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@limbachia
Created January 26, 2021 04:11
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Chirag Limbachia: DSI Instructor Code Challenge
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
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"source": [
"from IPython.display import HTML\n",
"\n",
"HTML('''<script>\n",
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Part 1**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2021-01-25T22:41:36-05:00\n",
"\n",
"CPython 3.7.3\n",
"IPython 7.19.0\n",
"\n",
"compiler : GCC 7.3.0\n",
"system : Linux\n",
"release : 3.10.0-1127.19.1.el7.x86_64\n",
"machine : x86_64\n",
"processor : x86_64\n",
"CPU cores : 16\n",
"interpreter: 64bit\n"
]
}
],
"source": [
"%config Completer.use_jedi = False\n",
"%load_ext watermark\n",
"%watermark"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
"Data processing librarirs\n",
"'''\n",
"from sklearn.model_selection import StratifiedShuffleSplit\n",
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn.base import BaseEstimator, TransformerMixin\n",
"from sklearn.pipeline import Pipeline\n",
"\n",
"'''\n",
"Visualization libraries\n",
"'''\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"whitegrid\")\n",
"sns.set_context(\"notebook\",font_scale=1)\n",
"\n",
"'''\n",
"ML libraries\n",
"'''\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.model_selection import GridSearchCV\n",
"from sklearn.dummy import DummyClassifier\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import SVC\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.model_selection import cross_val_predict, cross_val_score\n",
"'''\n",
"metrics libraries\n",
"'''\n",
"from sklearn import metrics\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Data Analysis"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>radius_sd_error</th>\n",
" <th>radius_worst</th>\n",
" <th>texture_mean</th>\n",
" <th>texture_sd_error</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_mean</th>\n",
" <th>perimeter_sd_error</th>\n",
" <th>perimeter_worst</th>\n",
" <th>...</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave_points_mean</th>\n",
" <th>concave_points_sd_error</th>\n",
" <th>concave_points_worst</th>\n",
" <th>symmetry_mean</th>\n",
" <th>symmetry_sd_error</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_mean</th>\n",
" <th>fractal_dimension_sd_error</th>\n",
" <th>fractal_dimension_worst</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>842302</th>\n",
" <td>M</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.3001</td>\n",
" <td>0.14710</td>\n",
" <td>0.2419</td>\n",
" <td>...</td>\n",
" <td>25.38</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.1622</td>\n",
" <td>0.6656</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>842517</th>\n",
" <td>M</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.0869</td>\n",
" <td>0.07017</td>\n",
" <td>0.1812</td>\n",
" <td>...</td>\n",
" <td>24.99</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.1238</td>\n",
" <td>0.1866</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84300903</th>\n",
" <td>M</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.1974</td>\n",
" <td>0.12790</td>\n",
" <td>0.2069</td>\n",
" <td>...</td>\n",
" <td>23.57</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.1444</td>\n",
" <td>0.4245</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84348301</th>\n",
" <td>M</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.2414</td>\n",
" <td>0.10520</td>\n",
" <td>0.2597</td>\n",
" <td>...</td>\n",
" <td>14.91</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.2098</td>\n",
" <td>0.8663</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84358402</th>\n",
" <td>M</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.1980</td>\n",
" <td>0.10430</td>\n",
" <td>0.1809</td>\n",
" <td>...</td>\n",
" <td>22.54</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.1374</td>\n",
" <td>0.2050</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 31 columns</p>\n",
"</div>"
],
"text/plain": [
" diagnosis radius_mean radius_sd_error radius_worst texture_mean \\\n",
"ID \n",
"842302 M 17.99 10.38 122.80 1001.0 \n",
"842517 M 20.57 17.77 132.90 1326.0 \n",
"84300903 M 19.69 21.25 130.00 1203.0 \n",
"84348301 M 11.42 20.38 77.58 386.1 \n",
"84358402 M 20.29 14.34 135.10 1297.0 \n",
"\n",
" texture_sd_error texture_worst perimeter_mean perimeter_sd_error \\\n",
"ID \n",
"842302 0.11840 0.27760 0.3001 0.14710 \n",
"842517 0.08474 0.07864 0.0869 0.07017 \n",
"84300903 0.10960 0.15990 0.1974 0.12790 \n",
"84348301 0.14250 0.28390 0.2414 0.10520 \n",
"84358402 0.10030 0.13280 0.1980 0.10430 \n",
"\n",
" perimeter_worst ... concavity_worst concave_points_mean \\\n",
"ID ... \n",
"842302 0.2419 ... 25.38 17.33 \n",
"842517 0.1812 ... 24.99 23.41 \n",
"84300903 0.2069 ... 23.57 25.53 \n",
"84348301 0.2597 ... 14.91 26.50 \n",
"84358402 0.1809 ... 22.54 16.67 \n",
"\n",
" concave_points_sd_error concave_points_worst symmetry_mean \\\n",
"ID \n",
"842302 184.60 2019.0 0.1622 \n",
"842517 158.80 1956.0 0.1238 \n",
"84300903 152.50 1709.0 0.1444 \n",
"84348301 98.87 567.7 0.2098 \n",
"84358402 152.20 1575.0 0.1374 \n",
"\n",
" symmetry_sd_error symmetry_worst fractal_dimension_mean \\\n",
"ID \n",
"842302 0.6656 0.7119 0.2654 \n",
"842517 0.1866 0.2416 0.1860 \n",
"84300903 0.4245 0.4504 0.2430 \n",
"84348301 0.8663 0.6869 0.2575 \n",
"84358402 0.2050 0.4000 0.1625 \n",
"\n",
" fractal_dimension_sd_error fractal_dimension_worst \n",
"ID \n",
"842302 0.4601 0.11890 \n",
"842517 0.2750 0.08902 \n",
"84300903 0.3613 0.08758 \n",
"84348301 0.6638 0.17300 \n",
"84358402 0.2364 0.07678 \n",
"\n",
"[5 rows x 31 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# load column names of the dataset\n",
"with open('data/field_names.txt',\"r\") as f:\n",
" fields = [col.replace('\\n','') for col in f.readlines()]\n",
"\n",
"# load the \n",
"data = pd.read_csv('data/breast-cancer.csv',header=None, names=fields)\n",
"data.set_index('ID',inplace=True)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before setting aside test and validation datasets, check for any class imbalance."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"B 0.627417\n",
"M 0.372583\n",
"Name: diagnosis, dtype: float64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.diagnosis.value_counts(normalize=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The benign (B) class is in higher proportion then the malignant (M) class. \n",
"\n",
"Set aside validation and test sets maintaining the class proportionality."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TRAIN: 70%\n",
"VAL: 15%\n",
"TEST: 15%\n"
]
}
],
"source": [
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.3, random_state=42)\n",
"\n",
"for train_idx, test_idx in split.split(data, data['diagnosis']):\n",
" train = data.iloc[train_idx]\n",
" test = data.iloc[test_idx]\n",
" \n",
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.5, random_state=42)\n",
"\n",
"for val_idx, test_idx in split.split(test, test['diagnosis']):\n",
" val = data.iloc[val_idx]\n",
" test = data.iloc[test_idx]\n",
"\n",
"print('TRAIN: %.0f%%' %(len(train)/len(data)*100))\n",
"print('VAL: %.0f%%' %(len(val)/len(data)*100))\n",
"print('TEST: %.0f%%' %(len(test)/len(data)*100))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TRAIN\n",
"B 0.628141\n",
"M 0.371859\n",
"Name: diagnosis, dtype: float64\n",
"VAL\n",
"M 0.552941\n",
"B 0.447059\n",
"Name: diagnosis, dtype: float64\n",
"TEST\n",
"B 0.511628\n",
"M 0.488372\n",
"Name: diagnosis, dtype: float64\n"
]
}
],
"source": [
"# Check target proportions in three sets are similar\n",
"print('TRAIN')\n",
"print(train.diagnosis.value_counts(normalize=True))\n",
"print(\"VAL\")\n",
"print(val.diagnosis.value_counts(normalize=True))\n",
"print(\"TEST\")\n",
"print(test.diagnosis.value_counts(normalize=True))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Their proportions are similar across both sets. \n",
"\n",
"Moving forward, only train sets will be used for exploration, processing, feature engineering and modeling.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 398 entries, 8610862 to 866674\n",
"Data columns (total 31 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 diagnosis 398 non-null object \n",
" 1 radius_mean 398 non-null float64\n",
" 2 radius_sd_error 398 non-null float64\n",
" 3 radius_worst 398 non-null float64\n",
" 4 texture_mean 398 non-null float64\n",
" 5 texture_sd_error 398 non-null float64\n",
" 6 texture_worst 398 non-null float64\n",
" 7 perimeter_mean 398 non-null float64\n",
" 8 perimeter_sd_error 398 non-null float64\n",
" 9 perimeter_worst 398 non-null float64\n",
" 10 area_mean 398 non-null float64\n",
" 11 area_sd_error 398 non-null float64\n",
" 12 area_worst 398 non-null float64\n",
" 13 smoothness_mean 398 non-null float64\n",
" 14 smoothness_sd_error 398 non-null float64\n",
" 15 smoothness_worst 398 non-null float64\n",
" 16 compactness_mean 398 non-null float64\n",
" 17 compactness_sd_error 398 non-null float64\n",
" 18 compactness_worst 398 non-null float64\n",
" 19 concavity_mean 398 non-null float64\n",
" 20 concavity_sd_error 398 non-null float64\n",
" 21 concavity_worst 398 non-null float64\n",
" 22 concave_points_mean 398 non-null float64\n",
" 23 concave_points_sd_error 398 non-null float64\n",
" 24 concave_points_worst 398 non-null float64\n",
" 25 symmetry_mean 398 non-null float64\n",
" 26 symmetry_sd_error 398 non-null float64\n",
" 27 symmetry_worst 398 non-null float64\n",
" 28 fractal_dimension_mean 398 non-null float64\n",
" 29 fractal_dimension_sd_error 398 non-null float64\n",
" 30 fractal_dimension_worst 398 non-null float64\n",
"dtypes: float64(30), object(1)\n",
"memory usage: 99.5+ KB\n"
]
}
],
"source": [
"## Check data type for all variables\n",
"train.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All variables are numerical except the target (``diagnosis``) which is categorical. \n",
"There also does not seem to be any missing values, but let's double check.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"diagnosis 0\n",
"radius_mean 0\n",
"radius_sd_error 0\n",
"radius_worst 0\n",
"texture_mean 0\n",
"texture_sd_error 0\n",
"texture_worst 0\n",
"perimeter_mean 0\n",
"perimeter_sd_error 0\n",
"perimeter_worst 0\n",
"area_mean 0\n",
"area_sd_error 0\n",
"area_worst 0\n",
"smoothness_mean 0\n",
"smoothness_sd_error 0\n",
"smoothness_worst 0\n",
"compactness_mean 0\n",
"compactness_sd_error 0\n",
"compactness_worst 0\n",
"concavity_mean 0\n",
"concavity_sd_error 0\n",
"concavity_worst 0\n",
"concave_points_mean 0\n",
"concave_points_sd_error 0\n",
"concave_points_worst 0\n",
"symmetry_mean 0\n",
"symmetry_sd_error 0\n",
"symmetry_worst 0\n",
"fractal_dimension_mean 0\n",
"fractal_dimension_sd_error 0\n",
"fractal_dimension_worst 0\n",
"dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Check for missing values\n",
"train.isnull().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No missing values, good!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check distributions of all numerical variables."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1440 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_=train.hist(bins=50, figsize=(15,20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All numerical variables are continuous. \n",
"All variables are non-normally distributed and have varying degrees of positive skewness.\n",
"\n",
"\n",
"It can be argued that following variables are normally distributed:\n",
" - `radius_sd_error`\n",
" - `texture_sd_error`\n",
" - `perimeter_worst`\n",
" - `concave_points_mean`\n",
" - `symmetry_mean`\n",
" - `fractal_dimension_sd_error`\n",
" \n",
"However, lets apply log transform to all continuous variables and see if their distributions become more normal.\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"cont_vars = train.drop('diagnosis',axis=1).columns"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Logarithm transform\n",
"class LogTransform(BaseEstimator, TransformerMixin):\n",
" def __init__(self, variables=None):\n",
" if not isinstance(variables, list):\n",
" self.variables = [variables]\n",
" else:\n",
" self.variables = variables\n",
"\n",
" def fit(self, X, y=None):\n",
" # This step is not needed, but to accomodate the pipeline\n",
" return self\n",
" \n",
" def transform(self, X):\n",
" X = X.copy()\n",
" \n",
" for feature in self.variables:\n",
" X[feature] = np.log1p(X[feature])\n",
" \n",
" return X\n",
" \n",
"def transform(df,var_list):\n",
" ''' Applies log transformation to df'''\n",
" df = df.copy()\n",
" logTransformer = LogTransform(variables=var_list)\n",
" df = logTransformer.transform(df)\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1440 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def analyze_transformed_distribution(df,var_list):\n",
" df = transform(df,var_list)\n",
" _=df.hist(bins=50, figsize=(15,20))\n",
" \n",
"analyze_transformed_distribution(train,cont_vars)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transforming the variables has helped in making distributions of most variables look like a normal distribution. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bivariate analysis "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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