diff --git a/.ipynb_checkpoints/stock_market(complete)-checkpoint.ipynb b/.ipynb_checkpoints/stock_market(complete)-checkpoint.ipynb new file mode 100644 index 0000000..0cc81a2 --- /dev/null +++ b/.ipynb_checkpoints/stock_market(complete)-checkpoint.ipynb @@ -0,0 +1,2811 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "Rqr4Dq5vWXmV" + }, + "outputs": [], + "source": [ + "# importing modules\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, mean_absolute_error, mean_absolute_percentage_error, accuracy_score, precision_score, confusion_matrix, recall_score, f1_score\n", + "\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "from sklearn.svm import SVR\n", + "from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense,LSTM\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "BigUM4vtWZdc" + }, + "outputs": [], + "source": [ + "# Load data\n", + "df = pd.read_csv(\"SBIN.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "RqOe6KPNWs8Q" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vAcMar5WXELR" + }, + "source": [ + "## Data Analysis and Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "vkDxEavVXHqv", + "outputId": "279f15e7-d2d2-442a-c162-e7db9780f2c7" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseAdj CloseVolume
001-01-199618.69114718.97892218.54018418.82324012.40993143733533.0
102-01-199618.89400518.96476717.73819218.22410612.01493156167280.0
203-01-199618.32789218.56848917.64383917.73819211.69457768296318.0
304-01-199617.50231217.83254217.22397217.67686311.65414286073880.0
405-01-199617.73819217.78536617.45985217.57779311.58882776613039.0
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" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 01-01-1996 18.691147 18.978922 18.540184 18.823240 12.409931 \n", + "1 02-01-1996 18.894005 18.964767 17.738192 18.224106 12.014931 \n", + "2 03-01-1996 18.327892 18.568489 17.643839 17.738192 11.694577 \n", + "3 04-01-1996 17.502312 17.832542 17.223972 17.676863 11.654142 \n", + "4 05-01-1996 17.738192 17.785366 17.459852 17.577793 11.588827 \n", + "\n", + " Volume \n", + "0 43733533.0 \n", + "1 56167280.0 \n", + "2 68296318.0 \n", + "3 86073880.0 \n", + "4 76613039.0 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display the first 5 rows of the dataframe\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Vx3DYtfdXJTU", + "outputId": "18c93f2d-5232-4e80-dfcf-e7d748901c37" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7074 entries, 0 to 7073\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 7074 non-null object \n", + " 1 Open 7065 non-null float64\n", + " 2 High 7065 non-null float64\n", + " 3 Low 7065 non-null float64\n", + " 4 Close 7065 non-null float64\n", + " 5 Adj Close 7065 non-null float64\n", + " 6 Volume 7065 non-null float64\n", + "dtypes: float64(6), object(1)\n", + "memory usage: 387.0+ KB\n" + ] + } + ], + "source": [ + "# Display information about the dataframe\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "SXdvitYIXKKL", + "outputId": "1a2c42d0-4f6e-4180-8ffe-7a40ef4ddabf" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
count7065.0000007065.0000007065.0000007065.0000007065.0000007.065000e+03
mean180.682841183.085167177.998209180.448294166.0217123.130217e+07
std154.773229156.345078152.980516154.630549152.9032493.462744e+07
min13.47819513.93580213.21400913.3461029.5314100.000000e+00
25%28.42356528.82456028.02257028.45658919.8543741.299123e+07
50%173.100006176.500000170.250000172.925003152.4112702.064292e+07
75%265.500000268.899994261.299988265.174988245.7649543.651478e+07
max703.650024728.349976694.200012725.250000725.2500004.469483e+08
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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "count 7065.000000 7065.000000 7065.000000 7065.000000 7065.000000 \n", + "mean 180.682841 183.085167 177.998209 180.448294 166.021712 \n", + "std 154.773229 156.345078 152.980516 154.630549 152.903249 \n", + "min 13.478195 13.935802 13.214009 13.346102 9.531410 \n", + "25% 28.423565 28.824560 28.022570 28.456589 19.854374 \n", + "50% 173.100006 176.500000 170.250000 172.925003 152.411270 \n", + "75% 265.500000 268.899994 261.299988 265.174988 245.764954 \n", + "max 703.650024 728.349976 694.200012 725.250000 725.250000 \n", + "\n", + " Volume \n", + "count 7.065000e+03 \n", + "mean 3.130217e+07 \n", + "std 3.462744e+07 \n", + "min 0.000000e+00 \n", + "25% 1.299123e+07 \n", + "50% 2.064292e+07 \n", + "75% 3.651478e+07 \n", + "max 4.469483e+08 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display summary statistics of the dataframe\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 303 + }, + "id": "8rddiK_nXLNi", + "outputId": "4b65dd80-db84-45c8-ef16-2133bc25c68b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Date 0\n", + "Open 9\n", + "High 9\n", + "Low 9\n", + "Close 9\n", + "Adj Close 9\n", + "Volume 9\n", + "dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display the number of missing values in each column\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "I1khhoMECh4y" + }, + "source": [ + "### Detailed" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "HpS7l8oSCf6y" + }, + "outputs": [], + "source": [ + "# Function to create scatter plots\n", + "def create_scatter_plot(x_data, y_data, size_data=None, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", + " plt.figure(figsize=figsize)\n", + " sns.scatterplot(x=x_data, y=y_data, size=size_data)\n", + " if title:\n", + " plt.title(title)\n", + " if x_label:\n", + " plt.xlabel(x_label)\n", + " if y_label:\n", + " plt.ylabel(y_label)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "oVEjj8ZMCnDx" + }, + "outputs": [], + "source": [ + "# Function to create line plots\n", + "def create_line_plot(x_data, y_data, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", + " plt.figure(figsize=figsize)\n", + " sns.lineplot(x=x_data, y=y_data)\n", + " if title:\n", + " plt.title(title)\n", + " if x_label:\n", + " plt.xlabel(x_label)\n", + " if y_label:\n", + " plt.ylabel(y_label)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Date' and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 769 + }, + "id": "-n8vOGhdCmer", + "outputId": "ea5057f1-9493-43de-ec65-7a017134d171" + }, + "outputs": [ + { + "ename": "TypeError", + "evalue": "The x variable is categorical, but one of ['numeric', 'datetime'] is required", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[28], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Plot the relationship between 'Date' and 'Volume'\u001b[39;00m\n\u001b[0;32m 2\u001b[0m sns\u001b[38;5;241m.\u001b[39mscatterplot(x \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m], y \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVolume\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m----> 3\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkdeplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mDate\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mVolume\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n", + "File \u001b[1;32mD:\\Anaconda\\Lib\\site-packages\\seaborn\\distributions.py:1679\u001b[0m, in \u001b[0;36mkdeplot\u001b[1;34m(data, x, y, hue, weights, palette, hue_order, hue_norm, color, fill, multiple, common_norm, common_grid, cumulative, bw_method, bw_adjust, warn_singular, log_scale, levels, thresh, gridsize, cut, clip, legend, cbar, cbar_ax, cbar_kws, ax, **kwargs)\u001b[0m\n\u001b[0;32m 1676\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1677\u001b[0m ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mgca()\n\u001b[1;32m-> 1679\u001b[0m \u001b[43mp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_attach\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallowed_types\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnumeric\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdatetime\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlog_scale\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlog_scale\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1681\u001b[0m method \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mfill_between \u001b[38;5;28;01mif\u001b[39;00m fill \u001b[38;5;28;01melse\u001b[39;00m ax\u001b[38;5;241m.\u001b[39mplot\n\u001b[0;32m 1682\u001b[0m color \u001b[38;5;241m=\u001b[39m _default_color(method, hue, color, kwargs)\n", + "File \u001b[1;32mD:\\Anaconda\\Lib\\site-packages\\seaborn\\_base.py:1084\u001b[0m, in \u001b[0;36mVectorPlotter._attach\u001b[1;34m(self, obj, allowed_types, log_scale)\u001b[0m\n\u001b[0;32m 1079\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m var_type \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m allowed_types:\n\u001b[0;32m 1080\u001b[0m err \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 1081\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvar\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m variable is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvar_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, but one of \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1082\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mallowed_types\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is required\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1083\u001b[0m )\n\u001b[1;32m-> 1084\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(err)\n\u001b[0;32m 1086\u001b[0m \u001b[38;5;66;03m# -- Get axis objects for each row in plot_data for type conversions and scaling\u001b[39;00m\n\u001b[0;32m 1088\u001b[0m facet_dim \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcol\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrow\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n", + "\u001b[1;31mTypeError\u001b[0m: The x variable is categorical, but one of ['numeric', 'datetime'] is required" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Date' and 'Volume'\n", + "sns.scatterplot(x = df['Date'], y = df['Volume'])\n", + "sns.kdeplot(x = df['Date'], y = df['Volume'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FYvz9YaZDeDp" + }, + "source": [ + "Early 1990s spike: There is a high trading volume around the mid-1990s, peaking at over 4 × 10^8 (400 million trades).\n", + "Post-1996 to 2020: The volume significantly decreases, showing lower levels of activity with some fluctuations and minor peaks, particularly after 2016.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the price variation over time" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "q3QfzWquCmjk" + }, + "outputs": [], + "source": [ + "# Plot the price variation over time\n", + "create_line_plot(df['Date'], df['High'] - df['Low'],\n", + " title='Price Variation Over Time', x_label='Date', y_label='Price Variation')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mYGFClShDgsj" + }, + "source": [ + "#### Stable period until 2004:\n", + "The price variation was relatively low and stable until around 2003-2004, generally staying under 10 units.\n", + "#### 2004-2008 increase:\n", + "Starting from 2004, price variations gradually began to increase, peaking sharply just before the 2008 financial crisis. Some spikes went beyond 40 units.\n", + "#### 2008-2020 fluctuations:\n", + "After the 2008 peak, price variation showed continuous fluctuations with noticeable peaks, though they were more frequent post-2016.\n", + "#### 2020 onward:\n", + "The recent period (2020-2024) shows significant and frequent fluctuations, with peaks reaching 60+ units, possibly influenced by events like the COVID-19 pandemic and other global factors." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Adj Close' and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "XKsek--aCmoC" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Adj Close' and 'Volume'\n", + "create_line_plot(df['Adj Close'], df['Volume'],\n", + " title='Adjusted Close vs Volume',\n", + " x_label='Adjusted Close',\n", + " y_label='Volume')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "omVoWiC-DjJX" + }, + "source": [ + "The overall trend seems to be somewhat volatile, with periods of upward and downward movement." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "W5TY59ikCv78" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Open' and 'Adj Close'\n", + "create_scatter_plot(df['Open'], df['Adj Close'], size_data=df['Volume'],\n", + " title='Open vs Adjusted Close', x_label='Open', y_label='Adj Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "q_BiuXvnDlfJ" + }, + "source": [ + "The scatter points generally show an upward trend, indicating a positive correlation between the opening and closing prices. This means that, in general, when the stock opens higher, it tends to close higher as well." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Close' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "CD0LiK3VCwiU" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Close' and 'Adj Close'\n", + "create_scatter_plot(df['Close'], df['Adj Close'], size_data=df['Volume'],\n", + " title='Close vs Adjusted Close', x_label='Close', y_label='Adj Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3TgT8XWtDnpy" + }, + "source": [ + "The scatter points show a very strong upward trend, indicating a strong positive correlation between the closing price and the adjusted closing price. This means that, in general, when the stock closes higher, the adjusted closing price is also higher." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open' and 'Close'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bgq_AQ-nCwnA" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Open' and 'Close'\n", + "create_scatter_plot(df['Open'], df['Close'], size_data=df['Volume'],\n", + " title='Open vs Close', x_label='Open', y_label='Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open - Close' and 'High - Low'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Zqsy16wWCwrC" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Open - Close' and 'High - Low'\n", + "create_line_plot(df['Open'] - df['Close'], df['High'] - df['Low'],\n", + " title='Stock Variation vs Price Variation',\n", + " x_label='Stock Variation (Open - Close)',\n", + " y_label='Price Variation (High - Low)')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PbUZdfH4Dru0" + }, + "source": [ + "#### This infers for stable or less price difference volume of stock trading is higher\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the effect of price differences on volume" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NAT3Sy3hC2a3" + }, + "outputs": [], + "source": [ + "# Plot the effect of price differences on volume\n", + "plt.figure(figsize = (20,10))\n", + "sns.scatterplot(x=df['Open'] - df['Close'], y=df['High'] - df['Low'], hue=df['Volume'], palette='viridis', size=df['Volume'], sizes=(20, 200), alpha=0.6)\n", + "plt.title('Effect of Price Differences on Volume')\n", + "plt.xlabel('Open - Close')\n", + "plt.ylabel('High - Low')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the effect of price differences on adjusted close" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "B8zeVZt7C2fT" + }, + "outputs": [], + "source": [ + "# Plot the effect of price differences on adjusted close\n", + "plt.figure(figsize = (20,10))\n", + "sns.lineplot(x = df['Open']-df['Close'], y = df['High'] - df['Low'], hue = df['Adj Close'])\n", + "plt.title('Effect of Price Differences on Adjusted Close')\n", + "plt.xlabel('Open - Close')\n", + "plt.ylabel('High - Low')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open - Close' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EpjnJ3bJC2jq" + }, + "outputs": [], + "source": [ + "# Plot the relationship between 'Open - Close' and 'Adj Close'\n", + "plt.figure(figsize = (20,10))\n", + "sns.lineplot(x = df['Open']-df['Close'], y = df['Adj Close'])\n", + "plt.xlabel('Open - Close')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a pair plot of stock features" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "omOa3x81C2uS" + }, + "outputs": [], + "source": [ + "# Create a pair plot of stock features\n", + "subset = df[['Open', 'Close', 'High', 'Low', 'Volume']]\n", + "sns.pairplot(subset)\n", + "plt.suptitle('Pair Plot of Stock Features', y=1.02)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 3D scatter plot of 'Open', 'Close', and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "gNjDWptzC2zP" + }, + "outputs": [], + "source": [ + "# Create a 3D scatter plot of 'Open', 'Close', and 'Volume'\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "fig = plt.figure(figsize=(12, 8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter(df['Open']- df['Close'], df['High'] - df['Low'],df['Volume'], c='r', marker='o')\n", + "ax.set_xlabel('Open Price')\n", + "ax.set_ylabel('Close Price')\n", + "ax.set_zlabel('Volume')\n", + "plt.title('3D Scatter Plot of Open, Close, and Volume')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the correlation matrix" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Soovqm1IC24P" + }, + "outputs": [], + "source": [ + "# Calculate the correlation matrix\n", + "correlation_matrix = df.corr(numeric_only = True)\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', square=True, cbar_kws={\"shrink\": .8})\n", + "\n", + "plt.title('Correlation Heatmap')\n", + "plt.show()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d2g_ypkeDvdO" + }, + "source": [ + "The high correlation between 'Open,' 'High,' 'Low,' 'Close,' and 'Adj Close' shows these features are highly interdependent and tend to move together in the same direction.\n", + "The negative correlation of 'Volume' with price-related features suggests that increased trading volume does not necessarily coincide with an increase in stock prices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### More Charts" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [], + "source": [ + "from plotly.offline import plot\n", + "import plotly.graph_objs as go" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A line chart is a simple and effective way to visualize the closing price of the stock over time" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the closing price over time\n", + "plt.plot(df['Date'], df['Close'])\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Closing Price')\n", + "plt.title('SBIN Stock Price Over Time')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A candlestick chart is a more detailed way to visualize the stock price, showing the high, low, open, and close prices for each day" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the candlestick chart\n", + "fig = go.Figure(data=[go.Candlestick(x=df['Date'],\n", + " open=df['Open'],\n", + " high=df['High'],\n", + " low=df['Low'],\n", + " close=df['Close'])])\n", + "plot(fig, filename='candlestick_chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "C:\\Users\\Admin\\AppData\\Roaming\\Python\\Python312\\site-packages\\plotly\\offline\\offline.py:557: UserWarning:\n", + "\n", + "Your filename `candlestick_chart` didn't end with .html. Adding .html to the end of your file.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "'candlestick_chart.html'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the daily volume\n", + "plt.bar(df['Date'], df['Volume'])\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Volume')\n", + "plt.title('SBIN Daily Volume')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the scatter plot of closing price vs volume\n", + "sns.scatterplot(x=df['Close'], y=df['Volume'])\n", + "plt.xlabel('Closing Price')\n", + "plt.ylabel('Volume')\n", + "plt.title('Relationship between SBIN Closing Price and Volume')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the histogram of closing prices\n", + "plt.hist(df['Close'], bins=50)\n", + "plt.xlabel('Closing Price')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of SBIN Closing Prices')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A moving average chart is a type of chart that shows the average value of a stock's price over a certain period of time. It is used to smooth out the fluctuations in the price and to identify trends." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the moving average chart\n", + "df['MA_50'] = df['Close'].rolling(window=50).mean()\n", + "df['MA_200'] = df['Close'].rolling(window=200).mean()\n", + "\n", + "plt.plot(df['Date'], df['Close'], label='Close')\n", + "plt.plot(df['Date'], df['MA_50'], label='MA 50')\n", + "plt.plot(df['Date'], df['MA_200'], label='MA 200')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.title('SBIN Stock Price with Moving Averages')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This chart shows the closing price of the stock (blue line) along with its 20-day moving average (red line) and two standard deviations plotted above (green line) and below (orange line) it. The Bollinger Bands are used to identify volatility in the stock price" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the Bollinger Bands chart\n", + "df['MA_20'] = df['Close'].rolling(window=20).mean()\n", + "df['Upper_BB'] = df['MA_20'] + 2*df['Close'].rolling(window=20).std()\n", + "df['Lower_BB'] = df['MA_20'] - 2*df['Close'].rolling(window=20).std()\n", + "\n", + "plt.plot(df['Date'], df['Close'], label='Close')\n", + "plt.plot(df['Date'], df['Upper_BB'], label='Upper BB')\n", + "plt.plot(df['Date'], df['Lower_BB'], label='Lower BB')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.title('SBIN Stock Price with Bollinger Bands')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " This chart shows the RSI of the stock (blue line) along with two horizontal lines at 30 (red line) and 70 (green line). The RSI is used to identify overbought (above 70) and oversold (below 30) conditions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the RSI chart\n", + "delta = df['Close'].diff(1)\n", + "up, down = delta.copy(), delta.copy()\n", + "up[up < 0] = 0\n", + "down[down > 0] = 0\n", + "roll_up = up.rolling(window=14).mean()\n", + "roll_down = down.rolling(window=14).mean().abs()\n", + "RS = roll_up / roll_down\n", + "RSI = 100.0 - (100.0 / (1.0 + RS))\n", + "\n", + "plt.plot(df['Date'], RSI, label='RSI')\n", + "plt.axhline(y=30, color='red', linestyle='--')\n", + "plt.axhline(y=70, color='green', linestyle='--')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('RSI')\n", + "plt.title('SBIN Stock Price with RSI')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This chart shows the correlation between the open, high, low, close, and volume of the stock. The correlation is measured on a scale of -1 to 1, where 1 means perfect positive correlation and -1 means perfect negative correlation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the heatmap\n", + "corr_matrix = df[['Open', 'High', 'Low', 'Close', 'Volume']].corr()\n", + "plt.imshow(corr_matrix, cmap='hot', interpolation='nearest')\n", + "plt.title('Correlation Matrix')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "D6ssCbaNXem6" + }, + "source": [ + "## Feature Engineering" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WWb3qGu1Xa30" + }, + "source": [ + "### Handle missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "id": "yi9UnG0BXtGG" + }, + "outputs": [], + "source": [ + "# Drop unnecessary columns('Date' and 'Adj Close')\n", + "df.drop(['Date', 'Adj Close'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "id": "_QwN3imwXZGZ" + }, + "outputs": [], + "source": [ + "imputer = SimpleImputer(strategy='mean')\n", + "df = pd.DataFrame(imputer.fit_transform(df), columns=df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": { + "id": "WYCTE93pXhyC" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cYIyc2QpXvoM" + }, + "source": [ + "### Adding Indicators" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IUH2Nt70Xy-X" + }, + "source": [ + "#### SMA" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PzQGu8JnX8Bk" + }, + "source": [ + "Its the avg of stock price over a specific time period\n", + "\n", + "SMA = (sum of closing price os past n days) / n\n", + "\n", + "It helps identify trends by filtering out shortterm fluctuations\n", + "\n", + "Price above SMA indicate Uptrend and price below SMA indicate lowertrend" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "id": "CFGQWjNTX4Mf" + }, + "outputs": [], + "source": [ + "# Calculate the Simple Moving Average (SMA)\n", + "df[\"SMA_10\"] = df[\"Close\"].rolling(window=10).mean()\n", + "df[\"SMA_50\"] = df[\"Close\"].rolling(window=50).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LoX_CWbbX-tN" + }, + "outputs": [], + "source": [ + "# Drop rows with missing values\n", + "df.dropna(subset=['SMA_10', 'SMA_50'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jaU2IGH_YcIe" + }, + "source": [ + "##### SMA Graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the SMA graph\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "ax1.plot(df[\"SMA_10\"][-days:], label = \"SMA_10\", color='Red', linewidth=1, alpha=0.8)\n", + "ax1.plot(df[\"SMA_50\"][-days:], label = \"SMA_50\", color='Green', linewidth=1, alpha=0.8)\n", + "ax1.plot(df[\"Close\"][-days:], label = \"Close\", color='Blue', linewidth=2)\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qCxKwtnTX1Ck" + }, + "source": [ + "#### RSI" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bbNsRzqmYiJi" + }, + "source": [ + "It is a momentum indicator used to measure the speed and change of price movements. It ranges from 0 to 100 and helps identify whether a stock is overbought or oversold. \n", + "\n", + "RSI > 70: Overbought \n", + "RSI < 30: Oversold" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "id": "lTkIdld1YaxN" + }, + "outputs": [], + "source": [ + "# Calculate the Relative Strength Index (RSI)\n", + "delta = df['Close'].diff(1)\n", + "\n", + "gain = delta.where(delta > 0, 0)\n", + "loss = -delta.where(delta < 0, 0)\n", + "\n", + "avg_gain = gain.rolling(window=14).mean()\n", + "avg_loss = loss.rolling(window=14).mean()\n", + "\n", + "rs = avg_gain / avg_loss # Relative Strength\n", + "df['RSI'] = 100 - (100 / (1 + rs))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Drop rows with missing values\n", + "df.dropna(subset=['RSI'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bW10tgm0YlSM" + }, + "source": [ + "##### RSI Graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "dqR2l5r-YngD", + "outputId": "07d7a94a-4fd6-4f87-cf37-54b6980fa5cb" + }, + "outputs": [], + "source": [ + "# Plot the RSI graph\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), gridspec_kw={'height_ratios': [3, 1]})\n", + "\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "# price graph\n", + "ax1.plot(df['Close'][-days:], label='Close Price', color='blue')\n", + "ax1.set_title('Stock Price')\n", + "ax1.set_ylabel('Price')\n", + "ax1.legend()\n", + "\n", + "# rsi graph\n", + "ax2.plot(df['RSI'][-days:], label='RSI', color='orange')\n", + "ax2.axhline(70, color='red', linestyle='--') # Overbought line\n", + "ax2.axhline(30, color='green', linestyle='--') # Oversold line\n", + "ax2.set_title('Relative Strength Index (RSI)')\n", + "ax2.set_ylabel('RSI')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LaU9_eV9X2Zc" + }, + "source": [ + "#### MACD" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "id": "4j9soKAXXvZX" + }, + "outputs": [], + "source": [ + "# Calculate the Moving Average Convergence Divergence (MACD)\n", + "# Calculate the short-term and long-term EMAs\n", + "df['EMA_12'] = df['Close'].ewm(span=12, adjust=False).mean()\n", + "df['EMA_26'] = df['Close'].ewm(span=26, adjust=False).mean()\n", + "\n", + "# Calculate MACD and Signal line\n", + "df['MACD'] = df['EMA_12'] - df['EMA_26'] # MACD line\n", + "df['Signal_Line'] = df['MACD'].ewm(span=9, adjust=False).mean() # Signal line" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vJU2F-TiYrSB" + }, + "source": [ + "##### MACD Graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "BV8z1ge1Ysl3", + "outputId": "9ddf6a13-ee48-45ea-f6f4-e361d1decc11" + }, + "outputs": [], + "source": [ + "# Plot the MACD\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", + "\n", + "\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "# Plot stock price on first subplot (bold)\n", + "ax[0].plot( df['Close'][-days:], label='Close Price', color='blue', linewidth=3)\n", + "ax[0].set_title('Stock Price')\n", + "ax[0].set_ylabel('Price')\n", + "\n", + "# Plot MACD and Signal line on second subplot\n", + "ax[1].plot( df['MACD'][-days:], label='MACD', color='green', linewidth=2)\n", + "ax[1].plot( df['Signal_Line'][-days:], label='Signal Line', color='red', linestyle='--', alpha=0.7)\n", + "ax[1].set_title('MACD')\n", + "ax[1].set_ylabel('MACD Value')\n", + "\n", + "# Show legends\n", + "ax[0].legend()\n", + "ax[1].legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VC-x8kPuY_FU" + }, + "source": [ + "#### Corrrelations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "id": "I7pi-rfLZBGf", + "outputId": "549af121-3ef6-476f-e359-2e3ce2cbb166" + }, + "outputs": [], + "source": [ + "corr = df.corr()\n", + "corr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 746 + }, + "id": "1OGAC3uxZCxG", + "outputId": "9d7ad372-d66d-4c2a-b72a-717179294401" + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(10,8))\n", + "sns.heatmap(corr, annot=True, linewidths=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": { + "id": "GvIj_HpsZJ26" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v8aLHujGZQu_" + }, + "source": [ + "## Model Training Preperation" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "id": "FV2-jJCSZQaA" + }, + "outputs": [], + "source": [ + "# Select features and target variable\n", + "X = df[['Open', 'High', 'Low', 'Volume']]\n", + "y = df['Close']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "MStjwvxqZV1e" + }, + "outputs": [], + "source": [ + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "adMP-Zn1ZW7s" + }, + "outputs": [], + "source": [ + "# Scale the features using Min-Max scaling\n", + "scaler = MinMaxScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7nfzuX5hZZtj", + "outputId": "6e0f44fa-598b-482f-db74-449179691b30" + }, + "outputs": [], + "source": [ + "X_train.shape, X_test.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "avggYFQCZiF8" + }, + "source": [ + "## Model Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i63wO9AVZkjf" + }, + "source": [ + "#### 1. LINEAR REGRESSION" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": { + "id": "9AJm7PhjZZ9p" + }, + "outputs": [], + "source": [ + "# Create a linear regression model\n", + "model1 = LinearRegression()\n", + "\n", + "# Train the model\n", + "model1.fit(X_train, y_train)\n", + "\n", + "# Make predictions on the test set\n", + "pred1 = model1.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": { + "id": "lYpraDj7Zwqr" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse1 = np.sqrt(mean_squared_error(y_test, pred1))\n", + "mae1 = mean_absolute_error(y_test, pred1)\n", + "mape1 = mean_absolute_percentage_error(y_test, pred1)\n", + "accuracy1 = accuracy_score(y_test > pred1, y_test > pred1.round())\n", + "precision1 = precision_score(y_test > pred1, y_test > pred1.round())\n", + "confusion1 = confusion_matrix(y_test > pred1, y_test > pred1.round())\n", + "recall1 = recall_score(y_test > pred1, y_test > pred1.round())\n", + "f11 = f1_score(y_test > pred1, y_test > pred1.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xOAnEaKoZxuY", + "outputId": "202a1add-cae6-4637-8106-735d3f958007" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse1)\n", + "print(\"MAE:\", mae1)\n", + "print(\"MAPE:\", mape1)\n", + "print(\"Accuracy:\", accuracy1)\n", + "print(\"Precision:\", precision1)\n", + "print(\"Confusion Matrix:\\n\", confusion1)\n", + "print(\"Recall:\", recall1)\n", + "print(\"F1 Score:\", f11)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HxCNbk0JafKE" + }, + "source": [ + "#### 2. SVR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### With Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "XxOnG95gZ0NR" + }, + "outputs": [], + "source": [ + "# Create an SVR model\n", + "model2 = SVR()\n", + "param_grid = {'C':[0.1, 1], 'epsilon':[0.01, 0.1, 0.5], 'kernel':['sigmoid']}\n", + "GV_SVR = GridSearchCV(model2, param_grid = param_grid, scoring = 'accuracy', n_jobs = -1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "heZ6MwXaalFT", + "outputId": "732d3ac8-014f-47fb-f1af-e3f30afbb037" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "GV_SVR.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred2 = GV_SVR.predict(X_test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "984H1ej2apPP" + }, + "outputs": [], + "source": [ + "GV_SVR.best_params_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Without Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#fitting without grid search\n", + "model2.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred2_1 = model2.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "id": "ErnLBNW6apM4" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse2 = np.sqrt(mean_squared_error(y_test, pred2))\n", + "mae2 = mean_absolute_error(y_test, pred2)\n", + "mape2 = mean_absolute_percentage_error(y_test, pred2)\n", + "accuracy2 = accuracy_score(y_test > pred2, y_test > pred2.round())\n", + "precision2 = precision_score(y_test > pred2, y_test > pred2.round())\n", + "confusion2 = confusion_matrix(y_test > pred2, y_test > pred2.round())\n", + "recall2 = recall_score(y_test > pred2, y_test > pred2.round())\n", + "f12 = f1_score(y_test > pred2, y_test > pred2.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "82Gd1kSwapKR", + "outputId": "1dc4a6a9-f0ad-4b96-eeaa-9682f4912767" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse2)\n", + "print(\"MAE:\", mae2)\n", + "print(\"MAPE:\", mape2)\n", + "print(\"Accuracy:\", accuracy2)\n", + "print(\"Precision:\", precision2)\n", + "print(\"Confusion Matrix:\\n\", confusion2)\n", + "print(\"Recall:\", recall2)\n", + "print(\"F1 Score:\", f12)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GsVk_xFZauR6" + }, + "source": [ + "#### 3. Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": { + "id": "YwerJPNxapGt" + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "# Create a Random Forest model\n", + "model3 = RandomForestRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "fspXTQOXapBl", + "outputId": "16e51cc3-390d-4dad-8a04-68b48104ac0b" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model3.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": { + "id": "Hu0iAgE9ao-_" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred3 = model3.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": { + "id": "WTu2YAoQao6Q" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse3 = np.sqrt(mean_squared_error(y_test, pred3))\n", + "mae3 = mean_absolute_error(y_test, pred3)\n", + "mape3 = mean_absolute_percentage_error(y_test, pred3)\n", + "accuracy3 = accuracy_score(y_test > pred3, y_test > pred3.round())\n", + "precision3 = precision_score(y_test > pred3, y_test > pred3.round())\n", + "confusion3 = confusion_matrix(y_test > pred3, y_test > pred3.round())\n", + "recall3 = recall_score(y_test > pred3, y_test > pred3.round())\n", + "f13 = f1_score(y_test > pred3, y_test > pred3.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9_7z9JcRao4C", + "outputId": "9b6dbe5a-de58-4519-d12b-afd1783b5024" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse3)\n", + "print(\"MAE:\", mae3)\n", + "print(\"MAPE:\", mape3)\n", + "print(\"Accuracy:\", accuracy3)\n", + "print(\"Precision:\", precision3)\n", + "print(\"Confusion Matrix:\\n\", confusion3)\n", + "print(\"Recall:\", recall3)\n", + "print(\"F1 Score:\", f13)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kg80FkpDa4Am" + }, + "source": [ + "#### 4. Gradient Boosting Models (GBM)" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": { + "id": "D75bIlqqao1t" + }, + "outputs": [], + "source": [ + "model4 = GradientBoostingRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "uUHqBGsTa9TV", + "outputId": "4694a027-32b2-4c7b-c9cc-ee84e6c4b425" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model4.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": { + "id": "T7XyO3qIa9QU" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred4 = model4.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": { + "id": "j2DCsz23a9M3" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse4 = np.sqrt(mean_squared_error(y_test, pred4))\n", + "mae4 = mean_absolute_error(y_test, pred4)\n", + "mape4 = mean_absolute_percentage_error(y_test, pred4)\n", + "accuracy4 = accuracy_score(y_test > pred4, y_test > pred4.round())\n", + "precision4 = precision_score(y_test > pred4, y_test > pred4.round())\n", + "confusion4 = confusion_matrix(y_test > pred4, y_test > pred4.round())\n", + "recall4 = recall_score(y_test > pred4, y_test > pred4.round())\n", + "f14 = f1_score(y_test > pred4, y_test > pred4.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tl4jTkC9a9Je", + "outputId": "4d2f1ee3-2886-4176-e9dc-2062b3890377" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse4)\n", + "print(\"MAE:\", mae4)\n", + "print(\"MAPE:\", mape4)\n", + "print(\"Accuracy:\", accuracy4)\n", + "print(\"Precision:\", precision4)\n", + "print(\"Confusion Matrix:\\n\", confusion4)\n", + "print(\"Recall:\", recall4)\n", + "print(\"F1 Score:\", f14)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aDoDcLUdbCq6" + }, + "source": [ + "#### 5. Extreme Gradient Boosting (XGBoost)" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": { + "id": "rmgm3VADa9Gb" + }, + "outputs": [], + "source": [ + "import xgboost as xgb\n", + "# Create an XGBoost model\n", + "model5 = xgb.XGBRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 253 + }, + "id": "txadd-U3a9AP", + "outputId": "0a5d9230-a87f-486b-cda4-197face55486" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model5.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": { + "id": "xYWVMZJ5a89t" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred5 = model5.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": { + "id": "qeDxXt9pa87W" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse5 = np.sqrt(mean_squared_error(y_test, pred5))\n", + "mae5 = mean_absolute_error(y_test, pred5)\n", + "mape5 = mean_absolute_percentage_error(y_test, pred5)\n", + "accuracy5 = accuracy_score(y_test > pred5, y_test > pred5.round())\n", + "precision5 = precision_score(y_test > pred5, y_test > pred5.round())\n", + "confusion5 = confusion_matrix(y_test > pred5, y_test > pred5.round())\n", + "recall5 = recall_score(y_test > pred5, y_test > pred5.round())\n", + "f15 = f1_score(y_test > pred5, y_test > pred5.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TdY1rRy_a83-", + "outputId": "d43b90b2-d098-402f-fbf7-46130f5310e3" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse5)\n", + "print(\"MAE:\", mae5)\n", + "print(\"MAPE:\", mape5)\n", + "print(\"Accuracy:\", accuracy5)\n", + "print(\"Precision:\", precision5)\n", + "print(\"Confusion Matrix:\\n\", confusion5)\n", + "print(\"Recall:\", recall5)\n", + "print(\"F1 Score:\", f15)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EbxPon-VbMGE" + }, + "source": [ + "#### 6. AdaBoostRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": { + "id": "Xze9G-tUa802" + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import AdaBoostRegressor\n", + "# Create an AdaBoost model\n", + "model6 = AdaBoostRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "DEmXpAV8a8wC", + "outputId": "5cadcb29-13ce-45f0-cfe1-f9e21a24866b" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model6.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": { + "id": "KvI77shea8tk" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred6 = model6.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": { + "id": "catCNPwla8rL" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse6 = np.sqrt(mean_squared_error(y_test, pred6))\n", + "mae6 = mean_absolute_error(y_test, pred6)\n", + "mape6 = mean_absolute_percentage_error(y_test, pred6)\n", + "accuracy6 = accuracy_score(y_test > pred6, y_test > pred6.round())\n", + "precision6 = precision_score(y_test > pred6, y_test > pred6.round())\n", + "confusion6 = confusion_matrix(y_test > pred6, y_test > pred6.round())\n", + "recall6 = recall_score(y_test > pred6, y_test > pred6.round())\n", + "f16 = f1_score(y_test > pred6, y_test > pred6.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wpUqeumZa8oZ", + "outputId": "db2f5904-a96b-46d9-fbc3-ec519d5b7c7a" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse6)\n", + "print(\"MAE:\", mae6)\n", + "print(\"MAPE:\", mape6)\n", + "print(\"Accuracy:\", accuracy6)\n", + "print(\"Precision:\", precision6)\n", + "print(\"Confusion Matrix:\\n\", confusion6)\n", + "print(\"Recall:\", recall6)\n", + "print(\"F1 Score:\", f16)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ubml65zDbUZu" + }, + "source": [ + "#### 7. Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": { + "id": "qCvEszOKbVGV" + }, + "outputs": [], + "source": [ + "from sklearn.tree import DecisionTreeRegressor\n", + "# Create a Decision Tree model\n", + "model7 = DecisionTreeRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "5lYl0STGbWw8", + "outputId": "9aabd48a-73aa-4737-e243-ae4eb5899765" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model7.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": { + "id": "Wu34WtF-bXy0" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred7 = model7.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": { + "id": "H0NdEFHXbYuI" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse7 = np.sqrt(mean_squared_error(y_test, pred7))\n", + "mae7 = mean_absolute_error(y_test, pred7)\n", + "mape7 = mean_absolute_percentage_error(y_test, pred7)\n", + "accuracy7 = accuracy_score(y_test > pred7, y_test > pred7.round())\n", + "precision7 = precision_score(y_test > pred7, y_test > pred7.round())\n", + "confusion7 = confusion_matrix(y_test > pred7, y_test > pred7.round())\n", + "recall7 = recall_score(y_test > pred7, y_test > pred7.round())\n", + "f17 = f1_score(y_test > pred7, y_test > pred7.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Wq6aws7ZbZft", + "outputId": "3f0b27ba-3257-458b-b5d3-abba03fa5b47" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse7)\n", + "print(\"MAE:\", mae7)\n", + "print(\"MAPE:\", mape7)\n", + "print(\"Accuracy:\", accuracy7)\n", + "print(\"Precision:\", precision7)\n", + "print(\"Confusion Matrix:\\n\", confusion7)\n", + "print(\"Recall:\", recall7)\n", + "print(\"F1 Score:\", f17)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5OX62RD6bb-V" + }, + "source": [ + "#### 8. KNeighborsRegressor(KNN)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "id": "5kz2DGKMbaem" + }, + "outputs": [], + "source": [ + "# Create a KNN model\n", + "model8 = KNeighborsRegressor()\n", + "param_grid = {'n_neighbors':[3, 5, 7, 9, 11, 15, 20, 23, 25, 30, 60, 70, 150]}\n", + "GV_KNN = GridSearchCV(model8, param_grid, cv=5, scoring='neg_mean_squared_error')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "PFdqC4oXbeg9", + "outputId": "b06c9cd8-c45c-4a8b-bec3-17fe23c6dc6d" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model8.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "id": "_Rv2V1W8bfhp" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred8 = model8.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "id": "K_QgGMDybgj8" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse8 = np.sqrt(mean_squared_error(y_test, pred8))\n", + "mae8 = mean_absolute_error(y_test, pred8)\n", + "mape8 = mean_absolute_percentage_error(y_test, pred8)\n", + "accuracy8 = accuracy_score(y_test > pred8, y_test > pred8.round())\n", + "precision8 = precision_score(y_test > pred8, y_test > pred8.round())\n", + "confusion8 = confusion_matrix(y_test > pred8, y_test > pred8.round())\n", + "recall8 = recall_score(y_test > pred8, y_test > pred8.round())\n", + "f18 = f1_score(y_test > pred8, y_test > pred8.round())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PKv6I2oCbha3", + "outputId": "ef250676-44d3-47ff-f7bd-ade1697c4789" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse8)\n", + "print(\"MAE:\", mae8)\n", + "print(\"MAPE:\", mape8)\n", + "print(\"Accuracy:\", accuracy8)\n", + "print(\"Precision:\", precision8)\n", + "print(\"Confusion Matrix:\\n\", confusion8)\n", + "print(\"Recall:\", recall8)\n", + "print(\"F1 Score:\", f18)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Grid Search parameters\n", + "GV_KNN.fit(X_train, y_train)\n", + "pred8_1 = GV_KNN.predict(X_test)\n", + "GV_KNN.best_estimator_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "results = GV_KNN.cv_results_\n", + "mse = -results['mean_test_score']\n", + "k_values = results['param_n_neighbors'].data\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(k_values, mse, marker='o', linestyle='-')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### KNN Hyperparameter Tuning" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# KNN Hyperparameter Tuning\n", + "def knn_hyperparameter_tuning(X_train, y_train):\n", + " k_values = range(1, 31) # Example range for k\n", + " mse_values = []\n", + " \n", + " for k in k_values:\n", + " knn_model = KNeighborsRegressor(n_neighbors=k)\n", + " mse = -cross_val_score(knn_model, X_train, y_train, cv=5, scoring='neg_mean_squared_error').mean()\n", + " mse_values.append(mse)\n", + " \n", + " return k_values, mse_values\n", + "\n", + "# Perform KNN Hyperparameter Tuning\n", + "k_values, mse_values = knn_hyperparameter_tuning(X_train_scaled, y_train)\n", + "\n", + "# Plotting the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(k_values, mse_values, marker='o', linestyle='-')\n", + "plt.title('KNN Hyperparameter Tuning: MSE vs. Number of Neighbors')\n", + "plt.xlabel('Number of Neighbors (k)')\n", + "plt.ylabel('Mean Squared Error (MSE)')\n", + "plt.xticks(k_values) # Show all k values on x-axis\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-yoFias0bkhT" + }, + "source": [ + "#### 9. Artificial Neural Networks (ANN)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oj1tv3-Sbm4M", + "outputId": "0d547cbc-d317-400a-a304-1bc283287926" + }, + "outputs": [], + "source": [ + "# Create an ANN model\n", + "model9 = Sequential()\n", + "model9.add(Dense(32, activation='relu', input_shape=(X_train.shape[1],)))\n", + "model9.add(Dense(16, activation='relu'))\n", + "model9.add(Dense(1, activation='linear'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Llqm4lw3bnxu" + }, + "outputs": [], + "source": [ + "# Compile the model\n", + "model9.compile(loss='mean_squared_error', optimizer='adam')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8gzrlwUTbpG7", + "outputId": "c3b2372d-3881-4568-efd3-59ffe8bce6f3" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model9.fit(X_train_scaled, y_train, epochs=100, batch_size=32, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cI6QW1utbp-J", + "outputId": "1c8b27b2-3380-40a1-ac68-17a68092f650" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred9 = model9.predict(X_test_scaled).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "metadata": { + "id": "-qDeEJUgbrUq" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse9 = np.sqrt(mean_squared_error(y_test, pred9))\n", + "mae9 = mean_absolute_error(y_test, pred9)\n", + "mape9 = mean_absolute_percentage_error(y_test, pred9)\n", + "accuracy9 = accuracy_score(y_test > pred9, y_test > pred9.round())\n", + "precision9 = precision_score(y_test > pred9, y_test > pred9.round())\n", + "confusion9 = confusion_matrix(y_test > pred9, y_test > pred9.round())\n", + "recall9 = recall_score(y_test > pred9, y_test > pred9.round())\n", + "f19 = f1_score(y_test > pred9, y_test > pred9.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dEhvx1BTbvXO", + "outputId": "af73599a-ae1e-4d56-9288-8193e4aaad2b" + }, + "outputs": [], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse9)\n", + "print(\"MAE:\", mae9)\n", + "print(\"MAPE:\", mape9)\n", + "print(\"Accuracy:\", accuracy9)\n", + "print(\"Precision:\", precision9)\n", + "print(\"Confusion Matrix:\\n\", confusion9)\n", + "print(\"Recall:\", recall9)\n", + "print(\"F1 Score:\", f19)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qosFFsxrbyX7" + }, + "source": [ + "#### 10. LSTM(Long Short term Memory)" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": { + "id": "3QajxGzXbxM4" + }, + "outputs": [], + "source": [ + "# Reshape the input data for LSTM\n", + "n_features = X_train_scaled.shape[1]\n", + "n_steps = 10\n", + "n_samples_train = X_train_scaled.shape[0] - n_steps + 1\n", + "n_samples_test = X_test_scaled.shape[0] - n_steps + 1\n", + "\n", + "# Reshape the input data\n", + "X_train_reshaped = np.array([X_train_scaled[i:i+n_steps, :] for i in range(n_samples_train)])\n", + "X_test_reshaped = np.array([X_test_scaled[i:i+n_steps, :] for i in range(n_samples_test)])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gNRiL_B0bxJ3", + "outputId": "045b5c85-f8ef-4fc4-bf38-1c253d886c82" + }, + "outputs": [], + "source": [ + "# Create an LSTM model\n", + "model = Sequential()\n", + "model.add(LSTM(64, activation='relu', input_shape=(n_steps, n_features)))\n", + "model.add(Dense(1))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "metadata": { + "id": "DsndIHIQbxHV" + }, + "outputs": [], + "source": [ + "# Compile the model\n", + "model.compile(loss='mean_squared_error', optimizer='adam')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "SzhA1fh9bxEz" + }, + "outputs": [], + "source": [ + "# Train the model\n", + "model.fit(X_train_reshaped, y_train[n_steps-1:], epochs=100, batch_size=32, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AQXh8a46bxCx" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "y_pred = model.predict(X_test_reshaped).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "iIXfZ2eubxAD" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse10 = np.sqrt(mean_squared_error(y_test[n_steps-1:], y_pred))\n", + "mae10 = mean_absolute_error(y_test[n_steps-1:], y_pred)\n", + "mape10 = mean_absolute_percentage_error(y_test[n_steps-1:], y_pred)\n", + "accuracy10 = accuracy_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "precision10 = precision_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "recall10 = recall_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "f110 = f1_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "confusion10 = confusion_matrix(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9Gjh33nNbw-O" + }, + "outputs": [], + "source": [ + "# Print evaluation metrics\n", + "print(\"RMSE:\", rmse10)\n", + "print(\"MAE:\", mae10)\n", + "print(\"MAPE:\", mape10)\n", + "print(\"Accuracy:\", accuracy10)\n", + "print(\"Precision:\", precision10)\n", + "print(\"Recall:\", recall10)\n", + "print(\"F1 Score:\", f110)\n", + "print(\"Confusion Matrix:\\n\", confusion10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "l6QVMqW-bw66" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Performance Graphs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6r0qumqybw4g" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-hFs2mnDbwGQ" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of accuracies from accuracy1 to accuracy10\n", + "accuracies = [accuracy1*100, accuracy2*100, accuracy3*100, accuracy4*100, accuracy5*100, accuracy6*100, accuracy7*100, accuracy8*100, accuracy9*100, accuracy10*100]\n", + "\n", + "# List of corresponding labels for each accuracy\n", + "labels = ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, accuracies, color='blue')\n", + "plt.xlabel('Accuracy Variables')\n", + "plt.ylabel('Accuracy Values')\n", + "plt.title('Bar Graph of Accuracies')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1tBYk4qmcEMk" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of RMSE values from rmse1 to rmse10\n", + "rmse_values = [rmse1, rmse2, rmse3, rmse4, rmse5, rmse6, rmse7, rmse8, rmse9, rmse10]\n", + "\n", + "# List of corresponding labels for each RMSE value\n", + "labels = ['RMSE1', 'RMSE2', 'RMSE3', 'RMSE4', 'RMSE5', 'RMSE6', 'RMSE7', 'RMSE8', 'RMSE9', 'RMSE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, rmse_values, color='green')\n", + "plt.xlabel('RMSE Variables')\n", + "plt.ylabel('RMSE Values')\n", + "plt.title('Bar Graph of RMSE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### MAE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "BS0oljCZcFhM" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of MAE values from mae1 to mae10\n", + "mae_values = [mae1, mae2, mae3, mae4, mae5, mae6, mae7, mae8, mae9, mae10]\n", + "\n", + "# List of corresponding labels for each MAE value\n", + "labels = ['MAE1', 'MAE2', 'MAE3', 'MAE4', 'MAE5', 'MAE6', 'MAE7', 'MAE8', 'MAE9', 'MAE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, mae_values, color='orange')\n", + "plt.xlabel('MAE Variables')\n", + "plt.ylabel('MAE Values')\n", + "plt.title('Bar Graph of MAE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### MAPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9woaoeNVcGx5" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of MAPE values from mape1 to mape10\n", + "mape_values = [mape1, mape2, mape3, mape4, mape5, mape6, mape7, mape8, mape9, mape10]\n", + "\n", + "# List of corresponding labels for each MAPE value\n", + "labels = ['MAPE1', 'MAPE2', 'MAPE3', 'MAPE4', 'MAPE5', 'MAPE6', 'MAPE7', 'MAPE8', 'MAPE9', 'MAPE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, mape_values, color='purple')\n", + "plt.xlabel('MAPE Variables')\n", + "plt.ylabel('MAPE Values')\n", + "plt.title('Bar Graph of MAPE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Precision" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bbRSmd3tcIIX" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of precision values from precision1 to precision10\n", + "precision_values = [precision1, precision2, precision3, precision4, precision5, precision6, precision7, precision8, precision9, precision10]\n", + "\n", + "# List of corresponding labels for each precision value\n", + "labels = ['Precision1', 'Precision2', 'Precision3', 'Precision4', 'Precision5', 'Precision6', 'Precision7', 'Precision8', 'Precision9', 'Precision10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, precision_values, color='red')\n", + "plt.xlabel('Precision Variables')\n", + "plt.ylabel('Precision Values')\n", + "plt.title('Bar Graph of Precision')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Recall" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tDNk7iuWcJpS" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of recall values from recall1 to recall10\n", + "recall_values = [recall1, recall2, recall3, recall4, recall5, recall6, recall7, recall8, recall9, recall10]\n", + "\n", + "# List of corresponding labels for each recall value\n", + "labels = ['Recall1', 'Recall2', 'Recall3', 'Recall4', 'Recall5', 'Recall6', 'Recall7', 'Recall8', 'Recall9', 'Recall10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, recall_values, color='cyan')\n", + "plt.xlabel('Recall Variables')\n", + "plt.ylabel('Recall Values')\n", + "plt.title('Bar Graph of Recall')\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/candlestick_chart.html b/candlestick_chart.html new file mode 100644 index 0000000..14f6af6 --- /dev/null +++ b/candlestick_chart.html @@ -0,0 +1,14 @@ + + + +
+
+ + \ No newline at end of file diff --git a/stock_market(complete).ipynb b/stock_market(complete).ipynb index 52417b4..d3fe033 100644 --- a/stock_market(complete).ipynb +++ b/stock_market(complete).ipynb @@ -1,2509 +1,7824 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 105, - "metadata": { - "id": "Rqr4Dq5vWXmV" - }, - "outputs": [], - "source": [ - "# importing modules\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.impute import SimpleImputer\n", - "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.metrics import mean_squared_error, mean_absolute_error, mean_absolute_percentage_error, accuracy_score, precision_score, confusion_matrix, recall_score, f1_score\n", - "\n", - "from sklearn.model_selection import GridSearchCV\n", - "\n", - "from sklearn.svm import SVR\n", - "from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n", - "from sklearn.tree import DecisionTreeRegressor\n", - "from sklearn.neighbors import KNeighborsRegressor\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense,LSTM\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "BigUM4vtWZdc" - }, - "outputs": [], - "source": [ - "# Load data\n", - "df = pd.read_csv(\"D:\\Pankaj\\GSSOC\\Stock Market\\SBIN.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 185, - "metadata": { - "id": "RqOe6KPNWs8Q" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vAcMar5WXELR" - }, - "source": [ - "## Data Analysis and Visualization" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 206 - }, - "id": "vkDxEavVXHqv", - "outputId": "279f15e7-d2d2-442a-c162-e7db9780f2c7" - }, - "outputs": [], - "source": [ - "# Display the first 5 rows of the dataframe\n", - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Vx3DYtfdXJTU", - "outputId": "18c93f2d-5232-4e80-dfcf-e7d748901c37" - }, - "outputs": [], - "source": [ - "# Display information about the dataframe\n", - "df.info()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 300 - }, - "id": "SXdvitYIXKKL", - "outputId": "1a2c42d0-4f6e-4180-8ffe-7a40ef4ddabf" - }, - "outputs": [], - "source": [ - "# Display summary statistics of the dataframe\n", - "df.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 303 - }, - "id": "8rddiK_nXLNi", - "outputId": "4b65dd80-db84-45c8-ef16-2133bc25c68b" - }, - "outputs": [], - "source": [ - "# Display the number of missing values in each column\n", - "df.isnull().sum()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "I1khhoMECh4y" - }, - "source": [ - "### Detailed" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": { - "id": "HpS7l8oSCf6y" - }, - "outputs": [], - "source": [ - "# Function to create scatter plots\n", - "def create_scatter_plot(x_data, y_data, size_data=None, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", - " plt.figure(figsize=figsize)\n", - " sns.scatterplot(x=x_data, y=y_data, size=size_data)\n", - " if title:\n", - " plt.title(title)\n", - " if x_label:\n", - " plt.xlabel(x_label)\n", - " if y_label:\n", - " plt.ylabel(y_label)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": { - "id": "oVEjj8ZMCnDx" - }, - "outputs": [], - "source": [ - "# Function to create line plots\n", - "def create_line_plot(x_data, y_data, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", - " plt.figure(figsize=figsize)\n", - " sns.lineplot(x=x_data, y=y_data)\n", - " if title:\n", - " plt.title(title)\n", - " if x_label:\n", - " plt.xlabel(x_label)\n", - " if y_label:\n", - " plt.ylabel(y_label)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Date' and 'Volume'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 769 - }, - "id": "-n8vOGhdCmer", - "outputId": "ea5057f1-9493-43de-ec65-7a017134d171" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Date' and 'Volume'\n", - "sns.scatterplot(x = df['Date'], y = df['Volume'])\n", - "sns.kdeplot(x = df['Date'], y = df['Volume'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "FYvz9YaZDeDp" - }, - "source": [ - "Early 1990s spike: There is a high trading volume around the mid-1990s, peaking at over 4 × 10^8 (400 million trades).\n", - "Post-1996 to 2020: The volume significantly decreases, showing lower levels of activity with some fluctuations and minor peaks, particularly after 2016.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the price variation over time" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "q3QfzWquCmjk" - }, - "outputs": [], - "source": [ - "# Plot the price variation over time\n", - "create_line_plot(df['Date'], df['High'] - df['Low'],\n", - " title='Price Variation Over Time', x_label='Date', y_label='Price Variation')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "mYGFClShDgsj" - }, - "source": [ - "#### Stable period until 2004:\n", - "The price variation was relatively low and stable until around 2003-2004, generally staying under 10 units.\n", - "#### 2004-2008 increase:\n", - "Starting from 2004, price variations gradually began to increase, peaking sharply just before the 2008 financial crisis. Some spikes went beyond 40 units.\n", - "#### 2008-2020 fluctuations:\n", - "After the 2008 peak, price variation showed continuous fluctuations with noticeable peaks, though they were more frequent post-2016.\n", - "#### 2020 onward:\n", - "The recent period (2020-2024) shows significant and frequent fluctuations, with peaks reaching 60+ units, possibly influenced by events like the COVID-19 pandemic and other global factors." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Adj Close' and 'Volume'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "XKsek--aCmoC" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Adj Close' and 'Volume'\n", - "create_line_plot(df['Adj Close'], df['Volume'],\n", - " title='Adjusted Close vs Volume',\n", - " x_label='Adjusted Close',\n", - " y_label='Volume')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "omVoWiC-DjJX" - }, - "source": [ - "The overall trend seems to be somewhat volatile, with periods of upward and downward movement." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Open' and 'Adj Close'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "W5TY59ikCv78" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Open' and 'Adj Close'\n", - "create_scatter_plot(df['Open'], df['Adj Close'], size_data=df['Volume'],\n", - " title='Open vs Adjusted Close', x_label='Open', y_label='Adj Close')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "q_BiuXvnDlfJ" - }, - "source": [ - "The scatter points generally show an upward trend, indicating a positive correlation between the opening and closing prices. This means that, in general, when the stock opens higher, it tends to close higher as well." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Close' and 'Adj Close'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "CD0LiK3VCwiU" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Close' and 'Adj Close'\n", - "create_scatter_plot(df['Close'], df['Adj Close'], size_data=df['Volume'],\n", - " title='Close vs Adjusted Close', x_label='Close', y_label='Adj Close')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3TgT8XWtDnpy" - }, - "source": [ - "The scatter points show a very strong upward trend, indicating a strong positive correlation between the closing price and the adjusted closing price. This means that, in general, when the stock closes higher, the adjusted closing price is also higher." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Open' and 'Close'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "bgq_AQ-nCwnA" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Open' and 'Close'\n", - "create_scatter_plot(df['Open'], df['Close'], size_data=df['Volume'],\n", - " title='Open vs Close', x_label='Open', y_label='Close')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Open - Close' and 'High - Low'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "Zqsy16wWCwrC" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Open - Close' and 'High - Low'\n", - "create_line_plot(df['Open'] - df['Close'], df['High'] - df['Low'],\n", - " title='Stock Variation vs Price Variation',\n", - " x_label='Stock Variation (Open - Close)',\n", - " y_label='Price Variation (High - Low)')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PbUZdfH4Dru0" - }, - "source": [ - "#### This infers for stable or less price difference volume of stock trading is higher\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the effect of price differences on volume" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "NAT3Sy3hC2a3" - }, - "outputs": [], - "source": [ - "# Plot the effect of price differences on volume\n", - "plt.figure(figsize = (20,10))\n", - "sns.scatterplot(x=df['Open'] - df['Close'], y=df['High'] - df['Low'], hue=df['Volume'], palette='viridis', size=df['Volume'], sizes=(20, 200), alpha=0.6)\n", - "plt.title('Effect of Price Differences on Volume')\n", - "plt.xlabel('Open - Close')\n", - "plt.ylabel('High - Low')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the effect of price differences on adjusted close" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "B8zeVZt7C2fT" - }, - "outputs": [], - "source": [ - "# Plot the effect of price differences on adjusted close\n", - "plt.figure(figsize = (20,10))\n", - "sns.lineplot(x = df['Open']-df['Close'], y = df['High'] - df['Low'], hue = df['Adj Close'])\n", - "plt.title('Effect of Price Differences on Adjusted Close')\n", - "plt.xlabel('Open - Close')\n", - "plt.ylabel('High - Low')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the relationship between 'Open - Close' and 'Adj Close'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "EpjnJ3bJC2jq" - }, - "outputs": [], - "source": [ - "# Plot the relationship between 'Open - Close' and 'Adj Close'\n", - "plt.figure(figsize = (20,10))\n", - "sns.lineplot(x = df['Open']-df['Close'], y = df['Adj Close'])\n", - "plt.xlabel('Open - Close')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a pair plot of stock features" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "omOa3x81C2uS" - }, - "outputs": [], - "source": [ - "# Create a pair plot of stock features\n", - "subset = df[['Open', 'Close', 'High', 'Low', 'Volume']]\n", - "sns.pairplot(subset)\n", - "plt.suptitle('Pair Plot of Stock Features', y=1.02)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 3D scatter plot of 'Open', 'Close', and 'Volume'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "gNjDWptzC2zP" - }, - "outputs": [], - "source": [ - "# Create a 3D scatter plot of 'Open', 'Close', and 'Volume'\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "fig = plt.figure(figsize=(12, 8))\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "ax.scatter(df['Open']- df['Close'], df['High'] - df['Low'],df['Volume'], c='r', marker='o')\n", - "ax.set_xlabel('Open Price')\n", - "ax.set_ylabel('Close Price')\n", - "ax.set_zlabel('Volume')\n", - "plt.title('3D Scatter Plot of Open, Close, and Volume')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the correlation matrix" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "Soovqm1IC24P" - }, - "outputs": [], - "source": [ - "# Calculate the correlation matrix\n", - "correlation_matrix = df.corr(numeric_only = True)\n", - "plt.figure(figsize=(12, 8))\n", - "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', square=True, cbar_kws={\"shrink\": .8})\n", - "\n", - "plt.title('Correlation Heatmap')\n", - "plt.show()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "d2g_ypkeDvdO" - }, - "source": [ - "The high correlation between 'Open,' 'High,' 'Low,' 'Close,' and 'Adj Close' shows these features are highly interdependent and tend to move together in the same direction.\n", - "The negative correlation of 'Volume' with price-related features suggests that increased trading volume does not necessarily coincide with an increase in stock prices." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### More Charts" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [], - "source": [ - "from plotly.offline import plot\n", - "import plotly.graph_objs as go" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A line chart is a simple and effective way to visualize the closing price of the stock over time" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the closing price over time\n", - "plt.plot(df['Date'], df['Close'])\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Closing Price')\n", - "plt.title('SBIN Stock Price Over Time')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A candlestick chart is a more detailed way to visualize the stock price, showing the high, low, open, and close prices for each day" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the candlestick chart\n", - "fig = go.Figure(data=[go.Candlestick(x=df['Date'],\n", - " open=df['Open'],\n", - " high=df['High'],\n", - " low=df['Low'],\n", - " close=df['Close'])])\n", - "plot(fig, filename='candlestick_chart')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "C:\\Users\\Admin\\AppData\\Roaming\\Python\\Python312\\site-packages\\plotly\\offline\\offline.py:557: UserWarning:\n", - "\n", - "Your filename `candlestick_chart` didn't end with .html. Adding .html to the end of your file.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "'candlestick_chart.html'" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the daily volume\n", - "plt.bar(df['Date'], df['Volume'])\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Volume')\n", - "plt.title('SBIN Daily Volume')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the scatter plot of closing price vs volume\n", - "sns.scatterplot(x=df['Close'], y=df['Volume'])\n", - "plt.xlabel('Closing Price')\n", - "plt.ylabel('Volume')\n", - "plt.title('Relationship between SBIN Closing Price and Volume')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the histogram of closing prices\n", - "plt.hist(df['Close'], bins=50)\n", - "plt.xlabel('Closing Price')\n", - "plt.ylabel('Frequency')\n", - "plt.title('Distribution of SBIN Closing Prices')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A moving average chart is a type of chart that shows the average value of a stock's price over a certain period of time. It is used to smooth out the fluctuations in the price and to identify trends." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the moving average chart\n", - "df['MA_50'] = df['Close'].rolling(window=50).mean()\n", - "df['MA_200'] = df['Close'].rolling(window=200).mean()\n", - "\n", - "plt.plot(df['Date'], df['Close'], label='Close')\n", - "plt.plot(df['Date'], df['MA_50'], label='MA 50')\n", - "plt.plot(df['Date'], df['MA_200'], label='MA 200')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Price')\n", - "plt.title('SBIN Stock Price with Moving Averages')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This chart shows the closing price of the stock (blue line) along with its 20-day moving average (red line) and two standard deviations plotted above (green line) and below (orange line) it. The Bollinger Bands are used to identify volatility in the stock price" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the Bollinger Bands chart\n", - "df['MA_20'] = df['Close'].rolling(window=20).mean()\n", - "df['Upper_BB'] = df['MA_20'] + 2*df['Close'].rolling(window=20).std()\n", - "df['Lower_BB'] = df['MA_20'] - 2*df['Close'].rolling(window=20).std()\n", - "\n", - "plt.plot(df['Date'], df['Close'], label='Close')\n", - "plt.plot(df['Date'], df['Upper_BB'], label='Upper BB')\n", - "plt.plot(df['Date'], df['Lower_BB'], label='Lower BB')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Price')\n", - "plt.title('SBIN Stock Price with Bollinger Bands')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " This chart shows the RSI of the stock (blue line) along with two horizontal lines at 30 (red line) and 70 (green line). The RSI is used to identify overbought (above 70) and oversold (below 30) conditions.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the RSI chart\n", - "delta = df['Close'].diff(1)\n", - "up, down = delta.copy(), delta.copy()\n", - "up[up < 0] = 0\n", - "down[down > 0] = 0\n", - "roll_up = up.rolling(window=14).mean()\n", - "roll_down = down.rolling(window=14).mean().abs()\n", - "RS = roll_up / roll_down\n", - "RSI = 100.0 - (100.0 / (1.0 + RS))\n", - "\n", - "plt.plot(df['Date'], RSI, label='RSI')\n", - "plt.axhline(y=30, color='red', linestyle='--')\n", - "plt.axhline(y=70, color='green', linestyle='--')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('RSI')\n", - "plt.title('SBIN Stock Price with RSI')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This chart shows the correlation between the open, high, low, close, and volume of the stock. The correlation is measured on a scale of -1 to 1, where 1 means perfect positive correlation and -1 means perfect negative correlation." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the heatmap\n", - "corr_matrix = df[['Open', 'High', 'Low', 'Close', 'Volume']].corr()\n", - "plt.imshow(corr_matrix, cmap='hot', interpolation='nearest')\n", - "plt.title('Correlation Matrix')\n", - "plt.colorbar()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "D6ssCbaNXem6" - }, - "source": [ - "## Feature Engineering" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "WWb3qGu1Xa30" - }, - "source": [ - "### Handle missing values" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "id": "yi9UnG0BXtGG" - }, - "outputs": [], - "source": [ - "# Drop unnecessary columns('Date' and 'Adj Close')\n", - "df.drop(['Date', 'Adj Close'], axis=1, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "id": "_QwN3imwXZGZ" - }, - "outputs": [], - "source": [ - "imputer = SimpleImputer(strategy='mean')\n", - "df = pd.DataFrame(imputer.fit_transform(df), columns=df.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 195, - "metadata": { - "id": "WYCTE93pXhyC" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "cYIyc2QpXvoM" - }, - "source": [ - "### Adding Indicators" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IUH2Nt70Xy-X" - }, - "source": [ - "#### SMA" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PzQGu8JnX8Bk" - }, - "source": [ - "Its the avg of stock price over a specific time period\n", - "\n", - "SMA = (sum of closing price os past n days) / n\n", - "\n", - "It helps identify trends by filtering out shortterm fluctuations\n", - "\n", - "Price above SMA indicate Uptrend and price below SMA indicate lowertrend" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "id": "CFGQWjNTX4Mf" - }, - "outputs": [], - "source": [ - "# Calculate the Simple Moving Average (SMA)\n", - "df[\"SMA_10\"] = df[\"Close\"].rolling(window=10).mean()\n", - "df[\"SMA_50\"] = df[\"Close\"].rolling(window=50).mean()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "LoX_CWbbX-tN" - }, - "outputs": [], - "source": [ - "# Drop rows with missing values\n", - "df.dropna(subset=['SMA_10', 'SMA_50'], inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jaU2IGH_YcIe" - }, - "source": [ - "##### SMA Graph" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the SMA graph\n", - "fig, ax1 = plt.subplots(figsize=(10, 6))\n", - "days = int(input(\"of how many past days you want to see graph: \"))\n", - "ax1.plot(df[\"SMA_10\"][-days:], label = \"SMA_10\", color='Red', linewidth=1, alpha=0.8)\n", - "ax1.plot(df[\"SMA_50\"][-days:], label = \"SMA_50\", color='Green', linewidth=1, alpha=0.8)\n", - "ax1.plot(df[\"Close\"][-days:], label = \"Close\", color='Blue', linewidth=2)\n", - "\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qCxKwtnTX1Ck" - }, - "source": [ - "#### RSI" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bbNsRzqmYiJi" - }, - "source": [ - "It is a momentum indicator used to measure the speed and change of price movements. It ranges from 0 to 100 and helps identify whether a stock is overbought or oversold. \n", - "\n", - "RSI > 70: Overbought \n", - "RSI < 30: Oversold" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "id": "lTkIdld1YaxN" - }, - "outputs": [], - "source": [ - "# Calculate the Relative Strength Index (RSI)\n", - "delta = df['Close'].diff(1)\n", - "\n", - "gain = delta.where(delta > 0, 0)\n", - "loss = -delta.where(delta < 0, 0)\n", - "\n", - "avg_gain = gain.rolling(window=14).mean()\n", - "avg_loss = loss.rolling(window=14).mean()\n", - "\n", - "rs = avg_gain / avg_loss # Relative Strength\n", - "df['RSI'] = 100 - (100 / (1 + rs))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Drop rows with missing values\n", - "df.dropna(subset=['RSI'], inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bW10tgm0YlSM" - }, - "source": [ - "##### RSI Graph" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 807 - }, - "id": "dqR2l5r-YngD", - "outputId": "07d7a94a-4fd6-4f87-cf37-54b6980fa5cb" - }, - "outputs": [], - "source": [ - "# Plot the RSI graph\n", - "\n", - "# Create subplots\n", - "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), gridspec_kw={'height_ratios': [3, 1]})\n", - "\n", - "days = int(input(\"of how many past days you want to see graph: \"))\n", - "# price graph\n", - "ax1.plot(df['Close'][-days:], label='Close Price', color='blue')\n", - "ax1.set_title('Stock Price')\n", - "ax1.set_ylabel('Price')\n", - "ax1.legend()\n", - "\n", - "# rsi graph\n", - "ax2.plot(df['RSI'][-days:], label='RSI', color='orange')\n", - "ax2.axhline(70, color='red', linestyle='--') # Overbought line\n", - "ax2.axhline(30, color='green', linestyle='--') # Oversold line\n", - "ax2.set_title('Relative Strength Index (RSI)')\n", - "ax2.set_ylabel('RSI')\n", - "ax2.legend()\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "LaU9_eV9X2Zc" - }, - "source": [ - "#### MACD" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "id": "4j9soKAXXvZX" - }, - "outputs": [], - "source": [ - "# Calculate the Moving Average Convergence Divergence (MACD)\n", - "# Calculate the short-term and long-term EMAs\n", - "df['EMA_12'] = df['Close'].ewm(span=12, adjust=False).mean()\n", - "df['EMA_26'] = df['Close'].ewm(span=26, adjust=False).mean()\n", - "\n", - "# Calculate MACD and Signal line\n", - "df['MACD'] = df['EMA_12'] - df['EMA_26'] # MACD line\n", - "df['Signal_Line'] = df['MACD'].ewm(span=9, adjust=False).mean() # Signal line" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vJU2F-TiYrSB" - }, - "source": [ - "##### MACD Graph" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 807 - }, - "id": "BV8z1ge1Ysl3", - "outputId": "9ddf6a13-ee48-45ea-f6f4-e361d1decc11" - }, - "outputs": [], - "source": [ - "# Plot the MACD\n", - "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", - "\n", - "\n", - "days = int(input(\"of how many past days you want to see graph: \"))\n", - "# Plot stock price on first subplot (bold)\n", - "ax[0].plot( df['Close'][-days:], label='Close Price', color='blue', linewidth=3)\n", - "ax[0].set_title('Stock Price')\n", - "ax[0].set_ylabel('Price')\n", - "\n", - "# Plot MACD and Signal line on second subplot\n", - "ax[1].plot( df['MACD'][-days:], label='MACD', color='green', linewidth=2)\n", - "ax[1].plot( df['Signal_Line'][-days:], label='Signal Line', color='red', linestyle='--', alpha=0.7)\n", - "ax[1].set_title('MACD')\n", - "ax[1].set_ylabel('MACD Value')\n", - "\n", - "# Show legends\n", - "ax[0].legend()\n", - "ax[1].legend()\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "VC-x8kPuY_FU" - }, - "source": [ - "#### Corrrelations" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 425 - }, - "id": "I7pi-rfLZBGf", - "outputId": "549af121-3ef6-476f-e359-2e3ce2cbb166" - }, - "outputs": [], - "source": [ - "corr = df.corr()\n", - "corr" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 746 - }, - "id": "1OGAC3uxZCxG", - "outputId": "9d7ad372-d66d-4c2a-b72a-717179294401" - }, - "outputs": [], - "source": [ - "plt.figure(figsize=(10,8))\n", - "sns.heatmap(corr, annot=True, linewidths=0.5)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 204, - "metadata": { - "id": "GvIj_HpsZJ26" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "v8aLHujGZQu_" - }, - "source": [ - "## Model Training Preperation" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "id": "FV2-jJCSZQaA" - }, - "outputs": [], - "source": [ - "# Select features and target variable\n", - "X = df[['Open', 'High', 'Low', 'Volume']]\n", - "y = df['Close']" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "id": "MStjwvxqZV1e" - }, - "outputs": [], - "source": [ - "# Split the data into training and testing sets\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "id": "adMP-Zn1ZW7s" - }, - "outputs": [], - "source": [ - "# Scale the features using Min-Max scaling\n", - "scaler = MinMaxScaler()\n", - "X_train_scaled = scaler.fit_transform(X_train)\n", - "X_test_scaled = scaler.transform(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "7nfzuX5hZZtj", - "outputId": "6e0f44fa-598b-482f-db74-449179691b30" - }, - "outputs": [], - "source": [ - "X_train.shape, X_test.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "avggYFQCZiF8" - }, - "source": [ - "## Model Training" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "i63wO9AVZkjf" - }, - "source": [ - "#### 1. LINEAR REGRESSION" - ] - }, - { - "cell_type": "code", - "execution_count": 209, - "metadata": { - "id": "9AJm7PhjZZ9p" - }, - "outputs": [], - "source": [ - "# Create a linear regression model\n", - "model1 = LinearRegression()\n", - "\n", - "# Train the model\n", - "model1.fit(X_train, y_train)\n", - "\n", - "# Make predictions on the test set\n", - "pred1 = model1.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 210, - "metadata": { - "id": "lYpraDj7Zwqr" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse1 = np.sqrt(mean_squared_error(y_test, pred1))\n", - "mae1 = mean_absolute_error(y_test, pred1)\n", - "mape1 = mean_absolute_percentage_error(y_test, pred1)\n", - "accuracy1 = accuracy_score(y_test > pred1, y_test > pred1.round())\n", - "precision1 = precision_score(y_test > pred1, y_test > pred1.round())\n", - "confusion1 = confusion_matrix(y_test > pred1, y_test > pred1.round())\n", - "recall1 = recall_score(y_test > pred1, y_test > pred1.round())\n", - "f11 = f1_score(y_test > pred1, y_test > pred1.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "xOAnEaKoZxuY", - "outputId": "202a1add-cae6-4637-8106-735d3f958007" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse1)\n", - "print(\"MAE:\", mae1)\n", - "print(\"MAPE:\", mape1)\n", - "print(\"Accuracy:\", accuracy1)\n", - "print(\"Precision:\", precision1)\n", - "print(\"Confusion Matrix:\\n\", confusion1)\n", - "print(\"Recall:\", recall1)\n", - "print(\"F1 Score:\", f11)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "HxCNbk0JafKE" - }, - "source": [ - "#### 2. SVR" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### With Grid Search" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "id": "XxOnG95gZ0NR" - }, - "outputs": [], - "source": [ - "# Create an SVR model\n", - "model2 = SVR()\n", - "param_grid = {'C':[0.1, 1], 'epsilon':[0.01, 0.1, 0.5], 'kernel':['sigmoid']}\n", - "GV_SVR = GridSearchCV(model2, param_grid = param_grid, scoring = 'accuracy', n_jobs = -1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "heZ6MwXaalFT", - "outputId": "732d3ac8-014f-47fb-f1af-e3f30afbb037" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "GV_SVR.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred2 = GV_SVR.predict(X_test)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "984H1ej2apPP" - }, - "outputs": [], - "source": [ - "GV_SVR.best_params_" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Without Grid Search" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#fitting without grid search\n", - "model2.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred2_1 = model2.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "id": "ErnLBNW6apM4" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse2 = np.sqrt(mean_squared_error(y_test, pred2))\n", - "mae2 = mean_absolute_error(y_test, pred2)\n", - "mape2 = mean_absolute_percentage_error(y_test, pred2)\n", - "accuracy2 = accuracy_score(y_test > pred2, y_test > pred2.round())\n", - "precision2 = precision_score(y_test > pred2, y_test > pred2.round())\n", - "confusion2 = confusion_matrix(y_test > pred2, y_test > pred2.round())\n", - "recall2 = recall_score(y_test > pred2, y_test > pred2.round())\n", - "f12 = f1_score(y_test > pred2, y_test > pred2.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "82Gd1kSwapKR", - "outputId": "1dc4a6a9-f0ad-4b96-eeaa-9682f4912767" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse2)\n", - "print(\"MAE:\", mae2)\n", - "print(\"MAPE:\", mape2)\n", - "print(\"Accuracy:\", accuracy2)\n", - "print(\"Precision:\", precision2)\n", - "print(\"Confusion Matrix:\\n\", confusion2)\n", - "print(\"Recall:\", recall2)\n", - "print(\"F1 Score:\", f12)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "GsVk_xFZauR6" - }, - "source": [ - "#### 3. Random Forest" - ] - }, - { - "cell_type": "code", - "execution_count": 217, - "metadata": { - "id": "YwerJPNxapGt" - }, - "outputs": [], - "source": [ - "from sklearn.ensemble import RandomForestRegressor\n", - "# Create a Random Forest model\n", - "model3 = RandomForestRegressor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "fspXTQOXapBl", - "outputId": "16e51cc3-390d-4dad-8a04-68b48104ac0b" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model3.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 219, - "metadata": { - "id": "Hu0iAgE9ao-_" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred3 = model3.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 220, - "metadata": { - "id": "WTu2YAoQao6Q" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse3 = np.sqrt(mean_squared_error(y_test, pred3))\n", - "mae3 = mean_absolute_error(y_test, pred3)\n", - "mape3 = mean_absolute_percentage_error(y_test, pred3)\n", - "accuracy3 = accuracy_score(y_test > pred3, y_test > pred3.round())\n", - "precision3 = precision_score(y_test > pred3, y_test > pred3.round())\n", - "confusion3 = confusion_matrix(y_test > pred3, y_test > pred3.round())\n", - "recall3 = recall_score(y_test > pred3, y_test > pred3.round())\n", - "f13 = f1_score(y_test > pred3, y_test > pred3.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9_7z9JcRao4C", - "outputId": "9b6dbe5a-de58-4519-d12b-afd1783b5024" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse3)\n", - "print(\"MAE:\", mae3)\n", - "print(\"MAPE:\", mape3)\n", - "print(\"Accuracy:\", accuracy3)\n", - "print(\"Precision:\", precision3)\n", - "print(\"Confusion Matrix:\\n\", confusion3)\n", - "print(\"Recall:\", recall3)\n", - "print(\"F1 Score:\", f13)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kg80FkpDa4Am" - }, - "source": [ - "#### 4. Gradient Boosting Models (GBM)" - ] - }, - { - "cell_type": "code", - "execution_count": 222, - "metadata": { - "id": "D75bIlqqao1t" - }, - "outputs": [], - "source": [ - "model4 = GradientBoostingRegressor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "uUHqBGsTa9TV", - "outputId": "4694a027-32b2-4c7b-c9cc-ee84e6c4b425" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model4.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 224, - "metadata": { - "id": "T7XyO3qIa9QU" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred4 = model4.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 225, - "metadata": { - "id": "j2DCsz23a9M3" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse4 = np.sqrt(mean_squared_error(y_test, pred4))\n", - "mae4 = mean_absolute_error(y_test, pred4)\n", - "mape4 = mean_absolute_percentage_error(y_test, pred4)\n", - "accuracy4 = accuracy_score(y_test > pred4, y_test > pred4.round())\n", - "precision4 = precision_score(y_test > pred4, y_test > pred4.round())\n", - "confusion4 = confusion_matrix(y_test > pred4, y_test > pred4.round())\n", - "recall4 = recall_score(y_test > pred4, y_test > pred4.round())\n", - "f14 = f1_score(y_test > pred4, y_test > pred4.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "tl4jTkC9a9Je", - "outputId": "4d2f1ee3-2886-4176-e9dc-2062b3890377" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse4)\n", - "print(\"MAE:\", mae4)\n", - "print(\"MAPE:\", mape4)\n", - "print(\"Accuracy:\", accuracy4)\n", - "print(\"Precision:\", precision4)\n", - "print(\"Confusion Matrix:\\n\", confusion4)\n", - "print(\"Recall:\", recall4)\n", - "print(\"F1 Score:\", f14)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "aDoDcLUdbCq6" - }, - "source": [ - "#### 5. Extreme Gradient Boosting (XGBoost)" - ] - }, - { - "cell_type": "code", - "execution_count": 227, - "metadata": { - "id": "rmgm3VADa9Gb" - }, - "outputs": [], - "source": [ - "import xgboost as xgb\n", - "# Create an XGBoost model\n", - "model5 = xgb.XGBRegressor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 253 - }, - "id": "txadd-U3a9AP", - "outputId": "0a5d9230-a87f-486b-cda4-197face55486" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model5.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 229, - "metadata": { - "id": "xYWVMZJ5a89t" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred5 = model5.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 230, - "metadata": { - "id": "qeDxXt9pa87W" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse5 = np.sqrt(mean_squared_error(y_test, pred5))\n", - "mae5 = mean_absolute_error(y_test, pred5)\n", - "mape5 = mean_absolute_percentage_error(y_test, pred5)\n", - "accuracy5 = accuracy_score(y_test > pred5, y_test > pred5.round())\n", - "precision5 = precision_score(y_test > pred5, y_test > pred5.round())\n", - "confusion5 = confusion_matrix(y_test > pred5, y_test > pred5.round())\n", - "recall5 = recall_score(y_test > pred5, y_test > pred5.round())\n", - "f15 = f1_score(y_test > pred5, y_test > pred5.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "TdY1rRy_a83-", - "outputId": "d43b90b2-d098-402f-fbf7-46130f5310e3" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse5)\n", - "print(\"MAE:\", mae5)\n", - "print(\"MAPE:\", mape5)\n", - "print(\"Accuracy:\", accuracy5)\n", - "print(\"Precision:\", precision5)\n", - "print(\"Confusion Matrix:\\n\", confusion5)\n", - "print(\"Recall:\", recall5)\n", - "print(\"F1 Score:\", f15)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "EbxPon-VbMGE" - }, - "source": [ - "#### 6. AdaBoostRegressor" - ] - }, - { - "cell_type": "code", - "execution_count": 232, - "metadata": { - "id": "Xze9G-tUa802" - }, - "outputs": [], - "source": [ - "from sklearn.ensemble import AdaBoostRegressor\n", - "# Create an AdaBoost model\n", - "model6 = AdaBoostRegressor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "DEmXpAV8a8wC", - "outputId": "5cadcb29-13ce-45f0-cfe1-f9e21a24866b" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model6.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 234, - "metadata": { - "id": "KvI77shea8tk" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred6 = model6.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 235, - "metadata": { - "id": "catCNPwla8rL" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse6 = np.sqrt(mean_squared_error(y_test, pred6))\n", - "mae6 = mean_absolute_error(y_test, pred6)\n", - "mape6 = mean_absolute_percentage_error(y_test, pred6)\n", - "accuracy6 = accuracy_score(y_test > pred6, y_test > pred6.round())\n", - "precision6 = precision_score(y_test > pred6, y_test > pred6.round())\n", - "confusion6 = confusion_matrix(y_test > pred6, y_test > pred6.round())\n", - "recall6 = recall_score(y_test > pred6, y_test > pred6.round())\n", - "f16 = f1_score(y_test > pred6, y_test > pred6.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wpUqeumZa8oZ", - "outputId": "db2f5904-a96b-46d9-fbc3-ec519d5b7c7a" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse6)\n", - "print(\"MAE:\", mae6)\n", - "print(\"MAPE:\", mape6)\n", - "print(\"Accuracy:\", accuracy6)\n", - "print(\"Precision:\", precision6)\n", - "print(\"Confusion Matrix:\\n\", confusion6)\n", - "print(\"Recall:\", recall6)\n", - "print(\"F1 Score:\", f16)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ubml65zDbUZu" - }, - "source": [ - "#### 7. Decision Tree" - ] - }, - { - "cell_type": "code", - "execution_count": 237, - "metadata": { - "id": "qCvEszOKbVGV" - }, - "outputs": [], - "source": [ - "from sklearn.tree import DecisionTreeRegressor\n", - "# Create a Decision Tree model\n", - "model7 = DecisionTreeRegressor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "5lYl0STGbWw8", - "outputId": "9aabd48a-73aa-4737-e243-ae4eb5899765" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model7.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 239, - "metadata": { - "id": "Wu34WtF-bXy0" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred7 = model7.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 240, - "metadata": { - "id": "H0NdEFHXbYuI" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse7 = np.sqrt(mean_squared_error(y_test, pred7))\n", - "mae7 = mean_absolute_error(y_test, pred7)\n", - "mape7 = mean_absolute_percentage_error(y_test, pred7)\n", - "accuracy7 = accuracy_score(y_test > pred7, y_test > pred7.round())\n", - "precision7 = precision_score(y_test > pred7, y_test > pred7.round())\n", - "confusion7 = confusion_matrix(y_test > pred7, y_test > pred7.round())\n", - "recall7 = recall_score(y_test > pred7, y_test > pred7.round())\n", - "f17 = f1_score(y_test > pred7, y_test > pred7.round())\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Wq6aws7ZbZft", - "outputId": "3f0b27ba-3257-458b-b5d3-abba03fa5b47" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse7)\n", - "print(\"MAE:\", mae7)\n", - "print(\"MAPE:\", mape7)\n", - "print(\"Accuracy:\", accuracy7)\n", - "print(\"Precision:\", precision7)\n", - "print(\"Confusion Matrix:\\n\", confusion7)\n", - "print(\"Recall:\", recall7)\n", - "print(\"F1 Score:\", f17)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "5OX62RD6bb-V" - }, - "source": [ - "#### 8. KNeighborsRegressor(KNN)" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "id": "5kz2DGKMbaem" - }, - "outputs": [], - "source": [ - "# Create a KNN model\n", - "model8 = KNeighborsRegressor()\n", - "param_grid = {'n_neighbors':[3, 5, 7, 9, 11, 15, 20, 23, 25, 30, 60, 70, 150]}\n", - "GV_KNN = GridSearchCV(model8, param_grid, cv=5, scoring='neg_mean_squared_error')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 80 - }, - "id": "PFdqC4oXbeg9", - "outputId": "b06c9cd8-c45c-4a8b-bec3-17fe23c6dc6d" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model8.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "id": "_Rv2V1W8bfhp" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred8 = model8.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "id": "K_QgGMDybgj8" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse8 = np.sqrt(mean_squared_error(y_test, pred8))\n", - "mae8 = mean_absolute_error(y_test, pred8)\n", - "mape8 = mean_absolute_percentage_error(y_test, pred8)\n", - "accuracy8 = accuracy_score(y_test > pred8, y_test > pred8.round())\n", - "precision8 = precision_score(y_test > pred8, y_test > pred8.round())\n", - "confusion8 = confusion_matrix(y_test > pred8, y_test > pred8.round())\n", - "recall8 = recall_score(y_test > pred8, y_test > pred8.round())\n", - "f18 = f1_score(y_test > pred8, y_test > pred8.round())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "PKv6I2oCbha3", - "outputId": "ef250676-44d3-47ff-f7bd-ade1697c4789" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse8)\n", - "print(\"MAE:\", mae8)\n", - "print(\"MAPE:\", mape8)\n", - "print(\"Accuracy:\", accuracy8)\n", - "print(\"Precision:\", precision8)\n", - "print(\"Confusion Matrix:\\n\", confusion8)\n", - "print(\"Recall:\", recall8)\n", - "print(\"F1 Score:\", f18)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Grid Search parameters\n", - "GV_KNN.fit(X_train, y_train)\n", - "pred8_1 = GV_KNN.predict(X_test)\n", - "GV_KNN.best_estimator_" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "results = GV_KNN.cv_results_\n", - "mse = -results['mean_test_score']\n", - "k_values = results['param_n_neighbors'].data\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(k_values, mse, marker='o', linestyle='-')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### KNN Hyperparameter Tuning" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import cross_val_score\n", - "\n", - "# KNN Hyperparameter Tuning\n", - "def knn_hyperparameter_tuning(X_train, y_train):\n", - " k_values = range(1, 31) # Example range for k\n", - " mse_values = []\n", - " \n", - " for k in k_values:\n", - " knn_model = KNeighborsRegressor(n_neighbors=k)\n", - " mse = -cross_val_score(knn_model, X_train, y_train, cv=5, scoring='neg_mean_squared_error').mean()\n", - " mse_values.append(mse)\n", - " \n", - " return k_values, mse_values\n", - "\n", - "# Perform KNN Hyperparameter Tuning\n", - "k_values, mse_values = knn_hyperparameter_tuning(X_train_scaled, y_train)\n", - "\n", - "# Plotting the results\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(k_values, mse_values, marker='o', linestyle='-')\n", - "plt.title('KNN Hyperparameter Tuning: MSE vs. Number of Neighbors')\n", - "plt.xlabel('Number of Neighbors (k)')\n", - "plt.ylabel('Mean Squared Error (MSE)')\n", - "plt.xticks(k_values) # Show all k values on x-axis\n", - "plt.grid()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-yoFias0bkhT" - }, - "source": [ - "#### 9. Artificial Neural Networks (ANN)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "oj1tv3-Sbm4M", - "outputId": "0d547cbc-d317-400a-a304-1bc283287926" - }, - "outputs": [], - "source": [ - "# Create an ANN model\n", - "model9 = Sequential()\n", - "model9.add(Dense(32, activation='relu', input_shape=(X_train.shape[1],)))\n", - "model9.add(Dense(16, activation='relu'))\n", - "model9.add(Dense(1, activation='linear'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "Llqm4lw3bnxu" - }, - "outputs": [], - "source": [ - "# Compile the model\n", - "model9.compile(loss='mean_squared_error', optimizer='adam')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "8gzrlwUTbpG7", - "outputId": "c3b2372d-3881-4568-efd3-59ffe8bce6f3" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model9.fit(X_train_scaled, y_train, epochs=100, batch_size=32, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "cI6QW1utbp-J", - "outputId": "1c8b27b2-3380-40a1-ac68-17a68092f650" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "pred9 = model9.predict(X_test_scaled).flatten()" - ] - }, - { - "cell_type": "code", - "execution_count": 252, - "metadata": { - "id": "-qDeEJUgbrUq" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse9 = np.sqrt(mean_squared_error(y_test, pred9))\n", - "mae9 = mean_absolute_error(y_test, pred9)\n", - "mape9 = mean_absolute_percentage_error(y_test, pred9)\n", - "accuracy9 = accuracy_score(y_test > pred9, y_test > pred9.round())\n", - "precision9 = precision_score(y_test > pred9, y_test > pred9.round())\n", - "confusion9 = confusion_matrix(y_test > pred9, y_test > pred9.round())\n", - "recall9 = recall_score(y_test > pred9, y_test > pred9.round())\n", - "f19 = f1_score(y_test > pred9, y_test > pred9.round())\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dEhvx1BTbvXO", - "outputId": "af73599a-ae1e-4d56-9288-8193e4aaad2b" - }, - "outputs": [], - "source": [ - "# Print the evaluation metrics\n", - "print(\"RMSE:\", rmse9)\n", - "print(\"MAE:\", mae9)\n", - "print(\"MAPE:\", mape9)\n", - "print(\"Accuracy:\", accuracy9)\n", - "print(\"Precision:\", precision9)\n", - "print(\"Confusion Matrix:\\n\", confusion9)\n", - "print(\"Recall:\", recall9)\n", - "print(\"F1 Score:\", f19)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qosFFsxrbyX7" - }, - "source": [ - "#### 10. LSTM(Long Short term Memory)" - ] - }, - { - "cell_type": "code", - "execution_count": 255, - "metadata": { - "id": "3QajxGzXbxM4" - }, - "outputs": [], - "source": [ - "# Reshape the input data for LSTM\n", - "n_features = X_train_scaled.shape[1]\n", - "n_steps = 10\n", - "n_samples_train = X_train_scaled.shape[0] - n_steps + 1\n", - "n_samples_test = X_test_scaled.shape[0] - n_steps + 1\n", - "\n", - "# Reshape the input data\n", - "X_train_reshaped = np.array([X_train_scaled[i:i+n_steps, :] for i in range(n_samples_train)])\n", - "X_test_reshaped = np.array([X_test_scaled[i:i+n_steps, :] for i in range(n_samples_test)])\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "gNRiL_B0bxJ3", - "outputId": "045b5c85-f8ef-4fc4-bf38-1c253d886c82" - }, - "outputs": [], - "source": [ - "# Create an LSTM model\n", - "model = Sequential()\n", - "model.add(LSTM(64, activation='relu', input_shape=(n_steps, n_features)))\n", - "model.add(Dense(1))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 257, - "metadata": { - "id": "DsndIHIQbxHV" - }, - "outputs": [], - "source": [ - "# Compile the model\n", - "model.compile(loss='mean_squared_error', optimizer='adam')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "SzhA1fh9bxEz" - }, - "outputs": [], - "source": [ - "# Train the model\n", - "model.fit(X_train_reshaped, y_train[n_steps-1:], epochs=100, batch_size=32, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "AQXh8a46bxCx" - }, - "outputs": [], - "source": [ - "# Make predictions on the test set\n", - "y_pred = model.predict(X_test_reshaped).flatten()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "iIXfZ2eubxAD" - }, - "outputs": [], - "source": [ - "# Calculate evaluation metrics\n", - "rmse10 = np.sqrt(mean_squared_error(y_test[n_steps-1:], y_pred))\n", - "mae10 = mean_absolute_error(y_test[n_steps-1:], y_pred)\n", - "mape10 = mean_absolute_percentage_error(y_test[n_steps-1:], y_pred)\n", - "accuracy10 = accuracy_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", - "precision10 = precision_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", - "recall10 = recall_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", - "f110 = f1_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", - "confusion10 = confusion_matrix(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "9Gjh33nNbw-O" - }, - "outputs": [], - "source": [ - "# Print evaluation metrics\n", - "print(\"RMSE:\", rmse10)\n", - "print(\"MAE:\", mae10)\n", - "print(\"MAPE:\", mape10)\n", - "print(\"Accuracy:\", accuracy10)\n", - "print(\"Precision:\", precision10)\n", - "print(\"Recall:\", recall10)\n", - "print(\"F1 Score:\", f110)\n", - "print(\"Confusion Matrix:\\n\", confusion10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "l6QVMqW-bw66" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Model Performance Graphs" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "6r0qumqybw4g" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Accuracy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "-hFs2mnDbwGQ" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of accuracies from accuracy1 to accuracy10\n", - "accuracies = [accuracy1*100, accuracy2*100, accuracy3*100, accuracy4*100, accuracy5*100, accuracy6*100, accuracy7*100, accuracy8*100, accuracy9*100, accuracy10*100]\n", - "\n", - "# List of corresponding labels for each accuracy\n", - "labels = ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, accuracies, color='blue')\n", - "plt.xlabel('Accuracy Variables')\n", - "plt.ylabel('Accuracy Values')\n", - "plt.title('Bar Graph of Accuracies')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RMSE" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "1tBYk4qmcEMk" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of RMSE values from rmse1 to rmse10\n", - "rmse_values = [rmse1, rmse2, rmse3, rmse4, rmse5, rmse6, rmse7, rmse8, rmse9, rmse10]\n", - "\n", - "# List of corresponding labels for each RMSE value\n", - "labels = ['RMSE1', 'RMSE2', 'RMSE3', 'RMSE4', 'RMSE5', 'RMSE6', 'RMSE7', 'RMSE8', 'RMSE9', 'RMSE10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, rmse_values, color='green')\n", - "plt.xlabel('RMSE Variables')\n", - "plt.ylabel('RMSE Values')\n", - "plt.title('Bar Graph of RMSE')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### MAE" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "BS0oljCZcFhM" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of MAE values from mae1 to mae10\n", - "mae_values = [mae1, mae2, mae3, mae4, mae5, mae6, mae7, mae8, mae9, mae10]\n", - "\n", - "# List of corresponding labels for each MAE value\n", - "labels = ['MAE1', 'MAE2', 'MAE3', 'MAE4', 'MAE5', 'MAE6', 'MAE7', 'MAE8', 'MAE9', 'MAE10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, mae_values, color='orange')\n", - "plt.xlabel('MAE Variables')\n", - "plt.ylabel('MAE Values')\n", - "plt.title('Bar Graph of MAE')\n", - "plt.show()\n" - ] + "cells": [ + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "id": "Rqr4Dq5vWXmV" + }, + "outputs": [], + "source": [ + "# importing modules\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, mean_absolute_error, mean_absolute_percentage_error, accuracy_score, precision_score, confusion_matrix, recall_score, f1_score\n", + "\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "from sklearn.svm import SVR\n", + "from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense,LSTM\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "id": "BigUM4vtWZdc" + }, + "outputs": [], + "source": [ + "# Load data\n", + "df = pd.read_csv(\"SBIN.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "RqOe6KPNWs8Q" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vAcMar5WXELR" + }, + "source": [ + "## Data Analysis and Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "vkDxEavVXHqv", + "outputId": "279f15e7-d2d2-442a-c162-e7db9780f2c7" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 01-01-1996 18.691147 18.978922 18.540184 18.823240 12.409931 \n", + "1 02-01-1996 18.894005 18.964767 17.738192 18.224106 12.014931 \n", + "2 03-01-1996 18.327892 18.568489 17.643839 17.738192 11.694577 \n", + "3 04-01-1996 17.502312 17.832542 17.223972 17.676863 11.654142 \n", + "4 05-01-1996 17.738192 17.785366 17.459852 17.577793 11.588827 \n", + "\n", + " Volume \n", + "0 43733533.0 \n", + "1 56167280.0 \n", + "2 68296318.0 \n", + "3 86073880.0 \n", + "4 76613039.0 " + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display the first 5 rows of the dataframe\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Vx3DYtfdXJTU", + "outputId": "18c93f2d-5232-4e80-dfcf-e7d748901c37" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7074 entries, 0 to 7073\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 7074 non-null object \n", + " 1 Open 7065 non-null float64\n", + " 2 High 7065 non-null float64\n", + " 3 Low 7065 non-null float64\n", + " 4 Close 7065 non-null float64\n", + " 5 Adj Close 7065 non-null float64\n", + " 6 Volume 7065 non-null float64\n", + "dtypes: float64(6), object(1)\n", + "memory usage: 387.0+ KB\n" + ] + } + ], + "source": [ + "# Display information about the dataframe\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "SXdvitYIXKKL", + "outputId": "1a2c42d0-4f6e-4180-8ffe-7a40ef4ddabf" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
count7065.0000007065.0000007065.0000007065.0000007065.0000007.065000e+03
mean180.682841183.085167177.998209180.448294166.0217123.130217e+07
std154.773229156.345078152.980516154.630549152.9032493.462744e+07
min13.47819513.93580213.21400913.3461029.5314100.000000e+00
25%28.42356528.82456028.02257028.45658919.8543741.299123e+07
50%173.100006176.500000170.250000172.925003152.4112702.064292e+07
75%265.500000268.899994261.299988265.174988245.7649543.651478e+07
max703.650024728.349976694.200012725.250000725.2500004.469483e+08
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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "count 7065.000000 7065.000000 7065.000000 7065.000000 7065.000000 \n", + "mean 180.682841 183.085167 177.998209 180.448294 166.021712 \n", + "std 154.773229 156.345078 152.980516 154.630549 152.903249 \n", + "min 13.478195 13.935802 13.214009 13.346102 9.531410 \n", + "25% 28.423565 28.824560 28.022570 28.456589 19.854374 \n", + "50% 173.100006 176.500000 170.250000 172.925003 152.411270 \n", + "75% 265.500000 268.899994 261.299988 265.174988 245.764954 \n", + "max 703.650024 728.349976 694.200012 725.250000 725.250000 \n", + "\n", + " Volume \n", + "count 7.065000e+03 \n", + "mean 3.130217e+07 \n", + "std 3.462744e+07 \n", + "min 0.000000e+00 \n", + "25% 1.299123e+07 \n", + "50% 2.064292e+07 \n", + "75% 3.651478e+07 \n", + "max 4.469483e+08 " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display summary statistics of the dataframe\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 303 + }, + "id": "8rddiK_nXLNi", + "outputId": "4b65dd80-db84-45c8-ef16-2133bc25c68b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Date 0\n", + "Open 9\n", + "High 9\n", + "Low 9\n", + "Close 9\n", + "Adj Close 9\n", + "Volume 9\n", + "dtype: int64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display the number of missing values in each column\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "I1khhoMECh4y" + }, + "source": [ + "### Detailed" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "id": "HpS7l8oSCf6y" + }, + "outputs": [], + "source": [ + "# Function to create scatter plots\n", + "def create_scatter_plot(x_data, y_data, size_data=None, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", + " plt.figure(figsize=figsize)\n", + " sns.scatterplot(x=x_data, y=y_data, size=size_data)\n", + " if title:\n", + " plt.title(title)\n", + " if x_label:\n", + " plt.xlabel(x_label)\n", + " if y_label:\n", + " plt.ylabel(y_label)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "id": "oVEjj8ZMCnDx" + }, + "outputs": [], + "source": [ + "# Function to create line plots\n", + "def create_line_plot(x_data, y_data, title=None, x_label=None, y_label=None, figsize=(15,7)):\n", + " plt.figure(figsize=figsize)\n", + " sns.lineplot(x=x_data, y=y_data)\n", + " if title:\n", + " plt.title(title)\n", + " if x_label:\n", + " plt.xlabel(x_label)\n", + " if y_label:\n", + " plt.ylabel(y_label)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Date' and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 222 442 ... 1422 1657 1894]\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "le = LabelEncoder()\n", + "encoded=le.fit_transform(df['Date'])\n", + "print(encoded)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolumeDate
018.69114718.97892218.54018418.82324012.40993143733533.00
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume Date\n", + "0 18.691147 18.978922 18.540184 18.823240 12.409931 43733533.0 0\n", + "1 18.894005 18.964767 17.738192 18.224106 12.014931 56167280.0 222\n", + "2 18.327892 18.568489 17.643839 17.738192 11.694577 68296318.0 442\n", + "3 17.502312 17.832542 17.223972 17.676863 11.654142 86073880.0 678\n", + "4 17.738192 17.785366 17.459852 17.577793 11.588827 76613039.0 914" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.drop(\"Date\",axis=1,inplace=True)\n", + "df[\"Date\"]=encoded\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 769 + }, + "id": "-n8vOGhdCmer", + "outputId": "ea5057f1-9493-43de-ec65-7a017134d171" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Date' and 'Volume'\n", + "sns.scatterplot(x = df['Date'], y = df['Volume'])\n", + "sns.kdeplot(x = df['Date'], y = df['Volume'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FYvz9YaZDeDp" + }, + "source": [ + "Early 1990s spike: There is a high trading volume around the mid-1990s, peaking at over 4 × 10^8 (400 million trades).\n", + "Post-1996 to 2020: The volume significantly decreases, showing lower levels of activity with some fluctuations and minor peaks, particularly after 2016.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the price variation over time" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "id": "q3QfzWquCmjk" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the price variation over time\n", + "create_line_plot(df['Date'], df['High'] - df['Low'],\n", + " title='Price Variation Over Time', x_label='Date', y_label='Price Variation')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mYGFClShDgsj" + }, + "source": [ + "#### Stable period until 2004:\n", + "The price variation was relatively low and stable until around 2003-2004, generally staying under 10 units.\n", + "#### 2004-2008 increase:\n", + "Starting from 2004, price variations gradually began to increase, peaking sharply just before the 2008 financial crisis. Some spikes went beyond 40 units.\n", + "#### 2008-2020 fluctuations:\n", + "After the 2008 peak, price variation showed continuous fluctuations with noticeable peaks, though they were more frequent post-2016.\n", + "#### 2020 onward:\n", + "The recent period (2020-2024) shows significant and frequent fluctuations, with peaks reaching 60+ units, possibly influenced by events like the COVID-19 pandemic and other global factors." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Adj Close' and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": { + "id": "XKsek--aCmoC" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Adj Close' and 'Volume'\n", + "create_line_plot(df['Adj Close'], df['Volume'],\n", + " title='Adjusted Close vs Volume',\n", + " x_label='Adjusted Close',\n", + " y_label='Volume')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "omVoWiC-DjJX" + }, + "source": [ + "The overall trend seems to be somewhat volatile, with periods of upward and downward movement." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": { + "id": "W5TY59ikCv78" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Open' and 'Adj Close'\n", + "create_scatter_plot(df['Open'], df['Adj Close'], size_data=df['Volume'],\n", + " title='Open vs Adjusted Close', x_label='Open', y_label='Adj Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "q_BiuXvnDlfJ" + }, + "source": [ + "The scatter points generally show an upward trend, indicating a positive correlation between the opening and closing prices. This means that, in general, when the stock opens higher, it tends to close higher as well." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Close' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "id": "CD0LiK3VCwiU" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Close' and 'Adj Close'\n", + "create_scatter_plot(df['Close'], df['Adj Close'], size_data=df['Volume'],\n", + " title='Close vs Adjusted Close', x_label='Close', y_label='Adj Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3TgT8XWtDnpy" + }, + "source": [ + "The scatter points show a very strong upward trend, indicating a strong positive correlation between the closing price and the adjusted closing price. This means that, in general, when the stock closes higher, the adjusted closing price is also higher." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open' and 'Close'" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "id": "bgq_AQ-nCwnA" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Open' and 'Close'\n", + "create_scatter_plot(df['Open'], df['Close'], size_data=df['Volume'],\n", + " title='Open vs Close', x_label='Open', y_label='Close')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open - Close' and 'High - Low'" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": { + "id": "Zqsy16wWCwrC" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Open - Close' and 'High - Low'\n", + "create_line_plot(df['Open'] - df['Close'], df['High'] - df['Low'],\n", + " title='Stock Variation vs Price Variation',\n", + " x_label='Stock Variation (Open - Close)',\n", + " y_label='Price Variation (High - Low)')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PbUZdfH4Dru0" + }, + "source": [ + "#### This infers for stable or less price difference volume of stock trading is higher\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the effect of price differences on volume" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": { + "id": "NAT3Sy3hC2a3" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the effect of price differences on volume\n", + "plt.figure(figsize = (20,10))\n", + "sns.scatterplot(x=df['Open'] - df['Close'], y=df['High'] - df['Low'], hue=df['Volume'], palette='viridis', size=df['Volume'], sizes=(20, 200), alpha=0.6)\n", + "plt.title('Effect of Price Differences on Volume')\n", + "plt.xlabel('Open - Close')\n", + "plt.ylabel('High - Low')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the effect of price differences on adjusted close" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": { + "id": "B8zeVZt7C2fT" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the effect of price differences on adjusted close\n", + "plt.figure(figsize = (20,10))\n", + "sns.lineplot(x = df['Open']-df['Close'], y = df['High'] - df['Low'], hue = df['Adj Close'])\n", + "plt.title('Effect of Price Differences on Adjusted Close')\n", + "plt.xlabel('Open - Close')\n", + "plt.ylabel('High - Low')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the relationship between 'Open - Close' and 'Adj Close'" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": { + "id": "EpjnJ3bJC2jq" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the relationship between 'Open - Close' and 'Adj Close'\n", + "plt.figure(figsize = (20,10))\n", + "sns.lineplot(x = df['Open']-df['Close'], y = df['Adj Close'])\n", + "plt.xlabel('Open - Close')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a pair plot of stock features" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": { + "id": "omOa3x81C2uS" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a pair plot of stock features\n", + "subset = df[['Open', 'Close', 'High', 'Low', 'Volume']]\n", + "sns.pairplot(subset)\n", + "plt.suptitle('Pair Plot of Stock Features', y=1.02)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 3D scatter plot of 'Open', 'Close', and 'Volume'" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": { + "id": "gNjDWptzC2zP" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a 3D scatter plot of 'Open', 'Close', and 'Volume'\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "fig = plt.figure(figsize=(12, 8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter(df['Open']- df['Close'], df['High'] - df['Low'],df['Volume'], c='r', marker='o')\n", + "ax.set_xlabel('Open Price')\n", + "ax.set_ylabel('Close Price')\n", + "ax.set_zlabel('Volume')\n", + "plt.title('3D Scatter Plot of Open, Close, and Volume')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the correlation matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": { + "id": "Soovqm1IC24P" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the correlation matrix\n", + "correlation_matrix = df.corr(numeric_only = True)\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', square=True, cbar_kws={\"shrink\": .8})\n", + "\n", + "plt.title('Correlation Heatmap')\n", + "plt.show()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d2g_ypkeDvdO" + }, + "source": [ + "The high correlation between 'Open,' 'High,' 'Low,' 'Close,' and 'Adj Close' shows these features are highly interdependent and tend to move together in the same direction.\n", + "The negative correlation of 'Volume' with price-related features suggests that increased trading volume does not necessarily coincide with an increase in stock prices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### More Charts" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [], + "source": [ + "from plotly.offline import plot\n", + "import plotly.graph_objs as go" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A line chart is a simple and effective way to visualize the closing price of the stock over time" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the closing price over time\n", + "plt.plot(df['Date'], df['Close'])\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Closing Price')\n", + "plt.title('SBIN Stock Price Over Time')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A candlestick chart is a more detailed way to visualize the stock price, showing the high, low, open, and close prices for each day" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'candlestick_chart.html'" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot the candlestick chart\n", + "fig = go.Figure(data=[go.Candlestick(x=df['Date'],\n", + " open=df['Open'],\n", + " high=df['High'],\n", + " low=df['Low'],\n", + " close=df['Close'])])\n", + "plot(fig, filename='candlestick_chart.html')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "C:\\Users\\Admin\\AppData\\Roaming\\Python\\Python312\\site-packages\\plotly\\offline\\offline.py:557: UserWarning:\n", + "\n", + "Your filename `candlestick_chart` didn't end with .html. Adding .html to the end of your file.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "'candlestick_chart.html'" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the daily volume\n", + "plt.bar(df['Date'], df['Volume'])\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Volume')\n", + "plt.title('SBIN Daily Volume')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the scatter plot of closing price vs volume\n", + "sns.scatterplot(x=df['Close'], y=df['Volume'])\n", + "plt.xlabel('Closing Price')\n", + "plt.ylabel('Volume')\n", + "plt.title('Relationship between SBIN Closing Price and Volume')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the histogram of closing prices\n", + "plt.hist(df['Close'], bins=50)\n", + "plt.xlabel('Closing Price')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of SBIN Closing Prices')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A moving average chart is a type of chart that shows the average value of a stock's price over a certain period of time. It is used to smooth out the fluctuations in the price and to identify trends." + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the moving average chart\n", + "df['MA_50'] = df['Close'].rolling(window=50).mean()\n", + "df['MA_200'] = df['Close'].rolling(window=200).mean()\n", + "\n", + "plt.plot(df['Date'], df['Close'], label='Close')\n", + "plt.plot(df['Date'], df['MA_50'], label='MA 50')\n", + "plt.plot(df['Date'], df['MA_200'], label='MA 200')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.title('SBIN Stock Price with Moving Averages')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This chart shows the closing price of the stock (blue line) along with its 20-day moving average (red line) and two standard deviations plotted above (green line) and below (orange line) it. The Bollinger Bands are used to identify volatility in the stock price" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the Bollinger Bands chart\n", + "df['MA_20'] = df['Close'].rolling(window=20).mean()\n", + "df['Upper_BB'] = df['MA_20'] + 2*df['Close'].rolling(window=20).std()\n", + "df['Lower_BB'] = df['MA_20'] - 2*df['Close'].rolling(window=20).std()\n", + "\n", + "plt.plot(df['Date'], df['Close'], label='Close')\n", + "plt.plot(df['Date'], df['Upper_BB'], label='Upper BB')\n", + "plt.plot(df['Date'], df['Lower_BB'], label='Lower BB')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.title('SBIN Stock Price with Bollinger Bands')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " This chart shows the RSI of the stock (blue line) along with two horizontal lines at 30 (red line) and 70 (green line). The RSI is used to identify overbought (above 70) and oversold (below 30) conditions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the RSI chart\n", + "delta = df['Close'].diff(1)\n", + "up, down = delta.copy(), delta.copy()\n", + "up[up < 0] = 0\n", + "down[down > 0] = 0\n", + "roll_up = up.rolling(window=14).mean()\n", + "roll_down = down.rolling(window=14).mean().abs()\n", + "RS = roll_up / roll_down\n", + "RSI = 100.0 - (100.0 / (1.0 + RS))\n", + "\n", + "plt.plot(df['Date'], RSI, label='RSI')\n", + "plt.axhline(y=30, color='red', linestyle='--')\n", + "plt.axhline(y=70, color='green', linestyle='--')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('RSI')\n", + "plt.title('SBIN Stock Price with RSI')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This chart shows the correlation between the open, high, low, close, and volume of the stock. The correlation is measured on a scale of -1 to 1, where 1 means perfect positive correlation and -1 means perfect negative correlation." + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the heatmap\n", + "corr_matrix = df[['Open', 'High', 'Low', 'Close', 'Volume']].corr()\n", + "plt.imshow(corr_matrix, cmap='hot', interpolation='nearest')\n", + "plt.title('Correlation Matrix')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "D6ssCbaNXem6" + }, + "source": [ + "## Feature Engineering" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WWb3qGu1Xa30" + }, + "source": [ + "### Handle missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": { + "id": "yi9UnG0BXtGG" + }, + "outputs": [], + "source": [ + "# Drop unnecessary columns('Date' and 'Adj Close')\n", + "df.drop(['Date', 'Adj Close'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": { + "id": "_QwN3imwXZGZ" + }, + "outputs": [], + "source": [ + "imputer = SimpleImputer(strategy='mean')\n", + "df = pd.DataFrame(imputer.fit_transform(df), columns=df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WYCTE93pXhyC" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cYIyc2QpXvoM" + }, + "source": [ + "### Adding Indicators" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IUH2Nt70Xy-X" + }, + "source": [ + "#### SMA" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PzQGu8JnX8Bk" + }, + "source": [ + "Its the avg of stock price over a specific time period\n", + "\n", + "SMA = (sum of closing price os past n days) / n\n", + "\n", + "It helps identify trends by filtering out shortterm fluctuations\n", + "\n", + "Price above SMA indicate Uptrend and price below SMA indicate lowertrend" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": { + "id": "CFGQWjNTX4Mf" + }, + "outputs": [], + "source": [ + "# Calculate the Simple Moving Average (SMA)\n", + "df[\"SMA_10\"] = df[\"Close\"].rolling(window=10).mean()\n", + "df[\"SMA_50\"] = df[\"Close\"].rolling(window=50).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": { + "id": "LoX_CWbbX-tN" + }, + "outputs": [], + "source": [ + "# Drop rows with missing values\n", + "df.dropna(subset=['SMA_10', 'SMA_50'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jaU2IGH_YcIe" + }, + "source": [ + "##### SMA Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [ + { + "name": "stdin", + "output_type": "stream", + "text": [ + "of how many past days you want to see graph: 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the SMA graph\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "ax1.plot(df[\"SMA_10\"][-days:], label = \"SMA_10\", color='Red', linewidth=1, alpha=0.8)\n", + "ax1.plot(df[\"SMA_50\"][-days:], label = \"SMA_50\", color='Green', linewidth=1, alpha=0.8)\n", + "ax1.plot(df[\"Close\"][-days:], label = \"Close\", color='Blue', linewidth=2)\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qCxKwtnTX1Ck" + }, + "source": [ + "#### RSI" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bbNsRzqmYiJi" + }, + "source": [ + "It is a momentum indicator used to measure the speed and change of price movements. It ranges from 0 to 100 and helps identify whether a stock is overbought or oversold. \n", + "\n", + "RSI > 70: Overbought \n", + "RSI < 30: Oversold" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": { + "id": "lTkIdld1YaxN" + }, + "outputs": [], + "source": [ + "# Calculate the Relative Strength Index (RSI)\n", + "delta = df['Close'].diff(1)\n", + "\n", + "gain = delta.where(delta > 0, 0)\n", + "loss = -delta.where(delta < 0, 0)\n", + "\n", + "avg_gain = gain.rolling(window=14).mean()\n", + "avg_loss = loss.rolling(window=14).mean()\n", + "\n", + "rs = avg_gain / avg_loss # Relative Strength\n", + "df['RSI'] = 100 - (100 / (1 + rs))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [], + "source": [ + "# Drop rows with missing values\n", + "df.dropna(subset=['RSI'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bW10tgm0YlSM" + }, + "source": [ + "##### RSI Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 }, + "id": "dqR2l5r-YngD", + "outputId": "07d7a94a-4fd6-4f87-cf37-54b6980fa5cb" + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### MAPE" - ] + "name": "stdin", + "output_type": "stream", + "text": [ + "of how many past days you want to see graph: 3\n" + ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "9woaoeNVcGx5" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of MAPE values from mape1 to mape10\n", - "mape_values = [mape1, mape2, mape3, mape4, mape5, mape6, mape7, mape8, mape9, mape10]\n", - "\n", - "# List of corresponding labels for each MAPE value\n", - "labels = ['MAPE1', 'MAPE2', 'MAPE3', 'MAPE4', 'MAPE5', 'MAPE6', 'MAPE7', 'MAPE8', 'MAPE9', 'MAPE10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, mape_values, color='purple')\n", - "plt.xlabel('MAPE Variables')\n", - "plt.ylabel('MAPE Values')\n", - "plt.title('Bar Graph of MAPE')\n", - "plt.show()\n" + "data": { + "image/png": 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+ "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the RSI graph\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), gridspec_kw={'height_ratios': [3, 1]})\n", + "\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "# price graph\n", + "ax1.plot(df['Close'][-days:], label='Close Price', color='blue')\n", + "ax1.set_title('Stock Price')\n", + "ax1.set_ylabel('Price')\n", + "ax1.legend()\n", + "\n", + "# rsi graph\n", + "ax2.plot(df['RSI'][-days:], label='RSI', color='orange')\n", + "ax2.axhline(70, color='red', linestyle='--') # Overbought line\n", + "ax2.axhline(30, color='green', linestyle='--') # Oversold line\n", + "ax2.set_title('Relative Strength Index (RSI)')\n", + "ax2.set_ylabel('RSI')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LaU9_eV9X2Zc" + }, + "source": [ + "#### MACD" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": { + "id": "4j9soKAXXvZX" + }, + "outputs": [], + "source": [ + "# Calculate the Moving Average Convergence Divergence (MACD)\n", + "# Calculate the short-term and long-term EMAs\n", + "df['EMA_12'] = df['Close'].ewm(span=12, adjust=False).mean()\n", + "df['EMA_26'] = df['Close'].ewm(span=26, adjust=False).mean()\n", + "\n", + "# Calculate MACD and Signal line\n", + "df['MACD'] = df['EMA_12'] - df['EMA_26'] # MACD line\n", + "df['Signal_Line'] = df['MACD'].ewm(span=9, adjust=False).mean() # Signal line" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vJU2F-TiYrSB" + }, + "source": [ + "##### MACD Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 }, + "id": "BV8z1ge1Ysl3", + "outputId": "9ddf6a13-ee48-45ea-f6f4-e361d1decc11" + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Precision" - ] + "name": "stdin", + "output_type": "stream", + "text": [ + "of how many past days you want to see graph: 5\n" + ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "bbRSmd3tcIIX" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of precision values from precision1 to precision10\n", - "precision_values = [precision1, precision2, precision3, precision4, precision5, precision6, precision7, precision8, precision9, precision10]\n", - "\n", - "# List of corresponding labels for each precision value\n", - "labels = ['Precision1', 'Precision2', 'Precision3', 'Precision4', 'Precision5', 'Precision6', 'Precision7', 'Precision8', 'Precision9', 'Precision10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, precision_values, color='red')\n", - "plt.xlabel('Precision Variables')\n", - "plt.ylabel('Precision Values')\n", - "plt.title('Bar Graph of Precision')\n", - "plt.show()\n" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the MACD\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", + "\n", + "\n", + "days = int(input(\"of how many past days you want to see graph: \"))\n", + "# Plot stock price on first subplot (bold)\n", + "ax[0].plot( df['Close'][-days:], label='Close Price', color='blue', linewidth=3)\n", + "ax[0].set_title('Stock Price')\n", + "ax[0].set_ylabel('Price')\n", + "\n", + "# Plot MACD and Signal line on second subplot\n", + "ax[1].plot( df['MACD'][-days:], label='MACD', color='green', linewidth=2)\n", + "ax[1].plot( df['Signal_Line'][-days:], label='Signal Line', color='red', linestyle='--', alpha=0.7)\n", + "ax[1].set_title('MACD')\n", + "ax[1].set_ylabel('MACD Value')\n", + "\n", + "# Show legends\n", + "ax[0].legend()\n", + "ax[1].legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VC-x8kPuY_FU" + }, + "source": [ + "#### Corrrelations" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "id": "I7pi-rfLZBGf", + "outputId": "549af121-3ef6-476f-e359-2e3ce2cbb166" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseVolumeMA_50MA_200MA_20Upper_BBLower_BBSMA_10SMA_50RSIEMA_12EMA_26MACDSignal_Line
Open1.0000000.9998120.9997930.999613-0.2461290.9851260.9360830.9945020.9934500.9922570.9987880.9924630.0606670.9989130.9972900.2011070.211920
High0.9998121.0000000.9997170.999829-0.2433620.9850310.9359870.9943980.9935680.9919030.9986750.9923660.0631600.9988210.9971840.2014860.211589
Low0.9997930.9997171.0000000.999819-0.2476810.9848180.9360050.9942540.9929720.9922660.9985670.9921350.0640620.9987190.9970290.2029620.212715
Close0.9996130.9998290.9998191.000000-0.2449640.9848370.9359560.9942320.9931800.9919860.9985130.9921440.0658530.9986760.9969980.2026140.212016
Volume-0.246129-0.243362-0.247681-0.2449641.000000-0.241808-0.156613-0.247522-0.241989-0.252852-0.247841-0.2475940.051904-0.247778-0.248238-0.025686-0.041019
MA_500.9851260.9850310.9848180.984837-0.2418081.0000000.9543410.9923810.9911730.9903160.9874730.992357-0.0085510.9882240.9906780.0850600.103564
MA_2000.9360830.9359870.9360050.935956-0.1566130.9543411.0000000.9432630.9423570.9410310.9382920.947045-0.0054340.9392040.9427740.0461200.050529
MA_200.9945020.9943980.9942540.994232-0.2475220.9923810.9432631.0000000.9985460.9981850.9965010.9939940.0100210.9967320.9969600.1488340.176405
Upper_BB0.9934500.9935680.9929720.993180-0.2419890.9911730.9423570.9985461.0000000.9934870.9952460.9928050.0131230.9954690.9956540.1498490.175100
Lower_BB0.9922570.9919030.9922660.991986-0.2528520.9903160.9410310.9981850.9934871.0000000.9944740.9919040.0065210.9947140.9949900.1471870.177256
SMA_100.9987880.9986750.9985670.998513-0.2478410.9874730.9382920.9965010.9952460.9944741.0000000.9948420.0364310.9999150.9990550.1798580.201548
SMA_500.9924630.9923660.9921350.992144-0.2475940.9923570.9470450.9939940.9928050.9919040.9948421.000000-0.0093700.9955980.9981450.0835920.101745
RSI0.0606670.0631600.0640620.0658530.051904-0.008551-0.0054340.0100210.0131230.0065210.036431-0.0093701.0000000.0336340.0131650.5795220.425595
EMA_120.9989130.9988210.9987190.998676-0.2477780.9882240.9392040.9967320.9954690.9947140.9999150.9955980.0336341.0000000.9993840.1730350.193561
EMA_260.9972900.9971840.9970290.996998-0.2482380.9906780.9427740.9969600.9956540.9949900.9990550.9981450.0131650.9993841.0000000.1383530.160681
MACD0.2011070.2014860.2029620.202614-0.0256860.0850600.0461200.1488340.1498490.1471870.1798580.0835920.5795220.1730350.1383531.0000000.952623
Signal_Line0.2119200.2115890.2127150.212016-0.0410190.1035640.0505290.1764050.1751000.1772560.2015480.1017450.4255950.1935610.1606810.9526231.000000
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Volume MA_50 \\\n", + "Open 1.000000 0.999812 0.999793 0.999613 -0.246129 0.985126 \n", + "High 0.999812 1.000000 0.999717 0.999829 -0.243362 0.985031 \n", + "Low 0.999793 0.999717 1.000000 0.999819 -0.247681 0.984818 \n", + "Close 0.999613 0.999829 0.999819 1.000000 -0.244964 0.984837 \n", + "Volume -0.246129 -0.243362 -0.247681 -0.244964 1.000000 -0.241808 \n", + "MA_50 0.985126 0.985031 0.984818 0.984837 -0.241808 1.000000 \n", + "MA_200 0.936083 0.935987 0.936005 0.935956 -0.156613 0.954341 \n", + "MA_20 0.994502 0.994398 0.994254 0.994232 -0.247522 0.992381 \n", + "Upper_BB 0.993450 0.993568 0.992972 0.993180 -0.241989 0.991173 \n", + "Lower_BB 0.992257 0.991903 0.992266 0.991986 -0.252852 0.990316 \n", + "SMA_10 0.998788 0.998675 0.998567 0.998513 -0.247841 0.987473 \n", + "SMA_50 0.992463 0.992366 0.992135 0.992144 -0.247594 0.992357 \n", + "RSI 0.060667 0.063160 0.064062 0.065853 0.051904 -0.008551 \n", + "EMA_12 0.998913 0.998821 0.998719 0.998676 -0.247778 0.988224 \n", + "EMA_26 0.997290 0.997184 0.997029 0.996998 -0.248238 0.990678 \n", + "MACD 0.201107 0.201486 0.202962 0.202614 -0.025686 0.085060 \n", + "Signal_Line 0.211920 0.211589 0.212715 0.212016 -0.041019 0.103564 \n", + "\n", + " MA_200 MA_20 Upper_BB Lower_BB SMA_10 SMA_50 \\\n", + "Open 0.936083 0.994502 0.993450 0.992257 0.998788 0.992463 \n", + "High 0.935987 0.994398 0.993568 0.991903 0.998675 0.992366 \n", + "Low 0.936005 0.994254 0.992972 0.992266 0.998567 0.992135 \n", + "Close 0.935956 0.994232 0.993180 0.991986 0.998513 0.992144 \n", + "Volume -0.156613 -0.247522 -0.241989 -0.252852 -0.247841 -0.247594 \n", + "MA_50 0.954341 0.992381 0.991173 0.990316 0.987473 0.992357 \n", + "MA_200 1.000000 0.943263 0.942357 0.941031 0.938292 0.947045 \n", + "MA_20 0.943263 1.000000 0.998546 0.998185 0.996501 0.993994 \n", + "Upper_BB 0.942357 0.998546 1.000000 0.993487 0.995246 0.992805 \n", + "Lower_BB 0.941031 0.998185 0.993487 1.000000 0.994474 0.991904 \n", + "SMA_10 0.938292 0.996501 0.995246 0.994474 1.000000 0.994842 \n", + "SMA_50 0.947045 0.993994 0.992805 0.991904 0.994842 1.000000 \n", + "RSI -0.005434 0.010021 0.013123 0.006521 0.036431 -0.009370 \n", + "EMA_12 0.939204 0.996732 0.995469 0.994714 0.999915 0.995598 \n", + "EMA_26 0.942774 0.996960 0.995654 0.994990 0.999055 0.998145 \n", + "MACD 0.046120 0.148834 0.149849 0.147187 0.179858 0.083592 \n", + "Signal_Line 0.050529 0.176405 0.175100 0.177256 0.201548 0.101745 \n", + "\n", + " RSI EMA_12 EMA_26 MACD Signal_Line \n", + "Open 0.060667 0.998913 0.997290 0.201107 0.211920 \n", + "High 0.063160 0.998821 0.997184 0.201486 0.211589 \n", + "Low 0.064062 0.998719 0.997029 0.202962 0.212715 \n", + "Close 0.065853 0.998676 0.996998 0.202614 0.212016 \n", + "Volume 0.051904 -0.247778 -0.248238 -0.025686 -0.041019 \n", + "MA_50 -0.008551 0.988224 0.990678 0.085060 0.103564 \n", + "MA_200 -0.005434 0.939204 0.942774 0.046120 0.050529 \n", + "MA_20 0.010021 0.996732 0.996960 0.148834 0.176405 \n", + "Upper_BB 0.013123 0.995469 0.995654 0.149849 0.175100 \n", + "Lower_BB 0.006521 0.994714 0.994990 0.147187 0.177256 \n", + "SMA_10 0.036431 0.999915 0.999055 0.179858 0.201548 \n", + "SMA_50 -0.009370 0.995598 0.998145 0.083592 0.101745 \n", + "RSI 1.000000 0.033634 0.013165 0.579522 0.425595 \n", + "EMA_12 0.033634 1.000000 0.999384 0.173035 0.193561 \n", + "EMA_26 0.013165 0.999384 1.000000 0.138353 0.160681 \n", + "MACD 0.579522 0.173035 0.138353 1.000000 0.952623 \n", + "Signal_Line 0.425595 0.193561 0.160681 0.952623 1.000000 " + ] + }, + "execution_count": 205, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr = df.corr()\n", + "corr" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 746 + }, + "id": "1OGAC3uxZCxG", + "outputId": "9d7ad372-d66d-4c2a-b72a-717179294401" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,8))\n", + "sns.heatmap(corr, annot=True, linewidths=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "GvIj_HpsZJ26" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v8aLHujGZQu_" + }, + "source": [ + "## Model Training Preperation" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": { + "id": "FV2-jJCSZQaA" + }, + "outputs": [], + "source": [ + "# Select features and target variable\n", + "X = df[['Open', 'High', 'Low', 'Volume']]\n", + "y = df['Close']" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": { + "id": "MStjwvxqZV1e" + }, + "outputs": [], + "source": [ + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": { + "id": "adMP-Zn1ZW7s" + }, + "outputs": [], + "source": [ + "# Scale the features using Min-Max scaling\n", + "scaler = MinMaxScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "7nfzuX5hZZtj", + "outputId": "6e0f44fa-598b-482f-db74-449179691b30" + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Recall" + "data": { + "text/plain": [ + "((5609, 4), (1403, 4))" ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.shape, X_test.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "avggYFQCZiF8" + }, + "source": [ + "## Model Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i63wO9AVZkjf" + }, + "source": [ + "#### 1. LINEAR REGRESSION" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": { + "id": "9AJm7PhjZZ9p" + }, + "outputs": [], + "source": [ + "# Create a linear regression model\n", + "model1 = LinearRegression()\n", + "\n", + "# Train the model\n", + "model1.fit(X_train, y_train)\n", + "\n", + "# Make predictions on the test set\n", + "pred1 = model1.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": { + "id": "lYpraDj7Zwqr" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse1 = np.sqrt(mean_squared_error(y_test, pred1))\n", + "mae1 = mean_absolute_error(y_test, pred1)\n", + "mape1 = mean_absolute_percentage_error(y_test, pred1)\n", + "accuracy1 = accuracy_score(y_test > pred1, y_test > pred1.round())\n", + "precision1 = precision_score(y_test > pred1, y_test > pred1.round())\n", + "confusion1 = confusion_matrix(y_test > pred1, y_test > pred1.round())\n", + "recall1 = recall_score(y_test > pred1, y_test > pred1.round())\n", + "f11 = f1_score(y_test > pred1, y_test > pred1.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xOAnEaKoZxuY", + "outputId": "202a1add-cae6-4637-8106-735d3f958007" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 1.5855428625582284\n", + "MAE: 0.9162461522010917\n", + "MAPE: 0.006286719404596185\n", + "Accuracy: 0.827512473271561\n", + "Precision: 0.8384279475982532\n", + "Confusion Matrix:\n", + " [[585 111]\n", + " [131 576]]\n", + "Recall: 0.8147100424328148\n", + "F1 Score: 0.8263988522238164\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse1)\n", + "print(\"MAE:\", mae1)\n", + "print(\"MAPE:\", mape1)\n", + "print(\"Accuracy:\", accuracy1)\n", + "print(\"Precision:\", precision1)\n", + "print(\"Confusion Matrix:\\n\", confusion1)\n", + "print(\"Recall:\", recall1)\n", + "print(\"F1 Score:\", f11)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HxCNbk0JafKE" + }, + "source": [ + "#### 2. SVR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### With Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": { + "id": "XxOnG95gZ0NR" + }, + "outputs": [], + "source": [ + "# Create an SVR model\n", + "model2 = SVR()\n", + "param_grid = {'C':[0.1, 1], 'epsilon':[0.01, 0.1, 0.5], 'kernel':['sigmoid']}\n", + "GV_SVR = GridSearchCV(model2, param_grid = param_grid, scoring = 'accuracy', n_jobs = -1)" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "heZ6MwXaalFT", + "outputId": "732d3ac8-014f-47fb-f1af-e3f30afbb037" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\Anaconda\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:1103: UserWarning:\n", + "\n", + "One or more of the test scores are non-finite: [nan nan nan nan nan nan]\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
GridSearchCV(estimator=SVR(), n_jobs=-1,\n",
+       "             param_grid={'C': [0.1, 1], 'epsilon': [0.01, 0.1, 0.5],\n",
+       "                         'kernel': ['sigmoid']},\n",
+       "             scoring='accuracy')
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" + ], + "text/plain": [ + "GridSearchCV(estimator=SVR(), n_jobs=-1,\n", + " param_grid={'C': [0.1, 1], 'epsilon': [0.01, 0.1, 0.5],\n", + " 'kernel': ['sigmoid']},\n", + " scoring='accuracy')" + ] + }, + "execution_count": 231, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "GV_SVR.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred2 = GV_SVR.predict(X_test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": { + "id": "984H1ej2apPP" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'C': 0.1, 'epsilon': 0.01, 'kernel': 'sigmoid'}" + ] + }, + "execution_count": 235, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GV_SVR.best_params_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Without Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
SVR()
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" + ], + "text/plain": [ + "SVR()" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#fitting without grid search\n", + "model2.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred2_1 = model2.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": { + "id": "ErnLBNW6apM4" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse2 = np.sqrt(mean_squared_error(y_test, pred2))\n", + "mae2 = mean_absolute_error(y_test, pred2)\n", + "mape2 = mean_absolute_percentage_error(y_test, pred2)\n", + "accuracy2 = accuracy_score(y_test > pred2, y_test > pred2.round())\n", + "precision2 = precision_score(y_test > pred2, y_test > pred2.round())\n", + "confusion2 = confusion_matrix(y_test > pred2, y_test > pred2.round())\n", + "recall2 = recall_score(y_test > pred2, y_test > pred2.round())\n", + "f12 = f1_score(y_test > pred2, y_test > pred2.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "82Gd1kSwapKR", + "outputId": "1dc4a6a9-f0ad-4b96-eeaa-9682f4912767" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 156.84695243787496\n", + "MAE: 126.89278487685152\n", + "MAPE: 2.6555431984901294\n", + "Accuracy: 0.9992872416250891\n", + "Precision: 1.0\n", + "Confusion Matrix:\n", + " [[714 0]\n", + " [ 1 688]]\n", + "Recall: 0.9985486211901307\n", + "F1 Score: 0.9992737835875091\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse2)\n", + "print(\"MAE:\", mae2)\n", + "print(\"MAPE:\", mape2)\n", + "print(\"Accuracy:\", accuracy2)\n", + "print(\"Precision:\", precision2)\n", + "print(\"Confusion Matrix:\\n\", confusion2)\n", + "print(\"Recall:\", recall2)\n", + "print(\"F1 Score:\", f12)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GsVk_xFZauR6" + }, + "source": [ + "#### 3. Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "metadata": { + "id": "YwerJPNxapGt" + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "# Create a Random Forest model\n", + "model3 = RandomForestRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "fspXTQOXapBl", + "outputId": "16e51cc3-390d-4dad-8a04-68b48104ac0b" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestRegressor()
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" + ], + "text/plain": [ + "RandomForestRegressor()" + ] + }, + "execution_count": 249, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model3.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "metadata": { + "id": "Hu0iAgE9ao-_" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred3 = model3.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": { + "id": "WTu2YAoQao6Q" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse3 = np.sqrt(mean_squared_error(y_test, pred3))\n", + "mae3 = mean_absolute_error(y_test, pred3)\n", + "mape3 = mean_absolute_percentage_error(y_test, pred3)\n", + "accuracy3 = accuracy_score(y_test > pred3, y_test > pred3.round())\n", + "precision3 = precision_score(y_test > pred3, y_test > pred3.round())\n", + "confusion3 = confusion_matrix(y_test > pred3, y_test > pred3.round())\n", + "recall3 = recall_score(y_test > pred3, y_test > pred3.round())\n", + "f13 = f1_score(y_test > pred3, y_test > pred3.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9_7z9JcRao4C", + "outputId": "9b6dbe5a-de58-4519-d12b-afd1783b5024" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 2.029204610750147\n", + "MAE: 1.1867529135400767\n", + "MAPE: 0.007926835753080005\n", + "Accuracy: 0.8717034925160371\n", + "Precision: 0.8688760806916427\n", + "Confusion Matrix:\n", + " [[620 91]\n", + " [ 89 603]]\n", + "Recall: 0.8713872832369942\n", + "F1 Score: 0.8701298701298701\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse3)\n", + "print(\"MAE:\", mae3)\n", + "print(\"MAPE:\", mape3)\n", + "print(\"Accuracy:\", accuracy3)\n", + "print(\"Precision:\", precision3)\n", + "print(\"Confusion Matrix:\\n\", confusion3)\n", + "print(\"Recall:\", recall3)\n", + "print(\"F1 Score:\", f13)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kg80FkpDa4Am" + }, + "source": [ + "#### 4. Gradient Boosting Models (GBM)" + ] + }, + { + "cell_type": "code", + "execution_count": 258, + "metadata": { + "id": "D75bIlqqao1t" + }, + "outputs": [], + "source": [ + "model4 = GradientBoostingRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 260, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "uUHqBGsTa9TV", + "outputId": "4694a027-32b2-4c7b-c9cc-ee84e6c4b425" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
GradientBoostingRegressor()
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" + ], + "text/plain": [ + "GradientBoostingRegressor()" + ] + }, + "execution_count": 260, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model4.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 262, + "metadata": { + "id": "T7XyO3qIa9QU" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred4 = model4.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "metadata": { + "id": "j2DCsz23a9M3" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse4 = np.sqrt(mean_squared_error(y_test, pred4))\n", + "mae4 = mean_absolute_error(y_test, pred4)\n", + "mape4 = mean_absolute_percentage_error(y_test, pred4)\n", + "accuracy4 = accuracy_score(y_test > pred4, y_test > pred4.round())\n", + "precision4 = precision_score(y_test > pred4, y_test > pred4.round())\n", + "confusion4 = confusion_matrix(y_test > pred4, y_test > pred4.round())\n", + "recall4 = recall_score(y_test > pred4, y_test > pred4.round())\n", + "f14 = f1_score(y_test > pred4, y_test > pred4.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tl4jTkC9a9Je", + "outputId": "4d2f1ee3-2886-4176-e9dc-2062b3890377" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 2.6474866528787193\n", + "MAE: 1.6833712037473636\n", + "MAPE: 0.011965660284805309\n", + "Accuracy: 0.9059158945117605\n", + "Precision: 0.9058823529411765\n", + "Confusion Matrix:\n", + " [[655 64]\n", + " [ 68 616]]\n", + "Recall: 0.9005847953216374\n", + "F1 Score: 0.9032258064516129\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse4)\n", + "print(\"MAE:\", mae4)\n", + "print(\"MAPE:\", mape4)\n", + "print(\"Accuracy:\", accuracy4)\n", + "print(\"Precision:\", precision4)\n", + "print(\"Confusion Matrix:\\n\", confusion4)\n", + "print(\"Recall:\", recall4)\n", + "print(\"F1 Score:\", f14)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aDoDcLUdbCq6" + }, + "source": [ + "#### 5. Extreme Gradient Boosting (XGBoost)" + ] + }, + { + "cell_type": "code", + "execution_count": 269, + "metadata": { + "id": "rmgm3VADa9Gb" + }, + "outputs": [], + "source": [ + "import xgboost as xgb\n", + "# Create an XGBoost model\n", + "model5 = xgb.XGBRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 271, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 253 + }, + "id": "txadd-U3a9AP", + "outputId": "0a5d9230-a87f-486b-cda4-197face55486" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "             gamma=None, grow_policy=None, importance_type=None,\n",
+       "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "             multi_strategy=None, n_estimators=None, n_jobs=None,\n",
+       "             num_parallel_tree=None, random_state=None, ...)
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" + ], + "text/plain": [ + "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=None, n_jobs=None,\n", + " num_parallel_tree=None, random_state=None, ...)" + ] + }, + "execution_count": 271, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model5.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 273, + "metadata": { + "id": "xYWVMZJ5a89t" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred5 = model5.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "metadata": { + "id": "qeDxXt9pa87W" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse5 = np.sqrt(mean_squared_error(y_test, pred5))\n", + "mae5 = mean_absolute_error(y_test, pred5)\n", + "mape5 = mean_absolute_percentage_error(y_test, pred5)\n", + "accuracy5 = accuracy_score(y_test > pred5, y_test > pred5.round())\n", + "precision5 = precision_score(y_test > pred5, y_test > pred5.round())\n", + "confusion5 = confusion_matrix(y_test > pred5, y_test > pred5.round())\n", + "recall5 = recall_score(y_test > pred5, y_test > pred5.round())\n", + "f15 = f1_score(y_test > pred5, y_test > pred5.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TdY1rRy_a83-", + "outputId": "d43b90b2-d098-402f-fbf7-46130f5310e3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 2.2456035075665794\n", + "MAE: 1.410556742694623\n", + "MAPE: 0.010246789191938107\n", + "Accuracy: 0.8959372772630079\n", + "Precision: 0.9013698630136986\n", + "Confusion Matrix:\n", + " [[599 72]\n", + " [ 74 658]]\n", + "Recall: 0.8989071038251366\n", + "F1 Score: 0.9001367989056087\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse5)\n", + "print(\"MAE:\", mae5)\n", + "print(\"MAPE:\", mape5)\n", + "print(\"Accuracy:\", accuracy5)\n", + "print(\"Precision:\", precision5)\n", + "print(\"Confusion Matrix:\\n\", confusion5)\n", + "print(\"Recall:\", recall5)\n", + "print(\"F1 Score:\", f15)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EbxPon-VbMGE" + }, + "source": [ + "#### 6. AdaBoostRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 280, + "metadata": { + "id": "Xze9G-tUa802" + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import AdaBoostRegressor\n", + "# Create an AdaBoost model\n", + "model6 = AdaBoostRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "DEmXpAV8a8wC", + "outputId": "5cadcb29-13ce-45f0-cfe1-f9e21a24866b" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
AdaBoostRegressor()
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" + ], + "text/plain": [ + "AdaBoostRegressor()" + ] + }, + "execution_count": 282, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model6.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 284, + "metadata": { + "id": "KvI77shea8tk" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred6 = model6.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 286, + "metadata": { + "id": "catCNPwla8rL" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse6 = np.sqrt(mean_squared_error(y_test, pred6))\n", + "mae6 = mean_absolute_error(y_test, pred6)\n", + "mape6 = mean_absolute_percentage_error(y_test, pred6)\n", + "accuracy6 = accuracy_score(y_test > pred6, y_test > pred6.round())\n", + "precision6 = precision_score(y_test > pred6, y_test > pred6.round())\n", + "confusion6 = confusion_matrix(y_test > pred6, y_test > pred6.round())\n", + "recall6 = recall_score(y_test > pred6, y_test > pred6.round())\n", + "f16 = f1_score(y_test > pred6, y_test > pred6.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 288, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wpUqeumZa8oZ", + "outputId": "db2f5904-a96b-46d9-fbc3-ec519d5b7c7a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 8.722169035954618\n", + "MAE: 7.095684834597975\n", + "MAPE: 0.17762022210893855\n", + "Accuracy: 0.9786172487526729\n", + "Precision: 0.9716981132075472\n", + "Confusion Matrix:\n", + " [[858 15]\n", + " [ 15 515]]\n", + "Recall: 0.9716981132075472\n", + "F1 Score: 0.9716981132075472\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse6)\n", + "print(\"MAE:\", mae6)\n", + "print(\"MAPE:\", mape6)\n", + "print(\"Accuracy:\", accuracy6)\n", + "print(\"Precision:\", precision6)\n", + "print(\"Confusion Matrix:\\n\", confusion6)\n", + "print(\"Recall:\", recall6)\n", + "print(\"F1 Score:\", f16)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ubml65zDbUZu" + }, + "source": [ + "#### 7. Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "metadata": { + "id": "qCvEszOKbVGV" + }, + "outputs": [], + "source": [ + "from sklearn.tree import DecisionTreeRegressor\n", + "# Create a Decision Tree model\n", + "model7 = DecisionTreeRegressor()" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "5lYl0STGbWw8", + "outputId": "9aabd48a-73aa-4737-e243-ae4eb5899765" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
DecisionTreeRegressor()
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" + ], + "text/plain": [ + "DecisionTreeRegressor()" + ] + }, + "execution_count": 293, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model7.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "metadata": { + "id": "Wu34WtF-bXy0" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred7 = model7.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": { + "id": "H0NdEFHXbYuI" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse7 = np.sqrt(mean_squared_error(y_test, pred7))\n", + "mae7 = mean_absolute_error(y_test, pred7)\n", + "mape7 = mean_absolute_percentage_error(y_test, pred7)\n", + "accuracy7 = accuracy_score(y_test > pred7, y_test > pred7.round())\n", + "precision7 = precision_score(y_test > pred7, y_test > pred7.round())\n", + "confusion7 = confusion_matrix(y_test > pred7, y_test > pred7.round())\n", + "recall7 = recall_score(y_test > pred7, y_test > pred7.round())\n", + "f17 = f1_score(y_test > pred7, y_test > pred7.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Wq6aws7ZbZft", + "outputId": "3f0b27ba-3257-458b-b5d3-abba03fa5b47" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 2.607949173764777\n", + "MAE: 1.482377351389879\n", + "MAPE: 0.009969005736653144\n", + "Accuracy: 0.8752672843905915\n", + "Precision: 0.8674521354933726\n", + "Confusion Matrix:\n", + " [[639 90]\n", + " [ 85 589]]\n", + "Recall: 0.8738872403560831\n", + "F1 Score: 0.8706577974870657\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse7)\n", + "print(\"MAE:\", mae7)\n", + "print(\"MAPE:\", mape7)\n", + "print(\"Accuracy:\", accuracy7)\n", + "print(\"Precision:\", precision7)\n", + "print(\"Confusion Matrix:\\n\", confusion7)\n", + "print(\"Recall:\", recall7)\n", + "print(\"F1 Score:\", f17)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5OX62RD6bb-V" + }, + "source": [ + "#### 8. KNeighborsRegressor(KNN)" + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": { + "id": "5kz2DGKMbaem" + }, + "outputs": [], + "source": [ + "# Create a KNN model\n", + "model8 = KNeighborsRegressor()\n", + "param_grid = {'n_neighbors':[3, 5, 7, 9, 11, 15, 20, 23, 25, 30, 60, 70, 150]}\n", + "GV_KNN = GridSearchCV(model8, param_grid, cv=5, scoring='neg_mean_squared_error')" + ] + }, + { + "cell_type": "code", + "execution_count": 304, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "PFdqC4oXbeg9", + "outputId": "b06c9cd8-c45c-4a8b-bec3-17fe23c6dc6d" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
KNeighborsRegressor()
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" + ], + "text/plain": [ + "KNeighborsRegressor()" + ] + }, + "execution_count": 304, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model8.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 306, + "metadata": { + "id": "_Rv2V1W8bfhp" + }, + "outputs": [], + "source": [ + "# Make predictions on the test set\n", + "pred8 = model8.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 308, + "metadata": { + "id": "K_QgGMDybgj8" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse8 = np.sqrt(mean_squared_error(y_test, pred8))\n", + "mae8 = mean_absolute_error(y_test, pred8)\n", + "mape8 = mean_absolute_percentage_error(y_test, pred8)\n", + "accuracy8 = accuracy_score(y_test > pred8, y_test > pred8.round())\n", + "precision8 = precision_score(y_test > pred8, y_test > pred8.round())\n", + "confusion8 = confusion_matrix(y_test > pred8, y_test > pred8.round())\n", + "recall8 = recall_score(y_test > pred8, y_test > pred8.round())\n", + "f18 = f1_score(y_test > pred8, y_test > pred8.round())" + ] + }, + { + "cell_type": "code", + "execution_count": 310, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PKv6I2oCbha3", + "outputId": "ef250676-44d3-47ff-f7bd-ade1697c4789" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 145.2817848019368\n", + "MAE: 108.28649615205543\n", + "MAPE: 1.7063415745133514\n", + "Accuracy: 0.9935851746258019\n", + "Precision: 0.9904458598726115\n", + "Confusion Matrix:\n", + " [[772 6]\n", + " [ 3 622]]\n", + "Recall: 0.9952\n", + "F1 Score: 0.9928172386272945\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse8)\n", + "print(\"MAE:\", mae8)\n", + "print(\"MAPE:\", mape8)\n", + "print(\"Accuracy:\", accuracy8)\n", + "print(\"Precision:\", precision8)\n", + "print(\"Confusion Matrix:\\n\", confusion8)\n", + "print(\"Recall:\", recall8)\n", + "print(\"F1 Score:\", f18)" + ] + }, + { + "cell_type": "code", + "execution_count": 312, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
KNeighborsRegressor(n_neighbors=150)
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" + ], + "text/plain": [ + "KNeighborsRegressor(n_neighbors=150)" + ] + }, + "execution_count": 312, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Grid Search parameters\n", + "GV_KNN.fit(X_train, y_train)\n", + "pred8_1 = GV_KNN.predict(X_test)\n", + "GV_KNN.best_estimator_" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "results = GV_KNN.cv_results_\n", + "mse = -results['mean_test_score']\n", + "k_values = results['param_n_neighbors'].data\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(k_values, mse, marker='o', linestyle='-')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### KNN Hyperparameter Tuning" + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Pfn6+6OrqKk6bNk19TfWxHTFihEY+//77rwhAXLhwoSiKonj//n3Rzs5O6+s+MTFRtLW1FceMGaO+NmHCBBGAuGHDBo22kZGRIgBx165dZbyTRIbFkSsiAxo2bBgyMzMxc+bMx06LAQA3Nzd88MEH+O233xAREaFTH++//z5cXV3xwQcfVCrHpUuX4vTp01r/Ro4cqdV2xowZiI6Oxr///gsAyMrKwg8//IAJEyZo7f7Vv39/1K9fX/1YKpXipZdeQnx8vHraxR9//IG+ffvC29tb46/xQ4YMAQAcOXJEI+awYcNgbW1d5usYM2aMxmiDr68vunfvjkOHDqmv5eTk4IMPPoC/vz+srKxgZWWFOnXqIDc3V2s6CYAyR26Ki4uxePFiBAYGwsbGBlZWVrCxsUFcXFyZMR7dJatly5YAgGeeeUbrenp6unpq4B9//AFBEDB27FiN98bT0xPt2rV77PQgVQwXFxcEBwdrxGjfvj08PT21YrRt2xbNmjV7bFxjGDZsmFYuBQUFSElJqdRzAaine548eRKFhYVan9Ndu3ZF48aNteL9888/jx0VelSdOnXw4osvYsOGDSguLsbmzZsxadKkckfAnn76aSQmJmLnzp1499130apVK+zatQvDhg3Dm2++qdV+xowZZX6dtm/fvsK8Jk+ejPz8fI0pYhs3boStra16gwxXV1c0bdoUy5Ytw/Lly3H27Nky131V1tKlS3Hr1i2sXLnSYDH1+boqa9r0c889B5lMpn7s6OiI4OBgHD16FAqFAgUFBfjnn38wYsQI2Nvba3z9PP300ygoKMDJkyc1Yuo60nvw4EE4ODjghRde0Liumv5Y1vREffXv3x+DBg3CJ598Uu5IjL7ff0s7cuQI+vXrB3d3d/U1iURS5s8NAGjfvj0aNWqkfiyTydCsWbMyPzaPri/r3r07fH191d/Lw8PDkZ+fr7VzaMOGDdGvX78y379HPzb+/v6oW7cuPvjgA6xbtw6xsbHlvlaiqmJxRWRA8+bNw8cff4ytW7di7NixOhVYM2fOhLe3N95//32d+nBycsLcuXOxb98+jUJCV02aNEGnTp20/tWrV0+r7bPPPovGjRur1xyEhYUhNzdXa0oggDI35VBdU605uXv3Lvbs2QNra2uNf6r1W49O1StvjUpF/an6AkoKsNWrV+OVV17BX3/9hVOnTuH06dOoV6+e1hS58vqbNWsW5s2bh+HDh2PPnj2IiIjA6dOn0a5duzJjPLq7l42NTYXXCwoKAJS8N6Ioon79+lrvz8mTJ8ucxviou3fvIiMjAzY2NloxkpOT9Xp/jc3NzU3jsWqjkrLeU32fq/ocKF3sq5R1rbKmTJminhp17969x24bb2dnh+HDh2PZsmU4cuQI4uPjERgYiK+//hoXL17UaNugQYMyv04ft6V5q1at0LlzZ/XUQIVCgS1btuDZZ59Vfw6q1mU99dRT+Oyzz9CxY0fUq1cPb731lkGmSHXv3h3Dhw/Hp59+qp42WVX6fF2pvqZKK+/7RVFREXJycpCWlobi4mJ89dVXWl87Tz/9NAD9vj+VlpaWBk9PT63C28PDA1ZWVhrfs6pi6dKlSE1NLXcXT32//z76GvT5enr0axQo+Tot6+v7cd/LK1qz6O3trfX+2dvba+0y6uzsjCNHjqB9+/b46KOP0KpVK3h7e2P+/PkVTqUkqgzuFkhkYKGhoRAEAaGhoVAqlfjxxx8r3EHKzs4OISEhmDp1Kvbu3atTH9OnT8fKlSvxwQcfYPr06YZKXYtEIsEbb7yBjz76CF988QXWrFmD/v37o3nz5lptk5OTy72m+kHr7u6Otm3bljtP39vbW+NxRetgyutP1VdmZib++OMPzJ8/Hx9++KG6TWFhIdLT08uMWVZ/W7Zswfjx47F48WKN66mpqXBxcSk3P325u7tDEAQcO3aszB0Rddkl0d3dHW5ubti3b1+Z9x0dHTUeG2pnMdWIgGpxvoqhfmnUl+pzQLVOrbTk5OQyR68qo0ePHmjevDk++eQTDBw4EA0bNtTr+Y0aNcLUqVMxc+ZMXLx4UWOTmKqYNGkSXn/9dVy6dAnXrl1DUlISJk2apNHG19cX69evBwBcuXIFP//8M0JCQlBUVIR169ZVOYclS5agdevWWl83Kra2tlqfL4DxPmfK+35hY2ODOnXqwNraGlKpFOPGjSvzj0cA4Ofnp/FY168fNzc3REREQBRFjeekpKSguLhYYzSoKtq3b4/Ro0dj+fLl6oKwNH2//5bm5uZW7tdTVZX3sfH391f3DQBJSUla7e7cuaP1/pX3cWnTpg22b98OURRx/vx5hIWF4ZNPPoGdnZ3GzwiiquLIFZERhISEIDQ0FD///DPGjBnz2ClHkydPRsuWLfHhhx/qND3HxsYGCxcuxOnTp/HLL78YKu0yvfLKK7CxscHLL7+My5cvlzmFCSiZ2lL6h69CocBPP/2Epk2bqs9LGTp0qHqr4bL+Kl/RD/dHbdu2TWMTjhs3buDEiRPqneAEQYAoilpFyffff6/TiKKKIAhaMfbu3Yvbt2/rHEMXQ4cOhSiKuH37dpnvTeldJ8v7C/DQoUORlpYGhUJRZoyyimJDqF+/PmQymXonOpXff//dKP09TlBQEGxtbbV2Tzt58qTBd9qcO3cugoOD8c4775TbJjs7W2tnSBXV1FJ9PvcfZ/To0ZDJZAgLC0NYWBh8fHwwaNCgcts3a9YMc+fORZs2bRAVFWWQHFq0aIHJkyfjq6++QmJiotb9xo0ba32+HDx4sNz3qap27NihMaKVnZ2NPXv2oGfPnpBKpbC3t0ffvn1x9uxZtG3btsyvn7JGY3TRv39/5OTkYNeuXRrXN2/erL5vKAsXLkRRUVGZG3BU5ftv7969cfDgQY3RLaVSaZCfPz/++KPG4xMnTuDGjRvq7+XdunWDnZ2dxvEGQMlZkgcPHtT7/RMEAe3atcOXX34JFxcXg33OE6lw5IrISFQHjM6bNw+iKGLbtm3ljmBJpVIsXrxYfZCoag1JRUaPHq3eRc+YXFxcMH78eKxduxa+vr7lnl/j7u6Ofv36Yd68eXBwcMCaNWvw33//aWzH/sknn+DAgQPo3r073nrrLTRv3hwFBQW4fv06/vzzT6xbt07ngytTUlIwYsQIvPrqq8jMzMT8+fMhk8kwe/ZsACXTJ3v16oVly5bB3d0djRs3xpEjR7B+/Xq9RpyGDh2KsLAwtGjRAm3btsWZM2ewbNkygx+w2aNHD0ydOhWTJk1CZGQkevXqBQcHByQlJam39FeNUrZp0wY7duzA2rVr8cQTT0AikaBTp04YNWoUfvzxRzz99NOYMWMGunTpAmtra9y6dQuHDh3Cs88+q3VYrSGo1oqpDj5t164dTp06pbXTpKm4urpi1qxZWLJkCerWrYsRI0bg1q1bCA0NhZeXl9bW5/3798eRI0f0XncFAGPHjsXYsWMrbHP58mU89dRTGDVqFHr37g0vLy/cv38fe/fuxbfffos+ffqge/fuGs9JTEzUWuMDAPXq1UPTpk0r7M/FxQUjRoxAWFgYMjIy8O6772q85vPnz+PNN9/Eiy++iICAANjY2ODgwYM4f/68xl/wp0yZgk2bNuHq1avw9fXV5e3QEBISgh9//BGHDh2Cg4ODxr1x48app1H37t0bsbGxWL16tdY29oYilUoxcOBAzJo1C0qlEkuXLkVWVpZGEbJy5Uo8+eST6NmzJ6ZPn47GjRsjOzsb8fHx2LNnDw4ePFipvsePH4+vv/4aEyZMwPXr19GmTRscP34cixcvxtNPP40BAwYY6mXCz89PPbPhUVX5/jtnzhzs2bMH/fv3x5w5c2BnZ4d169YhNzcXQNWOE4iMjMQrr7yCF198ETdv3sScOXPg4+OD119/HUDJ5/O8efPw0UcfYfz48Rg9ejTS0tIQGhoKmUyG+fPnP7aPP/74A2vWrMHw4cPRpEkTiKKIHTt2ICMjQ+OsOiJDYHFFZERz586FRCLBnDlzoFQqyzz3SWX48OHo3r07Tpw4oVNsQRCwdOnSCv8ibSgvvfQS1q5di+nTp5f7Q3TYsGFo1aoV5s6di8TERDRt2hQ//vgjXnrpJXUbLy8vREZGYsGCBVi2bBlu3boFR0dH+Pn5YfDgwahbt67OOS1evBinT5/GpEmTkJWVhS5dumD79u0av3hu3boVM2bMwPvvv4/i4mL06NEDBw4c0FoEX5GVK1fC2toaS5YsQU5ODjp27IgdO3Zg7ty5OsfQ1TfffIOuXbvim2++wZo1a6BUKuHt7Y0ePXqgS5cu6nYzZszAxYsX8dFHHyEzMxOiKEIURUilUuzevRsrV67EDz/8gCVLlsDKygoNGjRA7969yz1zzRBUB1t/9tlnyMnJQb9+/fDHH38YbAqevhYtWgQHBwesW7cOGzduRIsWLbB27VrMmTNHq7hWKBR6jWbqy9/fH7NmzcLBgwfx+++/4969e7C2tkZAQAAWLlyIWbNmaX1dffXVV2VuKf7yyy9r/QW/LJMmTcK2bdsAQGstmKenJ5o2bYo1a9bg5s2bEAQBTZo0wRdffIH//e9/6naq96X0CLE+vL29MXPmzDKnBr733nvIyspCWFgYPv/8c3Tp0gU///wznn322Ur19ThvvvkmCgoK8NZbbyElJQWtWrXC3r170aNHD3WbwMBAREVFYcGCBZg7dy5SUlLg4uKCgICAMqfZ6Uomk+HQoUOYM2cOli1bhnv37sHHxwfvvvuuToWBvubOnYuNGzciKytL43pVvv+2a9cOBw4cwLvvvovx48ejbt26GDduHHr37o0PPvigSkXx+vXr8cMPP2DUqFEoLCxE3759sXLlSo31dLNnz4aHhwdWrVqFn376CXZ2dujTpw8WL16MgICAx/YREBAAFxcXfPbZZ7hz5w5sbGzQvHlzhIWFYcKECZXOnagsgljZ75pEVGu88847WLt2LW7evFnm1BhBEPDGG29g9erVRs/l8OHD6Nu3L3755Ret3beIKpKQkIAWLVpg/vz5WmeMEZH+Bg0ahOvXr+t8ViNRbcCRKyIq18mTJ3HlyhWsWbMG06ZNq/SaAyJTO3fuHLZt24bu3bvDyckJly9fxmeffQYnJ6cyD/oloorNmjULHTp0QMOGDZGeno4ff/wRBw4cUG+MQkQlWFwRUbm6desGe3t7DB06FAsXLjR3OkQ6c3BwQGRkJNavX4+MjAw4OzujT58+WLRokUG3YyeqLRQKBT7++GMkJydDEAQEBgbihx9+eOyaQ6LahtMCiYiIiIiIDIBbsRMRERERERkAiysiIiIiIiIDYHFFRERERERkANzQogxKpRJ37tyBo6MjBEEwdzpERERERGQmoigiOzsb3t7ejz00m8VVGe7cuYOGDRuaOw0iIiIiIqombt68iQYNGlTYhsVVGRwdHQGUvIFOTk5mzgaQy+XYv38/Bg0aBGtra8Y3cXxT9GHp8U3RB+Obvw9Lj2+KPiw9vin6YHzz92Hp8U3RB+Obvw9TvAZdZWVloWHDhuoaoSIsrsqgmgro5ORUbYore3t7ODk5Ge2Tl/HN24elxzdFH4xv/j4sPb4p+rD0+Kbog/HN34elxzdFH4xv/j5M8Rr0pctyIW5oQUREREREZAAsroiIiIiIiAyAxRUREREREZEBsLgiIiIiIiIyABZXREREREREBsDiioiIiIiIyABYXBERERERERkAiysiIiIiIiIDYHFFRERERERkACyuiIiIiIiIDIDFFRERERERkQGwuCIiIiIiIjIAFldEREREREQGwOKKiIiIiIiqDYVSRERCOs6kCohISIdCKZo7JZ1ZmTsBIiIiIiIiANgXk4TQPbFIyiwAIMXmuEh4OcswPzgQg1t7mTu9x+LIFRERERERmd2+mCRM3xL1oLB6KDmzANO3RGFfTJKZMtMdiysiIiIiIjIrhVJE6J5YlDUBUHUtdE9stZ8iyOKKiIiIiIjM6lRCutaIVWkigKTMApxKSDddUpXA4oqIiIiIiMwqJbv8wqoy7cyFxRUREREREZmVrZVuZYmHo8zImVQNdwskIiIiIiKzOXczAyG7L1bYRgDg6SxDFz9X0yRVSRy5IiIiIiIis/j1zC28+E04krMKUd/JFkBJIVWa6vH84EBIJY/erV5YXBERERERkUnJFUqE7L6Id385h6JiJQa09MCBWb2xbmxHeDprTv3zdJZh7diOFnHOFacFEhERERGRyaTmFOKNH6MQ8WDnvxn9AzCjfwAkEgGDW3thYKAnwuNTsP9YBAb1DEI3f49qP2KlwuKKiIiIiIhM4vytDLz2wxncySxAHVsrfDGyHZ5q5anRRioREOTnirRLIoL8XC2msAJYXBERERERkQn8duYWZu+8gKJiJZq4O+Db8U/A38PR3GkZFIsrIiIiIiIyGrlCiUV7LyHsxHUAQP8WHvhyVHs4yazNm5gRsLgiIiIiIiKjSMspxOul1le91c8fMwc0g8SCpvrpg8UVEREREREZ3IVbmZj2QyTuZBbAwUaK5S+111pfVdOwuCIiIiIiIoPaEXULs3dcQGGxEn7uDvh23BMIqF+z1leVxaznXB09ehTBwcHw9vaGIAjYtWuXxv2QkBC0aNECDg4OqFu3LgYMGICIiIgKY4aFhUEQBK1/BQUFRnwlREREREQkVygRuuciZv18DoXFSvRr4YFdb/SoFYUVYObiKjc3F+3atcPq1avLvN+sWTOsXr0aFy5cwPHjx9G4cWMMGjQI9+7dqzCuk5MTkpKSNP7JZLIKn0NERERERJWXllOIcesjsPHf6wCA//Xzx/fjO8HZruZtXFEes04LHDJkCIYMGVLu/TFjxmg8Xr58OdavX4/z58+jf//+5T5PEAR4etbs+ZxEREREROagUIqISEjHmVQBbgnp6ObvgUtJWZj2wxnczsiHg40UX4xsh8GtvcydqslZzJqroqIifPvtt3B2dka7du0qbJuTkwNfX18oFAq0b98eCxYsQIcOHcptX1hYiMLCQvXjrKwsAIBcLodcLjfMC6gCVQ7GyoXxzd+Hpcc3RR+Mb/4+LD2+Kfqw9Pim6IPxzd+Hpcc3RR+MX76/Lt7Fwj//Q3JWIQApNsdFwtnOGrmFxShWivB1tcfal9sjwKNOlfo3xeeRrvTJQRBFUTRiLjoTBAE7d+7E8OHDNa7/8ccfGDVqFPLy8uDl5YVdu3ahc+fO5cY5efIk4uPj0aZNG2RlZWHlypX4888/ce7cOQQEBJT5nJCQEISGhmpd37p1K+zt7av0uoiIiIiIaoJzaQI2XFGtKtLeSr2BvRJvtFLC3mKGb3STl5eHMWPGIDMzE05OThW2rfbFVW5uLpKSkpCamorvvvsOBw8eREREBDw8PHSKq1Qq0bFjR/Tq1QurVq0qs01ZI1cNGzZEamrqY99AU5DL5Thw4AAGDhwIa2vDz1llfPP3YenxTdEH45u/D0uPb4o+LD2+KfpgfPP3YenxTdEH42tTKEX0+eLogxGrsnk62eLwO70gNcAZVqb4PNJVVlYW3N3ddSquqn1d6eDgAH9/f/j7+6Nr164ICAjA+vXrMXv2bJ2eL5FI0LlzZ8TFxZXbxtbWFra2tlrXra2tzf7BLM3Y+TC++fuw9Pim6IPxzd+Hpcc3RR+WHt8UfTC++fuw9Pim6IPxH4q8mlZhYQUAyVmFOHsrG92auhmkT6B6/D6uT/9m3S2wMkRR1Bhl0qV9dHQ0vLxq34I6IiIiIiJDSMnW7VgjXdvVVGYducrJyUF8fLz6cUJCAqKjo+Hq6go3NzcsWrQIw4YNg5eXF9LS0rBmzRrcunULL774ovo548ePh4+PD5YsWQIACA0NVY9wZWVlYdWqVYiOjsbXX39t8tdHRERERFQT3EjL06mdh2PtPv7IrMVVZGQk+vbtq348a9YsAMCECROwbt06/Pfff9i0aRNSU1Ph5uaGzp0749ixY2jVqpX6OYmJiZBIHg7AZWRkYOrUqUhOToazszM6dOiAo0ePokuXLqZ7YURERERENcC97EKE7L6IvReSKmwnAPB0lqGLn6tpEqumzFpc9enTBxXtp7Fjx47Hxjh8+LDG4y+//BJffvllVVMjIiIiIqq1RFHEb1G3seCPWGTmyyGVCBjQ0gP7L94tuV+qrWr7ivnBgQbZzMKSVfsNLYiIiIiIyHRupufho50XcCwuFQDQytsJS59vi9Y+ztgXk4TQPbFIyny4tsrTWYb5wYG18tDgR7G4IiIiIiIiKJQiNodfx7K/LiOvSAEbKwneHtAMr/T0g7W0ZBnO4NZeGBjoifD4FOw/FoFBPYPQzd+j1o9YqbC4IiIiIiKq5eLuZuP9387jbGIGAKCLnys+fa4NmtSro9VWKhEQ5OeKtEsigvxcWViVwuKKiIiIiKiWKipWYu3hq/j6UDyKFErUsbXCh0NaYEyXRpCwaNIbiysiIiIioloo+mYGPvj1PC7fzQYA9G/hgYUjWsPL2c7MmVkuFldERERERLVIXlExlu+/gg3/JkApAq4ONggZ1grBbb0gCBytqgoWV0REREREtcS/8an4cMd53EzPBwAMb++Nj4NbwdXBxsyZ1QwsroiIiIiIagiFUkREQjrOpApwS0hX7+SXmSfHoj9j8XPkLQCAt7MMi0a0Qd8WHmbOuGZhcUVEREREVANonkElxea4SHg5yzCsnTd2nL2Ne9mFAIDx3Xzx/uAWqGPLUsDQ+I4SEREREVm4fTFJmL4lCuIj15MyC/DN0WsAgCb1HLD0+bbo3NjV9AnWEiyuiIiIiIgsmEIpInRPrFZhVVodWyn2vPkkHDhaZVQScydARERERESVdyoh/cFUwPLlFCpw/lamiTKqvVhcERERERFZsJTsigsrfdtR5bG4IiIiIiKyUCnZBdh97o5ObT0cZUbOhjjpkoiIiIjIwuQUFuPbo9fw/bFryCtSVNhWAODpLEMXP25kYWwsroiIiIiILIRcocT20zex8u8rSM0pAgC0b+iC/i08sPzAFQDQ2NhCePDf+cGBkEoEkHGxuCIiIiIiquZEUcRfF5Px2b7LuJaaCwBo7GaP9we3wJDWnhAEAQH165Q656qEp7MM84MDMbi1l7lSr1VYXBERERERVWOnr6djyZ+XEJWYAQBwc7DBjAEBGN2lEaylD7dQGNzaCwMDPREen4L9xyIwqGcQuvl7cMTKhFhcERERERFVQ/EpOVi67z8ciL0LALCzluLVnn54tVcTOMqsy3yOVCIgyM8VaZdEBPm5srAyMRZXRERERETVSEpWAVb8E4efTt+EQilCIgAvdW6EtwcEwMOJO/5VZyyuiIiIiIhMRKEUEZGQjjOpAtwS0jWm7al2APzu6DXky0t2ABwYWB8fDG4Ofw9Hc6ZNOmJxRURERERkAvtikkptOCHF5rhIeDnLMOeZlrifW4SV/8Rp7AD40dMtuX26hWFxRURERERkZPtikjB9S5TGNukAkJRZgDe3nlU/buxmjw8Gt8DgBzsAkmVhcUVEREREZEQKpYjQPbFahVVpEgH4ODgQLwf5auwASJaFHzkiIiIiIiM6lZCucfZUWZQi0Ly+EwsrC8ePHhERERGRkSiUIo7F3dOpbUp2xQUYVX+cFkhEREREZGCXk7Ox4+wt7Dp7G3ezCnV6jocjt1m3dCyuiIiIiIgMICW7ALuj72Dn2du4eCdLfd1JZoVipYi8IkWZzxMAeDrLuDNgDcDiioiIiIiokgrkCuyPvYsdUbdwLC4VCmXJthXWUgF9m3vguY4N0LdFPRz6LwXTt0QBgMbGFqr9AOcHB6rPuyLLxeKKiIiIiOiBig75VVE+aLPz7C38eSEZOYXF6nsdGrnguQ4+GNrWG3UdbNTXB7f2wtqxHUudc1XC01mG+cGBGNzay/gvjoyOxRUREREREco/5FdV/Fy9l4OdUbex8+xt3M7IVz+vQV07PNfBB8M7+KBJvTrlxh/c2gsDAz0RHp+C/cciMKhnUJnFG1kuFldEREREVOuVd8hvcmYBXtsSBV83e9xIy1Nfd7S1wjNtvfBcxwbo5FsXEh0LJKlEQJCfK9IuiQjyc2VhVcOwuCIiIiKiWq2iQ35V126k5UEiAH2ae+C5jj4Y0LI+ZNZSU6ZJFoDFFRERERHVaroc8gsAa17uyLVRVCEeIkxEREREtZquh/cWFiuNnAlZOhZXRERERFRrZRfIsS8mWae2POSXHofTAomIiIio1hFFEbvP3cGivZeQkl1YYVse8ku6YnFFRERERLVKfEo2Pv79Ik5cTQMA+Lk7YGhbL6w+GA+Ah/xS5bG4IiIiIqJaIa+oGKv+icf649cgV4iwtZLgzb7+mNq7CWytpGjl7cRDfqlKWFwRERERUY0miiL+upiMT/bE4s6DwmlASw/MD26Fhq726nY85JeqisUVEREREdVYCam5mL/7Io5euQcAaFDXDiHBrTAgsH6Z7XnIL1UFiysiIiIiqnEK5AqsORSPdUeuoUihhI1Ugmm9m+D1Pv6ws+Hhv2QcLK6IiIiIqEb559JdhOy5iJvp+QCAngHu+OTZ1vBzdzBzZlTTmfWcq6NHjyI4OBje3t4QBAG7du3SuB8SEoIWLVrAwcEBdevWxYABAxAREfHYuL/99hsCAwNha2uLwMBA7Ny500ivgIiIiIiqi5vpeXhlUySmbIrEzfR8eDnLsPbljtg8uQsLKzIJsxZXubm5aNeuHVavXl3m/WbNmmH16tW4cOECjh8/jsaNG2PQoEG4d+9euTHDw8Px0ksvYdy4cTh37hzGjRuHkSNH6lSUEREREVH1plCKiEhIx5lUAREJ6VAoRRQWK7D6YBwGfnkEf1+6CyuJgGm9m+DvWb0xpI0XBIHrpsg0zDotcMiQIRgyZEi598eMGaPxePny5Vi/fj3Onz+P/v37l/mcFStWYODAgZg9ezYAYPbs2Thy5AhWrFiBbdu2GS55IiIiIjKpfTFJpbZKl2JzXCRcHWxgLRFw98FBwF2buGLBs60RUN/RvMlSrWQxa66Kiorw7bffwtnZGe3atSu3XXh4ON5++22Na0899RRWrFhR7nMKCwtRWPjwZO6srCwAgFwuh1wur1riBqDKwVi5ML75+7D0+Kbog/HN34elxzdFH5Ye3xR9ML75+7DU+H9dvIv/bT+nccAvAKTnFgEAnGRWmD+0JYLbekIQhCr1b6nvkanim6IPU7wGXemTgyCK4qOfo2YhCAJ27tyJ4cOHa1z/448/MGrUKOTl5cHLywu7du1C586dy41jY2ODsLAwjVGvrVu3YtKkSRoFVGkhISEIDQ3Vur5161bY29uX8QwiIiIiMhWlCIRGSZFRBABlTfET4WwDhHRUgDunk6Hl5eVhzJgxyMzMhJOTU4Vtq/3IVd++fREdHY3U1FR899136vVTHh4e5T7n0Xm1oihWONd29uzZmDVrlvpxVlYWGjZsiEGDBj32DTQFuVyOAwcOYODAgbC2tmZ8E8c3RR+WHt8UfTC++fuw9Pim6MPS45uiD8Y3fx+WGD8iIR0ZJyMraCEgswioF9gVQX6uVe7PEt8jU8Y3RR+meA26Us1q00W1L64cHBzg7+8Pf39/dO3aFQEBAVi/fr16TdWjPD09kZycrHEtJSUF9euXfVAcANja2sLW1lbrurW1tdk/mKUZOx/GN38flh7fFH0wvvn7sPT4pujD0uObog/GN38flhQ/La9Y53aGfE2W9B6ZI74p+qgOv4/r079ZdwusDFEUy53eBwDdunXDgQMHNK7t378f3bt3N3ZqRERERGQE9epo/xG8LB6OMiNnQlQxs45c5eTkID4+Xv04ISEB0dHRcHV1hZubGxYtWoRhw4bBy8sLaWlpWLNmDW7duoUXX3xR/Zzx48fDx8cHS5YsAQDMmDEDvXr1wtKlS/Hss8/i999/x99//43jx4+b/PURERERUdUolSJ2nr1dYRsBgKezDF0MMCWQqCrMWlxFRkaib9++6seqdU8TJkzAunXr8N9//2HTpk1ITU2Fm5sbOnfujGPHjqFVq1bq5yQmJkIieTgA1717d2zfvh1z587FvHnz0LRpU/z0008ICgoy3QsjIiIioioTRRHzfo/BL2duQQAgAur/qqhW1c8PDoSUu1mQmZm1uOrTpw8q2qxwx44dj41x+PBhrWsvvPACXnjhhaqkRkRERERmJIoiQnZfxI8RiRAEYPnIdrCzlpY656qEp7MM84MDMbi1lxmzJSpR7Te0ICIiIqLaRRRFLNx7CZvCbwAAlj7fFiM6NAAADAz0RHh8CvYfi8CgnkHo5u/BESuqNlhcEREREVG1IYoiPt33H9YfTwAALHmuDUZ2aqi+L5UICPJzRdolEUF+riysqFqxuN0CiYiIiKhmEkURX+y/gm+OXAMALHi2FUZ3aWTmrIh0x+KKiIiIiKqFlf/EYfWhkp2k5wcHYly3xuZNiEhPLK6IiIiIyOy+PhSPFX/HAQDmPN0Sk3r4mTkjIv2xuCIiIiIis/rmyFUs++syAOD9wc3xaq8mZs6IqHJYXBERERGR2Xx/7BqW/N9/AIBZA5vh9T7+Zs6IqPJYXBERERGRWWw6cR0L914CALzVzx9v9Q8wc0ZEVcPiioiIiIhM7seIG5i/+yIAYHqfpnh7YDMzZ0RUdSyuiIiIiMikfjqdiDk7YwAAr/b0w/tPNYcg8LwqsnwsroiIiIjIZH49cwsf7rgAAJjUozE+erolCyuqMVhcEREREZFJ/B59G+/9eg6iCIzr6ouPhwaysKIahcUVERERERnd3vNJePunaIgiMLpLI4QOa8XCimocFldEREREZFT7YpLx1vazUIrAyE4NsGh4a0gkLKyo5mFxRUREREQGoVCKiEhIx5lUAREJ6VAoRfwdexf/2xYFhVLEcx18sOS5tiysqMayMncCRERERGT59sUkIXRPLJIyCwBIsTkuEnXtrZFdUIxipYhh7byx7MV2kLKwohqMxRURERERVcm+mCRM3xIF8ZHr9/PkAICOjVywfCQLK6r5OC2QiIiIiCpNoRQRuidWq7AqLSmzgJtXUK3A4oqIiIiIKu1UQvqDqYDlS8oswKmEdBNlRGQ+LK6IiIiIqNJSsisurPRtR2TJWFwRERERUaV5OMoM2o7IkrG4IiIiIqJKs7GSoKJ9KgQAXs4ydPFzNVlORObC3QKJiIiISG+iKGLTietY9OclKMvZzUJVc80PDuROgVQrcOSKiIiIiPSSVSDHG1ujELInFnKFiCGtPbF8ZDt4OWtO/fN0lmHt2I4Y3NrLTJkSmRZHroiIiIhIZxfvZOKNH6NwPS0P1lIBHz3dEhO7N4YgCHi2vQ/C41Ow/1gEBvUMQjd/D45YUa3C4oqIiIiIHksURWw/fRPzd19EUbESPi52WD2mAzo0qqtuI5UICPJzRdolEUF+riysqNZhcUVEREREFcorKsbcnTHYcfY2AKB/Cw98MbIdXOxtzJwZUfXC4oqIiIiIyhV3Nxuv/xiFuJQcSCUC3nuqOab2bAIJR6WItLC4IiIiIqIy7Tx7Cx/tiEG+XIH6Trb4anRHbqlOVAEWV0RERESkoUCuQOiei9h26iYA4El/d6wY1R7udWzNnBlR9cbiioiIiIjUElJz8fqPUbiUlAVBAGb0D8D/+gVwcwoiHbC4IiIiIiIAwJ8XkvD+r+eRU1gMNwcbrBzVAU8GuJs7LSKLweKKiIiIqJYrKlZi8Z+XEHbiOgCgS2NXfDWmA+o7ySp+IhFpYHFFREREVEsolCIiEtJxJlWAW0I6uvl74E5GPt7cdhbnbmYAAF7r3RTvDmoGK6nEvMkSWSAWV0RERES1wL6YJITuiUVSZgEAKTbHRaKuvTUKi5XIK1LA2c4ay0e2Q/+W9c2dKpHFYnFFREREVMPti0nC9C1REB+5fj9PDgDwdbPHj68EoUFde9MnR1SDcLyXiIiIqAZTKEWE7onVKqxKKypWwsvZzmQ5EdVULK6IiIiIarBTCekPpgKWLymzAKcS0k2UEVHNxeKKiIiIqAZLya64sNK3HRGVj8UVERERUQ3m4WirYztuu05UVdzQgoiIiKiGKipW4reoWxW2EQB4OsvQxc/VNEkR1WAsroiIiIhqoMw8Oab/eAYnrqZBACAC6v+qCA/+Oz84EFKJoBWDiPTD4oqIiIiohklMy8OksFO4ei8XDjZSrB7TEYXFilLnXJXwdJZhfnAgBrf2MmO2RDVHlYqrwsJC2NrqNo+XiIiIiIzvzI10TN18Bmm5RfBylmH9hM4I9HYCAAwM9ER4fAr2H4vAoJ5B6ObvwRErIgPSa0OLv/76CxMnTkTTpk1hbW0Ne3t7ODo6onfv3li0aBHu3LmjV+dHjx5FcHAwvL29IQgCdu3apb4nl8vxwQcfoE2bNnBwcIC3tzfGjx//2D7CwsIgCILWv4IC7oBDRERENdvuc3cw+rsIpOUWobWPE3a90UNdWAGAVCIgyM8VT7iLCPJzZWFFZGA6FVe7du1C8+bNMWHCBEgkErz33nvYsWMH/vrrL6xfvx69e/fG33//jSZNmuC1117DvXv3dOo8NzcX7dq1w+rVq7Xu5eXlISoqCvPmzUNUVBR27NiBK1euYNiwYY+N6+TkhKSkJI1/Mhl3wCEiIqKaSRRFrD4Yh7e2nUVRsRIDA+vj52ndUN+Jv/8QmZJO0wIXL16Mzz//HM888wwkEu16bOTIkQCA27dvY+XKldi8eTPeeeedx8YdMmQIhgwZUuY9Z2dnHDhwQOPaV199hS5duiAxMRGNGjUqN64gCPD09Hxs/0RERESWrqhYidk7Lqh3BXzlST/MfrolR6WIzECn4urUqVM6BfPx8cFnn31WpYQqkpmZCUEQ4OLiUmG7nJwc+Pr6QqFQoH379liwYAE6dOhQbvvCwkIUFhaqH2dlZQEomZool8sNkntVqHIwVi6Mb/4+LD2+KfpgfPP3YenxTdGHpcc3RR+Mb9g+MvLkeGNbNE5dvw+pRMC8Z1rg5S4NoVQUQ6moevzKqG7vEeMbR014DbrSJwdBFEXx8c2MTxAE7Ny5E8OHDy/zfkFBAZ588km0aNECW7ZsKTfOyZMnER8fjzZt2iArKwsrV67En3/+iXPnziEgIKDM54SEhCA0NFTr+tatW2Fvb1+p10NERERkTPfygW//kyKlQICtVMSkACVa1q0Wv9YR1Sh5eXkYM2YMMjMz4eTkVGFbnYurwMBAHD9+HK6uJQfMTZ06FYsWLUK9evUAACkpKWjcuDHy8vIqlXRFxZVcLseLL76IxMREHD58+LEvqjSlUomOHTuiV69eWLVqVZltyhq5atiwIVJTU/Xqy1jkcjkOHDiAgQMHwtramvFNHN8UfVh6fFP0wfjm78PS45uiD0uPb4o+GN8wfUTeuI/Xt0bjfp4c3s4yfDu2A5p7OhosflVUl/eI8fkxMJSsrCy4u7vrVFzpvBX7f//9h+LiYvXj7du348MPP1QXV6IoGmVHPrlcjpEjRyIhIQEHDx7Uu9iRSCTo3Lkz4uLiym1ja2tb5pby1tbWZv9glmbsfBjf/H1YenxT9MH45u/D0uObog9Lj2+KPhi/8n3sOnsb7/96HkUKJdo2cMb3EzrBw1H/jStq8nvE+KaJb4o+qsPv4/r0X+lzrsoa8BIEwy6cVBVWcXFxOHToENzc3PSOIYoioqOj0aZNG4PmRkRERGRKoihi5T9xWPF3yR+Mn2pVHyte6gA7G6mZMyMilSodIlxVOTk5iI+PVz9OSEhAdHQ0XF1d4e3tjRdeeAFRUVH4448/oFAokJycDABwdXWFjY0NAGD8+PHw8fHBkiVLAAChoaHo2rUrAgICkJWVhVWrViE6Ohpff/216V8gERERkQEUFivw4W8XsPPsbQDAtF5N8MHgFpBwR0CiakXn4kp1GO+j16oiMjISffv2VT+eNWsWAGDChAkICQnB7t27AQDt27fXeN6hQ4fQp08fAEBiYqLG9vAZGRmYOnUqkpOT4ezsjA4dOuDo0aPo0qVLlXIlIiIiMof7uUWY9sMZnLqeDqlEwMLhrTG6S/lH0hCR+ehcXImiiP79+8PKquQp+fn5CA4OVo8glV6Ppas+ffqUOb2wdJ+Pc/jwYY3HX375Jb788ku9cyEiIiIyN4VSRERCOs6kCnBLSEd9Z3u8ujkS19Py4GhrhTVjO6JnQD1zp0lE5dC5uJo/f77G42effVarzfPPP1/1jIiIiIhqoX0xSQjdE4ukzAIAUmyOi4QgAKII+LjYYeOkzmhWX7cdAYnIPCpdXBERERGRYeyLScL0LVF4dM6OahLPW/0DWFgRWQDJ45tU7MiRI/jzzz9x//59Q+RDREREVKsolCJC98RqFVYqAoAVf1+BQskDgomqO52Lq2XLlmmMXomiiMGDB6Nv374YOnQoWrZsiYsXLxolSSIiIqKa6lRC+oOpgGUTASRlFuBUQrrpkiKiStG5uNq2bRsCAwPVj3/99VccPXoUx44dQ2pqKjp16oTQ0FCjJElERERUU8UmZerULiW7/AKMiKoHnddcJSQkoG3bturHf/75J55//nn06NEDADB37ly8+OKLhs+QiIiIqAbKKpDj64PxWH88Qaf2Ho4yI2dERFWlc3Ell8tha2urfhweHo4ZM2aoH3t7eyM1NdWw2RERERHVMAqliJ9O38QX+y8jLbcIAGBjJUFRsbLM9gIAT2cZuvi5mjBLIqoMnYsrf39/HD16FE2aNEFiYiKuXLmC3r17q+/funULbm5uRkmSiIiIqCY4EZ+KT/6IxX/J2QCAJu4OmDu0JQrlSrz+YxQAaGxsITz47/zgQEglAoioetO5uJo+fTrefPNNHDt2DCdPnkS3bt001mAdPHgQHTp0MEqSRERERJYsITUXi/+8hAOxdwEATjIrzBzQDOO6+cJaWrIEfu3YjqXOuSrh6SzD/OBADG7tZZa8iUg/OhdX06ZNg5WVFf744w/06tVL69yrO3fuYPLkyQZPkIiIiMhSZebLsfpgHMJOXIdcIUIqETA2qBFmDmiGug42Gm0Ht/bCwEBPhMenYP+xCAzqGYRu/h4csSKyIDoXVwAwZcoUTJkypcx7a9asMUhCRERERJauWKHE9tM3sfzAFaQ/WFfVq1k9zHumJQIqOAxYKhEQ5OeKtEsigvxcWVgRWRi9iisiIiIiqtjxuFQs+CMWl++WrKtqWs8Bc4cGom9zDzNnRkTGpnNxJZVKdWqnUCgqnQwRERGRpbp2LweL/7yEvy+lAACc7azx9oAAvNz14boqIqrZdC6uRFGEr68vJkyYwI0riIiIqNZRKEVEJKTjTKoAt4R09XqozDw5Vh2Mw6YT11GsLFlXNa6rL2YOCICLvc3jAxNRjaFzcRUREYENGzZg5cqV8PPzw+TJk/Hyyy+jbt26xsyPiIiIyOz2xSSV2slPis1xkfB0kqFP83r462Iy7ufJAQB9m9fDnGdawt+j/HVVRFRz6TxG3blzZ6xduxZJSUmYNWsWdu7ciQYNGmDUqFE4cOCAMXMkIiIiMpt9MUmYviVKY4t0AEjOKsD20zdxP08Of486CJvUGRsndWFhRVSL6T0BWCaTYezYsfjnn38QExODlJQUDB48GOnp6cbIj4iIiMhsFEoRoXtiNQ72fZSTnRX2/u9J9OGGFUS1XqVWV966dQsLFy7EwIEDcfnyZbz33ntwcnIydG5EREREZnUqIU1rxOpRWfnFiErMME1CRFSt6bzmqqioCDt37sT69etx7NgxDBkyBCtWrMDTTz8NiYQ74BAREVHNkZCai93Rd/BjxA2d2qdkV1yAEVHtoHNx5eXlBUdHR0yYMAFr1qyBh0fJ0HdOTo5GO45gERERkSVKyszHH+eSsPvcHVy4nanXcz0cZUbKiogsic7F1f3793H//n0sWLAACxcu1LoviiIEQeA5V0RERGQx7ucW4c+YJOyOvoNT19MhPlhcJZUI6OHvjuC2Xvh8/2WkZBWWue5KAODpLEMXP1dTpk1E1ZTOxdWhQ4eMmQcRERFRlZR3DtWjcguLcSD2Lnafu4OjV+6hWPmwbOrcuC6GtfPGkDZecK9jCwBwlFlh+pYoCIBGgaWKPD84sMx+iKj20bm46t27tzHzICIiIqq0ss6h8nKWYX5wIAa39kJhsQJHLt/D7+fu4J9Ld1EgV6qfG+jlhGHtvRHczhs+LnZasQe39sLasR1LxS/hWSo+ERGgY3GVm5sLBwcHnYPq256IiIioslTnUD06bS85swCvbYlC96ZuiLmdiayCYvW9xm72GNbeB8Paeel0LtXg1l4YGOiJ8PgU7D8WgUE9g8odGSOi2kun4srf3x//+9//MHHiRHh7e5fZRhRF/P3331i+fDl69eqF2bNnGzRRIiIiokdVdA6V6tqJq2kAgPpOtghu641h7b3RxscZgqBfYSSVCAjyc0XaJRFBfq4srIhIi07F1eHDhzF37lyEhoaiffv26NSpE7y9vSGTyXD//n3ExsYiPDwc1tbWmD17NqZOnWrsvImIiIhwKiH9sedQAcC8Z1piYg8/FkREZFQ6FVfNmzfHL7/8glu3buGXX37B0aNHceLECeTn58Pd3R0dOnTAd999xzOviIiIyKR0PV/K3dGWhRURGZ3OG1oAQIMGDfD222/j7bffNlY+RERERDrT9XwpnkNFRKbAYSYiIiKyWJ0b14WdjbTc+wIAL55DRUQmwuKKiIiILNbyA1eQX6Qo8x7PoSIiU2NxRURERBbpu6PXsObwVQDAy0GN4OWsOfXP01mGtWM78hwqIjIZvdZcEREREVUHP0fexKI/LwEAPhjcAtP7NIVCKfIcKiIyK71GroqLixEaGoqbN28aKx8iIiKiCv11MRkf/nYeADC1VxO81rsJgIfnUD3hznOoiMg89CqurKyssGzZMigUZc9tJiIiIjKm8Ktp+N+2s1CKwMhODTB7SAu9DwMmIjIWvddcDRgwAIcPHzZCKkRERETlu3ArE69ujkRRsRKDAutj8Yg2LKyIqFrRe83VkCFDMHv2bMTExOCJJ56Ag4ODxv1hw4YZLDkiIiIiALh6LwcTNp5CTmExujVxw6rRHWAl5b5cRFS96F1cTZ8+HQCwfPlyrXuCIHDKIBERERnUnYx8jPs+Aum5RWjj44xvxz8BmXX5Z1sREZmL3sWVUqk0Rh5EREREWtJzizBufQTuZBagST0HhE3qDEeZtbnTIiIqE8fTiYiIqFrKKSzGpI2ncPVeLrycZfhhShDc6tiaOy0ionJVqrg6cuQIgoOD4e/vj4CAAAwbNgzHjh0zdG5ERERUSxUWKzDth0icu5WJuvbW+GFKEHxc7MydFhFRhfQurrZs2YIBAwbA3t4eb731Ft58803Y2dmhf//+2Lp1qzFyJCIiolpEoRQxY1s0/o1Pg4ONFJsmd4G/Rx1zp0VE9Fh6r7latGgRPvvsM7z99tvqazNmzMDy5cuxYMECjBkzxqAJEhERUe0hiiLm7LyAfReTYSOV4LvxndC2gYu50yIi0oneI1fXrl1DcHCw1vVhw4YhISHBIEkRERFR7bR032VsP30TEgFYNboDuvu7mzslIiKd6V1cNWzYEP/884/W9X/++QcNGzY0SFL0kEIpIiIhHWdSBUQkpEOhFM2dEhERkVF8c+Qq1h25CgD49Lm2GNza08wZERHpR+/i6p133sFbb72F6dOn44cffsCWLVvw2muvYcaMGXj33Xf1inX06FEEBwfD29sbgiBg165d6ntyuRwffPAB2rRpAwcHB3h7e2P8+PG4c+fOY+P+9ttvCAwMhK2tLQIDA7Fz5059X2a1sC8mCU8uPYixGyKxOU6KsRsi8eTSg9gXk2Tu1IiIiAzq59M3seT//gMAzB7SAiM78w+2RGR59C6upk+fju3bt+PChQuYOXMmZsyYgZiYGPz000+YNm2aXrFyc3PRrl07rF69WuteXl4eoqKiMG/ePERFRWHHjh24cuUKhg0bVmHM8PBwvPTSSxg3bhzOnTuHcePGYeTIkYiIiNArN3PbF5OE6VuikJRZoHE9ObMA07dEscAiIqIaY19MMj7ccR4AMK13E0zr3dTMGRERVY5eG1oUFxdj0aJFmDx5Mo4fP17lzocMGYIhQ4aUec/Z2RkHDhzQuPbVV1+hS5cuSExMRKNGjcp83ooVKzBw4EDMnj0bADB79mwcOXIEK1aswLZt26qcsykolCJC98SirAmAIgABQOieWAwM9IRUIpg4OyIiIsM5EZ+Kt7adhVIEXurUEB8ObmHulIiIKk2v4srKygrLli3DhAkTjJVPhTIzMyEIAlxcXMptEx4errGTIQA89dRTWLFiRbnPKSwsRGFhofpxVlYWgJKpiXK5vEo5V0ZEQrrWiFVpIoCkzAKEx6cgyM+1yv2pXqOxXqulxzdFH5Ye3xR9ML75+7D0+Kbow9LjG7sPhVLEyav3cCZVgHNcChxkNnh18xkUKZQYFOiBkKHNUVxcXKU++DGo+fFN0Qfjm78PU7wGXemTgyCKol47JAwfPhzDhw/HxIkT9c2r4kQEATt37sTw4cPLvF9QUIAnn3wSLVq0wJYtW8qNY2Njg7CwMI0t4bdu3YpJkyZpFFClhYSEIDQ0VOv61q1bYW9vr98LMYAzqQI2x0kf2258gAJPuHODCyIiqv7OpQnYcV2CjKKHMy4EiBAhoJmzEtNaKGGl92IFIiLjy8vLw5gxY5CZmQknJ6cK2+p9ztWQIUMwe/ZsxMTE4IknnoCDg4PG/cetiaoMuVyOUaNGQalUYs2aNY9tLwiaU+VEUdS6Vtrs2bMxa9Ys9eOsrCw0bNgQgwYNeuwbaAxuCenYHBf52HaDegYZbOTqwIEDGDhwIKytrascr6bFN0Uflh7fFH0wvvn7sPT4pujD0uMbq4+/Lt7FxvBzWtPdRZT8bJ46sC2GtfM2SF/8GNT8+Kbog/HN34cpXoOuVLPadKF3cTV9+nQAwPLly7XuCYIAhUKhb8gKyeVyjBw5EgkJCTh48OBjix1PT08kJydrXEtJSUH9+vXLfY6trS1sbW21rltbW5vlg9nN3wNezjIkZxaUue5KAODpLEM3fw+Drrky9uu19Pim6MPS45uiD8Y3fx+WHt8UfVh6fEP2oVCKWPR/l8v8eQaU/Ez74kA8RnRsxJ9pJu7D0uObog/GN38f5vp9/NEcdKX3ALxSqSz3n7EKq7i4OPz9999wc3N77HO6deumtRHG/v370b17d4PmZkxSiYD5wYFl3lP92JkfHMjNLIiIqNo7peM64lMJ6aZLiojISPQqroqLi2FlZYWYmBiDdJ6Tk4Po6GhER0cDABISEhAdHY3ExEQUFxfjhRdeQGRkJH788UcoFAokJycjOTkZRUVF6hjjx49X7wwIADNmzMD+/fuxdOlS/Pfff1i6dCn+/vtvzJw50yA5m8rg1l5YO7YjPJ00R9Q8nWVYO7YjBrf2MlNmREREukvKyNepXUp2+QUYEZGl0Hu3QF9fX4ONUEVGRqJv377qx6p1TxMmTEBISAh2794NAGjfvr3G8w4dOoQ+ffoAABITEyGRPKwRu3fvju3bt2Pu3LmYN28emjZtip9++glBQUEGydmUBrf2wsBAT3T4ZD+yCoqxYFhLjOnqxxErIiKq9tJzi7A14ga+P5agU3sPR5mRMyIiMj6911zNnTsXs2fPxpYtW+DqWrXNFPr06YOKNivUZSPDw4cPa1174YUX8MILL1QltWpDKhHg62aPC7ez4F7HloUVERFVa1fuZmPjvwnYEXUbhcVKAIBEAJTl/EhXrSPuYoANmoiIzE3v4mrVqlWIj4+Ht7c3fH19tXYLjIqKMlhyVMLbWYYLt7NwW8epFURERKakVIo4EncPG44n4Fhcqvp6Gx9nTHmyZMbFW9vOAoDGxhZcR0xENY3exVV551CR8Xi72AFAhQuCiYiITC2vqBi/Rd3Gxn8TcO1eLoCSUaqnWnli8pN+6ORbV30UirVUQOieWI2fZZ7OMswPDuQ6YiKqMfQurubPn2+MPKgC3i4l89BvZ7C4IiIi87uTkY/N4Tew7VQiMvPlAABHWyu81LkhJnRvjIau9lrPUa0jDo9Pwf5jERjUM8jgR4oQEZmbzsXVqVOn8MQTT0AqlQLQPpi3sLAQv//+O0aOHGn4LGs5b+eS4upOJqcFEhGR8SiUIiIS0nEmVYBbQrpW8XM28T7WH0/A/8UkQ/FgEZWvmz0mdW+MFzo1RB3bin+tkEoEBPm5Iu2SiCA/VxZWRFTj6FxcdevWDUlJSfDw8AAAODs7Izo6Gk2aNAEAZGRkYPTo0SyujMDnwbTAOxy5IiIiI9kXk1Rq2p4Um+Mi4eUsw9xnWkIpAhv+TcDZxAx1+25N3DD5ST/0a8HRJyIiFZ2Lq0d37itrJz9ddvcj/Xk9GLlKzSlCgVwBmbXUzBkREVFNsi8mCdO3ROHRn+JJmQV4Y+tZ9WMbqQTD2ntjUo/GaOXtbNokiYgsgN5rripSepogGU5de2vYSEQUKQUkZRbAz93h8U8iIiLSgUIpInRPrFZhVZpEAN7o64/x3RqjnqNtBS2JiGo3yeObkLkJgoC6D36W3eF27EREZECnEtIfuxutUgS6N3VnYUVE9Bh6jVzFxsYiOTkZQMkUwP/++w85OTkAgNTU1IqeSlVU10bE3XwBt++zuCIiIsNJydZtPa+u7YiIajO9iqv+/ftrrKsaOnQogJKRlUd3DyTDUo1c8SBhIiIyJA9HmUHbERHVZjoXVwkJCcbMgx7D1bakqGVxRUREhvS4v4sKKDnst4ufq0nyISKyZDoXV76+vsbMgx6Da66IiMjQLiVl4dXNkerHAqCxsYWq7pofHMjt1omIdMANLSxEXY5cERGRAd1Mz8OEDaeQXVCMzo3rYuWo9vB01pz65+ksw9qxHTG4tZeZsiQisiwG3YqdjKeuTcl/kzIKoFSKkPAviEREVEn3sgsxbn0EUrIL0cLTEd+P7wxne2sMbeuN8PgU7D8WgUE9g9DNnwcEExHpgyNXFsLFpuSckSKFEqk5heZOh4iILFR2gRwTN57C9bQ8NKhrh02Tu8DZ3hoAIJUICPJzxRPuIoL8XFlYERHpicWVhZBKAI8H54twaiAREVVGgVyBqZvP4OKdLLg52OCHKUGo78RdAImIDIXFlQXxcbEDwOKKiIj0p1CKmLk9GuHX0lDH1gqbJneBn7uDudMiIqpRdFpz1aFDB53PsIqKiqpSQlQ+rwcLjbljIBER6UMURczdFYN9F5NhI5Xg2/FPoLWPs7nTIiKqcXQqroYPH67+/4KCAqxZswaBgYHo1q0bAODkyZO4ePEiXn/9daMkSSXUI1f3WVwREZHulh+4gm2nEiERgFWj26N7U3dzp0REVCPpVFzNnz9f/f+vvPIK3nrrLSxYsECrzc2bNw2bHWnwcikZubqdUWDmTIiIyFJs/DcBXx2MBwAsHN6G26oTERmR3muufvnlF4wfP17r+tixY/Hbb78ZJCkqm4+6uOLIFRERPd7v0bcRuicWAPDuoGYYE9TIzBkREdVsehdXdnZ2OH78uNb148ePQybjjkPG5M01V0REpKPDl1Pwzs/nAAATuzfGG339zZwREVHNp/chwjNnzsT06dNx5swZdO3aFUDJmqsNGzbg448/NniC9JCXc8maq8x8OXIKi1HHlmdAExGRtqjE+5i+JQrFShHD2nnj46GBOm9MRURElaf3b+cffvghmjRpgpUrV2Lr1q0AgJYtWyIsLAwjR440eIL0kKPMCk4yK2QVFONORj6a1Xc0d0pERFTNxN3NxuSw08iXK9CrWT18/mI7SHgYMBGRSVRq6GPkyJEspMzEp649spKycPs+iysiItJ0OyMf4zecQkaeHO0bumDd2I6wseKRlkREplKp77gZGRn4/vvv8dFHHyE9PR1AyflWt2/fNmhypI2bWhARUVnSc4swfn0EkjIL4O9RBxsndoa9DaePExGZkt7fdc+fP48BAwbA2dkZ169fxyuvvAJXV1fs3LkTN27cwObNm42RJz2gPuuKxRURET2QW1iMSWGncfVeLrydZdg8uQvqOtiYOy0iolpH75GrWbNmYeLEiYiLi9PYHXDIkCE4evSoQZMjbd4PiivuGEhERABQVKzEa1vO4NzNDNS1t8bmKUHqnxVERGRaehdXp0+fxrRp07Su+/j4IDk52SBJUfl86j4YubrP4oqIqLZTKkW888s5HItLhb2NFBsndYG/Rx1zp0VEVGvpXVzJZDJkZWVpXb98+TLq1atnkKSofBy5IiIiABBFEaF7LmLPuTuwlgpYN/YJtG/oYu60iIhqNb2Lq2effRaffPIJ5HI5AEAQBCQmJuLDDz/E888/b/AESVODB8VVclYB5AqlmbMhIiJTUShFRCSk40yqgIiEdKz8Jw6bwm9AEIDPX2yHXs34B04iInPTe0OLzz//HE8//TQ8PDyQn5+P3r17Izk5Gd26dcOiRYuMkSOV4l7HFjZSCYoUStzNKkCDuvbmTomIiIxsX0wSQvfEIimzAIAUm+Mi1fdCglvh2fY+5kuOiIjU9C6unJyccPz4cRw8eBBRUVFQKpXo2LEjBgwYYIz86BESiQAvFxlupOXh9v18FldERDXcvpgkTN8SBbGc+/WdbE2aDxERlU+v4qq4uBgymQzR0dHo168f+vXrZ6y8qALezna4kZaHO5lcd0VEVJMplCJC98SWW1gJAEL3xGJgoCekEsGUqRERURn0WnNlZWUFX19fKBQKY+VDOuCOgUREtcOphPQHUwHLJgJIyizAqYR00yVFRETl0ntDi7lz52L27NlIT+c3cnPxVh8kXP4PXCIisnwp2bp9n9e1HRERGZfea65WrVqF+Ph4eHt7w9fXFw4ODhr3o6KiDJYcla2BurjiyBURUU0m6DjTz8NRZtxEiIhIJ3oXV8OHDzdCGqQPnnVFRFTz/Rufio93xVTYRgDg6SxDFz9X0yRFREQV0ru4mj9/vjHyID2UXnMliiIEXf+0SURE1Z4oivj26DUs3fcflCLQyNUeiel5EACNjS1U3/nnBwdyMwsiompC7zVXZH5eziXTP/LlCmTkyc2cDRERGUpuYTHe3HYWS/6vpLB68YkG2P92L6wb2xGezppT/zydZVg7tiMGt/YyU7ZERPQovUeuFAoFvvzyS/z8889ITExEUVGRxn1udGF8Mmsp3OvYIjWnELcz8lHXwcbcKRERURUlpOZi2g+RuHI3B9ZSAR8Ht8LYoEYQBAGDW3thYKAnwuNTsP9YBAb1DEI3fw+OWBERVTN6j1yFhoZi+fLlGDlyJDIzMzFr1iw899xzkEgkCAkJMUKKVBYfl5K/YHJTCyIiy/fPpbsYtvo4rtzNgYejLbZP7YpxXX01pn1LJQKC/FzxhLuIID9XFlZERNWQ3sXVjz/+iO+++w7vvvsurKysMHr0aHz//ff4+OOPcfLkSWPkSGXgWVdERJZPqRSx4u8rmLIpEtkFxejkWxd//O9JPOHLDSqIiCyR3sVVcnIy2rRpAwCoU6cOMjMzAQBDhw7F3r17DZsdlcvbmTsGEhFZsqwCOab+EIkVf8cBAMZ388XWV7vCw4nbqhMRWSq9i6sGDRogKSkJAODv74/9+/cDAE6fPg1bW1u9Yh09ehTBwcHw9vaGIAjYtWuXxv0dO3bgqaeegru7OwRBQHR09GNjhoWFQRAErX8FBTXrgEX1yBWLKyIii3PlbjaeXf0v/r6UAhsrCT5/sR0+ebY1bKy4zxQRkSXT+7v4iBEj8M8//wAAZsyYgXnz5iEgIADjx4/H5MmT9YqVm5uLdu3aYfXq1eXe79GjBz799FO94jo5OSEpKUnjn0xWs/4SyLOuiIgs058XkjD863+RkJoLHxc7/PZad7zwRANzp0VERAag926BpQudF154AQ0aNMCJEyfg7++PYcOG6RVryJAhGDJkSLn3x40bBwC4fv26XnEFQYCnp6fO7QsLC1FYWKh+nJWVBQCQy+WQy82/1bkqh9K51K9jDQC4dT+/yjmWFd+QLD2+Kfqw9Pim6IPxzd+Hpcc3RR8VxS9WKLH873h8d/w6AKBbE1d8ObIt3BxsdM6npr9HjG+aPiw9vin6YHzz92GK16ArfXIQRFEUH9/M+ARBwM6dOzF8+HCte9evX4efnx/Onj2L9u3bVxgnLCwMr7zyCnx8fKBQKNC+fXssWLAAHTp0KPc5ISEhCA0N1bq+detW2Nvb6/tSTCJXDnwUWVIbL+tSDBupmRMiIqJy5ciBTXESXMksmTDSz1uJoY2UkHLDPyKiai8vLw9jxoxBZmYmnJycKmyr98jV5s2bK7w/fvx4fUMaVIsWLRAWFoY2bdogKysLK1euRI8ePXDu3DkEBASU+ZzZs2dj1qxZ6sdZWVlo2LAhBg0a9Ng30BTkcjkOHDiAgQMHwtq6ZMRKFEUsPH8QeUUKtOvWG37uDgaNb0iWHt8UfVh6fFP0wfjm78PS45uij7LiX7yThTe2ReN2ZgHsbaRYMrwVnm6j++yKx8U3NEv/OFt6fFP0YenxTdEH45u/D1O8Bl2pZrXpQu/iasaMGRqP5XI58vLyYGNjA3t7e7MXV127dkXXrl3Vj3v06IGOHTviq6++wqpVq8p8jq2tbZmbcVhbW5v9g1nao/l4u9ghPiUHKTnFaOZV9TyN/XotPb4p+rD0+Kbog/HN34elxzdWHwqliKiEdJxJFeB2Kxvd/D2w6+xtfLTzAgqLlWjsZo9vxnVCc0/HKvdlqe8R41evPiw9vin6YHzz91Edfh/Xp3+9i6v79+9rXYuLi8P06dPx3nvv6RvO6CQSCTp37oy4uDhzp2JwPg+Kq9sZeeZOhYioVtsXk4TQPbFIyiwAIMXmuEjY20iRV6QAAPRr4YEvX2oPZ7vq8wc7IiIyPIPs+RoQEIBPP/1Ua1SrOhBFEdHR0fDy8jJ3Kgan2jHwdkbN2maeiMiS7ItJwvQtUQ8Kq4dUhdUzbbzw/fhOLKyIiGoBvUeuyiOVSnHnzh29npOTk4P4+Hj144SEBERHR8PV1RWNGjVCeno6EhMT1XEvX74MAPD09FTvBjh+/Hj4+PhgyZIlAIDQ0FB07doVAQEByMrKwqpVqxAdHY2vv/7aEC+zWmmgOuvqPrdjJyIyB4VSROieWFS0M1RU4v0K7xMRUc2hd3G1e/dujceiKCIpKQmrV69Gjx499IoVGRmJvn37qh+rNpWYMGECwsLCsHv3bkyaNEl9f9SoUQCA+fPnIyQkBACQmJgIieThAFxGRgamTp2K5ORkODs7o0OHDjh69Ci6dOmiV26WwNul5OwunnVFRGQepxLStUasHpWUWYBTCeno1tTNRFkREZG56F1cPbpVuiAIqFevHvr164cvvvhCr1h9+vRBRTvBT5w4ERMnTqwwxuHDhzUef/nll/jyyy/1ysNS+biUbBN/m8UVEZFZpGTrNi1b13ZERGTZ9C6ulEqlMfKgSlCNXCVl5kOpFCGR8MAUIiJTcq+jvdNsWTwcZUbOhIiIqgODbGhB5uHpJINEAOQKEfdyCs2dDhFRrVIgV2DTiYQK2wgAvJxl6OLnapqkiIjIrPQeuSp92O7jLF++XN/wpAcrqQSeTjLcySzA7Yx81HfiX0aJiEwhPbcIr2w6jajEDFhJBBQrRQiAxsYVqrkE84MDIeXMAiKiWkHv4urs2bOIiopCcXExmjdvDgC4cuUKpFIpOnbsqG4nCPxBYgo+de1Kiqv7+ejYqK650yEiqvES0/IwceMpXEvNhbOdNb4b3wnpuYWlzrkq4eksw/zgQAxuXfOOAiEiorLpXVwFBwfD0dERmzZtQt26Jb/M379/H5MmTULPnj3xzjvvGDxJKl/JWVf3uWMgEZEJnLuZgSmbTiM1pwg+LnbYNLkz/D0cAQADAz0RHp+C/cciMKhnELr5e3DEioioltF7zdUXX3yBJUuWqAsrAKhbty4WLlyo926BVHU+6oOEWVwRERnTwf/uYtS3J5GaU4RW3k7Y+Xp3dWEFAFKJgCA/VzzhLiLIz5WFFRFRLaR3cZWVlYW7d+9qXU9JSUF2drZBkiLdeT8orjhyRURkPFsjEvHKpkjkyxXo1awefprWDR5c50pERI/Qu7gaMWIEJk2ahF9//RW3bt3CrVu38Ouvv2LKlCl47rnnjJEjVcCnbklxdes+iysiIkMTRRFf7L+Mj3ZegFIEXnyiAdZP6IQ6tnrPqiciolpA758O69atw7vvvouxY8dCLpeXBLGywpQpU7Bs2TKDJ0gV8+HIFRGRURQVK/HhjvPYEXUbADCjfwBmDgjghk1ERFQuvYsre3t7rFmzBsuWLcPVq1chiiL8/f3h4OBgjPzoMVTTArMKipFdIIejzNrMGRERWb7sAjle/zEKx+JSIZUIWDyiNV7q3MjcaRERUTVX6UOEHRwc0LZtW7i4uODGjRtQKpWGzIt0VMfWCs52JQXVnYyCx7QmIqLHSc4swMhvTuJYXCrsbaT4fkInFlZERKQTnYurTZs2YcWKFRrXpk6diiZNmqBNmzZo3bo1bt68aej8SAcPdwzMM3MmRESW7crdbDy35l9cSsqCex1b/DS1G/o29zB3WkREZCF0Lq7WrVsHZ2dn9eN9+/Zh48aN2Lx5M06fPg0XFxeEhoYaJUmqmLe6uOLIFRFRZYVfTcPza0/gTmYBmtRzwM7Xu6NNA+fHP5GIiOgBnddcXblyBZ06dVI//v333zFs2DC8/PLLAIDFixdj0qRJhs+QHqvBgx0Db3PHQCKiStl97g7e/fkcihRKdPKti+/Gd0JdBxtzp0VERBZG55Gr/Px8ODk5qR+fOHECvXr1Uj9u0qQJkpOTDZsd6cTbpeSsFe4YSESkH1EU8e3Rq3hr21kUKZQY0toTW14JYmFFRESVonNx5evrizNnzgAAUlNTcfHiRTz55JPq+8nJyRrTBsl0fFzsAQC3WVwREZVLoRQRkZCOM6kCIhLSUVSsROieWCz+8z8AwKQejbF6TEfIrKVmzpSIiCyVztMCx48fjzfeeAMXL17EwYMH0aJFCzzxxBPq+ydOnEDr1q2NkiRVjCNXREQV2xeThNA9sUjKLAAgxea4SNhaSVBYXLLT7dxnWuKVnk3MmyQREVk8nYurDz74AHl5edixYwc8PT3xyy+/aNz/999/MXr0aIMnSI/n82DN1d2sAsgVSlhLK73DPhFRjbMvJgnTt0RBfOS6qrB6pacfCysiIjIInYsriUSCBQsWYMGCBWXef7TYItNxd7CFjVSCIoUSyZkFaOhqb+6UiIiqBYVSROieWK3CqrS955Mwe0hLSCWCyfIiIqKaiUMcNYBEIqinBnLdFRHRQ6cS0h9MBSxfUmYBTiWkmygjIiKqyVhc1RCqs6647oqI6KFLSVk6tUvJ5jmBRERUdTpPC6TqzceFZ10REQEl26uHX03DxhPXcSD2rk7P8XCUGTkrIiKqDVhc1RDqkatMFldEVDvlFymwK/o2wv69jst3s9XXbawkKHqwecWjBACezjJ08XM1UZZERFSTsbiqIVQ7Bt7iyBUR1TJ3MvKxOfwGtp9OREaeHABgbyPF8x0bYEL3xohPycb0LVEAoLGxhWr7ivnBgdzMgoiIDELv4kqhUCAsLAz//PMPUlJSoFRq/jXw4MGDBkuOdOfDNVdEVIuIoojIG/ex8d8E/HXxLhTKkrKpoasdJnRrjBc7NYSznTUAwN+jDtaO7VjqnKsSns4yzA8OxODWXmZ5DUREVPPoXVzNmDEDYWFheOaZZ9C6dWsIAv/aVx2o11xl5EMURX5ciKhGKpAr8Mf5JGz8NwEX7zzcrKJ7UzdM7N4Y/VvWL3MUanBrLwwM9ER4fAr2H4vAoJ5B6ObvwRErIiIyKL2Lq+3bt+Pnn3/G008/bYx8qJI8nUsWYxfIlbifJ4erg42ZMyIi0p1CKSIiIR1nUgW4JaRrFT53swrw48kb+DEiEWm5RQAAWysJnuvogwndG6OFp9Nj+5BKBAT5uSLtkoggP1cWVkREZHB6F1c2Njbw9/c3Ri5UBTJrKeo52uJediFu389ncUVEFmNfTFKpKXtSbI6LhNeDKXv1nWQIO3Ede88nofjB1D9vZxnGdWuMUZ0boi6/1xERUTWid3H1zjvvYOXKlVi9ejWnnlUz3i52JcVVRj7aNHA2dzpERI+1LyYJ07dEaWw0AZQc7Pvag00oVLo0dsXEHo0xKLA+rKQ8ppGIiKofvYur48eP49ChQ/i///s/tGrVCtbW1hr3d+zYYbDkSD8NXOxw7mYGbnNTCyKyAAqliNA9sVqF1aOe7+iDST380NqHfzQiIqLqTe/iysXFBSNGjDBGLlRF3i4l6664YyARWYJTCekau/eV54UnGrKwIiIii6B3cbVx40Zj5EEGoN4xkGddEZEFiLmdqVO7lOzHF2BERETVAQ8RrkG8VWddZbK4IqLqK+Z2JtYevoq9F5J0au/hKDNyRkRERIZRqeLq119/xc8//4zExEQUFRVp3IuKiirnWWRsPnU5ckVE1dephHR8fSgeR67cU1+ztZKgsFhZZnsBJcdMdPFzNVGGREREVaP3dkurVq3CpEmT4OHhgbNnz6JLly5wc3PDtWvXMGTIEGPkSDpSTQtMyy1CgVxh5myIiABRFHHovxS8sPYERn4TjiNX7kEiAM+298a+mT2xclR7CCgppEpTPZ4fHMjzqIiIyGLoPXK1Zs0afPvttxg9ejQ2bdqE999/H02aNMHHH3+M9PR0Y+RIOnK2s4aDjRS5RQrczshH03p1zJ0SEdVSCqWIPy8kYc3hq7iUlAUAsJFK8EKnBpjWqwl83RwAAC08nbB2bMdS51yV8HxwztXg1l5myZ+IiKgy9C6uEhMT0b17dwCAnZ0dsrOzAQDjxo1D165dsXr1asNmSDoTBAHeLnaIS8nBHRZXRGQGhcUK7Iy6jXVHruJ6Wh4AwMFGipe7+mLKk36o76S9fmpway8MDPREeHwK9h+LwKCeQejm78ERKyIisjh6F1eenp5IS0uDr68vfH19cfLkSbRr1w4JCQkQxcedVkLG5lO3pLjiuisiMiSFUkREQjrOpApwS0jXKn7yioqxNSIR3x9LQHJWyQiUi701JnX3w4TuvnCxt6kwvlQiIMjPFWmXRAT5ubKwIiIii6R3cdWvXz/s2bMHHTt2xJQpU/D222/j119/RWRkJJ577jlj5Eh6UO8YyLOuiMhA9sUklZq2J8XmuEh4PZi217WJGzaduIGwEwm4nycHANR3ssWrPZtgdJdGcLDlprRERFR76P1T79tvv4VSWbKz02uvvQZXV1ccP34cwcHBeO211wyeIOlHtanFLRZXRGQA+2KSMH1LFB6dl5CUWYDXtkRp7Pbn62aP6b2bYkRHH9haSU2fLBERkZnpXVxJJBJIJA83GRw5ciRGjhxp0KSo8nw4ckVEBqJQigjdE6tVWJVWWKxE8/p18Ea/ADzd2hNWUr03oSUiIqoxKvVT8NixYxg7diy6deuG27dvAwB++OEHHD9+3KDJkf7UZ12xuCKiKjqVkK6xg195Qoa1wrB23iysiIio1tP7J+Fvv/2Gp556CnZ2djh79iwKCwsBANnZ2Vi8eLHBEyT9qNZcJWcWQKHkBiNEVHkp2Y8vrEraFRo5EyIiIsugd3G1cOFCrFu3Dt999x2sra3V17t3746oqCi9Yh09ehTBwcHw9vaGIAjYtWuXxv0dO3bgqaeegru7OwRBQHR0tE5xf/vtNwQGBsLW1haBgYHYuXOnXnlZsvqOtpBKBMgVIu7xFx4iqgIPR+1t06vSjoiIqKbTu7i6fPkyevXqpXXdyckJGRkZesXKzc1Fu3btyj0bKzc3Fz169MCnn36qc8zw8HC89NJLGDduHM6dO4dx48Zh5MiRiIiI0Cs3S2UllcDzwTkynBpIRFXRuXFd2NuUvzGFAMDLWYYufq6mS4qIiKga03tDCy8vL8THx6Nx48Ya148fP44mTZroFWvIkCEYMmRIuffHjRsHALh+/brOMVesWIGBAwdi9uzZAIDZs2fjyJEjWLFiBbZt26ZXfpbKx8UOtzPycTsjH0/41jV3OkRkgURRxBcHriCvSFHmfdUpVPODA3kmFRER0QN6F1fTpk3DjBkzsGHDBgiCgDt37iA8PBzvvvsuPv74Y2PkqJfw8HC8/fbbGteeeuoprFixotznFBYWqteOAUBWVhYAQC6XQy6XGyVPfahy0DUXTydbAMDNtBydnqNvfH1ZenxT9GHp8U3RB+Obto+vD1/D2sNXAQAjO/ng6JVUJGc9/D7p6WyLOUNaoH9zd4O9Jkt7j2pifFP0wfjm78PS45uiD8Y3fx+meA260icHQRRFvXc9mDNnDr788ksUFJQsdra1tcW7776LBQsW6BvqYSKCgJ07d2L48OFa965fvw4/Pz+cPXsW7du3rzCOjY0NwsLCMGbMGPW1rVu3YtKkSRoFVGkhISEIDQ3Vur5161bY29vr9Tqqgz8SJThwW4In6yvxYhOludMhIgtz8I6A32+UTAcc7qtAX28RShG4miUgSw44WQNNnURwwIqIiGqDvLw8jBkzBpmZmXBycqqwrd4jVwCwaNEizJkzB7GxsVAqlQgMDESdOnUqlawxCILmT3xRFLWulTZ79mzMmjVL/TgrKwsNGzbEoEGDHvsGmoJcLseBAwcwcOBAjU1EypN5+iYO3L4EaxcPPP10R4PH15elxzdFH5Ye3xR9ML5p+vgxIhG/h/8HAJjZ3x9v9Hk43ZvvUc2Pb4o+GN/8fVh6fFP0wfjm78MUr0FXqlltuqhUcQUA9vb26NSpU2WfbjSenp5ITk7WuJaSkoL69euX+xxbW1vY2tpqXbe2tjb7B7M0XfNp5FZS6CZlFuqVv7Ffr6XHN0Uflh7fFH0YI75CKSIqIR1nUgW43cpGN38Po60jqs4fg18ibyLkj5LC6vU+TTFjQLMy/zBliR9jU/dh6fFN0Qfjm78PS49vij4Y3/x9VIffx/XpX+fiavLkyTq127Bhg86dG0O3bt1w4MABjXVX+/fvR/fu3c2YlWn5uPAgYSJd7YtJQuie2AeH5UqxOS4SXs4yzA8OxODWXuZOz2R2n7uDD347DwCY1KMx3nuqeYUj/kRERKRN5+IqLCwMvr6+6NChAyqxTKtMOTk5iI+PVz9OSEhAdHQ0XF1d0ahRI6SnpyMxMRF37twBULINPFAyOuXp6QkAGD9+PHx8fLBkyRIAwIwZM9CrVy8sXboUzz77LH7//Xf8/fffOH78uEFytgSqg4SzC4qRVSCHk6z6jL4RVSf7YpIwfUsUHv2OlpxZgOlborB2bMdaUWD9dTEZb/8UDaUIjO7SEB8PDWRhRUREVAk6F1evvfYatm/fjmvXrmHy5MkYO3YsXF2rdrZJZGQk+vbtq36sWvc0YcIEhIWFYffu3Zg0aZL6/qhRowAA8+fPR0hICAAgMTEREsnD47q6d++O7du3Y+7cuZg3bx6aNm2Kn376CUFBQVXK1ZI42FrBxd4aGXly3MnIh5MniyuiRymUIkL3xGoVVgAgomSr8dA9sRgY6Fmjtxo/fDkF/9t6FgqliBEdfLBweBsWVkRERJWk8yHCa9asQVJSEj744APs2bMHDRs2xMiRI/HXX39VeiSrT58+EEVR619YWBgAYOLEiWXeVxVWAHD48GF1e5UXXngB//33H4qKinDp0iU899xzlcrPkqmnBt7n1ECispxKSH8wFbBsIoCkzAKcSkg3XVImFn41DdN+OIMihRJDWnti2Qtta3QhSUREZGw6F1dAycYPo0ePxoEDBxAbG4tWrVrh9ddfh6+vL3JycoyVI1WCamrgHa67IipTSnb5hVVl2lmaMzfuY8qm0ygsVqJfCw+sHNUBVlK9fiQQERHRIyr9k1QQBAiCAFEUoVTyLKXqRjVydYvFFVGZPBxlOrVTKg2zxrQ6ibmdiYkbTiGvSIEn/d2x5uWOsLFiYUVERFRVev00LSwsxLZt2zBw4EA0b94cFy5cwOrVq5GYmFitzrmih8XVnYya+Vd3oqrIKyrGH+fv6NR21s/n8MbWKFy8k2nkrEzjcnI2xq2PQHZhMTo3rotvxz8BmbXU3GkRERHVCDpvaPH6669j+/btaNSoESZNmoTt27fDzc3NmLlRFfjUVa25yjNzJkTVy5kb9/HOz9G4nvbwa0MANDa2UD1u7eOEmNtZ2Hs+CXvPJ6FP83p4o68/Ojeu2mY+5nLtXg5e/j4C9/PkaNfAGRsmdoa9TaWPOyQiIqJH6PxTdd26dWjUqBH8/Pxw5MgRHDlypMx2O3bsMFhyVHneHLki0lBUrMTKf65g7eGrUIqAp5MMy15si9zC4lLnXJXwLHXOVeydLKw9chV7z9/B4cv3cPjyPXRuXBev9/VHn2b1LGZnvZvpeXj5+wik5hSipZcTNk3uAkce00BERGRQOhdX48ePt5hfIujhtMC72QUoKlZyPQXVav8lZ+Htn87hUlIWAGBEBx+EBLeCs31JcTEw0BPh8SnYfywCg3oGoZu/h3rXvEBvJ3w1ugPeGdgM3xy9it/O3Mbp6/cxaeNpBHo54fW+TTGktVe13mUvKTMfY74/iaTMAvh71MEPU7rAxd7G3GkRERHVOHodIkyWw83BBjZWEhQVK3E3qwANXe3NnRKRySmUIr4/dg1f7L+CIoUSde2tsWhEGzzdRvNgYKlEQJCfK9IuiQjycy2zUGrs7oAlz7XFjP7N8P2xa9h6KhGxSVl4c+tZ+LlfwWu9m2BEhwbV7g8Z97IL8fJ3EbiZng9fN3v8+EoQ3OvYmjstIiKiGql6/RZABiORCA93DORZV1QLJablYdS34Vjyf/+hSKFE/xYe+OvtXlqFlb48nWWYOzQQ/37QDzMHBMDZzhoJqbn44LcL6PXZIaw/noC8omKN5yiUIiIS0nEmVUBEQjoUJtqB8H5uEcZ+H4FrqbnwcbHDj68Eob6TbrskEhERkf64krkG83aRISE1l2ddUa0iiiK2nbqJhXtjkVekgIONFB8HB2Jkp4YGndpc18EGMwc0wys9m2BbRCK+O3YNyVkFWPBHLFYfjMOkHn6Y0K0xwq+lllrTJcXmuEh4lVrTZSyZ+XKM2xCBy3ez4eFoix9fCUKDuhzBJiIiMiYWVzWYauTqNosrqiVSsgrw/m/ncfjyPQBAFz9XfPFiO6NOi61ja4VXezXB+O6+2BF1G+uOXMWNtDwsP3AFXx+KR2Gx9jmAyZkFmL4lCmvHdjRYgVV6dMz+8j2sOXINMbez4OZgg62vBqGxu4NB+iEiIqLysbiqwR7uGMjiimq+P87fwdxdMcjIk8PGSoL3n2qOyT38IDHRRhO2VlKM7tIILz7RAH/GJOPrg3G4fDenzLYiSrZ7D90Ti4GBnlXeDGNfTNIjo2NnAQB21hL8MCUI/h6OVYpPREREumFxVYNx5Ipqg4y8Inz8+0XsPldyKHArbyd8+VJ7NKtvnoLCSirBsHbeqFfHBqO/iyi3nQggKbMAz635F75uDnCys4KTzBpOdtYP/lv6sZX6+qMbZuyLScL0LVEoaxVXvlyJxPRcBHo7GfZFEhERUZlYXNVgLK6opig95c0tIV29VfqRK/fw/q/ncDerEFKJgDf6NMWb/QKqxY59KdmFOrU7dysT525l6hzXzlqqLrwcZVa4eCerzMIKMOzoGBERET0ei6sazKfuw2mBoijynDKySNpT3iJR38kWzT0dcfRKKgCgibsDlr/UHu0bupg119I8HHXble+1Xk1Qz0mGrHw5sgrkyMovfvBfOTLz5cguKEZWvhzZhSU7EObLFciXK3A36/HFm2p07FRCOro1davKyyEiIiIdsLiqwTydZRAEoECuRHpuEdx4tg1ZmPKmvN3NKlQXFxO7N8YHg1vAzkZq+gQr0MXPFV7OMiRnFpQ5siSg5Gv0vcEtdBpVUihF5BSUFF6ZDwqxf2JTsP7fhMc+NyW7QP8XQERERHoz/9wZMhpbKynqPSioODWQLI1CKSJ0T2y5U94AwNXBBvOGBla7wgooOZh4fnAggJJCqjTV4/nBgTpP15NKBDjbW6Ohqz1a+zije1N3DAisr9NzdR1FIyIioqphcVXDlZ4aSGRJTiWkP5gKWL703CKcSkg3UUb6G9zaC2vHdoSns2Zx4+ksM8g27KrRsfLKMwGAl7MMXfxcq9QPERER6YbTAms4bxc7nE3MwK37LK7Isug6la26T3kb3NoLAwM9ER6fgv3HIjCoZ5B6Q46qUo2OTd8SBQHQGOWrzOgYERERVQ1Hrmq4Buqzrqr3L6BEj9J1KpslTHmTSgQE+bniCXcRQX6uBi12jD06RkRERLrjyFUN563ejj3PzJkQ6aexuz2kEgEKZdmrrlQbQnDKm3FHx4iIiEh3LK5qOB+OXJEFupddiHHrT1VYWAGc8laaanQs7ZLhR8eIiIhIN5wWWMN58yBhsjD3sgsx+ruTiE/JgZezDAuebQUvTnkjIiIiC8CRqxpOtVtgem4R8osU1XLLaiKVRwurba92RWN3B4wJ8uWUNyIiIqr2OHJVwznJrFDHtqSG5ugVVWf3sgsx5kFh5en0sLACjLshBBEREZGhsLiq4QRBKLXuisUVVU+pOSWFVdyDwmr71IeFFREREZGlYHFVC3i7lKxX4cgVVUepOYUY/S0LKyIiIrJ8LK5qAdW6K45cUXXz6IjVNhZWREREZMFYXNUC6h0D77O4oupDVVhduZuD+k622Da1K/xYWBEREZEFY3FVC/hwO3aqZlJzCvHydxHqwmr71G4srIiIiMjisbiqBVhcUXWS9qCwunw3m4UVERER1SgsrmoB1Zqr5MwCKJSimbOh2iwtpxBjShVW217lVEAiIiKqOVhc1QIejjJYSQQUK0WkZBeYOx2qpUoXVh6OJYVVk3p1zJ0WERERkcGwuKoFpBIBns4l27Fzx0Ayh7ScQrz8/cPCavtUFlZERERU87C4qiVUOwbe4o6BZGKqwuq/5AcjViysiIiIqIZicVVLNHBRnXXFaYFkOum5RVqFVVMWVkRERFRDsbiqJdRnXWXkmTkTqi3Sc4sw5ruT+C85G/VYWBEREVEtwOKqllDtGMiRKzKFRwur7SysiIiIqBawMncCZBrqkSuuuSIjUChFRCSk40yqAOvYu1h16NrDEatXWVgRERFR7cDiqpbwUa+5YnFFhrUvJgmhe2KRlFkAQIrNcecAAE4yK2x7tSv8PVhYERERUe3AaYG1hLdLyVbs2YXFyMyXmzkbqin2xSRh+paoB4WVpqyCYsSnZJshKyIiIiLzYHFVS9jbWMHVwQYAR6/IMBRKEaF7YiGWc18AELonFgpleS2IiIiIahYWV7WIavSK667IECKupZU5YqUiAkjKLMCphHTTJUVERERkRiyuahH1uqtMFldUeTmFxQj7NwEzforWqX1KNneoJCIiotqBG1rUItwxkKriemouNoVfxy+Rt5BTWKzz8zwcZUbMioiIiKj6MOvI1dGjRxEcHAxvb28IgoBdu3Zp3BdFESEhIfD29oadnR369OmDixcvVhgzLCwMgiBo/Sso4F/PfdQHCbO4It2IoohjcfcwJew0+n5xGBv/vY6cwmI0qeeA0GGBqO9kC6Gc5woAvJxl6OLnasqUiYiIiMzGrCNXubm5aNeuHSZNmoTnn39e6/5nn32G5cuXIywsDM2aNcPChQsxcOBAXL58GY6OjuXGdXJywuXLlzWuyWT86zmLK9JVXlExdkTdxqYT1xGXkqO+3rd5PUzs4Yee/u6QSATUd5Jh+pYoCIDGxhaqgmt+cCCkkvLKLyIiIqKaxazF1ZAhQzBkyJAy74miiBUrVmDOnDl47rnnAACbNm1C/fr1sXXrVkybNq3cuIIgwNPT0yg5WzKfujzriip2634efgi/gW2nEpFVUDL1z8FGihc7NcT4br5o8shhwINbe2Ht2I6lzrkq4eksw/zgQAxu7WXS/ImIiIjMqdquuUpISEBycjIGDRqkvmZra4vevXvjxIkTFRZXOTk58PX1hUKhQPv27bFgwQJ06NCh3PaFhYUoLCxUP87KygIAyOVyyOXmPxNKlUNVc/FwKPlwp2QXIje/EDZWEoPGL4+lxzdFH8aMr1CKOHn1Hs6kCnCOS0HXpvU0RpNEUcSp6/ex+WQi/r6UAtXO6Y1c7TCuayM838EbjjLrcvPr39wdfQJ64uTVezgYfgb9uj2h7sOQr8eSPwamiG+KPiw9vin6sPT4puiD8c3fh6XHN0UfjG/+PkzxGnSlTw6CKIrV4hAaQRCwc+dODB8+HABw4sQJ9OjRA7dv34a3t7e63dSpU3Hjxg389ddfZcY5efIk4uPj0aZNG2RlZWHlypX4888/ce7cOQQEBJT5nJCQEISGhmpd37p1K+zt7av+4qoJUQTei5BCLgqY16EY7pwpWeOdSxOw47oEGUUPiykXGxHPNVaipYuIqDQBR5MkuJ338H4zZyV6e4kIdBHBGX1ERERU2+Xl5WHMmDHIzMyEk5NThW2r7ciViiBo/nYniqLWtdK6du2Krl27qh/36NEDHTt2xFdffYVVq1aV+ZzZs2dj1qxZ6sdZWVlo2LAhBg0a9Ng30BTkcjkOHDiAgQMHwtraukqxVsYdR0JaHpq174quTVwNHr8slh7fFH0YI/5fF+9iY/g5rUN+M4oEbLgihYONFLlFCgCAzFqC4e29Mb5rIwR41NEOpgNLfI9qUnxT9GHp8U3Rh6XHN0UfjG/+Piw9vin6YHzz92GK16Ar1aw2XVTb4kq1Zio5ORleXg/XbaSkpKB+/fo6x5FIJOjcuTPi4uLKbWNrawtbW1ut69bW1mb/YJZmiHwauNojIS0Pd3PkWrGM/XotPb4p+jBUfIVSxKL/u6xVWJWWW6SAt7MME7o3xkudG8LF3qbK/QKW8x7V1Pim6MPS45uiD0uPb4o+GN/8fVh6fFP0wfjm76M6/D6uT//V9hBhPz8/eHp64sCBA+prRUVFOHLkCLp3765zHFEUER0drVGg1WbezjzrqjY4lZCuscFEeT57oS2m9W5qsMKKiIiIqDYz68hVTk4O4uPj1Y8TEhIQHR0NV1dXNGrUCDNnzsTixYsREBCAgIAALF68GPb29hgzZoz6OePHj4ePjw+WLFkCAAgNDUXXrl0REBCArKwsrFq1CtHR0fj6669N/vqqI+4YWDukZOt2rltabpGRMyEiIiKqPcxaXEVGRqJv377qx6p1TxMmTEBYWBjef/995Ofn4/XXX8f9+/cRFBSE/fv3a5xxlZiYCInk4QBcRkYGpk6diuTkZDg7O6NDhw44evQounTpYroXVo1586yrWsHDUbfdSnRtR0RERESPZ9biqk+fPqhos0JBEBASEoKQkJBy2xw+fFjj8Zdffokvv/zSQBnWPKqDhDlyVbN18XOFl7Os3KmBAkrOouri52raxIiIiIhqsGq75oqMw6fUyFU12YWfjEAqETC1V5My76n22pwfHKhx3hURERERVQ2Lq1rG01kGQQAKi5Vcb1ODKZUi/u9CMgDA1krzy9zTWYa1YzticGtu8kJERERkSNV2K3YyDhsrCTwcbXE3qxC37+fDvY72FvRk+X49cwunrqfDzlqKfTN74mZaDvYfi8CgnkHo5u/BESsiIiIiI+DIVS3EdVc1W2pOIRb9eQkAMGtgM/i6OSDIzxVPuIsI8nNlYUVERERkJCyuaiHuGFizLd57CZn5crT0csKkHo3NnQ4RERFRrcHiqhZSnXXF4qrm+Tc+FTvO3oYgAEueawMrKb/EiYiIiEyFv3nVQuodA++zuKpJCuQKzN0VAwAY39UX7Ru6mDchIiIiolqGxVUtpF5zlcniqiZZc/gqElJz4eFoi3eeam7udIiIiIhqHRZXtZA3R65qnPiUHKw9HA8ACBnWCk4yazNnRERERFT7sLiqhVRrru7nyZFXVGzmbKiqRFHERzsvQK4Q0a+FB4a09jR3SkRERES1EourWshJZg1H25Ijzrgdu+X75cwtnEooOdMqdFgrCAK3WiciIiIyBxZXtdTDHQMLzJwJVUVaTiEWPzjT6u2BAWjoam/mjIiIiIhqLxZXtRTXXdUMi/68hIw81ZlWfuZOh4iIiKhWY3FVS6l3DOS0QIt14moqdkSVnGm1eERrWPNMKyIiIiKz4m9jtZR65IrFlUUqkCswd2fJmVZjg3zRoVFdM2dERERERCyuaqmHa65YXFmitYev4lpqLuo52uK9wTzTioiIiKg6YHFVS/m4yABwzZUlKjnT6ioAICSYZ1oRERERVRcsrmopH5eSXeWSswqgUIpmzoZ0JYoi5uy8gCKFEn2b18PTbXimFREREVF1weKqlqrnaAsriQCFUkRKdqG50yEd/XrmFiIS0iGzluCTZ1vzTCsiIiKiaoTFVS0llQjwejA1kDsGWob03KKHZ1oNaMYzrYiIiIiqGRZXtZi3Mw8StiSL/7yE+3lytPB0xOQneaYVERERUXXD4qoWU+0YmJTJ4qq6C7+ahl/P3IIgAItGtOGZVkRERETVEH9Dq8V8eNaVRSgsVmDOzgsAgJeDGuEJX55pRURERFQdsbiqxVTF1R2OXFVrGmdaPdXC3OkQERERUTlYXNVi3qriiiNX1dbVezlYc6jkTKv5wYFwtuOZVkRERETVFYurWky15upORgFEHnVV7ZQ+06pP83p4po2XuVMiIiIiogqwuKrFVLsF5hYpkK8wczKk5beo2zh5reRMqwU804qIiIio2mNxVYvZ2Ujh5mADALjPc4SrlfTcIizaGwsAmNGfZ1oRERERWQIWV7Wcl3PJQcKn70kQkZAOhZLzA6uDJQ/OtGpe3xGv9OSZVkRERESWgMVVLbYvJglxKTkAgENJEozdEIknlx7EvpgkM2dWu4VfTcMvZ24BABY/xzOtiIiIiCwFf2urpfbFJGH6ligUFis1ridnFmD6ligWWGZSWKzEnF0804qIiIjIErG4qoUUShGhe2JR1gRA1bXQPbGcImgiCqWIiIR0nEkV8PHuWFy7lwv3OrZ4fzDPtCIiIiKyJFbmToBM71RCOpIqODhYBJCUWYBTCeno1tTNdInVQvtikhC6J/bBx0MK4A4A4Nn2/9/enYdFVe9/AH8fhh0RRUCYUNw3FKRccEm9qVAa4vWWpeaetmhpmZqpYXlTqVy6WprdUsub2v0laJqmdd0XFAUBRUXBNEQxF0BBFvn8/vAyl5FtYA4zjL5fz8PzNGfOvL/fc/DDmU/nzBktv9OKiIiIyMLwzNUjKD2r7MaqKutR1RRdmllao/vN/hRemklERERkYdhcPYI8nO1VXY8qr7xLM4vw0kwiIiIiy8Lm6hHUqbErvFzsUdZX0iq4f4v2To1dTTmtR0plLs0kIiIiIsvA5uoRpLFSEBbSBgBKbbAEQFhIG2isymq/yFi8NJOIiIjo4cPm6hH1dFsvLH/pcXi6lH7pn5XCxqo68dJMIiIioocP7xb4CHu6rRf6tvHEoXPp2LEvCkFPdsbupOv4574UTPsxDn7edcpsvsg4Hs52sFKAsj5SpQDw5KWZRERERBaFZ64ecRorBZ0bu+IJN0Hnxq6YFtwK7R5zwa3sfEzeEMMbKlSD36/fwUtfR5XbWAG8NJOIiIjI0rC5Ij221lb4x5AAONpqcDj5BpbvPmfuKT1ULt3IxpCVh5GWcRfNPGoh/G9+8Hrg7KCniz2Wv/Q4nm7rZaZZEhEREVFV8LJAKqGxmxPmhrbFlH+fwOJfk9ClaT084cPL04z1x81sDPnqMC5n3EUTdyd8P64zPJzt8dwT3nqXZnZp5sEzVkREREQWiGeuqFSDHn8MA9trca9Q8Oa6WGTk5Jt7Shbt8q0cDPnqMP64mYPGbk5YNy5Qd7OKBy/NZGNFREREZJnYXFGpFEXB3IFt0dDVEam3cjAzIh4i/PxVVVzJuIshXx3GpRs58KnniHXjAlG/Nm8UQkRERPSwMWtztXfvXoSEhECr1UJRFERGRuo9LyKYM2cOtFotHBwc0KtXL5w8ebLC3B9//BFt2rSBnZ0d2rRpg4iIiGragoebs70NPnuxPaytFGyJS8O/o/8w95QsztXM+43V79ez0cDVAevGBfIOjEREREQPKbM2V3fu3IG/vz+WLVtW6vMff/wxFi1ahGXLluHo0aPw9PRE3759kZWVVWbmoUOH8MILL2D48OE4ceIEhg8fjsGDByMqKqq6NuOhFtCwLqYEtQQAhG0+iXPpt808I8uRnnW/sUr58w4eq3O/sdLWcTD3tIiIiIiompi1uXrmmWfw97//HYMGDSrxnIhgyZIlmDlzJgYNGoS2bdtizZo1yM7Oxvfff19m5pIlS9C3b1/MmDEDrVq1wowZM9C7d28sWbKkGrfk4fZKjybo3swNOfn38Ma6GNzNv2fuKdV417JyMfSrKCRfu99YrR8fCO+6juaeFhERERFVoxp7t8CUlBRcuXIFQUFBumV2dnbo2bMnDh48iFdeeaXU1x06dAhvvfWW3rLg4OBym6vc3Fzk5ubqHmdmZgIA8vPzkZ9v/hs5FM2huuZiSH74IF88u+wgEtMyMf/nU5jVr5Wq+cao7vzKjnH9Th6Gf3MU59LvwLO2HdaMfgKezjblvvZR20fMrx6Wvg3cR+bPN8UYzDf/GJaeb4oxmG/+MUyxDYaqzBwUqSF3KVAUBRERERg4cCAA4ODBg+jWrRtSU1Oh1Wp1640fPx6///47fvnll1JzbG1tsXr1agwdOlS37Pvvv8fo0aP1Gqji5syZgw8++KDE8u+//x6OjjzbUOTkTQUrT2sAAONb3YNv3RrxT6dGuZ0PLDulQVq2AhcbwUTfe/DglYBEREREFis7OxtDhw5FRkYGateuXe66NfbMVRFF0b8ttYiUWGbsa2bMmIG3335b9zgzMxMNGjRAUFBQhTvQFPLz87Fz50707dsXNjY2ZsvvByD359NYc+gi/n3RHiMHdIWHs51q+VVV3fmGjnErOx/DV0UjLTsL7rVssXZMRzRxd1It3xg1ZR8xn78Dc+abYgxLzzfFGMw3/xiWnm+KMZhv/jFMsQ2GKrqqzRA1trny9PQEAFy5cgVeXl665enp6ahfv365r7ty5YresopeY2dnBzu7kk2CjY2N2X+ZxVX3fAzJf69/Gxy9cAun0jIxbWMCvhvTGVYGfi9TTZh/dY2RkZ2P0d8ew+krWXCrZYd14wPRzKOWavlqMec+Yr5p8k0xhqXnm2IMS883xRjMN/8Ylp5vijGYb/4xasL78cqMX2O/56px48bw9PTEzp07dcvy8vKwZ88edO3atczXdenSRe81ALBjx45yX0OGs7PW4B9DAuBgo8GBc9fx5d5kc0/J7DJy8jH8mygkpGainpMt1o3rXKXGioiIiIgsm1mbq9u3byM2NhaxsbEA7t/EIjY2FhcvXoSiKJg8eTLmzZuHiIgIJCQkYNSoUXB0dNT7PNWIESMwY8YM3eNJkyZhx44dCA8Px+nTpxEeHo5ff/0VkydPNvHWPbyaedTCnAFtAAALd5xB7KVb5p2QGWXezceIb44g7o8MuDrZ4vtxgWhe39nc0yIiIiIiMzBrcxUdHY2AgAAEBAQAAN5++20EBATg/fffBwBMmzYNkydPxuuvv44OHTogNTUVO3bsgLPz/968Xrx4EWlpabrHXbt2xfr167Fq1Sr4+flh9erV2LBhAzp37mzajXvIDe7QAP39vFBQKHhzXQyy7pr/Ti6mdju3AKO+OYITl26hjqMN1o7tjJaebKyIiIiIHlVm/cxVr169UN7NChVFwZw5czBnzpwy19m9e3eJZc899xyee+45FWZIZVEUBfP+2g6xF2/h4o1szIpMwJIX2ld4s5GHxZ3/NlbHL96Ci8P9xqqN1vw3PyEiIiIi86mxn7mims/FwQb/GNIeGisFm2IvY+PxVHNPySSy8wowevVRRP9+E8721lg7tjPaPuZi7mkRERERkZmxuSKjPOHjism9mwMAZm9KQPK122aekfruFQqiUm7g2J8K9p79E6NXHcGRlBtwtrvfWLXzZmNFRERERDX4VuxkOV7/SzPsP/cnolJuYNL6WPz4WlfYWj8cffv2hDR88NMppGXcBaDBt0nHAQD21lZYM7YT/BvUMev8iIiIiKjmeDjeAZNZaawULHmxPeo42iA+NQOf7jhj7impYntCGl5be/y/jZW+uwWFSM8suZyIiIiIHl1srkgVXi4O+PhvfgCAlXuTsefsNTPPyDj3CgUf/HQKZd1uRQHwwU+ncK+w7BuyEBEREdGjhc0VqSbI1xMjuvgAAKb8EItrWblmnlHVbY5NLfWMVREBkJZxF0dSbphuUkRERERUo/EzV6Sq9/q1RlTyDZy5moUp/z6B1aM6mntKBrt4PRtb49OwNf4yElIzDXpNehYvDSQiIiKi+9hckarsbTRYOjQAIUv3Y+/Za/hqXzJ8vWrh2J8K6qXcQJdmHtBY1Zzvwrp0Ixs/x6dha3wa4v7I0C23UgBDrvjzcLavxtkRERERkSVhc0Wqa1HfGe+HtMHMiATM33b6v0s1+DYpGl4u9ggLaYOn23qZbX6pt3Lwc1watsSn4cSlW7rlVgrQtakb+vt5oU/r+hiwbD+uZNwt9XNXCgBPF3t0auxqqmkTERERUQ3H5oqqhaujbanLr2TcxWtrj2P5S4+r0mAV/w6q8s6MXb6VoztDFXPxlm65lQIENqmH/n5eCPb1hFstO91zYSFt8Nra41AAvQZLKfZ8TToLR0RERETmxeaKVHevUPDhllOlPlfUpLy/6SR6tHCHo23V/wmW/A4q/TNjVzLu6hqqY7/f1L1OUYBOjVzxrJ8Xnm7rBXdnu1Lzn27rheUvPV5sjPs8a8DZNyIiIiKqedhckeqOpNwo9057AJCelYs27/+C2vbWcHO2g1stO7jXsoNbLVu41bLTLSt67O5sB3sbje71Rd9B9eAle2kZd/Hq2uNo6u6E89fu6JYrCtDRxxX9/bzwTFtPeNQ27LNST7f1Qt82njh0Lh079kUh6MnONe5zY0RERERUM7C5ItVV5g56mXcLkHm3AMnFGqGy1LKzhlstW9RzskXC5cwyv4MKgK6x6uBT978NlRc8Xap28wmNlYLOjV1xPVHQubErGysiIiIiKhWbK1KdoXfQ+2rEE2js5oRrWXn483bu/370Hufh2u1c5BUU4nZuAW7nFuDC9WyD8j8fGoD+flpjNoWIiIiIyGBsrkh1nRq7wsvFvsI77T3Vqj40VgqaeZSfJyLIyi3An1n3m61tCWlYdeBChfMoMORe6kREREREKrEy9wTo4aOxUhAW0gbA/+6sV6Qqd9pTFAW17W3QxL0WOjV2RVAbT4Nex++gIiIiIiJTYnNF1aLoTnsPfs7J08Xe6NuwF50ZK6s1UwB48TuoiIiIiMjEeFkgVZvqutNe0ZkxfgcVEREREdUkPHNF1aroTntPuKl7p73qPDNGRERERFQVPHNFFovfQUVERERENQmbK7Jo/A4qIiIiIqopeFkgERERERGRCthcERERERERqYDNFRERERERkQrYXBEREREREamAzRUREREREZEK2FwRERERERGpgM0VERERERGRCthcERERERERqYDNFRERERERkQrYXBEREREREamAzRUREREREZEK2FwRERERERGpgM0VERERERGRCqzNPYGaSEQAAJmZmWaeyX35+fnIzs5GZmYmbGxsmG/ifFOMYen5phiD+eYfw9LzTTGGpeebYgzmm38MS883xRjMN/8YptgGQxX1BEU9QnnYXJUiKysLANCgQQMzz4SIiIiIiGqCrKwsuLi4lLuOIoa0YI+YwsJCXL58Gc7OzlAUxdzTQWZmJho0aIBLly6hdu3azDdxvinGsPR8U4zBfPOPYen5phjD0vNNMQbzzT+GpeebYgzmm38MU2yDoUQEWVlZ0Gq1sLIq/1NVPHNVCisrK3h7e5t7GiXUrl27Wv9xMd/8Y1h6vinGYL75x7D0fFOMYen5phiD+eYfw9LzTTEG880/him2wRAVnbEqwhtaEBERERERqYDNFRERERERkQrYXFkAOzs7hIWFwc7OjvlmyDfFGJaeb4oxmG/+MSw93xRjWHq+KcZgvvnHsPR8U4zBfPOPYYptqA68oQUREREREZEKeOaKiIiIiIhIBWyuiIiIiIiIVMDmioiIiIiISAVsroiIiIiIiFTA5qoG27t3L0JCQqDVaqEoCiIjI1XLnj9/Pjp27AhnZ2d4eHhg4MCBOHPmjGr5ALB8+XL4+fnpvvytS5cu2LZtm6pjFDd//nwoioLJkyerkjdnzhwoiqL34+npqUp2campqXjppZdQr149ODo6on379jh27Jgq2Y0aNSqxDYqiYMKECarkFxQUYNasWWjcuDEcHBzQpEkTfPjhhygsLFQlHwCysrIwefJk+Pj4wMHBAV27dsXRo0ernFdRXYkI5syZA61WCwcHB/Tq1QsnT55ULX/jxo0IDg6Gm5sbFEVBbGysavPPz8/H9OnT0a5dOzg5OUGr1WLEiBG4fPmyamMA92ujVatWcHJyQt26ddGnTx9ERUWpll/cK6+8AkVRsGTJEtXyR40aVaImAgMDDc43dBsSExMxYMAAuLi4wNnZGYGBgbh48aIq+aXVtaIo+OSTT1TJv337NiZOnAhvb284ODigdevWWL58uUHZhuRfvXoVo0aNglarhaOjI55++mkkJSUZnG/IMczYWjZkDGPquaJ8Y+vZkPkbU8uVfR9RlVo2ZAxj6tnQbahqLRuSb2wtGzKGMfVsSL4x9VzRe0Vj69gc2FzVYHfu3IG/vz+WLVumevaePXswYcIEHD58GDt37kRBQQGCgoJw584d1cbw9vbGggULEB0djejoaDz11FMIDQ2tlqI4evQoVq5cCT8/P1VzfX19kZaWpvuJj49XNf/mzZvo1q0bbGxssG3bNpw6dQoLFy5EnTp1VMk/evSo3vx37twJAHj++edVyQ8PD8eKFSuwbNkyJCYm4uOPP8Ynn3yCpUuXqpIPAC+//DJ27tyJ7777DvHx8QgKCkKfPn2QmppapbyK6urjjz/GokWLsGzZMhw9ehSenp7o27cvsrKyVMm/c+cOunXrhgULFqg+/+zsbBw/fhyzZ8/G8ePHsXHjRpw9exYDBgxQbQwAaNGiBZYtW4b4+Hjs378fjRo1QlBQEK5du6ZKfpHIyEhERUVBq9WqOn8AePrpp/Vq4+eff1Z1jPPnz6N79+5o1aoVdu/ejRMnTmD27Nmwt7dXJb/43NPS0vDNN99AURT87W9/UyX/rbfewvbt27F27VokJibirbfewhtvvIFNmzYZnS8iGDhwIJKTk7Fp0ybExMTAx8cHffr0MfgYZMgxzNhaNmQMY+q5onxj69mQ+RtTy5V5H1HVWjZ0jKrWsyH5xtSyIfnG1rIhYxhTzxXlG1vPFb1XNLaOzULIIgCQiIiIastPT08XALJnz55qG0NEpG7duvLPf/5T1cysrCxp3ry57Ny5U3r27CmTJk1SJTcsLEz8/f1VySrL9OnTpXv37tU6RnGTJk2Spk2bSmFhoSp5/fv3lzFjxugtGzRokLz00kuq5GdnZ4tGo5EtW7boLff395eZM2canf9gXRUWFoqnp6csWLBAt+zu3bvi4uIiK1asMDq/uJSUFAEgMTExlc41JL/IkSNHBID8/vvv1TZGRkaGAJBff/1Vtfw//vhDHnvsMUlISBAfHx9ZvHhxpbPLyh85cqSEhoZWKc/QMV544QXV6sCQ30FoaKg89dRTquX7+vrKhx9+qLfs8ccfl1mzZhmdf+bMGQEgCQkJumUFBQXi6uoqX331VaXzRUoew9Su5dLGKE6NejbkOGxMPRuSb0wtl5WvVi2XNYaa9Vxavpq1bMjvwJhaLmsMNev5wfzqqOei94rVUcemwDNXBADIyMgAALi6ulZL/r1797B+/XrcuXMHXbp0UTV7woQJ6N+/P/r06aNqLgAkJSVBq9WicePGePHFF5GcnKxq/ubNm9GhQwc8//zz8PDwQEBAAL766itVxyiSl5eHtWvXYsyYMVAURZXM7t2747fffsPZs2cBACdOnMD+/fvRr18/VfILCgpw7969Ev+H0MHBAfv371dljOJSUlJw5coVBAUF6ZbZ2dmhZ8+eOHjwoOrjmUJGRgYURVHtbOiD8vLysHLlSri4uMDf31+VzMLCQgwfPhxTp06Fr6+vKpkP2r17Nzw8PNCiRQuMGzcO6enpqmUXFhZi69ataNGiBYKDg+Hh4YHOnTureml3cVevXsXWrVsxduxY1TK7d++OzZs3IzU1FSKCXbt24ezZswgODjY6Ozc3FwD06lqj0cDW1rbKdf3gMaw6arm6j5OG5BtTzxXlG1vLpeWrXctlbYNa9fxgvtq1XNHvQI1aLm0MNev5wXw16/nB94oWe0w2d3dHhkE1nrkqLCyUkJCQajmDEhcXJ05OTqLRaMTFxUW2bt2qav66deukbdu2kpOTIyKi6pmrn3/+Wf7v//5P4uLidGfF6tevL3/++acq+SIidnZ2YmdnJzNmzJDjx4/LihUrxN7eXtasWaPaGEU2bNggGo1GUlNTVcssLCyUd999VxRFEWtra1EURebNm6davohIly5dpGfPnpKamioFBQXy3XffiaIo0qJFC6OzH6yrAwcOCIAS+2jcuHESFBRkdH5xpjhzlZOTI0888YQMGzZM9TF++ukncXJyEkVRRKvVypEjR1TLnzdvnvTt21d3hlXtM1fr16+XLVu2SHx8vGzevFn8/f3F19dX7t69q8oYaWlpAkAcHR1l0aJFEhMTI/PnzxdFUWT37t2qbENx4eHhUrduXd3fQTXyc3NzZcSIEQJArK2txdbWVr799ltV8vPy8sTHx0eef/55uXHjhuTm5sr8+fMFQJXqrLRjmNq1XNFx0th6NuQ4bEw9l5evRi2Xla9mLZc1hlr1XFq+mrVsyO/Y2Fouawy16rm0fDXquaz3imrXsamwubIQ1dlcvf766+Lj4yOXLl1SPTs3N1eSkpLk6NGj8u6774qbm5ucPHlSleyLFy+Kh4eHxMbG6pap2Vw96Pbt21K/fn1ZuHChapk2NjbSpUsXvWVvvPGGBAYGqjZGkaCgIHn22WdVzVy3bp14e3vLunXrJC4uTr799ltxdXWV1atXqzbGuXPnpEePHgJANBqNdOzYUYYNGyatW7c2Orus5ury5ct667388ssSHBxsdH5x1d1c5eXlSWhoqAQEBEhGRobqY9y+fVuSkpLk0KFDMmbMGGnUqJFcvXrV6Pzo6GipX7++3sFU7ebqQZcvXxYbGxv58ccfVRkjNTVVAMiQIUP01gsJCZEXX3zR6PwHtWzZUiZOnFjp3PLyP/nkE2nRooVs3rxZTpw4IUuXLpVatWrJzp07VcmPjo4Wf39/XV0HBwfLM888I88880yl80s7hqldyxUdJ42t54ryja3n8vLVqOXS8tWuZUPfq1S1nkvLV7OWDZm/sbVc1hhq1XNZ+cbWc1nvFdWuY1Nhc2Uhqqu5mjhxonh7e0tycrLq2aXp3bu3jB8/XpWsiIgIXSEX/QAQRVFEo9FIQUGBKuMU16dPH3n11VdVy2vYsKGMHTtWb9kXX3whWq1WtTFERC5cuCBWVlYSGRmpaq63t7csW7ZMb9ncuXOlZcuWqo4jcv8NQNEf2MGDB0u/fv2Mznywrs6fPy8A5Pjx43rrDRgwQEaMGGF0fnHV2Vzl5eXJwIEDxc/Pz+gzrYb+7WnWrFmVzlo+mL948WJdDRevaysrK/Hx8TE6vyzNmjXTu67fmDFyc3PF2tpa5s6dq7fetGnTpGvXrkbnF7d3714BoPc/mYzNz87OFhsbmxKfdRw7dqzq/5Ph1q1bkp6eLiIinTp1ktdff71S2WUdw9SsZUOOk8bUc0X5xtZzZY/zla3lsvLVrOWqbENl6rmsfLVq2ZD5G1vLZY2hVj0bsg3G1nORoveKah+TTYWfuXpEiQgmTpyIjRs34j//+Q8aN25ssnGLrs81Vu/evREfH4/Y2FjdT4cOHTBs2DDExsZCo9GoMk6R3NxcJCYmwsvLS7XMbt26lbil6dmzZ+Hj46PaGACwatUqeHh4oH///qrmZmdnw8pK/8+IRqNR9VbsRZycnODl5YWbN2/il19+QWhoqOpjNG7cGJ6enrq7KgL3P4ewZ88edO3aVfXxqkN+fj4GDx6MpKQk/Prrr6hXr55JxlWrtocPH464uDi9utZqtZg6dSp++eUXFWZa0vXr13Hp0iXVatvW1hYdO3Y0SW1//fXXeOKJJ1T7vBtw/99Qfn6+SWrbxcUF7u7uSEpKQnR0tMF1XdExTI1aru7jpCH5xtRzVedvaC1XlK9GLVdlGypTzxXlG1vLlZl/VWu5ojGMrefKbENV67m0MXNzcy33mGyGho4MlJWVJTExMRITEyMAdNf7VvWuX8W99tpr4uLiIrt375a0tDTdT3Z2tgozv2/GjBmyd+9eSUlJkbi4OHnvvffEyspKduzYodoYD1LzssApU6bI7t27JTk5WQ4fPizPPvusODs7y4ULF1TJF7l/5ydra2v56KOPJCkpSf71r3+Jo6OjrF27VrUx7t27Jw0bNpTp06erlllk5MiR8thjj8mWLVskJSVFNm7cKG5ubjJt2jTVxti+fbts27ZNkpOTZceOHeLv7y+dOnWSvLy8KuVVVFcLFiwQFxcX2bhxo8THx8uQIUPEy8tLMjMzVcm/fv26xMTEyNatWwWArF+/XmJiYiQtLc3o/Pz8fBkwYIB4e3tLbGysXm3n5uaqso9u374tM2bMkEOHDsmFCxfk2LFjMnbsWLGzs9O7W5Qx++hBlb2UqLz8rKwsmTJlihw8eFBSUlJk165d0qVLF3nssccM/h0bsg0bN24UGxsbWblypSQlJcnSpUtFo9HIvn37VMkXuX9nN0dHR1m+fLnB8zY0v2fPnuLr6yu7du2S5ORkWbVqldjb28sXX3yhSv4PP/wgu3btkvPnz0tkZKT4+PjIoEGDDJ6/IccwY2vZkDGMqeeK8o2t54ryja3lqryPqGwtVzSGsfVsyDYYU8uG7iNjatmQMYypZ0Pyjannit4rGlvH5sDmqgbbtWuXACjxM3LkSKOzS8sFIKtWrTI6u8iYMWPEx8dHbG1txd3dXXr37l2tjZWIus3VCy+8IF5eXmJjYyNarVYGDRqk2ufFivvpp5+kbdu2YmdnJ61atZKVK1eqmv/LL78IADlz5oyquSIimZmZMmnSJGnYsKHY29tLkyZNZObMmZV6I1+RDRs2SJMmTcTW1lY8PT1lwoQJcuvWrSrnVVRXhYWFEhYWJp6enmJnZyc9evSQ+Ph41fJXrVpV6vNhYWFG5xddmlTaz65du1TZhpycHPnrX/8qWq1WbG1txcvLSwYMGFCpD8FX9m9bZd+QlZefnZ0tQUFB4u7uLjY2NtKwYUMZOXKkXLx40eB8Q7fh66+/lmbNmom9vb34+/tX6rJcQ/K//PJLcXBwqFI9VJSflpYmo0aNEq1WK/b29tKyZUtZuHChwV/jUFH+Z599Jt7e3rrfwaxZsyr1d8OQY5ixtWzIGMbUc0X5xtZzRfnG1nJV3kdUtpYrGsPYejZ0G6pay4bmG1PLhoxhTD0bkm9MPVf0XtHYOjYHRUQEREREREREZBR+5oqIiIiIiEgFbK6IiIiIiIhUwOaKiIiIiIhIBWyuiIiIiIiIVMDmioiIiIiISAVsroiIiIiIiFTA5oqIiIiIiEgFbK6IiIiIiIhUwOaKiIhUc+HCBSiKgtjYWHNPRef06dMIDAyEvb092rdvX+3jNWrUCEuWLDF4fUP22erVq1GnTh2j56aW69evw8PDAxcuXAAA7N69G4qi4NatW6Wun56eDnd3d6SmpppukkREZsDmiojoITJq1CgoioIFCxboLY+MjISiKGaalXmFhYXByckJZ86cwW+//VbqOmrut6NHj2L8+PFVnq8lmD9/PkJCQtCoUSOD1vfw8MDw4cMRFhZWvRMjIjIzNldERA8Ze3t7hIeH4+bNm+aeimry8vKq/Nrz58+je/fu8PHxQb169cpcT6395u7uDkdHR6MyTCU/P7/Sr8nJycHXX3+Nl19+uVKvGz16NP71r389VP8uiYgexOaKiOgh06dPH3h6emL+/PllrjNnzpwSl8gtWbJE70zEqFGjMHDgQMybNw/169dHnTp18MEHH6CgoABTp06Fq6srvL298c0335TIP336NLp27Qp7e3v4+vpi9+7des+fOnUK/fr1Q61atVC/fn0MHz4cf/75p+75Xr16YeLEiXj77bfh5uaGvn37lrodhYWF+PDDD+Ht7Q07Ozu0b98e27dv1z2vKAqOHTuGDz/8EIqiYM6cOUbtNwA4ePAgevToAQcHBzRo0ABvvvkm7ty5o3v+wcsCT58+je7du8Pe3h5t2rTBr7/+CkVREBkZqZebnJyMv/zlL3B0dIS/vz8OHTpUYuzIyEi0aNEC9vb26Nu3Ly5duqT3/PLly9G0aVPY2tqiZcuW+O677/SeVxQFK1asQGhoKJycnPD3v/8dN2/exLBhw+Du7g4HBwc0b94cq1atKnP7t23bBmtra3Tp0qXMdXJyctC/f38EBgbixo0bAIB27drB09MTERERZb6OiMjSsbkiInrIaDQazJs3D0uXLsUff/xhVNZ//vMfXL58GXv37sWiRYswZ84cPPvss6hbty6ioqLw6quv4tVXXy3xJn/q1KmYMmUKYmJi0LVrVwwYMADXr18HAKSlpaFnz55o3749oqOjsX37dly9ehWDBw/Wy1izZg2sra1x4MABfPnll6XO77PPPsPChQvx6aefIi4uDsHBwRgwYACSkpJ0Y/n6+mLKlClIS0vDO++8U+a2GrLf4uPjERwcjEGDBiEuLg4bNmzA/v37MXHixFLXLywsxMCBA+Ho6IioqCisXLkSM2fOLHXdmTNn4p133kFsbCxatGiBIUOGoKCgQPd8dnY2PvroI6xZswYHDhxAZmYmXnzxRd3zERERmDRpEqZMmYKEhAS88sorGD16NHbt2qU3TlhYGEJDQxEfH48xY8Zg9uzZOHXqFLZt24bExEQsX74cbm5uZe6nvXv3okOHDmU+n5GRgaCgIOTl5eG3336Dq6ur7rlOnTph3759Zb6WiMjiCRERPTRGjhwpoaGhIiISGBgoY8aMERGRiIgIKf4nPywsTPz9/fVeu3jxYvHx8dHL8vHxkXv37umWtWzZUp588knd44KCAnFycpJ169aJiEhKSooAkAULFujWyc/PF29vbwkPDxcRkdmzZ0tQUJDe2JcuXRIAcubMGRER6dmzp7Rv377C7dVqtfLRRx/pLevYsaO8/vrrusf+/v4SFhZWbo6h+2348OEyfvx4vdfu27dPrKysJCcnR0REfHx8ZPHixSIism3bNrG2tpa0tDTd+jt37hQAEhERISL/22f//Oc/deucPHlSAEhiYqKIiKxatUoAyOHDh3XrJCYmCgCJiooSEZGuXbvKuHHj9Ob2/PPPS79+/XSPAcjkyZP11gkJCZHRo0eXu3+KCw0N1e2fIrt27RIAcvr0afH395dBgwZJbm5uide+9dZb0qtXL4PHIiKyNDxzRUT0kAoPD8eaNWtw6tSpKmf4+vrCyup/h4r69eujXbt2uscajQb16tVDenq63uuKXzJmbW2NDh06IDExEQBw7Ngx7Nq1C7Vq1dL9tGrVCsD9z0cVKe/sCABkZmbi8uXL6Natm97ybt266caqivL227Fjx7B69Wq9uQcHB6OwsBApKSkl1j9z5gwaNGgAT09P3bJOnTqVOq6fn5/uv728vABAb78W7ccirVq1Qp06dXTbmpiYaNC+eHC/vvbaa1i/fj3at2+PadOm4eDBg6XOr0hOTg7s7e1Lfa5Pnz5o0qQJfvjhB9ja2pZ43sHBAdnZ2eXmExFZMjZXREQPqR49eiA4OBjvvfdeieesrKwgInrLSru5gY2Njd5jRVFKXVZYWFjhfIruuldYWIiQkBDExsbq/SQlJaFHjx669Z2cnCrMLJ5bRESMujNiefutsLAQr7zyit68T5w4gaSkJDRt2rTE+pWZS/H9WnxfFVdaVvFlhuyLB/frM888g99//x2TJ0/G5cuX0bt373Ivn3RzcyvzphT9+/fHvn37ymzob9y4AXd39zKziYgsHZsrIqKH2IIFC/DTTz+VOBvh7u6OK1eu6DVYan431eHDh3X/XVBQgGPHjunOTj3++OM4efIkGjVqhGbNmun9GNpQAUDt2rWh1Wqxf/9+veUHDx5E69atjZp/WfutaO4PzrtZs2alnqlp1aoVLl68iKtXr+qWHT16tEpzKigoQHR0tO7xmTNncOvWLd1+bd26dZX3hbu7O0aNGoW1a9diyZIlWLlyZZnrBgQElNk8LViwACNHjkTv3r1LXSchIQEBAQEVzoeIyFKxuSIieoi1a9cOw4YNw9KlS/WW9+rVC9euXcPHH3+M8+fP4/PPP8e2bdtUG/fzzz9HREQETp8+jQkTJuDmzZsYM2YMAGDChAm4ceMGhgwZgiNHjiA5ORk7duzAmDFjcO/evUqNM3XqVISHh2PDhg04c+YM3n33XcTGxmLSpElGzb+s/TZ9+nQcOnQIEyZM0J1t27x5M954441Sc/r27YumTZti5MiRiIuLw4EDB3Q3tKjs2TUbGxu88cYbiIqKwvHjxzF69GgEBgbqLjOcOnUqVq9ejRUrViApKQmLFi3Cxo0byz0LBQDvv/8+Nm3ahHPnzuHkyZPYsmVLuQ1ZcHAwTp48WebZq08//RTDhg3DU089hdOnT+uWZ2dn49ixYwgKCqrUdhMRWRI2V0RED7m5c+eWuASwdevW+OKLL/D555/D398fR44cqfBNeGUsWLAA4eHh8Pf3x759+7Bp0ybdHei0Wi0OHDiAe/fuITg4GG3btsWkSZPg4uKi9/kuQ7z55puYMmUKpkyZgnbt2mH79u3YvHkzmjdvbvQ2lLbf/Pz8sGfPHiQlJeHJJ59EQEAAZs+erfuM1IM0Gg0iIyNx+/ZtdOzYES+//DJmzZoFAGV+bqksjo6OmD59OoYOHYouXbrAwcEB69ev1z0/cOBAfPbZZ/jkk0/g6+uLL7/8EqtWrUKvXr3KzbW1tcWMGTPg5+eHHj16QKPR6OU+qF27dujQoQN++OGHMtdZvHgxBg8ejKeeegpnz54FAGzatAkNGzbEk08+WantJiKyJIo8eOQgIiKianPgwAF0794d586dK/VzWpbg559/xjvvvIOEhASDG+JOnTph8uTJGDp0aDXPjojIfKzNPQEiIqKHWUREBGrVqoXmzZvj3LlzmDRpErp162axjRUA9OvXD0lJSUhNTUWDBg0qXD89PR3PPfcchgwZYoLZERGZD89cERERVaNvv/0Wc+fOxaVLl+Dm5oY+ffpg4cKFqFevnrmnRkREKmNzRUREREREpALe0IKIiIiIiEgFbK6IiIiIiIhUwOaKiIiIiIhIBWyuiIiIiIiIVMDmioiIiIiISAVsroiIiIiIiFTA5oqIiIiIiEgFbK6IiIiIiIhU8P+DftkYL5rrIQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# KNN Hyperparameter Tuning\n", + "def knn_hyperparameter_tuning(X_train, y_train):\n", + " k_values = range(1, 31) # Example range for k\n", + " mse_values = []\n", + " \n", + " for k in k_values:\n", + " knn_model = KNeighborsRegressor(n_neighbors=k)\n", + " mse = -cross_val_score(knn_model, X_train, y_train, cv=5, scoring='neg_mean_squared_error').mean()\n", + " mse_values.append(mse)\n", + " \n", + " return k_values, mse_values\n", + "\n", + "# Perform KNN Hyperparameter Tuning\n", + "k_values, mse_values = knn_hyperparameter_tuning(X_train_scaled, y_train)\n", + "\n", + "# Plotting the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(k_values, mse_values, marker='o', linestyle='-')\n", + "plt.title('KNN Hyperparameter Tuning: MSE vs. Number of Neighbors')\n", + "plt.xlabel('Number of Neighbors (k)')\n", + "plt.ylabel('Mean Squared Error (MSE)')\n", + "plt.xticks(k_values) # Show all k values on x-axis\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-yoFias0bkhT" + }, + "source": [ + "#### 9. Artificial Neural Networks (ANN)" + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oj1tv3-Sbm4M", + "outputId": "0d547cbc-d317-400a-a304-1bc283287926" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\Anaconda\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning:\n", + "\n", + "Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + "\n" + ] + } + ], + "source": [ + "# Create an ANN model\n", + "model9 = Sequential()\n", + "model9.add(Dense(32, activation='relu', input_shape=(X_train.shape[1],)))\n", + "model9.add(Dense(16, activation='relu'))\n", + "model9.add(Dense(1, activation='linear'))" + ] + }, + { + "cell_type": "code", + "execution_count": 322, + "metadata": { + "id": "Llqm4lw3bnxu" + }, + "outputs": [], + "source": [ + "# Compile the model\n", + "model9.compile(loss='mean_squared_error', optimizer='adam')" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "8gzrlwUTbpG7", + "outputId": "c3b2372d-3881-4568-efd3-59ffe8bce6f3" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tDNk7iuWcJpS" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a list of recall values from recall1 to recall10\n", - "recall_values = [recall1, recall2, recall3, recall4, recall5, recall6, recall7, recall8, recall9, recall10]\n", - "\n", - "# List of corresponding labels for each recall value\n", - "labels = ['Recall1', 'Recall2', 'Recall3', 'Recall4', 'Recall5', 'Recall6', 'Recall7', 'Recall8', 'Recall9', 'Recall10']\n", - "\n", - "# Plotting the bar graph\n", - "plt.bar(labels, recall_values, color='cyan')\n", - "plt.xlabel('Recall Variables')\n", - "plt.ylabel('Recall Values')\n", - "plt.title('Bar Graph of Recall')\n", - "plt.show()\n" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 324, + "metadata": {}, + "output_type": "execute_result" } - ], - "metadata": { + ], + "source": [ + "# Train the model\n", + "model9.fit(X_train_scaled, y_train, epochs=100, batch_size=32, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "metadata": { "colab": { - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.4" - } - }, - "nbformat": 4, - "nbformat_minor": 0 + "base_uri": "https://localhost:8080/" + }, + "id": "cI6QW1utbp-J", + "outputId": "1c8b27b2-3380-40a1-ac68-17a68092f650" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m44/44\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step\n" + ] + } + ], + "source": [ + "# Make predictions on the test set\n", + "pred9 = model9.predict(X_test_scaled).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "metadata": { + "id": "-qDeEJUgbrUq" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse9 = np.sqrt(mean_squared_error(y_test, pred9))\n", + "mae9 = mean_absolute_error(y_test, pred9)\n", + "mape9 = mean_absolute_percentage_error(y_test, pred9)\n", + "accuracy9 = accuracy_score(y_test > pred9, y_test > pred9.round())\n", + "precision9 = precision_score(y_test > pred9, y_test > pred9.round())\n", + "confusion9 = confusion_matrix(y_test > pred9, y_test > pred9.round())\n", + "recall9 = recall_score(y_test > pred9, y_test > pred9.round())\n", + "f19 = f1_score(y_test > pred9, y_test > pred9.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dEhvx1BTbvXO", + "outputId": "af73599a-ae1e-4d56-9288-8193e4aaad2b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 2.7093653508543825\n", + "MAE: 1.6660259540370086\n", + "MAPE: 0.010817771201279731\n", + "Accuracy: 0.8880969351389879\n", + "Precision: 0.9202453987730062\n", + "Confusion Matrix:\n", + " [[496 65]\n", + " [ 92 750]]\n", + "Recall: 0.8907363420427553\n", + "F1 Score: 0.9052504526252263\n" + ] + } + ], + "source": [ + "# Print the evaluation metrics\n", + "print(\"RMSE:\", rmse9)\n", + "print(\"MAE:\", mae9)\n", + "print(\"MAPE:\", mape9)\n", + "print(\"Accuracy:\", accuracy9)\n", + "print(\"Precision:\", precision9)\n", + "print(\"Confusion Matrix:\\n\", confusion9)\n", + "print(\"Recall:\", recall9)\n", + "print(\"F1 Score:\", f19)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qosFFsxrbyX7" + }, + "source": [ + "#### 10. LSTM(Long Short term Memory)" + ] + }, + { + "cell_type": "code", + "execution_count": 333, + "metadata": { + "id": "3QajxGzXbxM4" + }, + "outputs": [], + "source": [ + "# Reshape the input data for LSTM\n", + "n_features = X_train_scaled.shape[1]\n", + "n_steps = 10\n", + "n_samples_train = X_train_scaled.shape[0] - n_steps + 1\n", + "n_samples_test = X_test_scaled.shape[0] - n_steps + 1\n", + "\n", + "# Reshape the input data\n", + "X_train_reshaped = np.array([X_train_scaled[i:i+n_steps, :] for i in range(n_samples_train)])\n", + "X_test_reshaped = np.array([X_test_scaled[i:i+n_steps, :] for i in range(n_samples_test)])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 335, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gNRiL_B0bxJ3", + "outputId": "045b5c85-f8ef-4fc4-bf38-1c253d886c82" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\Anaconda\\Lib\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning:\n", + "\n", + "Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + "\n" + ] + } + ], + "source": [ + "# Create an LSTM model\n", + "model = Sequential()\n", + "model.add(LSTM(64, activation='relu', input_shape=(n_steps, n_features)))\n", + "model.add(Dense(1))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 337, + "metadata": { + "id": "DsndIHIQbxHV" + }, + "outputs": [], + "source": [ + "# Compile the model\n", + "model.compile(loss='mean_squared_error', optimizer='adam')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 339, + "metadata": { + "id": "SzhA1fh9bxEz" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 339, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "model.fit(X_train_reshaped, y_train[n_steps-1:], epochs=100, batch_size=32, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": { + "id": "AQXh8a46bxCx" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m44/44\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 9ms/step\n" + ] + } + ], + "source": [ + "# Make predictions on the test set\n", + "y_pred = model.predict(X_test_reshaped).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 343, + "metadata": { + "id": "iIXfZ2eubxAD" + }, + "outputs": [], + "source": [ + "# Calculate evaluation metrics\n", + "rmse10 = np.sqrt(mean_squared_error(y_test[n_steps-1:], y_pred))\n", + "mae10 = mean_absolute_error(y_test[n_steps-1:], y_pred)\n", + "mape10 = mean_absolute_percentage_error(y_test[n_steps-1:], y_pred)\n", + "accuracy10 = accuracy_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "precision10 = precision_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "recall10 = recall_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "f110 = f1_score(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n", + "confusion10 = confusion_matrix(y_test[n_steps-1:] > y_pred, y_test[n_steps-1:] > y_pred.round())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 345, + "metadata": { + "id": "9Gjh33nNbw-O" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 14.360781467875562\n", + "MAE: 10.393914758397726\n", + "MAPE: 0.18937449614271654\n", + "Accuracy: 0.9899569583931134\n", + "Precision: 0.993581514762516\n", + "Recall: 0.9885057471264368\n", + "F1 Score: 0.9910371318822023\n", + "Confusion Matrix:\n", + " [[606 5]\n", + " [ 9 774]]\n" + ] + } + ], + "source": [ + "# Print evaluation metrics\n", + "print(\"RMSE:\", rmse10)\n", + "print(\"MAE:\", mae10)\n", + "print(\"MAPE:\", mape10)\n", + "print(\"Accuracy:\", accuracy10)\n", + "print(\"Precision:\", precision10)\n", + "print(\"Recall:\", recall10)\n", + "print(\"F1 Score:\", f110)\n", + "print(\"Confusion Matrix:\\n\", confusion10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "l6QVMqW-bw66" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Performance Graphs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6r0qumqybw4g" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 351, + "metadata": { + "id": "-hFs2mnDbwGQ" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of accuracies from accuracy1 to accuracy10\n", + "accuracies = [accuracy1*100, accuracy2*100, accuracy3*100, accuracy4*100, accuracy5*100, accuracy6*100, accuracy7*100, accuracy8*100, accuracy9*100, accuracy10*100]\n", + "\n", + "# List of corresponding labels for each accuracy\n", + "labels = ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, accuracies, color='blue')\n", + "plt.xlabel('Accuracy Variables')\n", + "plt.ylabel('Accuracy Values')\n", + "plt.title('Bar Graph of Accuracies')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": 354, + "metadata": { + "id": "1tBYk4qmcEMk" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of RMSE values from rmse1 to rmse10\n", + "rmse_values = [rmse1, rmse2, rmse3, rmse4, rmse5, rmse6, rmse7, rmse8, rmse9, rmse10]\n", + "\n", + "# List of corresponding labels for each RMSE value\n", + "labels = ['RMSE1', 'RMSE2', 'RMSE3', 'RMSE4', 'RMSE5', 'RMSE6', 'RMSE7', 'RMSE8', 'RMSE9', 'RMSE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, rmse_values, color='green')\n", + "plt.xlabel('RMSE Variables')\n", + "plt.ylabel('RMSE Values')\n", + "plt.title('Bar Graph of RMSE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### MAE" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "metadata": { + "id": "BS0oljCZcFhM" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of MAE values from mae1 to mae10\n", + "mae_values = [mae1, mae2, mae3, mae4, mae5, mae6, mae7, mae8, mae9, mae10]\n", + "\n", + "# List of corresponding labels for each MAE value\n", + "labels = ['MAE1', 'MAE2', 'MAE3', 'MAE4', 'MAE5', 'MAE6', 'MAE7', 'MAE8', 'MAE9', 'MAE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, mae_values, color='orange')\n", + "plt.xlabel('MAE Variables')\n", + "plt.ylabel('MAE Values')\n", + "plt.title('Bar Graph of MAE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### MAPE" + ] + }, + { + "cell_type": "code", + "execution_count": 360, + "metadata": { + "id": "9woaoeNVcGx5" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of MAPE values from mape1 to mape10\n", + "mape_values = [mape1, mape2, mape3, mape4, mape5, mape6, mape7, mape8, mape9, mape10]\n", + "\n", + "# List of corresponding labels for each MAPE value\n", + "labels = ['MAPE1', 'MAPE2', 'MAPE3', 'MAPE4', 'MAPE5', 'MAPE6', 'MAPE7', 'MAPE8', 'MAPE9', 'MAPE10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, mape_values, color='purple')\n", + "plt.xlabel('MAPE Variables')\n", + "plt.ylabel('MAPE Values')\n", + "plt.title('Bar Graph of MAPE')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Precision" + ] + }, + { + "cell_type": "code", + "execution_count": 363, + "metadata": { + "id": "bbRSmd3tcIIX" + }, + "outputs": [ + { + "data": { + "image/png": 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cAAAAS6HcAAAAS6HcAAAASynUcrNx40Z17NhRFStWlM1m0/Lly/9ymbi4ODVs2FA+Pj6KjIzUjBkz8j8oAAAoNgq13Jw5c0Z169bVu+++m6f5Bw4c0L333qtmzZpp165dev755/XUU09p6dKl+ZwUAAAUF4X6xZnt27dX+/bt8zx/xowZqly5siZPnixJioqK0o4dO/T666/r/vvvz6eUAACgOClW59x88803ateuncPY3XffrR07dujSpUuFlAoAABQlhbrnxlkpKSkKDg52GAsODlZGRoaOHz+ukJCQbMtcuHBBFy5csN9PT0/P95wAAKDwFKs9N5Jks9kc7htjchy/Yvz48QoICLDfQkND8z1jsWSzFb0bAAA3oFiVmwoVKiglJcVhLDU1VR4eHgoKCspxmdGjRystLc1+O3z4cEFEBQAAhaRYHZaKjo7WypUrHca++OILNWrUSJ6enjku4+3tLW9v74KIBwBAwSuKe7r//1GVwlKoe25Onz6thIQEJSQkSLr8Ue+EhAQlJSVJurzXpV+/fvb5gwcP1qFDhzR8+HDt2bNHc+bM0ezZszVixIjCiA8AyElhH9LmMPffXqHuudmxY4datWplvz98+HBJUv/+/TVv3jwlJyfbi44kRUREKDY2Vs8884ymTp2qihUrasqUKXwMHAAA2NmMKeR9RwUsPT1dAQEBSktLk7+/f2HHKTqK4v9s/l6/moB18O9JwfqbvN7OvH8XqxOKAQAA/grlBgAAWArlBgAAWArlBgAAWEqxus4NANyQv8kJlwAuY88NAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFMoNAACwFI/CDgAAQJFgsxV2guyMKewExRJ7bgAAgKVQbgAAgKVQbgAAgKVQbgAAgKVwQjFQGDhxEQDyDeUGQN5RygAUAxyWAgAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlkK5AQAAlsJ3S6F447uOYGX8fgM3hD03AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUvj6BVfjcukAABQq9twAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLKfRyM23aNEVERMjHx0cNGzbUpk2brjv/o48+Ut26dVWiRAmFhITooYce0okTJwooLQAAKOoKtdwsWrRIw4YN05gxY7Rr1y41a9ZM7du3V1JSUo7zN2/erH79+mngwIH68ccf9cknn2j79u165JFHCjg5AAAoqgq13Lz55psaOHCgHnnkEUVFRWny5MkKDQ3V9OnTc5z/7bffKjw8XE899ZQiIiJ055136rHHHtOOHTsKODkAACiqCq3cXLx4UfHx8WrXrp3DeLt27bRly5Ycl2nSpIl+++03xcbGyhijY8eOacmSJerQoUOu27lw4YLS09MdbgAAwLoKrdwcP35cmZmZCg4OdhgPDg5WSkpKjss0adJEH330kXr27CkvLy9VqFBBgYGBeuedd3Ldzvjx4xUQEGC/hYaGuvR5AACAoqXQTyi2XfMt2saYbGNX/PTTT3rqqaf04osvKj4+XmvWrNGBAwc0ePDgXNc/evRopaWl2W+HDx92aX4AAFC0eBTWhsuWLSt3d/dse2lSU1Oz7c25Yvz48WratKlGjhwpSapTp45KliypZs2a6ZVXXlFISEi2Zby9veXt7e36JwAAAIqkQttz4+XlpYYNG2rt2rUO42vXrlWTJk1yXObs2bNyc3OM7O7uLunyHh8AAIBCPSw1fPhwvf/++5ozZ4727NmjZ555RklJSfbDTKNHj1a/fv3s8zt27Khly5Zp+vTp2r9/v77++ms99dRTuv3221WxYsXCehoAAKAIKbTDUpLUs2dPnThxQmPHjlVycrJq1aql2NhYhYWFSZKSk5MdrnkzYMAAnTp1Su+++66effZZBQYGqnXr1po4cWJhPQUAAFDE2Mzf7HhOenq6AgIClJaWJn9/f9dvIJeToQtVXn7E5HYdchcschcschcsK+d2kjPv34X+aSkAAABXotwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLodwAAABLcbrczJ8/X6tXr7bff+655xQYGKgmTZro0KFDLg0HAADgLKfLzbhx4+Tr6ytJ+uabb/Tuu+9q0qRJKlu2rJ555hmXBwQAAHCGh7MLHD58WFWrVpUkLV++XN26ddOjjz6qpk2bqmXLlq7OBwAA4BSn99yUKlVKJ06ckCR98cUXatu2rSTJx8dH586dc206AAAAJzm95+auu+7SI488ovr16+uXX35Rhw4dJEk//vijwsPDXZ0PAADAKU7vuZk6daqio6P1+++/a+nSpQoKCpIkxcfH64EHHnB5QAAAAGfYjDGmsEMUpPT0dAUEBCgtLU3+/v6u34DN5vp13qy8/IjJ7TrkLljkLljkLlhWzu0kZ96/b+g6N5s2bVLfvn3VpEkTHTlyRJL0wQcfaPPmzTeyOgAAAJdxutwsXbpUd999t3x9fbVz505duHBBknTq1CmNGzfO5QEBAACc4XS5eeWVVzRjxgzNmjVLnp6e9vEmTZpo586dLg0HAADgLKfLTWJiopo3b55t3N/fX3/++acrMgEAANwwp8tNSEiI9u7dm2188+bNioyMdEkoAACAG+V0uXnsscf09NNPa+vWrbLZbDp69Kg++ugjjRgxQkOGDMmPjAAAAHnm9EX8nnvuOaWlpalVq1Y6f/68mjdvLm9vb40YMUJPPPFEfmQEAADIsxu+zs3Zs2f1008/KSsrSzVr1lSpUqVcnS1fcJ2bXJDbdchdsMhdsMhdsKyc20nOvH87vefmihIlSqhRo0Y3ujgAAEC+cLrctGrVSrbrtMT169ffVCAAAICb4XS5qVevnsP9S5cuKSEhQbt371b//v1dlQsAAOCGOF1u3nrrrRzHX3rpJZ0+ffqmAwEAANyMG/puqZz07dtXc+bMcdXqAAAAbojLys0333wjHx8fV60OAADghjh9WKpr164O940xSk5O1o4dO/TCCy+4LBgAAMCNcLrcBAQEONx3c3PTrbfeqrFjx6pdu3YuCwYAAHAjnC43c+fOdWmAadOm6bXXXlNycrJuu+02TZ48Wc2aNct1/oULFzR27Fh9+OGHSklJ0S233KIxY8bo4YcfdmkuAABQPN3wRfxcYdGiRRo2bJimTZumpk2baubMmWrfvr1++uknVa5cOcdlevTooWPHjmn27NmqWrWqUlNTlZGRUcDJAQBAUZWnr18oXbr0dS/cd7WTJ0/meeONGzdWgwYNNH36dPtYVFSUunTpovHjx2ebv2bNGvXq1Uv79+9XmTJl8rydq/H1C7kgt+uQu2CRu2CRu2BZObeTXP71C5MnT3ZFLgcXL15UfHy8Ro0a5TDerl07bdmyJcdlVqxYoUaNGmnSpEn64IMPVLJkSXXq1En/+c9/5Ovr6/KMAACg+MlTucmPKw8fP35cmZmZCg4OdhgPDg5WSkpKjsvs379fmzdvlo+Pjz799FMdP35cQ4YM0cmTJ3O9xs6FCxd04cIF+/309HTXPQkAAFDk3NQ5N+fOndOlS5ccxpw91HPt4S5jTK6HwLKysmSz2fTRRx/ZP7X15ptvqlu3bpo6dWqOe2/Gjx+vl19+2alMAACg+HL6In5nzpzRE088ofLly6tUqVIqXbq0wy2vypYtK3d392x7aVJTU7PtzbkiJCRElSpVcvg4elRUlIwx+u2333JcZvTo0UpLS7PfDh8+nOeMAACg+HG63Dz33HNav369pk2bJm9vb73//vt6+eWXVbFiRS1YsCDP6/Hy8lLDhg21du1ah/G1a9eqSZMmOS7TtGlTHT161OE7rH755Re5ubnplltuyXEZb29v+fv7O9wAAICFGSeFhoaaDRs2GGOM8fPzM7/++qsxxpgFCxaY9u3bO7Wujz/+2Hh6eprZs2ebn376yQwbNsyULFnSHDx40BhjzKhRo8yDDz5on3/q1Clzyy23mG7dupkff/zRxMXFmWrVqplHHnkkz9tMS0szkkxaWppTWfPs8jniRetGbnKTu+jdyE3uv3tuJznz/u30OTcnT55URESEpMvn11z56Pedd96pxx9/3Kl19ezZUydOnNDYsWOVnJysWrVqKTY2VmFhYZKk5ORkJSUl2eeXKlVKa9eu1ZNPPqlGjRopKChIPXr00CuvvOLs0wAAABbldLmJjIzUwYMHFRYWppo1a2rx4sW6/fbbtXLlSgUGBjodYMiQIRoyZEiOj82bNy/bWI0aNbIdygIAALjC6XNuHnroIX333XeSLp+se+Xcm2eeeUYjR450eUAAAABn5OkKxZI0bNgwPfLII6pVq5bDeFJSknbs2KEqVaqobt26+RLSlbhCcS7I7TrkLljkLljkLlhWzu0kZ96/87znZs2aNapbt65uv/12vffee/aL4VWuXFldu3YtFsUGAABYX57Lzc8//6yNGzeqdu3aGjFihCpWrKh+/fpp48aN+ZkPAADAKU6dc9O0aVPNnj1bKSkpeuedd3Tw4EG1bNlS1apV04QJE3T06NH8ygkAAJAneT7nJjf79u3TnDlzNH36dJ0+fVoXL150VbZ8wTk3uSC365C7YJG7YJG7YFk5t5Py5ZybnJw5c0ZxcXGKi4vTn3/+qSpVqtzM6gAAAG7aDZWbjRs36qGHHlKFChX09NNPq3r16tq0aZP27Nnj6nwAAABOyfNF/H777TfNnz9f8+bN0759+9S4cWO99dZb6tWrl0qVKpWfGQEAAPIsz+UmPDxcQUFBevDBBzVw4EBFRUXlZy4AAIAbkudys3jxYnXq1EkeHk5/YwMAAECByXNT6dq1a37mAAAAcImb+rQUAABAUUO5AQAAlkK5AQAAlkK5AQAAluL0R5/OnDmjCRMmaN26dUpNTVVWVpbD4/v373dZOAAAAGc5XW4eeeQRxcXF6cEHH1RISIhsRfE7LQAAwN+W0+Xms88+0+rVq9W0adP8yAMAAHBTnD7npnTp0ipTpkx+ZAEAALhpTpeb//znP3rxxRd19uzZ/MgDAABwU5w+LPXGG29o3759Cg4OVnh4uDw9PR0e37lzp8vCAQAAOMvpctOlS5d8iAEAAOAaTpebmJiY/MgBAADgEjf8Fd/x8fHas2ePbDabatasqfr167syFwAAwA1xutykpqaqV69e+uqrrxQYGChjjNLS0tSqVSt9/PHHKleuXH7kBAAAyBOnPy315JNPKj09XT/++KNOnjypP/74Q7t371Z6erqeeuqp/MgIAACQZ07vuVmzZo2+/PJLRUVF2cdq1qypqVOnql27di4NBwAA4Cyn99xkZWVl+/i3JHl6emb7nikAAICC5nS5ad26tZ5++mkdPXrUPnbkyBE988wzatOmjUvDAQAAOMvpcvPuu+/q1KlTCg8PV5UqVVS1alVFRETo1KlTeuedd/IjIwAAQJ45fc5NaGiodu7cqbVr1+rnn3+WMUY1a9ZU27Zt8yMfAACAU2zGGFPYIQpSenq6AgIClJaWJn9/f9dvwGZz/TpvVl5+xOR2HXIXLHIXLHIXLCvndpIz79952nMzZcoUPfroo/Lx8dGUKVOuO5ePgwMAgMKUpz03ERER2rFjh4KCghQREZH7ymw27d+/36UBXY09N7kgt+uQu2CRu2CRu2BZObeTXL7n5sCBAzn+GQAAoKhx+tNS18rMzFRCQoL++OMPV+QBAAC4KU6Xm2HDhmn27NmSLheb5s2bq0GDBgoNDdVXX33l6nwAAABOcbrcLFmyRHXr1pUkrVy5UgcPHtTPP/+sYcOGacyYMS4PCAAA4Ayny83x48dVoUIFSVJsbKy6d++u6tWra+DAgfrhhx9cHhAAAMAZTpeb4OBg/fTTT8rMzNSaNWvsF+87e/as3N3dXR4QAADAGU5fofihhx5Sjx49FBISIpvNprvuukuStHXrVtWoUcPlAQEAAJzhdLl56aWXVKtWLR0+fFjdu3eXt7e3JMnd3V2jRo1yeUAAAABn8PULrlZcL6ZEbtchd8Eid8Eid8Gycm4n8fULAADgb4uvX3C14tqgye065C5Y5C5Y5C5YVs7tJL5+AQAA/G3d9NcvAAAAFCVOl5tu3bppwoQJ2cZfe+01de/e3SWhAAAAbpTT5SYuLk4dOnTINn7PPfdo48aNLgkFAABwo5wuN6dPn5aXl1e2cU9PT6Wnp7skFAAAwI1yutzUqlVLixYtyjb+8ccfq2bNmi4JBQAAcKOcvkLxCy+8oPvvv1/79u1T69atJUnr1q3TwoUL9cknn7g8IAAAgDOcLjedOnXS8uXLNW7cOC1ZskS+vr6qU6eOvvzyS7Vo0SI/MgIAAOQZX7/gasX1Ykrkdh1yFyxyFyxyFywr53aSM+/fN3Sdmz///FPvv/++nn/+eZ08eVKStHPnTh05cuRGVgcAAOAyTh+W+v7779W2bVsFBATo4MGDeuSRR1SmTBl9+umnOnTokBYsWJAfOQEAAPLE6T03w4cP14ABA/Trr7/Kx8fHPt6+fXuucwMAAAqd0+Vm+/bteuyxx7KNV6pUSSkpKS4JBQAAcKOcLjc+Pj45XqwvMTFR5cqVc0koAACAG+V0uencubPGjh2rS5cuSZJsNpuSkpI0atQo3X///U4HmDZtmiIiIuTj46OGDRtq06ZNeVru66+/loeHh+rVq+f0NgEAgHU5XW5ef/11/f777ypfvrzOnTunFi1aqGrVqvLz89Orr77q1LoWLVqkYcOGacyYMdq1a5eaNWum9u3bKykp6brLpaWlqV+/fmrTpo2z8QEAgMXd8HVu1q9fr507dyorK0sNGjRQ27ZtnV5H48aN1aBBA02fPt0+FhUVpS5dumj8+PG5LterVy9Vq1ZN7u7uWr58uRISEvK8Ta5zkwtyuw65Cxa5Cxa5C5aVczvJmfdvpz4KnpGRIR8fHyUkJKh169b2r1+4ERcvXlR8fLxGjRrlMN6uXTtt2bIl1+Xmzp2rffv26cMPP9Qrr7zyl9u5cOGCLly4YL/Pl3sCAGBtTh2W8vDwUFhYmDIzM296w8ePH1dmZqaCg4MdxoODg3P91NWvv/6qUaNG6aOPPpKHR9562fjx4xUQEGC/hYaG3nR2AABQdDl9zs2///1vjR492n5l4ptlu2Z3mjEm25gkZWZmqnfv3nr55ZdVvXr1PK9/9OjRSktLs98OHz5805kBAEDR5fQViqdMmaK9e/eqYsWKCgsLU8mSJR0e37lzZ57WU7ZsWbm7u2fbS5Oampptb44knTp1Sjt27NCuXbv0xBNPSJKysrJkjJGHh4e++OKLHA+TeXt7y9vbO69PDwAAFHNOl5vOnTvnuGfFWV5eXmrYsKHWrl2r++67zz6+du1ade7cOdt8f39//fDDDw5j06ZN0/r167VkyRJFRETcdCYAAFD8OV1uXnrpJZdtfPjw4XrwwQfVqFEjRUdH67333lNSUpIGDx4s6fIhpSNHjmjBggVyc3NTrVq1HJYvX768fHx8so0DAIC/rzyfc3P27FkNHTpUlSpVUvny5dW7d28dP378pjbes2dPTZ48WWPHjlW9evW0ceNGxcbGKiwsTJKUnJz8l9e8AQAAuFqer3MzcuRITZs2TX369JGPj48WLlyoli1b6pNPPsnvjC7FdW5yQW7XIXfBInfBInfBsnJuJ+XLdW6WLVum2bNnq1evXpKkvn37qmnTpsrMzJS7u/vNJQYAAHCRPB+WOnz4sJo1a2a/f/vtt8vDw0NHjx7Nl2AAAAA3Is/lJjMzU15eXg5jHh4eysjIcHkoAACAG5Xnw1LGGA0YMMDhmjHnz5/X4MGDHa51s2zZMtcmBAAAcEKey03//v2zjfXt29elYQAAAG5WnsvN3Llz8zMHAACASzj93VIAAABFGeUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYCuUGAABYSqGXm2nTpikiIkI+Pj5q2LChNm3alOvcZcuW6a677lK5cuXk7++v6Ohoff755wWYFgAAFHWFWm4WLVqkYcOGacyYMdq1a5eaNWum9u3bKykpKcf5Gzdu1F133aXY2FjFx8erVatW6tixo3bt2lXAyQEAQFFlM8aYwtp448aN1aBBA02fPt0+FhUVpS5dumj8+PF5Wsdtt92mnj176sUXX8zT/PT0dAUEBCgtLU3+/v43lPu6bDbXr/Nm5eVHTG7XIXfBInfBInfBsnJuJznz/l1oe24uXryo+Ph4tWvXzmG8Xbt22rJlS57WkZWVpVOnTqlMmTK5zrlw4YLS09MdbgAAwLoKrdwcP35cmZmZCg4OdhgPDg5WSkpKntbxxhtv6MyZM+rRo0euc8aPH6+AgAD7LTQ09KZyAwCAoq3QTyi2XbM7zRiTbSwnCxcu1EsvvaRFixapfPnyuc4bPXq00tLS7LfDhw/fdGYAAFB0eRTWhsuWLSt3d/dse2lSU1Oz7c251qJFizRw4EB98sknatu27XXnent7y9vb+6bzAgCA4qHQ9tx4eXmpYcOGWrt2rcP42rVr1aRJk1yXW7hwoQYMGKD//ve/6tChQ37HBAAAxUyh7bmRpOHDh+vBBx9Uo0aNFB0drffee09JSUkaPHiwpMuHlI4cOaIFCxZIulxs+vXrp7ffflt33HGHfa+Pr6+vAgICCu15AACAoqNQy03Pnj114sQJjR07VsnJyapVq5ZiY2MVFhYmSUpOTna45s3MmTOVkZGhoUOHaujQofbx/v37a968eQUdHwAAFEGFep2bwsB1bnJBbtchd8Eid8Eid8Gycm4nFYvr3AAAAOQHyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALAUyg0AALCUQi8306ZNU0REhHx8fNSwYUNt2rTpuvPj4uLUsGFD+fj4KDIyUjNmzCigpAAAoDgo1HKzaNEiDRs2TGPGjNGuXbvUrFkztW/fXklJSTnOP3DggO699141a9ZMu3bt0vPPP6+nnnpKS5cuLeDkAACgqLIZY0xhbbxx48Zq0KCBpk+fbh+LiopSly5dNH78+Gzz//Wvf2nFihXas2ePfWzw4MH67rvv9M033+Rpm+np6QoICFBaWpr8/f1v/klcy2Zz/TpvVl5+xOR2HXIXLHIXLHIXLCvndpIz79+Ftufm4sWLio+PV7t27RzG27Vrpy1btuS4zDfffJNt/t13360dO3bo0qVL+ZYVAAAUHx6FteHjx48rMzNTwcHBDuPBwcFKSUnJcZmUlJQc52dkZOj48eMKCQnJtsyFCxd04cIF+/20tDRJlxvg30Zxfa7kLljkLljkLljkLlj5kPvK+3ZeDjgVWrm5wnbN7jRjTLaxv5qf0/gV48eP18svv5xtPDQ01NmoxVdAQGEnuDHkLljkLljkLljkLlj5mPvUqVMK+Iv1F1q5KVu2rNzd3bPtpUlNTc22d+aKChUq5Djfw8NDQUFBOS4zevRoDR8+3H4/KytLJ0+eVFBQ0HVLVGFKT09XaGioDh8+nD/nBeUTchcschcschcsches4pDbGKNTp06pYsWKfzm30MqNl5eXGjZsqLVr1+q+++6zj69du1adO3fOcZno6GitXLnSYeyLL75Qo0aN5OnpmeMy3t7e8vb2dhgLDAy8ufAFxN/fv8j+kl0PuQsWuQsWuQsWuQtWUc/9V3tsrijUj4IPHz5c77//vubMmaM9e/bomWeeUVJSkgYPHizp8l6Xfv362ecPHjxYhw4d0vDhw7Vnzx7NmTNHs2fP1ogRIwrrKQAAgCKmUM+56dmzp06cOKGxY8cqOTlZtWrVUmxsrMLCwiRJycnJDte8iYiIUGxsrJ555hlNnTpVFStW1JQpU3T//fcX1lMAAABFTKGfUDxkyBANGTIkx8fmzZuXbaxFixbauXNnPqcqXN7e3oqJicl2OK2oI3fBInfBInfBInfBKq65c1OoF/EDAABwtUL/bikAAABXotwAAABLodwAAABLodwUAeHh4Zo8ebLL5+Y3chcschcschcscuev4pLTZQwc9O/f30gykoyHh4eJiIgwzz77rDl9+nS+bTM1NdWcOXPmpubeTO64uDjzz3/+04SEhBhJ5tNPPy0WuceNG2caNWpkSpUqZcqVK2c6d+5sfv755yKfe9q0aaZ27drGz8/P+Pn5mTvuuMPExsYW+dxXGzdunJFknn766SKfOyYmxr7slVtwcHCRz22MMb/99pvp06ePKVOmjPH19TV169Y1O3bsKNK5w8LCsr3eksyQIUOKdO5Lly6ZMWPGmPDwcOPj42MiIiLMyy+/bDIzM12e25XvM+np6ebpp582lStXNj4+PiY6Otps27bNJTldKS/vM1lZWSYmJsaEhIQYHx8f06JFC7N79+4b2h7l5hr9+/c399xzj0lOTjZJSUnmo48+Mr6+vmbw4MHZ5l68eLEQEubsZnLHxsaaMWPGmKVLlzpVblzhZnLffffdZu7cuWb37t0mISHBdOjQwVSuXDlfi6grcq9YscKsXr3aJCYmmsTERPP8888bT0/PG/5LXFC5r9i2bZsJDw83derUyVO5cYWbyR0TE2Nuu+02k5ycbL+lpqYW+dwnT540YWFhZsCAAWbr1q3mwIED5ssvvzR79+4t0rlTU1MdXuu1a9caSWbDhg1FOvcrr7xigoKCzKpVq8yBAwfMJ598YkqVKmUmT55cpHJeq0ePHqZmzZomLi7O/PrrryYmJsb4+/ub3377zeW5b0Ze3mcmTJhg/Pz8zNKlS80PP/xgevbsaUJCQkx6errT26PcXKN///6mc+fODmOPPPKIqVChgomJiTF169Y1s2fPNhEREcZms5msrCzz559/mkGDBply5coZPz8/06pVK5OQkOCwjv/973+mYcOGxtvb2wQFBZn77rvP/lhYWJh566237PdjYmJMaGio8fLyMiEhIebJJ5/Mde6hQ4dMp06djIeHh/Hw8DDdu3c3KSkp9tylSpUywcHBpnLlyiYoKMjYbDYjyaSlpeWY+9pfuuKSOyEhwaSmphpJJi4urljlNsaY0qVLm/fff79Y5Pb19TUzZswwLVq0sJebopy7RIkSxs3Nrdj9vSxRooRxd3cvdrmv/f1++umnTZUqVUxWVlaRzu3l5WU8PT0dXu+uXbuavn37ujz3lfeZK7lLlixpPD09jY+Pj3n22Wft7zOBgYFGkpk/f74JDQ01np6extvb2/76fvvtt8bd3d2sWrXK4ffCZrMZX19fl7++JUuWNH5+fg6v75V11a1b1yxYsMCEhYUZf39/07Nnz1xLSU7lJisry1SoUMFMmDDBPnb+/HkTEBBgZsyYkeN6rodzbvLA19dXly5dkiTt3btXixcv1tKlS5WQkCBJ6tChg1JSUhQbG6v4+Hg1aNBAbdq00cmTJyVJq1evVteuXdWhQwft2rVL69atU6NGjXLc1pIlS/TWW29p5syZ+vXXX7V8+XLVrl07x7nGGHXp0kUnT57UPffcoyZNmmjfvn3q2bOnPXdmZqZOnjypI0eOqEaNGpo1a5aCgoI0YcKEHHNLl79xtbjlbtOmjQ4dOiRJ2r17d7HK/f777+vMmTO6ePFikc/dpk0bRUVFacyYMfa/E0X996RPnz7y8vLStm3b1KBBA913333av39/kc9dvnx59e3bV7/99pvq16+v2rVra9asWUU+97W/3wsWLNDDDz+s2NjYIp170KBBKleunCIiItSmTRtt3LhRmzdvVkhISL7klmTPHRcXpy5duujSpUtasmSJ/X2mR48e8vX11fLly1W2bFn94x//UKlSpdSnTx81aNBA9957rzIzM+Xj4+Pwe1GnTh3VrFnT5a9vXFyc1q5d6/D6XrFv3z4tX75cq1at0qpVqxQXF6cJEybk+tyvdeDAAaWkpKhdu3b2MW9vb7Vo0UJbtmzJ83quDo6rXLvnZuvWrSYoKMj06NHDxMTEGE9PT4dd2uvWrTP+/v7m/PnzDuupUqWKmTlzpjHGmOjoaNOnT59ct3l1S37jjTdM9erVc90VefXcL774wri7u5ukpCR77h9//NFIMnPnzjVBQUHmtttuMx4eHg65R44caWrUqJFjbknm8ccfL3a5q1SpYurUqWPuvPPOYpH7+++/NyVLljSSjK+vr1m9enWRz71w4UJTq1Ytc+7cOVOlShVTrVo18/TTTxf53LGxsWbJkiXm+++/NxUrVjTVqlUzwcHB5h//+EeRzu3t7W28vb3N6NGjzS233GL69OljfHx8TNWqVYt07qsFBwcbm81mjhw5UuR/T7KyssyoUaPse3UkmXHjxuVL7v79+5vo6Gh77ivvM/fcc4/9PJzU1FQTExNjSpQoYVauXGnPOXLkSNO4cWNjzOV/9yIjI02LFi1Mw4YNTe/evc0HH3xgbDabqV69ustf3yuuvL5Xzu25kvPqPTVX57yWcthz8/XXXxtJ5siRIw7jgwYNMu3atctxPdfDnpscrFq1SqVKlZKPj4+io6PVvHlzvfPOO5KksLAwlStXzj43Pj5ep0+fVlBQkEqVKmW/HThwQPv27ZMkJSQkqE2bNnnadvfu3XXu3DlFRkZq0KBB+vTTT5WRkZHj3D179ig0NFShoaH23Lfffrsk6eGHH1bz5s3Vvn17BQYGOuQOCQnRsWPHcswtSSkpKcUu9/79+3Xw4EEtXLiwWOSOjo6WMUZubm6qU6eO+vfvr127dhXZ3GXKlFHv3r21b98+lS1bVgcOHND58+clFf3fk+7du6t///6Kjo5WSkqK/vnPfxaL3BcuXNClS5c0ZcoUHT16VJUqVdKgQYO0f//+Ip376r+Xx44dU2RkpCpWrFjkX29fX19NnDhRXl5ecnNzU4cOHfT6668rPj4+X3Jv3bpVWVlZqlatmv19Zv78+fL29lZQUJA9Z3h4uPbs2WPP+fbbb2vbtm3295m2bdvKGKP4+HgtXLhQU6ZMUe/eveXu7p4vr68k1axZU4GBgdqzZ499LDw8XH5+fvb7ISEhSk1NzdPrdjWbzeZw3xiTbSwvKDc5aNWqlRISEpSYmKjz589r2bJlKl++vCSpZMmSDnOzsrIUEhKihIQEh1tiYqJGjhwp6fJu0bwKDQ1VYmKipk6dKl9fXw0ZMkTNmze3HwK42rU/9Cu5/fz8NHv2bC1btkwlS5aUu7u7Q26bzSZjTI65pcu7SotT7vvuu0/BwcFav369brnllmKT+7vvvlNiYqJWrVqlunXryjjxTSgFnfv111+XMUYXLlzQuXPnJEmHDx/WlClTdO7cOWVlZRXJ3Dn9vXz++edVu3Ztubnl/Z+/wsgdEhKi+++/3+Hfk6ioqCL9e3L1a7169WrZbDbFxMRIKvr/npQuXVovvviidu/ercTERM2bN0/PPPNMrm/6N5u7atWqqlSpUo7vM1d/v5Onp6fD+8yIESPsf05MTNSrr76quLg4lSlTRm+88Ya2bdumS5cuKSIiIl9e39zGPT09HR632Wx5/ndBkipUqCDp//5zfUVqaqqCg4PzvJ4rKDc5KFmypKpWraqwsLBsP7BrNWjQQCkpKfLw8FDVqlUdbmXLlpUk1alTR+vWrcvz9n19fdWpUydNmTJFX331lb755hv98MMP2ebVrFlTSUlJOnz4sD33xYsXderUqese55UkLy+vHHNLkr+/f7HIXaVKFU2ePFnr16/Xxo0b1bBhw2KRO6ffE2OMSpcuXWRzN2vWTD/88IO+++47+61Ro0bq06eP/vGPf2jDhg1FMndOr7efn5/27NmjkJCQIvt6e3h4qGXLlkpOTnb4Pfnll1/k5+dXpHNfybthwwYFBwfrgQcekFT0/15evHhRwcHBDq+3u7u7vL298yV3UFCQkpOT5ebmZn+f+emnn3ThwoVsX1559ftMuXLl5OnpmeP7THx8vP744w99/vnn6ty5s0tyXvv6XsmZlpamqKioPL8ufyUiIkIVKlTQ2rVr7WMXL15UXFycmjRp4vT6Cv1bwYu7tm3bKjo6Wl26dNHEiRN166236ujRo4qNjVWXLl3UqFEjxcTEqE2bNqpSpYp69eqljIwMffbZZ3ruueeyrW/evHnKzMxU48aNVaJECX3wwQfy9fVVWFhYjtuuU6eO+vTpo4CAAKWnp6tfv35q0aJFrieSXXHlkFuXLl300ksvycvLy74LcePGjQoPD9fgwYPVu3fvIpv7lltu0caNGzV+/HhNnTpV99xzj+rVq6dRo0bp3nvvLbK5a9Sooa5du8rd3V2ff/65MjIy9NVXX2nixIn617/+VSRz9+3bN9vvd1ZWloKCgjRp0qQi/ftdtWpVdevWTR4eHlq9erX27t2r9PR0vffee+rTp0+Rzf3www9r8eLFeuyxx+Tu7q6KFSvqvffe07BhwzRhwoQim3vixImqVq2aZsyYocjISCUkJBSLfwcbNGigl19+WWfOnNHBgwcVFhamN998U507d9bChQtdnrt8+fL23JMnT1ZGRoaGDBmisLAwlShRIttzvJLzjjvuUEZGhrZs2aLY2FgFBwerWrVqevTRR9W3b199+eWXqly5sho1aqRJkya59PW9OmdeXt+rnT59Wnv37rXfP3DggBISElSmTBlVrlxZNptNw4YN07hx41StWjVVq1ZN48aNU4kSJdS7d+88b+cK9tzcJJvNptjYWDVv3lwPP/ywqlevrl69eungwYP2XWktW7bUJ598ohUrVqhevXpq3bq1tm7dmuP6AgMDNWvWLDVt2tT+P52VK1cqKCgox20vX75cpUuX1po1a7RlyxZFRkZq0aJFTuUeNGiQOnTooIceekiS9NZbb6l+/fr67LPPinTu1atX69SpU3riiSf09ttvq3379goJCVFycnKRzr1y5Ur17NlT3bp104IFC/TLL79ozZo1GjFiRJHOfe3v95X/bRb13+/Y2Fg98MAD6t69uxYtWqRSpUrp22+/Va9evYp07okTJ8pms2nu3LmaOXOm5s2bp8mTJ+vVV18t0rkffvhh3XrrrTp27JjKli1bbP4d/PHHH/X7779r1KhRmj59ut5991099thjmj9/fr7klmTP3bx5c7Vt21aRkZHq1q3bdXN+/PHHOnLkiP3vobu7u4YOHaoBAwbI399fmZmZSkxM1N133+3y1/fqnHl5fa+2Y8cO1a9fX/Xr15ckDR8+XPXr19eLL75on/Pcc89p2LBhGjJkiBo1aqQjR47oiy++cDiXJ69sxpkDuAAAAEUce24AAIClUG4AAIClUG4AAIClUG4AAIClUG4AAIClUG4AAIClUG4AAIClUG4AuER4eLgmT57s8rlF0YABA+zfwZYXBw8elM1ms39/W06++uor2Ww2/fnnnzedD/i7o9wAFjNgwADZbDbZbDZ5enoqMjJSI0aM0JkzZ/J1u9u3b9ejjz7q8rk3YunSpXJ3d1dSUlKOj9eoUUNPPfXUDa//7bff1rx58254eQD5i3IDWNA999yj5ORk7d+/X6+88oqmTZumESNG5Dg3p28CvhHlypXL9p04rph7Izp16qSgoCDNnz8/22Nff/21EhMTNXDgQKfXm5mZqaysLAUEBCgwMNAFSQHkB8oNYEHe3t6qUKGCQkND1bt3b/Xp00fLly+XJL300kuqV6+e5syZo8jISHl7e8sYo7S0ND366KMqX768/P391bp1a3333XcO612xYoUaNWokHx8flS1bVl27drU/du2hppdeekmVK1eWt7e3Klas6LCn5Nq5SUlJ6ty5s0qVKiV/f3/16NFDx44dc1hXvXr19MEHHyg8PFwBAQHq1auXTp06lePz9/T01IMPPqh58+bp2m+YmTNnjho2bKi6devqzTffVO3atVWyZEmFhoZqyJAhOn36tH3uvHnzFBgYqFWrVqlmzZry9vbWoUOHsh2WWrNmje68804FBgYqKChI//znP7Vv375suX7++Wc1adJEPj4+uu222/TVV1/lmP+KLVu2qHnz5vL19VVoaKieeuophz1w06ZNU7Vq1eTj46Pg4OAcv5cI+Dui3AB/A76+vg57aPbu3avFixdr6dKl9vNAOnTooJSUFMXGxio+Pl4NGjRQmzZtdPLkSUnS6tWr1bVrV3Xo0EG7du3SunXrcv1W4CVLluitt97SzJkz9euvv2r58uWqXbt2jnONMerSpYtOnjypuLg4rV27Vvv27VPPnj0d5u3bt0/Lly/XqlWrtGrVKsXFxWnChAm5PueBAwdq//79iouLs4+dOXNGixcvtu+1cXNz05QpU7R7927Nnz9f69evz/YtymfPntX48eP1/vvv68cff1T58uWzbevMmTMaPny4tm/frnXr1snNzU333XefsrKyHOaNHDlSzz77rHbt2qUmTZqoU6dOOnHiRI75f/jhB919993q2rWrvv/+ey1atEibN2/WE088IenyFxE+9dRTGjt2rBITE7VmzRo1b94819cD+FsxACylf//+pnPnzvb7W7duNUFBQaZHjx7GGGNiYmKMp6enSU1Ntc9Zt26d8ff3N+fPn3dYV5UqVczMmTONMcZER0ebPn365LrdsLAw89ZbbxljjHnjjTdM9erVzcWLF/9y7hdffGHc3d1NUlKS/fEff/zRSDLbtm2zZy5RooRJT0+3zxk5cqRp3LjxdV+Lxo0bm379+tnvz5kzx/j6+po//vgjx/mLFy82QUFB9vtz5841kkxCQoLDvGtf42ulpqYaSeaHH34wxhhz4MABI8lMmDDBPufSpUvmlltuMRMnTjTGGLNhwwYjyZ7twQcfNI8++qjDejdt2mTc3NzMuXPnzNKlS42/v7/DawLgMvbcABa0atUqlSpVSj4+PoqOjlbz5s31zjvv2B8PCwtTuXLl7Pfj4+N1+vRpBQUFqVSpUvbbgQMH7IdXEhIS1KZNmzxtv3v37jp37pwiIyM1aNAgffrpp8rIyMhx7p49exQaGqrQ0FD7WM2aNRUYGKg9e/bYx8LDw+Xn52e/HxISotTU1OvmGDhwoJYsWWI/fDVnzhx17drVfr7Mhg0bdNddd6lSpUry8/NTv379dOLECYdDP15eXqpTp851t7Nv3z717t1bkZGR8vf3V0REhCRlO6E5Ojra/mcPDw81atTI4TleLT4+XvPmzXP4edx9993KysrSgQMHdNdddyksLEyRkZF68MEH9dFHH+ns2bPXzQn8XVBuAAtq1aqVEhISlJiYqPPnz2vZsmUOh1NKlizpMD8rK0shISFKSEhwuCUmJmrkyJGSLh/ayqvQ0FAlJiZq6tSp8vX11ZAhQ9S8efMcT142xshms/3luKenp8PjNpst22Gfa/Xq1Us2m02LFi3S3r17tXnzZvshqUOHDunee+9VrVq1tHTpUsXHx2vq1KmSHE+y9vX1zTHf1Tp27KgTJ05o1qxZ2rp1q7Zu3SpJunjx4nWXu/I8cpKVlaXHHnvM4efx3Xff6ddff1WVKlXk5+ennTt3auHChQoJCdGLL76ounXr8lFyQJJHYQcA4HolS5ZU1apV8zy/QYMGSklJkYeHh8LDw3OcU6dOHa1bt04PPfRQntbp6+urTp06qVOnTho6dKhq1KihH374QQ0aNHCYV7NmTSUlJenw4cP2vTc//fST0tLSFBUVlefnkBM/Pz91795dc+fO1f79+xUZGamWLVtKunzOSkZGht544w25uV3+f97ixYud3saJEye0Z88ezZw5U82aNZMkbd68Oce53377rf28mIyMDMXHx9vPoblWgwYN9OOPP1735+jh4aG2bduqbdu2iomJUWBgoNavX+9wojfwd0S5AaC2bdsqOjpaXbp00cSJE3Xrrbfq6NGjio2NVZcuXdSoUSPFxMSoTZs2qlKlinr16qWMjAx99tln2U7AlS5/yigzM1ONGzdWiRIl9MEHH8jX11dhYWE5brtOnTrq06ePJk+erIyMDA0ZMkQtWrTI9YRlZwwcOFDNmjXTTz/9pBEjRtj3lFSpUkUZGRl655131LFjR3399deaMWOG0+svXbq0goKC9N577ykkJERJSUkaNWpUjnOnTp2qatWqKSoqSm+99Zb++OMPPfzwwznO/de//qU77rhDQ4cO1aBBg1SyZEnt2bNHa9eu1TvvvKNVq1Zp//79at68uUqXLq3Y2FhlZWXp1ltvdfo5AFbDYSkAstlsio2NVfPmzfXwww+revXq6tWrlw4ePKjg4GBJUsuWLfXJJ59oxYoVqlevnlq3bm0//HKtwMBAzZo1S02bNrXv8Vm5cqWCgoJy3Pby5ctVunRpNW/eXG3btlVkZKQWLVrkkud255136tZbb1V6err69+9vH69Xr57efPNNTZw4UbVq1dJHH32k8ePHO71+Nzc3ffzxx4qPj1etWrX0zDPP6LXXXstx7oQJEzRx4kTVrVtXmzZt0v/+9z+VLVs2x7l16tRRXFycfv31VzVr1kz169fXCy+8oJCQEEmXX+Nly5apdevWioqK0owZM7Rw4ULddtttTj8HwGpsxlxzEQgAAIBijD03AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUig3AADAUv4fa5IYkSXI4MgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of precision values from precision1 to precision10\n", + "precision_values = [precision1, precision2, precision3, precision4, precision5, precision6, precision7, precision8, precision9, precision10]\n", + "\n", + "# List of corresponding labels for each precision value\n", + "labels = ['Precision1', 'Precision2', 'Precision3', 'Precision4', 'Precision5', 'Precision6', 'Precision7', 'Precision8', 'Precision9', 'Precision10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, precision_values, color='red')\n", + "plt.xlabel('Precision Variables')\n", + "plt.ylabel('Precision Values')\n", + "plt.title('Bar Graph of Precision')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Recall" + ] + }, + { + "cell_type": "code", + "execution_count": 366, + "metadata": { + "id": "tDNk7iuWcJpS" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have a list of recall values from recall1 to recall10\n", + "recall_values = [recall1, recall2, recall3, recall4, recall5, recall6, recall7, recall8, recall9, recall10]\n", + "\n", + "# List of corresponding labels for each recall value\n", + "labels = ['Recall1', 'Recall2', 'Recall3', 'Recall4', 'Recall5', 'Recall6', 'Recall7', 'Recall8', 'Recall9', 'Recall10']\n", + "\n", + "# Plotting the bar graph\n", + "plt.bar(labels, recall_values, color='cyan')\n", + "plt.xlabel('Recall Variables')\n", + "plt.ylabel('Recall Values')\n", + "plt.title('Bar Graph of Recall')\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 }