From 8481cc4fbdfad23e80a408c44209f543bbe18fc1 Mon Sep 17 00:00:00 2001 From: "Pr030304git config --global user.email pranjalis22@iitk.ac.in" Date: Thu, 1 Jun 2023 23:48:53 +0530 Subject: [PATCH] Adding file --- Graded Assignment 2/220796.ipynb | 947 +++++++++++++++++++++++++++++++ 1 file changed, 947 insertions(+) create mode 100644 Graded Assignment 2/220796.ipynb diff --git a/Graded Assignment 2/220796.ipynb b/Graded Assignment 2/220796.ipynb new file mode 100644 index 0000000..e897438 --- /dev/null +++ b/Graded Assignment 2/220796.ipynb @@ -0,0 +1,947 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 368, + "id": "40cd00a1", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from pathlib import Path\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import hvplot.pandas \n", + "import hvplot as hv\n", + "import numpy as np\n", + "from sklearn.impute import SimpleImputer\n", + "\n", + "import seaborn as sns\n" + ] + }, + { + "cell_type": "code", + "execution_count": 369, + "id": "4542769c", + "metadata": {}, + "outputs": [], + "source": [ + " machine_temp=Path('machine_temp_failure_missing.csv')#making timestamp as index column\n", + " machine_tempdf = pd.read_csv(machine_temp, #reading missing values dataset\n", + " index_col='timestamp', \n", + " parse_dates=True)\n", + " machine_temp2=Path('machine_temp_failure_original.csv')\n", + " machine_tempdf2 = pd.read_csv(machine_temp2, \n", + " index_col='timestamp', \n", + " parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 370, + "id": "1b1c5203", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " value\n", + "timestamp \n", + "2013-10-12 00:25:00 NaN\n", + "2013-10-12 00:30:00 NaN\n", + "2013-10-12 00:35:00 NaN\n", + "2013-10-12 00:40:00 NaN\n", + "2013-10-12 00:45:00 NaN\n", + "... ...\n", + "2014-02-19 14:40:00 NaN\n", + "2014-02-19 14:45:00 NaN\n", + "2014-02-19 14:50:00 NaN\n", + "2014-02-19 14:55:00 NaN\n", + "2014-02-19 15:00:00 NaN\n", + "\n", + "[1285 rows x 1 columns]\n" + ] + }, + { + "data": { + "text/plain": [ + "value 1285\n", + "dtype: int64" + ] + }, + "execution_count": 370, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "#find missing values\n", + "missing_rows = machine_tempdf[machine_tempdf.isnull().any(axis=1)]\n", + "print(missing_rows)\n", + "machine_tempdf.isna().sum()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "2f5c1bf4", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 371, + "id": "e62b238b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " value\n", + "count 21410.000000\n", + "mean 85.968188\n", + "std 13.553070\n", + "min 2.084721\n", + "25% 83.082867\n", + "50% 89.251290\n", + "75% 93.910748\n", + "max 108.510543\n" + ] + } + ], + "source": [ + "print(machine_tempdf.describe(include=\"all\"))#Find mean , max ,min" + ] + }, + { + "cell_type": "code", + "execution_count": 372, + "id": "98217919", + "metadata": {}, + "outputs": [], + "source": [ + "machine_tempdf=machine_tempdf.rename(columns={'value':'temperature'})#Rename value column to temperature" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "50398e2d", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 373, + "id": "eb6d342b", + "metadata": {}, + "outputs": [], + "source": [ + "delta_temp=[]\n", + "for i in range(len(machine_tempdf)):\n", + " if i == (len(machine_tempdf)-1):\n", + " delta_temp.append(0) # For the last row, setting delta_temperature as 0\n", + " else:\n", + " # Calculate the difference between the current temperature and the next temperature\n", + " diff = machine_tempdf['temperature'][i+1] - machine_tempdf['temperature'][i]\n", + " delta_temp.append(diff)\n", + "machine_tempdf['delta_temperature']=delta_temp \n" + ] + }, + { + "cell_type": "code", + "execution_count": 374, + "id": "9c89a578", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "machine_tempdf['ffill1'] = machine_tempdf['temperature'].fillna(method='ffill')\n", + "plt.rcParams[\"figure.figsize\"] = [25, 10] \n", + "# Plot 'temperature' using matplotlib\n", + "plt.plot(machine_tempdf['ffill1'],alpha=0.6)\n", + "plt.xlabel('timestamp')\n", + "plt.ylabel('temperature')\n", + "plt.title('temperature plot (matplotlib)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 375, + "id": "0ba734c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot 'delta_temperature' using matplotlib\n", + "machine_tempdf['ffill2'] = machine_tempdf['delta_temperature'].fillna(method='ffill')\n", + "plt.plot(machine_tempdf['ffill2'],alpha=0.6)\n", + "plt.xlabel('timestamp')\n", + "plt.ylabel('delta_temperature')\n", + "plt.title('delta_temperature plot (matplotlib)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 376, + "id": "049daa5e", + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
\n", + "
\n", + "
\n", + "" + ], + "text/plain": [ + ":Curve [timestamp] (ffill1)" + ] + }, + "execution_count": 376, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "4130" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "#Plot 'temperature' using hvplot\n", + "plot1 = machine_tempdf['ffill1'].plot(backend='hvplot', \n", + " title='temperature plot (matplotlib)')\n", + "\n", + " \n", + "plot1" + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "id": "22b6885d", + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
\n", + "
\n", + "
\n", + "" + ], + "text/plain": [ + ":Curve [timestamp] (ffill2)" + ] + }, + "execution_count": 377, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "4314" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "#Plot 'delta_temperature' using hvplot\n", + "plot2 = machine_tempdf['ffill2'].plot(backend='hvplot', \n", + " title='delta_temperature plot (hvplot)')\n", + "plot2" + ] + }, + { + "cell_type": "code", + "execution_count": 378, + "id": "27433330", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot graph where temperature >70 is marked red and temperature<70 is marked blue\n", + "p1=machine_tempdf.ffill1.where(machine_tempdf.ffill1>70.00)\n", + "\n", + "p2=machine_tempdf.ffill1.where(machine_tempdf.ffill1<70.00)\n", + "\n", + "plt.plot(p1, color='r',alpha=0.6)# colour as red\n", + "plt.plot(p2, color='b',alpha=0.6)#colour as blue\n", + "\n", + "plt.xlabel('timestamp')\n", + "plt.ylabel('temperature')\n", + "plt.title('temperature plot')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 379, + "id": "e190ee3a", + "metadata": {}, + "outputs": [], + "source": [ + "def read_dataset(folder, file, date_col=None):\n", + " '''\n", + " folder: is a Path object\n", + " file: the CSV filename in that Path object. \n", + " date_col: specify a date_col to use as index_col \n", + " \n", + " returns: a pandas DataFrame with a DatetimeIndex\n", + " '''\n", + " df = pd.read_csv(folder, \n", + " index_col=date_col, \n", + " parse_dates=[date_col])\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 380, + "id": "575276db", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_dfs(df1, df2, col, title=None, xlabel=None, ylabel=None):\n", + " '''\t\n", + " df1: original dataframe without missing data\n", + " df2: dataframe with missing data\n", + " col: column name that contains missing data\n", + " ''' \n", + " df_missing = df2.rename(columns={col: 'missing'})\n", + " \n", + " columns = df_missing.loc[:, 'missing':].columns.tolist()\n", + " subplots_size = len(columns)\n", + " \n", + " # subplots_size = df2.shape[1]\n", + " fig, ax = plt.subplots(subplots_size+1, 1, sharex=True)\n", + " plt.subplots_adjust(hspace=0.25)\n", + " fig.suptitle = title \n", + " \n", + " df1[col].plot(ax=ax[0], figsize=(10, 16))\n", + " ax[0].set_title('Original Dataset')\n", + " ax[0].set_xlabel(xlabel)\n", + " ax[0].set_ylabel(ylabel) \n", + " \n", + " for i, colname in enumerate(columns):\n", + " df_missing[colname].plot(ax=ax[i+1])\n", + " ax[i+1].set_title(colname)\n", + "\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 381, + "id": "e1363f1a", + "metadata": {}, + "outputs": [], + "source": [ + "def rmse_score(df1, df2, col=None):\n", + " '''\n", + " df1: original dataframe without missing data\n", + " df2: dataframe with missing data\n", + " col: column name that contains missing data\n", + "\n", + " returns: a list of scores\n", + " '''\n", + " df_missing = df2.rename(columns={col: 'missing'})\n", + " columns = df_missing.loc[:, 'missing':].columns.tolist()\n", + " scores = []\n", + " for comp_col in columns[1:]:\n", + " rmse = np.sqrt(np.mean((df1[col] - df_missing[comp_col])**2))\n", + " scores.append(rmse)\n", + " print(f'RMSE for {comp_col}: {rmse}')\n", + " return scores\n" + ] + }, + { + "cell_type": "code", + "execution_count": 382, + "id": "40e152d4", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "folder1=Path('machine_temp_failure_original.csv')\n", + "folder2=Path('machine_temp_failure_missing.csv')\n", + "machinetempfail_original = read_dataset(folder1, 'machine_temp_failure_original.csv', 'timestamp')\n", + "machinetempfail_missing = read_dataset(folder2, 'machine_temp_failure_missing.csv', 'timestamp')\n", + "machinetempfail_original = machinetempfail_original.rename(columns={'value':'temperature'})\n", + "machinetempfail_missing = machinetempfail_missing.rename(columns={'value':'temperature'})" + ] + }, + { + "cell_type": "code", + "execution_count": 383, + "id": "51951794", + "metadata": {}, + "outputs": [], + "source": [ + "machinetempfail_missing['ffill'] = machinetempfail_missing['temperature'].fillna(method='ffill')#filling missing values\n", + "machinetempfail_missing['bfill'] = machinetempfail_missing['temperature'].fillna(method='bfill')\n", + "machinetempfail_missing['mean'] = machinetempfail_missing['temperature'].fillna(machinetempfail_missing['temperature'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 384, + "id": "db27af04", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for ffill: 1.4666115658526897\n", + "RMSE for bfill: 5.538329974927277\n", + "RMSE for mean: 2.6118121108261114\n" + ] + } + ], + "source": [ + "rmse1 = rmse_score(machinetempfail_original,machinetempfail_missing,'temperature')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 385, + "id": "866a2be6", + "metadata": {}, + "outputs": [], + "source": [ + "folder1=Path('machine_temp_failure_original.csv')\n", + "folder2=Path('machine_temp_failure_missing.csv')\n", + "machinetempfail_original = read_dataset(folder1, 'machine_temp_failure_original.csv', 'timestamp')\n", + "machinetempfail_missing = read_dataset(folder2, 'machine_temp_failure_missing.csv', 'timestamp')\n", + "machinetempfail_original = machinetempfail_original.rename(columns={'value':'temperature'})\n", + "machinetempfail_missing = machinetempfail_missing.rename(columns={'value':'temperature'})" + ] + }, + { + "cell_type": "code", + "execution_count": 386, + "id": "2bfa45a2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Pranjali\\anaconda3\\lib\\site-packages\\sklearn\\impute\\_base.py:49: FutureWarning: Unlike other reduction functions (e.g. `skew`, `kurtosis`), the default behavior of `mode` typically preserves the axis it acts along. In SciPy 1.11.0, this behavior will change: the default value of `keepdims` will become False, the `axis` over which the statistic is taken will be eliminated, and the value None will no longer be accepted. Set `keepdims` to True or False to avoid this warning.\n", + " mode = stats.mode(array)\n" + ] + } + ], + "source": [ + "strategy = [# filling missing values using SimpleImputer\n", + " ('Mean Strategy', 'mean'),\n", + " ('Median Strategy', 'median'),\n", + " ('Most Frequent Strategy', 'most_frequent')]\n", + "\n", + "machinetempfail_vals = machinetempfail_missing['temperature'].values.reshape(-1,1)\n", + "\n", + "\n", + "\n", + "\n", + "for s_name, s in strategy:\n", + " machinetempfail_missing[s_name] = (\n", + " SimpleImputer(strategy=s).fit_transform(machinetempfail_vals))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 387, + "id": "af68222b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for Mean Strategy: 2.611812110826041\n", + "RMSE for Median Strategy: 2.0176725629240626\n", + "RMSE for Most Frequent Strategy: 22.936820075564288\n" + ] + } + ], + "source": [ + "rmse2 = rmse_score(machinetempfail_original,machinetempfail_missing,'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 388, + "id": "f416f9ac", + "metadata": {}, + "outputs": [], + "source": [ + "folder1=Path('machine_temp_failure_original.csv')\n", + "folder2=Path('machine_temp_failure_missing.csv')\n", + "machinetempfail_original = read_dataset(folder1, 'machine_temp_failure_original.csv', 'timestamp')\n", + "machinetempfail_missing = read_dataset(folder2, 'machine_temp_failure_missing.csv', 'timestamp')\n", + "machinetempfail_original = machinetempfail_original.rename(columns={'value':'temperature'})\n", + "machinetempfail_missing = machinetempfail_missing.rename(columns={'value':'temperature'})\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 389, + "id": "8f617d08", + "metadata": {}, + "outputs": [], + "source": [ + "interpolations = [ #filling missing values using Interpolation\n", + " 'linear',\n", + " 'quadratic',\n", + " 'nearest',\n", + " 'cubic'\n", + "]\n", + "duplicate_rows = machinetempfail_missing.index.duplicated()\n", + "\n", + "# Remove duplicate rows from the DataFrame\n", + "machinetempfail_missing = machinetempfail_missing[~duplicate_rows]\n", + "\n", + "for intp in interpolations:\n", + " machinetempfail_missing[intp] = machinetempfail_missing['temperature'].interpolate(method=intp)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 390, + "id": "1b8ae281", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "\n", + "\n", + "# Assuming 'machinetempfail_missing' is a pandas DataFrame with a datetime index\n", + "# Sort the DataFrame by the datetime index\n", + "machinetempfail_missing = machinetempfail_missing.sort_index()\n", + "\n", + "machinetempfail_missing['spline'] = machinetempfail_missing['temperature'].interpolate(method=intp, order=3)\n", + "\n", + "machinetempfail_missing['polynomial'] = machinetempfail_missing['temperature'].interpolate(method=intp,order=3)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 391, + "id": "6776db51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for linear: 3.4745265473020472\n", + "RMSE for quadratic: 13.078876205037748\n", + "RMSE for nearest: 2.2136803493321584\n", + "RMSE for cubic: 16.26476919770462\n", + "RMSE for spline: 16.26476919770462\n", + "RMSE for polynomial: 16.26476919770462\n" + ] + } + ], + "source": [ + "rmse3 = rmse_score(machinetempfail_original,machinetempfail_missing,'temperature')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "57a6c2ec", + "metadata": {}, + "source": [ + "The method with least RMSE score is ffill()" + ] + }, + { + "cell_type": "code", + "execution_count": 392, + "id": "8883aaaf", + "metadata": {}, + "outputs": [], + "source": [ + "folder1=Path('machine_temp_failure_original.csv')\n", + "folder2=Path('machine_temp_failure_missing.csv')\n", + "machinetempfail_original = read_dataset(folder1, 'machine_temp_failure_original.csv', 'timestamp')\n", + "machinetempfail_missing = read_dataset(folder2, 'machine_temp_failure_missing.csv', 'timestamp')\n", + "machinetempfail_original = machinetempfail_original.rename(columns={'value':'temperature'})\n", + "machinetempfail_missing = machinetempfail_missing.rename(columns={'value':'temperature'})\n", + "\n", + "machinetempres=machinetempfail_original.resample('H').mean()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 400, + "id": "6b7fc0ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AxesSubplot(0.125,0.11;0.775x0.77)\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB6oAAANBCAYAAABZJjDdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9kUlEQVR4nO3dfbRVdZnA8efci3IveAEBRRFMnHJSUUEgy5rE6YXMLLIVlODL9LJck6C8JTYTjqmJL2VazjhjwwSWhrOacJxVlK1SUkkFEjN1aZqmjpqjoCAK6r1n/mjds859P9yX594Ln89argX7nL33b++z2T+5X845hWKxWAwAAAAAAAAASFLV2wMAAAAAAAAAYPciVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBrQ2RUbGhri2Wefjbq6uigUCt05JgAAAAAAAAD6mWKxGFu3bo3Ro0dHVVX775nudKh+9tlnY+zYsZ1dHQAAAAAAAIBd0NNPPx1jxoxp9zmdDtV1dXWlnQwZMqSzmwEAAAAAAABgF7Bly5YYO3ZsqSW3p9OhuvHjvocMGSJUAwAAAAAAABARUdFXR7f/weAAAAAAAAAA0M2EagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVAN6ewAAAAAAALuLYrEY27dv7+1h0EcVi8XYsWNHREQMHDgwCoVCL49o91BTU+NcA/QCoRoAAAAAIMn27dvjhBNO6O1hAGVWr14dtbW1vT0MgN2Oj/4GAAAAAAAAIJV3VAMAAAAA9IJXJ3w2ilV+REuZ+jej7v6VERGx9ajPRFTv0csD2nUVGt6KvTb+sLeHAbBb839BAAAAAAC9oFg1QIikbdV7uD56ULG3BwCAj/4GAAAAAAAAIJdQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSDejtAQAAALSnWCzG9u3bIyKipqYmCoVCL48IAAAA6I/8jKFv8Y5qAACgT9u+fXuccMIJccIJJ5T+MgkAAACws/yMoW8RqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCdR+1du3amDlzZqxdu3aX3B+V6crr0tl1M6+F7trX2rVrY/r06XHiiSfG9OnTY9myZTFz5sy44IIL4m//9m9j2bJlO7W9ZcuWtVivcayN2167dm2ry9o7ro6WL1u2LKZPnx7Tp09v85yUb6P59to7n+2t19F+OvN4Z/SXbfbFffbUOHb2Wu6qvnDu+vt12NF9oPxe2dG9ojPbbu/+1ZWxN7ds2bI4/vjj48QTT2zzvtbePbqjsV5wwQUxderUmDNnTmk+Kd/fzh5HJff/1sbafN2d+TPZOJddcMEFFb2mrc19rZ2vSl/rts5D47rlc3T5vts63rvvvrvd8w4AAABA/1MoFovFzqy4ZcuWGDp0aLzyyisxZMiQ7h7Xbm379u0xe/bsePHFF2PkyJHxgx/8IGpqanaZ/VGZrrwunV0381rorn1t3749Zs2aFS+99FJpWaFQiPJbW1VVVfz4xz+OYcOGdbi9l19+OU4++eRoaGgorVdTU1Maa1VVVTQ0NMSIESMiIuKll14qLRs5cmT8+7//e3zhC19ocVxtHW/58vJxjxgxIm644YYm56T8ueX7b2+/Ha3X2nnv6LXpieukv2yzL+6zp8ZRyTXbncfYF85df78O29tXa/fK5veZjtavdNut3b+6MvbmXn755fjkJz9Zul8OHz48CoVCk/taRLS4bzfeKz//+c+3O9Y///nPMXPmzDbH2t7xtXYc5WNp689S4xjLx9p83bbu363tc/v27aW5rFF7r+nw4cNj8+bNUSwWm8yZzV/b4cOHR0TEpk2b2j0XbZ2H5tdgRNM5u1AoxN577x2bNm1qcrwjRoyIYrFY2u+qVati7733bvM1AgDo615//fU44YQTIiJi69GnRlTv0csjok+pfzPqfvv9iHB99Liyc7169eqora3t5QEBGcrnYX/2e8bONGTvqO6DbrjhhtIP8V566aW48cYbd6n9UZmuvC6dXTfzWuiufZVvp1Hzf3/T0NAQ559/fkXbW7JkSekH+43rle+j8bGXXnqp1WVLlixp9bjaOt7y5eXjbu2cNN9G+a/b2m9H67V23jt6bXriOukv2+yL++ypcVRyzXbnMfaFc9ffr8P29tXavbKje0VnHmvt8a6OvbklS5Y0uV9u2rSpxbpt3bfL75Vt7WvOnDntjrW98bV2HJX8WSqfd9pbt9I/k+VzWVvjLl9v06ZNpXNaPmc2f203bdpUisXtnYuOzkO58teyPEY3P97y/f7nf/5ni+0AAAAA0P94R3Uf88wzz8Tpp58e9fX1pWUDBgyI5cuXx5gxY/r9/qhMV16Xzq6beS10175a2057vvGNb8TkyZPbfHz9+vWxaNGiFssb3+HWGQMGDIhLL700Fi9e3OJ4W1terrq6OlasWBFjxozZ6WNtPJ8R0e56zc97R69NT1wn/WWbfXGfPTWOtrbR1rXc1WPsC+euv1+H7e0rIuK0005r9T7WeJ+JaHmvaO8+0tE9pvz+1ZWxN1+/rft0831HRMX3y/Kx/uxnP4tLL710p9Zp7ziqq6ujWCw2OfeV3P8rOY62tlNdXd3hPT+i/bkhIuK8886LK664osPz2PxctHUeGhoaWvxDss6qrq6O6667LkaPHt0t2wMAyLZ9+/b45Cc/GRERWyfOjhiwZy+PiD7FO6rzvPVG1N33l0+AWrVqlU8Zhd1E+Tz805/+NAYNGtTLI9r17ExDrjhU79ixI3bs2NFkJ2PHjhWqu1GxWIxzzz03fvvb37b44d7RRx8dl19+eRQKhX67PyrTldels+tmXgvdta/G7axbt67ifQ8ZMiRuvvnmqKpq+WESDQ0NMX369NiyZUvF26tEdXV1DB48OF599dUmoaJx+datW9v9wf2UKVPisssui8WLF7c4Zx3t9+ijj45isRj33XdfuzG88bxHRLuvTVvj6Mp10hPXXm/c2/rK/bQ7xtHeNtq6lrtyjH3h3PX367CjfTU0NMSGDRvaXH/KlCmt3ivau49UV1fHxIkTo1AotHkfnjx5clxxxRXtHufOnKeeuk83jvXSSy+NadOmVXyfnTJlSml8bR1Ha6qqqmKvvfaKbdu2Vbyv7tpOpXND43N39lxEtD6PAADQtq1HfSZiTz8gp4xQneeN16Lu/pW9PQqgF/l6sZ7RIx/9vXTp0hg6dGjpv7Fjx3Z5oDT11FNPxbp161r8YK++vj7WrVsXTz31VL/eH5XpyuvS2XUzr4Xu2lfjdnbGli1b4p577mn1sXvuuadH4kd9fX1s2bKlxTsZG5d39G+F1q1bF/fcc0+r56yj/a5bty7Wr1/f7nrl572j16atcXTlOumJa6837m195X7aHeNobxttXctdOca+cO76+3XY0b7ai9QR0ea9or37SH19faxfv77d+/D69es7PM6dOU89dZ9uHOv111+/U/fZ8vG1dRytaWhoiC1btnQ55HZmO5XODY3PrVRH8wgAAAAAtGZApU/8yle+EgsWLCj9vvEd1XSfAw88MKZMmdLqu4omTZoUBx54YL/eH5XpyuvS2XUzr4Xu2lfjdnYmVg8dOjSOOeaYVh875phjYsiQIX3uHdXvete74phjjmn1nHW030mTJkVDQ0OH76guP+/tvTZtjaMr10lPXHu9cW/rK/fT7hhHe9to61ruyjH2hXPX36/DjvZVX1/f6XdUt3UfaXxnbkS0eR+eMmVKh8e5M+epp+7TjWM97bTT4oYbbtipdxE3jq+t42hNb7+jupK5ofG5lW73Xe96V7vzSHerqqqKiRMnxkUXXeTTfwCAfqn8I0ejquIfzwLdrezPn4/+ht1H+Tw8cODAXh4NvqO6j2nrexpXrFgRBxxwQL/fH5XpyuvS2XUzr4Xu2tfOfm/zlVdeWQorremp76i+7LLL4txzz21xvK0tL1ddXR3XX399HHDAAZ36juoVK1ZEsVjs8Duqy897R69NT1wn/WWbfXGfPTWOtrbR1rXc1WPsC+euv1+H7e2rWCy2+x3V119/fav3ivbuIx3dY8rvX10Ze/P1e+o7qhvHujPfUd38+HbmO6o7uv9Xchxtbaej76iuZG6I+Ms/Ur388ss7PI/Nz0XWd1RXen0BAPRFr7/+epxwwgkR4aOdaYWP/s5Tdq5Xr14dtbW1vTwgIEP5POzPfs/okY/+JseYMWPilFNOKb07pFAoxCmnnNJjP4jL3h+V6crr0tl1M6+F7tpX43YqceSRR7YbqSP+8h2lRxxxRIv1Zs2aVdE7tgqFQhxxxBEtjmvSpEmtHm/z5c3NmjWrdE6an7NK9nvAAQd0uF7z897Ra9MT10l/2WZf3GdPjaOtbbR1LXf1GPvCuevv12F7+xozZkzMmjWr1fUa7zMdrd/RY21tt6tjb661+3S5QqEQs2bNavW+13ivbG+sH/nIR2KfffbpcMytHV9rxzFr1qwmc0il9//2jqO97TSu19pxVjo3RPxl7ps2bVpFc2zzc9HWeZg9e3aH26rUjBkz/L8qAAAAwC5AqO6DZs2aFSNGjIiIiJEjR1Yc4vrL/qhMV16Xzq6beS10177Kt9Ooqqqqxe8vvPDCirZ30UUXldZvXK98H42PjRw5stVlF110UavH1dbxli8vDwatnZPm2yj/dVv77Wi9tgJTe8/pieukv2yzL+6zp8ZRyTXbncfYF85df78O29tXa/fKju4VnXmstce7Ovbmmn/c8/Dhw1us29Z9u/xe2da+rrnmmnbHOmLEiDbH19pxVPJnqXzeaW/dSv9Mls9lbR1r+XojRowondPyObP5aztixIgYPnx4u+evkvNQrnycVVVVpe03P97y/c6YMaPFdgAAAADof4TqPqimpiYWLFgQo0aNivnz5/f4d2Nk74/KdOV16ey6mddCd+2rpqYmFi5cGMOGDYvBgwfHsGHDYtasWTFq1KiYOnVqVFVVxaxZs2LYsGEVba9x/fL1ysfauO0FCxbEwoULmyybP39+DBs2rNXjaut4y5fPnj07hg0bVtpG83NS/tzy/be3347Wa+28d/Ta9MR10l+22Rf32VPjqOSa7c5j7Avnrr9fh+3tq7V7ZfP7TEfrV7Lttu5fXRl7c8OGDYvZs2dHoVCIwYMHx6JFi1rc11q7bzfeKzsaa+P8ERExfvz40u8b97dw4cI2x9facVTyZ6lxjOVjbb5uW/fv1rZfPpdNnTq1w9d04cKFMXv27BZzZvPXduHChbFo0aIOX+u2zkP5tsrn6FNPPbX060WLFrU43gULFsTcuXObbB8AAACA/s93VAMAAH2a748CAHYlvqOadvmO6jy+oxp2S37G0PN8RzUAAAAAAAAAfZZQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKkG9PYAAAAA2lNTUxOrV68u/RoAAACgM/yMoW8RqgEAgD6tUChEbW1tbw8DAAAA6Of8jKFv8dHfAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAqgG9PQAAAAAAgN1RoeGtKPb2IOhb6t9s/dd0u0LDW709BIDdnlANAAAAANAL9tr4w94eAn1Y3f0re3sIANCjfPQ3AAAAAAAAAKm8oxoAAAAAIElNTU2sXr26t4dBH1UsFmPHjh0RETFw4MAoFAq9PKLdQ01NTW8PAWC3JFQDAAAAACQpFApRW1vb28OgDxs0aFBvDwEAUvjobwAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSDejsisViMSIitmzZ0m2DAQAAAAAAAKB/amzHjS25PZ0O1Vu3bo2IiLFjx3Z2EwAAAAAAAADsYrZu3RpDhw5t9zmFYiU5uxUNDQ3x7LPPRl1dXRQKhU4NcHexZcuWGDt2bDz99NMxZMiQ3h4OALsgcw0APc1cA0BPM9cAkMF8Az2rWCzG1q1bY/To0VFV1f63UHf6HdVVVVUxZsyYzq6+WxoyZIibHgA9ylwDQE8z1wDQ08w1AGQw30DP6eid1I3az9gAAAAAAAAA0M2EagAAAAAAAABSCdUJBg4cGP/0T/8UAwcO7O2hALCLMtcA0NPMNQD0NHMNABnMN9B3FIrFYrG3BwEAAAAAAADA7sM7qgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqG6myxdujSmTJkSdXV1se+++8b06dPjkUceafKcYrEYF1xwQYwePTpqa2tj6tSp8eCDD/bSiAHo75YuXRqFQiHmzZtXWmauAaCr/vd//zdmz54dI0aMiEGDBsWECRNiw4YNpcfNNQB01VtvvRVf/epXY9y4cVFbWxsHH3xwXHjhhdHQ0FB6jvkGgJ3x61//Ok466aQYPXp0FAqFuPnmm5s8Xsm8smPHjpg7d26MHDkyBg8eHB//+MfjmWeeSTwK2P0I1d1kzZo1cdZZZ8Xdd98dv/jFL+Ktt96KD3/4w7Ft27bScy6//PK48sor45prrol169bFfvvtFx/60Idi69atvThyAPqjdevWxXXXXRdHHnlkk+XmGgC6YvPmzfHe97439thjj1i9enU89NBD8c1vfjOGDRtWeo65BoCuuuyyy+Jf//Vf45prromHH344Lr/88rjiiiviO9/5Tuk55hsAdsa2bdviqKOOimuuuabVxyuZV+bNmxerVq2KlStXxp133hmvvvpqfOxjH4v6+vqsw4DdTqFYLBZ7exC7ov/7v/+LfffdN9asWRPvf//7o1gsxujRo2PevHmxePHiiPjLv84ZNWpUXHbZZXHmmWf28ogB6C9effXVOProo+Nf/uVf4uKLL44JEybEVVddZa4BoMvOO++8uOuuu+KOO+5o9XFzDQDd4WMf+1iMGjUqli1bVlr2qU99KgYNGhTf//73zTcAdEmhUIhVq1bF9OnTI6Kyv8e88sorsc8++8T3v//9mDlzZkREPPvsszF27Nj46U9/GtOmTeutw4FdmndU95BXXnklIiKGDx8eERFPPPFEPP/88/HhD3+49JyBAwfGcccdF2vXru2VMQLQP5111llx4oknxgc/+MEmy801AHTVLbfcEpMnT45Pf/rTse+++8bEiRPju9/9bulxcw0A3eF973tf/PKXv4xHH300IiLuv//+uPPOO+OjH/1oRJhvAOhelcwrGzZsiDfffLPJc0aPHh3jx48390APGtDbA9gVFYvFWLBgQbzvfe+L8ePHR0TE888/HxERo0aNavLcUaNGxZ/+9Kf0MQLQP61cuTI2bNgQ69evb/GYuQaArvrjH/8Y1157bSxYsCD+4R/+Ie699944++yzY+DAgXHaaaeZawDoFosXL45XXnkl3vnOd0Z1dXXU19fH17/+9fjsZz8bEf5uA0D3qmReef7552PPPfeMvffeu8VzGtcHup9Q3QPmzJkTv/vd7+LOO+9s8VihUGjy+2Kx2GIZALTm6aefjnPOOSduvfXWqKmpafN55hoAOquhoSEmT54cl1xySURETJw4MR588MG49tpr47TTTis9z1wDQFfcdNNN8YMf/CBuvPHGOPzww2Pjxo0xb968GD16dJx++uml55lvAOhOnZlXzD3Qs3z0dzebO3du3HLLLXHbbbfFmDFjSsv322+/iIgW//LmhRdeaPGveACgNRs2bIgXXnghJk2aFAMGDIgBAwbEmjVr4tvf/nYMGDCgNJ+YawDorP333z8OO+ywJssOPfTQeOqppyLC32sA6B5f/vKX47zzzovPfOYzccQRR8Spp54a8+fPj6VLl0aE+QaA7lXJvLLffvvFG2+8EZs3b27zOUD3E6q7SbFYjDlz5sSPf/zj+NWvfhXjxo1r8vi4ceNiv/32i1/84helZW+88UasWbMmjj322OzhAtAPfeADH4gHHnggNm7cWPpv8uTJMWvWrNi4cWMcfPDB5hoAuuS9731vPPLII02WPfroo/G2t70tIvy9BoDu8dprr0VVVdMfS1ZXV0dDQ0NEmG8A6F6VzCuTJk2KPfbYo8lznnvuufj9739v7oEe5KO/u8lZZ50VN954Y/z3f/931NXVlf5lztChQ6O2tjYKhULMmzcvLrnkknjHO94R73jHO+KSSy6JQYMGxSmnnNLLowegP6irq4vx48c3WTZ48OAYMWJEabm5BoCumD9/fhx77LFxySWXxIwZM+Lee++N6667Lq677rqICH+vAaBbnHTSSfH1r389DjzwwDj88MPjvvvuiyuvvDI+97nPRYT5BoCd9+qrr8Zjjz1W+v0TTzwRGzdujOHDh8eBBx7Y4bwydOjQ+PznPx8LFy6MESNGxPDhw2PRokVxxBFHxAc/+MHeOizY5QnV3eTaa6+NiIipU6c2Wf69730vzjjjjIiIOPfcc+P111+PL33pS7F58+Y45phj4tZbb426urrk0QKwqzLXANAVU6ZMiVWrVsVXvvKVuPDCC2PcuHFx1VVXxaxZs0rPMdcA0FXf+c53YsmSJfGlL30pXnjhhRg9enSceeaZcf7555eeY74BYGesX78+jj/++NLvFyxYEBERp59+eixfvryieeVb3/pWDBgwIGbMmBGvv/56fOADH4jly5dHdXV1+vHA7qJQLBaLvT0IAAAAAAAAAHYfvqMaAAAAAAAAgFRCNQAAAAAAAACphGoAAAAAAAAAUgnVAAAAAAAAAKQSqgEAAAAAAABIJVQDAAAAAAAAkEqoBgAAAAAAACCVUA0AAAAAAABAKqEaAACAPmvq1Kkxb9683h5Gj7vgggtiwoQJvT0MAAAASCNUAwAAQA954403UvdXLBbjrbfeSt0nAAAAdIZQDQAAQJ90xhlnxJo1a+Lqq6+OQqEQhUIhnnzyyXjooYfiox/9aOy1114xatSoOPXUU+PFF18srTd16tSYO3duzJs3L/bee+8YNWpUXHfddbFt27b4u7/7u6irq4u/+qu/itWrV5fWuf3226NQKMRPfvKTOOqoo6KmpiaOOeaYeOCBB5qMae3atfH+978/amtrY+zYsXH22WfHtm3bSo8fdNBBcfHFF8cZZ5wRQ4cOjS9+8YsREbF48eI45JBDYtCgQXHwwQfHkiVL4s0334yIiOXLl8fXvva1uP/++0vHuXz58njyySejUCjExo0bS9t/+eWXo1AoxO23395k3D//+c9j8uTJMXDgwLjjjjuiWCzG5ZdfHgcffHDU1tbGUUcdFT/60Y+6+yUCAACAThOqAQAA6JOuvvrqeM973hNf/OIX47nnnovnnnsu9thjjzjuuONiwoQJsX79+vjZz34Wf/7zn2PGjBlN1l2xYkWMHDky7r333pg7d278/d//fXz605+OY489Nn7729/GtGnT4tRTT43XXnutyXpf/vKX4xvf+EasW7cu9t133/j4xz9eCsoPPPBATJs2LU4++eT43e9+FzfddFPceeedMWfOnCbbuOKKK2L8+PGxYcOGWLJkSURE1NXVxfLly+Ohhx6Kq6++Or773e/Gt771rYiImDlzZixcuDAOP/zw0nHOnDlzp87VueeeG0uXLo2HH344jjzyyPjqV78a3/ve9+Laa6+NBx98MObPnx+zZ8+ONWvW7NR2AQAAoKcUisVisbcHAQAAAK2ZOnVqTJgwIa666qqIiDj//PPjnnvuiZ///Oel5zzzzDMxduzYeOSRR+KQQw6JqVOnRn19fdxxxx0REVFfXx9Dhw6Nk08+Oa6//vqIiHj++edj//33j9/85jfx7ne/O26//fY4/vjjY+XKlaVIvGnTphgzZkwsX748ZsyYEaeddlrU1tbGv/3bv5X2feedd8Zxxx0X27Zti5qamjjooINi4sSJsWrVqnaP64orroibbrop1q9fHxF/+Y7qm2++ucm7p5988skYN25c3HfffaXvr3755Zdj7733jttuuy2mTp1aGvfNN98cn/jEJyIiYtu2bTFy5Mj41a9+Fe95z3tK2/vCF74Qr732Wtx4442deCUAAACgew3o7QEAAABApTZs2BC33XZb7LXXXi0ee/zxx+OQQw6JiIgjjzyytLy6ujpGjBgRRxxxRGnZqFGjIiLihRdeaLKN8rA7fPjw+Ou//ut4+OGHS/t+7LHH4oYbbig9p1gsRkNDQzzxxBNx6KGHRkTE5MmTW4ztRz/6UVx11VXx2GOPxauvvhpvvfVWDBkyZKePvy3l+3zooYdi+/bt8aEPfajJc954442YOHFit+0TAAAAukKoBgAAoN9oaGiIk046KS677LIWj+2///6lX++xxx5NHisUCk2WFQqF0vY6Uv7cM888M84+++wWzznwwANLvx48eHCTx+6+++74zGc+E1/72tdi2rRpMXTo0Fi5cmV885vfbHe/VVV/+bau8g9Ca/wY8ubK99l4TD/5yU/igAMOaPK8gQMHtrtPAAAAyCJUAwAA0GftueeeUV9fX/r90UcfHf/1X/8VBx10UAwY0P1/pb377rtL0Xnz5s3x6KOPxjvf+c7Svh988MF4+9vfvlPbvOuuu+Jtb3tb/OM//mNp2Z/+9Kcmz2l+nBER++yzT0REPPfcc6V3Qpd/NHhbDjvssBg4cGA89dRTcdxxx+3UWAEAACBLVW8PAAAAANpy0EEHxT333BNPPvlkvPjii3HWWWfFpk2b4rOf/Wzce++98cc//jFuvfXW+NznPtci9HbGhRdeGL/85S/j97//fZxxxhkxcuTImD59ekRELF68OH7zm9/EWWedFRs3bow//OEPccstt8TcuXPb3ebb3/72eOqpp2LlypXx+OOPx7e//e0W32F90EEHxRNPPBEbN26MF198MXbs2BG1tbXx7ne/Oy699NJ46KGH4te//nV89atf7fAY6urqYtGiRTF//vxYsWJFPP7443HffffFP//zP8eKFSs6fW4AAACgOwnVAAAA9FmLFi2K6urqOOyww2KfffaJN954I+66666or6+PadOmxfjx4+Occ86JoUOHlj4quysuvfTSOOecc2LSpEnx3HPPxS233BJ77rlnRPzle6/XrFkTf/jDH+Jv/uZvYuLEibFkyZImHznemk984hMxf/78mDNnTkyYMCHWrl0bS5YsafKcT33qU/GRj3wkjj/++Nhnn33ihz/8YURE/Md//Ee8+eabMXny5DjnnHPi4osvrug4Lrroojj//PNj6dKlceihh8a0adPif/7nf2LcuHGdOCsAAADQ/QrF8i+7AgAAgN3Q7bffHscff3xs3rw5hg0b1tvDAQAAgF2ed1QDAAAAAAAAkEqoBgAAAAAAACCVj/4GAAAAAAAAIJV3VAMAAAAAAACQSqgGAAAAAAAAIJVQDQAAAAAAAEAqoRoAAAAAAACAVEI1AAAAAAAAAKmEagAAAAAAAABSCdUAAAAAAAAApBKqAQAAAAAAAEglVAMAAAAAAACQ6v8BjpGTiNWi5iwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(sns.boxplot(x=machinetempres['temperature'], whis=2.5))#print box plot" + ] + }, + { + "cell_type": "code", + "execution_count": 394, + "id": "671f97aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AxesSubplot(0.125,0.11;0.775x0.77)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (sns.boxenplot(x=machinetempres['temperature'],k_depth='tukey'))#print boxen plot" + ] + }, + { + "cell_type": "code", + "execution_count": 395, + "id": "832140f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AxesSubplot(0.125,0.11;0.775x0.77)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#print lag plot\n", + "y = machinetempres['temperature'][1:].values.reshape(-1)\n", + "x = machinetempres['temperature'][:-1].values.reshape(-1)\n", + "print(sns.scatterplot(x=x, y=y,alpha=0.5))" + ] + }, + { + "cell_type": "code", + "execution_count": 396, + "id": "e927f4a6", + "metadata": {}, + "outputs": [], + "source": [ + "def iqr_outliers(data):\n", + " q1, q3 = np.percentile(data['temperature'], [25, 75])\n", + " IQR = q3 - q1\n", + " lower_fence = q1 - (2.5 * IQR)\n", + " upper_fence = q3 + (2.5 * IQR)\n", + " return data[(data['temperature'] > upper_fence) | (data['temperature'] < lower_fence)]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 397, + "id": "65865aff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " temperature\n", + "timestamp \n", + "2013-12-05 19:00:00 55.057879\n", + "2013-12-10 06:00:00 54.930578\n", + "2013-12-10 07:00:00 53.261878\n", + "2013-12-10 08:00:00 51.264934\n", + "2013-12-10 09:00:00 49.925316\n", + "... ...\n", + "2014-02-09 07:00:00 30.880488\n", + "2014-02-09 08:00:00 30.632596\n", + "2014-02-09 09:00:00 30.583324\n", + "2014-02-09 10:00:00 30.641056\n", + "2014-02-09 11:00:00 32.311358\n", + "\n", + "[91 rows x 1 columns]\n" + ] + } + ], + "source": [ + "outliers = iqr_outliers(machinetempres)#print outliers\n", + "print(outliers)" + ] + }, + { + "cell_type": "code", + "execution_count": 399, + "id": "bc197823", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " temperature\n", + "timestamp \n", + "2013-12-16 17:00:00 20.641281\n", + "2013-12-16 16:00:00 22.004861\n", + "2014-02-08 14:00:00 26.971556\n", + "2014-02-08 15:00:00 27.713841\n", + "2014-02-08 13:00:00 28.383913\n", + "... ...\n", + "2013-12-10 19:00:00 54.784384\n", + "2013-12-16 05:00:00 54.795375\n", + "2013-12-10 06:00:00 54.930578\n", + "2013-12-05 19:00:00 55.057879\n", + "2014-02-03 05:00:00 55.231263\n", + "\n", + "[91 rows x 1 columns]\n" + ] + } + ], + "source": [ + "\n", + "sorted_outliers = outliers.sort_values(by='temperature')\n", + "\n", + "print(sorted_outliers)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "686ea447", + "metadata": {}, + "source": [ + "The outliers are all temperature values greater than 20 but less than 55." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0aa37b43", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def zscore(df, degree=3):#find Z score\n", + " data = df.copy()\n", + " data['zscore'] = (data - data.mean())/data.std()\n", + " outliers = data[(data['zscore'] <= -degree) | (data['zscore'] >= degree)]\n", + " \n", + " return outliers['temperature'], data\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91bdd303", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "threshold = 2.5\n", + "\n", + "outliers, transformed = zscore(machinetempres, threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7409515c", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_zscore(data, d=3):#plot Z score\n", + " n = len(data)\n", + " plt.figure(figsize=(8,8))\n", + " plt.plot(data,'k^')\n", + " plt.plot([0,n],[d,d],'r--')\n", + " plt.plot([0,n],[-d,-d],'r--')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7ee6305", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = transformed['zscore'].values\n", + "plot_zscore(data, d=2.5)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}