PERCI-BSCS3A-ASSESSMENT-TASK-6.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"1TTEOU-sONlVi28y0DwqgcWrkZheXfYI6","timestamp":1711455944883}],"authorship_tag":"ABX9TyMWo1RuUUyytPylTOHEtSLh"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **Predicting Feedback on Online Food Orders Using Logistic Regression**"],"metadata":{"id":"I1pRN0BnmB2P"}},{"cell_type":"markdown","source":["# *Import Libraries*"],"metadata":{"id":"rkecaMklmK5p"}},{"cell_type":"code","execution_count":131,"metadata":{"id":"zbjwNaTDhLDS","executionInfo":{"status":"ok","timestamp":1711461982013,"user_tz":-480,"elapsed":554,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}}},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n","from sklearn.preprocessing import StandardScaler\n","\n","from sklearn.preprocessing import LabelEncoder"]},{"cell_type":"markdown","source":["# **Part 1: Data Loading and Preprocessing**"],"metadata":{"id":"RvV8FAw9uyNc"}},{"cell_type":"markdown","source":["# *1. Load the Dataset*"],"metadata":{"id":"GMVFeixCmrZt"}},{"cell_type":"code","source":["df = pd.read_csv('onlinefoods.csv')\n","\n","print(df.head())\n","\n","print('-' * 67)\n","\n","print(df.describe())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kYqPNSkBjcT_","executionInfo":{"status":"ok","timestamp":1711461982573,"user_tz":-480,"elapsed":10,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"1c913256-3856-4028-f53b-7ef6a70a5958"},"execution_count":132,"outputs":[{"output_type":"stream","name":"stdout","text":["   Age  Gender Marital Status Occupation  Monthly Income  \\\n","0   20  Female         Single    Student       No Income   \n","1   24  Female         Single    Student  Below Rs.10000   \n","2   22    Male         Single    Student  Below Rs.10000   \n","3   22  Female         Single    Student       No Income   \n","4   22    Male         Single    Student  Below Rs.10000   \n","\n","  Educational Qualifications  Family size  latitude  longitude  Pin code  \\\n","0              Post Graduate            4   12.9766    77.5993    560001   \n","1                   Graduate            3   12.9770    77.5773    560009   \n","2              Post Graduate            3   12.9551    77.6593    560017   \n","3                   Graduate            6   12.9473    77.5616    560019   \n","4              Post Graduate            4   12.9850    77.5533    560010   \n","\n","  Output   Feedback Unnamed: 12  \n","0    Yes   Positive         Yes  \n","1    Yes   Positive         Yes  \n","2    Yes  Negative          Yes  \n","3    Yes   Positive         Yes  \n","4    Yes   Positive         Yes  \n","-------------------------------------------------------------------\n","              Age  Family size    latitude   longitude       Pin code\n","count  388.000000   388.000000  388.000000  388.000000     388.000000\n","mean    24.628866     3.280928   12.972058   77.600160  560040.113402\n","std      2.975593     1.351025    0.044489    0.051354      31.399609\n","min     18.000000     1.000000   12.865200   77.484200  560001.000000\n","25%     23.000000     2.000000   12.936900   77.565275  560010.750000\n","50%     24.000000     3.000000   12.977000   77.592100  560033.500000\n","75%     26.000000     4.000000   12.997025   77.630900  560068.000000\n","max     33.000000     6.000000   13.102000   77.758200  560109.000000\n"]}]},{"cell_type":"markdown","source":["# *2. Identify Missing Values*"],"metadata":{"id":"73o-UQC0vXtU"}},{"cell_type":"code","source":["# There was no missing value on the dataset"],"metadata":{"id":"Lo7Dio2mv-2n","executionInfo":{"status":"ok","timestamp":1711461982573,"user_tz":-480,"elapsed":8,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}}},"execution_count":133,"outputs":[]},{"cell_type":"markdown","source":["# *3. Encode Categorical Variables*"],"metadata":{"id":"sytfZtF1oFdS"}},{"cell_type":"code","source":["df_dummies = pd.get_dummies(df, drop_first=True)\n","df_dummies['Feedback_'] = df['Feedback'].apply(lambda x: 1 if x == 'Positive' else 0).astype(int)"],"metadata":{"id":"xE3VTedfkKBl","executionInfo":{"status":"ok","timestamp":1711461982573,"user_tz":-480,"elapsed":8,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}}},"execution_count":134,"outputs":[]},{"cell_type":"markdown","source":["# *4. Feature Selection*"],"metadata":{"id":"qiq110GboUZu"}},{"cell_type":"code","source":["X = df_dummies.drop([\"Feedback_\", \"Feedback_Positive\"], axis = 1)\n","y = df_dummies[\"Feedback_\"]"],"metadata":{"id":"UALSPOrqoZqq","executionInfo":{"status":"ok","timestamp":1711461982573,"user_tz":-480,"elapsed":8,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}}},"execution_count":135,"outputs":[]},{"cell_type":"markdown","source":["# **Part 2: Exploratory Data Analysis (EDA)**"],"metadata":{"id":"SQ3sowWL1CeF"}},{"cell_type":"markdown","source":["# *1. Descriptive Statistics*"],"metadata":{"id":"O8Mv_nvj1JIF"}},{"cell_type":"code","source":["numeric_cols = df[['Age', 'Family size', 'Pin code', 'latitude', 'longitude']]\n","numerical_stats = numeric_cols.describe()\n","\n","print(numerical_stats)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IFGsA4jH1Ixm","executionInfo":{"status":"ok","timestamp":1711461982573,"user_tz":-480,"elapsed":8,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"f0a5df91-1cd2-4f34-a78a-b6ef996f3bfe"},"execution_count":136,"outputs":[{"output_type":"stream","name":"stdout","text":["              Age  Family size       Pin code    latitude   longitude\n","count  388.000000   388.000000     388.000000  388.000000  388.000000\n","mean    24.628866     3.280928  560040.113402   12.972058   77.600160\n","std      2.975593     1.351025      31.399609    0.044489    0.051354\n","min     18.000000     1.000000  560001.000000   12.865200   77.484200\n","25%     23.000000     2.000000  560010.750000   12.936900   77.565275\n","50%     24.000000     3.000000  560033.500000   12.977000   77.592100\n","75%     26.000000     4.000000  560068.000000   12.997025   77.630900\n","max     33.000000     6.000000  560109.000000   13.102000   77.758200\n"]}]},{"cell_type":"markdown","source":["# 2. Visualizations:"],"metadata":{"id":"qGuckkH42LCB"}},{"cell_type":"code","source":["# Distribution of Age\n","plt.figure(figsize=(8, 6))\n","sns.histplot(data=df, x='Age', hue='Output', kde=True, bins=20)\n","plt.title('Distribution of Age and Feedback')\n","plt.xlabel('Age')\n","plt.ylabel('Density')\n","plt.legend(title='Feedback')\n","plt.show()\n","\n","# Proportions of Feedback across Monthly Income Levels\n","plt.figure(figsize=(8, 6))\n","sns.countplot(data=df, x='Monthly Income', hue='Output')\n","plt.title('Proportions of Feedback across Monthly Income Levels')\n","plt.xlabel('Monthly Income')\n","plt.ylabel('Count')\n","plt.legend(title='Feedback')\n","plt.xticks(rotation=45)\n","plt.show()\n","\n","# Heatmap\n","corr_matrix = df.corr()\n","\n","plt.figure(figsize=(10, 8))\n","sns.heatmap(corr_matrix, annot=True, cmap=\"coolwarm\", linewidths=0.5, square=True)\n","plt.title(\"Correlation Matrix Heatmap\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"96CA6nxC2N92","executionInfo":{"status":"ok","timestamp":1711461984013,"user_tz":-480,"elapsed":1444,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"847fd851-d39c-4588-fffa-28a5f8a30262"},"execution_count":137,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["<ipython-input-137-f1d6d6632494>:21: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n","  corr_matrix = df.corr()\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 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YoV69emnt2rX69NNP3VfX/9WkSRNFRUVp0qRJCg8PV2hoqLp3737cOR4lmTNnjt58802NHTvWvQzqlClT1K9fPz3++ON6/vnny7W///LGG2/ojDPOULt27XTLLbeocePGSkpK0uLFi7V37173fQYq+ziU5IILLtDHH3+syMhItW7dWosXL9asWbNKncOQn5+vAQMG6Morr9SmTZv05ptv6owzztBFF110wrEAQJXht/WNAJRo8+bN5i233GLGx8ebQUFBZnh4uNm7d2/ztdde81j2saCgwBw3bpzZqFEjMzAw0IyNjTXHjBnj0cc0XcuOnn/++cXe599lR7/++usS41i5cqV56aWXmrVq1TJtNpsZFxdnXnnllebs2bPdfUpadvSPP/4we/ToYQYHB5sxMTHmqFGj3MtDzp07193vyJEj5tChQ82oqChTknsJ0pKWHTVN05w1a5bZu3dvMzg42IyIiDAvvPBCc/369R59/l12NDk52aO9pDhLcvSyo6UpbdnRBx54wKxfv74ZHBxs9u7d21y8eHGJy4VOnz7dbN26tRkQEODxOfv27Wu2adOmxPc8ej8ZGRlmXFyc2blzZ7OgoMCj3/33329aLBZz8eLFx/0Mksy77rqrxNf+PVZHLztqmqa5bds2c9iwYWa9evXMwMBAs0GDBuYFF1xgfvPNN5VyHEr7PT72sxw6dMgcMWKEWbt2bTMsLMwcNGiQuXHjRjMuLs4cPnx4sc/5+++/m7feeqtZo0YNMywszLz22ms9lrcFgOrAMM1yzLIDAOAU8MEHH2jEiBH666+/1LVrV3+HAwB+xRwCAAAAoBojIQAAAACqMRICAAAAoBojIQAAVDs33HCDTNNk/gAAn5s/f74uvPBCxcTEyDAMfffdd/+5zbx589S5c2fZbDY1bdpUH3zwgU9jJCEAAAAAfCQrK0sdOnTQG2+8Uab+O3bs0Pnnn6/+/ftr1apVuu+++3TzzTfrl19+8VmMrDIEAAAAVALDMPTtt99qyJAhpfYZPXq0ZsyYob///tvddvXVVys9PV0///yzT+KiQgAAAACUUV5enjIyMjwe3rxL/OLFizVw4ECPtkGDBmnx4sVee49jcadiAAAAVCkzAlv47b3/evQajRs3zqNt7NixeuKJJ7yy/wMHDig6OtqjLTo6WhkZGcrJyVFwcLBX3udoJ1VC4M8fLirP+QWb9PF8f0eBynB9H+mBN7P8HQYqwUt3hmrsRwX+DgOVZNywQL39q7+jQGW47Rx/R3DyGTNmjBISEjzabDabn6LxjpMqIQAAAABOZjabzacJQL169ZSUlOTRlpSUpIiICJ9UByQSAgAAAFQxRqDh7xB8pmfPnpo5c6ZH22+//aaePXv67D2ZVAwAAAD4yJEjR7Rq1SqtWrVKkmtZ0VWrVmn37t2SXEOQhg0b5u5/++23a/v27Ro1apQ2btyoN998U1999ZXuv/9+n8VIhQAAAABViiWg6lQIli1bpv79+7uf/zv/YPjw4frggw+0f/9+d3IgSY0aNdKMGTN0//3365VXXlHDhg313nvvadCgQT6LkYQAAAAA8JF+/frpeLf9KukuxP369dPKlSt9GJUnEgIAAABUKUYgo969iaMJAAAAVGMkBAAAAEA1xpAhAAAAVClVaVJxVUCFAAAAAKjGqBAAAACgSjmVb0zmD1QIAAAAgGqMhAAAAACoxhgyBAAAgCqFScXeRYUAAAAAqMaoEAAAAKBKYVKxd1EhAAAAAKoxEgIAAACgGmPIEAAAAKoUJhV7FxUCAAAAoBqjQgAAAIAqxbBSIfAmKgQAAABANUaFAAAAAFWKhQqBV1EhAAAAAKoxEgIAAACgGmPIEAAAAKoUw8KQIW+iQgAAAABUY1QIAAAAUKUYVq5pexNHEwAAAKjGSAgAAACAaowhQwAAAKhSuA+Bd1EhAAAAAKoxKgQAAACoUlh21LuoEAAAAADVGBUCAAAAVCnMIfAuKgQAAABANUZCAAAAAFRjDBkCAABAlWIwZMirqBAAAAAA1RgVAgAAAFQphoVr2t7E0QQAAACqMRICAAAAoBpjyBAAAACqFO5U7F1UCAAAAIBqjAoBAAAAqhTuVOxdVAgAAACAaowKAQAAAKoU5hB4FxUCAAAAoBqrcEKQn5+vTZs2qbCw0JvxAAAAAKhE5U4IsrOzddNNNykkJERt2rTR7t27JUl33323nnvuOa8HCAAAABzNsFj89jgVlftTjRkzRqtXr9a8efNkt9vd7QMHDtSXX37p1eAAAAAA+Fa5JxV/9913+vLLL9WjRw8ZRtGEjjZt2mjbtm1eDQ4AAAA4FpOKvavcFYLk5GTVrVu3WHtWVpZHggAAAADg5FfuhKBr166aMWOG+/m/ScB7772nnj17ei8yAAAAAD5X7iFDzz77rAYPHqz169ersLBQr7zyitavX69Fixbp999/90WMp5SaZ3RV4wduUmTntrLH1NWyy+5U0vez/R0WymnZ3E+1+Jf3deRwsqJjW2rQNY+rQaP2JfZNTtyi379/Vft3rdPh1ESdfdUYdR94g0ef1x4+S4dTE4tt26XfUA2+dqwvPgIk9W4boH4dAxUeYmhfqlPfLsjXnoPOUvu3b2LV4G5BqhFuKOWwqR8X52vjbodHn0GnB6pH6wAF2wzt2O/U1Pl5SjlsevRpFWfV2V0DFVPLooJCafs+h6b8nOfR5/QWAerTMVB1Ig3l5ktrthVq2oJ87314qFsLi3q1sSgsWEpKMzXzT6cSU81S+7eOM3RWR6uiwqS0DOm3FQ5tSSy5/wXdLTq9hVU//eXQkg2u36n4aEMjBpX8v923ZxRq33HeG963av6nWjb7fWVlJKtOg5bqf/njqh9f8vd4yv4tWjTjVR3cs04ZaYnqd+kYde5/Q6n7/vPXd7Twh5fUqd8w9b/sUR99guqNOxV7V7krBGeccYZWrVqlwsJCtWvXTr/++qvq1q2rxYsXq0uXLr6I8ZRiDQ1RxppN+vuecf4OBRW07q+Z+u2r8Trzwrt08+PfKrphS30+8SZlZaSW2L8gP0dRtRvqrEsfUFhknRL73PjoN7rvxYXux9D7p0iSWnU912efo7rr2NSqi3oH6ddlBXr56xztS3Hq1gvsCgsuuX98PYuuO9umpRsKNeHrHP29o1AjBttUr2bR/5T6dwrUme0D9c3v+Xplao7yC03deoFdAdai/bRrbNXQATb9tbFQL36Zo9e/zdGKLZ7LN/fpEKDB3QM1Z0W+XvgiR2//kKNNezwTD5yYNvGGBnW1aN5qh97+sVAHDknXD7Qq1F5y/9g6hi4/06qVW52a9GOhNu5x6up+VtWNKt63ZayhhnUsysj2PMHfk2zqha8KPB7LtziVlmmSDFSyTctn6vdvx6vH4Lt03ahvVadBS0178yZlZ5b8PV6Yn6PI2g11xkUPKDSi5O/xfx3YtUZr/vhCtWNa+CJ0wCcqtHZSkyZN9O677+rPP//U+vXr9cknn6hdu3beju2UlPzLfG0eO1FJ02f5OxRU0NLfpqjTmVeqY+/LVCemqc67bpwCg+xa9cfUEvvHNGqvgVeMVptu58saEFRin9DwmgqLrON+bF0zVzXqnKa45t18+VGqtT4dArVkfaH+2liopEOmpv6er4JCU91aBpbY/8z2gdq026F5qwp08JCpn/8sUGKyU73bFfXv0z5As5bna91Oh/anmvp8dp4iQg21beTKCCyGNOSMIP2wOF+L1xUq5bCppEOmVm8rOtkPtkmDuwXp89l5WrnFodQMU/tTTa3bSULgTb1aWbR8i1OrtplKPiz9uMShAofUqWnJ/1vs0cqirftM/bHOqZTD0pxVTu1PM9WthWf/8GDpvG5WTV1QKMcxxSaHUzqSW/TIzpNaNDS0amvpVSn4xvK5U9S255Vq2+My1arfVAOvGqeAILv+Xlzy93i9uPbqO2S0WnYp/XtckvLzsjTzw4d09jVPyx4S6avwIdekYn89TkXlTggyMjJKfGRmZio/n3I2Tm2Ownzt37VOjVr1crcZFoviW/VS4raVXnuPtUu/V4felzFR30esFqlhHYu27C06yTYlbd7rUFy9kr8W46It2rzX86R80x6H4qNd/WtGGIoItWjznqKTu9x8aXeSU3H1XAlBgzoWRYVZZJpSwhV2jR0erJvP96wyNG9olWFIEWEWjbomWI8PC9b159gUFcbvgrdYLVL9Woa27y+6Km9K2r7fVGydko9zwzqe/SVp2z5TsXWKfl8MSZeeYdWidU4lH/7vOFrEGgqxSSu3kRBUJkdhvpL2rFNcC8/v8bgWvbR/54l9j8/56kk1btNXcS17/Xdn4CRS7oQgKipKNWrUKPaIiopScHCw4uLiNHbsWDmdfMHh1JN95JBMp0OhEbU82sMiaulIRopX3mPTylnKzc5Uh96XeGV/KC7UbshqMZR5zJCOIzmmwkNKPiEMDzF05Jj+mdmmwkNcX6MR/2yXmXNMnxzT/VqtCNd/zzk9UL8tL9D7M/OUkyfdeXGwgm36p49FhiEN7Byo6Qvz9eEveQqxGbrtQrusp+b9cCpdiE2yWgwdyfFsP5JjKqyUIUNhdtfrHv1z5THE7Iy2FjlNacnGsv3/r3NTV9UhI7s80eNE5WS5vsdDjvkeDwmvpawT+B7fuHyGkvas1xkXPXCiIaIMuDGZd5X7U33wwQeKiYnRI488ou+++07fffedHnnkETVo0EBvvfWWbr31Vr366qvHvWtxXl5esQpDXl5eqf2B6mTVwqlq2raPwqOi/R0KvOzfgs/s5QVau92hvclOfTEnT6akDk0C3H0CrIa+XZivTXsc2p3k1Ce/5ap2pKGmDayl7xx+Vb+m1L2VRd/9UbahXREhUtMYQysYLnRKyDy0X/OmPqPzhr+ggECbv8MByq3cqwx9+OGHeumll3TllVe62y688EK1a9dOb7/9tmbPnq3TTjtNzzzzjB555JES9zF+/HiNG+c5qXbs2LE6vbzBAJUsJKyGDIu12ATiIxmpCouofcL7T09N1I4Ni3T5na+d8L5QuqxcUw5n8WpAWHDxqsG/MrNNhR3TPzzEUGa264Tu3wmk4cfsIzzYUGLqP32yXO1JaUUngQ6nlJrhVI1ww2M/R/fJynU9GDbkHdl5ksNpFptAHhZs6Ehuydu4qgGGXIOL/ulvl7vKEBdtUahduv+yov+tWi2GBnWxqEcriyZO85w43qmJRdl50qY9TCaubMGhru/x7GO+x7MzUxVawe/xpN3rlJ2Zqk+ev9TdZjod2rvtL62a/6nufXmtLBYSepy8yp0QLFq0SJMmTSrW3qlTJy1evFiSayWi3bt3l7qPMWPGKCEhwaPNZrNp1jOflzccoFJZA4JUP66NdmxYrBadBkqSTKdTOzcsVtezrjvh/a/+Y5pCI2qpWbt+J7wvlM7hlPYmO9WsgVV/73Bd0TUkNWto1R9rC0vcZleSU80aWrVgTdHrzWOt2pnkOnFPyzCVkeVUs4YW7fsnAbAFSqdFW7RoXYEk13sWFJqqU8OiHQdcfSwWqWa4RYcyXfvdsd8VT90oQ4f/SSCCbVKoXTp0hJNHb3A4pf2pphrXN7TxnxNyQ1Kjeob+3FTyFfu9yaYa1zO0ZENRW+P6hvYku/qv3u7U9v2e214/MECrtzu1soQqQMemFq3e7pSTH2mlswYEKTq2jXZvXqymHYq+x3dvXqyOZ1bse/y0Fj00bMwPHm2/fDpGNaMb6/SBt5AM+MCpOrnXX8qdEMTGxur9998vNiTo/fffV2xsrCQpNTVVNWrUKHUfNptNNlv1LKlZQ0MU2vQ09/OQRg0V0aGl8tMOK3fPfj9GhrLqfvYIfT95tOrHt1WDRu21dNaHKsjPUYferitD098fpfAa0TrrUtc4UkdhvpL3bXP/O/NQkg7s3qAge4hq1o1z79d0OrX6j2lq33OILNZy/2minOavLtDVZ9m0J9mp3Qcd6tM+UEEBhv7c6Dp5v2ZAkA5nmZq5xPV8wZoC3XmxXX07BGjDLoc6NgtQwzoWfT2vaLjj/DWFGtglSCmHTaVmODW4W5Ayskx30pFXIC1eV6hBpwcq/YipQ5lO9e/oWqVo9TZXQpBy2NTf2wt18Rk2ffN7nnLzTZ3XI0gH001tTWSlIW9ZtMGpS3pblZhiKjHVVM9WFgUFyH3yfklvqzKzTc1a6Xq+ZINTIwZZ1au1RZv3OtW2kUUxtQz9sMT1M8nJcz2O5nC6KgipGZ7tjeoZqhluaMUWhgv5S5f+I/TzJ6MVfVpb1YtrrxXzPlRBXo7a9HB9j//00SiFRUXrzIuKvsdTDxz1PX44SQf3blCgLUQ16sQpyB6m2jHNPd4jMChE9tCoYu3AyajcZx0vvviirrjiCv300086/XTXIJ9ly5Zpw4YNmjrVtVzXX3/9pauuusq7kZ4iIru0Vc/ZH7uft37RNaxqz0fTtOamMf4KC+XQ5vTzlJ2Zpt+nv6qsjGRFx7bSNfe+5x4ydDhtvwyjaHpOZvpBvffUEPfzJb9O1pJfJ+u05t007KGi34XtGxYpI22fOvS+rNI+S3W2aqtDofZ8DeoWqIiQICWmOPXuj7nuISCu1YCKTth2HnDqk1l5GtwtSOf1CFJyuqkpP+XpQFrRJd65KwsUFCBd3i9IwUGuG5O982OuCo86j/9hcb6cZpCGDrApMMC1CtFb03M8TiY/m52ni88I0k3n2WVK2rbPoXd/zBVrNXjPup2mQm1OndXRqrBg6UCaqY9nO5T1z5ChyFDJNIuuQO5JNvXNAocGdLRqQCeLUjOkL+Y5dDC9/O/duZlFuw86lZLx333hGy26nKfsI2laNONVZWcmq06DVrr0zvfcQ4YyD3l+jx85fFCf/N8Q9/Plsydr+ezJati0m6689+Njd49KQIXAuwzTNMtdsNy5c6cmTZqkzZs3S5JatGih2267TUeOHFHbtm0rHMyMQG7iUR2cX7BJH8/3dxSoDNf3kR54M8vfYaASvHRnqMZ+VODvMFBJxg0L1Nu/+jsKVIbbzvF3BCXbdNUgv713iy9/8dt7+0qFxiXEx8e7hwxlZGTo888/11VXXaVly5bJ4aCkDQAAAFQVFV5Mdf78+Ro+fLhiYmL00ksvqX///lqyZIk3YwMAAACK4U7F3lWuCsGBAwf0wQcf6P3331dGRoauvPJK5eXl6bvvvlPr1q19FSMAAAAAHylzheDCCy9UixYttGbNGk2cOFH79u3Ta6+xVjoAAAAqF3cq9q4yVwh++ukn3XPPPbrjjjvUrFkzX8YEAAAAoJKUOc1ZuHChMjMz1aVLF3Xv3l2vv/66UlJSfBkbAAAAUIzFavjtcSoqc0LQo0cPvfvuu9q/f79uu+02ffHFF4qJiZHT6dRvv/2mzMxMX8YJAAAAwAfKPRAqNDRUN954oxYuXKi1a9fqgQce0HPPPae6devqoosu8kWMAAAAAHzkhGZGtGjRQs8//7z27t2rzz//3FsxAQAAAKVi2VHv8spUaavVqiFDhuj777/3xu4AAAAAVJIK3akYAAAA8JdTdflPf+FoAgAAANUYCQEAAABQjTFkCAAAAFXKqTq511+oEAAAAADVGBUCAAAAVClUCLyLCgEAAABQjVEhAAAAQJXCsqPexdEEAAAAqjESAgAAAKAaY8gQAAAAqhQmFXsXFQIAAACgGqNCAAAAgCqFScXexdEEAAAAqjESAgAAAKAaY8gQAAAAqhaDScXeRIUAAAAAqMaoEAAAAKBKYdlR76JCAAAAAFRjJAQAAABANcaQIQAAAFQp3IfAuziaAAAAgA+98cYbio+Pl91uV/fu3fXnn38et//EiRPVokULBQcHKzY2Vvfff79yc3N9Fh8VAgAAAFQpVWlS8ZdffqmEhARNmjRJ3bt318SJEzVo0CBt2rRJdevWLdb/s88+08MPP6zJkyerV69e2rx5s2644QYZhqEJEyb4JEYqBAAAAICPTJgwQbfccotGjBih1q1ba9KkSQoJCdHkyZNL7L9o0SL17t1bQ4cOVXx8vM455xxdc801/1lVOBEkBAAAAKhSDIvFb4/yyM/P1/LlyzVw4EB3m8Vi0cCBA7V48eISt+nVq5eWL1/uTgC2b9+umTNn6rzzzqv4AfsPDBkCAAAAyigvL095eXkebTabTTabrVjflJQUORwORUdHe7RHR0dr48aNJe5/6NChSklJ0RlnnCHTNFVYWKjbb79djzzyiPc+xDGoEAAAAABlNH78eEVGRno8xo8f77X9z5s3T88++6zefPNNrVixQtOmTdOMGTP01FNPee09jkWFAAAAAFWKPycVjxkzRgkJCR5tJVUHJKl27dqyWq1KSkryaE9KSlK9evVK3Obxxx/X9ddfr5tvvlmS1K5dO2VlZenWW2/Vo48+KosPllylQgAAAACUkc1mU0REhMejtIQgKChIXbp00ezZs91tTqdTs2fPVs+ePUvcJjs7u9hJv9VqlSSZpumlT+GJCgEAAACqlKq07GhCQoKGDx+url27qlu3bpo4caKysrI0YsQISdKwYcPUoEED97CjCy+8UBMmTFCnTp3UvXt3bd26VY8//rguvPBCd2LgbSQEAAAAgI9cddVVSk5O1v/+9z8dOHBAHTt21M8//+yeaLx7926PisBjjz0mwzD02GOPKTExUXXq1NGFF16oZ555xmcxkhAAAAAAPjRy5EiNHDmyxNfmzZvn8TwgIEBjx47V2LFjKyGyf96z0t4JAAAA8AYfTKytzjiaAAAAQDVGhQAAAABVimFUnUnFVQEVAgAAAKAao0IAAACAKsVgDoFXcTQBAACAaoyEAAAAAKjGGDIEAACAKqUq3am4KqBCAAAAAFRjVAgAAABQtTCp2Ks4mgAAAEA1RkIAAAAAVGMMGQIAAECVwqRi76JCAAAAAFRjhmmapr+DAAAAAMrq0DN3+O29azz6lt/e21dOqiFDH8/3dwSoDNf3kWYEtvB3GKgE5xds0o3jDvo7DFSCyWPr6pkvHP4OA5Xk0autuntihr/DQCV47b4If4eASnBSJQQAAADAf2IOgVcxhwAAAACoxkgIAAAAgGqMIUMAAACoUgzuVOxVHE0AAACgGqNCAAAAgCqFG5N5FxUCAAAAoBojIQAAAACqMYYMAQAAoGoxuKbtTRxNAAAAoBqjQgAAAIAqhUnF3kWFAAAAAKjGqBAAAACgauHGZF7F0QQAAACqMRICAAAAoBpjyBAAAACqFMNgUrE3USEAAAAAqjEqBAAAAKhamFTsVRxNAAAAoBojIQAAAACqMYYMAQAAoErhTsXeRYUAAAAAqMaoEAAAAKBqMbim7U0VOpqFhYWaNWuW3n77bWVmZkqS9u3bpyNHjng1OAAAAAC+Ve4Kwa5du3Tuuedq9+7dysvL09lnn63w8HD93//9n/Ly8jRp0iRfxAkAAAC4MIfAq8pdIbj33nvVtWtXHTp0SMHBwe72Sy65RLNnz/ZqcAAAAAB8q9wVggULFmjRokUKCgryaI+Pj1diYqLXAgMAAADge+VOCJxOpxwOR7H2vXv3Kjw83CtBAQAAAKUxmFTsVeU+muecc44mTpzofm4Yho4cOaKxY8fqvPPO82ZsAAAAAHys3BWCl156SYMGDVLr1q2Vm5uroUOHasuWLapdu7Y+//xzX8QIAAAAFGFSsVeVOyFo2LChVq9erS+//FKrV6/WkSNHdNNNN+naa6/1mGQMAAAA4ORXoRuTBQQE6Nprr9W1117r7XgAAAAAVKJyzyGwWq3q37+/0tLSPNqTkpJktVq9FhgAAABQEsNi8dvjVFTuT2WapvLy8tS1a1etW7eu2GsAAAAAqo5yJwSGYWjq1Km68MIL1bNnT02fPt3jNQAAAMCnDMN/j1NQhSoEVqtVr7zyil588UVdddVVevrpp6kOAAAAAFVQhSYV/+vWW29Vs2bNdMUVV2j+/PneigkAAAAo3Sk6lt9fyn004+LiPCYP9+/fX0uWLNGePXu8GhgAAAAA3yt3hWDHjh3F2po2baqVK1cqKSnJK0EBAAAAqBwnNGToaHa7XXFxcd7aHQAAAFCyU3Ryr7+UKSGoWbOmNm/erNq1a6tGjRrHXU3o2PsTAAAAADh5lSkhePnllxUeHu7+N8uLAgAAwF9O1RuE+UuZEoLhw4e7/33DDTf4KhYAAAAAlazc6dWKFSu0du1a9/Pp06dryJAheuSRR5Sfn+/V4AAAAAD4VrkTgttuu02bN2+WJG3fvl1XXXWVQkJC9PXXX2vUqFFeDxAAAADwYFj89zgFlftTbd68WR07dpQkff311+rbt68+++wzffDBB5o6daq34wMAAADgQ+VedtQ0TTmdTknSrFmzdMEFF0iSYmNjlZKS4t3oAAAAgGNZWODGm8pdIejatauefvppffzxx/r99991/vnnS3LdsCw6OtrrAQIAAADwnXInBBMnTtSKFSs0cuRIPfroo2ratKkk6ZtvvlGvXr28HiAAAAAA3yn3kKH27dt7rDL0rxdeeEFWq9UrQQEAAAClMU7Ryb3+Uu6EoDR2u91buwIAAABQSbyWEAAAAACVgknFXkW9BQAAAKjGqBAAAACgamEOgVeVOyGYO3eu+vfv74tYqrxlcz/V4l/e15HDyYqObalB1zyuBo3al9g3OXGLfv/+Ve3ftU6HUxN19lVj1H3gDR59Xnv4LB1OTSy2bZd+QzX42rG++AjwsppndFXjB25SZOe2ssfU1bLL7lTS97P9HRb+w5B+oerT2a4Qu0Vb9xTooxmZOpjmOO42Z50erHN7hSgyzKI9Bwr16U+Z2rGv0P36qOFRahkf5LHN3GU5+nhGZrF9hQYbGnd7TdWMsOqu55KVk2d654PhuLo0NdSjlaEwu5SULv263Kl9aaX3bxkr9W1nUVSolJYpzVnt1Lb9Ra8/enXJC23MXuXUko38TH3tvB429WoXqGCboR37HPpyTq6S053H3ebM9oEa0NWmiBBDiSlOfTM3R7uSirYJsEqX9LGrS/MABVgNbdhVqK/m5iozu+jn2TzWqvN72hRT26r8AlNLNxToxz/y5CzhR1470tDoa8PkNKXRbxX/LgAqS7kTgnPPPVcNGzbUiBEjNHz4cMXGxvoiripn3V8z9dtX4zX4unFq0KiD/pz1oT6feJPueOpnhUbUKta/ID9HUbUbqlWXc/XbV+NL3OeNj34j01l0EnIwcYs+e3mEWnU912efA95lDQ1RxppN2vPBVHX95g1/h4MyGNw7RAO7B+u97zKUcsihS/qH6YHrovToG6kqLCUnOL2NTVedE6aPZ2Rq+94Cnd0jRAnXRemR11M9ThR+X56jb+dmuZ/nF5R8UjjiogjtTSpUzQhWbqssrWINDexk6KdlpvalmurWwtDV/SyaNMOp7Lzi/RvUki7padHcNaa27DPVNs7QFWdY9P6vTiUfdvWZ+J3nL0yT+oYu6GZo4x6SAV8b2DVIfTsF6ZNfcpSa4dT5PW2685IQPfPRkVL/jjs3D9Alfez6ck6udh1wqF+nIN15Saie+vCIjuS4fmaX9rWrTXyAJs/IUU6+qSv623XzBcF6+atsSVKD2hbdfnGIfv0rTx//kqOoMIuuGmCXxZC+W+D5i2SxSDcMDtG2xEI1imHABvyr3PWWxMREjRw5Ut98840aN26sQYMG6auvvlJ+fr4v4qsylv42RZ3OvFIde1+mOjFNdd514xQYZNeqP6aW2D+mUXsNvGK02nQ7X9aAoBL7hIbXVFhkHfdj65q5qlHnNMU17+bLjwIvSv5lvjaPnaik6bP8HQrK6OzuwfphfpZWbcrX3oMOvfddhqLCLerc0lbqNoN6hGj+ihwtXJWrfSkOffRjpvILTJ3ZKdijX36BqYwsp/uRm1/8xLBf12CF2A39vCjb658Npeve0tCqbabW7DCVkiHN/MtUYaHUoXHJExe7tTC0bb+0ZKOp1Azp97WmDhySujYr6p+V6/lo3sDQzoNSelaJu4QX9esUpF+W5mnt9kLtS3Hq419yFBlqqH2T0k+8+3e2afHfBVq6vkAH0pz6cnau8gtN9WwTKEmyB0k92wTq2/m52rzXoT0Hnfr011w1jglQfD1X8t65eaD2pTj189J8pRw2tTXRoekL8nRmhyDZAj3f74JeNiUdcmjllsJjQ0FZGIb/HqegcicEtWvX1v33369Vq1Zp6dKlat68ue68807FxMTonnvu0erVq30R50nNUZiv/bvWqVGrohuzGRaL4lv1UuK2lV57j7VLv1eH3pfJOEV/GQF/qxNlUVS4Veu3F7jbcvJMbd9boCaxgSVuY7VIcTEBWr+96KKIKWn99nw1aei5TY92dr3yUG09eUdNXTYgVEHHnJvE1Lbqoj4heu/bDJlcRK40FotUv4a0I8nzoO9IMtWwVsnftw1qGcX6bz9gqkEp/UNtUtMYafV2frC+VivCUGSoRZv2FJ1o5+ZLOw841Kh+yVU3q0WKreu5jSlp0+5Cxf+zzWl1rQqwGh59kg45lZbhdO83wCoVOjx/xgWFpoICDMVGF71384ZWdWoWqK/n5p7w5wW84YRmZHTu3FljxozRyJEjdeTIEU2ePFldunTRmWeeqXXr1nkrxpNe9pFDMp2OYkODwiJq6UhGilfeY9PKWcrNzlSH3pd4ZX8AiosIc30lZmR5jjPOyHIqMrTkr8vwEIusFqPkbcKKtlm6NlfvfJuh5z88pJkLs9SzvV23XBrhfj3AKt12WYS++u2I0jKOP84Z3hUSJFkshrKOOTfLypVCg0veJsyucvVv18hQfoEYLlQJIv75W83M8jzWmdmm+7VjhQYbrr/j7NK3CQ81VFBoKueYIWSZ2abCQ12J4IZdhWpU36ouLQJkGFJkqKFzu7uqi5H/9AmxG7r2nGB98muOcqv34IoTY7H473EKqtCgtYKCAk2fPl2TJ0/Wb7/9pq5du+r111/XNddco+TkZD322GO64oortH79+hK3z8vLU16e51+UzWaTVHpJvrpbtXCqmrbto/CoaH+HApwyerSzadgF4e7nEz877LP3+n1F0dlj4kGH0jOdGjW8hurUyFLyIYcuGxCmfSkOLVlbwoB1VHkdGhv6e5cpB7me13VtEaCrBxRlYpOm+2+43cbdDn23IE9XnRWs6wdJhQ7pl6V5atowwF31GzrQruWbCrQt8fgLFQCVqdwJwd13363PP/9cpmnq+uuv1/PPP6+2bdu6Xw8NDdWLL76omJiYUvcxfvx4jRs3zqNt7NixanLWE+UN56QQElZDhsWqrIxUj/YjGakKi6h9wvtPT03Ujg2LdPmdr53wvgAUWbUpX9v3HnI/D/jnGzEi1KLDR4rO3CJCLdqdVPI438xspxzO4lcej93HsbYnuoYl1a1pVfIhh1o1ClTDugHq2rqOJOnfgSevjqqtHxdka/o8Bp77Sna+5HSaCrV7tofapayckrc5kqsy94+tI9WOMPTtIrIBX1i7vVA7DxxxPw+wuv56wkM9r/iHhxhKTC75JDwrx3T9HYd4DvkKDymq/mVmmQoMMBRsk0eVIDzE8KhGzF2Zr7kr8xURaign11TNCIsuOkNKOezaT7PYALVtLJ3VxTV/0JCrQjXxnnB9MStXS9YXDVkEKku5E4L169frtdde06WXXvrPVf3iateurblz55a6jzFjxighIcGjzWaz6aul5Y3m5GANCFL9uDbasWGxWnQaKEkynU7t3LBYXc+67oT3v/qPaQqNqKVm7fqd8L4AFMnNN5Wb73mCkJ7pUOvGgdrzTwJgDzLUuGGg5i4r+czQ4ZR27StUq8ZBWrnJVf83JLVqHKQ5f5ZyNinptHqu+QWHM13v/8ZXGR5zCho1CNSNF0fouSmH/nPJU5wYp1Paf0iKjza0ObHoxC4+2tCyLSUP8UlMNdUo2tBfm4teb1TPUGJq8f4dGhvan2bqYLrXQ4ekvAIp7/DRx93U4SynWsQGKDHZ9TdpD5Li61m1cE3JY3QcTmnPQaeaxwZozTbX374hqXlsgBasdm2z+6BDhQ5TzWMDtHqrq0/dGhbVjLBox/7if6MZ/yQJXVoEKi3DqT0HXQnBhC+yPEadtGscoIFdbXr5qyylH+ciAo7BfQi8qtwJwezZ/72GekBAgPr27Vvq6zabrdRkoqrqfvYIfT95tOrHt1WDRu21dNaHKsjPUYfel0qSpr8/SuE1onXWpQ9Ick0STt63zf3vzENJOrB7g4LsIapZN869X9Pp1Oo/pql9zyGyWFmWrKqxhoYotOlp7uchjRoqokNL5acdVu6e/cfZEv7y29IcXXBmqJJSHUpOdy07mp7p1IqNRZcEH7w+Sis25mnOX64T/l+WZOvmIRHaua9QOxJdy47aAg0tXOV6vU4Nq3q0s2nNlnwdyXYqNjpAVw8K16adrpWMJCn5kOcJRViI6392+5Id3IegEizdaOqiHob2p0n70kx1a24oMEBa888k4Au7G8rMkeatcT3/c5Op6wcY6t7C0NZ9plrHGapfw7U60dGCAlxLms5eyc+wMs1bma9B3Ww6mO5U6mGnLuhl0+Es032yL0kjLw3Rmm0Fmr/adUV+7oo8XXdOsHYnOVzLjnYOki3QcF+xz82XFq8r0KV97MrOzVFuvqnL+9m1fV+hdh4o+vsd0CVI63cWyjSlDk0DdPbpQZoyM8c9ZCjpkOdJ/2nRpkxJ+1NJBuA/ZTrD/P7778u8w4suuqjCwVRlbU4/T9mZafp9+qvKykhWdGwrXXPve+4hQ4fT9ss4KpvNTD+o954a4n6+5NfJWvLrZJ3WvJuGPfSxu337hkXKSNunDr0vq7TPAu+J7NJWPWcX/Txbv/iIJGnPR9O05qYx/goLx/HTH9myBRoafmG4QuwWbdldoAmfpHusXV63plXhIUV/z3+ty1N4yBEN6RfqvjHZy5+mu68QFjpMtW4UpLO7h8gWZCjtsEPLN+Tqh/ksLXqy2LDHNWSobztDoXZDSenSF/OcyvonD4wMNeQ6bXNJTJW+W+xUv3YW9WtvKC1T+nph0T0I/tUmzpAhad1uEoLKNGtZvoICDF0zwK5gm6Ht+xx689tsj7/j2lEWhQYX/R2v2FyosOBcnd/T5hpelOLUm99le9xLZNrvuTJNu266IEQBVmnjrkJ9Ocdzdnnr+ACd082mAKuUmOzQuz/kaP1Olhb1OgsrLnqTYZr/vbidpYwzqg3DkMNR8dL2x/MrvCmqkOv7SDMCW/g7DFSC8ws26cZxB/0dBirB5LF19cwXDG2qLh692qq7J2b4OwxUgtfui/jvTn6Q+92rfntv+5B7/PbevlKmCoHTSRkLAAAAJwnmEHgVRxMAAACoxspUIXj11Vd16623ym6369VXj1+iueeeU6+MAgAAAJyqypQQvPzyy7r22mtlt9v18ssvl9rPMAwSAgAAAPiWwaRibypTQrBjx44S/w0AAACgamNhewAAAFQtZVwBE2VT7oTANE198803mjt3rg4ePFhsBaJp06Z5LTgAAAAAvlXuhOC+++7T22+/rf79+ys6OloGY7gAAACAKqvcCcHHH3+sadOm6bzzzvNFPAAAAMDxcUHaq8o9ACsyMlKNGzf2RSwAAAAAKlm5E4InnnhC48aNU05Oji/iAQAAAI7PsPjvcQoq96e68sordejQIdWtW1ft2rVT586dPR4AAAAAirzxxhuKj4+X3W5X9+7d9eeffx63f3p6uu666y7Vr19fNptNzZs318yZM30WX7nnEAwfPlzLly/Xddddx6RiAAAAVL4qtOzol19+qYSEBE2aNEndu3fXxIkTNWjQIG3atEl169Yt1j8/P19nn3226tatq2+++UYNGjTQrl27FBUV5bMYy50QzJgxQ7/88ovOOOMMX8QDAAAAnDImTJigW265RSNGjJAkTZo0STNmzNDkyZP18MMPF+s/efJkpaWladGiRQoMDJQkxcfH+zTGcqdXsbGxioiI8EUsAAAAwEktLy9PGRkZHo+8vLwS++bn52v58uUaOHCgu81isWjgwIFavHhxidt8//336tmzp+666y5FR0erbdu2evbZZ+VwOHzyeaQKJAQvvfSSRo0apZ07d/ogHAAAAOA/GIbfHuPHj1dkZKTHY/z48SWGmZKSIofDoejoaI/26OhoHThwoMRttm/frm+++UYOh0MzZ87U448/rpdeeklPP/201w/jv8o9ZOi6665Tdna2mjRpopCQEHcp419paWleCw4AAAA4mYwZM0YJCQkebTabzWv7dzqdqlu3rt555x1ZrVZ16dJFiYmJeuGFFzR27Fivvc/Ryp0QTJw40QdhAAAAAGXkx+U/bTZbmROA2rVry2q1KikpyaM9KSlJ9erVK3Gb+vXrKzAwUFar1d3WqlUrHThwQPn5+QoKCqp48KWo0CpDAAAAAI4vKChIXbp00ezZszVkyBBJrgrA7NmzNXLkyBK36d27tz777DM5nU5Z/llNafPmzapfv75PkgGpAnMIjpabm1tsUgUAAAAAl4SEBL377rv68MMPtWHDBt1xxx3Kyspyrzo0bNgwjRkzxt3/jjvuUFpamu69915t3rxZM2bM0LPPPqu77rrLZzGWu0KQlZWl0aNH66uvvlJqamqx1305AxoAAABQFboP1lVXXaXk5GT973//04EDB9SxY0f9/PPP7onGu3fvdlcCJNeKnr/88ovuv/9+tW/fXg0aNNC9996r0aNH+yzGcicEo0aN0ty5c/XWW2/p+uuv1xtvvKHExES9/fbbeu6553wRIwAAAFBljRw5stQhQvPmzSvW1rNnTy1ZssTHURUpd0Lwww8/6KOPPlK/fv00YsQInXnmmWratKni4uL06aef6tprr/VFnAAAAIBLFbpTcVVQ7qOZlpamxo0bS5IiIiLcy4yeccYZmj9/vnejAwAAAOBT5U4IGjdurB07dkiSWrZsqa+++kqSq3IQFRXl1eAAAACAY5mG4bfHqajcCcGIESO0evVqSdLDDz+sN954Q3a7Xffff78eeughrwcIAAAAwHfKPIdg+/btatSoke6//35328CBA7Vx40YtX75cTZs2Vfv27X0SJAAAAADfKHNC0KxZM+3fv19169aV5FpC6dVXX1VcXJzi4uJ8FiAAAADgwY93Kj4Vlflomqbp8XzmzJnKysryekAAAAAAKk+5lx0FAAAA/IoKgVeV+WgahiHjmJnVxz4HAAAAULWUuUJgmqZuuOEG2Ww2SVJubq5uv/12hYaGevSbNm2adyMEAAAA4DNlTgiGDx/u8fy6667zejAAAADAfzlV7wfgL2VOCKZMmeLLOAAAAAD4AZOKAQAAULUwqdirOJoAAABANUaFAAAAAFULcwi8igoBAAAAUI2REAAAAADVGEOGAAAAULVYuKbtTRxNAAAAoBqjQgAAAIAqhRuTeRcVAgAAAKAaIyEAAAAAqjGGDAEAAKBq4U7FXsXRBAAAAKoxKgQAAACoUkwqBF7F0QQAAACqMSoEAAAAqFpYdtSrqBAAAAAA1RgJAQAAAFCNMWQIAAAAVQqTir2LowkAAABUY1QIAAAAULUwqdirqBAAAAAA1RgJAQAAAFCNMWQIAAAAVQuTir3KME3T9HcQAAAAQFllLvvZb+8d3vVcv723r5xUFYIH3szydwioBC/dGaobxx30dxioBJPH1tWMwBb+DgOV4PyCTTrvxrX+DgOVZObkdjrjwt/9HQYqwcIf+vo7hBKZTCr2KuotAAAAQDVGQgAAAABUYyfVkCEAAADgPzGp2Ks4mgAAAEA1RoUAAAAAVYopJhV7ExUCAAAAoBqjQgAAAIAqxWQOgVdxNAEAAIBqjIQAAAAAqMYYMgQAAICqhSFDXsXRBAAAAKoxKgQAAACoUkyDZUe9iQoBAAAAUI2REAAAAADVGEOGAAAAUKVwHwLv4mgCAAAA1RgVAgAAAFQtTCr2KioEAAAAQDVGhQAAAABVCnMIvIujCQAAAFRjJAQAAABANcaQIQAAAFQppphU7E1UCAAAAIBqjAoBAAAAqhQmFXsXRxMAAACoxkgIAAAAgGqMIUMAAACoWrhTsVdRIQAAAACqMSoEAAAAqFJMrml7FUcTAAAAqMaoEAAAAKBKMZlD4FVUCAAAAIBqjIQAAAAAqMYYMgQAAIAqhTsVexdHEwAAAKjGqBAAAACgSjHFpGJvqnCFYMGCBbruuuvUs2dPJSYmSpI+/vhjLVy40GvBAQAAAPCtCiUEU6dO1aBBgxQcHKyVK1cqLy9PknT48GE9++yzXg0QAAAAgO9UKCF4+umnNWnSJL377rsKDAx0t/fu3VsrVqzwWnAAAADAsUzD4rfHqahCn2rTpk3q06dPsfbIyEilp6efaEwAAAAAKkmFEoJ69epp69atxdoXLlyoxo0bn3BQAAAAQGlMw/Db41RUoYTglltu0b333qulS5fKMAzt27dPn376qR588EHdcccd3o4RAAAAgI9UaNnRhx9+WE6nUwMGDFB2drb69Okjm82mBx98UHfffbe3YwQAAADcWHbUuyqUEBiGoUcffVQPPfSQtm7dqiNHjqh169YKCwvzdnwAAAAAfOiEbkwWFBSk1q1beysWAAAAAJWszAnBpZdeWuadTps2rULBAAAAAP/lVF3+01/KfDQjIyPdj4iICM2ePVvLli1zv758+XLNnj1bkZGRPgkUAAAAgPeVuUIwZcoU979Hjx6tK6+8UpMmTZLVapUkORwO3XnnnYqIiPB+lAAAAMA/mFTsXRWqt0yePFkPPvigOxmQJKvVqoSEBE2ePNlrwQEAAADwrQolBIWFhdq4cWOx9o0bN8rpdJ5wUAAAAAAqR4VWGRoxYoRuuukmbdu2Td26dZMkLV26VM8995xGjBjh1QABAACAozGp2LsqlBC8+OKLqlevnl566SXt379fklS/fn099NBDeuCBB7waIAAAAADfqVBCYLFYNGrUKI0aNUoZGRmSxGRiAAAAVAomFXvXCd2YTKo+iUDvtgHq1zFQ4SGG9qU69e2CfO05WPp8ifZNrBrcLUg1wg2lHDb14+J8bdzt8Ogz6PRA9WgdoGCboR37nZo6P08ph02PPq3irDq7a6BiallUUCht3+fQlJ/zPPqc3iJAfToGqk6kodx8ac22Qk1bkO+9Dw9J0pB+oerT2a4Qu0Vb9xTooxmZOpjmOO42Z50erHN7hSgyzKI9Bwr16U+Z2rGv0P36qOFRahkf5LHN3GU5+nhGZrF9hQYbGnd7TdWMsOqu55KVk2cW6wP/qXlGVzV+4CZFdm4re0xdLbvsTiV9P9vfYaECrhtSV+f2qanQEKvWb83WGx8lat/B0r9T2zYP0WXn1lHT+GDVigrUU6/t0uKVGaX2H3l9jM7rX0tvf75P039L9cVHQAXddG28LjynnsJDA7R2Q4ZefHOL9u7PKbX/dZfHqm+v2oprEKK8fKfWbszQWx9s157E0rcBTkYVGoDVqFEjNW7cuNTHqaZjU6su6h2kX5cV6OWvc7QvxalbL7ArLLjk/vH1LLrubJuWbijUhK9z9PeOQo0YbFO9mkXZbP9OgTqzfaC++T1fr0zNUX6hqVsvsCugaOEmtWts1dABNv21sVAvfpmj17/N0YothR7v1adDgAZ3D9ScFfl64Yscvf1DjjbtOf5JKspvcO8QDewerI9mZOrp99KUl2/qgeuiPH5exzq9jU1XnROm73/P0ri307QnqVAJ10UpPMTzqsbvy3N034sp7sfXvx0pcX8jLorQ3qTCEl+D/1lDQ5SxZpP+vmecv0PBCbh8cG1dNLC2Xv8oUfc/vU25eU499UAjBQaUfjXSbrNox55cvfnJvv/cf8/OEWrRJEQphwq8GTa84NrLYnX5BQ304ptbdOuDK5WT69CEJ9spKLD0n32ntlGaNmOfbntope5/fI0CrIZefrK97DbGt/uaaVj89qiIN954Q/Hx8bLb7erevbv+/PPPMm33xRdfyDAMDRkypELvW1YV+lT33Xef7r33XvfjzjvvVM+ePXX48GHdeuut3o7R7/p0CNSS9YX6a2Ohkg6Zmvp7vgoKTXVrGVhi/zPbB2rTbofmrSrQwUOmfv6zQInJTvVuV9S/T/sAzVqer3U7Hdqfaurz2XmKCDXUtpHrDNNiSEPOCNIPi/O1eF2hUg6bSjpkavW2opP9YJs0uFuQPp+dp5VbHErNMLU/1dS6nSQE3nZ292D9MD9Lqzbla+9Bh977LkNR4RZ1bmkrdZtBPUI0f0WOFq7K1b4Uhz76MVP5BabO7OSZSeYXmMrIcrofufnFr/z36xqsELuhnxdle/2zwTuSf5mvzWMnKmn6LH+HghMw5Oza+uKHg1qyKlM79+bqpff2qFZUgHp2Lr0avmztEX30bZIWryi9KiBJtaICdMfQGL3wzh45HFT4TjZXXNRAH321SwuXpmrbziw9/fJG1app05k9ape6zQNPrNVPs5O0Y3e2tu7M0rMTN6leXbtaNA2vxMhxsvvyyy+VkJCgsWPHasWKFerQoYMGDRqkgwcPHne7nTt36sEHH9SZZ57p8xgrNGTo3nvvLbH9jTfe8Lh78anAapEa1rFozoqiqzmmpM17HYqrV3I+FRdt0e+rPa/+bNrjcJ/s14wwFBFq0eY9RUOOcvOl3UlOxdWzatVWhxrUsSgqzCLTlBKusCs8xFBiilM/Ls7XgTTX/0iaN7TKMKSIMItGXWOTLVDaecCpHxblK/0I/7PxljpRFkWFW7V+e9HPNCfP1Pa9BWoSG6g/1+UV28ZqkeJiAjRjYZa7zZS0fnu+mjT0TCR7tLOrR3u7Dh9xavXmPP3we5byjyoExNS26qI+IXr6vUOqU+M4JQkAJ6RenUDVjArUqvVFVbrsHKc2bc9WqyYhmv/n4Qrv2zCkB2+J1dSfk7V7X/HvDPhXTLRdtWva9NeqQ+62rGyH1m/OUNuWEZq9ILlM+wkNdX1HZ2RSAUKRCRMm6JZbbnGvxDlp0iTNmDFDkydP1sMPP1ziNg6HQ9dee63GjRunBQsWKD093acxerWmNXjwYE2dOtWbu/S7ULshq8VQZrbnCfaRHLPY0I9/hYcYOnJM/8xsU+EhrsMd8c92mTnH9Mkx3a/VinD995zTA/Xb8gK9PzNPOXnSnRcHK/ifi9K1IiwyDGlg50BNX5ivD3/JU4jN0G0X2mWlWuk1EWGug5mR5TlnJCPLqcjQkg90eIhFVotR8jZhRdssXZurd77N0PMfHtLMhVnq2d6uWy4tuhIZYJVuuyxCX/12RGkZ3OMD8KUaEa5k/VCG59C89IxC1Yg8sSl3VwyuI4fD1PRZzBk4GdWs4ZrLdSjd80T+UHq++7X/YhjSPbc01Zr1h7VjN9VcXzNl+O1RHvn5+Vq+fLkGDhzobrNYLBo4cKAWL15c6nZPPvmk6tatq5tuuqnCx6g8TnhS8dG++eYb1axZ8z/75eXlKS/P8wqJzVb60IvqyPjn92328gKt3e4aAvTFnDz9b3iIOjQJ0JL1hTIMKcBq6NuFedr8z7yBT37L1RM3hKhpAytzCSqoRzubhl1QVO6d+FnFrwr+l99X5Lr/nXjQofRMp0YNr6E6NbKUfMihywaEaV+KQ0vWckUR8LZ+PaJ097AY9/OxE3f55H2axtl10dm1dM+4rT7ZP8rv7L519dBdzd3PRz259oT3mXB7MzU+LVR3jl55wvvCya2089iSzmVTUlLkcDgUHR3t0R4dHV3iTX4laeHChXr//fe1atUqr8X8XyqUEHTq1EmGUZQhmaapAwcOKDk5WW+++eZ/bj9+/HiNG+c58W7s2LFS3YcqEo5PZeWacjiLVwPCgotXDf6VmW0q7Jj+4SGGMrNdV3gz/tku/Jh9hAcbSkz9p0+Wqz0preiqsMMppWY4VSPc8NjP0X2ycl2PqDCW46qoVZvytX1vUdk44J+/kohQiw4fKTrWEaEW7S5lkm9mtlMOp6mIYyoIx+7jWNsTXVen6ta0KvmQQ60aBaph3QB1bV1HktzXJV4dVVs/LsjW9HlZpewJwH9ZuipDm7YXXcn9d+JwjYgAHTpc9LcdFRGg7btzi21fVm2ahyoqPEAfvtDS3Wa1Grr5qvoacnZtjRi1qcL7RsUs/DNV6zcXDXEOCnR9V9eIClTqoaIVpWpEBWnr9pIXejja/bc1Va/Ta2rkmNVKTmWVv8pgGv47zyntPPaJJ5444X1nZmbq+uuv17vvvqvatUufv+JtFUoILr74Yo+EwGKxqE6dOurXr59atmx5nC1dxowZo4SEBI82m82mR94/+VZQcTilvclONWtg1d87XFfcDUnNGlr1x9qS492V5FSzhlYtWFP0evNYq3YmuU4E0zJck0ibNbRo3z8JgC1QOi3aokXrXCeEe5OdKig0VaeGRTsOuPpYLFLNcIsOZbr2u2O/K566UYYO/5NABNukULt0iDkEFZabbyo337O6kp7pUOvGgdrzTwJgDzLUuGGg5i4reWk5h1Pata9QrRoHaeUm1/8cDEmtGgdpzp+lL0d3Wj3XkIXDma73f+OrDAUd9VfaqEGgbrw4Qs9NOfSfS54COL6cXKdycj1P3tLSC9ShdZi273ElAMF2i1o0DtGMuWkVfp85i9I95iVI0lMJjTRn8SH9tvBQKVvBl3JyHErM8fwOTUnLU9cONbR1h+tCS0iwVa2bR+i7mcdfPer+25qqT8/aunvMau1PqnjiiKqjtPPYktSuXVtWq1VJSUke7UlJSapXr16x/tu2bdPOnTt14YUXutucTtd5YEBAgDZt2qQmTZqc6EcopkIJwYlmQKWVVaSTLyGQpPmrC3T1WTbtSXZq90GH+rQPVFCAoT83uk7erxkQpMNZpmYucT1fsKZAd15sV98OAdqwy6GOzQLUsI5FX88rKi/NX1OogV2ClHLYVGqGU4O7BSkjy3QnHXkF0uJ1hRp0eqDSj5g6lOlU/46uk8XV21zHKeWwqb+3F+riM2z65vc85eabOq9HkA6mm9qayMmiN/22NEcXnBmqpFSHktMduqR/mNIznVqxsehn+uD1UVqxMU9z/nKd8P+yJFs3D4nQzn2F2pFYoLN7hMgWaGjhKtfrdWpY1aOdTWu25OtItlOx0QG6elC4Nu10rWQkScmHPH+OYf/MQ9mX7OA+BCcZa2iIQpue5n4e0qihIjq0VH7aYeXu2e/HyFAe3/2WoqsvqKt9SXlKSs7X9ZdEKzW90GMFoWcfbKRFKzL04xzXfAC7zaKYukXjzKNrB6pxrF2ZWQ4lpxUoM8uhzCzPv2WHw9Shw4VKPMDV5JPF198navhVp2nPvhztT8rVzdfFKzUtTwuWpLj7THy6veYvTtG0Ga4k4YE7mmpgn2iNeeZvZecUqmaU6//TR7Idys9n3tepqvTz2OKCgoLUpUsXzZ492710qNPp1OzZszVy5Mhi/Vu2bKm1az2HsD322GPKzMzUK6+8otjY2BOOvyQVSgisVqv279+vunXrerSnpqaqbt26cjhOrZPRVVsdCrXna1C3QEWEBCkxxal3f8zVkX8u9LpWAyr6w995wKlPZuVpcLcgndcjSMnppqb8lOdeHUiS5q4sUFCAdHm/IAUHuW5M9s6PuSo86tD9sDhfTjNIQwfYFBjgWoXorek5yjlq2Npns/N08RlBuuk8u0xJ2/Y59O6PuXLyPeRVP/2RLVugoeEXhivEbtGW3QWa8Em6x8+rbk2re+K4JP21Lk/hIUc0pF+o+8ZkL3+a7h4OVugw1bpRkM7uHiJbkKG0ww4t35CrH+YzGa0qiuzSVj1nf+x+3vrFRyRJez6apjU3jfFXWCinb35Kkd1m0d3DGygsxKp1W7L1vwk7VFBY9P1dv26QIsOLVvxqFh+s/xtddA+eW69xzUv4beEhvTx5b+UFjxPy6dQ9stutGjWyucJCA7R2/WE9MHat8guKfvYN6gUrKqJopbhLzmsgSXp9fEePfT0zcaN+mu15RRjeZZpVZ2h0QkKChg8frq5du6pbt26aOHGisrKy3KsODRs2TA0aNND48eNlt9vVtm1bj+2joqIkqVi7NxmmaZb7MqPFYtGBAweKJQT79u1TkyZNlJNTsTv0PfAm46Grg5fuDNWN446/9i5ODZPH1tWMwBb+DgOV4PyCTTrvxhOfmImqYebkdjrjwt/9HQYqwcIf+vo7hBJt3bbDb+/dtEmjcm/z+uuv64UXXtCBAwfUsWNHvfrqq+revbskqV+/foqPj9cHH3xQ4rY33HCD0tPT9d13351A1MdXrgrBq6++KkkyDEPvvfeewsLC3K85HA7Nnz+/THMIAAAAgIoyvbtyvs+NHDmyxCFCkjRv3rzjbltaouBN5UoIXn75ZUmuVYUmTZokq7WoZBoUFKT4+HhNmjTJuxECAAAA8JlyJQQ7drjKM/3799e0adNUo0YNnwQFAAAAlKa8NwjD8VVoUvHcuXO9HQcAAAAAPyhzQpCQkKCnnnpKoaGhxdZePdaECRNOODAAAAAAvlfmhGDlypUqKHCts79ixQqPG5MBAAAAlYUhQ95V5oTg6GFC/zUbGgAAAEDVUKE1m2688UZlZmYWa8/KytKNN954wkEBAAAApTFl+O1xKqpQQvDhhx+WePOxnJwcffTRRyccFAAAAIDKUa5VhjIyMmSapkzTVGZmpux2u/s1h8OhmTNnFrt7MQAAAICTV7kSgqioKBmGIcMw1Lx582KvG4ahcePGeS04AAAA4Fin6tAdfylXQjB37lyZpqmzzjpLU6dOVc2aNd2vBQUFKS4uTjExMV4PEgAAAIBvlCsh6Nu3ryTXHYtjY2NlsVRoCgIAAABQYaZJhcCbKnSn4ri4OElSdna2du/erfz8fI/X27dvf+KRAQAAAPC5CiUEycnJGjFihH766acSX3c4HCcUFAAAAIDKUaExP/fdd5/S09O1dOlSBQcH6+eff9aHH36oZs2a6fvvv/d2jAAAAIAb9yHwrgpVCObMmaPp06era9euslgsiouL09lnn62IiAiNHz9e559/vrfjBAAAAOADFaoQZGVlue83UKNGDSUnJ0uS2rVrpxUrVngvOgAAAOAYVAi8q0IJQYsWLbRp0yZJUocOHfT2228rMTFRkyZNUv369b0aIAAAAADfqdCQoXvvvVf79++XJI0dO1bnnnuuPvnkEwUFBenDDz/0aoAAAADA0U7VK/X+UqGE4LrrrnP/u0uXLtq1a5c2btyo0047TbVr1/ZacAAAAAB8q8wJQUJCQpl3OmHChAoFAwAAAKBylTkhWLlyZZn6GQYlHAAAAPgOdyr2rjInBHPnzvVlHAAAAAD8oEJzCAAAAAB/cTKp2KsqtOwoAAAAgFMDCQEAAABQjTFkCAAAAFUK9yHwLioEAAAAQDVGhQAAAABVCsuOehcVAgAAAKAao0IAAACAKoU5BN5FhQAAAACoxkgIAAAAgGqMIUMAAACoUphU7F1UCAAAAIBqjAoBAAAAqhQmFXsXFQIAAACgGiMhAAAAAKoxhgwBAACgSmFSsXdRIQAAAACqMSoEAAAAqFKc/g7gFEOFAAAAAKjGqBAAAACgSmEOgXdRIQAAAACqMRICAAAAoBpjyBAAAACqFO5U7F1UCAAAAIBqjAoBAAAAqhQmFXsXFQIAAACgGiMhAAAAAKoxhgwBAACgSmFSsXdRIQAAAACqMSoEAAAAqFKcpr8jOLVQIQAAAACqMSoEAAAAqFKYQ+BdVAgAAACAaswwTZNRWAAAAKgyfl+X7bf37tsmxG/v7Ssn1ZChsR8V+DsEVIJxwwL1zBcOf4eBSvDo1Vadd+Naf4eBSjBzcjvNCGzh7zBQSc4v2KQpc/0dBSrDiP7+jqBk3KnYuxgyBAAAAFRjJ1WFAAAAAPgvDHj3LioEAAAAQDVGQgAAAABUYwwZAgAAQJXi5D4EXkWFAAAAAKjGqBAAAACgSmHZUe+iQgAAAABUY1QIAAAAUKWw7Kh3USEAAAAAqjESAgAAAKAaY8gQAAAAqhSTZUe9igoBAAAAUI1RIQAAAECV4mRSsVdRIQAAAACqMRICAAAAoBpjyBAAAACqFO5U7F1UCAAAAIBqjAoBAAAAqhTuVOxdVAgAAACAaowKAQAAAKoUJzcm8yoqBAAAAEA1RkIAAAAAVGMMGQIAAECVwqRi76JCAAAAAFRjVAgAAABQpXBjMu+iQgAAAABUYyQEAAAAQDXGkCEAAABUKU4mFXsVFQIAAACgGqtwQrBgwQJdd9116tmzpxITEyVJH3/8sRYuXOi14AAAAIBjmab/HqeiCiUEU6dO1aBBgxQcHKyVK1cqLy9PknT48GE9++yzXg0QAAAAgO9UKCF4+umnNWnSJL377rsKDAx0t/fu3VsrVqzwWnAAAAAAfKtCk4o3bdqkPn36FGuPjIxUenr6icYEAAAAlMoU9yHwpgpVCOrVq6etW7cWa1+4cKEaN258wkEBAAAAp4o33nhD8fHxstvt6t69u/78889S+7777rs688wzVaNGDdWoUUMDBw48bn9vqFBCcMstt+jee+/V0qVLZRiG9u3bp08//VQPPvig7rjjDm/HCAAAALg5Tf89yuvLL79UQkKCxo4dqxUrVqhDhw4aNGiQDh48WGL/efPm6ZprrtHcuXO1ePFixcbG6pxzznEv4uMLFRoy9PDDD8vpdGrAgAHKzs5Wnz59ZLPZ9OCDD+ruu+/2dowAAABAlTRhwgTdcsstGjFihCRp0qRJmjFjhiZPnqyHH364WP9PP/3U4/l7772nqVOnavbs2Ro2bJhPYqxQQmAYhh599FE99NBD2rp1q44cOaLWrVsrLCzM2/EBAAAAHvy5/GdeXp57hc1/2Ww22Wy2Yn3z8/O1fPlyjRkzxt1msVg0cOBALV68uEzvl52drYKCAtWsWfPEAj+OE7oxWVBQkFq3bq1u3bqRDAAAAOCUN378eEVGRno8xo8fX2LflJQUORwORUdHe7RHR0frwIEDZXq/0aNHKyYmRgMHDjzh2EtT5grBpZdeWuadTps2rULBAAAAACezMWPGKCEhwaOtpOqANzz33HP64osvNG/ePNntdp+8h1SOhCAyMtL9b9M09e233yoyMlJdu3aVJC1fvlzp6enlShwAAACA8vLnkKHShgeVpHbt2rJarUpKSvJoT0pKUr169Y677YsvvqjnnntOs2bNUvv27Sscb1mUOSGYMmWK+9+jR4/WlVdeqUmTJslqtUqSHA6H7rzzTkVERHg/SgAAAKCKCQoKUpcuXTR79mwNGTJEkuR0OjV79myNHDmy1O2ef/55PfPMM/rll1/cF999qUKTiidPnqyFCxe6kwFJslqtSkhIUK9evfTCCy94LUAAAADgaE6z6tyYLCEhQcOHD1fXrl3VrVs3TZw4UVlZWe5Vh4YNG6YGDRq45yH83//9n/73v//ps88+U3x8vHuuQVhYmM/m7FYoISgsLNTGjRvVokULj/aNGzfK6XR6JTAAAACgqrvqqquUnJys//3vfzpw4IA6duyon3/+2T3RePfu3bJYitb5eeutt5Sfn6/LL7/cYz9jx47VE0884ZMYK5QQjBgxQjfddJO2bdumbt26SZKWLl2q5557zp3tAAAAAJBGjhxZ6hChefPmeTzfuXOn7wM6RoUSghdffFH16tXTSy+9pP3790uS6tevr4ceekgPPPCAVwMEAAAAjubPScWnogolBBaLRaNGjdKoUaOUkZEhSUwmBgAAAKqgCiUERyMRAAAAQGWiQuBdFUoIGjVqJMMofXb39u3bKxwQAAAAgMpToYTgvvvu83heUFCglStX6ueff9ZDDz3kjbgAAACAEjmpEHhVhRKCe++9t8T2N954Q8uWLTuhgAAAAABUHst/dym7wYMHa+rUqd7cJQAAAAAfOuFJxUf75ptvVLNmTW/uEgAAAPBgVqE7FVcFFUoIOnXq5DGp2DRNHThwQMnJyXrzzTe9FhwAAAAA36pQQnDxxRd7JAQWi0V16tRRv3791LJlS68Fd7Lr1sKiXm0sCguWktJMzfzTqcTU0me5tI4zdFZHq6LCpLQM6bcVDm1JLLn/Bd0tOr2FVT/95dCSDU5JUny0oRGDSv6RvT2jUPuO897wri5NDfVoZSjMLiWlS78ud2pfWun9W8ZKfdtZFBUqpWVKc1Y7tW1/0euPXm0tcbvZq5xaspGf68nguiF1dW6fmgoNsWr91my98VGi9h3ML7V/2+YhuuzcOmoaH6xaUYF66rVdWrwyo9T+I6+P0Xn9a+ntz/dp+m+pvvgI8JKaZ3RV4wduUmTntrLH1NWyy+5U0vez/R0Wymn5vE+19Nf3lZWRrLoNW+rsqx5XTKP2JfZN3rdFC354VQd2rVNGWqIGXDFGpw+4oVi/zENJmvftC9q2boEK83NUo06czhv+rOrHtfPxp6l+WHbUuyqUEDzxxBNeDqPqaRNvaFBXi35Y4lBiiqkeray6fqBVr00vVFZu8f6xdQxdfqZVs1c6tWmvU+0bWXR1P6venlGog+mefVvGGmpYx6KMbM/f9j3Jpl74qsCj7axOVjWqZ5AMVKJWsYYGdjL00zJT+1JNdWth6Op+Fk2a4VR2XvH+DWpJl/S0aO4aU1v2mWobZ+iKMyx6/1enkg+7+kz8zuGxTZP6hi7oZmjjHn6uJ4PLB9fWRQNra8J7e3QgpUDXXxKtpx5opNsf3ayCwpJ/RnabRTv25OrXhYf0+Mi44+6/Z+cItWgSopRDBcfth5ODNTREGWs2ac8HU9X1mzf8HQ4qYMOymZrzzXgNGjpOMfEd9NecD/Xlazfp1id+VmhErWL9C/NzFFW7oVp2Plezvx5f4j5zsw7r4xeuUVyL7rpy5LsKCa+hQwd3yR4S6euPA5ywCk0qtlqtOnjwYLH21NRUWa0lX+k81fRqZdHyLU6t2mYq+bD04xKHChxSp6YlH9IerSzaus/UH+ucSjkszVnl1P40U91aePYPD5bO62bV1AWFcjg99+FwSkdyix7ZeVKLhoZWbT2mI3yqe0tDq7aZWrPDVEqGNPMvU4WFUofGJY9n7NbC0Lb90pKNplIzpN/XmjpwSOrarKh/Vq7no3kDQzsPSulZlfWpcDxDzq6tL344qCWrMrVzb65eem+PakUFqGfn0m/MuGztEX30bZIWryi9KiBJtaICdMfQGL3wzh45HCSAVUHyL/O1eexEJU2f5e9QUEF/zpqiDr2vVPtel6l2TFOdO3ScAgPtWrOo5IVR6se311mXjVbr08+XNSCoxD5Lfn1XETXr6fzh4xXTqL2iaseqUeszVKPOab78KIBXVCghMEup0+Tl5SkoqOQ/lFOJ1SLVr2Vo+/6i42BK2r7fVGydkk8KG9bx7C9J2/aZiq1T9CMwJF16hlWL1hVdOT6eFrGGQmzSym0kBJXFYpHq15B2JHn+LHckmWpYq+SffYNaRrH+2w+YalBK/1Cb1DRGWr2dk8OTQb06gaoZFahV64+427JznNq0PVutmoSc0L4NQ3rwllhN/TlZu/eVUF4C4HWOwnwd2L1O8a16udsMi0XxrXopcfvKCu93y+o5qndaW337zj169aGemvzMEK1a8JU3QkYJnKb/Hqeicg0ZevXVVyVJhmHovffeU1hYmPs1h8Oh+fPnl2kOQV5envLyPP/nZ7PZ5OVVUH0mxCZZLYaO5Hi2H8kxVTui5JO8MLvrdY/+uVJYcNHzM9pa5DSlJRvLdoLfuamr6pCRXa7wcQJCgiSLxSg2LCwrV6pVysXiMLtK7B8aXHL/do0M5ReI4UIniRoRgZKkQxmFHu3pGYWqEXliC7VdMbiOHA5T02cxZwCoLNlHDsl0OooNDQoNr6XUA9srvN/0lD1aOf9zdRs4Qj3PvV0Hdq3VrK+eljUgUO16XnKiYQM+Va7/m7388suSXBWCSZMmeQwPCgoKUnx8vCZNmvSf+xk/frzGjRvn0TZ27Fip8aPlCeeUUr+m1L2VRW//WPjfnSVFhEhNYwx9Nd/x351RpXRobOjvXWaxIWOoHP16ROnuYTHu52Mn7vLJ+zSNs+uis2vpnnFbfbJ/AJXLNE3Vj2urvkMSJEn1Tmut5H1btHL+FyQEPsCkYu8qV0KwY8cOSVL//v01bdo01ahRo0JvOmbMGCUkJHi02Ww2PftlhXZX6bLzJIfT9Li6L0lhwYaOlDChWPq3GmDINbjon/52uasMcdEWhdql+y8r+pFYLYYGdbGoRyuLJk7zTBQ6NbEoO0/axFXkSpWdLzmdpkLtnu2hdikrp+RtjuSqzP1j60i1Iwx9u4hswF+WrsrQpu1FZbfAAFfVr0ZEgA4dLvo7jIoI0PbdpfzBl0Gb5qGKCg/Qhy8UVVWtVkM3X1VfQ86urRGjNlV43wBKFxJWQ4bFqqwMz8pcVmaqQiNqV3i/YZF1VKt+E4+2WvUaa9OKXyq8T6CyVKjePXfu3BN6U5vN9s8QoWNVjRU2HE5pf6qpxvWLVoExJDWqZ+jPTSWfyO1NNtW4nqElG4raGtc3tCfZ1X/1dqe27/fc9vqBAVq93amVJUwa7tjUotXbnafsWLaTldMp7T/kWgJ281FLxsZHG1q2peQfRmKqqUbRhv7aXPR6o3pGiUvUdmhsaH+aWWzlKVSenFyncnI9lxNNSy9Qh9Zh2r7HlQAE2y1q0ThEM+YeZ63Z/zBnUbrHvARJeiqhkeYsPqTfFh6q8H4BHJ81IEj1TmujnRsXq3nHgZIk0+nUro2L1bnfdRXeb8MmnZWWtMOjLS1ppyJrNTiheFEyKgTeVeaEICEhQU899ZRCQ0OLXd0/1oQJE044sJPdog1OXdLbqsQUU4mppnq2sigoQO6T90t6W5WZbWrWStfzJRucGjHIql6tLdq816m2jSyKqWXohyWuIT85ea7H0RxOVwUh9ZhFShrVM1Qz3NCKLVxF9oelG01d1MPQ/jRpX5qpbs0NBQZIa/6ZBHxhd0OZOdK8Na7nf24ydf0AQ91bGNq6z1TrOEP1a7hWJzpaUIBrSdPZK/mWO9l891uKrr6grvYl5SkpOV/XXxKt1PRCjxWEnn2wkRatyNCPc1xXHe02i2LqFi2yEF07UI1j7crMcig5rUCZWQ5lZnkO+XM4TB06XKjEA6Xf3wD+Zw0NUWjTopVjQho1VESHlspPO6zcPfuPsyVOFt0GjtCPH4xW/bi2qh/fXsvmfKj8/By173WpJOmHKaMUHhWtfpc8IMk1ETll/zZJktORr8z0JCXt2aAgW4hq1HUtK3z6gOH6+PlrtOinSWrVZbD27Vyj1Qu/0rnXPumfDwmUQ5kTgpUrV6qgoMD979IcfcOyU9m6naZCbU6d1dGqsGDpQJqpj2c73JNHI0M9b6u9J9nUNwscGtDRqgGdLErNkL6Y56jQleDOzSzafdCplOOvZggf2bDHNWSobztDoXZDSenSF/OcyvonoYsMNWQeNTQsMVX6brFT/dpZ1K+9obRM6euFxVeSahNnyJC0bjcJwcnmm59SZLdZdPfwBgoLsWrdlmz9b8IOj3sQ1K8bpMjwonlVzeKD9X+jG7uf33qNa17CbwsP6eXJeysveHhdZJe26jn7Y/fz1i8+Ikna89E0rblpjL/CQjm06nqesjPTtOCHV/+5MVkrXXX3e+4hQxlp+2UYRQudZKYf1JRnhrif//nbZP3522TFNuumax9w/S7Uj2+vS29/Xb9/N0F/zHhDUbUbasAVj6hN94sq9bMBFWGYpa0h6gdjP6oaQ4ZwYsYNC9QzXzAZujp49Gqrzrtxrb/DQCWYObmdZgS28HcYqCTnF2zSlBMbPYwqYkR/f0dQsvf8eHPwmwf47719pWqs8wkAAADAJyo0qfiSSy4pcWiQYRiy2+1q2rSphg4dqhYtuFoEAAAA7zp5xrecGipUIYiMjNScOXO0YsUKGYYhwzC0cuVKzZkzR4WFhfryyy/VoUMH/fHHH96OFwAAAIAXVahCUK9ePQ0dOlSvv/66LBZXTuF0OnXvvfcqPDxcX3zxhW6//XaNHj1aCxcu9GrAAAAAALynQhWC999/X/fdd587GZAki8Wiu+++W++8844Mw9DIkSP1999/ey1QAAAAQHLdF8hfj1NRhRKCwsJCbdy4sVj7xo0b5XC4Vo+x2+3VZglSAAAAoKqq0JCh66+/XjfddJMeeeQRnX766ZKkv/76S88++6yGDRsmSfr999/Vpk0b70UKAAAAiEnF3lahhODll19WdHS0nn/+eSUlJUmSoqOjdf/992v06NGSpHPOOUfnnnuu9yIFAAAA4HUVSgisVqseffRRPfroo8rIcN0uNyIiwqPPaaedVtKmAAAAwAmhQuBdFUoIjnZsIgAAAACg6qjQpOKkpCRdf/31iomJUUBAgKxWq8cDAAAAQNVQoQrBDTfcoN27d+vxxx9X/fr1WU0IAAAAlcbJkCGvqlBCsHDhQi1YsEAdO3b0cjgAAAAAKlOFEoLY2FiZzOYAAACAH/j3PPTUGxlToTkEEydO1MMPP6ydO3d6ORwAAAAAlalCFYKrrrpK2dnZatKkiUJCQhQYGOjxelpamleCAwAAAOBbFUoIJk6c6OUwAAAAgLJh5Lp3VSghGD58uLfjAAAAAOAHFb4xmcPh0HfffacNGzZIktq0aaOLLrqI+xAAAADAp5xOf0dwaqlQQrB161add955SkxMVIsWLSRJ48ePV2xsrGbMmKEmTZp4NUgAAAAAvlGhVYbuueceNWnSRHv27NGKFSu0YsUK7d69W40aNdI999zj7RgBAAAAN9P03+NUVKEKwe+//64lS5aoZs2a7rZatWrpueeeU+/evb0WHAAAAADfqlCFwGazKTMzs1j7kSNHFBQUdMJBAQAAAKgcFUoILrjgAt16661aunSpTNOUaZpasmSJbr/9dl100UXejhEAAABwc5r+e5yKKpQQvPrqq2rSpIl69uwpu90uu92uXr16qWnTptyjAAAAAKhCKjSHICoqStOnT9fWrVvdy462atVKTZs29WpwAAAAwLFO1cm9/lLmhCAhIeG4r8+dO9f97wkTJlQ8IgAAAACVpswJwcqVK8vUzzCMCgcDAAAAoHKVOSE4ugIAAAAA+Ivp19m9p97F7wpNKgYAAABwaqjQpGIAAADAX07V5T/9hQoBAAAAUI1RIQAAAECVwrKj3kWFAAAAAKjGSAgAAACAaowhQwAAAKhSnMwq9ioqBAAAAEA1RoUAAAAAVQqTir2LCgEAAABQjZEQAAAAANUYQ4YAAABQpTBkyLuoEAAAAADVGBUCAAAAVClOSgReRYUAAAAAqMZICAAAAIBqjCFDAAAAqFJMp78jOLVQIQAAAACqMSoEAAAAqFJMJhV7FRUCAAAAoBqjQgAAAIAqxckcAq+iQgAAAABUYyQEAAAAQDXGkCEAAABUKUwq9i4qBAAAAEA1RoUAAAAAVYqTAoFXUSEAAAAAqjHDZBAWAAAAqpDHPsj323s/fUOQ397bV06qIUNv/+rvCFAZbjtHuntihr/DQCV47b4InXHh7/4OA5Vg4Q99NWWuv6NAZRnRX5oR2MLfYaASnF+wyd8hlMhkzJBXMWQIAAAAqMZOqgoBAAAA8F8Y8O5dVAgAAACAaowKAQAAAKoUJ3MIvIoKAQAAAFCNkRAAAAAA1RhDhgAAAFClcBst76JCAAAAAFRjVAgAAABQpZhOf0dwaqFCAAAAAFRjJAQAAABANcaQIQAAAFQpTiYVexUVAgAAAKAaIyEAAABAlWKapt8eFfHGG28oPj5edrtd3bt3159//nnc/l9//bVatmwpu92udu3aaebMmRV637IiIQAAAAB85Msvv1RCQoLGjh2rFStWqEOHDho0aJAOHjxYYv9Fixbpmmuu0U033aSVK1dqyJAhGjJkiP7++2+fxUhCAAAAgCrF6TT99iivCRMm6JZbbtGIESPUunVrTZo0SSEhIZo8eXKJ/V955RWde+65euihh9SqVSs99dRT6ty5s15//fUTPWylIiEAAAAAfCA/P1/Lly/XwIED3W0Wi0UDBw7U4sWLS9xm8eLFHv0ladCgQaX29wZWGQIAAADKKC8vT3l5eR5tNptNNputWN+UlBQ5HA5FR0d7tEdHR2vjxo0l7v/AgQMl9j9w4MAJRl46KgQAAACoUkzTf4/x48crMjLS4zF+/Hh/H5ITQoUAAAAAKKMxY8YoISHBo62k6oAk1a5dW1arVUlJSR7tSUlJqlevXonb1KtXr1z9vYEKAQAAAKoU02n67WGz2RQREeHxKC0hCAoKUpcuXTR79mx3m9Pp1OzZs9WzZ88St+nZs6dHf0n67bffSu3vDVQIAAAAAB9JSEjQ8OHD1bVrV3Xr1k0TJ05UVlaWRowYIUkaNmyYGjRo4B52dO+996pv37566aWXdP755+uLL77QsmXL9M477/gsRhICAAAAwEeuuuoqJScn63//+58OHDigjh076ueff3ZPHN69e7cslqJBO7169dJnn32mxx57TI888oiaNWum7777Tm3btvVZjCQEAAAAqFKcFbxjsL+MHDlSI0eOLPG1efPmFWu74oordMUVV/g4qiLMIQAAAACqMSoEAAAAqFLMCtwxGKWjQgAAAABUY1QIAAAAUKVQIfAuKgQAAABANUZCAAAAAFRjDBkCAABAlcKIIe+iQgAAAABUYxVKCD7++GP17t1bMTEx2rVrlyRp4sSJmj59uleDAwAAAI5lOk2/PU5F5U4I3nrrLSUkJOi8885Tenq6HA6HJCkqKkoTJ070dnwAAAAAfKjcCcFrr72md999V48++qisVqu7vWvXrlq7dq1XgwMAAADgW+WeVLxjxw516tSpWLvNZlNWVpZXggIAAABKY5qn5tAdfyl3haBRo0ZatWpVsfaff/5ZrVq18kZMAAAAACpJuSsECQkJuuuuu5SbmyvTNPXnn3/q888/1/jx4/Xee+/5IkYAAADAzXmKTu71l3InBDfffLOCg4P12GOPKTs7W0OHDlVMTIxeeeUVXX311b6IEQAAAICPVOjGZNdee62uvfZaZWdn68iRI6pbt6634wIAAABKxBwC7zqhOxWHhIQoJCTEW7EAAAAAqGRlSgg6deokwzDKtMMVK1acUEAAAAAAKk+ZEoIhQ4a4/52bm6s333xTrVu3Vs+ePSVJS5Ys0bp163TnnXf6JEgAAADgX6fqHYP9pUwJwdixY93/vvnmm3XPPffoqaeeKtZnz5493o0OAAAAgE+Vew7B119/rWXLlhVrv+6669S1a1dNnjzZK4EBAAAAJaFC4F3lvjFZcHCw/vjjj2Ltf/zxh+x2u1eCAgAAAFA5yl0huO+++3THHXdoxYoV6tatmyRp6dKlmjx5sh5//HGvBwgAAADAd8qdEDz88MNq3LixXnnlFX3yySeSpFatWmnKlCm68sorvR4gAAAAcDQn9yHwqgrdh+DKK6/k5B8AAAA4BVT4xmTLly/Xhg0bJElt2rRRp06dvBYUAAAAUBomFXtXuROCgwcP6uqrr9a8efMUFRUlSUpPT1f//v31xRdfqE6dOt6OEQAAAICPlHuVobvvvluZmZlat26d0tLSlJaWpr///lsZGRm65557fBEjAAAA4Gaapt8ep6JyVwh+/vlnzZo1S61atXK3tW7dWm+88YbOOeccrwYHAAAAwLfKXSFwOp0KDAws1h4YGCin0+mVoAAAAABUjnJXCM466yzde++9+vzzzxUTEyNJSkxM1P33368BAwZ4PcCqZNX8T7Vs9vvKykhWnQYt1f/yx1U/vn2JfVP2b9GiGa/q4J51ykhLVL9Lx6hz/xtK3fefv76jhT+8pE79hqn/ZY/66BPgaOf1sKlXu0AF2wzt2OfQl3NylZx+/KT3zPaBGtDVpogQQ4kpTn0zN0e7koq2CbBKl/Sxq0vzAAVYDW3YVaiv5uYqM7uoBNk81qrze9oUU9uq/AJTSzcU6Mc/8lTS/KnakYZGXxsmpymNfivTa58d/+2ma+N14Tn1FB4aoLUbMvTim1u0d39Oqf2vuzxWfXvVVlyDEOXlO7V2Y4be+mC79iSWvg0q1/J5n2rpr67v8LoNW+rsqx5XTKOSv8OT923Rgh9e1YFdru/wAVeM0ekDbijWL/NQkuZ9+4K2rVugwvwc1agTp/OGP6v6ce18/GngDTXP6KrGD9ykyM5tZY+pq2WX3amk72f7OyxIcjKp2KvKXSF4/fXXlZGRofj4eDVp0kRNmjRRo0aNlJGRoddee80XMVYJm5bP1O/fjlePwXfpulHfqk6Dlpr25k3KzkwtsX9hfo4iazfUGRc9oNCI40/EPrBrjdb88YVqx7TwRegowcCuQerbKUhfzs7VS19kKa/A1J2XhCjAWvo2nZsH6JI+dv20JE/Pf5alxGSH7rwkVGHBhrvPpX3tatsoQJNn5OiVb7IUGWbo5guC3a83qG3R7ReHaMOuQv3fp0c0ZWaO2jUO0EVn2Iq9n8Ui3TA4RNsSC7362fHfrr0sVpdf0EAvvrlFtz64Ujm5Dk14sp2CAo1St+nUNkrTZuzTbQ+t1P2Pr1GA1dDLT7aX3Vbur2H4wIZlMzXnm/E644K7NOKRb1W3YUt9+dpNysoo/Ts8qnZD9buk9O/w3KzD+viFa2SxBurKke/q5rEzdNblo2UPifTlR4EXWUNDlLFmk/6+Z5y/QwF8qtz/J4qNjdWKFSs0Y8YM3Xfffbrvvvs0c+ZMrVixQg0bNvRFjFXC8rlT1LbnlWrb4zLVqt9UA68ap4Agu/5ePLXE/vXi2qvvkNFq2eV8WQOCSt1vfl6WZn74kM6+5mn+J1KJ+nUK0i9L87R2e6H2pTj18S85igw11L5J6UW1/p1tWvx3gZauL9CBNKe+nJ2r/EJTPdu4htjZg6SebQL17fxcbd7r0J6DTn36a64axwQovp4r0+jcPFD7Upz6eWm+Ug6b2pro0PQFeTqzQ5Bsx4zUu6CXTUmHHFq5hYSgsl1xUQN99NUuLVyaqm07s/T0yxtVq6ZNZ/aoXeo2DzyxVj/NTtKO3dnaujNLz07cpHp17WrRNLwSI0dp/pw1RR16X6n2vS5T7ZimOnfoOAUG2rVmUcnf4fXj2+usy0ar9emlf4cv+fVdRdSsp/OHj1dMo/aKqh2rRq3PUI06p/nyo8CLkn+Zr81jJypp+ix/h4JjmE7Tb49TUYUuTRmGobPPPlt333237r77bg0cONDbcVUpjsJ8Je1Zp7gWvdxthsWiuBa9tH/nyhPa95yvnlTjNn0V17LXf3eGV9SKMBQZatGmPUUn2rn50s4DDjWqX3KJwGqRYut6bmNK2rS7UPH/bHNaXasCrIZHn6RDTqVlON37DbBKhQ7PL5uCQlNBAYZio4veu3lDqzo1C9TXc3NP+POifGKi7apd06a/Vh1yt2VlO7R+c4batowo835CQ10/z4zMAq/HiPJxFObrwO51im/l+R0e36qXErdX/Dt8y+o5qndaW337zj169aGemvzMEK1a8JU3QgYAryp3QnDPPffo1VdfLdb++uuv67777vNGTFVOTtYhmU6HQiJqebSHhNdSVkZKhfe7cfkMJe1ZrzMueuBEQ0Q5RIS6/iwyszxPzDOzTfdrxwoNNmS1GMrILn2b8FBDBYWmcvJUrE94qGuoyYZdhWpU36ouLQJkGFJkqKFzu7uGC0X+0yfEbujac4L1ya85ys0/sc+K8qtZw3U1+FC654n8ofR892v/xTCke25pqjXrD2vH7myvx4jyyT7i+g4PPeY7PPQEv8PTU/Zo5fzPVbNuvK68+3117nONZn31tNYu/vZEQwYAryr3pOKpU6fq+++/L9beq1cvPffcc5o4ceJ/7iMvL095eZ5nRTabTVLxcdLVVeah/Zo39RlddtdkBQRyXHypa4sAXT2gaBz/pOn+O0HbuNuh7xbk6aqzgnX9IKnQIf2yNE9NGwbo36WPhw60a/mmAm1LdPgtzurk7L519dBdzd3PRz259oT3mXB7MzU+LVR3jj6xCiJObqZpqn5cW/UdkiBJqndaayXv26KV879Qu56X+Dk6oGo7Ve8H4C/lTghSU1MVGVl8LHtERIRSUsp2JWX8+PEaN85zgs7YsWNVv9cT5Q3npBAcWkOGxarsYyafZWemKjSi9DHFx5O0e52yM1P1yfOXuttMp0N7t/2lVfM/1b0vr5XFcpwZriiztdsLtfPAEffzAKvrSnx4qOcV//AQQ4nJJZ+EZ+WYcjhNRYR4TioNDzGUkeVaZSgzy1RggKFgmzyqBOEhhkc1Yu7KfM1dma+IUEM5uaZqRlh00RlSymHXfprFBqhtY+msLq6r0YYki8XQxHvC9cWsXC1ZzxAUb1r4Z6rWb17mfh4U6Kr41IgKVOqhohJNjaggbd1+pNj2x7r/tqbqdXpNjRyzWsmplHhOBiFhru/wYycQZ53Ad7gkhUXWUa36TTzaatVrrE0rfqnwPgHAF8qdEDRt2lQ///yzRo4c6dH+008/qXHjxmXax5gxY5SQkODRZrPZ9MHv5Y3m5GANCFJ0bBvt3rxYTTu45lOYTqd2b16sjmdeV6F9ntaih4aN+cGj7ZdPx6hmdGOdPvAWkgEvyiuQ8g4ffaXB1OEsp1rEBigx2XXCZg+S4utZtXBNySdwDqe056BTzWMDtGaba46AIal5bIAWrHZts/ugQ4UOU81jA7R6q6tP3RoW1YywaMf+4olGxj9JQpcWgUrLcGrPQVdCMOGLLFmOGrnUrnGABna16eWvspR+hHuBeFtOjkOJOZ4/n5S0PHXtUENbd2RJkkKCrWrdPELfzdx33H3df1tT9elZW3ePWa39Scz/OFlYA4JU77Q22rlxsZp3LPoO37VxsTr3q9h3uCQ1bNJZaUk7PNrSknYqslaDE4oXgOtvFN5T7oQgISFBI0eOVHJyss466yxJ0uzZs/XSSy+VabiQ5Dr5dw0ROnV06T9CP38yWtGntVW9uPZaMe9DFeTlqE0P1xX+nz4apbCoaJ35z3wAR2G+Ug9sc/8783CSDu7doEBbiGrUiVOQPUy1Y5p7vEdgUIjsoVHF2uF981bma1A3mw6mO5V62KkLetl0OMt0n+xL0shLQ7RmW4Hmr3ZdkZ+7Ik/XnROs3UkO7TrgUL/OQbIFGu4r9rn50uJ1Bbq0j13ZuTnKzTd1eT+7tu8r1M4DRSecA7oEaf3OQpmm1KFpgM4+PUhTZua4hwwlHfL8Ejwt2pQpaX8qX46V5evvEzX8qtO0Z1+O9ifl6ubr4pWalqcFS4qqpBOfbq/5i1M0bYYrSXjgjqYa2CdaY575W9k5haoZ5Vo26ki2Q/n5/Oz8rdvAEfrxg9GqH9dW9ePba9mcD5Wfn6P2vVzf4T9MGaXwqGj1u6ToOzxlv+s73OnIV2Z6kpL2bFCQLUT/396dx0VV7n8A/7DIMOxiiCgCrjjmDqZYJioFmv1wIQ1R4XfBNaHrckXzmgiXcA+10BY2CQst8hKapmSa5EXEV5iKmKaiFxFTBBVBxnl+f/jj5AgY2AwI83m/XrxennOec85z5jlznO95ttZtHQEAA0f6I2m1L376dgsULqNQePEEcg9vh5dfeNNcJDWYgakJTLv+MSqUSSd7WPTtgfs3S1Fx+WoT5oxIsxocEPztb39DZWUlIiMjERERAQBwcnLC5s2bMW3aNI1nsLlwdhmN8js38dOujSi/fR02HRQYP+dTqbr5dslV6On98Vr3TmkxPls1VlrOyYhDTkYc7Lu+gIlvJzV29ukx+4/dh5GhHnxHGkMu08NvhQ8Q83U5lI+8KH7OSh+m8j/K9PhZJczkFXjNTfawedHvKsTsLFebdCz1YAWEMEbgmIdzGpy5pETK9+pvins6GeLVF2QwNAD+e/0BPvnmHk5f5NCiz5Lkry7D2NgAi+Z2h5mpIX45XYoFy3/B/ao/yrpDOzmsLP4YK3bc6IdvhT+I6qd2rMjoM/g241qj5JvqpnAdjfLbN/HjNxv/f2IyBSYF//EML7up/gy/fasY8ZFjpeWj++JwdF8cOnZ7AX4LHj7D7Zz6YPysD3Bw53pk7voQVs/ZY+Qb7+D5Qf/TqNdGT8/SpRfcMv74P7nn2ncAAJe3puJE4JKmyhaRxumJv9Ar4/r165DL5TAzM9NIZj76TiOHoWfczFeB4Oiyps4GNYJNf7fAS68307aA1CCHvxmG+ANNnQtqLP87HNjVipNl6oLXqvKbOgu1mrTwUpOdO2WtY5OdW1saXEPwKBubJ8+wS0REREREz7a/FBAQERERETU2DjuqWU81UzEREREREbUMrCEgIiIiomZFqFhDoEmsISAiIiIi0mFPVUOQkZGBjIwMFBcXQ/XYxBBxcXEayRgREREREWlfgwOCFStWIDw8HK6urrCzs4Oenp428kVEREREVCs2GdKsBgcEW7ZsQUJCAqZOnaqN/BARERERUSNqcEBw//59DBkyRBt5ISIiIiL6Uyqh+vNEVG8N7lQcFBSEbdu2aSMvRERERETUyBpcQ1BRUYGPP/4Y+/fvR58+fdCqVSu17evXr9dY5oiIiIiISLsaHBCcOHEC/fr1AwCcPHlSbRs7GBMRERGRtrFTsWY1OCA4cOCANvJBRERERERNgDMVExEREVGzwhoCzapXQDB+/HgkJCTAwsIC48ePf2La1NRUjWSMiIiIiIi0r14BgaWlpdQ/wMLCgn0FiIiIiKjJCMEaAk2qV0AQHx8v/TshIUFbeSEiIiIiokZW73kIVCoVVq1ahRdffBEDBw7E4sWLce/ePW3mjYiIiIiItKzenYojIyMRFhYGDw8PyOVybNiwAcXFxYiLi9Nm/oiIiIiI1KhUnKlYk+pdQ7B161bExMRg79692LlzJ7755hskJyezQIiIiIiImrF61xAUFBRg9OjR0rKHhwf09PRQWFgIe3t7rWSOiIiIiOhxHHZUs+pdQ6BUKmFsbKy2rlWrVqiqqtJ4poiIiIiIqHHUu4ZACIGAgADIZDJpXUVFBWbNmgVTU1NpHechICIiIiJqPuodEPj7+9dYN2XKFI1mhoiIiIjozwjBPqyaVO+A4NG5CIiIiIiIqGWod0BARERERPQsYKdizap3p2IiIiIiImp5WENARERERM0Kawg0izUEREREREQ6jAEBEREREZEOY5MhIiIiImpWVBx2VKNYQ0BEREREpMNYQ0BEREREzQo7FWsWawiIiIiIiHQYAwIiIiIiIh3GJkNERERE1KwIFTsVaxJrCIiIiIiIdBhrCIiIiIioWWGnYs1iDQERERERkQ5jDQERERERNSuCE5NpFGsIiIiIiIh0GAMCIiIiIiIdxiZDRERERNSsqNipWKNYQ0BEREREpMNYQ0BEREREzQonJtMs1hAQEREREekwBgRERERERDqMTYaIiIiIqFnhTMWaxRoCIiIiIiIdxhoCIiIiImpWOFOxZrGGgIiIiIhIhzEgICIiIqJmRahEk/1py82bN+Hn5wcLCwtYWVkhMDAQd+7ceWL64OBgODs7Qy6Xw8HBASEhISgtLW3wuRkQEBERERE1MT8/P5w6dQr79u1Deno6Dh06hBkzZtSZvrCwEIWFhVi7di1OnjyJhIQE7NmzB4GBgQ0+N/sQEBERERE1oby8POzZswfZ2dlwdXUFAGzatAmjR4/G2rVr0b59+xr79OrVC1999ZW03KVLF0RGRmLKlClQKpUwNKz/z3wGBERERETUrDTlTMWVlZWorKxUWyeTySCTyZ76mEeOHIGVlZUUDACAh4cH9PX1kZWVhXHjxtXrOKWlpbCwsGhQMACwyRARERERUb1FRUXB0tJS7S8qKuovHbOoqAht27ZVW2doaAhra2sUFRXV6xi///47IiIintjMqC56QgjO7NAEKisrERUVhSVLlvyliJKaB5a37mBZ6w6Wte5gWdOjGlJDsHjxYqxateqJx8vLy0NqaioSExORn5+vtq1t27ZYsWIFZs+e/cRjlJWV4ZVXXoG1tTXS0tLQqlWrel7NQwwImkhZWRksLS2lqh1q2VjeuoNlrTtY1rqDZU1P6/r167hx48YT03Tu3BmfffYZFixYgJKSEmm9UqmEsbExduzY8cQmQ7dv34anpydMTEyQnp4OY2PjBueTfQiIiIiIiLTAxsYGNjY2f5rOzc0Nt27dQk5ODlxcXAAA33//PVQqFQYNGlTnfmVlZfD09IRMJkNaWtpTBQMA+xAQERERETUphUIBLy8vTJ8+HUePHkVmZibmzp2LN998Uxph6L///S969OiBo0ePAngYDLz66qu4e/cuYmNjUVZWhqKiIhQVFeHBgwcNOj9rCIiIiIiImlhycjLmzp2LkSNHQl9fHxMmTMDGjRul7VVVVcjPz0d5eTkA4Pjx48jKygIAdO3aVe1YFy5cgJOTU73PzYCgichkMixfvpydk3QEy1t3sKx1B8tad7CsqTFYW1tj27ZtdW53cnLCo11/3d3doamuwOxUTERERESkw9iHgIiIiIhIhzEgICIiIiLSYQwIiIiIiIh0GAMCIg1wcnJCdHS0tKynp4edO3dq5VwJCQmwsrLSyrFbOnd3d/z9739v8mPUJSAgAGPHjtXKsVsqbZZHU5yT94DmPKufZVhYGPr169fU2SBSw4BAC44cOQIDAwO89tprTZ0VnRQQEAA9Pb0af+fOndPaObOzszFjxgytHf9RkyZNwtmzZxvlXLrshx9+gJ6eHm7duqW2PjU1FREREdLy48EgtXy8B54Njz7rjYyM0LVrV4SHh0OpVAIANmzYgISEhKbNJFEzwWFHtSA2NhbBwcGIjY1FYWGhNKEENR4vLy/Ex8erravPTIFPS5vHfpxcLodcLm+085E6a2vrps4CNTHeA8+O6md9ZWUldu/ejbfeegutWrXCkiVLYGlp2dTZI2o2WEOgYXfu3EFKSgpmz56N1157rcbbibS0NHTr1g3GxsYYPnw4EhMTa7yFPHz4MIYOHQq5XI6OHTsiJCQEd+/ebdwLaeZkMhnatWun9mdgYID169ejd+/eMDU1RceOHTFnzhzcuXNH2q+6OU56ejqcnZ1hYmICHx8flJeXIzExEU5OTmjdujVCQkLUZgF80hvCESNGYO7cuWrrrl+/DiMjI2RkZNS6T25uLoYPHw5zc3NYWFjAxcUFx44dU8vjo+eurUak2uXLlzFx4kRYWVnB2toa3t7euHjxYgM/0ZYnKSkJrq6uMDc3R7t27TB58mQUFxcDAC5evIjhw4cDAFq3bg09PT0EBAQAUG8u4u7ujkuXLmHevHlqn3ttTQKio6PVJol58OAB5s+fDysrK7Rp0waLFi2qMZ60SqVCVFQUOnXqBLlcjr59++LLL7/U/IfRQpSUlGDatGlo3bo1TExMMGrUKPz666/S9urvzt69e6FQKGBmZgYvLy9cvXpVSqNUKhESEiKVS2hoKPz9/dWanvAeeHZUP+sdHR0xe/ZseHh4IC0tDUDNJkPu7u4ICQnBokWLYG1tjXbt2iEsLOxPzxEXF4fnn38eMpkMdnZ2as/zgoICeHt7w8zMDBYWFpg4cSKuXbumtv/KlStha2sLc3NzBAYGoqKiosY5Pv30UygUChgbG6NHjx6IiYl5ug+E6CkxINCw7du3o0ePHnB2dsaUKVMQFxcnPeAvXLgAHx8fjB07Frm5uZg5cyaWLl2qtv/58+fh5eWFCRMm4MSJE0hJScHhw4dr/KCkp6Ovr4+NGzfi1KlTSExMxPfff49FixappSkvL8fGjRvxxRdfYM+ePfjhhx8wbtw47N69G7t370ZSUhI++uijev+nHBQUhG3btqGyslJa99lnn6FDhw4YMWJErfv4+fnB3t4e2dnZyMnJweLFi9GqVata02ZnZ+Pq1au4evUqrly5gsGDB2Po0KEAHs5q6OnpCXNzc/z444/IzMyUfgTdv3+/XvlvqaqqqhAREYHc3Fzs3LkTFy9elH70d+zYEV999RUAID8/H1evXsWGDRtqHCM1NRX29vYIDw+XyqC+1q1bh4SEBMTFxeHw4cO4efMmvv76a7U0UVFR2Lp1K7Zs2YJTp05h3rx5mDJlCg4ePPj0F96CBQQE4NixY0hLS8ORI0cghMDo0aNRVVUlpSkvL8fatWuRlJSEQ4cOoaCgAAsXLpS2r1q1CsnJyYiPj0dmZibKysqe2B+I98CzRS6XP/HZlpiYCFNTU2RlZWH16tUIDw/Hvn376ky/efNmvPXWW5gxYwZ++eUXpKWlSTPCqlQqeHt74+bNmzh48CD27duH3377DZMmTZL23759O8LCwvDee+/h2LFjsLOzq/FjPzk5Ge+++y4iIyORl5eH9957D8uWLUNiYuJf/DSIGkCQRg0ZMkRER0cLIYSoqqoSzz33nDhw4IAQQojQ0FDRq1cvtfRLly4VAERJSYkQQojAwEAxY8YMtTQ//vij0NfXF/fu3dN6/lsCf39/YWBgIExNTaU/Hx+fWtPu2LFDtGnTRlqOj48XAMS5c+ekdTNnzhQmJibi9u3b0jpPT08xc+ZMadnR0VG8//770jIA8fXXXwshhLh3755o3bq1SElJkbb36dNHhIWF1XkN5ubmIiEhodZt8fHxwtLSstZtISEhwtHRURQXFwshhEhKShLOzs5CpVJJaSorK4VcLhd79+6t8/wt1bBhw8Tbb79d67bs7GwBQCrnAwcOqH036zrG42UvhBDLly8Xffv2VVv3/vvvC0dHR2nZzs5OrF69WlquqqoS9vb2wtvbWwghREVFhTAxMRE//fST2nECAwOFr6/vn16rrqguj7NnzwoAIjMzU9r2+++/C7lcLrZv3y6EqP37/eGHHwpbW1tp2dbWVqxZs0ZaViqVwsHBQSqXR89ZjfdA0/D395c+K5VKJfbt2ydkMplYuHBhje1CPCy3l156Se0YAwcOFKGhoXWeo3379mLp0qW1bvvuu++EgYGBKCgokNadOnVKABBHjx4VQgjh5uYm5syZo7bfoEGD1O6NLl26iG3btqmliYiIEG5ubnXmi0jT2IdAg/Lz83H06FHpDY+hoSEmTZqE2NhYuLu7Iz8/HwMHDlTb54UXXlBbzs3NxYkTJ5CcnCytE0JApVLhwoULUCgU2r+QFmD48OHYvHmztGxqagoA2L9/P6KionDmzBmUlZVBqVSioqIC5eXlMDExAQCYmJigS5cu0r62trZwcnKCmZmZ2rrq5iV/xtjYGFOnTkVcXBwmTpyI48eP4+TJk1K1dm3mz5+PoKAgJCUlwcPDA2+88YZanmrz8ccfIzY2Fj/99JPUpyE3Nxfnzp2Dubm5WtqKigqcP3++XvlvqXJychAWFobc3FyUlJRApVIBeNgEoGfPnlo9d2lpKa5evYpBgwZJ6wwNDeHq6irVKJ47dw7l5eV45ZVX1Pa9f/8++vfvr9X8NUd5eXkwNDRU+0zbtGkDZ2dn5OXlSese/37b2dlJ3+XS0lJcu3ZN7blsYGAAFxcX6f7QFN4DmpGeng4zMzNUVVVBpVJh8uTJT2wG1KdPH7XlR8v/ccXFxSgsLMTIkSNr3Z6Xl4eOHTuiY8eO0rqePXvCysoKeXl5GDhwIPLy8jBr1iy1/dzc3HDgwAEAwN27d3H+/HkEBgZi+vTpUhqlUsk+ENSoGBBoUGxsLJRKpVonYiEEZDIZPvjgg3od486dO5g5cyZCQkJqbHNwcNBYXls6U1NTqVq32sWLFzFmzBjMnj0bkZGRsLa2xuHDhxEYGIj79+9LAcHjTXP09PRqXdeQHwhBQUHo168frly5gvj4eIwYMQKOjo51pg8LC8PkyZOxa9cufPvtt1i+fDm++OILjBs3rtb0Bw4cQHBwMD7//HO1//Du3LkDFxcXtQCzWmN2hH7W3L17F56envD09ERycjJsbGxQUFAAT09PjTSl0tfXr9EW/NFmK/VR3bdl165d6NChg9o2mUz21zKow2r7Lj9eVprAe6BxVL/8MTIyQvv27WFo+OSfNQ15ljfG4A3VZfzJJ5+oBYfAw2CUqLEwINAQpVKJrVu3Yt26dXj11VfVto0dOxaff/45nJ2dsXv3brVt2dnZassDBgzA6dOna/yYpb8uJycHKpUK69atg77+w+4z27dvb5Rz9+7dG66urvjkk0+wbdu2egWI3bt3R/fu3TFv3jz4+voiPj6+1oDg3Llz8PHxwTvvvIPx48erbRswYABSUlLQtm1bWFhYaOx6mrszZ87gxo0bWLlypfR2r7rTdjUjIyMAUOs8XhsjI6MaaWxsbFBUVAQhhNTJ9Oeff5a2W1paws7ODllZWXj55ZcBPHyG5OTkYMCAAQAevmmUyWQoKCjAsGHDnv5idYRCoYBSqURWVhaGDBkCALhx4wby8/PrXeNjaWkJW1tbZGdnS+Xy4MEDHD9+/InjxvMeaDq1vfzRFHNzczg5OSEjI0MaZOBRCoUCly9fxuXLl6XnyOnTp3Hr1i3pnlMoFMjKysK0adOk/f7zn/9I/7a1tUX79u3x22+/wc/PTyvXQVQfDAg0JD09HSUlJQgMDKxRzTdhwgTExsZi+/btWL9+PUJDQxEYGIiff/5ZGoWo+j+M0NBQDB48GHPnzkVQUBBMTU1x+vRp7Nu3r961DFS7rl27oqqqCps2bcLrr7+OzMxMbNmypdHOHxQUhLlz58LU1LTON/0AcO/ePfzjH/+Aj48POnXqhCtXriA7OxsTJkyoNe3rr7+O/v37Y8aMGSgqKpK2tWvXDn5+flizZg28vb0RHh4Oe3t7XLp0CampqVi0aBHs7e21cq3POgcHBxgZGWHTpk2YNWsWTp48qTauPAA4OjpCT08P6enpGD16NORyuVqzsWpOTk44dOgQ3nzzTchkMjz33HNwd3fH9evXsXr1avj4+GDPnj349ttv1YKyt99+GytXrkS3bt3Qo0cPrF+/Xm20MXNzcyxcuBDz5s2DSqXCSy+9hNLSUmRmZsLCwgL+/v5a+3yao27dusHb2xvTp0/HRx99BHNzcyxevBgdOnSAt7d3vY8THByMqKgodO3aFT169MCmTZtQUlKiNnLX43gPtFxhYWGYNWsW2rZti1GjRuH27dvIzMxEcHAwPDw80Lt3b/j5+SE6OhpKpRJz5szBsGHD4OrqCuBhGQcEBMDV1RUvvvgikpOTcerUKXTu3Fk6x4oVKxASEgJLS0t4eXmhsrISx44dQ0lJCebPn99Ul046hqMMaUhsbCw8PDxqbfM3YcIEHDt2DLdv38aXX36J1NRU9OnTB5s3b5ZGGaqu/u3Tpw8OHjyIs2fPYujQoejfvz/effddzmWgAX379sX69euxatUq9OrVC8nJyYiKimq08/v6+sLQ0BC+vr4wNjauM52BgQFu3LiBadOmoXv37pg4cSJGjRqFFStW1Eh77do1nDlzBhkZGWjfvj3s7OykP+Bhe+lDhw7BwcEB48ePh0KhkIa90+UaAxsbGyQkJGDHjh3o2bMnVq5cibVr16ql6dChA1asWIHFixfD1ta2zpG+wsPDcfHiRXTp0kVqhqVQKBATE4MPP/wQffv2xdGjR9VGsgGABQsWYOrUqfD394ebmxvMzc1rBIoRERFYtmwZoqKioFAo4OXlhV27dqFTp04a/DRajvj4eLi4uGDMmDFwc3ODEAK7d++uc4Su2oSGhsLX1xfTpk2Dm5sbzMzM4Onp+cTvLO+Blsvf3x/R0dGIiYnB888/jzFjxkhD2erp6eHf//43WrdujZdffhkeHh7o3LkzUlJSpP0nTZqEZcuWYdGiRXBxccGlS5cwe/ZstXMEBQXh008/RXx8PHr37o1hw4YhISGBZUyNSk9oo/Ek1VtkZCS2bNmCy5cvN3VWSMuqfzBkZ2dLTQKI6NmmUqmgUCgwceLEGrVIREQtBZsMNbKYmBgMHDgQbdq0QWZmJtasWcM5Blq4qqoq3LhxA//85z8xePBgBgNEz7BLly7hu+++w7Bhw1BZWYkPPvgAFy5cwOTJk5s6a0REWsOAoJH9+uuv+Ne//oWbN2/CwcEBCxYswJIlS5o6W6RFmZmZGD58OLp3784ZRomecfr6+khISMDChQshhECvXr2wf/9+DvlMRC0amwwREREREekwdiomIiIiItJhDAiIiIiIiHQYAwIiIiIiIh3GgICIiIiISIcxICAiIiIi0mEMCIiIiIiIdBgDAiIiIiIiHcaAgIiIiIhIhzEgICIiIiLSYf8HeRTQyvnDtK8AAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# **Part 3: Logistic Regression Model**"],"metadata":{"id":"jxFSXUdx8g9P"}},{"cell_type":"markdown","source":["# *1. Build the Model*"],"metadata":{"id":"h91JdiZSp5p_"}},{"cell_type":"code","source":["X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n","\n","scaler = StandardScaler()\n","X_train_scaled = scaler.fit_transform(X_train)\n","X_test_scaled = scaler.transform(X_test)\n","\n","model = LogisticRegression()\n","model.fit(X_train_scaled, y_train)\n","\n","y_pred = model.predict(X_test_scaled)"],"metadata":{"id":"d4NO2j0tp_jC","executionInfo":{"status":"ok","timestamp":1711461984013,"user_tz":-480,"elapsed":7,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}}},"execution_count":138,"outputs":[]},{"cell_type":"markdown","source":["# *2. Model Evaluation*"],"metadata":{"id":"11MsxvwYr_zb"}},{"cell_type":"code","source":["accuracy = accuracy_score(y_test, y_pred)\n","conf_matrix = confusion_matrix(y_test, y_pred)\n","class_report = classification_report(y_test, y_pred)\n","\n","report = f\"\"\"\n","Accuracy: {accuracy}\n","\n","Confusion Matrix:\n","{conf_matrix}\n","\n","Classification Report:\n","{class_report}\n","\"\"\"\n","\n","print(report)"],"metadata":{"id":"pRZZjBybsCAA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1711461984014,"user_tz":-480,"elapsed":7,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"86b16127-0674-4de9-eea3-1a0dc7ee158a"},"execution_count":139,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Accuracy: 0.8717948717948718\n","\n","Confusion Matrix:\n","[[ 6  5]\n"," [ 5 62]]\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","           0       0.55      0.55      0.55        11\n","           1       0.93      0.93      0.93        67\n","\n","    accuracy                           0.87        78\n","   macro avg       0.74      0.74      0.74        78\n","weighted avg       0.87      0.87      0.87        78\n","\n","\n"]}]},{"cell_type":"markdown","source":["# **Part 4: Data Analysis and Visualization**"],"metadata":{"id":"qT_nhLSH88MR"}},{"cell_type":"markdown","source":["# *1. Feature Importance*"],"metadata":{"id":"ycYSaSiP89ER"}},{"cell_type":"code","source":["feature_importance = model.coef_[0]\n","\n","plt.figure(figsize=(10, 6))\n","sns.barplot(x=feature_importance, y=X.columns)\n","plt.xlabel(\"Coefficient (Feature Importance)\")\n","plt.ylabel(\"Features\")\n","plt.title(\"Feature Importance for Feedback Prediction\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":879},"id":"auLdzzR79UcH","executionInfo":{"status":"ok","timestamp":1711464095310,"user_tz":-480,"elapsed":1601,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"f9a71920-5117-42df-890c-987697011fe6"},"execution_count":143,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["              precision    recall  f1-score   support\n","\n","           0       0.00      0.00      0.00        11\n","           1       0.86      1.00      0.92        67\n","\n","    accuracy                           0.86        78\n","   macro avg       0.43      0.50      0.46        78\n","weighted avg       0.74      0.86      0.79        78\n","\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/base.py:432: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, msg_start, len(result))\n"]}]},{"cell_type":"markdown","source":["# *2. Prediction Insights*"],"metadata":{"id":"IUP1CNRq9AdK"}},{"cell_type":"code","source":["y_pred = model.predict(X_test_scaled)\n","print(classification_report(y_test, y_pred))\n","\n","# Create a histogram to visualize the distribution\n","plt.figure(figsize=(8, 6))\n","plt.hist(y_pred, bins=20, color='skyblue', edgecolor='black')\n","plt.xlabel('Predicted Probability')\n","plt.ylabel('Count')\n","plt.title('Distribution of Predicted Probabilities')\n","plt.grid(axis='y', linestyle='--', alpha=0.7)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":720},"id":"GRKNHd-aCZp1","executionInfo":{"status":"ok","timestamp":1711464150907,"user_tz":-480,"elapsed":712,"user":{"displayName":"ADV ML","userId":"10920254199169543669"}},"outputId":"e7354531-3062-45f3-b63a-b2867cfad67e"},"execution_count":148,"outputs":[{"output_type":"stream","name":"stdout","text":["              precision    recall  f1-score   support\n","\n","           0       0.55      0.55      0.55        11\n","           1       0.93      0.93      0.93        67\n","\n","    accuracy                           0.87        78\n","   macro avg       0.74      0.74      0.74        78\n","weighted avg       0.87      0.87      0.87        78\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]}]}