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CaseStudyPorter.ipynb
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{
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"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyOOl0Ixirif6DtIXm0aKHn6",
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
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"source": [
"<a href=\"https://colab.research.google.com/gist/TestPrab/ec219c540f7fb89b0989414de529acc2/casestudyporter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RQ8f2CvJ4HNk",
"outputId": "438a48ea-eaf2-42ff-fbd5-f00b1f5b9a30"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=1WFa46c7_uSZ6GSzgYrDk4TKJd3y9zv8f\n",
"To: /content/data_2.csv\n",
"\r 0% 0.00/15.7M [00:00<?, ?B/s]\r 43% 6.82M/15.7M [00:00<00:00, 68.0MB/s]\r100% 15.7M/15.7M [00:00<00:00, 114MB/s] \n"
]
}
],
"source": [
"!gdown 1WFa46c7_uSZ6GSzgYrDk4TKJd3y9zv8f"
]
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import numpy as np"
],
"metadata": {
"id": "76TeqZ4i6Rmw"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from sklearn.metrics import mean_squared_error , r2_score,mean_absolute_error\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"from tensorflow.keras import Model\n",
"from tensorflow.keras import Sequential\n",
"from tensorflow.keras.optimizers import Adam\n",
"from tensorflow.keras.layers import Dense,Dropout,BatchNormalization,LeakyReLU\n",
"from sklearn.model_selection import train_test_split\n",
"from tensorflow.keras.losses import MeanSquaredError,MeanSquaredLogarithmicError,MeanAbsolutePercentageError\n",
"\n",
"from tensorflow.keras.metrics import mean_absolute_percentage_error, RootMeanSquaredError,MeanAbsoluteError\n",
"from tensorflow.keras.optimizers import SGD,Adam\n",
"import seaborn as sns"
],
"metadata": {
"id": "wjaBTZkO4SIU"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"sns.set(rc={'figure.figsize':(15,10)})"
],
"metadata": {
"id": "RHQmXYWg5qsj"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df=pd.read_csv('/content/data_2.csv')\n",
"df.head()"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 357
},
"id": "I6o17aG66F2J",
"outputId": "e25923e2-46bd-4248-b104-6a82ecc2a607"
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{
"output_type": "execute_result",
"data": {
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" market_id created_at actual_delivery_time \\\n",
"0 1.0 2015-02-06 22:24:17 2015-02-06 23:11:17 \n",
"1 2.0 2015-02-10 21:49:25 2015-02-10 22:33:25 \n",
"2 2.0 2015-02-16 00:11:35 2015-02-16 01:06:35 \n",
"3 1.0 2015-02-12 03:36:46 2015-02-12 04:35:46 \n",
"4 1.0 2015-01-27 02:12:36 2015-01-27 02:58:36 \n",
"\n",
" store_primary_category order_protocol total_items subtotal \\\n",
"0 4 1.0 4 3441 \n",
"1 46 2.0 1 1900 \n",
"2 36 3.0 4 4771 \n",
"3 38 1.0 1 1525 \n",
"4 38 1.0 2 3620 \n",
"\n",
" num_distinct_items min_item_price max_item_price total_onshift_dashers \\\n",
"0 4 557 1239 33.0 \n",
"1 1 1400 1400 1.0 \n",
"2 3 820 1604 8.0 \n",
"3 1 1525 1525 5.0 \n",
"4 2 1425 2195 5.0 \n",
"\n",
" total_busy_dashers total_outstanding_orders \\\n",
"0 14.0 21.0 \n",
"1 2.0 2.0 \n",
"2 6.0 18.0 \n",
"3 6.0 8.0 \n",
"4 5.0 7.0 \n",
"\n",
" estimated_store_to_consumer_driving_duration \n",
"0 861.0 \n",
"1 690.0 \n",
"2 289.0 \n",
"3 795.0 \n",
"4 205.0 "
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" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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" element.innerHTML = '';\n",
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]
},
"metadata": {},
"execution_count": 27
}
]
},
{
"cell_type": "code",
"source": [
"df.info()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4KSXioVU6bow",
"outputId": "075585be-4f46-4ef3-d563-f02c99bf1975"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 175777 entries, 0 to 175776\n",
"Data columns (total 14 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 market_id 175777 non-null float64\n",
" 1 created_at 175777 non-null object \n",
" 2 actual_delivery_time 175777 non-null object \n",
" 3 store_primary_category 175777 non-null int64 \n",
" 4 order_protocol 175777 non-null float64\n",
" 5 total_items 175777 non-null int64 \n",
" 6 subtotal 175777 non-null int64 \n",
" 7 num_distinct_items 175777 non-null int64 \n",
" 8 min_item_price 175777 non-null int64 \n",
" 9 max_item_price 175777 non-null int64 \n",
" 10 total_onshift_dashers 175777 non-null float64\n",
" 11 total_busy_dashers 175777 non-null float64\n",
" 12 total_outstanding_orders 175777 non-null float64\n",
" 13 estimated_store_to_consumer_driving_duration 175777 non-null float64\n",
"dtypes: float64(6), int64(6), object(2)\n",
"memory usage: 18.8+ MB\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df['created_at']=pd.to_datetime(df['created_at'])\n",
"df['actual_delivery_time']=pd.to_datetime(df['actual_delivery_time'])\n",
"df['time_taken']=df['actual_delivery_time']-df['created_at']\n",
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 357
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"id": "pJzioqLJCvz_",
"outputId": "615f8e24-26f8-49e5-8685-0eca5261a9e7"
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"execution_count": null,
"outputs": [
{
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"data": {
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" market_id created_at actual_delivery_time store_primary_category \\\n",
"0 1.0 2015-02-06 22:24:17 2015-02-06 23:11:17 4 \n",
"1 2.0 2015-02-10 21:49:25 2015-02-10 22:33:25 46 \n",
"2 2.0 2015-02-16 00:11:35 2015-02-16 01:06:35 36 \n",
"3 1.0 2015-02-12 03:36:46 2015-02-12 04:35:46 38 \n",
"4 1.0 2015-01-27 02:12:36 2015-01-27 02:58:36 38 \n",
"\n",
" order_protocol total_items subtotal num_distinct_items min_item_price \\\n",
"0 1.0 4 3441 4 557 \n",
"1 2.0 1 1900 1 1400 \n",
"2 3.0 4 4771 3 820 \n",
"3 1.0 1 1525 1 1525 \n",
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"\n",
" max_item_price total_onshift_dashers total_busy_dashers \\\n",
"0 1239 33.0 14.0 \n",
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" total_outstanding_orders estimated_store_to_consumer_driving_duration \\\n",
"0 21.0 861.0 \n",
"1 2.0 690.0 \n",
"2 18.0 289.0 \n",
"3 8.0 795.0 \n",
"4 7.0 205.0 \n",
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" time_taken \n",
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{
"cell_type": "code",
"source": [
"df['time_taken_mins']=pd.to_timedelta(df['time_taken'])/pd.Timedelta('60s')\n",
"df.head()"
],
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"id": "2l9LS7UTDBTJ",
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" market_id created_at actual_delivery_time store_primary_category \\\n",
"0 1.0 2015-02-06 22:24:17 2015-02-06 23:11:17 4 \n",
"1 2.0 2015-02-10 21:49:25 2015-02-10 22:33:25 46 \n",
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" order_protocol total_items subtotal num_distinct_items min_item_price \\\n",
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},
"metadata": {},
"execution_count": 29
}
]
},
{
"cell_type": "code",
"source": [
"df['hour']=df['created_at'].dt.hour\n",
"df['day']=df['created_at'].dt.dayofweek\n",
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 357
},
"id": "WcX_ShlWvBia",
"outputId": "7a2d92af-3bd5-456e-e228-308611ff3a45"
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"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" market_id created_at actual_delivery_time store_primary_category \\\n",
"0 1.0 2015-02-06 22:24:17 2015-02-06 23:11:17 4 \n",
"1 2.0 2015-02-10 21:49:25 2015-02-10 22:33:25 46 \n",
"2 2.0 2015-02-16 00:11:35 2015-02-16 01:06:35 36 \n",
"3 1.0 2015-02-12 03:36:46 2015-02-12 04:35:46 38 \n",
"4 1.0 2015-01-27 02:12:36 2015-01-27 02:58:36 38 \n",
"\n",
" order_protocol total_items subtotal num_distinct_items min_item_price \\\n",
"0 1.0 4 3441 4 557 \n",
"1 2.0 1 1900 1 1400 \n",
"2 3.0 4 4771 3 820 \n",
"3 1.0 1 1525 1 1525 \n",
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"2 1604 8.0 6.0 \n",
"3 1525 5.0 6.0 \n",
"4 2195 5.0 5.0 \n",
"\n",
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"0 21.0 861.0 \n",
"1 2.0 690.0 \n",
"2 18.0 289.0 \n",
"3 8.0 795.0 \n",
"4 7.0 205.0 \n",
"\n",
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" <td>2015-01-27 02:58:36</td>\n",
" <td>38</td>\n",
" <td>1.0</td>\n",
" <td>2</td>\n",
" <td>3620</td>\n",
" <td>2</td>\n",
" <td>1425</td>\n",
" <td>2195</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>7.0</td>\n",
" <td>205.0</td>\n",
" <td>0 days 00:46:00</td>\n",
" <td>46.0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3f811c70-dcec-4cc8-a191-e3e89f221e3f')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-3f811c70-dcec-4cc8-a191-e3e89f221e3f button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-3f811c70-dcec-4cc8-a191-e3e89f221e3f');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 30
}
]
},
{
"cell_type": "code",
"source": [
"df.drop(['time_taken','created_at','actual_delivery_time'],axis=1,inplace=True)\n",
"df.info()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0IKSYjrbwjHD",
"outputId": "3a2a896a-d55d-4490-961d-23aed8eb4cdc"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 175777 entries, 0 to 175776\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 market_id 175777 non-null float64\n",
" 1 store_primary_category 175777 non-null int64 \n",
" 2 order_protocol 175777 non-null float64\n",
" 3 total_items 175777 non-null int64 \n",
" 4 subtotal 175777 non-null int64 \n",
" 5 num_distinct_items 175777 non-null int64 \n",
" 6 min_item_price 175777 non-null int64 \n",
" 7 max_item_price 175777 non-null int64 \n",
" 8 total_onshift_dashers 175777 non-null float64\n",
" 9 total_busy_dashers 175777 non-null float64\n",
" 10 total_outstanding_orders 175777 non-null float64\n",
" 11 estimated_store_to_consumer_driving_duration 175777 non-null float64\n",
" 12 time_taken_mins 175777 non-null float64\n",
" 13 hour 175777 non-null int64 \n",
" 14 day 175777 non-null int64 \n",
"dtypes: float64(7), int64(8)\n",
"memory usage: 20.1 MB\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"sns.heatmap(df.corr())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 868
},
"id": "OX839sLrw5Vf",
"outputId": "6c20d3eb-5b67-4885-9c10-ed02d1f85b35"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b25b9a1d0>"
]
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
],
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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='time_taken_mins',y='subtotal',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "pcKwAAsFxLKY",
"outputId": "2d7d96e2-56b3-4dde-9aaf-2621a5f843b0"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b157d9ad0>"
]
},
"metadata": {},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"from sklearn.neighbors import LocalOutlierFactor\n",
"modell=LocalOutlierFactor()\n",
"df['lof_anomaly_score']=modell.fit_predict(df)"
],
"metadata": {
"id": "HRTDU1rrylBz"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"print('number of outliers: ',(len(df.loc[(df['lof_anomaly_score']==-1)])))\n",
"df=df.loc[(df['lof_anomaly_score']==1)]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sTyNeUkv0QT5",
"outputId": "63f69dc3-18c1-4dec-cec8-740a67c8db9e"
},
"execution_count": 41,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"number of outliers: 831\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"We have removed all the outliers that had score of -1 "
],
"metadata": {
"id": "KN08cVVq29rC"
}
},
{
"cell_type": "code",
"source": [
"df['lof_anomaly_score'].value_counts()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bf0rZI3K0w_3",
"outputId": "900618b2-4579-4cea-f4f5-9bc864fcfe9e"
},
"execution_count": 43,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1 174946\n",
"Name: lof_anomaly_score, dtype: int64"
]
},
"metadata": {},
"execution_count": 43
}
]
},
{
"cell_type": "code",
"source": [
"df.drop(['lof_anomaly_score'],axis=1,inplace=True)\n",
"df.info()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LcLAeajM3TSP",
"outputId": "d1a00a9c-87a2-4bb2-94ca-286213b57c04"
},
"execution_count": 45,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 174946 entries, 0 to 175776\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 market_id 174946 non-null float64\n",
" 1 store_primary_category 174946 non-null int64 \n",
" 2 order_protocol 174946 non-null float64\n",
" 3 total_items 174946 non-null int64 \n",
" 4 subtotal 174946 non-null int64 \n",
" 5 num_distinct_items 174946 non-null int64 \n",
" 6 min_item_price 174946 non-null int64 \n",
" 7 max_item_price 174946 non-null int64 \n",
" 8 total_onshift_dashers 174946 non-null float64\n",
" 9 total_busy_dashers 174946 non-null float64\n",
" 10 total_outstanding_orders 174946 non-null float64\n",
" 11 estimated_store_to_consumer_driving_duration 174946 non-null float64\n",
" 12 time_taken_mins 174946 non-null float64\n",
" 13 hour 174946 non-null int64 \n",
" 14 day 174946 non-null int64 \n",
"dtypes: float64(7), int64(8)\n",
"memory usage: 21.4 MB\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py:4913: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" errors=errors,\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='time_taken_mins',y='subtotal',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "ape3wnPn2cIO",
"outputId": "ca64fc41-6aa7-4c9c-b8db-a02829130fac"
},
"execution_count": 44,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b1570f250>"
]
},
"metadata": {},
"execution_count": 44
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.countplot(df.day)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 685
},
"id": "G67nGgtU3FzV",
"outputId": "c0321669-5664-43a9-95eb-e341d2315cb9"
},
"execution_count": 46,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
" FutureWarning\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b13b68f10>"
]
},
"metadata": {},
"execution_count": 46
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.countplot(df.hour)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 685
},
"id": "OjeemRdH3rE8",
"outputId": "55fa872e-58de-4eca-d744-a30a3c804ea0"
},
"execution_count": 48,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
" FutureWarning\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b13b4df90>"
]
},
"metadata": {},
"execution_count": 48
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='hour',y='time_taken_mins',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "wMh7IfyL34bs",
"outputId": "d4e2b957-0c72-447d-bdb6-522d6ca163c3"
},
"execution_count": 50,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b13a27350>"
]
},
"metadata": {},
"execution_count": 50
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.countplot(df.market_id)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 685
},
"id": "8R7q11yq4JPj",
"outputId": "87c0c921-de44-4849-abe7-1aee53caef51"
},
"execution_count": 52,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
" FutureWarning\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b1398ad50>"
]
},
"metadata": {},
"execution_count": 52
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='store_primary_category',y='time_taken_mins',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "IC8RXRkB8Bpv",
"outputId": "483478a0-088c-43f2-9472-635b4747325c"
},
"execution_count": 64,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b1356d550>"
]
},
"metadata": {},
"execution_count": 64
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='market_id',y='time_taken_mins',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "AqIXlfUU9zrC",
"outputId": "c1850db7-a1b6-4223-b55a-e02015f271ee"
},
"execution_count": 65,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b134ed850>"
]
},
"metadata": {},
"execution_count": 65
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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eH5GmLwCO4/VKABAOBsGATLbevyHJen8UbrK+UvQFwHG8XgkAwsEgGJCGmllau/L49f5rVy5SQ5JvdChcY+3Er49oquP1EQDcxuuVACAcvD4iSMfW+6czA0rVVqo5xXp/FBF9IQAursZGBPB6JQSA6xesudjYVK+PYGtoUMqljv+bYKvjwpR0NOzDwXv0BcBnOSlZVaHW+an8D1EMgQBgjkdDA9KdnnirY3earY4oHH0BAABgJhgEAzLZVseDfWx1ROHoCwAAADPBIBiQybY61tew1RGFoy8AAADMBINgQJrqJ97q2JxiqyMKR18AAACYCbaGBomtjrB0rK+DfQOqr6lUcwN9oYhGtzoOZVWdKFeyqpyFHig6FzfuITroC9ZcbIytoS5gqyMsxSfp620pKXvyfxyYUkzqfOWQtmzrGOtr3arFaptfyzAIAICneDQ0IGx1hKV9vRP3ta+XvlC4TP/w2BAo5fvasq1DmX5uOQMA4CsGwYCw1RGWJusrnaEvFK738NCEffUeGQrpRAAAoFAMggFhqyMsTdZXKklfKFxdTWLCvupmzwrpRAAAoFAMggFhqyMsNdZO3FdTHX2hcMmqcq1btfi4vtatWqxkdUXIJwMAAKeKraFBKs9/VnBsq2MqwaIYFE88/1nBg5lB1ScT+SGQRTEoltGtocNZVVfE80OgI5dWRIeLG/cQHfQFay42NtXWUO4IBimW/z+5nBSL/fHvgaIoy7c1MvpnO/yvG8WUk5JVFVrU2qhkFUMgiiwmZd4Y1gsv71dm4CjfHwEgALw+IigVk6z3PzPFu95QOPoC4CteTwIAoeCeQUC6eyZ5fUQP6/1ROPoC4CteTwIA4WAQDAivj4Al+gLgK15PAgDhYBAMCK+PgCX6AuArXk8CAOFgEAxIU2qS10c0sN4fhaMvAL7i9SQAEA4nXh/x05/+VJs3b9bRo0dVW1urTZs26S1veYt2796t9evXq7e3V3V1dWpvb9fpp58+o6/t1OsjKvKf5UpnBpRKVuZ/SOcjECgW+kIAXFyNjQjg9SQIANcvWHOxsaleHxH6IHjo0CF9+MMf1ve+9z2dccYZeuSRR/Rf//Vf+u53v6urr75al112mZYvX65HHnlEDz74oO69994ZfX1nBkG2OsJSudTx4gR9LUzxrkoUlYvf5BAd9AVL9AVrLjbm9HsE//CHP2ju3Lk644wzJEkf+MAH9POf/1w9PT3auXOnli1bJklatmyZdu7cqXQ6HeZxTxlbHWGpOz1JX2n6AgAAwIlCf4/gGWecoQMHDujXv/61zjrrLP3gBz+QJHV1dam5uVnxeP4zA/F4XE1NTerq6lIqlZr2159sAg5a56uHJt3q+K7WuSGdClFBXwhSY2NN2EdAhNEXLNEXrPnUWOiDYE1Njb75zW9q06ZNGhwc1IUXXqhkMqn+/v6ifH1XHg0d3eo4/of10a2Ort1Chn/oC0Fx8bEXRAd9wRJ9wZqLjTn9aKgkvfe979W///u/66GHHtKVV16pgYEBzZs3T93d3cpm8z/YZrNZ7du3Ty0tLSGf9tSw1RGWmuon6StFXwAAADhR6HcEJWn//v1qbGzUyMiI/vmf/1mrV6/WvHnz1NbWpu3bt2v58uXavn272traZvRYqFOGpcVnprTx0xfktzrWVuZ/SGdRDIrhKH0BAABg+pwYBO+88049++yzGh4e1l/8xV/oxhtvlCRt3LhR69ev19atW5VMJtXe3h7ySQvA1lBYoi8AAADMQOivj7DmymcEuzOD2vivT53wGa6Nn75AzUke30Nh6AtBcfHzD4gO+oIl+oI1Fxtz/jOCpSCdGZh0qyNQKPoCAADATDAIBmR0q+N4o1sdgULRFwAAAGaCQTAgbA2FJfoCAADATPAZwSBVSN09gzrYN6D6msr8D+ks8kCx0BcC4OLnHxAd9AVL9AVrLjbGZwQdk8tJsVjYp0DkjIx2FVNZWf7vAcALZVLP4SH94oW96jkyxE8nABAAJ14fURJY7w9LcanjpQn6eltKyp78HweA0JRJz+9K6+6H/nj9Wrtykc5uTfEHWgBgiD9zC0h3z+DYD+lSfqPjPQ+/oO6ewZBPhijY1ztxX/t66QuA23oyQ2NDoJS/ft390AvqyQyFfDIAiDYGwYCw3h+WJusrnaEvAG7rmeT61cP1CwBMMQgGhPX+sDRZX6kkfQFw22TXrwauXwBgikEwIKz3h6XG2on7aqqjLwBua6iZpbUrj79+rV25SA3JWSGfDACijddHBOnYev90ZkCp2ko1p1jvjyIa31eS10fAhoursREB465fDbWVauL7Iwxw/YI1Fxub6vURbA0NCltDYSk+SV9sDQXgOq5fABAKHg0NCFtDYYmtoQB8xfULAMLBIBgQtobCEltDAfiK6xcAhINBMCBsDYUltoYC8BXXLwAIB4NgQNgaCktsDQXgK65fABAOtoYGia2hsERfCICLG9EQAVy/YCkmZfqH1T+UVXWiXMmqcsmRHw0RLS5+j2RrqAvYGgpL9AXAV+WTXL8WpqSjYR8O3otJna8c0pZtHWN9rVu1WG3zaxkGUfJ4NDQgbA2FJfoC4Kvu9CTXrzTXLxQu0z88NgRK+b62bOtQpp8/JQUYBAPC1lBYoi8AvuL6BUu9h4cm7Kv3yFBIJwLcwSAYELaGwhJ9AfAV1y9YqqtJTNhX3exZIZ0IcAeDYEDYGgpL9AXAV031k1y/Uly/ULhkVbnWrVp8XF/rVi1Wsroi5JMB4WNraJCObUU72Deg+prK/A/pPKKOYqEvBMDFjWiIgPL8ZwXHrl+pBItiUDyjW0OHs6quiOeHQEd+NES0uPg9kq2hjsnlpFgs7FMgqugLgHeyUlVFmXJzEqqaFZeyJ/9HgGnLScmqCrXOT+V/SGcIBCQxCAaH9f6wRF8AfMV6fwAIBZ8RDAjr/WGJvgD4ivX+ABAOBsGAsB4blugLgK9Y7w8A4WAQDAjrsWGJvgD4ivX+ABAOBsGAsN4flugLgK9Y7w8A4eD1EUE6tt4/nRlQqvbYemw+AoFioS8EwMXV2IiAcdevhtpKNXH9ggGuX7DmYmO8PsIFbHWEJfoC4CuuXwAQCh4NDQhbHWGJvgD4iusXAISDQTAgbHWEJfoC4CuuXwAQDgbBgLDVEZboC4CvuH4BQDgYBAPCVkdYoi8AvuL6BQDhYGtokMZvdUxW5r/J8UF4FAtbQ2EpJmX6h9U/lFV1olzJqnLJkUsrIoDvjwiAixsdES0uNsbWUBewFQ2W6AuWYlLnK4e0ZVvHWF/rVi1W2/xahkEUjusXAISCR0MDwlY0WKIvWMr0D48NgVK+ry3bOpTp56d0FI7rFwCEg0EwIGxFgyX6gqXew0MT9tV7ZCikEyFKuH4BQDgYBAPCVjRYoi9YqqtJTNhX3exZIZ0IUcL1CwDCwSAYELaiwRJ9wVKyqlzrVi0+rq91qxYrWV0R8skQBVy/ACAcbA0N0rGtaAf7BlRfw1Y0FBl9wdLo1tDhrKor4vkh0JFLKyKA6xcC4OJGR0SLi41NtTWUO4IhyOWkWCzsUyCq6AsmclKyqkKLWhuVrGIIhA2uXwAQHF4fERTWY8MSfQHwFdcvAAgFdwQDwnpsWKIvAL7i+gUA4WAQDAjrsWGJvgD4iusXAISDQTAgrMeGJfoC4CuuXwAQDgbBgLAeG5boC4CvuH4BQDh4fUSQjq3HTmcGlEqyHhtFNr6v2ko1p+gLxefiamxEAN8fEQCuX7DmYmNTvT6CraFBYSsaLNEXAF9x/QKAUPBoaEDYigZL9AXAV1y/ACAcDIIBYSsaLNEXAF9x/QKAcDAIBoStaLBEXwB8xfULAMLBIBgQtqLBEn0B8BXXLwAIhxNbQ3/yk59o8+bNyuVyyuVy+tznPqcPf/jD2r17t9avX6/e3l7V1dWpvb1dp59++oy+trNbQ9nqiGKjL1gqk3oyQ0ofHlSqJqGGmlnSSNiHQmRw/YKlmJTpH1b/UFbViXIlq8olR340RLT4tjU09EEwl8vp/PPP1/3336+FCxfqt7/9rT7xiU/omWee0Sc/+UlddtllWr58uR555BE9+OCDuvfee2f09Z0ZBNmKBkv0BUtl0vO70rr7oT/2tXblIp3dmmIYROG4fsFSTOp85ZC2bOsY62vdqsVqm1/LMIii820QdOLR0LKyMvX15f9L6+vrU1NTkw4ePKidO3dq2bJlkqRly5Zp586dSqfTYR71lLEVDZboC5Z6MkNjQ6CU7+vuh15QT2Yo5JMhCrh+wVKmf3hsCJTyfW3Z1qFMP3/KAIT+HsFYLKY777xT119/vaqrq3XkyBH9y7/8i7q6utTc3Kx4PP+ZgXg8rqamJnV1dSmVSk376082AQet89VDk25Fe1fr3JBOhaigL1h66fW9E/d1eFBvP6MhpFMhKrh+wdLrL++fsK/+4axa50//50lguhoba8I+wrSFPggePXpU99xzj7Zu3aolS5bomWee0d/93d/p9ttvL8rXd+XR0NGtaOMvRqNb0Vy7hQz/0BcspWoSE/c1J0FfKBjXL1iqTpRP2Fd1RZy+UHQ8GjpDnZ2d2rdvn5YsWSJJWrJkiaqqqpRIJNTd3a1sNv8/3Gw2q3379qmlpSXM454ytqLBEn3BUkPNLK1deXxfa1cuUkNyVsgnQxRw/YKlZFW51q1afFxf61YtVrK6IuSTAeELfVnM/v37tXTpUj3wwANasGCBdu3apU984hN6/PHH9fnPf16XX3752LKYBx54QPfdd9+Mvr4rdwQljW1FO9g3oPqayvw3OR5RR7HQFywd2xp68PCg6uck8kMgi2JQLFy/YGl0a+hwVtUV8fwQ6MiPhogW3+4Ihv5oaGNjozZu3KgbbrhBsVhMkvT1r39ddXV12rhxo9avX6+tW7cqmUyqvb095NMWRy4nHft/FSg6+oKJEalhziy9/YyG/Dc5hkAY4PoFEzkpWVWh1vmp/PWLIRCQ5MAdQWvO3BFkPTYs0RcC4uKfdsJzXL8QEK5fsOZiY05/RrBUsB4blugLgK+4fgFAOBgEA5LODEy6HhsoFH0B8BXXLwAIB4NgQEbXY483uh4bKBR9AfAV1y8ACMe0B8GXX35ZBw4ckCQdOXJEW7Zs0V133aU33njD7HBRwnpsWKIvAL7i+gUA4Zj2spiPfexjuvPOO7VgwQJt2LBBu3fvViKRUH19ve644w7rc54yZ5bFSGPrsdOZAaVqK9WcYj02ioi+YCku7esdVDozqIbahBprE1L25P8YMC3jr19JXh+BIht9fcRQVtWJciWrytkcChO+LYuZ9usjXnvtNS1YsEC5XE4//vGP9eijj6qyslKXXHJJ0Q4aaWxFgyX6gqW41PHSBH29LcUwiMJx/YKlmNT5yiFt2dYx1te6VYvVNr+WYRAlb9qPhiYSCR0+fFi//vWv1dLSolQqpVmzZmlwkK1e08FWNFiiL1ja1ztxX/t66QuF4/oFS5n+4bEhUMr3tWVbhzL9/CkDMO07gsuWLdPf/M3f6MiRI7ryyislSTt37tRpp51mdrgomWorWnOSz0GgMPQFS5P1lc4MqKmGvlAYrl+w1Ht4aMK+eo8MKVlVEdKpADdMexC8+eab9fOf/1zl5eW64IILJEmxWExf+tKXzA4XJaNb0cZfjNiKhmKhL1iarK9Ukr5QOK5fsFRXk5iwr7rZs0I8FeCGGb0+4n3ve9/YEChJixYt0nve856iHyqK2IoGS/QFS421E/fVVEdfKBzXL1hKVpVr3arFx/W1btViJau5GwhMe2vonj17dOedd6qzs1P9/f3H/d5Pf/pTi7MVhbNbQ9mKhmJjaygs0Rcs0RcsjW4NHc6quiKeHwId+dEQ0RLZraE33nij3vKWt+imm25SVVVV0Q5XMtiKBkv0BUvxSfpiayiKgesXrOWkZFWFWuen8j+kMwQCkmZwR/Ccc87Rr371K5WVzehp0tC5ckewOzOojf/61AnPqG/89AV8GB4Foy9Y2tc3qNv+5cS+vvy3F7AsBgXj+oWguHi3BtHiYmNT3RGc9lR33nnnaefOnUU7VKmZaisaUCj6gqWptoYCheL6BQDhmPajofPmzdOnPvUpfehDH9LcuXOP+3i+6q0AACAASURBVL0bbrih6AeLGraiwRJ9wRJbQ2GJ6xcAhGPadwTfeOMNXXTRRTp69Khef/314/7CybEVDZboC5bYGgpLXL8AIBzT/oygr1z5jKCksa1oB/sGVF/D1lAUGX3BUlza1zuog5lB1ScT+SGQRTEoFq5fCICLn99CtLjY2ClvDX311Vd12mmnScq/PmIyb3nLWwo4XunJ5aRYLOxTIKroCyayUlNNQu9cMDf/TY4hEAa4fsHEsddHvP7yflUnypWsKmdzKIrL08amHAQ/+tGP6rnnnpMkfehDH1IsFtOf3kCMxWLq7Oy0O2FUsB4blugLgK+4fsFSTOp85ZC2bOsY62vdqsVqm1/rxQ/q8IDHjfFoaEBYjw1L9IWguPjYC/zG9QuWMm8M66atvzihr/br36tkVUWIJ0NUuN5YUV4fgcKwHhuW6AuAr7h+wVLv4aEJ++o9MhTSiRA1Pjc27ddH7N27V3fddZc6OzvV399/3O899thjRT9Y1LAeG5boC4CvuH7BUl1NYsK+6mbPCvFUiBKfG5v2o6Ef//jHtWDBAn3kIx9RZeXxF+f3vOc9JocrBlceDeUzEDBFXwgIj4ai6Lh+wZLHn9+CJxxvbKpHQ6c9CC5ZskQ7duxQWZlfT5M6MwhKY+ux05kBpWor1ZxiPTaKiL5gqUzqyQwpfXhQqZqEGmpmSSNhHwqRwfULlo5tdOwfzqq6Iq5kdYUTP6AjQsZ/j5yTUEPSne+Rp/z6iPEuuugiPf3007rggguKdrCSwp94whJ9wVKZ9PyutO5+6I99rV25SGe3ppz5RgePcf2CtZyUrKpQ6/xU/okGhkAUU0zq/IO7dwSnMu07gr29vVq9erXmz5+vhoaG435v06ZNJocrBlfuCLIVDZboC5Z6Dg/p1nuePKGvr173HjXMcf8zEHAb1y8EhUfbYcHnraHTviP4pS99SfF4XK2trUokuDDP1FRb0fhGh0LRFyz1TNJXT2aAQRAF4/oFwGdTbQ11YRCcyrQHwaeeeko/+9nPNGfOxBMlpsZWNFiiL1iarK+GJH2hcFy/APjM562h0978cuaZZ6q3t9fyLJHWlErouhWLlKiIS9LYZyCaG/jTThSOvmCpoWaW1q48vq+1KxflPwwPFIjrFwCfJavKtW7V4uOuYetWLc4vJXLctD8jeOedd+pHP/qRVq5cecJnBC+//HKTwxWDK58RlMRWNNga31eyMv9DFH2hWLh+wRLXL1ga3Ro6lFV1olzJqnLnl3jAMw5vpi3K6yOuuuqqib9ALKZ777331E9nzJlBkK1osERfsERfsERfsOT4O94QLS4uJCrKIDgdzzzzjJYsWVKsL1cUrgyCbEWDJfqCJfqCJfqCJdc3OiJafBsEi/p2+E9/+tPF/HKRMtVWNKBQ9AVL9AVL9AVLU210BEpdUQfBIt5cjJzRrWjjsRUNxUJfsERfsERfsDS60XE8XzY6AtaKOgjGYrFifrlIYSsaLNEXLNEXLNEXLPm80RGwVtTPCJ5zzjl69tlni/XlisKVzwhKGtuKdrBvQPU1bEVDkdEXLNEXLNEXLDm80RHRUtKfEcT05HISN09hhb5gYmS0q5jKyvJ/DxQb1y+YiEnD2Zz6+oc1PJKTaAyQJJUX84vxGcEpsB4blugLluJSx0sT9PW2lJQ9+T8OTInrFyyVSc/vSuvuh/7Y19qVi3R2a4o/0ELJm/EdwZ6eHu3Zs+e4v0Y999xzRT1clHT3DI59k5PyG6vuefgFdfcMhnwyRAF9wdK+3on72tdLXygc1y9Y6skMjQ2BUr6vux96QT0ZtoYC074j+D//8z+65ZZbdODAgePu/MViMXV2dpocLkqmWo/Ne5JQKPqCpcn6SmcG1FRDXygM1y9Y6pmkr57MgBrmsDkUpW3ag+BXvvIVXX/99VqxYoUqK1npPFOj67H/9IWmrMdGMdAXLE3WVypJXygc1y9YmqyvBq5fwPQfDc1kMlq9ejVD4CliPTYs0RcsNdZO3FdTHX2hcFy/YKmhZpbWrjy+r7UrF6khyd1AYNqvj2hvb1dra6suv/xy6zMVlYuvj0hnBpRKsh4bRUZfsDS+r9pKNafoC0VEX7DE90dYG31FyVBW1YlyJavKnXlFyVSvj5j2ILhmzRr9+te/1rx58zR37tzjfu/+++8v/JRGnBkE2YoGS/QFS/QFS/QFS+VSx4sT9LUwJR0N+3CIhJjU+cohbdnWMdbYulWL1Ta/1olhsCiD4MMPPzzp761YseLUThYAVwbB7sygNv7rUyc8o77x0xfwYXgUjL5gib5gib5gib5gLfPGsG7a+osTGmu//r1KVlWEeLK8qQbBaS+LcXnY8wFb0WCJvmCJvmCJvmCJvmCt9/DQhI31HhlyYhCcyrSXxeRyOW3btk1XX321PvrRj0qSduzYoR/+8Idmh4uS0a1V47EVDcVCX7BEX7BEX7BEX7BWV5OYsLG62e4vJJr2ILh582Y98MADuuKKK9TV1SVJetOb3qTvfOc7ZoeLEraiwRJ9wRJ9wRJ9wVJT/SR9pegLxZGsKte6VYuPa2zdqsVKVrt9N1CawWcEP/CBD+jhhx9WKpXSeeedpx07diiXy+n888/Xjh07rM95ylz5jKCksa1VB/sGVF/D1ioUGX3BEn3BEn3BUrnUnR7XVyrBohgU1+jW0OGsqivi+SHQkfFjqs8ITvuOYDab1ezZsyVJsVhMknTkyBFVV1cX4YilJZeTjv1XCBQdfcESfcESfcESfcFcTl5FNu1lMRdeeKE2bdqkm2++WVL+M4ObN2/WRRddZHa4SGE9NizRFyzRFyzRFyzx+ghYc/z1EVOZ9h3Bm2++Wfv379eSJUvU19end7/73dq7d69uvPFGy/NFRnfP4NhFSMpvE7rn4RfU3TMY8skQBfQFS/QFS/QFS93pSfpK0xeKI9M/PDYESvnGtmzrUKbf/T/JmvYdQUn61re+pZ6eHr322mtqaWlRY2Oj9u7dqzlzJn7uFH/E+mJYoi9Yoi9Yoi9Yoi9YK4nXR1x33XUaGhpSQ0ODzjrrLDU2NmrPnj268sorLc8XGawvhiX6giX6giX6giX6grWSeH3EWWedpeuvv15Hj+YfqN69e7euuuoqfeYznynoAK+++qqWL18+9tfFF1+s888/f+w/44orrtDSpUt1xRVX6Pe//31B/1lhYj02LNEXLNEXLNEXLPH6CFgriddHSNKtt96qTCajz33uc/rUpz6lL3zhC/qrv/qroh7oa1/7mrLZrDZs2KCrr75al112mZYvX65HHnlEDz74oO69994ZfT0XXx+RzgwoVXtsfbH7jw/DF+P7SrJ+HUXG9QuW6AuW6AvW4tK+3kGlM4NqSCbUWJeQsif/x4Iw1esjZjQI5nI5feELX9ATTzyhTZs26S//8i+LdkhJGhoa0oUXXqjvfve7etOb3qSlS5fql7/8peLxuLLZrP78z/9cjz/+uFKp1LS/pjODIFvRYIm+YIm+YIm+YIm+YK1Men5XWnc/9MfG1q5cpLNbU9JI2Icr4D2Ca9as0V//9V+P/XXllVfqtddeU2Vlpe6///6xXy+WJ554Qs3NzXrnO9+prq4uNTc3Kx7P32aNx+NqampSV1dX0f7zgsRWNFiiL1iiL1iiL1iiL1jryQyNDYFSvrG7H3pBPZmhkE92clNuDf34xz8e1DkkSQ8++KAuu+yyon7NySbgoHW+emjSrVXvap0b0qkQFfQFS/QFS/QFS/QFay+9vnfixg4P6u1nNIR0qumZchBcsWJFUOdQd3e3duzYodtvv12S1NLSou7ubmWz2bFHQ/ft26eWlpYZfV1XHg0d3Vo1PpTRrVX79/eFeDJEAX3BEn3BEn3BEn3BWurY1tATGpuTcKKxU3409E8dOHBATzzxhB588EE98MADY38Vw8MPP6wPfOADqq+vlyQ1NDSora1N27dvlyRt375dbW1tM/p8oEvYigZL9AVL9AVL9AVL9AVrDTWztHbl8Y2tXblIDUn3Xx8x7WUx//3f/60vfvGL+rM/+zO9/PLLeutb36qXXnpJ55xzju67776CD7J06VLdcsstuvDCC8d+bdeuXVq/fr0ymYySyaTa29u1YMGCGX1dV+4ISmKrI2yxFQ2W6AuW+P4IS/QFa+VSdzrfWENtpZrqE9LRsA+VV5StocuWLdNnP/tZXXrppTrvvPO0Y8cOPfjgg3r55Zd10003FfXAxeTMIMjWKliiL1iiL1iiL1iiL1iL6tbQ8fbu3atLL730uF9bsWKFvv/97xd2uhLB1ipYoi9Yoi9Yoi9Yoi9Y83lr6LQHwYaGBh04cECSNG/ePD333HN65ZVXNDLiwKjrgXRmYNKtVUCh6AuW6AuW6AuW6AvWeiZprCfjfmPTHgQ//vGP65lnnpEkffKTn9TVV1+t5cuXa/Xq1WaHi5LRrVXjjW6tAgpFX7BEX7BEX7BEX7A2WWMNSfcbm/ZnBP/U3r179cYbb6i1tbXYZyoqPiOIkkBfsERfsERfsERfsObxZwSnPQh+5jOf0be//e0Tfv1zn/uc7rrrrsJOaMiZQVAa21p1sG9A9TVsrUKR0Rcs0Rcs0Rcs0ResleU/K3jw8KDq5yTyr45wYAiUirQs5pe//OWEv/7000+f2qlKWC4nxWJhnwJRRV+wRF+wRF+wRF+wlpMkjxorP9m/YfPmzZKk4eHhsX89as+ePXrzm99sc7Ko4dEEWKIvWKIvWKIvWKIvWHP80dCpnPSO4Ouvv67XX39duVxu7F+P/tXS0nLCcIiJsb4YlugLlugLlugLlugL1nx+fcRJ7whu2rRJkvTud79bq1atmvLfu337di1btqw4J4uYqdYXNycTIZ0KUUFfsERfsERfsERfsDbV6yMa5swK6VTTM+3PCJ5sCJSkDRs2FHSYKGN9MSzRFyzRFyzRFyzRF6z5/PqIaQ+C03GKb6IoCU2phK5bsWgslNFn1Jsb+NMoFI6+YIm+YIm+YIm+YK2hZpbWrjy+sbUrF+U3hzrulN8jOJFzzjlHzz77bLG+XFG4+PqIdGZAqdpKNadYX4wiGt9XkvXYKDKuX7BEX7BEX7AWl/b1DiqdGVRDMqHGuoSUPfk/FoSpXh9x0s8IokjYWgVL9AVL9AVL9AVL9AVrManz94e0ZVvHWGPrVi1W2/zaY++TcFdRHw3F5NhaBUv0BUv0BUv0BUv0BWuZ/uGxIVDKN7ZlW4cy/e7/SUNRB0HeKTi5qbZWAYWiL1iiL1iiL1iiL1jrPTw0YWO9R9x/fcSMBsFdu3bpW9/6lr785S+P/f1vf/vbsd/fvn17cU8XIWytgiX6giX6giX6giX6grW6msSEjdXNdn9ZzLQHwR/96Ee68sor1d3drUceeUSS1N/fr3/8x380O1yUsLUKlugLlugLlugLlugL1pJV5Vq3avFxja1btVjJ6oqQT3Zy094aeumll+qb3/ym3v72t+u8887Tjh07NDw8rPe///166qmnrM95ypzdGspWRxQbfcESfcESfcESW0NhrVzqTucba6itVFN9Qjoa9qHyirI1NJ1O68wzz5QkxWKxsf87+q9xEmytgiX6giX6giX6giX6grW41PHiBI29LeXMKyQmM+1HQ9/5zneOPRI66tFHH9VZZ51V9ENFEVurYIm+YIm+YIm+YIm+YG1f78SN7et1v7Fp3xG85ZZbdO211+qBBx5Qf3+/rr32Wu3evVv/9m//Znm+yJhqa1VzkufUURj6giX6giX6giX6grXJGktnBtRU43Zj0x4EW1tb9aMf/Ug/+clP9MEPflAtLS364Ac/qNmzZ1ueLzJGt1aND4WtVSgW+oIl+oIl+oIl+oK1yRpLJd1vLL5x48aN0/03V1RU6G1ve5vOOeccLVy4ULNmub8W9Y03hjS9dTi2Zs8p12mNSXW8uF/ZkdzY88NvfUuNNBL26eA7+oIl+oIl+oIl+oK12VXlOq3pxMZa59VIDswgsVhM1dUTz2zT3hq6d+9e3XXXXers7FR/f/9xv/fYY48VfkojLm4NPdg3oPoatqKhyOgLlugLlugLlugL1uL5zwoezAyqPplQU13CmUUxRdkaesMNN2jBggVat26dKivdv9XpslxOYtkqrNAXLNEXLNEXLNEXrOXkV2PTHgR/97vf6T/+4z9UVjbtRaMYj/XFsERfsERfsERfsERfsBaXOl6K+OsjLrroIj399NOWZ4k01hfDEn3BEn3BEn3BEn3BWkm8PuLWW2/V6tWrNX/+fDU0NBz3e5s2bSr6waKG9cWwRF+wRF+wRF+wRF+wVhKvj/jSl76keDyu1tZWJRJu/z/lItYXwxJ9wRJ9wRJ9wRJ9wZrPr4+Y9tbQd7/73frZz36mOXMm3jrjKme2hvKMOizRFyzRFyzRFyzRF6w5/hnBqbaGTnsQXL16tb7xjW/otNNOK+rhrDkzCEpj64vTmQGlaivVnGJ9MYqIvmCJvmCJvmBpfF9JXh8BAw5fw4ry+ogLLrhA1157rVauXHnCZwQvv/zywk5YCvgTKViiL1iiL1iiL1iiL1jzuLFp3xG86qqrJv4CsZjuvffeoh6qmFy5I9idGdTGf33qhOeHN376Aj6sjILRFyzRFyzRFyzRF6y53lhR7gjed999RTtQKWJrFSzRFyzRFyzRFyzRF6z53NiU7xEcf7NwZGRk0r9wcqMbhcZjaxWKhb5gib5gib5gib5gzefGphwElyxZMvav3/GOd+id73zncX+N/hpOrimV0HUrFo2FMvr8cHOD239SAD/QFyzRFyzRFyzRF6z53NiUnxHs6upSS0uLJOk73/mOLr300uN+P5fL6fHHH9c111xje8oCuPIZQUlObxRCBNAXLNEXLLHVEZboC9Ycbqwor48455xz9Oyzz57w6+eff76efvrpwk5oyJlB0OONQvAAfcESfcESfcESfcGa441NNQhO+WioJD355JN68sknlc1m9dRTT439/ZNPPqn//M//1OzZs4t+4Cjq7hkcC0TKf4j0nodfUHfPYMgnQxTQFyzRFyzRFyzRF6z53NhJt4becsstkqShoSHdfPPNY78ei8XU2NioW2+91e50EeLzRiG4j75gib5gib5gib5gzefGTjoIPvHEE5Kkv//7v9ftt99ufqCoGt0o9KfvGPFhoxDcR1+wRF+wRF+wRF+w5nNjJ300dBRDYGF83igE99EXLNEXLNEXLNEXrPnc2LSXxfjKmWUx0thGoYN9A6qvcWujECKAvmCJvmCJvmCJvmDN4cYKWhaD4svlpFgs7FMgqugLlugLlugLlugL1nxr7KSfEUSROL5aFp6jL1iiL1iiL1iiL1jzuDHuCAbE59WycB99wRJ9wRJ9wRJ9wZrPjTEIBmSq1bJAoegLlugLlugLlugL1nxujEEwIKOrZcfzZbUs3EdfsERfsERfsERfsOZzYwyCAfF5tSzcR1+wRF+wRF+wRF+w5nNjvD4iSMdWy6YzA0ol3VotiwgY31dtpZpT9IUioi9Y4vsjLNEXrDnc2FSvj2BraFA83igED9AXLNEXLNEXLNEXrHncGI+GBsTnjUJwH33BEn3BEn3BEn3Bms+NMQgGxOeNQnAffcESfcESfcESfcGaz40xCAbE541CcB99wRJ9wRJ9wRJ9wZrPjTEIBsTnjUJwH33BEn3BEn3BEn3Bms+NObE1dHBwUF//+tf15JNPKpFIaPHixfqHf/gH7d69W+vXr1dvb6/q6urU3t6u008/fUZfm62hKBn0BUv0BUtspYUl+oI1hxtzfmvoHXfcoUQioccee0yxWEwHDhyQJN12221as2aNli9frkceeUQbNmzQvffeG/JpT5HHG4XgAfqCJfqCJfqCJfqCNY8bC/3R0CNHjuj73/++brjhBsViMUnS3Llz1dPTo507d2rZsmWSpGXLlmnnzp1Kp9NhHveU+bxRCO6jL1iiL1iiL1iiL1jzubHQ7wju2bNHdXV1uuuuu/TLX/5Ss2fP1g033KDKyko1NzcrHs8/bxuPx9XU1KSuri6lUqlpf/3JboUGrfPVQ5NuFHpX69yQToWooC9Yoi9Yoi9Yoi9Y87mx0AfBbDarPXv26B3veIduuukmPf/881q7dq02b95clK/vymcERzcKjQ9ldKPQ/v19IZ4MUUBfsERfsERfsERfsOZ6Y1N9RjD0R0NbWlpUXl4+9gjo2Wefrfr6elVWVqq7u1vZbP6/1Gw2q3379qmlpSXM454ynzcKwX30BUv0BUv0BUv0BWs+N+bE1tBrrrlG11xzjd73vvdp9+7dWr16tX784x/rs5/9rC6//PKxZTEPPPCA7rvvvhl9bVfuCEoa2yh0sG9A9TVs3UOR0Rcs0Rcs0Rcs0ResOdyY81tDv/zlL+vmm29We3u7ysvLdfvttyuZTGrjxo1av369tm7dqmQyqfb29rCPWhS5nHRsLw5QdPQFS/QFS/QFS/QFa7415sQdQUvO3BH0eLUsPEBfsERfsERfsERfsOZ4Y05/RrBU+LxaFu6jL1iiL1iiL1iiL1jzuTEGwYCkMwOTrpYFCkVfsERfsERfsERfsOZzYwyCARldLTve6GpZoFD0BUv0BUv0BUv0BWs+N8YgGBCfV8vCffQFS/QFS/QFS/QFaz43xrKYIB1bLZvODChVW6nmlDurZREB4/tKurW6GBFAX7BEX7BEX7Dm8M/4zr8+oiQ4vlEInqMvWKIvWKIvWKIvWPO4MR4NDYjPG4XgPvqCJfqCJfqCJfqCNZ8bYxAMiM8bheA++oIl+oIl+oIl+oI1nxtjEAyIzxuF4D76giX6giX6giX6gjWfG2MQDIjPG4XgPvqCJfqCJfqCJfqCNZ8bY2tokNhaBUv0BUv0BUsOb9xDBHD9gjWHG2NrqAs83igED9AXLNEXLNEXLNEXrHncGI+GBsTnjUJwH33BEn3BEn3BEn3Bms+NMQgGxOeNQnAffcESfcESfcESfcGaz40xCAbE541CcB99wRJ9wRJ9wRJ9wZrPjTEIBsTnjUJwH33BEn3BEn3BEn3Bms+NsTU0SMc2Ch3sG1B9jVsbhRAB9AVL9AVL9AVL9AVrDjc21dZQ7giGIJeTYrGwT4Gooi9Yoi9Yoi9Yoi9Y860xXh8RFI9Xy8ID9AVL9AVL9AVL9AVrHjfGHcGA+LxaFu6jL1iiL1iiL1iiL1jzuTEGwYD4vFoW7qMvWKIvWKIvWKIvWPO5MQbBgPi8Whbuoy9Yoi9Yoi9Yoi9Y87kxBsGA+LxaFu6jL1iiL1iiL1iiL1jzuTFeHxGkY6tl05kBpWor1ZxyZ7UsImB8X0m3VhcjArh+wRLXL1ji+gVrDl/Dpnp9BFtDg+LxRiF4gL5gib5gib5gib5gzePGeDQ0ID5vFIL76AuW6AuW6AuW6AvWfG6MQTAgPm8UgvvoC5boC5boC5boC9Z8boxBMCA+bxSC++gLlugLlugLlugL1nxujEEwID5vFIL76AuW6AuW6AuW6AvWfG6MraFBcnijECKArWiwxPULlrh+wRJ9wZrDjbE11AUebxSCB+gLlugLlugLlugL1jxujEdDA+LzRiG4j75gib5gib5gib5gzefGGAQD4vNGIbiPvmCJvmCJvmCJvmDN58YYBAPi80YhuI++YIm+YIm+YIm+YM3nxhgEA+LzRiG4j75gib5gib5gib5gzefG2BoapGMbhQ72Dai+hq17KDL6giX6giX6giX6gjWHG5tqayh3BEOQy0mxWNinQFTRFyzRFyzRFyzRF6z51hivjwiKx6tl4QH6giX6giX6giX6gjWPG+OOYEB8Xi0L99EXLNEXLNEXLNEXrPncGINgQHxeLQv30Rcs0Rcs0Rcs0Res+dwYg2BAfF4tC/fRFyzRFyzRFyzRF6z53BiDYEB8Xi0L99EXLNEXLNEXLNEXrPncGK+PCNKx1bLpzIBStZVqTrmzWhYRQF+wRF+wRF+wNL6vpFur/RERDjc21esj2BoaFI83CsED9AVL9AVL9AVL9AVrHjfGo6EB8XmjENxHX7BEX7BEX7BEX7Dmc2MMggHxeaMQ3EdfsERfsERfsERfsOZzYwyCAfF5oxDcR1+wRF+wRF+wRF+w5nNjDIIB8XmjENxHX7BEX7BEX7BEX7Dmc2NsDQ2SwxuFEAFs3YMlrl+wxPULlugL1hxujK2hLvB4oxA8QF+wRF+wRF+wRF+w5nFjPBoaEJ83CsF99AVL9AVL9AVL9AVrPjfGIBgQnzcKwX30BUv0BUv0BUv0BWs+N8YgGBCfNwrBffQFS/QFS/QFS/QFaz43xiAYEJ83CsF99AVL9AVL9AVL9AVrPjfmxNbQiy++WLNmzVIikf8v7MYbb9T73/9+dXR0aMOGDRocHNS8efN0xx13qKGhYUZf28WtoQf7BlRfw9Y9FBl9wRJ9wRJ9wRJ9wZrDjXmxNXTLli1auHDh2N+PjIzoi1/8ojZt2qRzzz1XW7du1Te+8Q1t2rQpxFMWRy4nxWJhnwJRRV+wRF+wRF+wRF+w5ltjzgyCf+o3v/mNEomEzj33XEnS6tWrdckll/g7CHq8WhYeoC9Yoi9Yoi9Yoi9Y87gxZz4jeOONN+qjH/2oNm7cqEwmo66uLr35zW8e+/1UKqWRkRH19vaGeMpT5/NqWbiPvmCJvmCJvmCJvmDN58acuCN4//33q6WlRUNDQ/ra176mr3zlK/rQhz5UlK892TOxQet89dCkq2Xf1To3pFMhKugLlugLlugLlugL1nxuzIlBsKWlRZI0a9YsrVmzRp/5zGd09dVXa+/evWP/nnQ6rbKyMtXV1c3oa7uyLGZ0tez4UEZXy+7f3xfiyRAF9AVL9AVL9AVL9AVrrjc21bKY0B8N7e/vV19f/r+kXC6nH/7wh2pra9O73vUuDQwM6Fe/+pUk6Xvf+54+8pGPhHnUgvi8WhbuiFCWsgAAGExJREFUoy9Yoi9Yoi9Yoi9Y87mx0F8fsWfPHn3+859XNpvVyMiIWltbdeutt6qpqUnPPvusbrvttuNeHzF37sxusbpyR1DS2GrZdGZAqaRbq2URAfQFS/QFS/QFS+P7qq1Uc4q+UGQONzbVHcHQB0FrzgyCHm8UggfoC5boC5boC5boC9Ycb8zpR0NLhc8bheA++oIl+oIl+oIl+oI1nxtjEAxIOjMw6UYhoFD0BUv0BUv0BUv0BWs+N8YgGJDRjULjjW4UAgpFX7BEX7BEX7BEX7Dmc2MMggHxeaMQ3EdfsERfsERfsERfsOZzYyyLCZLDG4UQAWzdgyWuX7BEX7BEX7Dm8M9gUy2LceKF8iXB8Y1C8Bx9wRJ9wRJ9wRJ9wZrHjfFoaEB83igE99EXLNEXLNEXLNEXrPncGINgQHzeKAT30Rcs0Rcs0Rcs0Res+dwYg2BAfN4oBPfRFyzRFyzRFyzRF6z53BiDYEB83igE99EXLNEXLNEXLNEXrPncGFtDg3Rso9DBvgHV17i1UQgRQF+wRF+wRF+wRF+w5nBjU20N5Y5gCHI5KRYL+xSIKvqCJfqCJfqCJfqCNd8a4/URQfF4tSw8QF+wRF+wRF+wRF+w5nFj3BEMiM+rZeE++oIl+oIl+oIl+oI1nxtjEAyIz6tl4T76giX6giX6giX6gjWfG2MQDIjPq2XhPvqCJfqCJfqCJfqCNZ8bYxAMiM+rZeE++oIl+oIl+oIl+oI1nxvj9RFBOrZaNp0ZUKq2Us0pd1bLIgLG95V0a3UxIoDrFyxx/YIlrl+w5nBjU70+gq2hQfF4oxA8QF+wRF+wRF+wRF+w5nFjPBoaEJ83CsF99AVL9AVL9AVL9AVrPjfGIBgQnzcKwX30BUv0BUv0BUv0BWs+N8YgGBCfNwrBffQFS/QFS/QFS/QFaz43xiAYEJ83CsF99AVL9AVL9AVL9AVrPjfG1tAgObxRCBFAX7BEX7DE1lBY4voFaw5fw9ga6gKPNwrBA/QFS/QFS/QFS/QFax43xqOhAfF5oxDcR1+wRF+wRF+wRF+w5nNjDIIB8XmjENxHX7BEX7BEX7BEX7Dmc2MMggHxeaMQ3EdfsERfsERfsERfsOZzYwyCAfF5oxDcR1+wRF+wRF+wRF+w5nNjbA0N0rGNQgf7BlRf49ZGIUQAfcESfcESfcESfcGaw41NtTWUO4IhyOWkWCzsUyCq6AuW6AuW6AuW6AvWfGuM10cExePVsvAAfcESfcESfcESfcGax41xRzAgPq+WhfvoC5boC5boC5boC9Z8boxBMCA+r5aF++gLlugLlugLlugL1nxujEEwID6vloX76AuW6AuW6AuW6AvWfG6MQTAgPq+WhfvoC5boC5boC5boC9Z8bozXRwTp2GrZdGZAqdpKNafcWS2LCKAvWBrfV9Kt1diIAK5fsERfsOZwY1O9PoKtoUHxeKMQPEBfsERfsERfsERfsOZxYzwaGhCfNwrBffQFS/QFS/QFS/QFaz43xiAYEJ83CsF99AVL9AVL9AVL9AVrPjfGIBgQnzcKwX30BUv0BUv0BUv0BWs+N8YgGBCfNwrBffQFS/QFS/QFS/QFaz43xtbQILF1D5boC5Yc3oiGCKAvWKIvWHP4ZzC2hrrA441C8AB9wRJ9wRJ9wRJ9wZrHjfFoaEB83igE99EXLNEXLNEXLNEXrPncGINgQHzeKAT30Rcs0Rcs0Rcs0Res+dwYg2BAfN4oBPfRFyzRFyzRFyzRF6z53BiDYEB83igE99EXLNEXLNEXLNEXrPncGFtDg3Rso9DBvgHV17i1UQgRQF+wRF+wRF+wRF+w5nBjU20N5Y5gCHI5KRYL+xSIKvqCJfqCJfqCJfqCNd8a4/URQfF4tSw8QF+wRF+wRF+wRF+w5nFj3BEMiM+rZeE++oIl+oIl+oIl+oI1nxtjEAyIz6tl4T76giX6giX6giX6gjWfG2MQDIjPq2XhPvqCJfqCJfqCJfqCNZ8bc2oQvOuuu3TmmWfqxRdflCR1dHToYx/7mJYuXaprrrlGPT09IZ/w1Pm8Whbuoy9Yoi9Yoi9Yoi9Y87kxZ14f8b//+7/65je/qd/97ne6++679da3vlVLly7Vpk2bdO6552rr1q3as2ePNm3aNKOv6+LrI9KZAaWSbq2WRQSM76u2Us0p+kIRcf2CJfqCJb4/wprD17CpXh/hxNbQoaEhfeUrX9E//dM/6eqrr5Yk/eY3v1EikdC5554rSVq9erUuueSSGQ+CzvB4oxA8QF+wRF+wRF+wRF+w5nFjTjwaunnzZn3sYx/TaaedNvZrXV1devOb3zz296lUSiMjI+rt7Q3jiAXzeaMQ3EdfsERfsERfsERfsOZzY6HfEXzuuef0m9/8RjfeeKPJ15/sVmjQOl89NOlGoXe1zg3pVIgK+oIl+oIl+oIl+oI1nxsLfRDcsWOHdu3apUsuuUSS9Prrr+vaa6/VVVddpb179479+9LptMrKylRXVzejr+/KZwRHNwqND2V0o9D+/X0hngxRQF+wRF+wRF+wRF+w5npjU31GMPRHQ//2b/9WP//5z/XEE0/oiSee0Jve9CZ997vf1ac+9SkNDAzoV7/6lSTpe9/7nj7ykY+EfNpT5/NGIbiPvmCJvmCJvmCJvmDN58ac2Ro66uKLL9bdd9+thQsX6tlnn9Vtt92mwcFBzZs3T3fccYfmzp3ZLVZX7ghKYmsVbNEXLDm8EQ0RwPULlrh+wZrDjU11R9C5QbDYnBkEPd4oBA/QFyzRFyzRFyzRF6w53pjTj4aWCp83CsF99AVL9AVL9AVL9AVrPjfGIBiQdGZg0o1CQKHoC5boC5boC5boC9Z8boxBMCCjG4XGG90oBBSKvmCJvmCJvmCJvmDN58YYBAPi80YhuI++YIm+YIm+YIm+YM3nxlgWE6RjG4UO9g2ovsatjUKIAPqCJfqCJfqCJfqCNYcbY1mMY3I5KRYL+xSIKvqCJfqCJfqCJfqCNd8aKw/7ACXD8dWy8Bx9wRJ9wRJ9wRJ9wZrHjXFHMCA+r5aF++gLlugLlugLlugL1nxujEEwID6vloX76AuW6AuW6AuW6AvWfG6MQTAgPq+WhfvoC5boC5boC5boC9Z8boxBMCA+r5aF++gLlugLlugLlugL1nxujNdHBOnYatl0ZkCp2ko1p9xZLYsIGN9X0q3VxYgA+oIl+oIl+oI1hxub6vURbA0NiscbheAB+oIl+oIl+oIl+oI1jxvj0dCA+LxRCO6jL1iiL1iiL1iiL1jzuTEGwYD4vFEI7qMvWKIvWKIvWKIvWPO5MQbB/9/evYdWXbhxHP+c49pkNXdxOqeChhRsQc0284/UYiOsnBeoKLyEeWOMbCmjxrzmDWaiXTQkNoQioqJcecmZLQMvjUDDTAIVy6kzm07b5pZyPL8/qlHkz2n6fK/v11+p7fgo72aP5+w5DvHzRSF4H33BEn3BEn3BEn3Bmp8bYxF0iJ8vCsH76AuW6AuW6AuW6AvW/NwYV0Od5OGLQggA+oIlrh7DEp+/YInPX7Dm4c9hXA31Ah9fFIIP0Bcs0Rcs0Rcs0Res+bgxXhrqED9fFIL30Rcs0Rcs0Rcs0Res+bkxFkGH+PmiELyPvmCJvmCJvmCJvmDNz42xCDrEzxeF4H30BUv0BUv0BUv0BWt+boxF0CF+vigE76MvWKIvWKIvWKIvWPNzY1wNddKfF4VaWjuVnuKti0IIAPqCJfqCJfqCJfqCNQ83dq2roTwj6IJ4XIpE3J4CQUVfsERfsERfsERfsOa3xnj7CKf4+LQsfIC+YIm+YIm+YIm+YM3HjfGMoEP8fFoW3kdfsERfsERfsERfsObnxlgEHeLn07LwPvqCJfqCJfqCJfqCNT83xiLoED+floX30Rcs0Rcs0Rcs0Res+bkxFkGH+Pm0LLyPvmCJvmCJvmCJvmDNz43x9hFO+vO07LnfOpXRy1unZREAf+8rtaeyMugLtxCfv2CJz1+wRF+w5uE/I6/19hFcDXWKjy8KwQfoC5boC5boC5boC9Z83BgvDXWIny8KwfvoC5boC5boC5boC9b83BiLoEP8fFEI3kdfsERfsERfsERfsObnxlgEHeLni0LwPvqCJfqCJfqCJfqCNT83xiLoED9fFIL30Rcs0Rcs0Rcs0Res+bkxroY6iatVsOThi1UIAD5/wRKfv2CJvmDNw39GcjXUC3x8UQg+QF+wRF+wRF+wRF+w5uPGeGmoQ/x8UQjeR1+wRF+wRF+wRF+w5ufGWAQd4ueLQvA++oIl+oIl+oIl+oI1PzfGIugQP18UgvfRFyzRFyzRFyzRF6z5uTEWQYf4+aIQvI++YIm+YIm+YIm+YM3PjXE11El/XhRqae1UegpXq3CL0Rcs0Rcs0Rcs0Resebixa10N5RlBF8TjUiTi9hQIKvqCJfqCJfqCJfqCNb81xttHOMXHp2XhA/QFS/QFS/QFS/QFaz5ujGcEHeLn07LwPvqCJfqCJfqCJfqCNT83xiLoED+floX30Rcs0Rcs0Rcs0Res+bkxFkGH+Pm0LLyPvmCJvmCJvmCJvmDNz42xCDrEz6dl4X30BUv0BUv0BUv0BWt+boy3j3CSh0/LIgDoC5boC5boC5boC9Y83Ni13j6CRdAFffqk6NdfW90eAwFFX7BEX7BEX7BEX7DmxcZ4H0EAAAAAQBcWQQAAAAAIGRZBAAAAAAgZFkEAAAAACJkEtweQpNLSUp04cULRaFTJyclasGCBcnJydOzYMVVUVOj8+fNKS0tTVVWVBg8e7Pa4AAAAAOBrnlgEq6qqlJKSIknasWOHKisrtXHjRi1atEgTJ07U+PHj9emnn2rhwoV65513XJ4WAAAAAPzNEy8N/WsJlKS2tjZFIhGdPXtWhw4dUnFxsSSpuLhYhw4d0rlz59waEwAAAAACwRPPCErSvHnztHv3bsXjcVVXV6upqUlZWVnq0aOHJKlHjx7q27evmpqalJGRcd2P+//eN8NtffqkdP8vAf8RfcESfcESfcESfcGanxrzzCK4fPlySVJtba1WrlypsrKyW/K4vKE8woa+YIm+YIm+YIm+YM2LjfnqDeUnTJighoYG9evXT7/88otisZgkKRaL6cyZM8rOznZ5QgAAAADwN9cXwfb2djU1NXV9u76+Xqmpqerdu7dycnK0efNmSdLmzZuVk5NzQy8LBQAAAAD8m+svDe3o6FBZWZk6OjoUjUaVmpqq9evXKxKJaPHixaqoqNBbb72lXr16qaqqyu1xAQAAAMD3XF8EMzMz9eGHH171x4YMGaKPPvrI4YkAAAAAINhcf2koAAAAAMBZLIIAAAAAEDIsggAAAAAQMiyCAAAAABAyLIIAAAAAEDKuXw21Fo1G3B7hqrw6F4KBvmCJvmCJvmCJvmDNa41da55IPB6POzgLAAAAAMBlvDQUAAAAAEKGRRAAAAAAQoZFEAAAAABChkUQAAAAAEKGRRAAAAAAQoZFEAAAAABChkUQAAAAAEKGRRAAAAAAQoZFEAAAAABCJsHtAcKiqqpKdXV1OnnypDZt2qS7777b7ZEQIC0tLXrppZd0/PhxJSYmatCgQVqyZIkyMjLcHg0BUVpaqhMnTigajSo5OVkLFixQTk6O22MhYNauXas333yTPydxyxUWFioxMVFJSUmSpPLyco0cOdLlqRAUv//+u1asWKG9e/cqKSlJeXl5Wrp0qdtjdYtF0CFFRUV69tlnNWnSJLdHQQBFIhHNmDFDw4cPl/THXzysWrVKK1ascHkyBEVVVZVSUlIkSTt27FBlZaU2btzo8lQIkh9++EHfffedBgwY4PYoCKg33niDv2CAiVdffVVJSUmqq6tTJBJRc3Oz2yNdF14a6pCCggJlZ2e7PQYCKi0trWsJlKS8vDydOnXKxYkQNH8tgZLU1tamSCTi4jQImkuXLmnJkiVavHix26MAwA1pb29XbW2tysrKuv5szMzMdHmq68MzgkDAXLlyRe+//74KCwvdHgUBM2/ePO3evVvxeFzV1dVuj4MAef311zVu3DgNHDjQ7VEQYOXl5YrH48rPz9fcuXPVq1cvt0dCADQ2NiotLU1r165VQ0ODbr/9dpWVlamgoMDt0brFM4JAwCxdulTJycmaPHmy26MgYJYvX66dO3dqzpw5WrlypdvjICD279+vgwcPauLEiW6PggB777339Nlnn+njjz9WPB7XkiVL3B4JARGLxdTY2Kjc3Fx98sknKi8v1+zZs9XW1ub2aN1iEQQCpKqqSj///LNee+01RaP85w0bEyZMUENDg1paWtweBQHw7bff6ujRoyoqKlJhYaFOnz6t6dOna9euXW6PhgD568tzEhMTNXHiRO3bt8/liRAU2dnZSkhIUHFxsSTpvvvuU3p6uo4dO+byZN3j/xSBgFi9erUOHjyodevWKTEx0e1xECDt7e1qamrq+nZ9fb1SU1OVlpbm4lQIilmzZmnXrl2qr69XfX29+vXrp5qaGo0YMcLt0RAQFy9eVGtrqyQpHo9r69atXD3GLZORkaHhw4dr9+7dkqRjx47p7NmzGjRokMuTdS8Sj8fjbg8RBsuWLdP27dvV3Nys9PR0paWlacuWLW6PhYA4fPiwiouLNXjwYPXs2VOSNHDgQK1bt87lyRAEzc3NKi0tVUdHh6LRqFJTU/Xyyy/rnnvucXs0BFBhYaHWr1/PdUfcMo2NjZo9e7ZisZiuXLmiIUOGaP78+erbt6/boyEgGhsbVVlZqfPnzyshIUEvvviiHnroIbfH6haLIAAAAACEDC8NBQAAAICQYREEAAAAgJBhEQQAAACAkGERBAAAAICQYREEAAAAgJBhEQQAAACAkGERBADgJlVUVGjNmjWmP8eYMWPU0NBw1R9raGjQqFGjTH9+AECwJLg9AAAAYVVRUaGsrCzNmTOn2393y5YtDkwEAAgLnhEEAOAmxGIxt0cAAOCGsQgCAEKhsLBQ1dXVGjt2rPLy8lRZWanm5mbNmDFDQ4cO1dSpU3XhwgVJ0gsvvKAHH3xQ+fn5mjRpkg4fPtz1OBUVFVq0aJFmzpypvLy8f71cs62tTVOmTNGyZcsUj8d19OhRPffcc3rggQc0evRobd26VZL0wQcfaNOmTaqpqdHQoUNVUlLS7fx79uyRJHV2dqqiokLDhg3T448/ru+///5W/lYBAEKARRAAEBrbt2/Xhg0bVFdXp6+++kozZ87U3Llz9c033+jKlSt69913JUmjRo1SXV2d9u7dq9zcXJWXl//jcTZv3qySkhLt27dP+fn5Xd/f0tKiqVOn6v7779f8+fPV0dGhadOmqbi4WHv27NGaNWv0yiuv6MiRI3r66ac1duxYTZ8+Xfv379f69euv+9exdu1aHT9+XF988YVqampUW1t7a36DAAChwSIIAAiNyZMnKzMzU1lZWSooKNC9996r3NxcJSUl6ZFHHtGhQ4ckSU8++aTuuOMOJSYmavbs2frxxx/V2tra9ThFRUXKz89XNBpVUlKSJOnMmTOaMmWKHn300a6v+du5c6cGDBigJ554QgkJCcrNzdXo0aO1bdu2m/p1fP755yopKVFaWpqys7M1ZcqUm3o8AED4cCwGABAamZmZXf+clJT0j2/37NlTFy9eVCwW05o1a7Rt2zadO3dO0egff2fa0tKilJQUSVJ2dva/Hvvrr79WcnKynnnmma7vO3nypA4cOKCCgoKu74vFYho3btxN/TrOnDnzjxn69+9/U48HAAgfFkEAAP5m06ZN+vLLL7VhwwYNHDhQra2tGjZsmOLx+DU/7qmnntJvv/2mWbNmqbq6WsnJycrOztawYcO0YcOGq35MJBL5TzP26dNHTU1NuuuuuyRJTU1N/+lxAADhxUtDAQD4m/b2diUmJio9PV0dHR1avXr1dX/swoULdeedd6qkpESdnZ16+OGH9dNPP6m2tlaXL1/W5cuXdeDAAR09elSS1Lt3b504ceKGZ3zsscf09ttv68KFCzp9+nTX1zYCAHC9WAQBAPibCRMmqH///ho5cqTGjBmjvLy86/7YSCSipUuXql+/fiotLdVtt92mmpoabd26VSNHjtSIESO0atUqXbp0SdIfX4t45MgRFRQUqLS09Lp/nueff179+/dXUVGRpk2bpvHjx9/wrxMAEG6ReHevdQEAAAAABArPCAIAAABAyHAsBgAADzh16pTGjBlz1R/bsmULl0EBALcULw0FAAAAgJDhpaEAAAAAEDIsggAAAAAQMiyCAAAAABAyLIIAAAAAEDIsggAAAAAQMv8DSVFKTEsAKBgAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(x='subtotal',y='time_taken_mins',data=df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "euatwYx98aIw",
"outputId": "357f53f6-541b-4388-931a-b5fe92b1e0d9"
},
"execution_count": 54,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2b138dbe10>"
]
},
"metadata": {},
"execution_count": 54
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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