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DineshGowd/ElectricVehicle-Notebook.ipynb

Created April 28, 2025 16:42
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ElectricVehicle-Notebook
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ElectricVehicle-Notebook.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"# **Electric Vehicle Charging Analysis and Optimization**\n",
"This notebook analyzes Electric Vehicle charging patterns and optimizes charging schedules using:\n",
"1. Exploratory Data Analysis (EDA)\n",
"2. Machine Learning (Random Forest for demand prediction)\n",
"3. Time-based optimization for grid load balancing\n",
"\n",
"The dataset is available at: https://catalog.data.gov/dataset/electric-vehicle-charging-stations-dc120"
],
"metadata": {
"id": "k6r4TzX8nIkt"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from datetime import datetime\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"import xgboost as xgb\n",
"from sklearn.metrics import mean_absolute_error, r2_score\n",
"\n",
"# Loadinh the data\n",
"ev_data = pd.read_csv('electric-vehicle-charging-stations.csv', sep=';')"
],
"metadata": {
"id": "mGZ3wOR9lzrR"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Displaying the first five rows of the dataset\n",
"print(\"First 5 rows of the dataset:\")\n",
"ev_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 347
},
"id": "gRMz6rD2n2t0",
"outputId": "907c1b14-acac-4f12-9278-c7807081aac6"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"First 5 rows of the dataset:\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" start_date station_name \\\n",
"0 2021-04-06T15:20:20+00:00 TOWN OF CARY / BOND PARK \n",
"1 2021-04-05T23:21:09+00:00 TOWN OF CARY / P2_DTCARYDECKE1 \n",
"2 2021-04-04T16:10:59+00:00 TOWN OF CARY / P2_DTCARYDEKCE2 \n",
"3 2021-04-04T20:19:17+00:00 TOWN OF CARY / BOND PARK \n",
"4 2021-04-04T11:30:32+00:00 TOWN OF CARY / TOWNHALLEAST \n",
"\n",
" charging_time_hh_mm_ss energy_kwh address_1 \\\n",
"0 03:30:52 11.211 801 High House Road \n",
"1 00:22:20 2.279 113 Walnut St \n",
"2 05:42:36 29.225 113 Walnut St \n",
"3 00:54:55 6.633 801 High House Road \n",
"4 00:36:17 3.709 228 Ambassador Loop \n",
"\n",
" address_2 city state_province zip_postal_code fee \\\n",
"0 Bond Park Boathouse Cary North Carolina 27513 0.0 \n",
"1 NaN Cary North Carolina 27511 0.0 \n",
"2 NaN Cary North Carolina 27511 0.0 \n",
"3 Bond Park Boathouse Cary North Carolina 27513 0.0 \n",
"4 NaN Cary North Carolina 27513 0.0 \n",
"\n",
" model_number latitude longitude geopoint \n",
"0 CT4020-HD-GW 35.781303 -78.825554 35.781303, -78.825554 \n",
"1 CT4025-HD-GW 35.785446 -78.779411 35.785446, -78.779411 \n",
"2 CT4020-HD-GW 35.785385 -78.779701 35.785385, -78.779701 \n",
"3 CT4020-HD-GW 35.781303 -78.825554 35.781303, -78.825554 \n",
"4 CT4020-HD-GW 35.789215 -78.778816 35.789215, -78.778816 "
],
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" <th></th>\n",
" <th>start_date</th>\n",
" <th>station_name</th>\n",
" <th>charging_time_hh_mm_ss</th>\n",
" <th>energy_kwh</th>\n",
" <th>address_1</th>\n",
" <th>address_2</th>\n",
" <th>city</th>\n",
" <th>state_province</th>\n",
" <th>zip_postal_code</th>\n",
" <th>fee</th>\n",
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" <td>Bond Park Boathouse</td>\n",
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" <td>Cary</td>\n",
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" <td>05:42:36</td>\n",
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" <td>Cary</td>\n",
" <td>North Carolina</td>\n",
" <td>27511</td>\n",
" <td>0.0</td>\n",
" <td>CT4020-HD-GW</td>\n",
" <td>35.785385</td>\n",
" <td>-78.779701</td>\n",
" <td>35.785385, -78.779701</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2021-04-04T20:19:17+00:00</td>\n",
" <td>TOWN OF CARY / BOND PARK</td>\n",
" <td>00:54:55</td>\n",
" <td>6.633</td>\n",
" <td>801 High House Road</td>\n",
" <td>Bond Park Boathouse</td>\n",
" <td>Cary</td>\n",
" <td>North Carolina</td>\n",
" <td>27513</td>\n",
" <td>0.0</td>\n",
" <td>CT4020-HD-GW</td>\n",
" <td>35.781303</td>\n",
" <td>-78.825554</td>\n",
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" <td>2021-04-04T11:30:32+00:00</td>\n",
" <td>TOWN OF CARY / TOWNHALLEAST</td>\n",
" <td>00:36:17</td>\n",
" <td>3.709</td>\n",
" <td>228 Ambassador Loop</td>\n",
" <td>NaN</td>\n",
" <td>Cary</td>\n",
" <td>North Carolina</td>\n",
" <td>27513</td>\n",
" <td>0.0</td>\n",
" <td>CT4020-HD-GW</td>\n",
" <td>35.789215</td>\n",
" <td>-78.778816</td>\n",
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],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "ev_data",
"summary": "{\n \"name\": \"ev_data\",\n \"rows\": 20142,\n \"fields\": [\n {\n \"column\": \"start_date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 20132,\n \"samples\": [\n \"2022-03-30T12:55:08+00:00\",\n \"2021-07-24T16:22:53+00:00\",\n \"2022-09-06T17:19:16+00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"station_name\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 22,\n \"samples\": [\n \"TOWN OF CARY / BOND PARK\",\n \"TOWN OF CARY / BOND PARK BH\",\n \"TOWN OF CARY / P5_DTCARYDECKE\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"charging_time_hh_mm_ss\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 9955,\n \"samples\": [\n \"00:43:54\",\n \"00:42:20\",\n \"00:53:19\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"energy_kwh\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.179193657262216,\n \"min\": 0.0,\n \"max\": 209.455,\n \"num_unique_values\": 11398,\n \"samples\": [\n 9.728,\n 12.424,\n 6.875\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"address_1\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"801 High House Road\",\n \"113 Walnut St\",\n \"119 E Park St\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"address_2\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Page-Walker Hotel\",\n \"Bond Park Boathouse\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Cary\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"state_province\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"North Carolina\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"zip_postal_code\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 27511,\n \"max\": 27513,\n \"num_unique_values\": 2,\n \"samples\": [\n 27511\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fee\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0,\n \"min\": 0.0,\n \"max\": 0.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"model_number\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"CT4025-HD-GW\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"latitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.004546053624115823,\n \"min\": 35.781303,\n \"max\": 35.797245,\n \"num_unique_values\": 9,\n \"samples\": [\n 35.796886\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"longitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.022102853991373256,\n \"min\": -78.825554,\n \"max\": -78.778816,\n \"num_unique_values\": 11,\n \"samples\": [\n -78.779266\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"geopoint\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 11,\n \"samples\": [\n \"35.783203, -78.779266\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 108
}
]
},
{
"cell_type": "code",
"source": [
"# Displaying the number of rows and columns\n",
"print(f\"Number of rows: {ev_data.shape[0]}\")\n",
"print(f\"Number of columns: {ev_data.shape[1]}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_5mCnDQmoCMC",
"outputId": "f0486e6e-be8b-4167-cafc-b0ca7ff1dec7"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of rows: 20142\n",
"Number of columns: 14\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Displaying the summary statistics\n",
"print(\"\\nSummary statistics:\")\n",
"ev_data.describe()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 335
},
"id": "IG9CSKXMpUsL",
"outputId": "318cb839-819d-4b47-b639-f583460ebe22"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Summary statistics:\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" energy_kwh zip_postal_code fee latitude longitude\n",
"count 20142.000000 20142.000000 20142.0 20142.000000 20142.000000\n",
"mean 8.102529 27512.235528 0.0 35.784746 -78.802237\n",
"std 10.179194 0.971892 0.0 0.004546 0.022103\n",
"min 0.000000 27511.000000 0.0 35.781303 -78.825554\n",
"25% 2.286000 27511.000000 0.0 35.781303 -78.825554\n",
"50% 5.199500 27513.000000 0.0 35.783203 -78.808044\n",
"75% 9.758750 27513.000000 0.0 35.785385 -78.779343\n",
"max 209.455000 27513.000000 0.0 35.797245 -78.778816"
],
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" <th>std</th>\n",
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" <td>0.971892</td>\n",
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" <th>min</th>\n",
" <td>0.000000</td>\n",
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"summary": "{\n \"name\": \"ev_data\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"energy_kwh\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7109.25662186137,\n \"min\": 0.0,\n \"max\": 20142.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 8.102529391321617,\n 5.1995000000000005,\n 20142.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"zip_postal_code\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9703.44991169262,\n \"min\": 0.971891749788735,\n \"max\": 27513.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 27512.235527752953,\n 27513.0,\n 0.971891749788735\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fee\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7121.27239332972,\n \"min\": 0.0,\n \"max\": 20142.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 20142.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"latitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7110.4385340657,\n \"min\": 0.004546053624115823,\n \"max\": 20142.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 20142.0,\n 35.78474613811935\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"longitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7145.205511181321,\n \"min\": -78.825554,\n \"max\": 20142.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 20142.0,\n -78.80223672242082\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 110
}
]
},
{
"cell_type": "code",
"source": [
"# Checking for missing values\n",
"print(\"\\nMissing values in each column:\")\n",
"print(ev_data.isnull().sum())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PzxOjOAKoMqq",
"outputId": "9bff0fa8-f48d-4ba0-9ccb-c2f0a857d0fa"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Missing values in each column:\n",
"start_date 0\n",
"station_name 0\n",
"charging_time_hh_mm_ss 0\n",
"energy_kwh 0\n",
"address_1 0\n",
"address_2 9946\n",
"city 0\n",
"state_province 0\n",
"zip_postal_code 0\n",
"fee 0\n",
"model_number 731\n",
"latitude 0\n",
"longitude 0\n",
"geopoint 0\n",
"dtype: int64\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Data preprocessing**"
],
"metadata": {
"id": "dWUQTEMzoTA5"
}
},
{
"cell_type": "markdown",
"source": [
"### **Feature Engineering from Datetime**"
],
"metadata": {
"id": "OdAcqgDt6Qbp"
}
},
{
"cell_type": "code",
"source": [
"# Converting start_date to datetime\n",
"ev_data['start_date'] = pd.to_datetime(ev_data['start_date'])\n",
"\n",
"# Extracting features from start_date\n",
"ev_data['hour_of_day'] = ev_data['start_date'].dt.hour\n",
"ev_data['day_of_week'] = ev_data['start_date'].dt.dayofweek # Monday=0, Sunday=6\n",
"ev_data['month'] = ev_data['start_date'].dt.month"
],
"metadata": {
"id": "qviN0eUCokz_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Converting charging time to minutes\n",
"def convert_time_to_minutes(time_str):\n",
" \"\"\"Convert time string in format HH:MM:SS to minutes\"\"\"\n",
" try:\n",
" hours, minutes, seconds = map(int, time_str.split(':'))\n",
" return hours * 60 + minutes + seconds / 60\n",
" except:\n",
" return np.nan\n",
"\n",
"ev_data['charging_minutes'] = ev_data['charging_time_hh_mm_ss'].apply(convert_time_to_minutes)"
],
"metadata": {
"id": "CmzVpmC0om24"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Creating time categories for easier analysis\n",
"time_categories = {\n",
" 'early_morning': (0, 6), # 12am - 6am\n",
" 'morning': (6, 12), # 6am - 12pm\n",
" 'afternoon': (12, 18), # 12pm - 6pm\n",
" 'evening': (18, 24) # 6pm - 12am\n",
"}\n",
"\n",
"def categorize_time(hour):\n",
" for category, (start, end) in time_categories.items():\n",
" if start <= hour < end:\n",
" return category\n",
" return 'unknown'\n",
"\n",
"ev_data['time_category'] = ev_data['hour_of_day'].apply(categorize_time)"
],
"metadata": {
"id": "UIpD1Ihl53ly"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"### **Data Cleaning**"
],
"metadata": {
"id": "ncdd9tjh6uw_"
}
},
{
"cell_type": "code",
"source": [
"# Converting fee to numeric\n",
"ev_data['fee'] = pd.to_numeric(ev_data['fee'], errors='coerce')"
],
"metadata": {
"id": "PJbJN3IBotfe"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Calculating charging speed (kWh per minute)\n",
"ev_data['charging_speed'] = ev_data['energy_kwh'] / ev_data['charging_minutes']"
],
"metadata": {
"id": "NbHXquMQ7W9D"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# **Exploratory Data Analysis (EDA)**"
],
"metadata": {
"id": "Rc54FN8xpMAQ"
}
},
{
"cell_type": "code",
"source": [
"# Plotting hourly demand\n",
"hourly_demand = ev_data.groupby('hour_of_day')['energy_kwh'].sum().reset_index()\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"sns.lineplot(data=hourly_demand, x='hour_of_day', y='energy_kwh', marker='o')\n",
"plt.title('Total Energy Demand by Hour of Day')\n",
"plt.xlabel('Hour of Day')\n",
"plt.ylabel('Total Energy Consumption (kWh)')\n",
"plt.xticks(range(0, 24))\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 407
},
"id": "vSdF_bPx3Ffm",
"outputId": "204e8179-f8e7-4b18-cb6a-a1c3b633c912"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Visualizing the distribution of charging energy\n",
"sns.histplot(data=ev_data, x='energy_kwh', kde=True)\n",
"plt.title('Distribution of Energy Consumption (kWh)')\n",
"plt.xlabel('Energy (kWh)')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "I8XsSOb4pbwU",
"outputId": "865065b5-e54c-4270-84e2-3507a19ee6b1"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Visualizing charging by hour of day\n",
"plt.figure(figsize=(12, 6))\n",
"hourly_usage = ev_data.groupby('hour_of_day')['energy_kwh'].mean().reset_index()\n",
"sns.barplot(data=hourly_usage, x='hour_of_day', y='energy_kwh')\n",
"plt.title('Average Energy Consumption by Hour of Day')\n",
"plt.xlabel('Hour of Day')\n",
"plt.ylabel('Average Energy (kWh)')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "lYrAuYa7pdfI",
"outputId": "d25e247f-9e03-4ee9-8745-146e65047c50"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Visualizing charging by day of week\n",
"plt.figure(figsize=(8, 4))\n",
"day_mapping = {0: 'Mon', 1: 'Tue', 2: 'Wed', 3: 'Thu', 4: 'Fri', 5: 'Sat', 6: 'Sun'}\n",
"daily_usage = ev_data.groupby('day_of_week')['energy_kwh'].mean().reset_index()\n",
"daily_usage['day_name'] = daily_usage['day_of_week'].map(day_mapping)\n",
"sns.barplot(data=daily_usage, x='day_name', y='energy_kwh')\n",
"plt.title('Average Energy Consumption by Day of Week')\n",
"plt.xlabel('Day of Week')\n",
"plt.ylabel('Average Energy (kWh)')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 410
},
"id": "CVGUQxPLpfcj",
"outputId": "6a32abab-0372-4c64-ec68-f9ee8175eff3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
],
"image/png": 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l/TM+9NFHH9VHH31kG4KRkpKiZcuWqUOHDhneoe4IX19fSf8M00hz42c+Li5Of/75p0JDQ3X06FHbJX83Nzc9+eSTWrNmjd1zo6Ki1KhRI5UuXfqW+9yxY4fOnTunQYMG2Y1jb9OmjSpWrJhu2ERmVapUSYUKFbKNHd2zZ48SEhJsd903atTIdrn9xx9/VEpKiu3nvGrVKqWmpqpz5852vweKFi2q8uXL234P/PTTTzp06JC6deumCxcu2PolJCSoRYsW+v777+2GC0jSvn37FBoaqpCQEK1fv14FChS4q9eHnIdgCpeWkpKipUuXKiwsTMeOHdPhw4d1+PBh1a9fX2fPntWGDRskSR4eHurYsaM+/fRT25i7VatW6dq1a3bB9NChQ/rll18UEBBgtzzwwAOS/v+bCtLc6h+Szz//XA0aNJCXl5cKFiyogIAAvfPOO3Zj0o4fPy43N7d027h5NoHz58/r77//1ty5c9PVlTZu9ua6MlK4cGG1bNky3VKqVCm7fl5eXgoICLBrK1CggN3Y0UOHDikuLk6BgYHpaoqPj8/UcTp+/LjKli0ri8Vy29cvSV26dJHVarWNHY6Li9Pnn3+uJ598Mt3zb5QvXz5J9gHido4fP66goKB0QbZSpUq29TcqWbJkum3cfKymTZumffv2KTg4WPXq1dNLL72U6QB2Kzfv19/fX5IUHBycrj01NdXufSdJ5cuXT7fNBx54QImJiRmO5b2T48ePZzg+MrPHLS103Dw++VZurr9s2bJyc3OzjYGV/gnvv//+uzZu3ChJWr9+vc6ePasePXpkah+3Ex8fL8n+D57NmzerZcuW8vHxUf78+RUQEGCb6eHG49+zZ09duXLFNkXTwYMHtXPnzjvWlXYMMzrOFStWTHeMM8tisahRo0a2saSbN29WYGCg7XN4YzBN+29aMD106JCMMSpfvny63wP79++3/R44dOiQpH/G2N7cb/78+UpKSkr3Hm3Xrp38/Pz09ddf2z7HgMRd+XBx3377rU6fPq2lS5dq6dKl6dZHRUWpVatWkqSuXbvq3Xff1dq1a9WhQwctX75cFStWtLtJIjU1VQ8++KBmzJiR4f5u/oc/ozvLN27cqPbt26tp06Z6++23VaxYMXl6emrBggVasmSJw68x7UxC9+7dbTc13KxatWoOb/dW3N3dM1VTYGCg3U1mN7o52P7bO/ALFCigtm3bKioqSi+++KI+/vhjJSUl3XGWgXLlysnDw0N79+79V/u/lVsdK3PDjVKdO3fWQw89pE8++UTffPONXnvtNU2dOlWrVq1S69atJemW4TolJSXDfdxqv5mpxxVkdZ0ZHb/w8HAVKVJEixcvVtOmTbV48WIVLVr0ttMnZVbaLA5p4e3IkSNq0aKFKlasqBkzZig4OFh58uTRl19+qZkzZ9qdDaxcubJq166txYsXq2fPnlq8eLHy5Mmjzp07/+u67laTJk302Wefae/evdq8ebPdHKWNGjXSqFGjdPLkSW3atElBQUEqU6aMpH9+D1gsFq1duzbDn2nameW01//aa6+pRo0aGdaQ1jdNx44dtWjRIkVFRWngwIFZ8TKRQxBM4dKioqIUGBio2bNnp1u3atUqffLJJ5ozZ468vb3VtGlTFStWTMuWLVOTJk307bffaty4cXbPKVu2rPbs2aMWLVrc9kzc7axcuVJeXl76+uuv7abVWbBggV2/UqVKKTU1VceOHbM7A3Tz3ckBAQHy8/NTSkpKlvyjmhXKli2r9evXq3HjxncdOkuVKqVff/1Vxhi7Y32ru7N79uypRx99VNu3b1dUVJRq1qypKlWq3HYfefPmVfPmzfXtt9/qxIkT6f6wyKim9evX6/Lly3Znww4cOGBbfzeKFSumQYMGadCgQTp37pxq1aqlSZMm2YJpgQIFMpzI/vjx47YQkJXSzmDd6LffflPevHltf1Q48v4vVaqUDh48mK793x63Wzl06JDdWfjDhw8rNTVVISEhtjZ3d3d169ZNCxcu1NSpU7V69WoNGDAgU3943U5KSoqWLFmivHnz2s4cfvbZZ0pKStKaNWvszgZnNDm99M97ecSIETp9+rSWLFmiNm3a3PFSddoxPHjwoG1oUZqDBw/+q2N843ymmzdv1rBhw2zrateuLavVqpiYGG3dulWPPPKIbV3ZsmVljFHp0qVtV5UykjbcJV++fJn+Hfbaa6/Jw8NDgwYNkp+fn7p163YXrww5EZfy4bKuXLmiVatWqW3bturUqVO6ZciQIbp8+bLWrFkj6Z/xXZ06ddJnn32mDz/8UNevX7e7jC/9c3br5MmTmjdvXob7S0hIuGNd7u7uslgsdmP1YmNjtXr1art+aWMu3377bbv2t956K932OnbsqJUrV2Y43+bdXHr9tzp37qyUlBRNnDgx3brr169n6tuCwsPDdfLkSdvPR5KuXr2a4bGXpNatW6tw4cKaOnWqvvvuu0zPyTp+/HgZY9SjRw/bJdgb7dy5U4sWLZIkPfLII0pJSdGsWbPs+sycOVMWi8UWJDMrJSUl3SXKwMBABQUF2U3jVLZsWW3ZskXJycm2ts8//zzDKXeywo8//mg3LvnEiRP69NNP1apVK1twSxuHmZmf5SOPPKJt27bpxx9/tLUlJCRo7ty5CgkJyXAc9r9x8x+iaZ+Zm38+PXr00MWLFzVw4EDFx8f/63l8U1JSNHToUO3fv19Dhw61XWJOO2Y3nvGNi4tL98domieeeEIWi0XPPvusjh49mqm66tSpo8DAQM2ZM8fuvbN27Vrt379fbdq0uevXVadOHXl5eSkqKkonT560O2NqtVpVq1YtzZ49WwkJCXbjiB977DG5u7trwoQJ6c52G2N04cIFSf+E27Jly+r111/P8DOY0e8wi8WiuXPnqlOnTurVq5fd7wnkbpwxhctKu4HgxptnbtSgQQMFBAQoKirKFkC7dOmit956S+PHj9eDDz5oGwOXpkePHlq+fLmefvppRUdHq3HjxkpJSdGBAwe0fPly21yct9OmTRvNmDFDERER6tatm86dO6fZs2erXLly+vnnn239ateurY4dOyoyMlIXLlxQgwYN9N133+m3336TZH/G6tVXX1V0dLTq16+vAQMGqHLlyvrrr7+0a9curV+/Xn/99dcdj9fJkye1ePHidO2+vr7q0KHDHZ9/o9DQUA0cOFBTpkzRTz/9pFatWsnT01OHDh3SihUr9MYbb6hTp0633cbAgQM1a9YsPfHEE3r22WdVrFgxRUVF2W7suPmMnaenp7p27apZs2bJ3d09w5u2MtKoUSPNnj1bgwYNUsWKFe2++SkmJkZr1qzRK6+8IumfcW1hYWEaN26cYmNjVb16dX3zzTf69NNPNWzYMLsbnTLj8uXLKlGihDp16qTq1avL19dX69ev1/bt2zV9+nRbv/79++vjjz9WRESEOnfurCNHjmjx4sUO7y+zqlatqvDwcA0dOlRWq9X2x9GECRNsfdJujho3bpy6du0qT09PtWvXLsMbh8aMGaOPPvpIrVu31tChQ1WwYEEtWrRIx44d08qVK7P8W6KOHTum9u3bKyIiQj/++KMWL16sbt26pZu7tGbNmqpatartpsZatWpleh9xcXG2z0tiYqLtm5+OHDmirl272v1R1qpVK+XJk0ft2rWzheB58+YpMDBQp0+fTrftgIAARUREaMWKFcqfP3+mQqWnp6emTp2qPn36KDQ0VE888YTOnj2rN954QyEhIRo+fHimX9vN8uTJo7p162rjxo2yWq12N8ZJ/3yG0t6vNwbTsmXL6pVXXtHYsWMVGxurDh06yM/PT8eOHdMnn3yip556SiNHjpSbm5vmz5+v1q1bq0qVKurTp4+KFy+ukydPKjo6Wvny5dNnn32Wri43NzctXrxYHTp0UOfOnfXll1+mO1uMXMgJMwEAmdKuXTvj5eVlEhISbtmnd+/extPT0zbNUmpqqgkODs5wSqA0ycnJZurUqaZKlSrGarWaAgUKmNq1a5sJEyaYuLg4Wz9Jt5wG6L333jPly5c3VqvVVKxY0SxYsMA2DcqNEhISzODBg03BggWNr6+v6dChgzl48KCRZF599VW7vmfPnjWDBw82wcHBxtPT0xQtWtS0aNHCzJ07947H6nbTRd04nVCvXr2Mj49PuudnVLsxxsydO9fUrl3beHt7Gz8/P/Pggw+a0aNHm1OnTtntu02bNhnWdfToUdOmTRvj7e1tAgICzHPPPWdWrlxpJJktW7ak6582D2WrVq3u+JpvtnPnTtOtWzcTFBRkPD09TYECBUyLFi3MokWLbNMZGfPPNEfDhw+39Stfvrx57bXX7Ka5MebWP/8bp1JKSkoyo0aNMtWrVzd+fn7Gx8fHVK9ePd2csMb8M31W8eLFjdVqNY0bNzY7duy45XRRK1assHvuraYHunlOyBvrXrx4se09WrNmzQyn3Zo4caIpXry4cXNzs5s6KqPprY4cOWI6depk8ufPb7y8vEy9evXSzdt7q/qPHTtmJJkFCxakqyGj1/Prr7+aTp06GT8/P1OgQAEzZMgQuymUbjRt2jQjyUyePPm2275RaGio3WfE19fXlC9f3nTv3t188803GT5nzZo1plq1asbLy8uEhISYqVOnmvfff/+WU24tX77cSDJPPfVUpusyxphly5aZmjVrGqvVagoWLGiefPJJ88cff9j1cWS6qDRjx441kkyjRo3SrUubms3Pz89cv3493fqVK1eaJk2aGB8fH+Pj42MqVqxoBg8ebA4ePGjXb/fu3eaxxx4zhQoVMlar1ZQqVcp07tzZbNiwwdYno/dsYmKiCQ0NNb6+vhn+XkDuYjHGxUbNAzncTz/9pJo1a2rx4sV68sknnV3OPRcZGanhw4frjz/+UPHixe3W7dmzRzVq1NAHH3yQJXdX50YWi0WDBw9ON1whp3rjjTc0fPhwxcbGZjiLgrN8+umn6tChg77//nvbdFkA7owxpkA2uvFrANNERkbKzc1NTZs2dUJF99bNr//q1at69913Vb58+XShVJLmzZsnX19fPfbYY/eqRNzHjDF67733FBoa6lKhVPrnvVymTBm+cx5wEGNMgWw0bdo07dy5U2FhYfLw8NDatWu1du1aPfXUU3e8gzwneOyxx1SyZEnVqFHDNqbvwIED6aah+uyzz/Trr79q7ty5GjJkyL+eIB05W0JCgtasWaPo6Gjt3btXn376qbNLslm6dKl+/vlnffHFF3rjjTfuevYPILfiUj6QjdatW6cJEybo119/VXx8vEqWLKkePXpo3Lhx8vDI+X8XRkZGav78+YqNjVVKSooqV66s0aNHp5stISQkRGfPnlV4eLg+/PDDTH+TE9LLDZfyY2NjVbp0aeXPn1+DBg3SpEmTnF2SjcVika+vr7p06aI5c+bkis85kJUIpgAAAHAJjDEFAACASyCYAgAAwCXc14NfUlNTderUKfn5+THAHAAAwAUZY3T58mUFBQXd8Qs57utgeurUqVxxZzMAAMD97sSJEypRosRt+9zXwTTtzt0TJ07YvtMYAAAAruPSpUsKDg7O1Iwr93UwTbt8ny9fPoIpAACAC8vMsEtufgIAAIBLIJgCAADAJRBMAQAA4BIIpgAAAHAJBFMAAAC4BIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASPJxdwL1Qe9QHzi7BZe18raezSwAAAJDEGVMAAAC4CIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASCKYAAABwCQRTAAAAuASCKQAAAFwCwRQAAAAugWAKAAAAl0AwBQAAgEsgmAIAAMAlEEwBAADgEgimAAAAcAkezi4AAJDz1R71gbNLcFk7X+vp7BIAl8EZUwAAALgEzpgCgDijdzuc0QNwr3DGFAAAAC6BYAoAAACXQDAFAACAS2CMKbIE4/Myxtg8AAAyjzOmAAAAcAlODaYpKSl64YUXVLp0aXl7e6ts2bKaOHGijDHOLAsAAABO4NRL+VOnTtU777yjRYsWqUqVKtqxY4f69Okjf39/DR061JmlAQAA4B5zajD94Ycf9Oijj6pNmzaSpJCQEH300Ufatm2bM8sCAACAEzj1Un6jRo20YcMG/fbbb5KkPXv2aNOmTWrdunWG/ZOSknTp0iW7BQAAADmDU8+YjhkzRpcuXVLFihXl7u6ulJQUTZo0SU8++WSG/adMmaIJEybc4yoBAABwLzj1jOny5csVFRWlJUuWaNeuXVq0aJFef/11LVq0KMP+Y8eOVVxcnG05ceLEPa4YAAAA2cWpZ0xHjRqlMWPGqGvXrpKkBx98UMePH9eUKVPUq1evdP2tVqusVuu9LhMAAAD3gFPPmCYmJsrNzb4Ed3d3paamOqkiAAAAOItTz5i2a9dOkyZNUsmSJVWlShXt3r1bM2bMUN++fZ1ZFgAAAJzAqcH0rbfe0gsvvKBBgwbp3LlzCgoK0sCBA/Xiiy86sywAAAA7fPX2rWXl1287NZj6+fkpMjJSkZGRziwDAAAALsCpY0wBAACANARTAAAAuASCKQAAAFyCU8eYAsgcBt3fWlYOugcAOBdnTAEAAOASCKYAAABwCVzKBwAgB2DIz60x5Of+wRlTAAAAuASCKQAAAFwCwRQAAAAugWAKAAAAl0AwBQAAgEsgmAIAAMAlEEwBAADgEgimAAAAcAkEUwAAALgEgikAAABcAsEUAAAALoFgCgAAAJdAMAUAAIBLIJgCAADAJRBMAQAA4BIIpgAAAHAJBFMAAAC4BIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACAS/BwpPP+/fu1dOlSbdy4UcePH1diYqICAgJUs2ZNhYeHq2PHjrJardlVKwAAAHKwTJ0x3bVrl1q2bKmaNWtq06ZNql+/voYNG6aJEyeqe/fuMsZo3LhxCgoK0tSpU5WUlJTddQMAACCHydQZ044dO2rUqFH6+OOPlT9//lv2+/HHH/XGG29o+vTp+t///pdVNQIAACAXyFQw/e233+Tp6XnHfg0bNlTDhg117dq1f10YAAAAcpdMXcrPTCj9N/0BAAAAh25+SrNhwwZt2LBB586dU2pqqt26999/P0sKAwAAQO7icDCdMGGCXn75ZdWpU0fFihWTxWLJjroAAACQyzgcTOfMmaOFCxeqR48e2VEPAAAAcimHJ9hPTk5Wo0aNsqMWAAAA5GIOB9P+/ftryZIl2VELAAAAcrFMXcofMWKE7f9TU1M1d+5crV+/XtWqVUt3B/6MGTOytkIAAADkCpkKprt377Z7XKNGDUnSvn377Nq5EQoAAAB3K1PBNDo6OrvrAAAAQC6X6TGmCxYs0O+//56dtQAAACAXy/R0UYMGDVJycrJKlSqlsLAw21K8ePHsrA8AAAC5RKaD6d9//60ffvhB3333naKjo7VkyRIlJyerXLlytpDarFkzFSlSJDvrBQAAQA6V6WBqtVptAfSll17S1atX9eOPPyo6OloxMTFatGiRrl27puvXr2dnvQAAAMihHJ7H1PZENze5ubnJYrHIYrHIGKOSJUtmZW0AAADIRTJ9xjQ5OVlbtmxRTEyMvv32W23dulWlSpVS06ZNNWDAAC1evFjBwcHZWSsAAABysEwHU39/fwUGBqpdu3YaPHiwli5dqqJFi2ZnbQAAAMhFMh1Mq1evrt27d+v777+3XcZv1qyZChUqlJ31AQAAIJfI9BjTLVu26MKFC5o2bZq8vb01bdo0FStWTFWrVtWQIUO0YsUKnTt3LjtrBQAAQA6W6TOmkuTr66uIiAhFRERIki5fvqyNGzdq3bp1GjBggOLj47krHwAAAHfFoWCaJjU1Vdu3b1dMTIyio6O1efNmJSQkqFSpUlldHwAAAHKJTAfTbdu2KSYmRjExMdq0aZPi4+NVokQJNWvWTG+++abCwsIUEhKSjaUCAAAgJ8t0MG3QoIGKFi2qsLAwzZgxQ2FhYSpbtmx21gYAAIBcJNPBdP/+/apQocJt+xhjZLFY/nVRAAAAyH0yfVd+Wih97bXXMlyfkpKibt26OVzAyZMn1b17dxUqVEje3t568MEHtWPHDoe3AwAAgPubwzc/vfbaaypYsKD69etna0tJSVHXrl21b98+h7Z18eJFNW7cWGFhYVq7dq0CAgJ06NAhFShQwNGyAAAAcJ9zOJh+8cUXatWqlfz9/dWpUyddv35dnTt31oEDBxQdHe3QtqZOnarg4GAtWLDA1la6dGlHSwIAAEAOkOlL+Wnq1q2rlStXqm/fvlqzZo06duyogwcPKjo62uGvKF2zZo3q1Kmjxx9/XIGBgapZs6bmzZt3y/5JSUm6dOmS3QIAAICcweFgKknNmzfXBx98oI4dO+rYsWP67rvvVKRIEYe3c/ToUb3zzjsqX768vv76az3zzDMaOnSoFi1alGH/KVOmyN/f37YEBwffTfkAAABwQZm6lP/YY49l2B4QEKD8+fPrqaeesrWtWrUq0ztPTU1VnTp1NHnyZElSzZo1tW/fPs2ZM0e9evVK13/s2LEaMWKE7fGlS5cIpwAAADlEpoKpv79/hu3h4eH/aufFihVT5cqV7doqVaqklStXZtjfarXKarX+q30CAADANWUqmN54c1JWaty4sQ4ePGjX9ttvv/HVpgAAALnQXY0xzSrDhw/Xli1bNHnyZB0+fFhLlizR3LlzNXjwYGeWBQAAACfIVDCNiIjQli1b7tjv8uXLmjp1qmbPnp2pndetW1effPKJPvroI1WtWlUTJ05UZGSknnzyyUw9HwAAADlHpi7lP/744+rYsaP8/f3Vrl071alTR0FBQfLy8tLFixf166+/atOmTfryyy/Vpk2bW347VEbatm2rtm3b3vULAAAAQM6QqWDar18/de/eXStWrNCyZcs0d+5cxcXFSZIsFosqV66s8PBwbd++XZUqVcrWggEAAJAzZfqbn6xWq7p3767u3btLkuLi4nTlyhUVKlRInp6e2VYgAAAAcgeHv5I0Tdok9wAAAEBWcOpd+QAAAEAagikAAABcAsEUAAAALoFgCgAAAJfgcDDt1auXvv/+++yoBQAAALmYw8E0Li5OLVu2VPny5TV58mSdPHkyO+oCAABALuNwMF29erVOnjypZ555RsuWLVNISIhat26tjz/+WNeuXcuOGgEAAJAL3NUY04CAAI0YMUJ79uzR1q1bVa5cOfXo0UNBQUEaPny4Dh06lNV1AgAAIIf7Vzc/nT59WuvWrdO6devk7u6uRx55RHv37lXlypU1c+bMrKoRAAAAuYDDwfTatWtauXKl2rZtq1KlSmnFihUaNmyYTp06pUWLFmn9+vVavny5Xn755eyoFwAAADmUw19JWqxYMaWmpuqJJ57Qtm3bVKNGjXR9wsLClD9//iwoDwAAALmFw8F05syZevzxx+Xl5XXLPvnz59exY8f+VWEAAADIXRwOpj169MiOOgAAAJDLORxMH3vssQzbLRaLvLy8VK5cOXXr1k0VKlT418UBAAAg93D45qd8+fLp22+/1a5du2SxWGSxWLR79259++23un79upYtW6bq1atr8+bN2VEvAAAAciiHz5gWLVpU3bp106xZs+Tm9k+uTU1N1bPPPis/Pz8tXbpUTz/9tJ5//nlt2rQpywsGAABAzuTwGdP33ntPw4YNs4VSSXJzc9N///tfzZ07VxaLRUOGDNG+ffuytFAAAADkbA4H0+vXr+vAgQPp2g8cOKCUlBRJkpeXlywWy7+vDgAAALnGXd2V369fP/3vf/9T3bp1JUnbt2/X5MmT1bNnT0nSd999pypVqmRtpQAAAMjR7moe0yJFimjatGk6e/asJKlIkSIaPny4nn/+eUlSq1atFBERkbWVAgAAIEdzKJhev35dS5YsUf/+/TVu3DhdunRJ0j936t+oZMmSWVchAAAAcgWHxph6eHjo6aef1tWrVyX9E0hvDqUAAADA3XD45qd69epp9+7d2VELAAAAcjGHx5gOGjRIzz33nP744w/Vrl1bPj4+duurVauWZcUBAAAg93A4mHbt2lWSNHToUFubxWKRMUYWi8U2ZRQAAADgCIeD6bFjx7KjDgAAAORyDgfTUqVKZUcdAAAAyOUcvvlJkj788EM1btxYQUFBOn78uCQpMjJSn376aZYWBwAAgNzD4WD6zjvvaMSIEXrkkUf0999/28aU5s+fX5GRkVldHwAAAHIJh4PpW2+9pXnz5mncuHFyd3e3tdepU0d79+7N0uIAAACQezgcTI8dO6aaNWuma7darUpISMiSogAAAJD7OBxMS5curZ9++ild+1dffaVKlSplRU0AAADIhRy+K3/EiBEaPHiwrl69KmOMtm3bpo8++khTpkzR/Pnzs6NGAAAA5AIOB9P+/fvL29tb//d//6fExER169ZNQUFBeuONN2yT7wMAAACOcjiYStKTTz6pJ598UomJiYqPj1dgYGBW1wUAAIBc5q6CaZq8efMqb968WVULAAAAcjGHb346e/asevTooaCgIHl4eMjd3d1uAQAAAO6Gw2dMe/furd9//10vvPCCihUrJovFkh11AQAAIJdxOJhu2rRJGzduVI0aNbKhHAAAAORWDl/KDw4OljEmO2oBAABALuZwMI2MjNSYMWMUGxubDeUAAAAgt3L4Un6XLl2UmJiosmXLKm/evPL09LRb/9dff2VZcQAAAMg9HA6mkZGR2VAGAAAAcjuHg2mvXr2yow4AAADkcpkeY7p8+XIlJyfbHv/xxx9KTU21PU5MTNS0adOytjoAAADkGpkOpk888YT+/vtv2+PKlSvb3QB1+fJljR07NitrAwAAQC6S6WB68xRRTBkFAACArOTwdFEAAABAdiCYAgAAwCU4dFf+119/LX9/f0lSamqqNmzYoH379kmS3fhTAAAAwFEOBdObp4oaOHCg3WOLxfLvKwIAAECulOlgeuPUUAAAAEBWY4wpAAAAXILLBNNXX31VFotFw4YNc3YpAAAAcAKXCKbbt2/Xu+++q2rVqjm7FAAAADiJ04NpfHy8nnzySc2bN08FChS4bd+kpCRdunTJbgEAAEDO4PRgOnjwYLVp00YtW7a8Y98pU6bI39/ftgQHB9+DCgEAAHAv3FUw/fvvvzV//nyNHTtWf/31lyRp165dOnnypEPbWbp0qXbt2qUpU6Zkqv/YsWMVFxdnW06cOOFw7QAAAHBNDs1jKkk///yzWrZsKX9/f8XGxmrAgAEqWLCgVq1apd9//10ffPBBprZz4sQJPfvss1q3bp28vLwy9Ryr1Sqr1epoyQAAALgPOHzGdMSIEerdu7cOHTpkFygfeeQRff/995nezs6dO3Xu3DnVqlVLHh4e8vDw0Hfffac333xTHh4eSklJcbQ0AAAA3MccPmOadgf9zYoXL64zZ85kejstWrTQ3r177dr69OmjihUr6vnnn5e7u7ujpQEAAOA+5nAwtVqtGd4N/9tvvykgICDT2/Hz81PVqlXt2nx8fFSoUKF07QAAAMj5HL6U3759e7388su6du2aJMlisej333/X888/r44dO2Z5gQAAAMgdHD5jOn36dHXq1EmBgYG6cuWKQkNDdebMGTVs2FCTJk36V8XExMT8q+cDAADg/uVwMPX399e6deu0adMm/fzzz4qPj1etWrUyNQ8pAAAAcCsOB9M0TZo0UZMmTbKyFgAAAORiDgfTN998M8N2i8UiLy8vlStXTk2bNuWuegAAADjE4WA6c+ZMnT9/XomJibbvtr948aLy5s0rX19fnTt3TmXKlFF0dDRfGQoAAIBMc/iu/MmTJ6tu3bo6dOiQLly4oAsXLui3335T/fr19cYbb+j3339X0aJFNXz48OyoFwAAADmUw2dM/+///k8rV65U2bJlbW3lypXT66+/ro4dO+ro0aOaNm0aU0cBAADAIQ6fMT19+rSuX7+erv369eu2b34KCgrS5cuX/311AAAAyDUcDqZhYWEaOHCgdu/ebWvbvXu3nnnmGTVv3lyStHfvXpUuXTrrqgQAAECO53Awfe+991SwYEHVrl1bVqtVVqtVderUUcGCBfXee+9Jknx9fTV9+vQsLxYAAAA5l8NjTIsWLap169bpwIED+u233yRJFSpUUIUKFWx9wsLCsq5CAAAA5Ap3PcF+xYoVVbFixaysBQAAALnYXQXTP/74Q2vWrNHvv/+u5ORku3UzZszIksIAAACQuzgcTDds2KD27durTJkyOnDggKpWrarY2FgZY1SrVq3sqBEAAAC5gMM3P40dO1YjR47U3r175eXlpZUrV+rEiRMKDQ3V448/nh01AgAAIBdwOJju379fPXv2lCR5eHjoypUr8vX11csvv6ypU6dmeYEAAADIHRwOpj4+PrZxpcWKFdORI0ds6/7888+sqwwAAAC5isNjTBs0aKBNmzapUqVKeuSRR/Tcc89p7969WrVqlRo0aJAdNQIAACAXcDiYzpgxQ/Hx8ZKkCRMmKD4+XsuWLVP58uW5Ix8AAAB3zaFgmpKSoj/++EPVqlWT9M9l/Tlz5mRLYQAAAMhdHBpj6u7urlatWunixYvZVQ8AAAByKYdvfqpataqOHj2aHbUAAAAgF3M4mL7yyisaOXKkPv/8c50+fVqXLl2yWwAAAIC74fDNT4888ogkqX379rJYLLZ2Y4wsFotSUlKyrjoAAADkGg4H0+jo6OyoAwAAALmcw8E0NDQ0O+oAAABALufwGFNJ2rhxo7p3765GjRrp5MmTkqQPP/xQmzZtytLiAAAAkHs4HExXrlyp8PBweXt7a9euXUpKSpIkxcXFafLkyVleIAAAAHKHu7orf86cOZo3b548PT1t7Y0bN9auXbuytDgAAADkHg4H04MHD6pp06bp2v39/fX3339nRU0AAADIhRwOpkWLFtXhw4fTtW/atEllypTJkqIAAACQ+zgcTAcMGKBnn31WW7dulcVi0alTpxQVFaWRI0fqmWeeyY4aAQAAkAs4PF3UmDFjlJqaqhYtWigxMVFNmzaV1WrVyJEj9d///jc7agQAAEAu4HAwtVgsGjdunEaNGqXDhw8rPj5elStXlq+vb3bUBwAAgFzC4Uv5ixcvVmJiovLkyaPKlSurXr16hFIAAAD8aw4H0+HDhyswMFDdunXTl19+qZSUlOyoCwAAALmMw8H09OnTWrp0qSwWizp37qxixYpp8ODB+uGHH7KjPgAAAOQSDgdTDw8PtW3bVlFRUTp37pxmzpyp2NhYhYWFqWzZstlRIwAAAHIBh29+ulHevHkVHh6uixcv6vjx49q/f39W1QUAAIBcxuEzppKUmJioqKgoPfLIIypevLgiIyP1n//8R7/88ktW1wcAAIBcwuEzpl27dtXnn3+uvHnzqnPnznrhhRfUsGHD7KgNAAAAuYjDwdTd3V3Lly9XeHi43N3d7dbt27dPVatWzbLiAAAAkHs4HEyjoqLsHl++fFkfffSR5s+fr507dzJ9FAAAAO7KXY0xlaTvv/9evXr1UrFixfT666+refPm2rJlS1bWBgAAgFzEoTOmZ86c0cKFC/Xee+/p0qVL6ty5s5KSkrR69WpVrlw5u2oEAABALpDpM6bt2rVThQoV9PPPPysyMlKnTp3SW2+9lZ21AQAAIBfJ9BnTtWvXaujQoXrmmWdUvnz57KwJAAAAuVCmz5hu2rRJly9fVu3atVW/fn3NmjVLf/75Z3bWBgAAgFwk08G0QYMGmjdvnk6fPq2BAwdq6dKlCgoKUmpqqtatW6fLly9nZ50AAADI4Ry+K9/Hx0d9+/bVpk2btHfvXj333HN69dVXFRgYqPbt22dHjQAAAMgF7nq6KEmqUKGCpk2bpj/++EMfffRRVtUEAACAXOhfBdM07u7u6tChg9asWZMVmwMAAEAulCXBFAAAAPi3CKYAAABwCQRTAAAAuASCKQAAAFyCU4PplClTVLduXfn5+SkwMFAdOnTQwYMHnVkSAAAAnMSpwfS7777T4MGDtWXLFq1bt07Xrl1Tq1atlJCQ4MyyAAAA4AQeztz5V199Zfd44cKFCgwM1M6dO9W0aVMnVQUAAABncGowvVlcXJwkqWDBghmuT0pKUlJSku3xpUuX7kldAAAAyH4uc/NTamqqhg0bpsaNG6tq1aoZ9pkyZYr8/f1tS3Bw8D2uEgAAANnFZYLp4MGDtW/fPi1duvSWfcaOHau4uDjbcuLEiXtYIQAAALKTS1zKHzJkiD7//HN9//33KlGixC37Wa1WWa3We1gZAAAA7hWnBlNjjP773//qk08+UUxMjEqXLu3McgAAAOBETg2mgwcP1pIlS/Tpp5/Kz89PZ86ckST5+/vL29vbmaUBAADgHnPqGNN33nlHcXFxatasmYoVK2Zbli1b5syyAAAA4AROv5QPAAAASC50Vz4AAAByN4IpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASCKYAAABwCQRTAAAAuASCKQAAAFwCwRQAAAAugWAKAAAAl0AwBQAAgEsgmAIAAMAlEEwBAADgEgimAAAAcAkEUwAAALgEgikAAABcAsEUAAAALoFgCgAAAJdAMAUAAIBLIJgCAADAJRBMAQAA4BIIpgAAAHAJBFMAAAC4BIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASCKYAAABwCQRTAAAAuASCKQAAAFwCwRQAAAAugWAKAAAAl0AwBQAAgEsgmAIAAMAlEEwBAADgEgimAAAAcAkEUwAAALgEgikAAABcAsEUAAAALoFgCgAAAJdAMAUAAIBLIJgCAADAJRBMAQAA4BIIpgAAAHAJBFMAAAC4BIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASXCKYzp49WyEhIfLy8lL9+vW1bds2Z5cEAACAe8zpwXTZsmUaMWKExo8fr127dql69eoKDw/XuXPnnF0aAAAA7iGnB9MZM2ZowIAB6tOnjypXrqw5c+Yob968ev/9951dGgAAAO4hD2fuPDk5WTt37tTYsWNtbW5ubmrZsqV+/PHHdP2TkpKUlJRkexwXFydJunTp0m33k5J0JYsqznnudOwyi2OcMY5v9uMYZ7+sOMYc31vjPZz9eA9nrzsd37T1xpg7b8w40cmTJ40k88MPP9i1jxo1ytSrVy9d//HjxxtJLCwsLCwsLCws99ly4sSJO2ZDp54xddTYsWM1YsQI2+PU1FT99ddfKlSokCwWixMry5xLly4pODhYJ06cUL58+ZxdTo7EMc5+HOPsxfHNfhzj7MXxzX732zE2xujy5csKCgq6Y1+nBtPChQvL3d1dZ8+etWs/e/asihYtmq6/1WqV1Wq1a8ufP392lpgt8uXLd1+8ke5nHOPsxzHOXhzf7Mcxzl4c3+x3Px1jf3//TPVz6s1PefLkUe3atbVhwwZbW2pqqjZs2KCGDRs6sTIAAADca06/lD9ixAj16tVLderUUb169RQZGamEhAT16dPH2aUBAADgHnJ6MO3SpYvOnz+vF198UWfOnFGNGjX01VdfqUiRIs4uLctZrVaNHz8+3XAEZB2OcfbjGGcvjm/24xhnL45v9svJx9hiTGbu3QcAAACyl9Mn2AcAAAAkgikAAABcBMEUAAAALoFgCiBbxcTEyGKx6O+//3Z2KS6LY+QaLBaLVq9e7ewygFyNYPov9O7dWxaLRU8//XS6dYMHD5bFYlHv3r3vfWE5jMViue3y0ksvObvE+9KcOXPk5+en69ev29ri4+Pl6empZs2a2fVNC05Hjhy5x1Xe/3j/Ok/a7+ibl8OHD2fY//Tp02rduvU9rvL+c/78eT3zzDMqWbKkrFarihYtqvDwcG3evDlTz1+4cOF9+eU498K/PbY5gdOni7rfBQcHa+nSpZo5c6a8vb0lSVevXtWSJUtUsmRJJ1eXM5w+fdr2/8uWLdOLL76ogwcP2tp8fX2dUdZ9LywsTPHx8dqxY4caNGggSdq4caOKFi2qrVu36urVq/Ly8pIkRUdHq2TJkipbtqwzS74vZeb9u2PHDmeUlitERERowYIFdm0BAQF2j5OTk5UnT54Mv3EQ6XXs2FHJyclatGiRypQpo7Nnz2rDhg26cOGCs0u773FsOWP6r9WqVUvBwcFatWqVrW3VqlUqWbKkatasaWtLSkrS0KFDFRgYKC8vLzVp0kTbt2+3rU87I7VhwwbVqVNHefPmVaNGjez+AcutihYtalv8/f1lsVhsj+fMmaMmTZrY9Y+MjFRISIhd2/z581WpUiV5eXmpYsWKevvtt+/hK3BNFSpUULFixRQTE2Nri4mJ0aOPPqrSpUtry5Ytdu1hYWFKTU3VlClTVLp0aXl7e6t69er6+OOP7bb75Zdf6oEHHpC3t7fCwsIUGxt7j16Ra7rd+7do0aJ2f1jt3Lnzlp//3r17q0OHDnbbHjZsWLqz27CXdtbpxqVFixYaMmSIhg0bpsKFCys8PFwSl/Iz4++//9bGjRs1depUhYWFqVSpUqpXr57Gjh2r9u3bS5JmzJihBx98UD4+PgoODtagQYMUHx8v6Z/fJX369FFcXBxXDW5yp2MbGxsri8Win376ye45FovF9ns8J2QJgmkW6Nu3r91f5O+//366b64aPXq0Vq5cqUWLFmnXrl0qV66cwsPD9ddff9n1GzdunKZPn64dO3bIw8NDffv2vSevISeLiorSiy++qEmTJmn//v2aPHmyXnjhBS1atMjZpTldWFiYoqOjbY+jo6PVrFkzhYaG2tqvXLmirVu3KiwsTFOmTNEHH3ygOXPm6JdfftHw4cPVvXt3fffdd5KkEydO6LHHHlO7du30008/qX///hozZoxTXtv9iM//vbNo0SLlyZNHmzdv1pw5c5xdzn3D19dXvr6+Wr16tZKSkjLs4+bmpjfffFO//PKLFi1apG+//VajR4+WJDVq1EiRkZHKly+fTp8+rdOnT2vkyJH38iW4rMwc28y6r3+XGNy1Xr16mUcffdScO3fOWK1WExsba2JjY42Xl5c5f/68efTRR02vXr1MfHy88fT0NFFRUbbnJicnm6CgIDNt2jRjjDHR0dFGklm/fr2tzxdffGEkmStXrtzz1+aqFixYYPz9/W2Px48fb6pXr27XZ+bMmaZUqVK2x2XLljVLliyx6zNx4kTTsGHDbKz0/jBv3jzj4+Njrl27Zi5dumQ8PDzMuXPnzJIlS0zTpk2NMcZs2LDBSDKxsbEmb9685ocffrDbRr9+/cwTTzxhjDFm7NixpnLlynbrn3/+eSPJXLx48Z68Jld28/s3TWY+/2m/b2707LPPmtDQ0Gys+P7Wq1cv4+7ubnx8fGxLp06dTGhoqKlZs2a6/pLMJ598cu8Lvc98/PHHpkCBAsbLy8s0atTIjB071uzZs+eW/VesWGEKFSpke3yrzwFuf2yPHTtmJJndu3fb+l+8eNFIMtHR0caYnJElOGOaBQICAtSmTRstXLhQCxYsUJs2bVS4cGHb+iNHjujatWtq3Lixrc3T01P16tXT/v377bZVrVo12/8XK1ZMknTu3LlsfgU5V0JCgo4cOaJ+/frZ/hr19fXVK6+8wo08kpo1a6aEhARt375dGzdu1AMPPKCAgACFhobaxpnGxMSoTJkyio+PV2Jioh5++GG7Y/nBBx/YjuX+/ftVv359u300bNjQGS/tvsTnP+uFhYXpp59+si1vvvmmJKl27dpOruz+1bFjR506dUpr1qxRRESEYmJiVKtWLS1cuFCStH79erVo0ULFixeXn5+fevTooQsXLigxMdG5hd8H7nRsM+t+/l3CzU9ZpG/fvhoyZIgkafbs2Xe9HU9PT9v/WywWSVJqauq/Ky4Hc3Nzk7npW3WvXbtm+/+0cU3z5s1LF5jc3d2zv0AXV65cOZUoUULR0dG6ePGiQkNDJUlBQUEKDg7WDz/8oOjoaDVv3tx2LL/44gsVL17cbjs58fuaneF2n/87vdeRMR8fH5UrVy7Ddtw9Ly8vPfzww3r44Yf1wgsvqH///ho/fryaNWumtm3b6plnntGkSZNUsGBBbdq0Sf369VNycrLy5s3r7NJd3q2O7caNGyXJ7vfArX4H3M9ZgjOmWSQiIkLJycm6du2abSB9mrJly9rGMqW5du2atm/frsqVK9/rUnOUgIAAnTlzxu6DeuPA8CJFiigoKEhHjx5VuXLl7JbSpUs7oWLXExYWppiYGMXExNjdSNO0aVOtXbtW27ZtU1hYmCpXriyr1arff/893bEMDg6WJFWqVEnbtm2z2/6NN1Hh7gUEBNjd4S/Zv9cBZ6pcubISEhK0c+dOpaamavr06WrQoIEeeOABnTp1yq5vnjx5lJKS4qRK7z9pxzZtNokbfw/kxN8BnDHNIu7u7rbL8jefifPx8dEzzzyjUaNGqWDBgipZsqSmTZumxMRE9evXzxnl5hjNmjXT+fPnNW3aNHXq1ElfffWV1q5dq3z58tn6TJgwQUOHDpW/v78iIiKUlJSkHTt26OLFixoxYoQTq3cNYWFhGjx4sK5du2Y7YypJoaGhGjJkiJKTkxUWFiY/Pz+NHDlSw4cPV2pqqpo0aaK4uDht3rxZ+fLlU69evfT0009r+vTpGjVqlPr376+dO3c6fAkKGWvevLlee+01ffDBB2rYsKEWL16sffv22c3+AWS3Cxcu6PHHH1ffvn1VrVo1+fn5aceOHZo2bZoeffRRlStXTteuXdNbb72ldu3aZXhzWUhIiOLj47VhwwZVr15defPm5Uyq7nxsvb291aBBA7366qsqXbq0zp07p//7v/9zdtlZjjOmWShfvnx2gehGr776qjp27KgePXqoVq1aOnz4sL7++msVKFDgHleZs1SqVElvv/22Zs+ererVq2vbtm3p7vDs37+/5s+frwULFujBBx9UaGioFi5cyBnT/09YWJiuXLmicuXKqUiRIrb20NBQXb582TatlCRNnDhRL7zwgqZMmaJKlSopIiJCX3zxhe1YlixZUitXrtTq1atVvXp1zZkzR5MnT3bK68ppwsPD9cILL2j06NGqW7euLl++rJ49ezq7LOQyvr6+ql+/vmbOnKmmTZuqatWqeuGFFzRgwADNmjVL1atX14wZMzR16lRVrVpVUVFRmjJlit02GjVqpKefflpdunRRQECApk2b5qRX41rudGylf2b9uX79umrXrq1hw4bplVdecXLVWc9ibh60BAAAADgBZ0wBAADgEgimAAAAcAkEUwAAALgEgikAAABcAsEUAAAALoFgCgAAAJdAMAUAAIBLIJgCAADAJRBMAcBFbN68WQ8++KA8PT3VoUMHZ5djJyQkRJGRkc4uA0AORzAFkCv07t1bFotFFotFnp6eKlKkiB5++GG9//77Sk1NdXZ5kqQRI0aoRo0aOnbsmBYuXJhu/ZgxY1SxYkW7tgMHDshisah379527QsXLpTVatWVK1eysWIAyFoEUwC5RkREhE6fPq3Y2FitXbtWYWFhevbZZ9W2bVtdv37d2eXpyJEjat68uUqUKKH8+fOnWx8WFqaDBw/qzJkztrbo6GgFBwcrJibGrm90dLQaNGggb2/vbK4aALIOwRRArmG1WlW0aFEVL15ctWrV0v/+9z99+umnWrt2rd0ZyhkzZujBBx+Uj4+PgoODNWjQIMXHx0uSEhISlC9fPn388cd22169erV8fHx0+fLlDPedlJSkoUOHKjAwUF5eXmrSpIm2b98uSYqNjZXFYtGFCxfUt29fWSyWDM+YNmnSRJ6ennYhNCYmRoMHD9Zff/2l2NhYu/awsDDbvkeOHKnixYvLx8dH9evXTxdkN23apIceekje3t4KDg7W0KFDlZCQcMtjOX/+fOXPn18bNmy4ZR8AcBTBFECu1rx5c1WvXl2rVq2ytbm5uenNN9/UL7/8okWLFunbb7/V6NGjJUk+Pj7q2rWrFixYYLedBQsWqFOnTvLz88twP6NHj9bKlSu1aNEi7dq1S+XKlVN4eLj++usvBQcH6/Tp08qXL58iIyN1+vRpdenSJd02fHx8VLduXUVHR9vaYmJi1KJFCzVu3NjWfvToUf3++++2YDpkyBD9+OOPWrp0qX7++Wc9/vjjioiI0KFDhyT9c6Y2IiJCHTt21M8//6xly5Zp06ZNGjJkSIavZdq0aRozZoy++eYbtWjRIrOHGgDuzABALtCrVy/z6KOPZriuS5cuplKlSrd87ooVK0yhQoVsj7du3Wrc3d3NqVOnjDHGnD171nh4eJiYmJgMnx8fH288PT1NVFSUrS05OdkEBQWZadOm2dr8/f3NggULbvs6xo0bZx544AFjjDG//PKLyZcvn7l+/bqZPHmy6dmzpzHGmPfee894eXmZq1evmuPHjxt3d3dz8uRJu+20aNHCjB071hhjTL9+/cxTTz1lt37jxo3Gzc3NXLlyxRhjTKlSpczMmTPN6NGjTbFixcy+fftuWycA3A0PZwdjAHA2Y4wsFovt8fr16zVlyhQdOHBAly5d0vXr13X16lUlJiYqb968qlevnqpUqaJFixZpzJgxWrx4sUqVKqWmTZtmuP0jR47o2rVraty4sa3N09NT9erV0/79+x2qtVmzZpo0aZJOnz6tmJgYNWnSRO7u7goNDdWcOXMk/XMWtVGjRrJardq7d69SUlL0wAMP2G0nKSlJhQoVkiTt2bNHP//8s6KiouyOSWpqqo4dO6ZKlSpJkqZPn66EhATt2LFDZcqUcahuAMgMLuUDyPX279+v0qVLS/pnvGfbtm1VrVo1rVy5Ujt37tTs2bMlScnJybbn9O/f3zYOdMGCBerTp49duM0ujRs3Vp48eRQdHa3o6GiFhoZKkurWras///xTR48eVUxMjJo3by5Jio+Pl7u7u3bu3KmffvrJtuzfv19vvPGGrc/AgQPt1u/Zs0eHDh1S2bJlbft+6KGHlJKSouXLl2f76wSQO3HGFECu9u2332rv3r0aPny4JGnnzp1KTU3V9OnT5eb2z9/uGQWx7t27a/To0XrzzTf166+/qlevXrfcR9myZZUnTx5t3rxZpUqVkiRdu3ZN27dv17Bhwxyq19vb23bz0nfffadRo0ZJ+ucMbIMGDfTee+/pxIkTtvGlNWvWVEpKis6dO6eHHnoow23WqlVLv/76q8qVK3fbfderV09DhgxRRESEPDw8NHLkSIdqB4A7IZgCyDWSkpJ05swZpaSk6OzZs/rqq680ZcoUtW3bVj179pQklStXTteuXdNbb72ldu3aafPmzbZL5DcqUKCAHnvsMY0aNUqtWrVSiRIlbrlfHx8fPfPMMxo1apQKFiyokiVLatq0aUpMTFS/fv0cfh1hYWGaOXOmpH9CZZrQ0FC9/vrrtpukJOmBBx7Qk08+qZ49e2r69OmqWbOmzp8/rw0bNqhatWpq06aNnn/+eTVo0EBDhgxR//795ePjo19//VXr1q3TrFmz7PbdqFEjffnll2rdurU8PDwcDtYAcFvOHuQKAPdCr169jCQjyXh4eJiAgADTsmVL8/7775uUlBS7vjNmzDDFihUz3t7eJjw83HzwwQdGkrl48aJdvw0bNhhJZvny5Xfc/5UrV8x///tfU7hwYWO1Wk3jxo3Ntm3b7Ppk5uYnY4yJjo42kkxERIRde0xMjJFkwsPD7dqTk5PNiy++aEJCQoynp6cpVqyY+c9//mN+/vlnW59t27aZhx9+2Pj6+hofHx9TrVo1M2nSJNv6tJuf0nz33XfGx8fHvPnmm3esFwAyy2KMMc4MxgBwv/rwww81fPhwnTp1Snny5HF2OQBw3+NSPgA4KDExUadPn9arr76qgQMHEkoBIItwVz4AOGjatGmqWLGiihYtqrFjxzq7HADIMbiUDwAAAJfAGVMAAAC4BIIpAAAAXALBFAAAAC6BYAoAAACXQDAFAACASyCYAgAAwCUQTAEAAOASCKYAAABwCf8PDiheXQJF7SsAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Visualizing charging by time category\n",
"plt.figure(figsize=(8, 4))\n",
"time_usage = ev_data.groupby('time_category')['energy_kwh'].mean().reset_index()\n",
"sns.barplot(data=time_usage, x='time_category', y='energy_kwh')\n",
"plt.title('Average Energy Consumption by Time of Day')\n",
"plt.xlabel('Time of Day')\n",
"plt.ylabel('Average Energy (kWh)')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 410
},
"id": "4pVZnkHvq6q2",
"outputId": "1df868b6-49cf-4ed1-e480-87e412bf0aff"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## **Analyze charging patterns by station**"
],
"metadata": {
"id": "CxUdiJC-pszY"
}
},
{
"cell_type": "code",
"source": [
"# Count sessions per station\n",
"station_counts = ev_data['station_name'].value_counts().reset_index()\n",
"station_counts.columns = ['station_name', 'session_count']\n",
"\n",
"# Getting average energy per station\n",
"station_energy = ev_data.groupby('station_name')['energy_kwh'].mean().reset_index()\n",
"station_energy.columns = ['station_name', 'avg_energy_kwh']\n",
"\n",
"# Merging the data\n",
"station_analysis = pd.merge(station_counts, station_energy, on='station_name')"
],
"metadata": {
"id": "0DNiQvEq9KtO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Plotting top stations by usage\n",
"plt.figure(figsize=(12, 6))\n",
"top_stations = station_counts.head(10) # Top 10 stations\n",
"sns.barplot(data=top_stations, x='session_count', y='station_name')\n",
"plt.title('Top 10 Stations by Number of Charging Sessions')\n",
"plt.xlabel('Number of Sessions')\n",
"plt.ylabel('Station Name')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 530
},
"id": "ex5G7aHBp0rG",
"outputId": "bb84bd5a-5a02-40c8-ddce-df82ade7bd79"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Model Building and Evaluation**"
],
"metadata": {
"id": "xsIEN-8PqSCW"
}
},
{
"cell_type": "code",
"source": [
"# Defining the features and target variable\n",
"features = ev_data[['hour_of_day', 'day_of_week', 'month', 'charging_minutes']].dropna()\n",
"target = ev_data['energy_kwh'].loc[features.index]\n",
"\n",
"# Splitting into train and test data\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" features, target, test_size=0.2, random_state=42\n",
")"
],
"metadata": {
"id": "6kKHtmyiqAT5"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Training a RandomForest model\n",
"rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n",
"rf_model.fit(X_train, y_train)\n",
"\n",
"# Making predictions\n",
"rf_pred = rf_model.predict(X_test)"
],
"metadata": {
"id": "l-nmBBgDqJ0u"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Evaluating the model\n",
"rf_mae = mean_absolute_error(y_test, rf_pred)\n",
"rf_r2 = r2_score(y_test, rf_pred)\n",
"\n",
"print('Random Forest Evaluation:')\n",
"print(f\"Mean Absolute Error: {rf_mae:.2f} kWh\")\n",
"print(f\"R² Score: {rf_r2:.4f}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dSNelHyTs8BP",
"outputId": "65cdebb5-4a28-4eaa-a819-e0f1a15343f1"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Random Forest Evaluation:\n",
"Mean Absolute Error: 2.07 kWh\n",
"R² Score: 0.8563\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Feature importance\n",
"rf_feature_importance = pd.DataFrame({\n",
" 'Feature': features.columns,\n",
" 'Importance': rf_model.feature_importances_\n",
"}).sort_values('Importance', ascending=False)\n",
"\n",
"print(\"\\nRandom Forest Feature Importance:\")\n",
"print(rf_feature_importance)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "f4ERMPJeqGXz",
"outputId": "dc2d8634-bbf5-489a-f59f-bd3de1492c39"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Random Forest Feature Importance:\n",
" Feature Importance\n",
"3 charging_minutes 0.942200\n",
"0 hour_of_day 0.022882\n",
"2 month 0.019921\n",
"1 day_of_week 0.014998\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Plotting feature importance\n",
"plt.figure(figsize=(6, 4))\n",
"sns.barplot(data=rf_feature_importance, x='Importance', y='Feature')\n",
"plt.title('Random Forest Feature Importance')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 410
},
"id": "-HKsQ5IhqDmD",
"outputId": "a3390338-4593-4704-c877-17e2f65e8832"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## ML Model Building and Evaluation - XGBoost"
],
"metadata": {
"id": "VBhPfTENMbnL"
}
},
{
"cell_type": "code",
"source": [
"# Training an XGBoost model\n",
"xgb_model = xgb.XGBRegressor(n_estimators=100, learning_rate=0.1, random_state=42)\n",
"xgb_model.fit(X_train, y_train)\n",
"\n",
"# Making predictions\n",
"xgb_pred = xgb_model.predict(X_test)"
],
"metadata": {
"id": "Kv8bKvmPMaqE"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Evaluating the model prformance\n",
"xgb_mae = mean_absolute_error(y_test, xgb_pred)\n",
"xgb_r2 = r2_score(y_test, xgb_pred)\n",
"\n",
"print(\"XGBoost Model Evaluation:\")\n",
"print(f\"Mean Absolute Error (MAE): {xgb_mae:.2f} kWh\")\n",
"print(f\"R² Score: {xgb_r2:.4f}\")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z3P_Cu7aMjEb",
"outputId": "e3d10dcb-4906-4fa6-8931-00a451695dce"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"XGBoost Model Evaluation:\n",
"Mean Absolute Error (MAE): 2.03 kWh\n",
"R² Score: 0.8812\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Comparing actual vs predicted values\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(y_test.values, label='Actual', color='black', linewidth=2)\n",
"plt.plot(rf_pred, label='Random Forest Prediction', alpha=0.7)\n",
"plt.plot(xgb_pred, label='XGBoost Prediction', alpha=0.7)\n",
"plt.title(\"Model Predictions vs Actual Energy Consumption\")\n",
"plt.xlabel(\"Values\")\n",
"plt.ylabel(\"Energy Consumption (kWh)\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 507
},
"id": "yaOSto-pMlEc",
"outputId": "1b538073-76f1-4f8d-c01d-0d05a990017e"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Scatter plot comparison of predictions\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"# Random Forest\n",
"plt.subplot(1, 2, 1)\n",
"sns.scatterplot(x=y_test, y=rf_pred, alpha=0.6)\n",
"plt.xlabel('Actual Energy Consumption')\n",
"plt.ylabel('Predicted Energy Consumption')\n",
"plt.title('Random Forest: Actual vs Predicted')\n",
"\n",
"# XGBoost\n",
"plt.subplot(1, 2, 2)\n",
"sns.scatterplot(x=y_test, y=xgb_pred, alpha=0.6, color='orange')\n",
"plt.xlabel('Actual Energy Consumption')\n",
"plt.ylabel('Predicted Energy Consumption')\n",
"plt.title('XGBoost: Actual vs Predicted')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 494
},
"id": "aLLxjESXvb2N",
"outputId": "d89f5395-82b7-46ac-ace2-cc61c5f01e22"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Time-of-day cost multiplier**\n",
"The higher values mean worse times to charge (more expensive/congested)"
],
"metadata": {
"id": "YJEK6OPmwBQ6"
}
},
{
"cell_type": "code",
"source": [
"# Time-of-day cost multiplier\n",
"time_multipliers = {\n",
" 0: 0.6, 1: 0.5, 2: 0.4, 3: 0.4, 4: 0.5, 5: 0.6, # Early morning (low demand)\n",
" 6: 0.7, 7: 0.8, 8: 1.0, 9: 1.1, 10: 1.1, 11: 1.1, # Morning\n",
" 12: 1.2, 13: 1.3, 14: 1.3, 15: 1.4, 16: 1.5, 17: 1.6, # Afternoon (peak)\n",
" 18: 1.5, 19: 1.4, 20: 1.3, 21: 1.1, 22: 0.9, 23: 0.7 # Evening\n",
"}\n",
"\n",
"# Calculating average energy consumption by hour\n",
"hourly_demand['cost_multiplier'] = hourly_demand['hour_of_day'].map(time_multipliers)\n",
"hourly_demand['relative_cost'] = hourly_demand['energy_kwh'] * hourly_demand['cost_multiplier']"
],
"metadata": {
"id": "H2kIwLiVv91T"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Visualizing the current demand vs. the optimal charging times\n",
"plt.figure(figsize=(12, 5))\n",
"plt.bar(hourly_demand['hour_of_day'], hourly_demand['energy_kwh'], alpha=0.7, color='orange', label='Current Demand')\n",
"\n",
"# Adding a line for the cost multiplier\n",
"ax2 = plt.twinx()\n",
"ax2.plot(hourly_demand['hour_of_day'], hourly_demand['cost_multiplier'], color='blue', marker='o', label='Cost Multiplier')\n",
"ax2.set_ylabel('Cost Multiplier', color='black')\n",
"ax2.tick_params(axis='y', labelcolor='black')\n",
"\n",
"plt.title('Current Charging Demand vs. Cost Multipliers')\n",
"plt.xlabel('Hour of Day')\n",
"plt.ylabel('Total Energy Consumption (kWh)')\n",
"plt.xticks(range(0, 24))\n",
"plt.grid(True, alpha=0.3)\n",
"\n",
"# Creating a legend\n",
"lines1, labels1 = plt.gca().get_legend_handles_labels()\n",
"lines2, labels2 = ax2.get_legend_handles_labels()\n",
"plt.legend(lines1 + lines2, labels1 + labels2, loc='upper right')\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 468
},
"id": "eVwdTCp_wbnj",
"outputId": "cad64d2c-e042-4bef-db7c-238ef650bfee"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Charging schedule optimization**"
],
"metadata": {
"id": "-iKkxHrzXLns"
}
},
{
"cell_type": "code",
"source": [
"# Function to predict next-day demand using the Xgb ML model\n",
"def predict_next_day_demand(model, time_features):\n",
" # Make predictions\n",
" predictions = model.predict(time_features)\n",
"\n",
" # Creating a dataframe for the result\n",
" result = pd.DataFrame({\n",
" 'hour_of_day': time_features['hour_of_day'],\n",
" 'predicted_energy_kwh': predictions\n",
" })\n",
"\n",
" # Suming all predictions for each hour by aggregating\n",
" hourly_prediction = result.groupby('hour_of_day')['predicted_energy_kwh'].sum().reset_index()\n",
"\n",
" return hourly_prediction"
],
"metadata": {
"id": "U12l5esoogXK"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Generating features for next day prediction\n",
"def generate_next_day_features():\n",
" # Get tomorrow's date\n",
" tomorrow = pd.Timestamp.now() + pd.Timedelta(days=1)\n",
"\n",
" # Creating a dataframe with hourly data for tomorrow\n",
" hours = range(24)\n",
" features = pd.DataFrame({\n",
" 'hour_of_day': hours,\n",
" 'day_of_week': tomorrow.dayofweek,\n",
" 'month': tomorrow.month,\n",
" # Use average charging minutes from historical data\n",
" 'charging_minutes': [ev_data[ev_data['hour_of_day'] == hour]['charging_minutes'].mean() for hour in hours]\n",
" })\n",
"\n",
" return features"
],
"metadata": {
"id": "0pOCn7PXCl7E"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Scheduling optimization using the ML predictions\n",
"def smart_charging_scheduler(ml_model, time_multipliers, flexibility=0.4):\n",
" # Generating features for next day prediction\n",
" next_day_features = generate_next_day_features()\n",
"\n",
" # Predicted demand for next day\n",
" predicted_demand = predict_next_day_demand(ml_model, next_day_features)\n",
"\n",
" # Adding the cost multipliers\n",
" predicted_demand['cost_multiplier'] = predicted_demand['hour_of_day'].map(time_multipliers)\n",
" predicted_demand['predicted_cost'] = predicted_demand['predicted_energy_kwh'] * predicted_demand['cost_multiplier']\n",
"\n",
" # Applying the optimization\n",
" optimized = predicted_demand.copy()\n",
" total_energy = optimized['predicted_energy_kwh'].sum()\n",
" movable_energy = total_energy * flexibility\n",
"\n",
" # Sorting hours by cost (from highest to lowest)\n",
" high_cost_hours = optimized.sort_values('cost_multiplier', ascending=False)\n",
"\n",
" # Calculating the energy to remove from high-cost hours\n",
" energy_to_remove = {}\n",
" remaining_to_move = movable_energy\n",
"\n",
" for _, row in high_cost_hours.iterrows():\n",
" hour = row['hour_of_day']\n",
" current_energy = row['predicted_energy_kwh']\n",
" # Removing up to 70% from each high-cost hour\n",
" removable = min(current_energy * 0.7, remaining_to_move)\n",
" energy_to_remove[hour] = removable\n",
" remaining_to_move -= removable\n",
" if remaining_to_move <= 0:\n",
" break\n",
"\n",
" # Calculating the energy to add to low-cost hours\n",
" low_cost_hours = optimized.sort_values('cost_multiplier')\n",
" energy_to_add = {}\n",
" remaining_to_add = sum(energy_to_remove.values())\n",
"\n",
" for _, row in low_cost_hours.iterrows():\n",
" hour = row['hour_of_day']\n",
" # Skipping the hours to remove energy from\n",
" if hour in energy_to_remove:\n",
" continue\n",
" # Adding a reasonable amount to each low-cost hour\n",
" addable = remaining_to_add / (len(optimized) - len(energy_to_remove))\n",
" energy_to_add[hour] = addable\n",
" remaining_to_add -= addable\n",
" if remaining_to_add <= 0:\n",
" break\n",
"\n",
" # Creating the optimized schedule\n",
" optimized['optimized_energy'] = optimized['predicted_energy_kwh'].copy()\n",
"\n",
" for hour, energy in energy_to_remove.items():\n",
" idx = optimized[optimized['hour_of_day'] == hour].index\n",
" optimized.loc[idx, 'optimized_energy'] = optimized.loc[idx, 'predicted_energy_kwh'] - energy\n",
"\n",
" for hour, energy in energy_to_add.items():\n",
" idx = optimized[optimized['hour_of_day'] == hour].index\n",
" optimized.loc[idx, 'optimized_energy'] = optimized.loc[idx, 'predicted_energy_kwh'] + energy\n",
"\n",
" # Calculating optimized cost\n",
" optimized['optimized_cost'] = optimized['optimized_energy'] * optimized['cost_multiplier']\n",
"\n",
" return optimized"
],
"metadata": {
"id": "Fa8WYQkB58tL"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Executing and analyzing the smart charging schedule using the best ML model (XGBoost)\n",
"smart_schedule = smart_charging_scheduler(xgb_model, time_multipliers)\n",
"\n",
"# Calculating cost savings\n",
"current_predicted_cost = smart_schedule['predicted_cost'].sum()\n",
"optimized_cost = smart_schedule['optimized_cost'].sum()\n",
"savings_percent = ((current_predicted_cost - optimized_cost) / current_predicted_cost) * 100\n",
"\n",
"print(f\"\\nML-Based Charging Optimization Results:\")\n",
"print(f\"Predicted baseline cost: {current_predicted_cost:.2f}\")\n",
"print(f\"Optimized cost: {optimized_cost:.2f}\")\n",
"print(f\"Predicted savings: {savings_percent:.1f}%\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZV4eRzwX6I_v",
"outputId": "3c2074b7-8c6c-4c81-86d1-0de0497a529d"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"ML-Based Charging Optimization Results:\n",
"Predicted baseline cost: 232.45\n",
"Optimized cost: 145.98\n",
"Predicted savings: 37.2%\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Visualizing the ML optimized schedule\n",
"plt.figure(figsize=(14, 5))\n",
"plt.bar(smart_schedule['hour_of_day'], smart_schedule['predicted_energy_kwh'],\n",
" alpha=0.5, color='blue', label='Predicted Demand')\n",
"plt.bar(smart_schedule['hour_of_day'], smart_schedule['optimized_energy'],\n",
" alpha=0.5, color='green', label='Optimized Schedule')\n",
"\n",
"# Adding cost multiplier line\n",
"ax2 = plt.twinx()\n",
"ax2.plot(smart_schedule['hour_of_day'], smart_schedule['cost_multiplier'],\n",
" color='red', marker='o', label='Cost Multiplier')\n",
"ax2.set_ylabel('Cost Multiplier', color='red')\n",
"\n",
"plt.title('ML-Predicted vs. Optimized Charging Schedule')\n",
"plt.xlabel('Hour of Day')\n",
"plt.ylabel('Energy Consumption (kWh)')\n",
"plt.xticks(range(0, 24))\n",
"plt.grid(True, alpha=0.3)\n",
"plt.legend()\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "grNW510c6L7E",
"outputId": "6d9223ca-6f4a-41d9-aff4-0bec8394128a"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# **Recommendations**"
],
"metadata": {
"id": "8zAQb4y4-qzu"
}
},
{
"cell_type": "code",
"source": [
"# Generating recommendations based on the smart scheduling\n",
"print(\"Best times to charge (lowest grid load):\")\n",
"best_hours = smart_schedule.sort_values('cost_multiplier').head(5)['hour_of_day'].tolist()\n",
"print(f\" Hours: {best_hours}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "z3ugJJOdxIgj",
"outputId": "efe53687-a403-49c0-ecb8-f70c2f1ea7af"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Best times to charge (lowest grid load):\n",
" Hours: [3, 2, 1, 4, 0]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(\"Times to avoid charging (highest grid load):\")\n",
"worst_hours = smart_schedule.sort_values('cost_multiplier', ascending=False).head(5)['hour_of_day'].tolist()\n",
"print(f\" Hours: {worst_hours}\")"
],
"metadata": {
"id": "b9EtckCXCl-i",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "8977bb8a-6930-40d9-9d1e-21031e508145"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Times to avoid charging (highest grid load):\n",
" Hours: [17, 16, 18, 15, 19]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(\"Top stations by usage:\")\n",
"for i, (_, row) in enumerate(station_analysis.sort_values('session_count', ascending=False).head(5).iterrows()):\n",
" print(f\" {i+1}. {row['station_name']} - {row['session_count']} sessions, {row['avg_energy_kwh']:.2f} kWh avg\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "OJDhH6069GHb",
"outputId": "50f8033a-6d16-48bb-f6ba-c732d65186ad"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Top stations by usage:\n",
" 1. TOWN OF CARY / BOND PARK - 5608 sessions, 7.03 kWh avg\n",
" 2. TOWN OF CARY / BOND PARK BH - 3241 sessions, 7.49 kWh avg\n",
" 3. TOWN OF CARY / CHARGER #1 - 1669 sessions, 6.63 kWh avg\n",
" 4. TOWN OF CARY / DT DECK P2 (2) - 1472 sessions, 9.28 kWh avg\n",
" 5. TOWN OF CARY / P2_DTCARYDEKCE2 - 1369 sessions, 11.95 kWh avg\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(\"Potential cost savings through optimized scheduling:\")\n",
"print(f\" {savings_percent:.1f}% reduction in grid impact/cost possible through smart scheduling\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qX5Lo_Fs9Kot",
"outputId": "c4b6ab09-5b69-4f36-eb54-ada6587342b9"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Potential cost savings through optimized scheduling:\n",
" 37.2% reduction in grid impact/cost possible through smart scheduling\n"
]
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "aAaU6qVv9SHr"
},
"execution_count": null,
"outputs": []
}
]
}
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