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@adikamath
Created October 29, 2018 00:51
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Import Libraries</h2>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"'''libraries for data wrangling'''\n",
"import math\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"'''ML libraries for clustering work'''\n",
"import scipy.cluster.hierarchy as sch\n",
"from sklearn import preprocessing\n",
"from sklearn.cluster import KMeans\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from sklearn.metrics import confusion_matrix, classification_report"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Data Wrangling and Exploratory Analysis</h2>\n",
"\n",
"Download the data from this link [here](https://github.com/adikamath/datasets/blob/master/sku_data.xlsx). The data that we have here is in the pivoted form which isn't very helpful when you want to run algorithms on it. So lets clean and transform the dataset. Some of the ways we will be cleaning the dataset is by unpivoting the dataset, convert the date into timestamp format, extract and store elements of the data (this will be helpful during time series analysis). I will also be aggregating the demand for each Part Number by month of the year."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"'''read in the dataset'''\n",
"data= pd.read_excel(r'sku_data.xlsx')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"'''prepare to melt the data and get the dates in the headers as values into the month column'''\n",
"'''create the list of header names'''\n",
"cols= list(data.columns)\n",
"\n",
"'''melt the dataset, id_vars is the columns to keep while the value_vars is the list of headers that need to be \n",
"converted to values'''\n",
"sku_melted= pd.melt(data, id_vars= cols[:2], value_vars= cols[3:], var_name= 'date')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"'''extract a month and year from the date column'''\n",
"sku_melted['month']= sku_melted['date'].apply(lambda x: str(x.strftime('%b'))+'-'+str(x.year))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"'''good practice to store the date in timestamp format'''\n",
"sku_melted['month']= pd.to_datetime(sku_melted['month'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sku_melted.to_excel(r'sku_melted.xlsx', index= False)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"'''ensure that for each part number you aggregate the demand data by month'''\n",
"toCluster= pd.DataFrame(sku_melted.groupby(['Part Number', 'month'])['value'].sum()).reset_index()\n",
"\n",
"'''convert all the months to datetime format'''\n",
"toCluster['month']= pd.to_datetime(toCluster['month'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>Part Number</th>\n",
" <th>month</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>PN-100-430</td>\n",
" <td>2014-06-01</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>PN-100-430</td>\n",
" <td>2014-07-01</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PN-100-430</td>\n",
" <td>2014-08-01</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>PN-100-430</td>\n",
" <td>2014-09-01</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>PN-100-430</td>\n",
" <td>2014-10-01</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Part Number month value\n",
"0 PN-100-430 2014-06-01 0\n",
"1 PN-100-430 2014-07-01 0\n",
"2 PN-100-430 2014-08-01 0\n",
"3 PN-100-430 2014-09-01 0\n",
"4 PN-100-430 2014-10-01 0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toCluster.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An interesting approach that I recently came across when exploring ways to segment SKUs was to plot the average demand for each SKU against the coeficient of variance. Coeficient of Variance (COV) is a measure of volatility of data and is the ratio of the standard deviation of the data to its arithmetic mean. This is often used to evaluate the forecastability of data. So let's calculate the mean and COV for each Part Number and create the plot."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/adityakamath/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: FutureWarning: using a dict on a Series for aggregation\n",
"is deprecated and will be removed in a future version\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
}
],
"source": [
"'''function to calculate coeficient of variation and store relevant statistics in a dataframe'''\n",
"\n",
"cov_data= toCluster.groupby('Part Number')['value'].agg({'avg_demand':'mean', 'std_dev': 'std'}).reset_index()\n",
"cov_data['cov']= cov_data['std_dev'] / cov_data['avg_demand']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Avg. Monthly Demand')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''plot the data to see the spread'''\n",
"plt.style.use('fivethirtyeight')\n",
"plt.figure(figsize= (10, 10))\n",
"plt.scatter(x= cov_data['cov'], y= cov_data['avg_demand'], s= 80, alpha= 0.60, c= 'maroon')\n",
"plt.xlabel('Coeficient of Variation')\n",
"plt.ylabel('Average Monthly Demand')\n",
"plt.title('Avg. Monthly Demand')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some quick observations. We have some Part Numbers that have really high COV and you can see that their average monthly demand is almost 0. Most Part Numbers it seems have a COV of between 1 and 3 and have higher average monthly demands. We can try visualizing this with the demand axis having a log scale. So let's plot that."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Avg. Monthly Demand')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''plot the data to see the spread'''\n",
"\n",
"plt.figure(figsize= (10, 10))\n",
"plt.yscale('log')\n",
"plt.scatter(x= cov_data['cov'], y= cov_data['avg_demand'], s= 80, alpha= 0.60, c= 'maroon')\n",
"plt.xlabel('Coeficient of Variation')\n",
"plt.ylabel('Average Monthly Demand')\n",
"plt.title('Avg. Monthly Demand')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Handling Extreme Volatility</h2>\n",
"\n",
"From our exploratory visualizations, we noticed that the COV is really high, mainly because the demand for the Part Numbers is so low in most cases. Let's try reducing the COV further by averaging the demand for each Part Number by the year."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/adityakamath/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: using a dict on a Series for aggregation\n",
"is deprecated and will be removed in a future version\n",
" del sys.path[0]\n"
]
}
],
"source": [
"'''to find out average annual demand'''\n",
"toCluster2= toCluster.copy()\n",
"\n",
"'''create a year column'''\n",
"toCluster2['year']= toCluster['month'].apply(lambda x: x.year)\n",
"\n",
"'''drop the month column'''\n",
"toCluster2= toCluster2.drop(['month'], axis= 1)\n",
"\n",
"'''groupby year'''\n",
"toCluster2= pd.DataFrame(toCluster2.groupby(['Part Number', 'year'])['value'].sum()).reset_index()\n",
"\n",
"cov_data2= toCluster2.groupby('Part Number')['value'].agg({'avg_demand':'mean',\\\n",
" 'std_dev': 'std'}).reset_index()\n",
"\n",
"cov_data2['cov']= cov_data2['std_dev'] / cov_data2['avg_demand']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Avg. Annual Demand (Log Scale)')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''plot the data to see the spread'''\n",
"plt.style.use('fivethirtyeight')\n",
"plt.figure(figsize= (10, 10))\n",
"plt.scatter(x= cov_data2['cov'], y= cov_data2['avg_demand'], s= 80, alpha= 0.60, c= 'maroon')\n",
"plt.yscale('log')\n",
"plt.xlabel('Coeficient of Variation')\n",
"plt.ylabel('Average Annual Demand')\n",
"plt.title('Avg. Annual Demand (Log Scale)')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Data Preprocessing</h2>\n",
"\n",
"Looking at the scatter plot above it is clear that our transformation has reduced the COV of the demand data. Also, since the data looks much better dispersed on the log scale, lets just create a new column in our data set with the natural log of the demand data. We're nearly ready to try our clustering approaches but we need to perform an important data preprocessing step called scaling. The Min-Max Scaling approach ensures that the range of the data is between 0 and 1. Scaling and other technicques such as Normalizing are often used to prepare the features of the data (predictors) for machine learning. More on this in the references below. So let's do the following two things:\n",
"\n",
"• The demand data looks much better dispersed on the log scale so create a new column with the natural log of the average yearly demand.\n",
"\n",
"• Use the 'preprocessing' feature to scale both the average yearly demand data and the COV data."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"'''storing log values of the annual demand for each SKU'''\n",
"cov_data3= cov_data2.copy()\n",
"cov_data3['log_demand']= cov_data3['avg_demand'].apply(lambda x: np.log(x))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"'''normalize both the log of annual demand as well as the COV'''\n",
"'''min max scaler can be only applied on numpy arrays and then reshaping them...this is as per the recently updated package'''\n",
"min_max_scaler = preprocessing.MinMaxScaler()\n",
"cov_data3['cov_scaled']= min_max_scaler.fit_transform(cov_data3['cov'].values.reshape(-1,1))\n",
"cov_data3['demand_scaled']= min_max_scaler.fit_transform(cov_data3['log_demand'].values.reshape(-1,1))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Average Annual Demand (Log)')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x1080 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''plot the data to see the spread'''\n",
"plt.style.use('fivethirtyeight')\n",
"plt.figure(figsize= (25, 15))\n",
"plt.scatter(x= cov_data3['cov_scaled'], y= cov_data3['demand_scaled'], s= 320, alpha= 0.60, c= 'maroon')\n",
"plt.xlabel('Coeficient of Variation')\n",
"plt.ylabel('Average Annual Demand (Log)')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3>Hierarchical Agglomerative Clustering</h3>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will not delve into the details of how these clustering algorithms work instead we will briefly look at the results of applying these algorithms on our dataset. The first clustering algorithm we'll try is called Agglomerative Clustering or Hierarchical Agglomerative Clusterting (HAC). It begins clustering with one cluster containing all the data points and then works its way hierarchically by splitting each cluster until it reaches the individual data points. The best way to visualize this is through a dendrogram that you can see below. Each branch that you see is one cluster and the very bottom are the data points, the Part Numbers that belong to that cluster. HAC doesn't prescribe the best number of clusters so we will arbitrarily provide it a value. In this case, I've specified it as 6 by looking at the dendrogram but an online search on this topic will show you some heuristics that you can use to find the best number of clusters."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0,'Coefficient of Variance')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''clsutering starts here'''\n",
"fig = plt.figure(figsize=(10,10))\n",
"Y= cov_data3.iloc[:, [6,5]].values\n",
"dendrogram= sch.dendrogram(sch.linkage(Y, method= 'ward'))\n",
"plt.title('Part Number Dendrogram', fontsize= 20)\n",
"plt.xlabel('Coefficient of Variance', fontsize= 15)\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"'''fitting the hierarchical clustering model to the dataset'''\n",
"from sklearn.cluster import AgglomerativeClustering\n",
"hc= AgglomerativeClustering(n_clusters= 6, affinity= 'euclidean', linkage= 'ward')\n",
"y_hc= hc.fit_predict(Y)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Average Annual Demand (Log)')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1080 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"'''visualize the clusters'''\n",
"font = {'size' : 35}\n",
"plt.style.use('fivethirtyeight')\n",
"plt.rc('font')\n",
"fig = plt.figure(figsize=(25,15))\n",
"plt.scatter( Y[y_hc == 0,1], Y[y_hc== 0,0], s= 400, c= 'darkmagenta', label= 'Cluster 1', alpha= 0.63)\n",
"plt.scatter( Y[y_hc == 1,1], Y[y_hc== 1,0], s= 400, c= 'blue', label= 'Cluster 2', alpha= 0.63)\n",
"plt.scatter( Y[y_hc == 2,1], Y[y_hc== 2,0], s= 400, c= 'limegreen', label= 'Cluster 3', alpha= 0.63)\n",
"plt.scatter( Y[y_hc == 3,1], Y[y_hc== 3,0], s= 400, c= 'brown', label= 'Cluster 4', alpha= 0.63)\n",
"plt.scatter( Y[y_hc == 4,1], Y[y_hc== 4,0], s= 400, c= 'orangered', label= 'Cluster 5', alpha= 0.63)\n",
"plt.scatter( Y[y_hc == 5,1], Y[y_hc== 5,0], s= 400, c= 'black', label= 'Cluster 6', alpha= 0.63)\n",
"plt.legend(loc='lower left')\n",
"plt.title('Hierarchical Clustering of Part Numbers (Scaled Values)', fontsize= 20)\n",
"plt.xlabel('Coefficient of Variance', fontsize= 20)\n",
"plt.ylabel('Average Annual Demand (Log)', fontsize= 20)\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"'''Now that we've got the results of the clustering, let's add a column of the cluster labels back to the original dataset'''\n",
"data_agglomerative= cov_data3.copy()\n",
"data_agglomerative['hierarchical_cluster']= y_hc"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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>Part Number</th>\n",
" <th>avg_demand</th>\n",
" <th>std_dev</th>\n",
" <th>cov</th>\n",
" <th>log_demand</th>\n",
" <th>cov_scaled</th>\n",
" <th>demand_scaled</th>\n",
" <th>hierarchical_cluster</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>PN-100-430</td>\n",
" <td>14.0</td>\n",
" <td>23.409400</td>\n",
" <td>1.672100</td>\n",
" <td>2.639057</td>\n",
" <td>0.711461</td>\n",
" <td>0.368888</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>PN-101-146</td>\n",
" <td>561.4</td>\n",
" <td>662.566072</td>\n",
" <td>1.180203</td>\n",
" <td>6.330434</td>\n",
" <td>0.459795</td>\n",
" <td>0.689403</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PN-101-855</td>\n",
" <td>1610.4</td>\n",
" <td>2010.917900</td>\n",
" <td>1.248707</td>\n",
" <td>7.384238</td>\n",
" <td>0.494843</td>\n",
" <td>0.780903</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Part Number avg_demand std_dev cov log_demand cov_scaled \\\n",
"0 PN-100-430 14.0 23.409400 1.672100 2.639057 0.711461 \n",
"1 PN-101-146 561.4 662.566072 1.180203 6.330434 0.459795 \n",
"2 PN-101-855 1610.4 2010.917900 1.248707 7.384238 0.494843 \n",
"\n",
" demand_scaled hierarchical_cluster \n",
"0 0.368888 4 \n",
"1 0.689403 0 \n",
"2 0.780903 0 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''preview the cluster labels'''\n",
"data_agglomerative.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the results, we can see how the algorithm has clusterred the data. Some clusters with a smaller range of COV are more compact while those clusters at the farther end of the COV axis are more spread out. Let's try another clustering algorithm to see the results. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3>K-Means Clustering</h3>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very popular clustering approach, the K-Means algorithm clusters the data around 'k' centroids that we define. The algorithm first chooses 'k' centroids randomly and then forms clusters by assigning those data points that are closest to a centroid. It then calculates new centroids for each cluster and then again assigns data points to clusters formed by the new centroids. Ultimately if the centroids don't change, the algorithm stops. Here too, the algorithm will not decide the number of centroids so you have to choose them. One popular method is called the Elbow method. Elbow method compares the Sum of Squared Error versus the number of centroids. Essentially, higher the number of centroids, lower is the SSE, but then we don't want too many cetnroids either. So we choose 'k' where the curve forms an elbow. "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"'''create a copy of the data'''\n",
"data_kmeans= cov_data3.copy()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"'''create a list with the range of clusters to be tested'''\n",
"Ks = range(5, 40)\n",
"\n",
"'''create a separate list with K-Means objects stored for each cluster size'''\n",
"km = [KMeans(n_clusters=i) for i in Ks]\n",
"\n",
"'''create another list to store the clustering scores for each cluster size'''\n",
"score = [km[i].fit(data_kmeans[['cov_scaled', 'demand_scaled']]).score(data_kmeans[['cov_scaled', 'demand_scaled']]) for i in range(len(km))]\n",
"\n",
"'''since the scores are negative, create a new list with positive scores'''\n",
"score2 = [x* -1 for x in score]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'K-Means Score')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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