkW0co05HV5pOnJ2txqZ764lsxe0OKC2lT/6AW/0DiQoGw1tVb6W9M1Ov7l6jqSWNWjL/ItclAO5ZVBZWAECSAiM0rS+b0qgEbqQgTnk9hj79mKldJ6WXj4S2/gpXe7d09KJ0VOmSHpZstuq4V2mpvVqx6JyKC0fYqwwYRQlev9YsO63X9qy2jDlzcboKC1qVN6HdwcxwP0xTOnZ6jq7XltjGpaf26qH1h0avUS3C4nJJa5efkj/gVsPNSZZxza252ndksTasOi7XvdfnEaUOnDN18Yb1eHKi9LGHJBeNNeKC223+qt/K0FDCsDHdPWk6cHSRNq05Rr+VKNE/kKAzF2aoqmaKTPPeP+ANI6j83LvKyuhWZkaPMtO7lZHRo7SU/l+9B0xT8vk9GhhIVP+bv5pbJ6i2oSjsLYnfcqO+WA1NBVow+4pmT6/mfQYgbBRWAEStSzfsG15OL691LBcgErlchrYslRbPMPXcPunkOC74dLmCmjPjmubNvCaPJzB+iSBuTZp4RzMranT5Wtmw46bp0r7Di/W+bXtY3RDhzlycbtvHQ5JSkvv10IZDSkkedCgrvJ3LZWrDyhN6Y/9y263a6m8W6uipeVqx+Bw3suJA892gnt1lv+Xik5uk7HTeDPEkLbVfa5ef0hv7V1jGNDRN0rlLlawsjQI36gt1+OR8y0KZneysTk0rrVfZlJtKTrI/fhtG6MGZBK9fGem9kqTSybe0dMEFNd+ZoNr6ItU2FmpwMDGs7+33e3Ti7Bw1t07QuhWnOBcEEBYKKwCi1gGb1SoFKe3Kzekct+bWQCTJTjf0qUelNfNMPbNbanK4pUlBfqtWLD6nLJqDY5wtnndJN2/lq6snbdjx7t5UHTk1V2uXn3Y4M4Tr4tUynb04wzYmMWFQD60/rPS0PoeywnDc7qA2rj6uV3evVlt7lmXc1eqpSkkZ0PxZ3DCNZcGgqX9/pl+DNgvIFlZKS+ynN2LU5MJmzZlxTReuVFjGnL4wQxOyO1j1HKEGhzw6cHS+auom39PrkhIHVTalQdNKG0all47LJU3Kb9Ok/DYtX3Ret1pydeXaVDU0Wa+gfLuGpkl6+Y012rz2qNJS+x84HwCxjUXXAKLS3S5Tl2y2EZiXV+tYLkC0qJhs6H/8tvThjaGtNsZaRnq31i4/qW0bDlFUQUTweAJau+KUDMO6p0N1bYlu1Nv37cD4uFZTouNn5trGeD0+bV1/RFmZ3Q5lBTter19b1h1Remqvbdzp8zN1rcZ+azdEtx3HTV2ts16xmpEqfWSzZLB0KW4tmntZ+bl2TcQN7TuyWF09w/dLw/i51Zyrn724/p6KKqkpfVq7/KSefN9rWrbw4qgUVd7N5TJVVNCqzWuPaeu6Q8pID+96pL0zUy/uWK/m1uF7/wDAWyisAIhKh85LVotRkj2mZmQ3OpoPEC3cLkMbFhr6/34q1Bg2YZTXriYnDWhW5XU9tnWvPvjwLpWXNrK9CyJK3oR2LZhtvy/eoRML1NOb7FBGCEdtwyQdOrHANsbtDmjz2qPKzelwJCeEJzlpUFvXH1ZSov22LodOzFdD00SHsoKTbraaeuGA/TLyjz0kpSVzwhDPXC5TG1YdV3KSdQPxIV+Cdh9YJp//wZqWY3T4Ay4dPzNbr+5epd6+8M6bvB6fFs27pA8+/IbKSxvlcjmzxUTRpFa9f9suLZ53UR7PyNt8DQwm6rU9q3Xtxr2twAEQXyisAIg6gYCpQxesx1cUDsrrpocDYCc9xdBHNhv66mekP/6wtG25VDpJct3HPQ2v16dpU+v00IaD+o3HQ0+d5eZ0UFBBxJo7s0oT86z3xPP5vNp/dJGC1gtb4KCbt/K078gSmab1h4phBLVh1XEV5Ns97YzxkpHeqy3rjtjezDJNl/YeWqI7d7OcSwxjzuc39f1XJL/NqfnqedLsqZw0QEpJHtTG1cfkclkfgNs7M3Xo+AK2fB5ndzsy9NKOdbp4dZqkkeevYQQ1Y9oNPfHozjd7Ljp/kuV2m5o787o++PAbKitpGDE+GHTp4LFFOn5mNueEAIZFjxUAUedctdRls6PE+smD6rZ+0AnA23g9hipLpMoS6fHVUv+gqes3pap6qea6X239PrkSA/J6fUpI8Mvr8SnB65fX61Ni4pAmZHVqUkGrPG6uNhA9XC5p7fJTev61jfL5vMPGNLfm6vyVSvo+jLPm1hztOrhMwaDd82Cm1q44pcmFzY7lhXuXm9OhDauO6439y2Waw/97+gMe7dy/XI9u2ad09raPCS8flm7a9HbLzZSeWOdcPoh8+bntWrbgvI6cmm8Zc6O+WLk57Zo9vcbBzPCWqpoSHTk5T8FgeCuHJhfe0uL5lyJma+DUlAGtW3lKFeV12nd4ifoHkmzjL16dps6uNK1feZKm9gDegcIKgKhz8Lz1WFmhVJQe1BUKK8B9SU40NLdMmlsmeXI6dbl1rzpnsN0CYk9aar9WLTmjvYeXWsacuTBdhRNblTeh3cHM8Ja29kzt3L9CgYD9JcvKJWdVVnLToazwIIontWjNstPaf3SxZczAQJJ27l2pR7bsV2KCTadzRLzqm6Z2nrAeNwzp49ulxARWq+Cdpk+rVevdbFXXWvdeOnF2tiZkd7JS0UHBoKFjp+foyvWysOITvENaueSsppY0jXFm92dSfpse27pXuw4sV1t7lm1s460C7di3QlvXH5bXw+4YAELYCgxAVGltN3Wlznp8zTzncgEARLepJU0qL623HDdNl/YdXiyfj2eRnNbZlaYde1darih6y5L5FzW93ObEABGnvLRRi+ddtI3p7E7XrgPLFAhwuRqtBodMPfWqbLdr2rJEKi+iqIL3Mgxp5eKzmpDdYRljmi7tObRU3TSzd8TAQIJe27Mq7KLKpImtev/23RFbVHlLasqAtm86oCnFIz+g0XJngnYdWCY/xyYAb+LTAEBUsVutkpIkLahwLhcAQPRbsei80tOst6bo7k3VoRPz2cvdQT29yXp970oNDCbaxs2bWaU5M647lBVG05wZ1zWzwn4Ln+bWXB04tpC5F6V+tle602k9XpQnPbrKuXwQfTyeoDauPqbEhEHLmIHBRO3ct0KDQzwAMZba2jP1wo71am7NHTHW5Qpo2cLzemj9IaWmRMc2El5PQBtWndD82VdGjL3VnK+9h5YoYNP3DUD8oLACIGr4/KaO2DzguHyWlODlBAcAED6v1691K07JMKz7BN2oL9bla+E9oYkH09cfeiK2t8/+CeQZ025o4dzLDmWF0WYY0tIF51VSdMs27kZ9sU6dn+lQVhgtZ6+ZOmTzMJTHLX1iu+Rxc94Oe2mp/Vq/8qQMw7rC2tmdrj2HlikY5P00Fq62F+vlN9aMeFyWpJysDj3+0F7NqqyREWX/HIYhLZxzVetXHpfbbb/VV0PTJL1Wt1RBCv9A3KOwAiBqnL0u9dj0MWUbMADA/cib0K4Fc67axhw/M1std7Idyig+DQ559cqu5erqTrONK5vSoOWLzkXdTRu8k8slrVtxUrk59j2Mzl+u1NXqKQ5lhQfV0W3qhzvsYx5dJRXlMYERnsKCVi2ae8k25lZzng6zunRUBYOmfnEtRa/WLxux15kkzZtVrce27ld2ZrcD2Y2dqSVNenjTAaUk29x4kHSts1hPXUpVkDcdENcorACIGgfOWY9VTpYm5nCBBgC4P3NnVGli3h3L8bf2cu8fsN+eCvfH53drx94VutueaRs3ufCW1iw7TVElRng8AW1ee0Tpqb22cUdOzlNt10SHssL9Cpqmvv+q1Gez+8+0YmnzYudyQmyYM+O6Sifb98C4dmOKLlyZ5lBGsa1vwNQ3npNeq0seMdbj8Wvj6mNavuiy3G7r1b/RJDenI6ziyuFbSXpml2RSXAHiFoUVAFHhdpup643W46tZrQIAeABvPT2fmGi9l3tff7L2Hl7MdiOjLBBwafeBZWpty7GNK8hv1fpVJ+RycQMjliQnDWnLuiNKTBiyjDFNl16uW676LreDmeFevXFCqmqwHk9OlD75iEsuF5+huDeGIa1ZdnrEFW4nz81WbUOhQ1nFptttpv7309Kl2pFj01N79ejmfSqdbL+tYzRKT+vTQxsOKcnmvFCS9p+Vnt9PcQWIVxRWAEQFu9UqacnSfB5OAgA8oNSUAa1fcVKS9cXx7ZY8ej6MomDQ0L4ji9XUnG8bl5vTrs1rjskTI0/D4p0yM3q0ac1RuVzW+9r7gh79+5kM3e3i5lUkqm829cJB+5jffV+S8rIoquD+eDwBbVpzVKkpfbZx+48uYuvO+3Su2tT/+ZHU2jFy7KSJLXps615lZ0X31l92sjJ69ND6Q0rwWhf+JWnnCem1Yw4lBSCiUFgBEPEGhuyb1q+cQ/NLAMDoKCxo1cK5V2xjLlypUF1jgUMZxS7TlA4dX6C6Rvuni7Myu7R13WF5vX6HMsN4mJh3V2uXn7KN6Rxy6eu/CG1Tg8gx6DP1ny9LQZu659KZhtYu9DqXFGJSSvKgtqw9Iq/XZxkTCLi168AydfeOvI0VQoKmqVeOmPrW89KAfQ1BkjS78rq2rjuixETrf4dYkZPdpa3rj8jjsT8HefGgdOYaxyYg3lBYARDxjl+2PsEzJK2a62g6AIAYN29mlYoLb9vGHDi2SF3dqQ5lFHtMU9p1c4Gu15bYxqWn9uqh9Yfi4uYNQk2Dl8y3eZpG0q026dsvSP4AN7Aixc92Sy02OzTlZEgffciQQXMkjILsrG5tXHVchmFdyRsYTNLOvSvVP5DgYGbRaXDI1HdflF46NHKsyxXQ2uUntXThxbjaljNvQru2rD0it9u+uPL9V6WbrfHzcwFAYQVAhDNNU3vPWI/Pmiq2FAAAjCrDkNYuP6U0m4baPp9Xuw8uld9Pz4d7ZZqmfnw1VRfaymzjUpL79dCGQ0pJtt/fHLFl9vTrml5+wzamqkF6egd72keC01WmDl2wHjcM6ZMPS8mJnK9j9BQWtGrFYpu9oiV1dqfr9T2rNDDISikrdzpM/cOPpTPXRo5NSe7XI5sPqLzUpvGR+dwvAABIIUlEQVRpDCvIb9Om1cdst6wc8knf+qXU08+xCYgXFFYARLSqBul2m/X4ugWOpQIAiCOJCT5tXH3c9gK6vTNT+48ust3+Bu9kmqZ+tkfa25hkG5eYMKiH1h9Wepr9XvqIPYYhLV90XsWT7FeNHbskvXzYoaQwrPZuUz/aYR+zfblUXkRRBaNvenmdZk+3rwi0d2Zqx95VGhzyOJRV9LhSZ+p/PS013Rk5Nj+3TY9t3avcnI4xzyuSFU1q1YZVJ2xXS7V1St99UQoEKa4A8YDCCoCItu+M9VhupjSz1KlMAADxZkJ2p1aO8ERsXWOhTpyd7VBG0c00Tf1in7TntH2c1+PT1vVHlJUZuw1xYc/lMrV+5QlNyO6wjXvliHT4AjevxkMgaOq/Xpb6bBaUTZ0kbV/hXE6IP0vmX1JJUZNtTFt7lnbsXakhH8UVKXQs3nXS1L//XOobGDl+Ts4NbdtwkNWjbyopuq2VS87axlQ1SL/Y61BCAMYVhRUAEetul6lz1dbj6xZILvZqBgCMoYqyelVMrbONuVQ1TZeq7Le1inemaer5/dKuk/ZxbndAW9YdjfunYiF5vQFtXntEqSn2q5Z+tFO6XEdxxWkvHJCu37QeT0qQPvmI5HZxro6xYxjSuhWnlJtj0+RH0p27Odq5b4V8vvjevnPIZ+qpV6Wf7w31OrPjckkfndGjzZNPy+3mM/btKsvqNX+CzY0KhR4iofAPxD4KKwAi1oFz1id8CR5pBQ8IAwAcsHzxuRGfnD92eo7qGic5k1CUMU1TLxyUdp6wj3O7A9q24bgK8m32AEVcSUke1NZ1R5TgHbKMCQal77wgNbRwA8spZ6+bI87nJzdJuZkUVTD2PJ6Atqw9oqyMLtu4ljsT9MaB5XHbG62929Q//1Q6dnnk2LRk6Y8/LK0rZpWKlbVF5zQ922cb85M3pJomjk1ALKOwAiAi+fymDp23Hl86S0pJ4mINADD2PO6gNqw6rqREuxsMhvYdWayWO9mO5RUtXj4svX7MPsblCmjzmqMqmhTGZu+IK1mZ3dq05phcNnvaDwxJX/u51NrBDayx1toeeuLdzpIZ0rJZnKfDOUlJQ3powyFlpPfYxt1uydOug8vkD8TXrbDqm6b+1w+l+uaRYyfnS//jt6VpxcxhO27D1O/P7daEDOsYf0D69gtSRzfHJiBWxdfRBEDUOHlV6um3Hl8337lcAABIT+vT5rVH5Xb7LWMCAbfeOLBcXd2pDmYWuUzT1HP7TL1yxD7O5Qpq0+pjKprU6kxiiDoF+W3aOtl+H7nuPunffyZ19XIDa6wM+Ux9+8VQIctKbqb0kc3O5QS8JSV5UNs2HFR6aq9tXNPtfO0+sEy+OOi5Ypqm9p429a/PhD4jR7J0hvSFj0jZ6RRVwpGWYOoP3h/aTcNKV6/0Hy9I/gDHJiAWUVgBEHFM09TeM9bj04qlojxO9gAAzsqb0K51K05Ksr44HhxM1I59KzQwmOBcYhEoEDT19Osjb//lcgW1cdUxFRe2OJMYotaM7Aa9v9z+zuCdTulrv5D6B7mBNRZ+uku6aVP/9Lql33uflJzIeTrGR2rKgLZtPDhib6abtyfq5V1r1NuX5FBmzusbMPXtF6RndksB6wV/kkK9aj64TvrEw1KCl/l7L4ryDH18u31M3W3pxYPO5APAWRRWAEScuttSg80y5fULHEsFAIB3mFJ8W8sX2uxVKam7J01v7F8uvz8+T7V9flPfeUE6fNE+zqWg1q88oclFYexNAkjaXtqvVXPtYxpbQluv+PwUV0bTofOmjowwp5/cLBXz8BPGWVpqv7ZvPKiUZJvtDyS1d2TqxR3r1XY306HMnFPTZOorT0lnr48cm5wofeaD0uYlhgyD+Xs/FlYa2r7cPmbnCelyLcclINbE59UegIhmt1olK02aN82xVAAAeI+ZlTc0u9L+bkVrW47eOLBCvkB8NcntHzT1tZ9L56rt41yGqe1TjmlK8S1nEkNMMIzQNlNzy+3jrtZLT70qBU1uYo2GhhZTP91lH7NytrRyDjdlERnS0/q0beNBJScN2Mb1DyTplV1rVN05yaHMxlbQNPX6MVP//BOpvXvk+EkTpD/7qDSzlLn7oB5ZNfKx6fuvsl0lEGsorACIKF29pk5dtR5fM19yuzjxAwCMryULLmpKcZNtzK3mPP2iZrX6/fFx3OruC+3jfq3RPs4wpN+d3aOKLPufHzAct8vQpx6Ryovs405VST/bHdpiFvevbyC0As0fsI4pzpN+Y5NzOQHhyEzv1bYNh5SUOGgb5w949GLtCu2sS4rqz4uu3tCDDb88IAXD+GvMK5f+39+S8rLj4xxlrLkMQ5/YLhXkWMd090k/eI2iPxBLKKwAiCiHzlvvAetxS6tH2P4BAAAnGIa0dvlJ5U9os4271Zerfz6Vod7+2L6Ivttl6p9+IjWM0CrF45Z+7zFpSYFN92tgBAleQ//t/aGnre3sPSO9fsyRlGJSIGjqv14J9a6xkpwoffpx+jIgMmVldmvbhpFXrkiGnr2Wqp+8EXrfR5tz1ab+5w+kK3XhxT+yMtQPKSmBeTuakhMNferR0LmOlUu10u5TjqUEYIxRWAEQMQIBUwfOWY8vrJTSUzj5AwBEBo8nqE1rjykjrcc2rq7Lo399JrSiIxbV3Tb1jz+WWtrt45ISQvu4z6/gWI4Hl5Jk6LNPSNnp9nEvHJT2nIrNuTeWTNPUz3ZLF2/Yx318m5SXxZxG5MrO6tZjW/cqO8umQvimA+ekf31GammPjs+Mu12mvvW8qW89L3X1jhyfniJ99gnpkZWGXPRTGRNFeYaeWG8f88v9Un1zdLzHANijsAIgYpyrljps7k3RtB4AEGmSEoe0Zf1hJSXaPw178470zz+VOnpi60L68IXQShW747ckpSVLf/wbUmUJN3IwerLSDX32Q1JKkn3cs3uk/Wdja+6NtT2npX1n7WO2LJHmTWNOI/KlpgzokU0HVDzp9oix1Telr3xf2nncjNjVK4GAqZ3HTf3tf47c0+wt00ukv/g4/VScsHZ+aKs1K4Gg9L2XpIGhyHx/AQgfhRUAEcNuSeyUiVLpJE4CAQCRJyOtTw9vOqiU5H7buOa70j//JPSEabTz+U39aKepH75u33tBCq0o+MJHpJKJHMcx+gpyDP3RBySvxz7uJ29Ih85H/9xzwtnrpn6+xz5mWpH0+BpH0gFGhdfr16Y1RzWzYuRKhC8gPbdf+ocfSTdbI+tzo/pmaNuv5/ZLQ/6R412G9Phq6bMfkjJSOQ47wTAMfewhKSvNOqa1Q/rpLsdSAjBGKKwAiAg3mkzV2PSwXbfQuVwAALhXmRk9enjTAaWl2u/FcadT+qefSI0RdqPmXnR0m/qXZ6SDNtt3vqUgR/rT35Qm5nAzB2NnaqGh33ssdAPRzo92SMcuRe/cc0LdbVP/+bJk91PKSJU+9ajkHukHDkQYl0tavuiCli88J8MY+bOgvln66g+llw6Z8vnH97OjvdvU06+HVonesm/v9ivZ6dKfPCltW87WX05LTTb0yYdDPfmsHLvEMQmIdhRWAESEXTarVdKSpUWVzuUCAMD9SE/r08ObDozYc6W9W/o/T0sHzpkyzei6oL7eaOqrP5Rqb40cO6VA+vxHpOx0buZg7M0uM/Tb2+xjTElPvSaduBJd884pd7tMfeM5yWfzFHyCV/qjD0iZacxrRK+ZlTe0ac1ReTwjL/kIBqVXjoQKLOeumwo6vD1YQ4up/3rZ1P/vO9KhC+G/bl659Oe/LZUXMVfHS8VkQ9uX28f85A2prZNjEhCtKKwAGHdtnabOXLMeXztf8no4IQQARL7UlAFt33RAWRldtnH+gPTjndJ/vRIde2wHTVO7Tpr612ek7r6R42dOkf74w1JaMsdvOGfZLEO/ucU+xjSl778ina6K/HnnpP5BU1//hf38NozQSpXJbOuHGDC5sFmPbNo/4krTt9xuk771S+mvvyvtPGGqb2DsPkNM09SlG6b+7VlTX/2BdPxKqMATjpQk6aNbpd9/X2jVBMbX9hVSWaH1+KBP+sFrofMsANFnhJ1oAWDs7TkdusgdjsctrVvgaDoAADyQlORBbd90UK/vWam7HVm2sSeuhLYa+fRjporyIvMGyM1WUz/eKd0IY5WKJD20THpsleRimyCMgzXzDAUCpp7ZbR0TNKXvvSy53abmlfM+DQRMffuFkbcX+tAGaW4ZPy/EjpzsLr1/2x6d3ztD59psuo2/TVuX9Nw+6aVD0rKZptYvlApzR2detHWaulwn7T0d/nZfb7d8tvSBtVJ6CvM0Urhdhn7nEVNfeUrqHxw+5lqjtO+MtIHtz4GoQ2EFwLjqHzR16Lz1+LKZnBgCAKJPUuKQtm08qN2vrdDtvgm2sS3toa3BfmOTqZVzQk1PI8Ggz9Qrh6VdJ0M3okeS6JU+vl1aUBEZ+SN+rV9oyB809Yu91jHBoPSdF6SPbze1ZEb8vmeDQVM/eF26Wm8ft2GhtGFh/P6cELu8Xr82Fp/V1tJcPVWTqZb28F7n80sHz4d+TZ1kamqhNDk/9Cs/O7yHCzp6TF1rkKre/NXWeX9/h4Ic6SObQ1tPIfLkZBj66FZT33nROub5/dKsUlP52fwbAtGEwgqAcXXwfGj5q5WNi53LBQCA0ZSY4NcHyw5q182HdbXdaxvrC0hP7wjd3PzAOnPc+5Kcrzb1012hfjDhmJgT2nakgCb1iBCbF4dWrvzygHVMICj958tST5+pDYvi770bCJr6wauhbYbszC2XnljvTE7AeKnI9uvPfzvUT+WNE+E9UPCWG7feuaozwSMV55sqzgv1JRryhwoxQ743f/dL7V1Sc5hFHCtet7R9pbR5seRxx99nWDRZWGlo5RxThy365Pj8oS3BPv+kyYpfIIpQWAEwbgIBU3tPW4/PKpUmTeCkAgAQvRLcfv3xwi491z1BO46PHH/yqnT2urR2vqmHljm/avNul6mf7QnlEK7500IrVZISOGYjsjy0zJA/YOrlw/Zxz+6RuvpMPb46claMjbVA0NT3Xwl95tiZnC/9ziNs7Yf4kOA19P610sJKUz98XbrZen9fZ8gv1TSFfo2VueXSh9ZLuVnMzWjxxHrpSp31Qys1TaFVwluWOpsXgPtHYQXAuDl9zf5J2M1LnMsFAICx4nZJ719rqLzI1PdflfoG7OP9AWn3qdCqzo2LTG1eLKUkjd2NE9M0VdMk7T0jnbkWfoNcw5Detzp0AyBebkYj+jy8IjSnXj9mH/f6MamnT/rIFlPuGC8iBAKm/usV6VSVfVx2uvSHH5ASvbH98wDerWSioT/7qKldJ6Udx6U+i94YTnO7pCUzpE2LFbF92WAtOdHQb28z9W/PWse8eEiaXWbygCkQJSisABgXphk6UbVSlCtVTnYuHwAAxtqcMkN/8XFT330xvEbwQz7ptaOhhqZblppaNz90UT5ahnymTlwJFVTu9ancnAzpYw9J00u48EdkMwxDj682FQhIb9ice0rSoQtST7/0O4+YSojRYkIgYOp7L4eKqHaSEkJFlcy02Pw5ACNxuw1tXSatX/jmsfK0dPPO+OSSnCitmSetXyBljfNWoXgw00sMrZtvat/Z4cf9AempV6X/97div8gPxAIKKwDGRfVNqb7ZenzTEp5+BQDEnux0Q59/0tQLB6WdJ8J7Tf+g9MIB6aVDUnmhqVml0sxSqSjv3o+VfQOmGlqkizekwxdCX/teuFyhvdy3r+ApdkQPwzD0gXWmEryh/gl2zlVLX/u59AfvN8d0pdh48AdMfe+lkbf6S/SGiio8EQ+EtgdbNVdaOcfU9cbQwwhnr0vmPfRguV/Z6aHVKSvnsN1mLHn/OulSrXSnc/jx+mZpx7HQuRaAyEZhBcC4sFutkpEqLZ7uXC4AADjJ7Tb0gXVSebGpp8LYGuwtwaB0rTH06/kDoePlzCmmKiZLKUmS1xNqmJvgCf23xyO1dUoNzaGL9Ppm64v4cJQVSh/ZzM1WRCfDMPToKik9xdQzuyS7e6LXb0r/9BPp9x43NTEnNt7v/kBotdy5avu4pATpM09IZYWx8fcGRothGKqYLFVMDvUj239WOnJR6u4bze8hleSHvsf0KaEdHFi1EHsSvYY+vt3UP//E+lj0yhFpTpmp4nz+/YFIRmEFgONa2k2dt7moW79Q8rg5gQAAxLa5b24N9vM9ob5j96qrVzp6KfRrLKUkSu9fK62cK7lYTYoot26BobSUUON2f8A67lab9L9+KH30IVOLp0f3+76rN1RUuX7TPi4pQfrsE9JUiiqArZyMUJP7x9eYoQcYWkIPMTS0SI0toS0Fw1WUGyqkVJZI04rGtqcaIkd5kaGNi623Rw8EQ1uCffFjJvdGgAhGYQWA43afsn4yI8EjrZnraDoAAIyb7HRDn35camgObQ92qXa8M3qnpTOlJ9ZL6Slc1CN2LKo0lJpk6lvPS4M+67hBn/S9l6TqRlMfXC95PdE3D2qaTH3nBamz1z4uOTFUVCmdFH1/R2C8uAxDeVlSXpa0qDL0Z6ZpqqMnVGi52y25jDdXlHp/vbL0rf/PSZdSk5lz8eqxVaGtWZvvDj9+8470+jHpkZXO5gUgfBRWADiqp9/UkYvW4ytmc3IJAIg/kyca+swTUvVNU788EOpFNl48bmnJjNAK0slsQYEYNb0k1O/oa78YeSuffWel2tvS7z5mKjczOuaEaYa2KvrZntCTz3aSE6XPfUiaUhAdfzcgkhmGoez0UH8UwE6C19DHt5n6hx9b9+x57ai0sMLUpFw+n4FI5BrvBADElwPnJJ9/+DFD0sZFjqYDAEBEKS8y9PknQz0OJk909nvnZIS2/PrbP5B+e5tBUQUxb/JEQ3/6EWlC5six9c3SV38gnat2oGP1AxrymXrqNemnu0YuqqQkSn/8YYoqADAeSicZ2rrUejwQlH74uhQMRv6xB4hHrFgB4JhBn6k9p6zH55ZLedlc1AEA4pthGJpVGmpMf+mGdKoqtEXYaDbIfbsZU6R1C6Q5UyUXTXIRZ/KyDf3pR0x98/lQ8cRO/6D0reel9QtMPboqMnsh3Ok09e1fSo2tI8emJkn/z4dFc2QAGEcPr5DOV4d6ew2n9ra09wwPoQKRiMIKAMccOm/fyG/zEudyAQAg0hmGodll0uwyKWiaamoNFVgu1Uo1TVJwhCfRh/+aUkGOVDIxtCJmdikPNQCZaYa+8BFTP98r7T87cvzeM9LJq9Ljq02tnBMZBclgMLTd7nP7pL7BkeNzM6X/9n6xvQwAjDOvx9BvbzP1f35kvSXYCwekuWWmcrP4zAYiCYUVAI7w+U29ccJ6fEqBVFboXD4AAEQTl2GoOF8qzpceWib1D5q61iDduBV6aMHnl4Z8b/7u//XvXo80aUKokFIyUSrKkxK9XJQD7+b1GPrIZqm8yNTTO0LzyU5Pv/SjndL+c9JvbDRVXjR+8+pKnalf7A01Og7HnDLpE9sjc8UNAMSjKQWGNi0y9cbJ4ceH/KFjzuc+ZMow+OwGIgWFFQCOOHZJ6uixHt+2TJwgAAAQpuREQ/OmSfOmjXcmQGxZMsNQcb6p77xgvS3L2zW2SP/0E2nxdFMfWCdlpzt3Pnv7rqnn9kkXasKLNyQ9slLatiJUrAUARI5HV0lnr0t3Oocfv1ovHbkorZzjbF4ArFFYATDmAkFTO45bj0+aIM0pdy4fAAAAwEpBjqH//lFTP3kj9HBQOE5elc5VSytmm1oxO7RCbKweGurpN/XyYenAWSncfsYpnqB+d06P5qT6pPNjkpYtt8clpffI3T0g+e9jH8N7/X7XO6R0mj0DiB4JXkMf3WrqX5+1jvn5XmlWqanMNIrjQCSgsAJgzJ26av3UhSRtW85TcwAAAIgciV5DH99malqR9MwuyRcY+TU+f6hHy/6zUsEEacUsU0tnalRugPUPmrpQI52uki7XhpfPW3KTOvRY6RG5zT5dDqOp/ZgwJE+rS/5AUHKg3pF3yS8tkLjlASCaVJYYWjXX1CGLAnj/oPTTXdLvv8/ZvAAMj7MMAGMqaJp67Zj1eG6mtLDSuXwAAACAcBiGoVVzpamFpp7ZJVU1hP/a223Sc/ul5w+Eni5ePD3U4ygvK/RUcjh6+02df7OYcrVe8t9DMeUt5VMatHLJWckTUKfc9/4FRolhSB6PW35/wLI582hKqw3IkQoOAIyyD6yVLtZInb3Dj5+9Lp2uMrWwkodTgfFGYQXAmDp/PXRhaeWhZZLbxQkBAAAAItOkCYb+nw+bOndd///27jw+6ure//jrm0lCAgTCKrIvQth3ZTeiKC60ItbCVWtrq/2JVmvrVdva2sdVW2wrWpfaWyqovSKixWoBWwviihsqKptbZZUtQBCEQJb5/v4YSUVnQgIkk+X1fDzmETLnzOSTIef7Tb7vOefw+AuwvYyZ2F8WhrBidex2QJOskGOaQstsaNkkdvl/997/3D7bC7sLIH9X+Zf6+rKGDfYwuN8KOrTdhBPDJanmqJ8RMHFMyLQnE/d5dBF0axfSINMDvJRMBiuSKk0YhvyzjNkq2Q3hhJ5VV48kSZJ0OIIgoF9X6NkpZNGb8PRrUFh8eM+Vvzt2e2/t0a0RIC2tiH4936dH19VEIpW/l4kk6ejr2yVgYLeQtz6I3757L/ztBbhwbNXWJelgBiuSKs17a2H9lsTtYwZDasR3WEiSJKlmSEsNGDsEhvQMefJFWPJesiuKCYIoOV3W0L/3+2TUK0x2OZKkI/SN0fDeOti7L377qytgUPeQHh28piIlS0qyC5BUez39WuK2hpkwvE/V1SJJkiQdLdlZAd8+M+DHk6BXJ5K63FbHrE2cffqzDB20zFBFkmqJRg0CvnFS2X0eWQD7C91PSkoWZ6xIqhT//iTko08St48eVP6NOyVJkqTqqHPrgMnnwM7PQpasgtdWwOYdlf91M9JjgU5uw08pKX6FTxslb2N6SVLlOL4HvPEerFwTv337Lpi7ODa7RVLVM1iRVCnKmq2SWQ9O7Fd1tUiSJEmVKbthwKnHw5jBIeu2xJZoeeM9KNh/9L5GZj3o2wX6d4Pu7WPLkqW+W8yqvKP3NSRJ1UcQBEwaE/KrB2F/Ufw+zy+FgTkhnVv7xlWpqhmsSDrq1m0JE76jAiC3P2TW86QvSZKk2iUIAjq0gg6tYEJuyMrV8PFG2JIPefmQ9ylEK7CnfHZD6NkxFqZ0a+f+hJJU1zRtFPD1kSGPPRu/PQQeXgDXXxCSluo5QqpKBiuSjrp/vpq4LT0VThpYdbVIkiRJyZCWGtCvK/Tr+p/7SkpCtu2CrfmwdQfk74bUCGTVj90afv4xKzP2b4MUSdKo/vDm+7GgPp7N2+Ffr8NZw6u0LKnOM1iRdFSt2RTy7r8Tt4/sBw0z/QNRkiRJdU8kEnBMEzimCdA52dVIkmqClCDg/NNCbv0/KC6J3+fp16F/15A2LbzeIlWVlGQXIKl2mfdy4rbUCJw8qOpqkSRJkiRJqulaNQ04Y2ji9mgUHv4XRKNh1RUl1XEGK5KOmg/Wh7y3NnH7sN6xjT0lSZIkSZJUfmMGQ5sWidvXboFnl1ZdPVJdZ7Ai6agIw5B5ixO3p0Vg7JCqq0eSJEmSJKm2iEQCLjgNgjLerzpvMeTtdNaKVBUMViQdFStXJ95IDeDE/s5WkSRJkiRJOlztjwk4pYwl1ouKYdaC2JtfJVUugxVJRywahswtY7ZKRjqcekLV1SNJkiRJklQbnTkMWmQnbv9gPbyyvMrKkeosgxVJR+ztD2FDXuL20QOhYaazVSRJkiRJko5EelrA+aeW3edvL8DOz5y1IlUmgxVJR6QkGjK/jNkq9TPg5DKmqUqSJEmSJKn8urYLGNk3cXvBfnj0GZcEkyqTwYqkI7JkFWzJT9x+2vGQWc/ZKpIkSZIkSUfL2aMgu2Hi9nf/DUs/rLp6pLrGYEXSYSsqDnnqlcTtjRrENq2XJEmSJEnS0ZNZL2DimLL7PLYIPitw1opUGWpksLJkyRIuu+wyRo4cSU5ODgsXLkx2SVKd9PJy2LErcfvYIbG1PyVJkiRJknR09ekcMCgncfvuvfD481VXj1SX1MhgZe/eveTk5HDjjTcmuxSpziosCnn6tcTtzRrBiD5VV48kSZIkSVJd843R0CAjcfvrK2HlametSEdbjQxWcnNz+dGPfsRpp52W7FKkOuv5t2HXnsTtZwyD1IizVSRJkiRJkipLVv2Ab4wuu8+shbCv0HBFOppSk11AsgSfX++NRGpktiQl1a49IU+/lviE3KopDOuTQiQlOcFKyudfNyCAwF8cSgUQ8J/jn74ggEhqCqR6TviiSGpK7OemGv3MBFSD8e1Yis/XJT6PL3HFO75Ui/GdbI6jxBxLcVXHc3U8VT6+HUvx+brE5/ElrvIeX+rk+bsa/swM7R3y1vtRln0cvz1/N8x/OWDimOpTs6q/A9fNvX4eXx0OVmIH/kaNMpNciVTzPPZcAfsKownbJ52eSfNmaVVY0Zc0+Az4/BcdlYpEUohEoqSmRpJdSrWTGglplJUBTRoku5TqJeszUvNSquXPTDLHt2MpPl+X+Dy+JFDG8aUun78dR4k5lhKoxufqeKpqfDuW4vN1ic/jSwIVPL7UpfN3df2Zuey8KP/9+88o2B+//bmlIScdX4/uHevs5WAdJq+fx1dnR1IYhgRBwK5dBZSUJL5ALOlgG7aGLFqSeMy0awnd2uwnP7+wCqs6WNqe2G8RJcVRQurIO2bKoaQkSklJSHFxSbJLqXaKS6Ls2r2Pkvwy1rergyK791FcEq1WPzMBAZHUlKSOb8dSfL4u8Xl8iS/e8aU6jO9kcxwl5liKrzqeq+Op6vHtWIrP1yU+jy/xlff4UhfP39X1ZyYCjD8xYNaC+P8PYQh/eHQvP/9OCulpTl3ToUUiKTRqlFmnrp83apRZ7hk6dThYiX0sKYlSXFw3fjCkIxWGIbMX/mf8xHP2KIiWhEST+AtVJBr72iFhmbXWOSGElP3/V2eFsSDO88GXFEdjPzfV6WcmqAbj27EUn69LfB5f4ot3fKkO4zvZHEeJOZbiq47n6niqenw7luLzdYnP40t85T2+1MXzdzX+mRnWO+T1lfDvT+K3b82Hx5+L8o3RBisqP6+fx1d35ulJOmLvfgQfbkjc3qcLdO/gyVmSJEmSJKmqpQQB558GZa3g9txS+GB9XUnBpMpTI4OVPXv2sGrVKlatWgXAhg0bWLVqFRs3bkxyZVLtVVQc8rcXErdHUuCcE6uuHkmSJEmSJB3smCYBZw0ru8/Mp2FfoeGKdCRqZLCyfPlyxo8fz/jx4wGYMmUK48eP56677kpuYVIt9txbsO3TxO25A6BlE2erSJIkSZIkJdPJg6Fjq8Tt23fBE2W8eVbSodXIPVaGDBnC+++/n+wypDpj156Qf76WuL1hJpwxtOrqkSRJkiRJUnyRlIBvnR5y6/9BUUn8Pi+9C/26hvRwSXfpsNTIGSuSqtbcxbC/KHH7uBGQWc8TsSRJkiRJUnVwTNOAr40su8/Mp6Fgv0uCSYfDYEVSmdZvDXl1eeL2Ni1geO+qq0eSJEmSJEmHdtJA6NImcfvOz2DOc1VWjlSrGKxISigMQ/76LJT13oVzT4KUFGerSJIkSZIkVScpQcCFYyG9jM0gXl0Byz521opUUQYrkhJa+iH8+5PE7f2Og27tDFUkSZIkSZKqoxbZAWefWHafWQtgT4HhilQRBiuS4irYH/L4c4nbUyNwziFOzJIkSZIkSUquUf2gW7vE7bv2wOxnYiuXSCofgxVJcc19KbbWZiKjB0LzbGerSJIkSZIkVWcHlgTLSE/c560P4LWVVVeTVNMZrEj6io83hrz4TuL2rPowdkjV1SNJkiRJkqTD17RRwITcsvs8ugjy8p21IpWHwYqkgxQVhzz8r7I3rP/6SMhId7aKJEmSJElSTTGsN/TsmLi9sAgeeApKSgxXpEMxWJF0kAVLYPOOxO3d2sHQXlVXjyRJkiRJko5cEAScfxo0yEjcZ+0WmP9K1dUk1VQGK5JKbdoe8vRridtTIzBpTOxELEmSJEmSpJolu2HABaeV3WfB6/DhemetSGUxWJEEQDQMmbUASqKJ+5w5DFo2MVSRJEmSJEmqqfoeFzCyb+L2EHjwH7B3n+GKlIjBiiQAFr8LH29M3N6mBZwyqOrqkSRJkiRJUuWYkAutmiZu3/kZzFoAYWi4IsVjsCKJ/N0hT76YuD0I4PxTIRJxtookSZIkSVJNl54W8J0zY8u+J7L0Q3h1RdXVJNUkBitSHReGIY8ugn2FifucNAA6tDJUkSRJkiRJqi3atgz42siy+zz2LGzJd9aK9GUGK1Id9/aHsOzfidubNYJxI6quHkmSJEmSJFWN0QOhe4fE7YVFMGMuFBYZrkhfZLAi1WE7Pwt5ZGHZfSaOgXppzlaRJEmSJEmqbVKCgG+NhYaZift8sg1mP+N+K9IXGaxIdVQ0DPm/f8KefYn7HN8DenY0VJEkSZIkSaqtGjcMuGBs2X1eWwkvL6uaeqSawGBFqqMWvQHvr0vc3iADJuRWXT2SJEmSJElKjj6dA0b1K7vPY8/C2s3OWpHAYEWqk9ZuDvn74rL7nHsSZNV3tookSZIkSVJdcM6J0LZl4vbiEpg+D/YUGK5IqckuQFLV2l8Y8sBTEI0m7jOgW2wZMKmuCIpDIh/tTHYZ1U7ko52Q5S/MkiRJklQXpKcFXDIu5DczoWB//D47dsGD/4DLzglJCXxDruougxWpjnnsWcjbmbi9SRb81xgIPDmqDmmwIcra/UvY3Tg92aVUKy1WFkN/8NcFSZIkSaobmmcHXHRGyJ+eSNxn5Rr412tw+tCqqkqqfrxSItUhb74f8uqKxO1BAN8+A+pnGKqo7tndPoVPu0eSXUa10nBNCeCMFUmSJEmqS/p0Dhg7JOTp1xL3mf8ydDg2pEcHryGpbnKPFamO2P5pyCMLy+5z+hA4rq0nREmSJEmSpLrsrGGQ0z5xewg8MB927PLNeKqbDFakOqAkGvLgPxKvjwnQubVTOCVJkiRJkgQpKQHfOROyGybus2cfTHsytp+vVNcYrEh1wD9egY83Jm7PrBdbAiyS4mwVSZIkSZIkQVb9gO+Og5QyriBvyIP7n4Jo1HBFdYvBilTLLf0g5J9lrIkJMPEUaNbYUEWSJEmSJEn/0bl1wITcsvss/xj+9kLV1CNVFwYrUi22YWvI//2z7D5DesHg7oYqkiRJkiRJ+qrc/jAop+w+z74FL77jrBXVHQYrUi21e2/In56EwuLEfVpkw3mjq6wkSZIkSZIk1TBBEHD+qdCmRdn9HlsEK9cYrqhuMFiRaqHikpD75kL+7sR9IinwnTMhI93ZKpIkSZIkSUqsXnrAZeOhUYPEfaIhzJgHG7cZrqj2M1iRapkwDJn9DPz7k7L7TTwFOrQyVJEkSZIkSdKhNckK+H9nQ1pq4j77CuF/n4BdewxXVLsZrEi1zPNL4ZXlZfc5aQAM72OoIkmSJEmSpPLr0CrgO2dAWVeVduwitjx9keGKai+DFakWWbU2ZM7zZffp3gHOya2aeiRJkiRJklS79OsacPaosvus3Qwz5kNJieGKaieDFamW2JofMmMehGWcr1pkw3fPgkiKs1UkSZIkSZJ0eE4ZDMN7l91n+cfw4D8hGjVcUe1jsCLVAjt3h/zhcSjYn7hPRjr8v/FQP8NQRZIkSZIkSYcvCAImngI57cvu99b7MHMBRMt6J7BUAxmsSDXc7r0hd8+B7Z8m7hMAF58FrZoaqkiSJEmSJOnIRSIB3xsHxzQtu99rK+CviyA0XFEtkprsAiQdvr37Qv4wB7bsKLvf2SdCr06GKpIkSaqZguKQyEc7k11GtRP5aCdkeZFKkpQ89TMCJo8PuW0WfFaQuN8L70B6Gpw9KiQIvEalms9gRaqh9heG3Ps32JBXdr8TesIpg6qmJkmSJKkyNNgQZe3+JexunJ7sUqqVFiuLoT/4p70kKZmaZwf84NyQOx8re5n6hW9AvTQ4Y1jV1SZVFn/7kmqgwqKQPz0JazaV3a9za/ivMfhOAEmSJNV4u9un8Gn3SLLLqFYarikBnLEiSUq+ti0DrpgQcvdfYX9R4n7zX4H0tJBTBnutSjWbe6xINUxxScj0efDB+rL7tW0Jl42HtFRPVJIkSZIkSapcHY8NPr8WVXa/v70Az77lGwNUsxmsSDVINBryl3/AitVl92vVFK6YEFvnUpIkSZIkSaoKXdsFXPp1SD3EJNM5z8HcxaEb2qvGMliRaojikpAH/wFvfVB2v+aN4QffgKz6hiqSJEmSJEmqWj07Blx8FqQc4tLU06/BIwtjbySWahqDFakGKNgf8se/wZvvl90vuyFc+Q3IbmioIkmSJEmSpOTod1zARWfAoa5QLV4GM+ZDUbHhimoWN6+Xqrlde0Lu/Rts2Fp2v6z6sVClWWNDFUmSJEmSJCXX4O4BhUUhDy8ou9/bH8LefXDp10My63ldSzWDM1akamxrfsjtjxw6VKlfD35wLhzT1JOPJEmSJEmSqofhfQImjTn0zJUP1sNdj8Huvc5cUc1gsCJVU2s3x0KVbZ+W3a9eGlw+Adq0MFSRJEmSJElS9TKyb2zPlcghrkSv3wq3PwJ5Ow1XVP0ZrEjV0Mo1IXc+Bp8VlN0vs14sVOl4rKGKJEmSJEmSqqeBOQGTz4H0tLL75e2E386EFasNV1S9GaxI1UgYhrz0bsj/PgGFRWX3zW4IP54IXdoYqkiSJEmSJKl6694h4IfnQYOMsvsV7If//Rv889WQaGjAourJYEWqJvYXhvzln/DIQohGy+57bDO45r/g2OaGKpIkSZIkSaoZOrQK+NEkaJJVdr8QmPcy/PnvULDfcEXVj8GKVA1s2h7yu4dhyapD9+3SBn40EZpkGapIkiRJkiSpZmnVNODHk6BV00P3Xfbv2NJgm7YZrqh6MViRkuz1lSG/mwmbdxy6b7/j4IoJUD/DUEWSJEmSJEk1U5OsgKsnQsdWh+6btxN+Nwve+sBwRdWHwYqUJIVFIQ//K7b8V2HxofuP6gffGwfpaYYqkiRJkiRJqtkaZgZcdR6c0OPQfQuLYMY8eHhB6NJgqhZSk12AVBdt2hbywD/gk7zy9R83HMYOgSAwVJEkSZIkSVLtkJ4W8K3TQzocC3OeO/S+wy8vg1Vr4PzTQnp08DqZksdgRapCRcUhT78GC5ZAySFOFAD168FFZ0Dvzp4oJEmSJEmSVPsEQUBuf2jbImT6PNi1p+z++bvhD3NgRJ+Q8SdCZj2vm6nqGaxIVeSD9SGPLISt+eXr37EVfHccNG3kyUGSJEmSJEm1W5c2AddfEAtXPt546P6Ll8HKNXDBaSHdnb2iKmawIlWyPQUhT7wAr6wo/2NGD4SzR0FqxJOCJEmSJEmS6obGDQOuOi/k8efhhbcP3T9/N9zz+eyVr4+EBpleS1PVMFiRKkkYhrz5fmx9yN17y/eYjHS44DQY0M2TgCRJkiRJkuqe1EjAN0+Gjq1CHnkmtnH9oSxeBks/gNOHhozqB2mpXltT5TJYkSrB++tC5r4EazaX/zFtW8L3xkGLbA/8kiRJkiRJqttO6BnQuXXIzH/BhxsO3X/vfkpnupw9KqR/19j+LVJlMFiRjqKPN4bMWwwfrC//Y4IgtvTX10aYpkuSJEmSJEkHNM8OuPK8kBffgSdfgMLiQz9m26cwfR50bg3nnBjSqbXX23T0GaxIR8GGrSFzF8OK1RV7XLtj4Pwx0O4YD/CSJEmSJEnSl6UEAbn9oVfHkIf+BR+VY/YKwMcbYeojMKBbyNgToG1Lr7/p6DFYkQ5TGIas2QSL3oSlH1bssempMG4E5A6ASIoHdUmSJEmSJKkszbNjG9u/+DY8+WL5Zq9AbO+VpR9ATvuQMYOheweXCNORM1iRKqiwKOStD+D5t2H9loo/vlcnmHgKNG3kAVySJEmSJEkqr5QgIHcA9OwUMvsZeG9t+R/7/rrYrU1zOGVwyKAciES8PqfDY7AildOOXbH1HF9eBnv2VfzxWfXhvNEwoJupuCRJkiRJknS4WmQHXDEhZNUa+NsLsGl7+R/7yTb4yz/h7y9B7oCQIT2hUQOv1aliDFakMuwvCln+MbzxHiz/GMKw4s+RWQ9OGQQnDYSMdA/SkiRJkiRJ0pEKgoCenSCnQ8iry2Hey7B7b/kfv/Oz2JJif38JenQIOaEn9O0C6Wlev9OhGaxIX1JYFLJiNbz1QSxMKSrneo1flp4aC1NOGQQNMj0gS5IkSZIkSUdbJCVgRF8Y1D1k4RJ45s2KXc8LQ1i5JnbLSIeB3WIhS5c2rjqjxAxWJKBgf8gH62Kb0C/7N+wvOvznSo3AyL5w2glOI5QkSZIkSZKqQkZ6wLgRMLJvyPxX4PWVUBKt2HPsK4SXl8duTbKgV6eQXp0hp50zWXQwgxXVSSUlIas3xTasem8trN0M0cNY5uuLUiNwQg84fagb00uSJEmSJEnJkJ0VcMFpcOawkOeXwkvvxgKTisrfHXvsS+9CWgS6tgvp1Ql6dYbmjb32V9cZrKhOKCwKWb8V1myGD9fHbkcyK+WLshvCqH4wvA9k1fegKkmSJEmSJCVbk6yA8SfC2CEhLy+DZ9+K7atyOIpK/rNc2GPPQovskM6toVNr6NIajmkGKS4bVqcYrKjWKYmGbNoOazfB2i2x2Sibth35jJQv69oWcgdAny6xtRwlSZIkSZIkVS+Z9QJOGQy5A0Leeh+eeQM+2XZkz5m3M3Z7beWBrwGdjo2FLR1aQevm0KiBe7TUZgYrqrGKikO25sPmHbB5+38+5u2E4pLK+Zr10uD4HnBif2jd3AOjJEmSJEmSVBOkRgJO6AnH9whZswleXwVvvgd79x/5cxfs/8+MlgMaZEDr5iGtm1N6a9UsFvSo5jNYUbVVXBKyczfs2AXbd8U+HnTbDeFRnoUST3oq9O4Cg7pBj45uVCVJkiRJkiTVVEEQ0OnzZbwm5IYs/zgWsqxYDdEKbnZflj374MMNsdsX1c8Iad4YmjeGZp9/bJ4NTbOgUUOo57XHGsFgRVUiDEMKi2Hvvi/c9sc+frYXdu2FXXtg9+cfd+05Omnx4UqLxDaiGtgt9tEDmiRJkiRJklS7pKUGDOgGA7rB7r2xpcLefB9Wb6q8N3Tv3Qfr9sG6LfHbM9JDGjeAxg2hcYPYkmJZ9aFBZmwWTINMqJ/x+b8zIBLxumUyGKzoIHsKQnbtheLi2KZMRcVf+vfnH4tKPr//C/cVFsG+IthfGNsYfl9h7N/7Pr9V1vJcR0uTLOjeHrp3hF6dICPdg5IkSZIkSZJUF2TVD8gdENtT+bOCkFVrYrNYVq6JhSFV5cC11C355eufnhpSLz22hUF6WuxjvfTYKjwH7i9t+8LnxzSF9se4D8zhqtHBysyZM5k+fTp5eXl07dqVn/3sZwwePDjZZdVIm7aFzFoIqzdCFayuVS1kpEO3dpDTIRaotGzigUSSJEmSJEmq6xpmBhzfI7bXckk0tifLitWwcjV8kle9rp8WFsduuw/jsU0bweXnhLRq5jXRiqqxwcpTTz3FlClT+OUvf8nAgQN55JFHuPTSS5k/fz6tW7dOdnk1yqefhdw9J7b8Vm3WvDG0bwUdWkGnY2MfIykeNCRJkiRJkiTFF0kJ6NIGurSBr4+Egv0hazbDx5/Elgxbsyk2w6Qm2rEL7pkDN14cuq90BdXYYOX+++/n3HPP5bzzzgPghhtu4KWXXmLWrFlcc801Sa6uZln+ce0LVbIbQpsW0LHVf8KUhpkeHCRJkiRJkiQdvsx6AT06QI8Osc+j0ZCN22NBy4atsHEbbNwe2zahJtj5WWy/l+PaJruSmiUIw8rahqfyFBYW0r9/f+68805OPfXU0vtvueUW3nvvPR566KFDPkcYhgRBQDQarbSNiGqKPfugIIkbxR+JSErslhr5/N+ff3RFr7otKIxSvL+AaI2NjitHZF9IGIGo70D4Cl+b+Hxd4vN1ic/XJb6UYkhNSYe0lGSXUr0URSmOFnqu/hLHUWK+NvH5usTn6xKfr0t8nqsT8FydUEoxpNbLIEyPJLsUVXMlUSgpgeLPP5aUxO6rjpeis+rH9l35oiCAlJSUOnX9PCUlKPdWETXy8Jifn09JSQnNmjU76P7mzZuTl5dXruc48AKlpHjibNQgdpNqjcwU0jOzkl1F9dMw2QVUY7428fm6xOfrEp+viyoiE9Kpl+wqqh/HUWK+NvH5usTn6xKfr4sqwnO1dMQiESDtkN2qPa+fx1ejX5Uvp0cHZqFIkiRJkiRJkiRVhhoZrDRp0oRIJMK2bdsOun/79u00b948SVVJkiRJkiRJkqTarkYGK+np6fTq1YvFixcfdP/LL7/MgAEDklSVJEmSJEmSJEmq7WrkHisAF198Mddddx29e/dmwIABzJ49m02bNjFp0qRklyZJkiRJkiRJkmqpGhusnHnmmeTn53PvvfeydetWunXrxrRp02jTpk2yS5MkSZIkSZIkSbVUEIZhmOwiJEmSJEmSJEmSaoIauceKJEmSJEmSJElSMhisSJIkSZIkSZIklZPBiiRJkiRJkiRJUjkZrEiSJEmSJEmSJJVTrQ5WZs6cycknn0yfPn2YMGECb7zxRpn9//73v/P1r3+dfv36MXLkSH7605+Sn59fRdVKqoiKju+ZM2dyxhln0LdvX8aOHcsTTzxRNYVKKrclS5Zw2WWXMXLkSHJycli4cOEhH/P6668zYcIE+vTpwymnnMKsWbOqoFJJFVXR8b1161auueYaxo4dS/fu3fnVr35VRZVKqqiKju9//etfXHzxxQwdOpSBAwcyceJEXnzxxSqqVlJFVHR8v/HGG0yaNIkhQ4bQt29fTj/9dB544IGqKVZShRzO398HvPnmm/Ts2ZOzzz67Eius/mptsPLUU08xZcoUJk+ezBNPPMGgQYO49NJL2bhxY9z+b7zxBtdffz3f+MY3mDdvHr///e9ZtmwZP//5z6u4ckmHUtHx/fDDDzN16lSuvPJK5s+fz1VXXcX//M//sGjRoiquXFJZ9u7dS05ODjfeeGO5+q9fv57vf//7DBo0iCeeeILLLruMX/3qVzz99NOVXKmkiqro+C4sLKRJkyZMnjyZ7t27V3J1ko5ERcf3kiVLGD58ONOmTePxxx9nyJAhTJ48mZUrV1ZypZIqqqLju379+lx44YU89NBDPPXUU0yePJnf//73zJ49u5IrlVRRFR3fB+zevZvrr7+eYcOGVVJlNUdqsguoLPfffz/nnnsu5513HgA33HADL730ErNmzeKaa675Sv933nmHNm3acNFFFwHQrl07Jk6cyH333VeldUs6tIqO77///e9MnDiRM888E4iN77fffps///nPnHzyyVVau6TEcnNzyc3NLXf/Rx55hGOPPZYbbrgBgC5durBs2TJmzJjB2LFjK6tMSYehouO7bdu2pW9wmjNnTmWVJekoqOj4PnDePuDHP/4xzzzzDIsWLaJnz55HuzxJR6Ci47tnz54HjeO2bduyYMEC3njjDSZOnFgZJUo6TBUd3wfceOONjBs3jkgkUqFZLrVRrZyxUlhYyIoVKxg5cuRB948YMYKlS5fGfcyAAQPYvHkzzz//PGEYsm3bNp5++unD+gGTVHkOZ3wXFhZSr169g+7LyMhg2bJlFBUVVVqtkirX22+/zYgRIw66b9SoUSxfvtyxLUlSDRGNRtmzZw/Z2dnJLkXSUbZy5UqWLl3KCSeckOxSJB0Fc+bMYd26dfzgBz9IdinVQq2csZKfn09JSQnNmjU76P7mzZuTl5cX9zEDBw7ktttu4+qrr6awsJDi4mJOPvlkfvGLX1RFyZLK6XDG98iRI/nrX//KmDFj6NWrF8uXL2fOnDkUFRWRn59Py5Ytq6J0SUfZtm3baN68+UH3NWvWjOLiYse2JEk1xIwZMygoKOCMM85IdimSjpITTzyRHTt2UFJSwg9+8IPS1SYk1Vxr1qxh6tSpzJw5k9TUWhkpVFitfhWCIDjo8zAMv3LfAR999BG33HILV1xxBSNHjiQvL4/f/va3/PKXv+TXv/51VZQrqQIqMr4vv/xy8vLymDhxImEY0qxZM8455xzuu+8+IpFIVZQrqZLEOxbEu1+SJFU/8+bN45577uHee+/9yhunJNVcM2fOZO/evbzzzjtMnTqVDh06MG7cuGSXJekwlZSUcM0113DllVfSqVOnZJdTbdTKYKVJkyZEIhG2bdt20P3bt2//yjtbD/jTn/7EwIEDueSSSwDo3r07mZmZXHDBBVx99dW+61WqJg5nfGdkZDBlyhRuuukmtm/fTosWLZg9ezYNGjSgSZMmVVG2pEoQb6bajh07SE1NdTkRSZKquaeeeoobbriBO++8k+HDhye7HElHUbt27QDIyclh27Zt3H333QYrUg22Z88eli9fzqpVq7j55puB2FKeYRjSs2dPpk+fXic3s6+VwUp6ejq9evVi8eLFnHrqqaX3v/zyy5xyyilxH7Nv376vvHP9wOcH3v0qKfkOZ3wfkJaWRqtWrYDYH3KjR48mJaVWbjUl1Qn9+/fn2WefPei+l156id69e5OWlpakqiRJ0qHMmzePn/3sZ9x+++2cdNJJyS5HUiUKw9D9D6UarmHDhsydO/eg+x5++GFeffVV7rrrLtq2bZukypKrVgYrABdffDHXXXcdvXv3ZsCAAcyePZtNmzYxadIkAKZOncqWLVv47W9/C8Do0aP5xS9+wcMPP8yoUaPYunUrv/71r+nbty/HHHNMMr8VSV9S0fG9evVq3n33Xfr168euXbu4//77+fDDD7n11luT+W1I+pI9e/awbt260s83bNjAqlWraNy4Ma1bt/7K2J40aRIzZ85kypQpfPOb32Tp0qXMmTOHqVOnJutbkJRARcc3wKpVq0ofu2PHDlatWkVaWhrHHXdcldcvKbGKju958+Zx/fXX87Of/Yx+/fqVzj7NyMggKysrKd+DpPgqOr5nzpzJscceS+fOnQF48803mTFjBhdeeGFS6peUWEXGd0pKCt26dTvo8c2aNaNevXpfub8uqbXByplnnkl+fj733nsvW7dupVu3bkybNo02bdoAkJeXx6ZNm0r7T5gwgT179jBz5kx+85vfkJWVxdChQ7n22muT9S1ISqCi4zsajXL//fezevVqUlNTGTJkCLNmzaqzibpUXS1fvpyLLrqo9PMpU6YAcM4553Drrbd+ZWy3a9eOadOmMWXKFGbOnEnLli254YYbGDt2bJXXLqlsFR3fAOPHjy/994oVK5g3bx5t2rRh0aJFVVKzpPKp6PiePXs2xcXF3HTTTdx0002l9x/oL6n6qOj4jkaj3H777WzYsIFIJEL79u255pprSt8EKan6OJzfz3WwIHSdK0mSJEmSJEmSpHJxcwFJkiRJkiRJkqRyMliRJEmSJEmSJEkqJ4MVSZIkSZIkSZKkcjJYkSRJkiRJkiRJKieDFUmSJEmSJEmSpHIyWJEkSZIkSZIkSSongxVJkiRJkiRJkqRyMliRJEmSJEmSJEnV3pIlS7jssssYOXIkOTk5LFy4sMLP8eKLL/LNb36TAQMGMHToUK688krWr19foecwWJEkSZJUI61atYq7776bgoKCCj/25JNP5qabbkrY/pOf/IScnJwyb9/61rd47bXXyMnJYdmyZUfyrUiSJEkqh71795KTk8ONN954WI9fv349l19+OUOHDuXJJ59k+vTp5Ofnc+WVV1boeVIP66tLkiRJUpKtWrWKe+65hwsuuIDMzMyj+tyXX345kyZNKv383nvv5eOPP+a2224rva9hw4a0atWK2bNn06VLl6P69SVJkiR9VW5uLrm5uQnbCwsL+f3vf8/cuXPZvXs3Xbt25b//+78ZMmQIACtWrCAajXL11VeTkhKbd/Ld736Xyy+/nKKiItLS0spVh8GKJEmSJH1J+/btad++fennTZs2ZePGjfTv3/8rfePdJ0mSJKnq/fSnP+WTTz7hjjvuoGXLlixYsIBLLrmEuXPn0rFjR3r37k1KSgpz5sxhwoQJ7N27lyeffJIRI0aUO1QBlwKTJEmSVIl+8pOfMG7cOF588UW+9rWv0bdvX84//3zWr1/Pzp07ufrqqxk4cCBjxozhqaeeKn3cc889x8UXX8ywYcMYOHAg5513Hi+88EJp++OPP85Pf/pTAIYNG0ZOTg4nn3xyafuWLVu47rrrGD58OH379uX000/nwQcf/Ep9Dz30EKNHj2bQoEFcfvnl7Nixo0LfX7ylwHJycpg2bRq33XYbQ4cOZfDgwfzmN78hDENeeeUVzj77bAYMGMBFF13Epk2bDnq+wsJCbr/9dkaPHk3v3r0544wzmDt3boVqkiRJkuqidevWMX/+fO68804GDx5M+/bt+d73vsegQYN4/PHHAWjbti0zZszgjjvuoE+fPgwePJgtW7Zwxx13VOhrOWNFkiRJUqXKy8vjtttuY/LkyaSmpnLLLbdw7bXXUr9+fQYNGsR5553Ho48+yrXXXku/fv1o06YNGzZsYPTo0Xz3u98lJSWFF154ge9///s8+OCDDBkyhJNOOonJkyfzxz/+kfvuu4+srCzS09MByM/PZ+LEiQD86Ec/om3btqxdu5Z169YdVNeiRYtYu3YtN954I/n5+fz617/m5ptvrvAfVfHMnDmToUOH8rvf/Y533nmHu+++m5KSEl555RUmT55MWloat9xyCzfccAMzZswofdwPf/hD3nrrLa644gq6dOnC888/z7XXXkujRo3KXPJAkiRJqutWrFhBGIacfvrpB91fWFhIdnY2EPvb5Oc//znjx49n3Lhx7Nmzh7vuuourrrqK+++/nyAIyvW1DFYkSZIkVapPP/2Uhx9+uHQfkq1bt3LzzTdz6aWXcsUVVwDQp08fFixYwMKFC/n2t7/NhRdeWPr4aDTKkCFD+Oijj3j00UcZMmQITZs2LV2qq1evXjRt2rS0/wMPPMD27dv5xz/+Qdu2bYHYrJYvC8OQP/7xj6WBzNq1a5k+fTrRaLR0veXDdcwxx/Cb3/wGgFGjRrFo0SL+8pe/MH/+/NLXYcuWLdx8883s2rWLRo0a8eqrr7Jo0SKmT5/OyJEjARgxYgRbtmzh7rvvNliRJEmSyhCGIZFIhDlz5hCJRA5qq1+/PhB7A1SDBg247rrrStt+97vfkZubyzvvvFPuZX4NViRJkiRVqpYtWx60uXvHjh0BGD58eOl9jRo1omnTpmzevBmAzZs3c8cdd/Dyyy+Tl5dHGIZALEQ5lFdeeYWhQ4eWhiqJHH/88aWhCsBxxx1HUVER27dvp0WLFuX+/uL5cpDTqVMntm3bFvd12Lx5M40aNWLx4sVkZ2czdOhQiouLD3qum2++mZKSkq/8gShJkiQppkePHpSUlLBjxw4GDx4ct8++ffu+8jv1gTdVRaPRcn8tgxVJkiRJlapRo0YHfX5gU8isrKyD7k9PT2f//v1Eo1EmT57M7t27ueqqq+jQoQOZmZncddddX9mTJJ6dO3fStWvXw65r//79h3zs4Tz3ob5efn4+O3fuTBge5eXl0apVqyOuTZIkSaqp9uzZc9ASvxs2bGDVqlU0btyYTp068bWvfY3rrruOn/zkJ/To0YP8/HxeffVVcnJyyM3NJTc3lwceeIB77rmndCmw22+/nTZt2tCzZ89y12GwIkmSJKlaWbt2LStXruQPf/gDY8aMKb1/37595Xp8dnY2W7durazyKk3jxo1p2rQp06ZNi9v+xeXOJEmSpLpo+fLlXHTRRaWfT5kyBYBzzjmHW2+9lSlTpvDHP/6RW2+9la1bt5KdnU3//v1Ll9UdNmwYU6dO5b777mP69OlkZGTQv39//vznP5ORkVHuOgxWJEmSJFUrB2ZwHJjRAfDJJ5+wdOnS0uWzvtheWFh40OOHDRvGjBkz2LhxI61bt678go+S4cOHc99995GWlkb37t2TXY4kSZJU7QwZMoT3338/YXtaWhpXXXUVV111VcI+Z511FmedddYR1WGwIkmSJKla6dy5M61atWLq1KlEo1EKCgq46667aNmy5UH9DuxXMnPmTMaMGUNGRgY5OTl85zvf4cknn+TCCy9k8uTJtGvXjvXr17NmzRquvfbaZHxL5TJixAhGjx7NJZdcwiWXXEJOTg4FBQV89NFHrF27ll/96lfJLlGSJEkSBiuSJEmSqpn09HTuvvtubrrpJn74wx9y7LHHMnnyZF599VWWL19e2q9nz55ceeWVPPbYY9x3330ce+yxLFq0iCZNmjBr1iymTp3KbbfdRkFBAW3atOH8889P4ndVPnfddRfTpk1j1qxZfPLJJ2RlZdG1a1cmTJiQ7NIkSZIkfS4IwzBMdhGSJEmSJEmSJEk1QUqyC5AkSZIkSZIkSaopDFYkSZIkSZIkSZLKyWBFkiRJkiRJkiSpnAxWJEmSJEmSJEmSyslgRZIkSZIkSZIkqZwMViRJkiRJkiRJksrJYEWSJEmSJEmSJKmcDFYkSZIkSZIkSZLKyWBFkiRJkiRJkiSpnAxWJEmSJEmSJEmSyslgRZIkSZIkSZIkqZz+P29oRV1dpCfbAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"code","source":"fig,ax =plt.subplots(9,2,figsize=(20,50))\nfor i ,c in enumerate(list(df.columns)):\n axes_left_bar = ax[i][0]\n axes_right_bar = ax[i][1]\n df.sort_values(by=c,ascending=False).iloc[:3].plot(\n kind='bar',title='High ' +c ,y=c,x='tolMatchQty',fontsize=16,color = ['#5678f1','#a5c687'],ax=axes_left_bar,edgecolor='#ff1195')\n ax[i][0].set_title('High: '+ c,fontsize=25,color='magenta')\n df.sort_values(by=c,ascending=False).iloc[-3:].plot(\n kind='bar',title='Low '+c,y=c,x='tolMatchQty',fontsize=16,color = ['#5678f1','#a5c687'],edgecolor='#ff1195',ax=axes_right_bar)\n ax[i][1].set_title('Low: '+c,fontsize=25,color='magenta')\nplt.tight_layout() \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:26:52.479695Z","iopub.execute_input":"2023-04-02T22:26:52.480072Z","iopub.status.idle":"2023-04-02T22:26:56.013270Z","shell.execute_reply.started":"2023-04-02T22:26:52.480040Z","shell.execute_reply":"2023-04-02T22:26:56.011767Z"},"trusted":true},"execution_count":17,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3360\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3361\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3362\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n","\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n","\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n","\u001b[0;31mKeyError\u001b[0m: 'tolMatchQty'","\nThe above exception was the direct cause of the following exception:\n","\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/3412154448.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0maxes_right_bar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m df.sort_values(by=c,ascending=False).iloc[:3].plot(\n\u001b[0;32m----> 6\u001b[0;31m kind='bar',title='High ' +c ,y=c,x='tolMatchQty',fontsize=16,color = ['#5678f1','#a5c687'],ax=axes_left_bar,edgecolor='#ff1195')\n\u001b[0m\u001b[1;32m 7\u001b[0m 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overwrite\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 958\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 959\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 960\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3456\u001b[0m \u001b[0;32mif\u001b[0m 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'tolMatchQty'"],"ename":"KeyError","evalue":"'tolMatchQty'","output_type":"error"},{"output_type":"display_data","data":{"text/plain":"
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= px.imshow(df.corr(), title='Heatmap of numerical values of the data')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:27:42.589009Z","iopub.execute_input":"2023-04-02T22:27:42.590012Z","iopub.status.idle":"2023-04-02T22:27:44.068077Z","shell.execute_reply.started":"2023-04-02T22:27:42.589971Z","shell.execute_reply":"2023-04-02T22:27:44.066964Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/html":" \n "},"metadata":{}},{"output_type":"display_data","data":{"text/html":"
"},"metadata":{}}]},{"cell_type":"code","source":"df1=df.copy();df1","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:28:29.887070Z","iopub.execute_input":"2023-04-02T22:28:29.887928Z","iopub.status.idle":"2023-04-02T22:28:29.926174Z","shell.execute_reply.started":"2023-04-02T22:28:29.887881Z","shell.execute_reply":"2023-04-02T22:28:29.924985Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime bidPri1 \\\n0 20221220 3711 94.6 216 216 90003845 94.6 \n1 20221220 3711 94.6 1 217 90003921 94.7 \n2 20221220 3711 94.7 1 218 90005353 94.7 \n3 20221220 3711 94.7 1 219 90005400 94.7 \n4 20221220 3711 94.7 15 234 90006605 94.6 \n... ... ... ... ... ... ... ... \n5596 20221220 3711 93.3 1 15240 132456151 93.3 \n5597 20221220 3711 93.5 1 15242 132456435 93.3 \n5598 20221220 3711 93.3 1 15243 132457241 93.3 \n5599 20221220 3711 93.5 2 15245 132458268 93.3 \n5600 20221220 3711 93.3 1 15246 132458352 93.3 \n\n bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 askQty5 openPri \\\n0 94.5 94.4 94.3 ... 8 13 58 94.6 \n1 94.6 94.5 94.4 ... 1 18 1 94.6 \n2 94.6 94.5 94.4 ... 1 18 1 94.6 \n3 94.6 94.5 94.4 ... 19 33 18 94.6 \n4 94.5 94.4 94.3 ... 19 33 24 94.6 \n... ... ... ... ... ... ... ... ... \n5596 93.2 93.1 93.0 ... 28 16 32 94.6 \n5597 93.2 93.1 93.0 ... 16 32 36 94.6 \n5598 93.2 93.1 93.0 ... 16 32 36 94.6 \n5599 93.2 93.1 93.0 ... 16 32 36 94.6 \n5600 93.2 93.1 93.0 ... 15 32 36 94.6 \n\n highPri lowPri refPri upPri dnPri label \n0 94.6 94.6 95.8 105 86.3 2.0 \n1 94.6 94.6 95.8 105 86.3 1.0 \n2 94.7 94.6 95.8 105 86.3 2.0 \n3 94.7 94.6 95.8 105 86.3 2.0 \n4 94.7 94.6 95.8 105 86.3 0.0 \n... ... ... ... ... ... ... \n5596 95.2 93.3 95.8 105 86.3 1.0 \n5597 95.2 93.3 95.8 105 86.3 0.0 \n5598 95.2 93.3 95.8 105 86.3 1.0 \n5599 95.2 93.3 95.8 105 86.3 0.0 \n5600 95.2 93.3 95.8 105 86.3 1.0 \n\n[5601 rows x 33 columns]","text/html":"
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matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
020221220371194.62162169000384594.694.594.494.3...8135894.694.694.695.810586.32.0
120221220371194.612179000392194.794.694.594.4...118194.694.694.695.810586.31.0
220221220371194.712189000535394.794.694.594.4...118194.694.794.695.810586.32.0
320221220371194.712199000540094.794.694.594.4...19331894.694.794.695.810586.32.0
420221220371194.7152349000660594.694.594.494.3...19332494.694.794.695.810586.30.0
..................................................................
559620221220371193.311524013245615193.393.293.193.0...28163294.695.293.395.810586.31.0
559720221220371193.511524213245643593.393.293.193.0...16323694.695.293.395.810586.30.0
559820221220371193.311524313245724193.393.293.193.0...16323694.695.293.395.810586.31.0
559920221220371193.521524513245826893.393.293.193.0...16323694.695.293.395.810586.30.0
560020221220371193.311524613245835293.393.293.193.0...15323694.695.293.395.810586.31.0
\n

5601 rows × 33 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import StandardScaler ,MinMaxScaler\n\nfrom sklearn import metrics\n\nfrom sklearn.cluster import KMeans, DBSCAN\nfrom sklearn.metrics import silhouette_score, calinski_harabasz_score, davies_bouldin_score\nimport scipy.cluster.hierarchy as shc\nfrom sklearn.neighbors import NearestNeighbors\nfrom sklearn.decomposition import PCA","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:29:26.141678Z","iopub.execute_input":"2023-04-02T22:29:26.142052Z","iopub.status.idle":"2023-04-02T22:29:26.242406Z","shell.execute_reply.started":"2023-04-02T22:29:26.142021Z","shell.execute_reply":"2023-04-02T22:29:26.241230Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"scaler = StandardScaler()\n\ndf2=pd.DataFrame(scaler.fit_transform(df1), columns = scaler.feature_names_in_);df2","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:29:31.303514Z","iopub.execute_input":"2023-04-02T22:29:31.304461Z","iopub.status.idle":"2023-04-02T22:29:31.346796Z","shell.execute_reply.started":"2023-04-02T22:29:31.304419Z","shell.execute_reply":"2023-04-02T22:29:31.345545Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime \\\n0 0.0 0.0 0.814095 25.767934 -1.843138 -1.432982 \n1 0.0 0.0 0.814095 -0.199334 -1.842898 -1.432976 \n2 0.0 0.0 1.034277 -0.199334 -1.842658 -1.432870 \n3 0.0 0.0 1.034277 -0.199334 -1.842417 -1.432867 \n4 0.0 0.0 1.034277 1.491558 -1.838813 -1.432777 \n... ... ... ... ... ... ... \n5596 0.0 0.0 -2.048269 -0.199334 1.766609 1.718043 \n5597 0.0 0.0 -1.607905 -0.199334 1.767090 1.718064 \n5598 0.0 0.0 -2.048269 -0.199334 1.767330 1.718123 \n5599 0.0 0.0 -1.607905 -0.078556 1.767811 1.718200 \n5600 0.0 0.0 -2.048269 -0.199334 1.768051 1.718206 \n\n bidPri1 bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 \\\n0 1.037023 1.037181 1.037181 1.037181 ... -1.363045 -1.418259 \n1 1.263223 1.263398 1.263398 1.263398 ... -1.534604 -1.283818 \n2 1.263223 1.263398 1.263398 1.263398 ... -1.534604 -1.283818 \n3 1.263223 1.263398 1.263398 1.263398 ... -1.093453 -0.880496 \n4 1.037023 1.037181 1.037181 1.037181 ... -1.093453 -0.880496 \n... ... ... ... ... ... ... ... \n5596 -1.903578 -1.903639 -1.903639 -1.903639 ... -0.872877 -1.337594 \n5597 -1.903578 -1.903639 -1.903639 -1.903639 ... -1.166978 -0.907384 \n5598 -1.903578 -1.903639 -1.903639 -1.903639 ... -1.166978 -0.907384 \n5599 -1.903578 -1.903639 -1.903639 -1.903639 ... -1.166978 -0.907384 \n5600 -1.903578 -1.903639 -1.903639 -1.903639 ... -1.191486 -0.907384 \n\n askQty5 openPri highPri lowPri refPri upPri \\\n0 -0.335732 0.0 -4.356874 3.735643 2.842171e-14 0.0 \n1 -2.101048 0.0 -4.356874 3.735643 2.842171e-14 0.0 \n2 -2.101048 0.0 -3.474854 3.735643 2.842171e-14 0.0 \n3 -1.574550 0.0 -3.474854 3.735643 2.842171e-14 0.0 \n4 -1.388728 0.0 -3.474854 3.735643 2.842171e-14 0.0 \n... ... ... ... ... ... ... \n5596 -1.140964 0.0 0.935247 -1.876261 2.842171e-14 0.0 \n5597 -1.017082 0.0 0.935247 -1.876261 2.842171e-14 0.0 \n5598 -1.017082 0.0 0.935247 -1.876261 2.842171e-14 0.0 \n5599 -1.017082 0.0 0.935247 -1.876261 2.842171e-14 0.0 \n5600 -1.017082 0.0 0.935247 -1.876261 2.842171e-14 0.0 \n\n dnPri label \n0 1.421085e-14 0.557502 \n1 1.421085e-14 -0.847162 \n2 1.421085e-14 0.557502 \n3 1.421085e-14 0.557502 \n4 1.421085e-14 -2.251827 \n... ... ... \n5596 1.421085e-14 -0.847162 \n5597 1.421085e-14 -2.251827 \n5598 1.421085e-14 -0.847162 \n5599 1.421085e-14 -2.251827 \n5600 1.421085e-14 -0.847162 \n\n[5601 rows x 33 columns]","text/html":"
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matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
00.00.00.81409525.767934-1.843138-1.4329821.0370231.0371811.0371811.037181...-1.363045-1.418259-0.3357320.0-4.3568743.7356432.842171e-140.01.421085e-140.557502
10.00.00.814095-0.199334-1.842898-1.4329761.2632231.2633981.2633981.263398...-1.534604-1.283818-2.1010480.0-4.3568743.7356432.842171e-140.01.421085e-14-0.847162
20.00.01.034277-0.199334-1.842658-1.4328701.2632231.2633981.2633981.263398...-1.534604-1.283818-2.1010480.0-3.4748543.7356432.842171e-140.01.421085e-140.557502
30.00.01.034277-0.199334-1.842417-1.4328671.2632231.2633981.2633981.263398...-1.093453-0.880496-1.5745500.0-3.4748543.7356432.842171e-140.01.421085e-140.557502
40.00.01.0342771.491558-1.838813-1.4327771.0370231.0371811.0371811.037181...-1.093453-0.880496-1.3887280.0-3.4748543.7356432.842171e-140.01.421085e-14-2.251827
..................................................................
55960.00.0-2.048269-0.1993341.7666091.718043-1.903578-1.903639-1.903639-1.903639...-0.872877-1.337594-1.1409640.00.935247-1.8762612.842171e-140.01.421085e-14-0.847162
55970.00.0-1.607905-0.1993341.7670901.718064-1.903578-1.903639-1.903639-1.903639...-1.166978-0.907384-1.0170820.00.935247-1.8762612.842171e-140.01.421085e-14-2.251827
55980.00.0-2.048269-0.1993341.7673301.718123-1.903578-1.903639-1.903639-1.903639...-1.166978-0.907384-1.0170820.00.935247-1.8762612.842171e-140.01.421085e-14-0.847162
55990.00.0-1.607905-0.0785561.7678111.718200-1.903578-1.903639-1.903639-1.903639...-1.166978-0.907384-1.0170820.00.935247-1.8762612.842171e-140.01.421085e-14-2.251827
56000.00.0-2.048269-0.1993341.7680511.718206-1.903578-1.903639-1.903639-1.903639...-1.191486-0.907384-1.0170820.00.935247-1.8762612.842171e-140.01.421085e-14-0.847162
\n

5601 rows × 33 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"pca = PCA()\npca_df2 = pd.DataFrame(pca.fit_transform(df2))\npca.explained_variance_","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:30:15.252507Z","iopub.execute_input":"2023-04-02T22:30:15.253673Z","iopub.status.idle":"2023-04-02T22:30:15.310472Z","shell.execute_reply.started":"2023-04-02T22:30:15.253613Z","shell.execute_reply":"2023-04-02T22:30:15.308666Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"array([1.24247267e+01, 3.29144706e+00, 2.23842334e+00, 1.23673851e+00,\n 1.03688829e+00, 9.96074984e-01, 9.64547194e-01, 8.58400938e-01,\n 8.14680915e-01, 6.94962084e-01, 6.40910070e-01, 5.46368234e-01,\n 4.38016937e-01, 3.74269385e-01, 2.95437572e-01, 1.22440856e-01,\n 1.69208318e-02, 1.03705037e-02, 2.64956175e-03, 4.27492146e-04,\n 1.02801961e-04, 1.45766161e-05, 2.58648862e-06, 1.66877160e-28,\n 6.93126340e-29, 3.85954196e-29, 2.54756202e-29, 7.12845674e-32,\n 7.12845674e-32, 7.12845674e-32, 7.12845674e-32, 5.89543177e-32,\n 1.27271143e-35])"},"metadata":{}}]},{"cell_type":"code","source":"print(pca.components_)\nprint('Number of Components:', pca.n_components_)","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:30:30.023228Z","iopub.execute_input":"2023-04-02T22:30:30.024044Z","iopub.status.idle":"2023-04-02T22:30:30.030689Z","shell.execute_reply.started":"2023-04-02T22:30:30.024001Z","shell.execute_reply":"2023-04-02T22:30:30.029231Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"[[-1.83724258e-18 5.55111512e-17 -2.79336976e-01 ... -0.00000000e+00\n -0.00000000e+00 -1.06541259e-02]\n [ 3.85027461e-18 1.66533454e-16 -5.70323649e-02 ... 0.00000000e+00\n 0.00000000e+00 8.41216635e-02]\n [-2.65021246e-18 -9.71445147e-17 3.47092238e-02 ... -0.00000000e+00\n -0.00000000e+00 8.65426989e-02]\n ...\n [-0.00000000e+00 -0.00000000e+00 -0.00000000e+00 ... -0.00000000e+00\n -0.00000000e+00 -0.00000000e+00]\n [-0.00000000e+00 -9.99784259e-01 -4.33022235e-16 ... -0.00000000e+00\n -0.00000000e+00 1.60257341e-16]\n [ 1.00000000e+00 4.11686785e-28 -9.02814328e-29 ... 0.00000000e+00\n 0.00000000e+00 -5.23236647e-30]]\nNumber of Components: 33\n","output_type":"stream"}]},{"cell_type":"code","source":"highest_ratio=np.cumsum(pca.explained_variance_ratio_)\nplt.step(list(range(1,8)),highest_ratio)\nplt.plot(highest_ratio)\n\nplt.xlabel('Number of Components', fontsize = 20)\nplt.ylabel('Variance (%)', fontsize = 20) \nplt.title('Explained Variance', fontsize = 20)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:32:36.572525Z","iopub.execute_input":"2023-04-02T22:32:36.572914Z","iopub.status.idle":"2023-04-02T22:32:36.861891Z","shell.execute_reply.started":"2023-04-02T22:32:36.572881Z","shell.execute_reply":"2023-04-02T22:32:36.860307Z"},"_kg_hide-output":true,"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":29,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/29552834.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mhighest_ratio\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcumsum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpca\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexplained_variance_ratio_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhighest_ratio\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhighest_ratio\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Number of Components'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfontsize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mstep\u001b[0;34m(x, y, where, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2894\u001b[0m return gca().step(\n\u001b[1;32m 2895\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwhere\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2896\u001b[0;31m **({\"data\": data} if data is not None else {}), 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\u001b[0;34m!=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 498\u001b[0;31m raise ValueError(f\"x and y must have same first dimension, but \"\n\u001b[0m\u001b[1;32m 499\u001b[0m f\"have shapes {x.shape} and {y.shape}\")\n\u001b[1;32m 500\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (7,) and (33,)"],"ename":"ValueError","evalue":"x and y must have same first dimension, but have shapes (7,) and (33,)","output_type":"error"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#Above: ValueError: x and y must have same first dimension, but have shapes (7,) and (33,)\n\nI've No clue how to fix it.","metadata":{}},{"cell_type":"code","source":"main_pca = PCA(4)\nmain_pca_df2 = pd.DataFrame(main_pca.fit_transform(df2),columns=['PC1','PC2','PC3','PC4'])\ndff=pd.concat([df['tolMatchQty'],main_pca_df2],axis=1);dff","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:33:26.038280Z","iopub.execute_input":"2023-04-02T22:33:26.039522Z","iopub.status.idle":"2023-04-02T22:33:26.094219Z","shell.execute_reply.started":"2023-04-02T22:33:26.039463Z","shell.execute_reply":"2023-04-02T22:33:26.092547Z"},"trusted":true},"execution_count":30,"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":" tolMatchQty PC1 PC2 PC3 PC4\n0 216 -6.398079 3.552019 -1.662732 4.834970\n1 217 -5.965214 3.573283 -2.383629 -0.430246\n2 218 -5.946746 3.294736 -2.288941 -0.861778\n3 219 -5.667990 3.368728 -1.815397 -1.023157\n4 234 -5.258698 3.031648 -1.890404 -0.362120\n... ... ... ... ... ...\n5596 15240 6.720990 -0.908874 -3.397768 0.227516\n5597 15242 6.307447 -1.102329 -3.162383 0.826543\n5598 15243 6.413503 -0.962105 -3.059844 0.347382\n5599 15245 6.301436 -1.100653 -3.174276 0.842670\n5600 15246 6.407789 -0.957374 -3.078845 0.327901\n\n[5601 rows x 5 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
tolMatchQtyPC1PC2PC3PC4
0216-6.3980793.552019-1.6627324.834970
1217-5.9652143.573283-2.383629-0.430246
2218-5.9467463.294736-2.288941-0.861778
3219-5.6679903.368728-1.815397-1.023157
4234-5.2586983.031648-1.890404-0.362120
..................
5596152406.720990-0.908874-3.3977680.227516
5597152426.307447-1.102329-3.1623830.826543
5598152436.413503-0.962105-3.0598440.347382
5599152456.301436-1.100653-3.1742760.842670
5600152466.407789-0.957374-3.0788450.327901
\n

5601 rows × 5 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"df_kmeans=main_pca_df2.copy()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:34:40.273381Z","iopub.execute_input":"2023-04-02T22:34:40.274328Z","iopub.status.idle":"2023-04-02T22:34:40.279675Z","shell.execute_reply.started":"2023-04-02T22:34:40.274284Z","shell.execute_reply":"2023-04-02T22:34:40.278359Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"kmeans = KMeans(init=\"random\",n_clusters=3, n_init=10,max_iter=300, random_state=42)\nkmeans.fit_predict(df_kmeans)\nprint(kmeans.cluster_centers_)\nprint(kmeans.n_iter_)","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:34:56.667146Z","iopub.execute_input":"2023-04-02T22:34:56.667980Z","iopub.status.idle":"2023-04-02T22:34:56.747490Z","shell.execute_reply.started":"2023-04-02T22:34:56.667924Z","shell.execute_reply":"2023-04-02T22:34:56.746066Z"},"trusted":true},"execution_count":32,"outputs":[{"name":"stdout","text":"[[ 4.20433717 -1.04485356 0.15370976 0.24124489]\n [ 0.73399682 2.33511699 -0.35996064 -0.09075693]\n [-3.21657147 -0.63677097 0.10305373 -0.1087679 ]]\n11\n","output_type":"stream"}]},{"cell_type":"code","source":"model_kmeans_sill = KMeans(random_state=42)\nvisualizer_kmeans_sill = KElbowVisualizer(model_kmeans_sill, k=(2,20),metric='silhouette', timings= True)\nvisualizer_kmeans_sill.fit(df_kmeans)\nvisualizer_kmeans_sill.show() ","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:35:12.122654Z","iopub.execute_input":"2023-04-02T22:35:12.123076Z","iopub.status.idle":"2023-04-02T22:35:48.026995Z","shell.execute_reply.started":"2023-04-02T22:35:12.123039Z","shell.execute_reply":"2023-04-02T22:35:48.025884Z"},"trusted":true},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"execution_count":33,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"model_kmeans_ch = KMeans(random_state=42)\nvisualizer_kmeans_ch = KElbowVisualizer(model_kmeans_ch, k=(2,30),metric='calinski_harabasz', timings= True)\nvisualizer_kmeans_ch.fit(df_kmeans) \nvisualizer_kmeans_ch.show() ","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:35:56.144918Z","iopub.execute_input":"2023-04-02T22:35:56.145360Z","iopub.status.idle":"2023-04-02T22:36:36.669283Z","shell.execute_reply.started":"2023-04-02T22:35:56.145315Z","shell.execute_reply":"2023-04-02T22:36:36.668210Z"},"trusted":true},"execution_count":34,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"execution_count":34,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"def DB_score(data, center):\n \n kmeans = KMeans(n_clusters=center,random_state=42)\n model = kmeans.fit_predict(data)\n\n score = davies_bouldin_score(data, model)\n \n return score\nscores = []\ncenters = list(range(2,20))\nfor center in centers:\n scores.append(DB_score(df_kmeans, center))\n \nplt.plot(centers, scores, linestyle='--', marker='o', color='b');\nplt.xlabel('K');\nplt.ylabel('Davies Bouldin score');\nplt.title('Davies Bouldin score vs. K');","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:36:53.002943Z","iopub.execute_input":"2023-04-02T22:36:53.003339Z","iopub.status.idle":"2023-04-02T22:37:18.617684Z","shell.execute_reply.started":"2023-04-02T22:36:53.003305Z","shell.execute_reply":"2023-04-02T22:37:18.616834Z"},"trusted":true},"execution_count":35,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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3bsAIBqm7BU3UP79+/XpDshCALee+89CIKAb7/9FqIoqsqxEVHTMOkloiZ78803AQCmpqaws7ND+/bt8dxzz+Hxxx+vsXHEsmXLsGTJEnz88ccoLy9HaGgo1q9fj1mzZtV67XHjxuHrr79GZmYmxo8fr1Y8o0ePhpeXF9asWYO3334bBQUFcHJyQufOnVULpczNzREUFIRdu3bhzp07KC8vh6enJ5577jnMmDFDo88NVMxtbd26Nd58803861//Uh03NzfHxo0bsXz5cqxZswZZWVlwd3fHM888gxdffLHa9d544w0AwJo1a1BYWIjevXvjf//7n1obXbzyyiuwsrLCli1bsGvXLrRr1w7vvvsu1q1bp9Znaay2bdvCzs4Oa9aswb1792BqagpfX198+OGH1Ralffjhh+jSpQt27NiBqKgoWFhYoEOHDtX+v7/zzjvw9vbG9u3bsWXLFtjY2KB///549dVXG5yaAABWVlbYvHkzVq9ejW3btiEpKQkWFhbw9PREWFiYWtM8ZDIZxowZg//973/w9PSssViuc+fOOHr0KFasWIG0tDRYWVnBz88Pq1atQnh4uKpdbU8u1CUIAhYvXgyZTIYNGzZAqVRiwYIFjb4eEVUQxAeXVhMRERERGRnO6SUiIiIio8ekl4iIiIiMHpNeIiIiIjJ6THqJiIiIyOgx6SUiIiIio8ekl4iIiIiMHpNeIiIiIjJ63JyiHqIoQqk0rDLGMplgcDHrK/al9rAvtYd9qT3sS+1gP2oP+1JzMpkAQRDUasuktx5KpYjMzAKpw1CbiYkMjo7WyM0tRHm5UupwDBr7UnvYl9rDvtQe9qV2sB+1h33ZOE5O1pDL1Ut6Ob2BiIiIiIwek14iIiIiMnpMeomIiIjI6DHpJSIiIiKjx6SXiIiIiIwek14iIiIiMnpMeomIiIjI6DHpJSIiIiKjx6SXiIiIiIwek14iIiIiMnpMeomIiIjI6DHpJSIiIiKjZyJ1AET3E0URJxIzkJpfDHcbC/TxdoYgCFKHRURERAaOSS/pjb1xyVh8KAbx2QWqYz4O1lg0OAAR/l4SRkZERESGjtMbSC/sjUvGjJ2nqiW8ABCfXYAZO09hb1yyRJERERGRMWDSS5ITRRGLD8VAKdb+ulIE3jscA1GsowERERFRA5j0kuROJGbUGOF90K2sApxMymimiIiIiMjYMOklyaXmF6vV7q6a7YiIiIgexKSXJOduY6FWOw812xERERE9iEkvSa6PtzN8HKzrbePraI3erZ2bKSIiIiIyNkx6SXKCIGDR4ADI6ijHKwBYOCiA9XqJiIio0Zj0kl6I8PfCmjG94OtYc8SXNRuIiIioqbg5BemNbl6OGOTjisG+bvB3tYO7tQXm7YtGakEJ5uw9iwB3e7RtYBoEERERUW2Y9JLeuJqeh/Xn4gEAB6YPRoC7PewtTDF+6xH093GDg4WptAESERGRwWLSS3rj/lq9bR2sAAB927jgl2mDEORuzzm9RERE1GhMeklvJFQmvc5WZrAx/2dUN9jDQaKIiIiIyFhwIRvpjYSsiqS3vnm7GYUlmLXrtCpBJiIiIlIHR3pJbyRkFwJAnTV7i8oUGPHtYSTlFuFWVgF+ntwf5iby5gyRiIiIDBRHekkviKKomtNbNZ/3QZamckzt5gsAuHA3G4sPxTRbfERERGTYmPSSXsgsKkV+aTmA+qc3vNinIwb7ugEA1p65id1X7jRLfERERGTYmPSSXkioVrmh7qRXJghY8Wh3eNhYAADm/nKO83uJiIioQUx6SS9421vji0dC8Wo/f3R0sa23rYuVOf43ugfkgoC8knI8t/M0SsoVzRQpERERGSImvaQXXK3N8UTXNnitf2e4WJk32L6PtwveGNAZAOf3EhERUcOY9JLB+nefjhjcrmJ+b0xqDkd7iYiIqE4sWUYGSyYIWDmqO76LjseLfTrCRMbf4YiIiKh2THpJL4zbcgQWJnI8GdQGj3ZqpfZ5zlbmmBPmr8PIiIiIyBhwaIwkV1yuwPHb6Th4MxV384qbdK3CsnJExSRqKTIiIiIyFhzpJckl5hRCrPy6ro0p1BGfVYBpO04gLj0PJnIZHtNgxJiIiIiMG0d6SXLVavQ61l2jtyG25ibILSkDAPxn7zncyspvcmxERERkHJj0kuTis/5JetvYNz7pdbYyx9eje0IuCMgvLcfMnadRzIoOREREBCa9pAduZxcCADxsLGBpKm/StXq1dsabA7sAAC6m5uDdg5eaHB8REREZPia9JLn4yukN9W0/rIkXenfA0PbuAID1Z2/hpyt3tHJdIiIiMlxMeklyCaqkt/GL2O4nEwR88UgovGwtAXB+LxEREelB0nv69GnMnj0b4eHh8Pf3x++//15v+99++w3Tp09Hnz59EBoaiokTJ+Kvv/6q0W7fvn2IiIhAYGAgIiIisH//fl19BGoCURRV0xu0NdILVM3v7aGa37v0z1itXZuIiIgMj+RJb2FhIfz9/bFo0SK12p8+fRphYWFYvXo1oqKi0Lt3bzz//PO4fPmyqs25c+cwd+5cjB49Grt27cLo0aMxZ84cnD9/Xlcfg5rgxOzh+Glyf0wI9NbqdXu2dsZbg7rg8UBvLHu4m1avTURERIZF8jq9AwcOxMCBA9VuP3/+/Grf/+c//8GBAwdw8OBBdOlSsYBpw4YNCAsLw6xZswAA7du3x6lTp7BhwwZ8+umn2guemkwQBLjbWMDdxkIn13+hVwfV+xAREVHLJflIb1MplUoUFBTAwcFBdSw6Ohrh4eHV2vXv3x/nzp1r5uhIaoIgVEt4y5VKpBU0bdc3IiIiMjySj/Q21bp161BUVISHH35YdSw9PR3Ozs7V2jk7OyMtLU3j65uYGM7vBXK5rNp/DUFeSRmsTE0gl+l+JDYlrwgzfzyN/JIy/DJ9ECxM6i6PZoh9qa/Yl9rDvtQe9qV2sB+1h32pewad9O7evRsrV67EV199VSPJffBxtiiKGj/ilskEODZhhzCp2NlZSh2C2l7ZcgQ/RCfgIX8v7Hp2sE7f67uLt3H8djoA4P0/Y/Hl+N4NnmNIfanv2Jfaw77UHvaldrAftYd9qTsGm/Tu3bsX8+fPx+eff46wsLBqr7m4uCA9Pb3asczMTLi4uGj0HkqliNzcwibH2lzkchns7CyRm1sEhUIpdThquZqag1KFEkqFAln37cymC08FeuOXy0n47dpd/O/YVXR3d8DYgNa1tjXEvtRX7EvtYV9qD/tSO9iP2sO+bBw7O0u1R8cNMundvXs33nrrLXz66acYNGhQjddDQkJw9OhRPP3006pjR44cQbdumq/gLy83vBtPoVAaTNxVWxB721k1S8yfRYRi+PpDuJNbhLl7ziLA1Q7tnGzqbG9Ifanv2Jfaw77UHvaldrAftYd9qTuSTxwpKChAbGwsYmMr6qgmJSUhNjYWycnJAIBly5bh9ddfV7XfvXs35s2bh3nz5iE4OBhpaWlIS0tDXl6eqs3UqVNx9OhRrF69Gjdu3MDq1atx/PhxTJs2rXk/HNWroLQcaQUlAACfZppG4mRphq9H94SJrKJ+78ydp1FcrmiW9yYiIiLpSJ70Xrp0CWPGjMGYMWMAAJGRkRgzZgy++OILAEBaWhpSUlJU7bdt24by8nIsXrwY4eHhqj9LlixRtQkNDcWnn36KqKgojB49Gj/++COWL1+O4ODgZv1sVL/b2f9MZ9DmxhQN6dHKCW8NrChvd+leDhYduNhs701ERETSEERRFKUOQl8pFEpkZup2nqk2mZjI4OhojaysAoN4NPLr1RQ8HXUSAHBs5rB6pxlomyiKmLbjJH67fhcAsHpMTzzWqZXqdUPrS33GvtQe9qX2sC+1g/2oPezLxnFyslZ7Tq/kI73UcsVXjvTKBKC1vVWzvrcgCPj8kVC0srPEIF839PXWbJEjERERGRaDXMhGxiGhMun1srWEmQR1CR0tzbDrqf7wsrOEjDu2ERERGTUmvSQZhSjC0kTerPN5H/TgCHNj6jkTERGR/mPSS5L5aEQIlj4UjILScqlDAVCxO9yrv0RjZEcPtHawRl78PdgKMvT0cmQiTEREZOCY9JKkBEGAjbmp1GEAAJ798RT+jE/Dz1fu4P7VnT4O1lg0OAAR/l6SxUZERERNw4VsRJUG+LgCAB4sZxKfXYAZO09hb1xy8wdFREREWsGklyRxN68IRxPSkJRTCKUeVM0TRRGbohPqfF0pAu8djgEr/BERERkmJr0kiYM3UzF+61H0WPUbcorLpA4HJxIzVCXU6nIrqwAnkzKaKSIiIiLSJia9JIn47EIAgL25KRwtzSSOBkjNL1ar3V012xEREZF+YdJLkqiq0dvWoXk3paiLu42FWu081GxHRERE+oVJL0lClfQ6Slej9359vJ3h00C9YF9Ha/Ru7dxMEREREZE2MeklSSRkVY306kfSKwgCFg0OgKyOcrwyAVg4KID1eomIiAwUk15qdjnFpciqXLzW0Ohqc4rw98KaMb3g+8Dos6+jNdaM6cU6vURERAaMm1NQs0uoXMQG6M9Ib5UIfy887OeJ08lZyBdF2MoE9PDkjmxERESGjiO91OwS7isNpi8L2e4nCALC2rpgYjcf9G3jAkEQcOZOJp78v2O4x+oNREREBolJLzU7RwszjOzogQA3O3jZWUodToNuZxdg1Hd/4tDNe1h2NE7qcIiIiKgROL2Bml24jyvCK7f8NQRtHKwxPqA1tsckYVN0PJ7r0Q4dnG2lDouIiIg0wJFeIjW83r8zzOQyKEQRkX9cljocIiIi0hCTXiI1tHGwxvRQXwDAnqsp+PtOpsQRERERkSaY9FKzKlMo8cEfl7H5fDwScwobPkGPvBLmDzvzihlB7x2KgSiKEkdERERE6mLSS80qOa8IXxy/ild/icbFu9lSh6MRJ0szvNTXDwBwMikDv12/K3FEREREpC4mvdSs4rPuL1emXzV61TGje3t42VZUnHj/cAzKlUqJIyIiIiJ1MOmlZqXvNXobYmkqx2v9O6Gjsy0WDAqAnJtWEBERGQSWLKNmFV+Z9DpbmcHG3FTiaBrnicA2eDzQGyYy/s5IRERkKJj0UrNKqJzeYIhTG6rIZQIAjvASEREZEg5VUbNKyK6o2OBjwEnv/ZSiiB0xiUgvLJE6FCIiIqoHk15qNqIoqqY3GOJ83gcVlSkw8tvD+PfPZ/AZtycmIiLSa0x6qdlkFpUiv7QcgGFPb6hiaSqHr5MNAGDDuVvVFukRERGRfmHSS83GVCbDB8ODMKtnewR7Okodjla8OaALTGUCypTcnpiIiEifMemlZmNnYYpnurfDu0O7orOrndThaIWPozWmdqvYnnhn7B2cS8mSOCIiIiKqDZNeoiaa288fNmYVhVDe5/bEREREeolJL1ETuViZ49+9OwIAjt5Ox8Gb9ySOiIiIiB7EpJeazeu/RmPmztP4v4u3pQ5F62b2bA93GwsAFdsTK5Qc7SUiItInTHqp2Ry4mYqfrtzBhbvZUoeiddZmJvhveCcAgJedJXJKyiSOiIiIiO7HHdmoWZSUK5CcWwTAOMqV1ebJoDbwc7ZFb29nqUMhIiKiB3Ckl5pFYk4hqh74G8PGFLUxkcmY8BIREekpJr3ULOLv27ihraNxjvQ+KL+kDHmc5kBERKQXmPRSs0jILlR93cbeuJNeURTx7dlb6PP171jG7YmJiIj0ApNeaha3K0d6PWwsYGkqlzga3RIEAX/F30N6YQnWnbmJxJzChk8iIiIinWLSS80iPqsi6TXWRWwPenNgF8gFAaUKJZb+GSt1OERERC2e5Env6dOnMXv2bISHh8Pf3x+///57ve3v3buHV199FSNGjECnTp2wZMmSGm2ioqLg7+9f409JSYmuPgY1IKFytNNYF7E9qIOzLZ4KaQsA2BGTiEup2dIGRERE1MJJXrKssLAQ/v7+GDduHF566aUG25eWlsLR0RHPP/88vv322zrb2djY4Ndff612zNzcvKnhUiOtH9cLt7IK4GhpJnUozea//Tph+6VEFJYp8P7hy/h+YpjUIREREbVYkie9AwcOxMCBA9Vu37p1ayxYsAAAsGPHjjrbCYIAV1fXJsdH2uHraANfRxupw2hWbjYWmN2rAz49GofDt+7hz/h7GODjJnVYRERELZLkSa+uFBYWYvDgwVAoFOjcuTNeeeUVdOnSRePrmJhIPgNEbXK5rNp/qfG01Zcvhfnhu+h4pBWU4L3DMTjwrDtkgqCNEA0G70vtYV9qD/tSO9iP2sO+1D2jTHrbtWuHyMhI+Pv7Iz8/Hxs3bsSTTz6JXbt2wcfHR+3ryGQCHA2wpqydnaXUIVSjUCohlxnmX+Km9qUjgEUPBeOlH0/hSloe4gtK0L2FbmChb/elIWNfag/7UjvYj9rDvtQdo0x6Q0JCEBISovo+NDQUY8eOxaZNm1RTI9ShVIrIzTWcclNyuQx2dpbIzS2CQqGUOhyVpX9cxjenbyDA3R67pgyQOhy1aLMvJ3TywqVe7fFczw7wsbFAVlZBwycZEX29Lw0R+1J72JfawX7UHvZl49jZWao9Om6USe+DZDIZunbtivj4eI3PLS83vBtPoVDqVdy3MguQXVyGrMJSvYpLHdroSwHAu0O6AjDM+0lb9O2+NGTsS+1hX2oH+1F72Je6Y5jPnDUkiiJiY2O5sE0iCdktq0YvERER6R/JR3oLCgpw+/Zt1fdJSUmIjY2Fvb09vLy8sGzZMqSmpuKjjz5StYmNjVWdm5mZidjYWJiamqJDhw4AgJUrVyI4OBg+Pj6qOb1XrlzB22+/3bwfjgD8k/S2aSE1euuTWVSKz47GwdbcBK/17yx1OERERC2G5EnvpUuXMHXqVNX3kZGRAICxY8fiww8/RFpaGlJSUqqdM2bMGNXXMTEx2L17N1q1aoWDBw8CAHJzc7Fo0SKkpaXB1tYWXbp0waZNmxAUFKT7D0TVFJSW415BxaYgPga4KFDb3vztPHbF3oGFiQxPBfvAiwsWiIiImoUgiqIodRD6SqFQIjPTcBYdmZjI4OhojaysAr2ZDxSblovBayt+GdnyRF8MaecucUTq0VVfXknLxZB1B6EUgSeD2mB5RKjWrq2v9PG+NFTsS+1hX2oH+1F72JeN4+RkrfZCthYxp5ekczv7n18afDinF51c7TCpa8X2xNsu3saVtFyJIyIiImoZmPSSTsVXlueSCUBre87pBYDX+neCpYkcShFYcjhG6nCIiIhaBCa9pFPZxaWQCYCXrSXMuMsMAMDT1hLP9WwPANh/IxXHbqdLHBEREZHxYxZCOjVvQBfE//cx/Gwgm1I0lxd7d4STpRkA4L1DMeDUeiIiIt1i0ks6ZyaXwdOWVQruZ2dhijlhfgCAcylZ2B2XLHFERERExo1JL5FEpnXzRSdXO8wN88cgXzepwyEiIjJqktfpJeNVUFqOaxl58HG0hoOFmdTh6B1zEzkOTB8MuUyQOhQiIiKjx5Fe0pnolCyM3PAHOn22F9EpWVKHo5eY8BIRETUPJr2kMwnZhaqv27JGb4OupOVi5+UkqcMgIiIySpzeQDqTULkxhZ25CRwsTCWORr+t+fsGFh24CAsTOfq2cYG7jYXUIRERERkVjvSSzlQlvT4O1hAEPsavT19vF4giUFimwLIjV6QOh4iIyOgw6SWdia9MettwakODAtztMT7AGwCw+XwCrmfkSRwRERGRcWHSSzpzu3JOr48jk151zBvQGWZyGRSiiA/+uCx1OEREREaFSS/pRG5xGTKLSgFUTG+ghnnbW+GZ7u0AAHuvpmD9mZvYeTkJx2+nc8c2IiKiJuJCNtKJqvm8ACs3aOKVvn7YePYWCssVeHP/BdVxHwdrLBocgAh/LwmjIyIiMlwc6SWdEAGEt3WBt70V2jpYSR2OwTh+Ox1F5Yoax+OzCzBj5yns5XbFREREjcKRXtKJIA8HbH8yXOowDIooilh8KAZ1TWRQisB7h2PwsJ8nq2EQERFpiCO9RHriRGKGquJFXW5lFeBkUkYzRURERGQ8mPQS6YnU/GK12t1Vsx0RERH9g9MbSCfWnbkJJyszdPN05EI2Nam7C5sHd2sjIiLSGEd6SevKFEos/P0iZu/6G7u58EptfbydGyzv5utojd6tnZspIiIiIuPBpJe0LjmvCIrKurKs0as+QRCwaHAAZHWsUZMJwMJBAVzERkRE1AhMeknr4rPur9HLcmWaiPD3wpoxveD7wC52btbmWDOmF+v0EhERNRKTXtI6bkzRNBH+Xjg2cxii/tUPFiYVf0XHB7RmwktERNQETHpJ66rKbjlZmsHW3FTiaAyTIAgIa+OK7l5OAIDzd3MkjoiIiMiwMeklrUvILgTAUV5tCPF0BABcuJsNpVjXthVERETUkEYlvZmZmfjkk08wbdo0jBgxAteuXQMAbNiwAdHR0dqMjwzQ7cqRXh9HJr1NFeLpAADILy3H9Yx8aYMhIiIyYBonvTExMRgxYgR2794NFxcX3L59G6WlpQCA1NRUfPvtt9qOkQyIKIqq6Q1cxNZ0VSO9ABCdkiVhJERERIZN46Q3MjISISEh2L9/P5YuXQrxvkeuwcHBOH/+vFYDJMOiEEW83McPk4PbohfryTZZaztLOFuZAWDSS0RE1BQa78h28eJFrFixAqamplAoFNVec3JyQkZGhtaCI8NjIpPhpb5+UodhNARBwBsDusDaVI4erZykDoeIiMhgaZz0WlpaIj+/9rmFycnJcHBwaGpMRHSfKSE+UodARERk8DSe3hAeHo5Vq1YhK+ufR62CIKC4uBgbN27EwIEDtRogEREREVFTaTzS+9prr+HJJ5/EiBEj0Lt3bwiCgM8++wzXr1+HIAiYM2eODsIkQ/HVyWu4lpGH7l5OmMwRSq0rUyhhKmelQSIiIk1p/NPT3d0dO3fuxOTJk5GWloY2bdogOzsbjz76KHbs2AFnZy5easn2X7+LrRdu45drKVKHYlTe+O08Qr/ch3n7uFCUiIioMTQa6S0pKcFHH32E0aNH4+WXX8bLL7+sq7jIQN3OqdiYwocbU2hVWkEJkvOKWMGBiIiokTQa6TU3N0dUVBSKi4t1FQ8ZsJJyBZJziwCwRq+2VW1SEZeeh8KycmmDISIiMkAaT2/o1q0ba/FSrRJzClFVtZkjvdrVzaNikwqFKOJSao7E0RARERkejReyvfzyy3jttddgYmKCAQMGwMnJCYIgVGvDsmUtU9VObADQhkmvVgV5OKi+jk7J4sYfREREGtI46Z00aRIAYOnSpfjoo49qbRMbG9u0qMggJWQXqr5uw+kNWmVnYYoOTja4npmP6JRsqcMhIiIyOBonvR988EGNkV0iAEjIqhjpdbexgJWpxrcWNSDE06Ey6eViNiIiIk1pnJmMGzdOqwGcPn0aa9euxaVLl5CWloYvv/wSw4YNq7P9vXv3sHTpUly6dAkJCQmYMmUK5s+fX6Pdvn378Pnnn+P27dto06YN5s6di+HDh2s1dqouoXJ6Axex6UaIpyO2xyThZlYBcopLYW9hJnVIREREBqPRVe6TkpLw008/4bvvvsNPP/2EO3fuNOo6hYWF8Pf3x6JFi9RqX1paCkdHRzz//PPo1KlTrW3OnTuHuXPnYvTo0di1axdGjx6NOXPmcAGejr01qAtWj+mJF/v4SR2KUQrxrFjM5mVriTuVVTKIiIhIPRqP9CoUCrz99tuIioqCUqlUHZfJZBg/fjzeffddyGTq59IDBw7UaOvi1q1bY8GCBQCAHTt21Npmw4YNCAsLw6xZswAA7du3x6lTp7BhwwZ8+umnar8XacbfxQ7+LnZSh2G0gjwccP7FkXC3sZA6FCIiIoOjcdK7YsUK7Ny5E3PmzMEjjzwCV1dXpKWlYc+ePVixYgVcXV0l37QiOjoaTz/9dLVj/fv3x4YNGzS+lomJ4Wz5Kq/cnlbObWqbTB/70sREBitzw5srrY99aajYl9rDvtQO9qP2sC91T+OfoLt27cLLL7+MmTNnqo61atVK9f3WrVslT3rT09NrbIfs7OyMtLQ0ja4jkwlwdDS80lt2dpZSh2A02Jfaw77UHval9rAvtYP9qD3sS93ROOlNT09HQEBAra8FBAQgPT29yUFpw4MVJkRR1LjqhFIpIje3sOGGekIul8HOzhK5uUVQKJQNn6BFP1y8jSWHYtDW0RqbJ4bBxszwRiTvJ2Vf1kcURdzMKsC55CwMbe8OR0v9X8ymr31piNiX2sO+1A72o/awLxvHzs5S7dFxjTMTb29vHDp0CP369avx2qFDh+Dt7a3pJbXOxcWlRvKdmZkJFxcXja9VXm54N55CoWz2uK+n5yEptwiZRaUwFwSD7LfaSNGX9YlJzcHQ9YcAABsn9MFDHTwkjkh9+taXhox9qT3sS+1gP2oP+1J3NE56p02bhrfffhuZmZl4+OGH4eLigoyMDPzyyy/Yu3cv3n33XV3EqZGQkBAcPXq02rzeI0eOoFu3btIFZeSqNqZo62DNOs465OdiCwsTGYrLlYhOyTKopJeIiEhKGie9EydORGlpKb766ivs3bsXgiBAFEU4OTlhwYIFeOKJJzS6XkFBAW7fvq36PikpCbGxsbC3t4eXlxeWLVuG1NTUaru/Ve34VlBQgMzMTMTGxsLU1BQdOnQAAEydOhWTJ0/G6tWrMXToUBw4cADHjx/Hli1bNP24pCbW6G0epnIZAt0d8PedTO7MRkREpIFGTbycMmUKnnrqKdy8eRM5OTlwcHCAr6+vRqXKqly6dAlTp05VfR8ZGQkAGDt2LD788EOkpaUhJSWl2jljxoxRfR0TE4Pdu3ejVatWOHjwIAAgNDQUn376KT777DN88cUX8Pb2xvLlyxEcHNyIT0vq+CfpNbyFf4YmxKMq6c1q1Fx1IiKilqjRq41kMplqZLUpevfujbi4uDpf//DDD2scq699lZEjR2LkyJFNio3UU1BajnsFJQCY9DaHqk0qMotKkZhTiDbscyIiogZpPDS7fPnyOndPW7RoET7//PMmB0WG5XbOPxUufAywxJuhCfF0UH0dfTdbsjiIiIgMicZJ7+7duxEaGlrra927d8eePXuaHBQZloSsAtXXHOnVvXZONrCt3KQiOiVL4miIiIgMg8ZJ77179+Dp6Vnrax4eHrh7926TgyLDcievCAAgAGjNoto6JxMEBHs4AAAXsxEREalJ4zm9Tk5OuHbtGnr37l3jtWvXrsHe3l4rgZHheLZ7O0wIaI3k3CKYm8ilDqdFGNHBE562lujrrXntaSIiopZI46R32LBhWLFiBYKCghAUFKQ6fuHCBXz55Zd4+OGHtRogGQZ7CzPYW+j/7mDG4rme7aUOgYiIyKBonPTOmTMHZ8+excSJE9G+fXu4ubnh3r17uHHjBjp37oy5c+fqIk4iIiIiokbTOOm1tbXFtm3bsHPnTpw4cQLZ2dnw8/PDtGnTMHr0aJiZcbSvJVGKIm5m5sPb3opTG4iIiEhvNapOr5mZGZ544gmNd18j45OSV4Twbw5AALBuXC887OcldUgtxsGbqdh9JRmlCiVWPtpd6nCIiIj0msbVG/Lz85GZmVnt2E8//YTly5fj+PHjWguMDEN8ZbkyEYCHLSs3NKezyVnYciEBP1+5g1KFUupwiIiI9JrGSe9rr71WbQOKlStX4vXXX8f333+PZ555Bnv37tVqgKTfErLv25iCNXqbVdUmFSUKJa6k5UobDBERkZ7TOOm9ePEiwsPDAQCiKGLLli2YNWsWTp48ialTp2Lt2rVaD5L0V0J2xUivnbkJHCxMJY6mZanajhjgJhVEREQN0TjpzcnJgaNjxQ/bS5cuISsrCxMmTAAADBkyBLdu3dJuhKTXqpJeHwdrCIIgcTQti4uVuWozEG5SQUREVD+Nk15XV1dcv34dAPDHH3+gVatW8Pb2BgAUFRXBxKRRa+PIQMVXJr1tOLVBEsGVo70c6SUiIqqfxhnqiBEj8PHHH+PYsWP4888/MWPGDNVrly9fRtu2bbUaIOm325Vzen0cmfRKIcTTAXvikhGXnofCsnJYmfKXTiIiotpo/BPy1VdfhbW1NS5duoRnnnkGs2bNUr0WExPDHdlakNziMmQWlQIA2nKkVxLdPCpGehWiiEupOejV2lniiIiIiPSTxkmviYkJXnzxxVpf+/LLL5scEBmOnJIyhHg6ICGrAG0drKQOp0UK8nBQfX0+JZtJLxERUR34LJQazdveCr9OGwSgopIHNT87C1OsHdsLHZ1t0d7JRupwiIiI9BaTXtIKVm6QziP+3AWPiIioIRpXbyAiIiIiMjQc6aVG++VqMkzlMvi72MHbnnN6pZZRWAJBEOBkaSZ1KERERHqHI73UaG8fuITJP5zAihNXpQ6lRVMoRYR9vR8BX/yCzdHxUodDRESklxo90puamorU1FSUlJTUeK1nz55NCor0X5lCiTu5RQBYrkxqcpmgqs/LTSqIiIhqp3HSm5iYiNdeew3nz58H8M+qfUEQIIoiBEFAbGysdqMkvZOcVwRF5f97Hya9kgvxdMClezmIvpstdShERER6SeOkd8GCBUhJScHixYvRoUMHmJqa6iIu0nPxWQWqr1mjV3ohno7YdD4Bd3KLcC+/GG42FlKHREREpFc0TnovXLiApUuX4qGHHtJFPGQgErLvT3o50iu1EE8H1dfRKVl4qKOndMEQERHpIY0Xsrm7u0Mm4/q3li6+Mul1sjSDrTlH+6Xm72IHC5OKv5fnUrKlDYaIiEgPaZy9zpkzB9988w2ys7N1EA4ZioTsQgCAjyNHefWBqVyGQHcHAED0XS5mIyIiepDG0xt27tyJu3fvYsiQIejcuTNsbW2rvS4IAlatWqW1AEk/JVTO6eXUBv0R4uGAv+9k4nxKtmpRKREREVXQOOktKChAmzZtqn1PLc+jnbzQwdkGfb2dpQ6FKoV4OsLV2hzdPB1RUFoOG047ISIiUtE46f3uu+90EQcZmFfC/KUOgR4wtktrjA9ozRFeIiKiWnAbYiIjIZcx2SUiIqqLWknv+vXr8eijj8LFxQXr16+vt60gCHj66ae1ERsRERERkVaolfQuXboU3bt3h4uLC5YuXVpvWya9xu/nK3dwOikTHV1sMSXER+pw6D7phSU4mpCOi6nZeHNAF47+EhERVVIr6b1y5UqtX1PLdPBmKrZeuI2OzjZMevXMidvpmLXrNADg8UBv+LvYSRwRERGRfuAuE6Sxqhq9bViuTO+EeDqqvo7mJhVEREQqao30Jicna3RRLy+vRgVDhqFqC2IfJr16p5WdJVyszJFeWILzKVmY2LVNwycRERG1AGolvUOGDNGoDFJsbGyjAyL9VlKuQHJuEQCgrYOVxNHQgwRBQIinA36/kYrou9lSh0NERKQ31Ep6P//8c9XXRUVFWL58Oby8vDBixAg4OzsjPT0d+/btQ0pKCubOnauzYEl6iTmFECu/5kivfgrxdMTvN1IRk5qDUoUSZnLOYiIiIlIr6R0xYoTq6/nz5yMsLAyRkZHV2kyfPh1vvPEGTp48iTFjxmg1SNIf8dn/7MDHOb36KcTTAQBQolDiSlougjwcJI2HiIhIH2g8BLRv3z6MGjWq1tdGjRqF33//XaPrnT59GrNnz0Z4eDj8/f3VOv/UqVMYN24cunbtiqFDh2Lr1q3VXo+KioK/v3+NPyUlJRrFRjVVLWIDgDac3qCXqi9my5IwEiIiIv2hcdIrl8tx+fLlWl+7fPkyZDLNLllYWAh/f38sWrRIrfaJiYmYOXMmunfvjp07d2L27NlYsmQJ9u3bV62djY0Njhw5Uu2Pubm5RrFRTQlZFSO97jYWsDLlhn76yMXKHK3tLAGwggMREVEVjbOWxx57DF988QVKSkowbNgwODk5ITMzE/v378fq1asxadIkja43cOBADBw4UO3233//PTw9PTF//nwAQPv27XHx4kWsW7eu2jQMQRDg6uqqUSzUsCeD2qCzmx3KlWLDjUkys3t1gFIU0dfbRepQiIiI9ILGSe+8efNgYmKCNWvW4Msvv1QdNzc3x1NPPYVXX31VqwE+KDo6Gv369at2rH///tixYwfKyspgamoKoGIEefDgwVAoFOjcuTNeeeUVdOnSRaextQSd3ezR2c1e6jCoATN6tJc6BCIiIr2icdJrYmKCefPmYfbs2bh69SrS0tLg6uoKPz8/2NvrPhlKT0+Hi0v10StnZ2eUl5cjKysLbm5uaNeuHSIjI+Hv74/8/Hxs3LgRTz75JHbt2gUfHx+N3s/ExHBWvssrV+nLuVq/ydiX2sO+1B72pfawL7WD/ag97Evda/SkTHt7e/Ts2VObsajtwZrBoihWOx4SEoKQkBDV66GhoRg7diw2bdqEBQsWqP0+MpkAR0fDq1BgVzmfk5rOGPpSFEWN6mzrijH0pb5gX2oP+1I72I/aw77UHbWS3t9++02jiz700EONCkYdLi4uSEtLq3YsMzMTJiYmcHBwqPUcmUyGrl27Ij4+XqP3UipF5OYWNtxQT8jlMtjZWSI3twgKhVLr1z97JxMv/XwGPo7WiBwRbNQly3Tdl81h2V9XsCcuGQFudljxWA/J4jCGvtQX7EvtYV9qB/tRe9iXjWNnZ6n26LhaSe/LL7+s9psLgqDTHdlCQkJw6NChaseOHDmCwMBA1XzeB4miiNjYWPj5+Wn8fuXlhnfjKRRKncQdl5aLuPQ8xKXn4ZORIQbZN5rSVV82h2vpebhwNxv5JWV68RkMuS/1DftSe9iX2sF+1B72pe6olfQeOHBAZwEUFBTg9u3bqu+TkpIQGxsLe3t7eHl5YdmyZUhNTcVHH30EAJg0aRI2b96MyMhIPPHEEzh37hx27NiBZcuWqa6xcuVKBAcHw8fHRzWn98qVK3j77bd19jlagqoavVamcrhYsfybvgvxdMD2mETczCpATnEp7C3MpA6JiIhIMmolva1atdJZAJcuXcLUqVNV31ft9DZ27Fh8+OGHSEtLQ0pKiup1b29vrF69GpGRkdi8eTPc3Nwwf/78auXKcnNzsWjRIqSlpcHW1hZdunTBpk2bEBQUpLPP0RIkVO7G1tbBWi/miFL9ut23ScX5u9kY4OMmYTRERETSknx3gd69eyMuLq7O1z/88MMax3r16oUff/yxznPeeustvPXWW1qJj/7xT9LLndgMQYC7PUxkAsqVIqJTmPQSEVHLpnHS26lTpwZH+XQ5p5ekUzW9oa0RL2AzJhYmcnR2tcPF1BxuR0xERC2exknva6+9ViPpzcnJwdGjR5GRkYHJkydrLTjSH4Vl5UjNLwbApNeQhHg6Via92VKHQkREJCmNk95nn3221uNz587Ff//7X+Tn5zc5KNI/t7P/Kd3mY4C1i1uqEE8HfBcNJOcV4V5+MdxsLKQOiYiISBJa3fZjzJgx+L//+z9tXpL0RNV8XoAjvYYk2MMBAGBpIsfNLP5CSkRELZdWF7LFx8dDoVBo85KkJ4Z38MCZFx5CQnYh2thzIZuh6ORqh0PPDEZHF1uYyLi1JRERtVwaJ73r16+vcaysrAw3btzAr7/+ilGjRmklMNIvMkFAKzsrtLJjwmtITGQydHazlzoMIiIiyWmc9C5durTGMTMzM3h4eGDq1Kl44YUXtBIYEREREZG2aJz0XrlyRRdxkJ5LKyiBs5UZZNyUwiBlF5fifEo2uno4wMmSO7MREVHLw0l+1CClKKL7V/vQbtnP2HjultThkIYSsgvQ6bO9mLjtGP6KT5M6HCIiIkk0aiHbrVu3sHr1apw5cwY5OTmwt7dHjx498Nxzz8HX11fbMZLEUvKKUKpQAgDsLEwljoY05W1vBTtzE+SWlCM6JQujO+tuW3EiIiJ9pXHSe+nSJUyZMgVmZmYYMmQIXFxckJ6ejoMHD+KXX37Bpk2bEBAQoItYSSIJ99XoZbkywyMTBAR7OOKvhDTuzEZERC2Wxknvxx9/jE6dOmHt2rWwsvpnJX9hYSGeffZZfPzxx/j222+1GSNJLD7rnxq9Pkx6DVKIpwP+SkjDhdQcKJQi5DLOzSYiopZF4zm958+fx3PPPVct4QUAKysrzJgxA+fPn9dacKQfbudUJL125iZw4PQGgxTi6QgAKCgtx/XMPImjISIian4aJ72mpqYoKiqq9bWioiKYmGh1vwvSA1XTG3wcrCGweoNBCvF0UH0dnZItWRxERERS0Tjp7du3Lz799FPcuHGj2vEbN27g888/R79+/bQWHOmHqukNbTi1wWB52VrC1docADivl4iIWiSNh2XffPNNPPXUU3j00UfRoUMHuLq6Ij09HdeuXYOnpyfeeOMNXcRJEkrIrkh6fRyZ9BoqQRAQ4uGA/TdSOdJLREQtksZJr6enJ37++Wfs2LEDZ86cQW5uLnx9fTFhwgSMGzcO1tZMjIxJcbkCzlZmKCgtZ+UGA9ffxxUKEejd2knqUIiIiJqdIIqiKHUQ+kqhUCIzs6DhhnrCxEQGR0drZGUVoLxcqdVrK0UR5UoRZvKWsZ+JLvuypWFfag/7UnvYl9rBftQe9mXjODlZQ65mbtLkDCY3NxcXLlxAYmJiUy9FekwmCC0m4SUiIiLjo/b0hsOHD2P//v0oLy/HyJEjMXjwYKxevRpffvklSktLAQD9+vXDF198UaOcGRERERGRlNRKen/++We89tpr8Pb2hpWVFX7++Wc8//zzWL16NSZOnIj27dvj6tWr+OGHH/DNN9/glVde0XXc1EzO3MlEmVKJdo42cLOxkDocaqKzyZn45WoKsopK8cnD3aQOh4iIqNmolfSuX78e48ePx5IlSwAAmzdvxpIlS/DKK69g1qxZqnbOzs7YvXs3k14j8tFfsfgjPg2DfN3w/cQwqcOhJjp2OwMrTlyDTADeHdoV1masq01ERC2DWpM0b926hUceeUT1/aOPPgqlUonu3btXa9ezZ08kJydrN0KSVHx2VY1eTlkxBlWbVChF4FJqjrTBEBERNSO1kt6ioiLY2Niovq8qS2ZpaVmtnYWFBcrKyrQYHkmpXKlEUk7F7nssV2Ycgj0cULWnHjepICKilqRJy/G5Ja1xu5NbBEVlRTsfJr1GwdbcFB2cK36Bjb6bLW0wREREzUjtCX3//e9/YW5uXu3Y3LlzYWZmpvq+pKREe5GR5Kp2YgOAtpzeYDSCPRxxLSOfI71ERNSiqJX0jh07tsaxwMDAWts+OM+XDFdCdqHqa05vMB4hng7YHpOIW1kFyC4uhYOFWcMnERERGTi1kt7IyEhdx0F6KD6rYqTXydIMtuamEkdD2tLN01H19YW72Rjg4yZhNERERM2DW2xRnaqmN/g4cpTXmAS428NEVjEfPzolW9pgiIiImgmLdFKduns5orhcAT8XW6lDIS2yMJHjk5EhaONgjSB3e6nDISIiahZMeqlOz/fuiOd7d5Q6DNKBSUFtpQ6BiIioWXF6AxEREREZPSa9RC1YqUKJvBJuKENERMZPK0lvUVEREhISIFZuZECG7+87mVj6Zyy+v5CAMoVS6nBIy0RRxPgtR9Dx09346uR1qcMhIiLSOY2T3rVr12LlypWq7//++28MGDAAI0eOxEMPPYTbt29rNUCSxtGENCw/FofX952HXMad94yNIAgoVShRolAi+i43qSAiIuOncdL7ww8/wN3dXfX9Bx98gA4dOuCrr76Co6MjPv30U60GSNKIryxX1sbeCjJuN22UQjwdAADnU7L5lIaIiIyextUb7t69i7ZtK1Z+p6am4vLly9i0aRN69OgBhUKBd955R9sxkgSqdmNryxq9RiukcpOKzKJS3M4p5K57RERk1DQe6TU3N0d+fj4A4Pjx47CyskK3bt0AALa2tsjLy9NuhCSJqo0p2tpbSRwJ6UrIfTuznUvhFAciIjJuGo/0BgUFYfXq1ZDJZFi7di0GDBgAuVwOALh9+3a1qQ9kmErKFUjOLQLA3diMma+jNezMTZBbUo7olGyM6dxa6pCIiIh0RuOR3nnz5iE9PR2zZ89GQUEB5syZo3rtl19+UY36kuFKyi1C1QxPPvI2XjJBQLBHxWhvNEd6iYjIyGmc9Hbo0AG///47jh8/joMHD8LHx0f12rx58zBv3jyNrnf69GnMnj0b4eHh8Pf3x++//97gOadOncK4cePQtWtXDB06FFu3bq3RZt++fYiIiEBgYCAiIiKwf/9+jeJqyeKzClRfM+k1blWL2S7czYZCycVsRERkvBpdp9fR0RGiKCI1NRXl5eUAAH9/fzg5OWl0ncLCQvj7+2PRokVqtU9MTMTMmTPRvXt37Ny5E7Nnz8aSJUuwb98+VZtz585h7ty5GD16NHbt2oXRo0djzpw5OH/+vEaxtVRV83kBoI0D5/QasxBPR5jLZejkaofMolKpwyEiItIZjef0AsBff/2FFStW4PLly1Aqlfjhhx8QEBCAhQsXomfPnnjsscfUvtbAgQMxcOBAtdt///338PT0xPz58wEA7du3x8WLF7Fu3TqMGDECALBhwwaEhYVh1qxZqjanTp3Chg0bWFJNDX3buOC9oV2RVlgCK9NG3SJkIIZ38MD1/4yCqZybMxIRkXHTOKPZvXs3XnvtNYwYMQLjxo2rVqLM29sbUVFRGiW9moqOjka/fv2qHevfvz927NiBsrIymJqaIjo6Gk8//XSNNhs2bND4/UxMDCcZkFcmLvImJjBdPR3QtfKxd0ulrb7Ud81xf7eUvmwO7EvtYV9qB/tRe9iXuqdx0vvVV19h2rRpeOONN2rU5e3YsWOjEktNpKenw8XFpdoxZ2dnlJeXIysrC25ubkhPT4ezs3ONNmlpaRq9l0wmwNEAqxfY2VlKHYLRYF9qD/tSe9iX2sO+1A72o/awL3VH46Q3MTGxzukIlpaWzVKnV3hgh7Cq3aTuP15bmwePNUSpFJGbW9jIKJufXC6DnZ0lcnOLoFAopQ7HoLWkviwoLcfZ5CxEp2RhVq8OMNPyKENL6ktdY19qD/tSO9iP2sO+bBw7O0u1R8c1TnpdXV1x8+ZN9O3bt8ZrcXFx8PLy0vSSGnFxcakxYpuZmQkTExM4ODio2qSnp9do8+AIsTrKyw3vxlMolI2OO62gGNN2nERbB2u82LsjAtzttRydYWlKXxqKI7fS8NQPxwEAYd4uCPZw0Mn7tIS+bC7sS+1hX2oH+1F72Je6o/GQzqhRo7BixQocP35cdUwQBFy9ehVr1qzR6XxeAAgJCcGxY8eqHTty5AgCAwNhamqqanP06NEabVhDuGHxWQU4m5yFHy8nobCsXOpwqBmE3Dd/m/V6iYjIWGmc9L744ovo1q0bpk+frlpQ9txzz2H06NEIDAzEzJkzNbpeQUEBYmNjERsbCwBISkpCbGwskpOTAQDLli3D66+/rmo/adIkJCcnIzIyEjdu3MD27duxY8cOPPPMM6o2U6dOxdGjR7F69WrcuHEDq1evxvHjxzFt2jRNP26LE5/NGr0tjbOVObwrt5tm0ktERMZK4+kNZmZmWLVqFU6cOIFjx44hKysL9vb2CAsLQ1hYmMYBXLp0CVOnTlV9HxkZCQAYO3YsPvzwQ6SlpSElJUX1ure3N1avXo3IyEhs3rwZbm5umD9/vqpcGQCEhobi008/xWeffYYvvvgC3t7eWL58OYKDgzWOr6VJyK6Yw2xpKoertbnE0VBzCfF0QGJOIaJTsqUOhYiISCcEsWoVGNWgUCiRmVnQcEM9YWIig6OjNbKyCho9H+jFn89ge0wiOrna4fCzQ7QcoeHQRl8aki9PXsN7h2IgE4Brc0fB2kx79ZlbWl/qEvtSe9iX2sF+1B72ZeM4OVlrdyFbdnY27OzsIJPJkJ2d3WD7qgVlZHhu51Qk+W3tuRNbSxJSuXhNKQKXUnPQ29u5/hOIiIgMjFpJb9++fbFt2zYEBQWhT58+DZb+qpqfS4ananqDjwHWJ6bGC/ZwgABARMW8Xia9RERkbNRKej/44AN4e3urvta03i0ZhoLSMqTmFwMAFKLYqNrGZJhszE3RwdkW1zLyEH03W+pwiIiItE6tpHfs2LGqr8eNG6ezYEg6e+OSseD3i6rv1/x9E79fT8WiwQGI8Ndt7WXSD08GtUF2cRnC22pez5qIiEjfaVyy7JNPPsGVK1d0EQtJZG9cMmbsPIXkvKJqx+OzCzBj5ynsjUuWKDJqTi/07oi3BnbBAB83qUMhIiLSOo2T3qioKIwdOxYRERFYtWoVbt++rYu4qJmIoojFh2KgrKOGh1IE3jscAxb5ICIiIkOmcdJ75MgRrFmzBsHBwVi/fj1GjBiBCRMmYMOGDbh3754uYiQdOpGYUW1DitrcyirAyaSMZoqIiIiISPs0LsYpk8nQr18/9OvXD2VlZfjjjz+wd+9efPbZZ1i6dCl69uyJDRs26CJW0oGqhWsNuatmOzJs30XHY29cMjxsLbA8IlTqcIiIiLSmSRXoTU1NMWzYMAwZMgQHDx7E4sWLcerUKW3FRs3AzUa9Xdc8bCx0HAnpgwt3s3Ho1j142vL/NxERGZcmJb1nzpzBnj17sG/fPmRmZqJz586YNm2atmKjZnDwRmqDbXwdrdG7Neu2tgQhng74LhpIyStGan4x3PnLDhERGQmNk97Lly9j9+7d+OWXX3D37l20adMGkyZNwiOPPIJ27drpIkbSka9OXsPKk9frbSMTgIWDAlivt4UI8XBUfR2dkoURHT0ljIaIiEh7NE56x40bB3d3d0REROCRRx5BYGCgLuIiHfv+QgIWH4oBALRztMbLff3w+fGruJX1z6I2X0drLBzEOr0tib+rLSxN5CgqVzDpJSIio6Jx0rtx40b07NmTI38G7NerKXj1l2gAFXN1v58YhjYO1pjYtQ1OJGYgtaAYHjYW6N3amf+fWxgTmQyB7vY4fScT0SnZUodDRESkNRonvb169dJFHNRMcopL8fKeM1CIIhwsTLG1MuEFAEEQ0LcNd+Nq6UI8HSqT3ixuRU1EREajUQvZEhISEBUVhfj4eJSUlNR4/X//+1+TAyPdsLcww7qxvfH8z39j/bje6OxqJ3VIpGdCPCvm9WYVl+F2TiHaVv5SREREZMg0TnovXLiAKVOmwMvLC/Hx8fD390deXh7u3LkDDw8PtGnTRhdxkhaF+7ji5OzhsDJtUvEOMlJVSS8AxKXlMuklIiKjoPGObB9//DFGjhyJ3bt3QxRFLFmyBAcOHMCWLVsgk8nw3HPP6SJOaoKUvCL8FZ9W7RgTXqqLr6M1fpjUD3FzIvAQF7IREZGR0DjpjYuLw6hRoyCTVZxaNb0hNDQU//73v7Fs2TLtRkhNklVUiknbjuFf/3cMO2OTpA6HDIBMENDfxxX2FmZSh0JERKQ1Gie9giDA1NQUgiDA2dkZycnJqtc8PDwQHx+vzfioCQpKyzH5h+OIS89DmVLEzcx8qUMiIiIikoTGSW/79u2RmJgIAAgJCcG6detw9epV3Lx5E6tXr4a3t7fWgyTNlSqUmPHjKZxJzgIAzOjeDnPD/CWOigxJuVKJmNQcZBaVSh0KERFRk2k8sfOJJ55Qje7+5z//wTPPPIPRo0cDACwtLfHFF19oN0LSmEIp4qXdZ3Do1j0AwPiA1lg8rCtLT5Ha0gtL0POr31BUrsBnEd0wKait1CERERE1icZJ75gxY1Rft2/fHnv37sW5c+dQUlKCkJAQODs7azM+0pAoinhz33nsir0DABjW3h2fRYRCxoSXNOBsaQYbs4qd2aIuJ6GtgzX6eHOzEiIiMlxNXsJvbW2N8PBwbcRCWvDuvgtYd+YmAKBXayesHtMTpnKNZ7FQC/fL1RTklykAAH/Gp+HP+DT4OFhj0WBuS01ERIZJo6Q3KSkJP/zwA6Kjo5Geng5BEODi4oLQ0FBMmDABXl78YSg1OwtTAEAXVzt8N6EPS5ORxvbGJWPGzlNQitWPx2cXYMbOU1gzphcTXyKCKIo4lpCOvPh7sBVk6OnlyKdBpNfUzoh+/vlnzJ8/H6WlpXB3d4enpydEUcStW7dw4sQJrF27FpGRkYiIiNBlvNSA/wzqAnsTGXq3cmbJKdKYKIpYfCimRsJbRSkC7x2OwcN+nvzhRtSC7Y1LxuJDMYjPLlAd49Mg0ndqJb03btzAW2+9he7du2PhwoVo3759tdevXbuG9957D2+88QY6d+4MX19fnQRLtStTKKtNYRgX4I3ycqWEEZGhOpGYUe2HWG1uZRXgZFIG+ni7NFNURKRP+DSIDJVakz23bNkCb29vrF69ukbCCwAdO3bEmjVr0Lp1a2zevFnrQVLdTiZmoP83BxB7L0fqUMgIpOYXq9XurprtiMi4qPs0SBTraEAkIbWS3tOnT+OJJ56AmVndj8vNzMzwxBNP4NSpU1oLjup3+V4Opmw/jvjsAjz5f8dRXK6QOiQycO42Fmq181CzHREZF02eBhHpG7WS3uTkZPj7N7yxgb+/f7Ud2kh34rMKMGnbMeSWlMNEJuCTh0NgYSKXOiwycH28neHjYF1vG19Ha/RuzdKERC0RnwaRIVMr6S0oKIC1df0/CAHAysoKhYWFTQ6K6peaX4yJ247iXkEJAODzR0IxrL2HxFGRMRAEAYsGB0BWxxo1mQAsHBTARWxELRSfBpEhUyvp1WRuDufx6FZOcSme3HYMCdkVv1y8P6wrxgdw62fSngh/L6wZ0wu+jtV/0fV1tOYCFaIWjk+DyJCpXbJs2rRpDY7uMOHVrcKyckzdfhKX03IBAHPD/DGjR82FhURNFeHvhYf9PHEiMQOpBcXwsLFA79bOuJaRjyMJaQhv6yp1iEQkgaqnQc/+eAq1/cTn0yDSZ2olvS+++KKu4yA1fHv2lmpxwLRuvni9fyeJIyJjJggC+rb5pyzZh39exufHrqK1vRWOzRzGnf6IWqiRfp5ws7GodX7vmM6t+DSI9BaTXgMyq2cHxGcVIKekDB8MD+Jv0tSsurjZQwSQmFOIHy4l4l/BbaUOiYgk8Gd8mirhndPPD7183fHB/gu4lJqDi6k5EEWRP59IL3GoxoDIZQKWjgjGylHdIa9rpRGRjozy94Kfiy0A4PPjcShXcgMUopZo3ZmbAAAnSzP8t39nTOzmo5pqdy0jHxdSWTee9BOTXj237eJtZBeXqr4XBIGPlUkSMkHAf8IqShcmZBdiR0ySxBERUXNLyC7A/ut3AQCTQ3xUpTIf69wK5pU/m3ZcSpQsPqL6MHvSY9+evYVX9pzF2M1H1K6NSKRLj3ZqhY7ONgCAz49xtJeopdlw7hZEVCxYm9bNR3XczsIUD3WsKJ35Y2wS/20gvcSkV0/tjE3Cm7+dBwDklZRBycoYpAfkMgFzKkd7b2YVYOflOxJHRETNRRRFnEvOAgA83NETreysqr3+eIA3LExk6NfGBTnFZVKESFQvtUuWke6IolhRGiq/GO42FigqK8dLP5+BCMDZygzbJvWDp62l1GESAQBGd26FZUeu4GZWAT47FoexXVpzjjlRCyAIAqL+FY7jiRmwNzet8frgdu64+NLDsK3lNSJ9wKRXYnvjkrH4UEy1vcwFACIAGzMTbH0iDO2dbCSLj+hBJjIZ5oT54+U9Z1FYpsDtnAL4OvIeJWoJBEFA2H2lDO9nKpdxzQnpNb1Iejdv3oy1a9ciLS0NHTt2xFtvvYUePXrU237Tpk24c+cOPD098fzzz2PMmDGq16OiovDmm2/WOO/ChQswNzfXxUdolL1xyZix8xSUD8xcqPr2hd4dEOTh0NxhETVoXEBriKioyWleuZCFiIhIn0me9O7duxeRkZF4++23ERoaiu+//x7PPfcc9uzZAy+vmgWut2zZgmXLluH9999H165dceHCBSxYsAB2dnYYMmSIqp2NjQ1+/fXXaufqU8IriiIWH4qpkfDe74dLiZgb5s96h6R3TGQyTOzaRuowiKiZLP0zFm0crDCmc2tYmtb/i+6l1GxsOZ+A7OIyfPVY3QNYRM1N8ucQ69evx/jx4/H444+jffv2mD9/Pjw8PLB169Za2//000+YOHEiIiIi4O3tjUceeQQTJkzAN998U62dIAhwdXWt9kefnEjMqDaloTa3sgpUO7AR6TtuQ05knO7mFWHFiauYu/ccPjlypcH2v1xNwbqzt7AzNgl384qaIUIi9Ug60ltaWoqYmBjMnDmz2vF+/frh3LlzdZ7z4IithYUFLl68iLKyMpiaVkygLywsxODBg6FQKNC5c2e88sor6NKli8Yxmpjo5veCtKIS9doVlqodg7xyLpWcc6qajH2pviPxafj4r1g817M9RnVqVeN19qX2sC+1h32pvk0XElBe+Vhyanffaj+TauvHicFtsexoHJQisCsuGf/u07F5AzZQvCd1T9KkNysrCwqFAs7OztWOu7i4IC0trdZzwsPDsX37dgwbNgwBAQG4dOkSduzYgbKyMmRlZcHNzQ3t2rVDZGQk/P39kZ+fj40bN+LJJ5/Erl274OPjo3Z8MpkAR0frpnzEOnX0dFSvnZeDxjHY2bHSg7awL+tXplDilT1nkZBVgPwyBZ7q3RGyOio5sC+1h32pPezL+pWWK/BddDwAYEQnL/Ro715ru/v7sbujNfq0dcGJhHT8eDkJCx4OaYZIjQfvSd2RfE4vgBpzVuvbt/uFF15AWloaJk6cCFEU4ezsjLFjx2LNmjWQyyvmGYWEhCAkJER1TmhoKMaOHYtNmzZhwYIFaselVIrIzS3U/AOpIdDRGr6O1riVVfcUB19HawQ4WCOrnjb3k8tlsLOzRG5uERQKFgZvCval+l7q0xH//SUa55OzsPXUdUT4V5+Lz77UHval9rAv1bPjUiJS8yo2R5oW3LbGz6O6+nFs51Y4kZCO6OQsHItLRmc3+2aN2xDxnmwcOztLtUfHJU16HR0dIZfLkZ6eXu14RkYGXFxqL4liYWGByMhILF68GBkZGXB1dcW2bdtgbW0NR8faR09lMhm6du2K+Ph4jWMsL9fdjbdwUECt1RuAit1uFg4KgEIh4p96DupRKJQ6jbslYV827PEAb3x6JA7JeUX4+M9YDG/nXusvrexL7WFfag/7sn7fnL4BAGjrYIWBbd3q7KsH+3GUnxfm/3YB5UoR2y7cxoJBAc0SrzHgPak7kk4cMTMzQ0BAAI4ePVrt+LFjx9CtW7d6zzU1NYWHhwfkcjn27t2LwYMHQyar/eOIoojY2Fi9W8wW4e+FNWN6wfeB6Qu+jtZYM6ZXjREzIn1kbiLHS30r5uxdTM3B/ut3JY6IiLTh/N1s/H0nEwDwdDdfjTahcbYyx5B2FVMhomKSuKso6QXJpzdMnz4dr7/+OgIDA9GtWzds27YNKSkpmDRpEgBg2bJlSE1NxUcffQQAuHXrFi5cuIDg4GDk5uZi/fr1uHbtGj788EPVNVeuXIng4GD4+Pio5vReuXIFb7/9tiSfsT4R/l542M+zYke2gmJ42Figd2tnlikjg/JkUFt8fuwq7uYXY9nROAzv4MF7mMjArT9zEwBgaSLHk8FtNT5/fIA3frt+F8l5RTh2Ox3hbfVr4IlaHsmT3oiICGRlZeGrr77CvXv34Ofnh9WrV6NVq4pV4GlpaUhJSVG1VyqVWL9+PW7dugUTExP07t0bW7duRevWrVVtcnNzsWjRIqSlpcHW1hZdunTBpk2bEBQU1OyfTx2CIKBvHTvcEBkCCxM5XuzTEQt+v4jzd7Nx4GYqhrX3kDosImokURRRWKaAAGB8QGs4WJhpfI2HOnjA1twE1qYmyCgs1X6QRBoSRBbXrJNCoURmpnqLyPSBiYkMjo4VC984H6hp2JeaKypToPf/fsO9ghKEejliz5QBEASBfalF7EvtYV+qJyG7ADJBgLe9Va2vN9SPV9Pz0N7JRqOpES0V78nGcXKyVnshG4vBEZFWWJpWjPZ2dbfHS6zLSWQU2jpY15nwqsPPxZYJL+kNyac3EJHxeKZ7OzzXoz3n8xIRkd7hSC8RaY2JTMaEl8jA/fvnv7H0z1itbSFcUq7A7it38EzUSaQXqrcbKZEucKSXiHRCoRTxV0IahnaofQcnItI/V9PzsCMmCQBgIhPwaninJl/zVlYBZuw8DQAIb+uKZ7q3a/I1iRqDI71EpHVx6bkYtPYgJm07hqMJ6Q2fQER64duzFWXKTGUCpoT4aOWanVztEFi5I9v2mEStXJOoMZj0EpHWtbazQkblY8yP/4qVOBoiUkdeSRm2XapISh/r3ApuNhZau/aEQG8AwNnkLNzMzNfadYk0waSXiLTO2swEs3t1AAAcTUjHnzdSJY6IiBryf5cSUVBaDgB4JlS7UxDGdG6FqiIOOzjaSxJh0ktEOjE91BcOFqYAgPf3X5A4GiKqjyiKqh3YgjwcEOrlqNXre9haon/ljmw7YpLALQJICkx6iUgnbM1NMatnxWjvgWt3cSoxQ+KIiKgufyWk4XrltINnu7fTSRWWqikO8dkFOJOcpfXrEzWESS8R6cyz3dvBzrxitPcTzu0l0ltr/64Y5XWyNMPozq108h4Rfl6wNJUD4II2kgaTXiLSGTsLU8zq1R4AcPDmPZxNzpQ4IiJ6kCiKaOtgDRszEzwV3BYWJnKdvI+1mQki/DwBAPFZBTp5D6L6sE4vEenUrF4d8PXpG8gtLsOBG6kI9XKSOiQiuo8gCFg8rCte798J5TqeazsnzB+v9PWHn4utTt+HqDZMeolIpxwszfDl+N5wMzNBsLuD1OEQUR1sKqci6VJHZya7JB0mvUSkc/8K9UVWVgHKy5VSh9IooijiRGIGUvOL4W5jgT7eztxumYyCQilCLuO9TC0Dk14ionrsjUvG4kMxiM/+Zw6ij4M1Fg0OQIS/l4SRETWNKIp4bNOf8HW0wexe7RHYjE9i0gpKsPNyEto6WOGhjp7N9r7UsnEhGxE1m8Kycnx96jpe/zVa6lDUsjcuGTN2nqqW8AIVJZdm7DyFvXHJEkVG1HSn72TiTHIWtsck4u87zVtC7Invj2LhgYtYdep6s74vtWxMeomo2aw4fg1vH7yEjdHxiEnNkTqceomiiMWHYqCsY12PUgTeOxzDIvtksNZVbkZha26Cxytr6DaXMZVl0Y4nZiApp7BZ35taLia9RNRsnuneTlWn89NjcRJHU78TiRk1RngfdCurACeTuOkGGZ7U/GLsrnxSMTGwDazNmne247iAf5LsqMtJzfre1HIx6SWiZuNqbY5p3XwBAHvikhF7T39He1Pzi9Vqd1fNdkT6ZOO5WyivfIwxvXu7Zn9/b3sr9PF2BgD8cCmRT0yoWTDpJaJm9UKvDrAwqfinZ/mxqxJHU7e7+UVqtfOwsdBxJETaVapQ4rvoeADAYF83tHeykSSOqikV1zLycEnPpzuRcWDSS0TNys3GAlNDKkZ7f75yB3HpuRJHVNOav2/gnYMxDbbzdbRG79bOzRARkfbsjUvGvYISANKM8lYZ5e8Fc3lFGsJtiak5MOklomb3Qu8OMJfLIAL4TA9He8PbusLCRAYbMxPUVcFUJgALBwWwXi8ZnHVnKxawtbG3wtB27pLFYW9hhuEdPAAAP15OQrnSMOt4k+Fg0ktEzc7D1hKTQ3wAADsvJ+FaRp6k8YiiWO0HbidXO6we3RNHZw7D2rG94OtoXa29r6M11ozpxTq9ZHCUoohR/l7wdbTG06G+km9MMaFyQVtWUSku39O/pz5kXLg5BRFJ4t+9O2LrhQSM7twKVpUVHaSQVlCCuXvPooubPd4a2EV1vKpgfoS/Fx7286zYka2gGB42FujdumJHtp+u3EFhaTkmBbWVKnwijcgEATN7dsCMHu1RppB+ZHVIe3d8NCIYozq1gpOlmdThkJFj0ktEkvCys8S5f4+AvYV0P+gO3EjFK3vOIr2wBAdupGJYe3f0qmWOriAI6NvGpdqxtWduYv7+CzCVCfBxtEYfb5ca5xHpK5kgwNxEul82q5jJZZhaWdGFSNc4vYGIJCNVwltUpsD8/Rfw1A/HkV5YuaAn1BddNdiGNayNC6zNTFCmFPFM1CkkNFDTl0hq2cWlUodAJCkmvUSkF9ILS3CvGWrext7LwcMb/8Dayt2oXKzMsenxPvjgoWDVxhnq6Oxqh1WPdocAILOoFNN2nER+SZmOoiZqGoVSxPD1hzF60184Ep8mdTi1unwvR1VKjUgXmPQSkeQi/7iMnqt+Q+Sfl3X2HkpRxDenb2Dkhj9wJa1iwcyw9u449OwQDGvv0ahrPtTRE/MHBQAArqTl4oWfz0BR177FRBI6cOMuEnMKcTIpAxlF+jfiu+bvGxiy7hDm7YtWe2MYIk0x6SUiyaUXlqCoTIEfLiXqbJpAfkk5vjp1DSUKJSxMZIh8KAjfTegDV2vzJl333707qIrs/3b9Lj7UYeJO1FhVTzbcbSwQ4ecpcTQ1DaksnaYUKyq6EOkCk14iktzLff0gFwSUK0WsOK6bur12FqZY8Uh3dHW3x76nB2F6aDut1NgVBAEfjwxBj1ZOAIAVJ67hh0u3m3xdIm25lpGHPyqnNEwN8YGpXP9+9LdzskGolyMAblRBuqN/dz4RtThtHaxVo6XbLt5GYk5hk69ZUFqOb8/egij+M90g3McV+54eBH8XuyZf/34WJnKsH9cLrewsYSqrSN6J9MW3Z28BAExlAqZU1sfWR1U1ey+m5qimIBFpE5NeItILr4RVjPaWKUWsONG00d4Ld7Mx4tvDeOO38zUWxsh0tIOaq7UFNozvjR+e7IcnWbeX9ER+SRm2Xax48vBop1Zws7GQOKK6Pda5FUwqN8vYwdFe0gEmvUSkF3wdbTAuoDUAYOv5BNzJ1Xy0VymKWHniGh7Z+AeuZ+YDAE4kZmg1zvoEujuwXi/plf+7lIj80nIAwDPd20kcTf1crMwx2NcNABB1OQlKkU9MSLuY9BKR3pgT5g+ZAJQpK5JXTSTnFuHxrUfx/uEYlClFWJrK8cnIEHz5aHcdRduwY7fT8dqv0fzhTZIQRRHrz1YsYAtyt0f3yjmz+mxCYBsAwJ3comb9hZVaBia9RKQ32jvZYGyXitHeXbF3UFhWrtZ5u6/cwZB1B3H0djoAIMjDAfufHoTJIT5aWazWGH/Fp+GJ74/iu+h4LDtyRZIYqGUTAbw1sAv6t3XFM921s3BT1x7q4AFb84rNYn++ckfiaMjYcBtiItIrr/T1h7e9FWb27AAr04b/ifry5DW8dygGACAAeLFPR7zWvzPMJF6h3qOVEwLc7HH+bjaWHY2Dn4sdRnduJWlM1LLIBAEP+3nhYT+vags69ZmlqRwLBwXAw8YCgyrLmBFpC0d6iUiv+LnY4o0BXeBkqd4WxaP8vWBjZgIvW0tsf7If5g8KkDzhBSp+eH87vjfcKxcOvbLnDKJTsiSOiloqQxjlrTK1my8e6uipF3+PybjwjiIivSWKIo7fTsfOy0k4fjsdoihCoRRRUq5QtWnrYI2NE/rg4LOD0a+tq4TR1uRpa4lvx/eGhYkMxeVKPL3jJO7mFUkdFrUAcem5KFcqpQ6DSK9wegMR6aW9cclYeOAi7uT+kyS2trOEpakc4W1dEflQsOp4WBv9rZjQzdMRn0WEYvZPf+NufjGejjqJH//VH5amcqlDIyNVVKbAmE1/wcrMBO8N7YoIfy+pQ2qUMoUSf8TfQ6iXk9pPfojqoxcjvZs3b8aQIUPQtWtXjBs3Dn///XeD7R9++GEEBQVhxIgR2LlzZ402+/btQ0REBAIDAxEREYH9+/frKHoi0ra9ccmYsfNUtYQXAJJyi3AtIx/rz97CscpFa4ZgTJfWmBvmBwCITsnGf345ZzBzLMnw7IxNQlZxGe7kFsHW3FTqcBolvbAEIV/+isk/nMCuWG5LTNohedK7d+9eREZG4vnnn8fOnTvRvXt3PPfcc0hOTq61/ZYtW7Bs2TK89NJL2LNnD15++WW8++67OHjwoKrNuXPnMHfuXIwePRq7du3C6NGjMWfOHJw/f765PhYRNZIoilh8KAb1bWrmYGGKnq30v/zS/V7r3xmP+HkCAPycbSWOhoyVKIpYd6aiTFlHZ1uEt9XfpyD1cbEyh6eNJQBg+yVuVEHaIXnSu379eowfPx6PP/442rdvj/nz58PDwwNbt26ttf1PP/2EiRMnIiIiAt7e3njkkUcwYcIEfPPNN6o2GzZsQFhYGGbNmoX27dtj1qxZ6NOnDzZs2NBcH4uIGulEYgbiswvqbZNdXIYzyYa1KEwmCPhiVHdseaIv5vbzN6iFRWQ4/r6TiYupOQCAZ7r7GvR9Nr5ys5ozyVm4lZUvcTRkDCRNektLSxETE4Pw8PBqx/v164dz587VeY65uXm1YxYWFrh48SLKysoAANHR0TWu2b9//zqvSUT6IzW/WK12d9Vsp0+szUwwhGWYSIfWnb0FALAxM8HjAd4SR9M0Y7u0RuWuxBztJa2QdCFbVlYWFAoFnJ2dqx13cXFBWlpareeEh4dj+/btGDZsGAICAnDp0iXs2LEDZWVlyMrKgpubG9LT02tc09nZuc5r1sfERPLBcLXJK8u7yFnmpcnYl9qjaV962Vup1a6VvZVB/f2szeV7OZj363msHdcLbpWlzerD+1J7jLEv7+YVqTZ0eDK4LRyszRs4o+l02Y+tHa0xwMcNh2/dQ9TlJLwxqItBj1w3xBjvSX2jF9UbHryJRVGs88Z+4YUXkJaWhokTJ0IURTg7O2Ps2LFYs2YN5PJ/VkNrcs26yGQCHB2tNTpHH9jZWUodgtFgX2qPun0Z4WCF9nttcSMjr842HVxs8XBQG4P+AXgnpxARG/5Afkk5Zuw8jd+fHw5zE/UqOvC+1B5j6suVp2+gvHIy/NwhAc3680tX/TitTwccvnUPt7IKcDWvCH30rCxhFVEU8dfNe0jOLYSXnRX6t3Nr9L9PxnRP6htJk15HR0fI5XKkp1dfhZ2RkQEXl9on31tYWCAyMhKLFy9GRkYGXF1dsW3bNlhbW8PRsWJhi4uLS41rZmZm1nnNuiiVInJzCzU6R0pyuQx2dpbIzS2CQsH6jE3BvtSexvTlosFdMH3HyVoXs8kEYOGgLsjONpy/m7WxAvB0qC9WHr+GY/FpeHbzEXzxaPd6f1DyvtQeY+vLcqUSq47GAQAGt3ODm6kJsrLqnxuvDbrux0GtnWFpIkdRuQJrj16Fv516T4Ka054rd/DOgUu4dV9/+zpa452hgXikk/q7MBrbPdlc7Ows1R4dlzTpNTMzQ0BAAI4ePYrhw4erjh87dgxDhw6t91xTU1N4eHgAqKgAMXjwYMhkFR86JCQER48exdNPP61qf+TIEXTr1k3jGMvLDe/GUyiUBhm3PmJfao8mfTmigyfWjOmF9w7H1PhBsnBQAEZ08DSK/y9v9u+CuHu52H8jFVsv3Iafsy2e792xwfN4X2qPMfXl5sf7YP3ZW4jw82r2z6SrfrSUy/GwnyeiLidh5+UkvDMkUK92aqsqr/jgL+i3sgowfcdJrBnTS+M6ycZ0T+obyac3TJ8+Ha+//joCAwPRrVs3bNu2DSkpKZg0aRIAYNmyZUhNTcVHH30EALh16xYuXLiA4OBg5ObmYv369bh27Ro+/PBD1TWnTp2KyZMnY/Xq1Rg6dCgOHDiA48ePY8uWLZJ8RiLSXIS/Fx7288SJxAykFhTDw8YCvVs7G/SUhgfJZQK+eqwHRn33J+LS87D4UAw6uthiWHsPqUMjAxTo7oBlD2s+uKPvngpuC1drczwe6A1Tmf78/W+ovKJSBN47HIOH/TyN6t8tQyZ50hsREYGsrCx89dVXuHfvHvz8/LB69Wq0alXxSCAtLQ0pKSmq9kqlEuvXr8etW7dgYmKC3r17Y+vWrWjdurWqTWhoKD799FN89tln+OKLL+Dt7Y3ly5cjODi4xvsTkf4SBAF99Xi3NW2wNTfFxgl98PCGP5BZVIrZu/7GnqkD4O9iJ3VoRHqhX1tXvdtiHFCvvOKtrAKcTMpAH2/j/nfMUAgitwWqk0KhRGam7udEaYuJiQyOjtbIyirgo5EmYl9qD/tSPcdup+OJ74+iXCmirYMVfp02CI4PbL3KvtQeY+rLP27dQ4inA+wtmn+rXmPqR02tOnkN7x6KabDd/0b3wJjOrRts15L7simcnKzVntOrPxNjiIhasLA2LvjwoYqnUYN83WFjJvmDONJjoiji+O10bIqOx5TtJxC88lf8cOm21GHpXHZxKa7VU9mluXx18hreP9xwwgsAHmqUI6TmwX9ViYj0xOQQH3RwtuGjUKrX3rhkLD4UU+PRenpBiUQRNY93Dl7CujM30aOVE6L+Fd7wCTrkbW8FhRrPyX0drdG7tXPDDalZcKSXiEiPPJjwKjkDje5TVS2gtrmk7x2Owd64ZAmiah4OFqYoVShx7HY6knKat2RhQnYB7p8NOsrfC6/288eHDwWjrrV1FeUVA3A1Iw9ZRaXNFCnVh0kvEZGeSsopxMgNf+DwrXsQRRHHEtLx/blbOJaQDi7HaHnUrRZgrPfGuC7/zIv98XJSs7xnQWk53jsUg36rf8euyt3ugIpFtq/174ynQ32xZkwv+D6wEYivozXWjOmFQHd7PPH9MTy26a9mT9SpJk5vICLSQwqliCf/7xiuZeRj+o4TcLIyx53cItXrPg7WWDQ4QOMaoGS4Wnq1gDYO1ujT2hknkjLwQ0wiXuzTUWelwERRxE9XkvHOwYtIySsGAHz4Rywe9W8F+QNDu/WVV/zi+FWk5hcjNb8Yj276E1se74vObvY6iZkaxpFeIiI9JJcJWDI8CDIAReXKagkvAMRnF2DGzlPN+ji7avHUzstJOH6bo83NLTW/WK12d9VsZ4jGB3oDAK6m5+FSao5O3uNaRh6e+P4YZu06rUp4h7V3x/cTw2okvFWqyiuO6dwafbxdVMn4S3064q2BXQAAKXnFGL35Lxy7nV7rNUj3ONJLRKSn+rd1hYOlGTLrmA/YnMXva1s8xdHm5uWuZhUAY64W8GgnL8zffwGlCiW2xySiq4eD1q5dUFqOT4/GYfXp6yirnEPibW+FJcO64qGOno26piAIeLmvH9yszfHqL9HILSnHk9uO4ctHu2OUBlsUk3Yw6SUi0lMnEjPqTHirVD3ONpPLcSIxHTZmJrA1N4W1mQlszUxga24CGzNT2JibwM7ctFFbuNa11WrVaHNjtlolzfXxdoaPg3W9UxyMvVqAg4UZhrd3x56rKfjxchIWDQ6sc/RVU6/+cg47Yyvm7ZrLZXixT0e82McPlqbyJl97UlBbuFpbYMbOUygqU+C5nafx/vASPNu9XZOvTepj0ktEpKc0eZydmFOIJYcv19vu+V4d8PaQQNX3K09cw2/XUyoTZNPKhNnkvoTZFL1bO3GrVT0hCAIWDQ6o9RcQ4J9qAcb+/2FCoDf2XE3BvYIS/JWQhkG+blq57pwwf/x8JRmD27nh/WFB8HlgcVpTDW3vjh1PhmPyD8eRWVSK+fsvwNvOstGjyKQ5Jr1ERHpKk8fZNzPzIRcEKOqZZ2trXv2f/GsZeTiVlFnvtf/du0OLXjylL5SiCJkgIMLfC2vG9MJ7h2NwK+uf/y++jtZYOKhlTDUZ0s4d/dq44KEOHgh0b9yisILScqw+fQOzerWHlWnF34tOrnY49OwQ+LnYajPcakK9HLF7ygBM2nYMXT0cMLS9h87ei2pi0ktEpKc0eZzdx9sFc8P8UVyuRH5pGfJLy5FXUo780nLkl1R838nVrtq5wR4OyC8tR0FpOfIq21S0r/ivQhRRouZ2qMa8eEpqJeUKPPXDcTzaqRWmdfOtt1pAS2BuIseORm5O8WBVhhKFAm8M6KJ6XZcJb5V2TjbYM3UAbM1NtTY1g9TDpJeISE9p+jhbEARYmsphaSqHqxpPZp/p3g7P1DGnUBRFFJUrcOZOFtacudngtYx58ZSURFHE6/vO40hCOo4kpMPVyhwR/l6qagGkvqvpeZi//wL+SkhTHbuWkQ9RFJv9FwZX6+p/X7KLS/H2gUv4fEJvJmY6xJJlRER6rOpxdl3F73X1OFsQBFiZmiC8rQt8HOrPoL3trYx68ZSUvjx5Hdsu3gZQMSd0BOd/1nA3r6je16s2mBiy7qAq4W1jb4WN43tj7dheko+Ql5Qr8PT2k9h28Tb6r/gV8Vn1TyeixuMvFEREeq7qcfbp5CzkiyJsZQJ6eDo2yw/rhkabAaC0XIHU/GJ42FrqPJ6WZG9cMpYcjgFQMd/0f4/14OPw+5y5k4kFv1/EhbvZOPfvEXCr5WnDz1fuYNGBfzaY0HZVBm0wlcvQzcsRJ5IycC09DxHfHsamx/siSIvl2KgCR3qJiAyAIAgIa+uCid180LeNS7OOTtU12uxgYQoASC0owfitRxsccSP1XbibjX/vPgMRgIuVOTaO7w1bc1Opw9IrDpZmOJeSBYUo4rNjcbVumnL8dnq1DSb+mDEUr/XvrDcJLwDIBAFvDwnEe8O7AgDuFZRg7JYj+OPWPYkjMz4c6SUiogbVtXhq2dE4fHLkCm5l5SM6JRsjOdrbZCl5RZi6/QSKyhQwl8vw7fjeaNPAFJOWqL2TDXwdrXErqwDrzt7CurO3AFTfNGXegM6IvpuNOX399L402PO9O6Kduz2e3nIUBaXleOqH4/j8kVCMD/CWOjSjwaSXiIjUUtviqf+Gd4KAigRkpJ9+JxWGQKEUMT3qpKoaxmePhKJHKyeJo9JPe+OSa53/+uCmKXumDJB83q66JnXzhaUITP3hBPJLy/Hvn8/gXn4xnu/dUerQjAKnNxARUZO8Gt4JY7q0rnZMrKdeMNVNLhPwSt+K+ab/6eePsQ/0K1UQRRGLD8WgrrusatMUKSozNNUAXzfsfCocbtbmAIA9V1NQqlCvdKDURFHE8dvptU410Qcc6SUiIq06mZiBdw5ewsYJvWuUZqKGPeznhUPP2KOtg5XUoeitE4kZRr1pSqC7A3ZPGYBFBy7i04jQRm0f3tz2xiVj8aGYav9f7p9qog/0vxeJiMhgJOYU4l8/HMe5lCyM23IUaQXctEId+SVl1b73cbQ2uBHK5qTJFt2Gqo2DNb4d3wdOlmaqYyXlCuQ9cK/og71xyZix81SNX0SqpprsjUuWKLLqmPQSEZHWtLazxHM9Kja8uJaRh/Fbmfg25ERiOnqs+g2/Xk2ROhSDockW3cZCKYp4Zc9ZjN18RO2kvzlUTTWpq6Th/VNNpMakl4iItEYQBMzr3xmv9PUDULEL1oStR5FWUCJxZPopPqsAz0SdQnZxGV7acwZZRaVSh2QQqrbork/VFt3G4qcrd7Az9g4u3cvBqO/+xI3MfEnjiU3LxZbzCXg66qTaU02kxqSXiIi0ShAEvDGgM16uTHzj0vPw+PdHkV7IxPd+OcWlmLL9BDKLSiEA+PLRHnC871E21a1q05S69up4cItuYzC6UyvMDav4O5WYU4hHv/sTZ5Mzdf6+CqWIuPTcGqPL//3lHP7zyznsu3ZXrevow1QTJr1ERKR1giDgzQGd8WKfilJLV9JyMWErE98q5UolZu48jWsZeQCAd4YE4qEOHhJHZVik2qJbKoIgYN6ALvjwoWAIADKLSjF+61Hsv16RdGqjcoJSFHE9Iw87YhKx6PeLGL3pL3RcvhsD1xzE9pjEam2DK3eMc1LzFzV9mGrC6g1ERKQTgiBg/sAuEEXgy5PXcCUtFzsuJWJWrw5ShyYpURQxf/9F/BGfBgCYEuKDmT3bSxyVYapr0xRjGuF90NOhvnCzNsfzP/2NojIFnt5xElO7+eDQzXuNrpxw8GYqVp64hgt3s5FfWl5rm/Mp2dW+f7GPH17u6wd3Gwv0/fr3eqc46MtUEya9RESkM4IgYMGgLhArK6oyuQPWnrmJDecqdg8Lb+uCD4YHGXWSpmu1bZpi7CL8vfB/k/ph6vYTyCkpw/rK3ejud/8mHQ/7eSIxpxDn72bj/N1sCADmDwpQtS0pV+DY7fRq5ztZmiHYwwFBHg4I9nBAiKdjtde97P7ZfXHR4ADM2Hmq1sVs+jTVhEkvERHplCAIWFj5A1YffvBJ6Wp6HhYduAigYhe7NWN7wdQAarCS/unt7YydT4Vj2PrDUNQxlUEpAv/++QzM5QKyS/4ZwXWyNMNbA7uo/j6GeDqif1tXBHtWJLjBHg7wtrdS++9r1VST9w7H4NZ9u+T5Olpj4SD9qdPLpJeIiHTuwR+eyblFWHjgIj4eGaL2nEBj4Odiiw+GB+OTI1fw3YQ+cLBoOZ+dtC+7uKzOhLdKUbkCRffNWLAxM0EnVzvklZTDzsIUAOBpa4kfnuzXpFgMYaoJk14iImpW2cWlGL/1CG5lFSA+Kx8/PBneohLfp0N9MSGgNWzMTaUOhQycuvV6h7Zzx7iA1gj2cEA7JxvIdJSI6vtUEz5TISKiZmVvbqqqVBBzLxdPbD2KTCOuT1tcrkBSTmG1Y0x4SRvU3aTjpb4dMT7AGx2cbXWW8BoCJr1ERNSsBEHAO0MCMbNHxaK2S/dyMPH7o0a5MYMoinj1l3MYseEwTutBcX4yLi1xk46mYNJLRETNThAEvDs0ULVl8cXUHDxhhInvZ8euYkdMEjIKS/HN3zelDoeMTEvcpKMpmPQSEZEkBEHA4qFdMaP7P4nvxO+PIrvYOBLfXbF3sPSvWABAoJs9lkd0kzgiMkYtbZOOpuBCNiIikowgCHhvWFeIqKhfeyE1B8uOXMF7w4KkDq1JziZn4ZU9ZwBUzLvcOKEPrM34I5d0wxAqJ+gD/g0kIiJJCYKA94d1hSiKuJGZj7cGBjR8kh5LyinEtB0nUFyuhKWJHBvG965WyJ9IF/S9coI+YNJLRESSEwQBS4YHoVShhLmJXOpwGi2/pAxTt59AWkEJAOCLUaE1drIiImlwTi8REekFQRCqJbzF5Qq8e/AScgxoju930fG4nJYLAHhzQGc82qmVxBERURWO9BIRkd4pKVdgetRJHLp5DycSM7BtYphq9yh9NqtXB+SWlCEptwgv9/WTOhwiug+TXiIi0jumchm87awAAOdSsjDp/47h+yfCYGtuUrFYJ78Y7jYW6OOtX4t1ZIKAeQO6QCmKehUXETHpJSIiPSQTBHw4IhgiKqYMnE3OwsgNh1GuFHH7vt3NfByssWhwQLOWZRJFsVribSaXwcfRGs5W5tXiJyL9ohdJ7+bNm7F27VqkpaWhY8eOeOutt9CjR4862//0009Ys2YNEhISYGtri/79++P111+Ho2PFYoGoqCi8+eabNc67cOECzM3NaxwnIiL9IxMELB0RDFEUsel8Am5mFdRoE59dgBk7TzVbPdK9cclYfCgG8dn/xCITAGdLc0Q9FY6OzrY6j4GIGkfyhWx79+5FZGQknn/+eezcuRPdu3fHc889h+Tk5Frb//3335g3bx4mTJiA3bt347PPPsPFixexYMGCau1sbGxw5MiRan+Y8BIRGZaqxNemnhq3ShF473AMRFHUaSx745IxY+epaglv1funFZbgx5hEnb4/ETWN5CO969evx/jx4/H4448DAObPn48jR45g69atePXVV2u0P3/+PFq1aoWpU6cCALy9vTFx4kSsWbOmWjtBEODq6qr7D0BERDp1KikT+aXl9ba5lVWASduOw9veEuYmcliYyGFuIqv4r1wGG3MTPBXso2pfUFqOCzdSUVZUChMI/7Q1kcPCRAZzEzlMZYJqXq4oilh8KAbKevLqH2Pv4LX+nTmXl0hPSZr0lpaWIiYmBjNnzqx2vF+/fjh37lyt53Tr1g3Lly/HH3/8gQEDBiAjIwP79u3DwIEDq7UrLCzE4MGDoVAo0LlzZ7zyyivo0qWLxjGamEg+GK42uVxW7b/UeOxL7WFfak9L7cu0ohK12v0Rf6/O1+wtTDGtcrtjALieXoAh/9tf7/UC3Ozxx8yhAIBjCek1RngfdCurAH+nZLWoDQJa6j2pC+xL3ZM06c3KyoJCoYCzs3O14y4uLkhLS6v1nNDQUHzyySeYM2cOSktLUV5ejiFDhmDhwoWqNu3atUNkZCT8/f2Rn5+PjRs34sknn8SuXbvg4+OjdnwymQDHB/ayNgR23PlHa9iX2sO+1J6W1pcd1dzcwc/VFiYyGYrLFSgqU6C4TIHi8oo/lqYm1f49N80vbvB6lub/nJNXT0J9vzylaJA/N5qqpd2TusS+1B3JpzcAqPEoSKyn1Mv169fx/vvv49///jfCw8ORlpaGjz76CG+//TY++OADAEBISAhCQkJU54SGhmLs2LHYtGlTjbm/9VEqReTmFjbcUE/I5TLY2VkiN7cICoVS6nAMGvtSe9iX2tNS+zLQ0Rq+jta4VctCtiq+jtY4OnNYrT87RFFEmVJE1n3nt7Yyw9lXH0F6diEKS8pRolCgpFyJ4vJ//utgYaY6x1ZQb/TNViZUex9j11LvSV1gXzaOnZ2l2qPjkia9jo6OkMvlSE9Pr3Y8IyMDLi61Px76+uuvERoaihkzZgAAOnXqBEtLSzz11FOYM2cO3Nzcapwjk8nQtWtXxMfHaxxjebnh3XgKhdIg49ZH7EvtYV9qT0vsy4WDAjBj56la59TKhIrXFQoRQO2TbmWo/u+5uYkMwV5OyLI0r7cvq17r6eUIHwfreqc4+Dpao4enY4v7fwO0zHtSV9iXuiPpxBEzMzMEBATg6NGj1Y4fO3YM3bp1q/Wc4uJiyGTVw5bLK7atrGvlriiKiI2N5cI2IiIDFeHvhTVjesH3gakDvo7WzVKuTBAELBocAFkda9SqEm8uYiPSX5JPb5g+fTpef/11BAYGolu3bti2bRtSUlIwadIkAMCyZcuQmpqKjz76CAAwePBgLFy4EFu2bEH//v1x7949fPDBBwgKCoK7uzsAYOXKlQgODoaPj49qTu+VK1fw9ttvS/Y5iYioaSL8vfCwn2fFxhAFxfCwsUDv1s23I1tV4v3e4ZhqUy18Ha2xcFDzbpBBRJqTPOmNiIhAVlYWvvrqK9y7dw9+fn5YvXo1WrVqBQBIS0tDSkqKqv24ceNQUFCAzZs3Y+nSpbC1tUWfPn3w2muvqdrk5uZi0aJFSEtLg62tLbp06YJNmzYhKCio2T8fERFpjyAIklZHkDrxJqLGE0RdV/M2YAqFEpmZhrMgwcREBkdHa2RlFXA+UBOxL7WHfak97EvtYV9qB/tRe9iXjePkZK32QjYWgyMiIiIio8ekl4iIiIiMHpNeIiIiIjJ6THqJiIiIyOgx6SUiIiIio8ekl4iIiIiMHpNeIiIiIjJ6THqJiIiIyOgx6SUiIiIio8ekl4iIiIiMHpNeIiIiIjJ6THqJiIiIyOgJoiiKUgehr0RRhFJpWN0jl8ugUCilDsMosC+1h32pPexL7WFfagf7UXvYl5qTyQQIgqBWWya9RERERGT0OL2BiIiIiIwek14iIiIiMnpMeomIiIjI6DHpJSIiIiKjx6SXiIiIiIwek14iIiIiMnpMeomIiIjI6DHpJSIiIiKjx6SXiIiIiIwek14iIiIiMnpMeg3E119/jfHjx6Nbt27o27cvXnjhBdy8ebPec06ePAl/f/8af27cuNFMUeunFStW1OiTfv361XvOqVOnMG7cOHTt2hVDhw7F1q1bmyla/TZkyJBa77F333231va8J/9x+vRpzJ49G+Hh4fD398fvv/9e7XVRFLFixQqEh4cjKCgIU6ZMwbVr1xq87r59+xAREYHAwEBERERg//79uvoIeqO+viwrK8PHH3+MRx99FCEhIQgPD8frr7+O1NTUeq8ZFRVV671aUlKi648jqYbuyzfeeKNGnzzxxBMNXrel3ZcN9WNt95a/vz/WrFlT5zVb6j2pTSZSB0DqOXXqFJ566il07doVCoUCy5cvx7PPPos9e/bAysqq3nN//fVX2NjYqL53cnLSdbh6r2PHjli/fr3qe7lcXmfbxMREzJw5E48//jg+/vhjnD17Fu+++y6cnJwwYsSI5ghXb23fvh0KhUL1/bVr1zB9+nSMHDmy3vN4TwKFhYXw9/fHuHHj8NJLL9V4/ZtvvsH69evx4YcfwsfHB6tWrcL06dNr9N39zp07h7lz5+KVV17BsGHD8Pvvv2POnDnYsmULgoODdf2RJFNfXxYXF+Py5ct4/vnn0alTJ+Tm5uKDDz7A888/j6ioqHqva2Njg19//bXaMXNzc63Hr08aui8BoH///oiMjFR9b2pqWu81W+J92VA/HjlypNr3f/75J+bPn9/gz5SWeE9qE5NeA7F27dpq30dGRqJv376IiYlBz5496z3X2dkZdnZ2ugzP4Mjlcri6uqrV9vvvv4enpyfmz58PAGjfvj0uXryIdevWtfik98FkdfXq1WjTpg169epV73m8J4GBAwdi4MCBtb4miiI2btyI2bNn46GHHgIALF26FGFhYdi9ezcmTZpU63kbNmxAWFgYZs2aBaDiXj116hQ2bNiATz/9VDcfRA/U15e2trbVfsEFgAULFuDxxx9HcnIyvLy86ryuIAhq/zthLOrryypmZmYa9UtLvC8b6scH++/AgQPo3bs3vL29671uS7wntYnTGwxUXl4eAMDe3r7BtmPGjEF4eDimTZuGEydO6Do0g5CQkIDw8HAMGTIEc+fORWJiYp1to6Oja0x/6N+/Py5duoSysjJdh2owSktL8dNPP2H8+PEQBKHetrwn65eUlIS0tDSEh4erjpmZmaFnz544d+5cnedFR0dXOweouFfrO6clys/PhyAIDf7iVVhYiMGDB2PAgAGYNWsWLl++3EwR6rdTp06hb9++GDFiBBYsWICMjIx62/O+rF96ejr++OMPTJgwocG2vCebhiO9BkgURURGRqJ79+7w8/Ors52rqyvee+89BAQEoLS0FLt27cLTTz+N7777rsHRYWMWFBSEpUuXwsfHBxkZGVi1ahUmTZqE3bt3w9HRsUb79PR0uLi4VDvm7OyM8vJyZGVlwc3NrblC12u///478vLyMHbs2Drb8J5UT1paGoCK++x+Li4uSE5OrvO89PT0Guc4OzurrkdASUkJPvnkE4waNarOaSIA0K5dO0RGRsLf3x/5+fnYuHEjnnzySezatQs+Pj7NF7CeGTBgAEaOHAkvLy8kJSXh888/x7Rp0xAVFQUzM7Naz+F9Wb8ff/wR1tbWqqc6deE92XRMeg3Q4sWLcfXqVWzZsqXedu3atUO7du1U33fr1g13797F2rVrW3SC8eAjp5CQEAwfPhw7d+7E9OnTaz3nwZFLURRrPd6S7dixAwMGDIC7u3udbXhPaqau+07Tc3ifVigrK8PcuXMhiiLeeeedetuGhIQgJCRE9X1oaCjGjh2LTZs2YcGCBboNVI9FRESovvbz80NgYCCGDBmCw4cP15u08b6s244dO/Doo482ODeX92TTcXqDgXnvvfdw8OBBbNiwAR4eHhqfHxwcjISEBB1EZrisrKzg5+eH+Pj4Wl93cXGpMSKRmZkJExMTODg46D5AA3Dnzh0cO3ZMrcdzD+I9WVPVnL309PRqxzMyMmo8dbifi4tLjXMyMzPrPaelKCsrw5w5c5CUlIR169bVO8pbG5lMhq5du9b570RL5ebmBi8vr3r7hfdl3f7++2/cunULjz/+uMbn8p7UHJNeAyGKIhYvXozffvsNGzZsaHCye11iY2M5Cf4BpaWluHHjRp39EhISgmPHjlU7duTIEQQGBja4armliIqKgrOzMwYNGqTxubwna2rdujVcXV1x9OhR1bHS0lKcPn0a3bp1q/O8kJCQaucAFfdqfee0BFUJb0JCAr799ttapzE1RBRF3qu1yMrKQkpKSr3TvHhf1m379u0ICAhAp06dND6X96TmOL3BQLz77rvYvXs3vvrqK1hbW6tGHm1tbWFhYQEAWLZsGVJTU/HRRx8BAL799lu0bt0aHTp0QFlZGX766Sfs27cPK1askOxz6IOlS5di8ODB8PT0RGZmJlatWoX8/HzVXNQH+3HSpEnYvHkzIiMj8cQTT+DcuXPYsWMHli1bJuXH0BtKpRJRUVEYM2YMTEyq/5PCe7JuBQUFuH37tur7pKQkxMbGwt7eHl5eXpg6dSq+/vpr+Pj4oG3btvj6669hYWGBUaNGqc55/fXX4e7ujldffRUAMHXqVEyePBmrV6/G0KFDceDAARw/frzBqVCGrr6+dHNzw8svv4zLly/j66+/hkKhUP37aW9vr5qH+mBfrly5EsHBwfDx8VHNn7xy5Qrefvvt5v+Azai+vrS3t8fKlSvx0EMPwdXVFXfu3MHy5cvh6OiIYcOGqc7hfdnw32+gYkHlr7/+innz5tV6Dd6T2sek10BUbYYwZcqUascjIyMxbtw4ABWLX1JSUlSvlZWVYenSpUhNTYWFhQX+v737d2k7jQM4/mkmBx1UdBGX4iAOKoL4Z4hUEBREaUUHJzcRgk6KQ6JGRK06iB3q5NCujm5uDuIooqKLv1Cc0ql31/Ou7XDmy33zem0hBD55eALv5Js8aWpqivX19V8eR5N2l5eXMTExETc3N1FdXR3t7e2xu7sbDQ0NEfFyHRsbG2N9fT1mZ2fj06dPUV9f/1vnKZaLg4ODOD8/j3fv3r24z578d0dHRzE4OPjH7e/nnvb09MTc3FyMjIzE8/NzzMzMxO3tbbS1tb24LH9xcRGZzJ8X7Do6OiKXy8XCwkIsLS1FY2Nj5PP51J6F+t3P1nJ8fDz29/cjIqK7u/uHx21vb0dXV1dEvFzLu7u7yGazcX19HVVVVdHS0hI7OzvR2tr62k8nUT9by+np6Tg5OYm9vb24v7+Purq66Orqinw+b1/+za9e3xERX79+jWKx+MMb2b+yJ/97b4q/88sIAAD4H/OdXgAAUk/0AgCQeqIXAIDUE70AAKSe6AUAIPVELwAAqSd6AQBIPdELkHKFQuEf//J1fn4+mpub4/PnzwlMBVBaohegDOVyudjc3IxsNht9fX1JjwPw6kQvQJlZXFyMtbW1yGaz0d/fn/Q4ACUhegHKyPLycqysrMTU1FQMDAwkPQ5AyYhegDKxuroahUIhJicnY3BwMOlxAEpK9AKUgcfHx8jn89Hb2xtDQ0NJjwNQcqIXoAxUVFREZ2dnfPnyJQ4PD5MeB6DkRC9AGchkMrG6uhpv376NsbGxOD4+TnokgJISvQBlorKyMjY2NqKmpiY+fPgQp6enSY8EUDKiF6CM1NbWxtbWVmQymRgeHo6rq6ukRwIoCdELUGYaGhpia2srHh4e4v3793F7e5v0SACvTvQClKGmpqb4+PFjnJ2dxejoaDw9PSU9EsCrelMsFotJDwEAAK/JJ70AAKSe6AUAIPVELwAAqSd6AQBIPdELAEDqiV4AAFJP9AIAkHqiFwCA1BO9AACknugFACD1RC8AAKknegEASL1v9IiOpGIez0IAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":"main_kmeans = KMeans(n_clusters=4, random_state=42)\ny_kmeans = main_kmeans.fit_predict(df_kmeans)\nmain_cluster_kmeans = pd.DataFrame(data = main_kmeans.cluster_centers_, columns= [main_pca_df2.columns])","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:37:25.648595Z","iopub.execute_input":"2023-04-02T22:37:25.649039Z","iopub.status.idle":"2023-04-02T22:37:26.966482Z","shell.execute_reply.started":"2023-04-02T22:37:25.648999Z","shell.execute_reply":"2023-04-02T22:37:26.965392Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"indexes=pd.Index(['Cluster_0','Cluster_1','Cluster_2','Cluster_3'])\ncenters = main_pca.inverse_transform(main_kmeans.cluster_centers_)\nnew_centers_kmeans = np.exp(centers)\nnew_centers_kmeans = pd.DataFrame(new_centers_kmeans,\n columns=df2.columns,index=indexes)\nnew_centers_kmeans","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:37:32.916227Z","iopub.execute_input":"2023-04-02T22:37:32.916630Z","iopub.status.idle":"2023-04-02T22:37:32.946062Z","shell.execute_reply.started":"2023-04-02T22:37:32.916596Z","shell.execute_reply":"2023-04-02T22:37:32.944448Z"},"trusted":true},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime \\\nCluster_0 1.0 1.0 1.919124 1.055504 0.426131 0.424743 \nCluster_1 1.0 1.0 0.545029 0.967252 0.775580 0.789048 \nCluster_2 1.0 1.0 0.271929 1.024361 3.666866 3.627832 \nCluster_3 1.0 1.0 2.925974 0.937474 1.223928 1.218992 \n\n bidPri1 bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 \\\nCluster_0 1.942522 1.942623 1.942623 1.942623 ... 1.121117 1.488488 \nCluster_1 0.548116 0.548149 0.548149 0.548149 ... 0.698313 0.764525 \nCluster_2 0.267536 0.267516 0.267516 0.267516 ... 1.911091 1.075632 \nCluster_3 2.904389 2.904196 2.904196 2.904196 ... 0.660990 0.709790 \n\n askQty5 openPri highPri lowPri refPri upPri dnPri \\\nCluster_0 1.260830 1.0 0.464626 2.035396 1.0 1.0 1.0 \nCluster_1 0.566173 1.0 0.736320 1.183263 1.0 1.0 1.0 \nCluster_2 0.895626 1.0 2.721164 0.325678 1.0 1.0 1.0 \nCluster_3 1.530873 1.0 1.551908 0.924188 1.0 1.0 1.0 \n\n label \nCluster_0 1.121795 \nCluster_1 1.085415 \nCluster_2 0.847649 \nCluster_3 0.912481 \n\n[4 rows x 33 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
Cluster_01.01.01.9191241.0555040.4261310.4247431.9425221.9426231.9426231.942623...1.1211171.4884881.2608301.00.4646262.0353961.01.01.01.121795
Cluster_11.01.00.5450290.9672520.7755800.7890480.5481160.5481490.5481490.548149...0.6983130.7645250.5661731.00.7363201.1832631.01.01.01.085415
Cluster_21.01.00.2719291.0243613.6668663.6278320.2675360.2675160.2675160.267516...1.9110911.0756320.8956261.02.7211640.3256781.01.01.00.847649
Cluster_31.01.02.9259740.9374741.2239281.2189922.9043892.9041962.9041962.904196...0.6609900.7097901.5308731.01.5519080.9241881.01.01.00.912481
\n

4 rows × 33 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"scaler2= MinMaxScaler()\ndf_scaled=pd.DataFrame(scaler2.fit_transform(new_centers_kmeans), \n columns = scaler2.feature_names_in_,index=indexes);df_scaled","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:37:37.603734Z","iopub.execute_input":"2023-04-02T22:37:37.604132Z","iopub.status.idle":"2023-04-02T22:37:37.635326Z","shell.execute_reply.started":"2023-04-02T22:37:37.604096Z","shell.execute_reply":"2023-04-02T22:37:37.634199Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":" matchDate symbol matchPri matchQty tolMatchQty matchTime \\\nCluster_0 0.0 0.0 0.620636 1.000000 0.000000 0.000000 \nCluster_1 0.0 0.0 0.102899 0.252296 0.107830 0.113736 \nCluster_2 0.0 0.0 0.000000 0.736148 1.000000 1.000000 \nCluster_3 0.0 0.0 1.000000 0.000000 0.246178 0.247964 \n\n bidPri1 bidPri2 bidPri3 bidPri4 ... askQty3 askQty4 \\\nCluster_0 0.635222 0.635309 0.635309 0.635309 ... 0.368072 1.000000 \nCluster_1 0.106407 0.106434 0.106434 0.106434 ... 0.029856 0.070291 \nCluster_2 0.000000 0.000000 0.000000 0.000000 ... 1.000000 0.469813 \nCluster_3 1.000000 1.000000 1.000000 1.000000 ... 0.000000 0.000000 \n\n askQty5 openPri highPri lowPri refPri upPri dnPri \\\nCluster_0 0.720076 0.0 0.000000 1.000000 0.0 0.0 0.0 \nCluster_1 0.000000 0.0 0.120403 0.501594 0.0 0.0 0.0 \nCluster_2 0.341509 0.0 1.000000 0.000000 0.0 0.0 0.0 \nCluster_3 1.000000 0.0 0.481836 0.350063 0.0 0.0 0.0 \n\n label \nCluster_0 1.000000 \nCluster_1 0.867297 \nCluster_2 0.000000 \nCluster_3 0.236488 \n\n[4 rows x 33 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
matchDatesymbolmatchPrimatchQtytolMatchQtymatchTimebidPri1bidPri2bidPri3bidPri4...askQty3askQty4askQty5openPrihighPrilowPrirefPriupPridnPrilabel
Cluster_00.00.00.6206361.0000000.0000000.0000000.6352220.6353090.6353090.635309...0.3680721.0000000.7200760.00.0000001.0000000.00.00.01.000000
Cluster_10.00.00.1028990.2522960.1078300.1137360.1064070.1064340.1064340.106434...0.0298560.0702910.0000000.00.1204030.5015940.00.00.00.867297
Cluster_20.00.00.0000000.7361481.0000001.0000000.0000000.0000000.0000000.000000...1.0000000.4698130.3415090.01.0000000.0000000.00.00.00.000000
Cluster_30.00.01.0000000.0000000.2461780.2479641.0000001.0000001.0000001.000000...0.0000000.0000001.0000000.00.4818360.3500630.00.00.00.236488
\n

4 rows × 33 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"df_scaled.plot(kind='bar',figsize = (15,5));","metadata":{"execution":{"iopub.status.busy":"2023-04-02T22:37:43.044959Z","iopub.execute_input":"2023-04-02T22:37:43.045377Z","iopub.status.idle":"2023-04-02T22:37:43.923805Z","shell.execute_reply.started":"2023-04-02T22:37:43.045338Z","shell.execute_reply":"2023-04-02T22:37:43.922623Z"},"_kg_hide-input":true,"trusted":true},"execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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just wanted to check how Kaleido, Kneed and Yellowbrick libraries. However, the original code removed Country, then worked with df_without_country. Besides, I had some issues that I wasn't able to fix too.","metadata":{}},{"cell_type":"markdown","source":"#Acknowledgements:\n\nReza Semyari https://www.kaggle.com/code/rezasemyari/country-clustering-kmeans-by-using-pca/notebook","metadata":{}}]}