Add files via upload

26 files changed, 17731 insertions, 0 deletions

diff --git a/Machine Learning/Health-Prediction-Device-main/Deployment_code/DecisionTree.h b/Machine Learning/Health-Prediction-Device-main/Deployment_code/DecisionTree.h
new file mode 100644
index 0000000..2bfa028
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/Deployment_code/DecisionTree.h
@@ -0,0 +1,55 @@
+#pragma once

+// #include <cstdarg>

+namespace Eloquent {

+    namespace ML {

+        namespace Port {

+            class DecisionTree {

+                public:

+                    /**

+                    * Predict class for features vector

+                    */

+                    int predict(float *x) {

+                        if (x[2] <= 95.5) {

+                            if (x[2] <= 94.0) {

+                                return 1;

+                            }

+

+                            else {

+                                if (x[0] <= 96.5) {

+                                    return 1;

+                                }

+

+                                else {

+                                    if (x[0] <= 99.0) {

+                                        return 0;

+                                    }

+

+                                    else {

+                                        return 1;

+                                    }

+                                }

+                            }

+                        }

+

+                        else {

+                            if (x[1] <= 37.25) {

+                                if (x[0] <= 61.0) {

+                                    return 1;

+                                }

+

+                                else {

+                                    return 0;

+                                }

+                            }

+

+                            else {

+                                return 1;

+                            }

+                        }

+                    }

+

+                protected:

+                };

+            }

+        }

+    }
\ No newline at end of file
diff --git a/Machine Learning/Health-Prediction-Device-main/Deployment_code/code.ino b/Machine Learning/Health-Prediction-Device-main/Deployment_code/code.ino
new file mode 100644
index 0000000..6b15678
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/Deployment_code/code.ino
@@ -0,0 +1,99 @@
+#include <Wire.h>
+#include "MAX30100_PulseOximeter.h"
+#include "DecisionTree.h"
+#include <OneWire.h>
+#include <DallasTemperature.h>
+
+Eloquent::ML::Port::DecisionTree health_Classifier;
+
+#define DS18B20 4
+
+// Initialize the PulseOximeter library
+PulseOximeter pox;
+#define REPORTING_PERIOD_MS 1000
+uint32_t tsLastReport = 0;
+
+// Variable Declaration
+float bodytemperature;
+int BPM;
+float SpO2;
+int prediction;
+
+// Callback (registered below) fired when a pulse is detected
+void onBeatDetected() {
+  Serial.println("Beat!");
+}
+
+// Define the struct for holding heart rate and SpO2 values
+struct HeartRateData {
+    float BPM;
+    float SpO2;
+};
+
+// Declare the heart_rate function
+HeartRateData heart_rate();
+
+HeartRateData heart_rate() {
+    pox.update();
+    
+    HeartRateData data;
+    data.BPM = pox.getHeartRate();
+    data.SpO2 = pox.getSpO2();
+
+    return data;
+}
+
+OneWire oneWire(DS18B20);
+DallasTemperature sensors(&oneWire);
+
+void setup() {
+  Serial.begin(115200);
+  Serial.print("Initializing pulse oximeter..");
+  if (!pox.begin()) {
+    Serial.println("FAILED");
+    for (;;);
+  } 
+  else {
+    Serial.println("SUCCESS");
+  }
+  pox.setOnBeatDetectedCallback(onBeatDetected);
+}
+
+void loop() {
+  delay(500);
+  pox.update();
+  sensors.requestTemperatures();
+  HeartRateData data = heart_rate();
+  if (millis() - tsLastReport > REPORTING_PERIOD_MS) {
+    Serial.print("Heart rate: ");
+    Serial.print(data.BPM);
+    Serial.print(" bpm / SpO2: ");
+    Serial.print(data.SpO2);
+    Serial.println(" %");
+  }
+  bodytemperature = sensors.getTempCByIndex(0);
+  Serial.print(bodytemperature);
+  // Predict the health condition
+  float input[3] = { data.BPM, (float)bodytemperature, data.SpO2 };
+  prediction = health_Classifier.predict(input);
+
+  // Checking Condition
+  Serial.print("Prediction: ");
+  switch (prediction) {
+    case 0:
+      Serial.println("Normal");
+      break;
+    case 1:
+      Serial.println("Serious");
+      break;
+    case 2:
+      Serial.println("Dischargeable");
+      break;
+    default:
+      Serial.println("Unknown");
+      break;
+  }
+  tsLastReport = millis();
+  Serial.println();
+  delay(1000);
+}
diff --git a/Machine Learning/Health-Prediction-Device-main/Deployment_code/heart_function.ino b/Machine Learning/Health-Prediction-Device-main/Deployment_code/heart_function.ino
new file mode 100644
index 0000000..4948f40
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/Deployment_code/heart_function.ino
@@ -0,0 +1,57 @@
+#include <Wire.h>
+#include "MAX30100_PulseOximeter.h"
+
+#define REPORTING_PERIOD_MS 1000
+
+PulseOximeter pox;
+uint32_t tsLastReport = 0;
+
+void onBeatDetected() {
+    Serial.println("Beat!");
+}
+
+// Define the struct for holding heart rate and SpO2 values
+struct HeartRateData {
+    float BPM;
+    float SpO2;
+};
+
+// Declare the heart_rate function
+HeartRateData heart_rate();
+
+void setup() {
+    Serial.begin(115200);
+    Serial.print("Initializing pulse oximeter..");
+
+    if (!pox.begin()) {
+        Serial.println("FAILED");
+        for (;;);
+    } else {
+        Serial.println("SUCCESS");
+    }
+    
+    pox.setOnBeatDetectedCallback(onBeatDetected);
+}
+
+void loop() {
+    HeartRateData data = heart_rate();
+
+    if (millis() - tsLastReport > REPORTING_PERIOD_MS) {
+        Serial.print("Heart rate: ");
+        Serial.print(data.BPM);
+        Serial.print(" bpm / SpO2: ");
+        Serial.print(data.SpO2);
+        Serial.println(" %");
+        tsLastReport = millis();
+    }
+}
+
+HeartRateData heart_rate() {
+    pox.update();
+    
+    HeartRateData data;
+    data.BPM = pox.getHeartRate();
+    data.SpO2 = pox.getSpO2();
+
+    return data;
+}
diff --git a/Machine Learning/Health-Prediction-Device-main/Helath_prediction_model.ipynb b/Machine Learning/Health-Prediction-Device-main/Helath_prediction_model.ipynb
new file mode 100644
index 0000000..0acfd6b
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/Helath_prediction_model.ipynb
@@ -0,0 +1,3614 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "id": "hrPMSSu2taoh",
+      "metadata": {
+        "id": "hrPMSSu2taoh"
+      },
+      "source": [
+        "# **Introduction to Machine Learning with Jupyter Notebooks**\n",
+        "Welcome to the world of Machine Learning. This instructional materials will guide you to learn machine learning using Jupyter Notebook."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "hmsg3MWmvNjq",
+      "metadata": {
+        "id": "hmsg3MWmvNjq",
+        "jp-MarkdownHeadingCollapsed": true
+      },
+      "source": [
+        "## **Getting Started**\n",
+        "### **1. Setting Up Your Environment**\n",
+        "Before we go deep into machine learning, you'll need to set up your environment.\n",
+        "follow these steps to set up your environment.\n",
+        "\n",
+        "**Install Jupyter Notebook**:\n",
+        "\n",
+        "Install the classic Jupyter Notebook by writting the below command in your terminal:\n",
+        "\n",
+        "`pip install notebook`\n",
+        "\n",
+        "### **2. Launching Jupyter Notebook**\n",
+        "\n",
+        "To run the notebook:\n",
+        "\n",
+        "`jupyter notebook`\n",
+        "\n",
+        "or if this doesnt work, write this insteade.\n",
+        "\n",
+        "`python -m notebook`"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "1z9COW_-v4_2",
+      "metadata": {
+        "id": "1z9COW_-v4_2",
+        "jp-MarkdownHeadingCollapsed": true
+      },
+      "source": [
+        "## **Basics of Machain Learning (ML)**\n",
+        "### **What is Machine Learning?**\n",
+        "It is a subset of Artificial Inteligence (AI). It focuses on making a model capable of learning from data to make predictions or decisions.\n",
+        "\n",
+        "### **Types of Machaine Learning:**\n",
+        "1. *Supervised Learning*: Learning from labeled data (e.g., classification, regression).\n",
+        "2. *Unsupervised Learning*: Finding patterns in unlabeled data (e.g., clustering, dimensionality reduction).\n",
+        "3. *Reinforcement Learning*: Learning through rewards and punishments."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "07hppMV2tpwd",
+      "metadata": {
+        "id": "07hppMV2tpwd"
+      },
+      "source": [
+        "## **Building your first ML Model**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "wUZ2m_AbAsvg",
+      "metadata": {
+        "id": "wUZ2m_AbAsvg"
+      },
+      "source": [
+        "**Task**: Predicting Patient Health using TensorFlow and Jupyter Notebook."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "Vm2gWCn5C-0l",
+      "metadata": {
+        "id": "Vm2gWCn5C-0l"
+      },
+      "source": [
+        "**Objective**:\n",
+        "Develop instructional materials for students to learn machine learning using Jupyter Notebook and other ML tools.The aim is to accurately predict patient health conditions(normal,serious,dischargeable) based on temperature, pulse, and blood cell counts.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "IBzg9QTEDEeI",
+      "metadata": {
+        "id": "IBzg9QTEDEeI"
+      },
+      "source": [
+        "**Tools and Technologies**:\n",
+        "\n",
+        "**1**.\tJupyter Notebook: For data preprocessing, model development, and training.\n",
+        "\n",
+        "**2**.\tProgramming Language: Python - Widely used for its simplicity, extensive libraries, and ecosystem support.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "lVtdjpVNDQdj",
+      "metadata": {
+        "id": "lVtdjpVNDQdj"
+      },
+      "source": [
+        "## **Task Steps:**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "GmqCkoG9Juf5",
+      "metadata": {
+        "id": "GmqCkoG9Juf5"
+      },
+      "source": [
+        "### **1. Import libraries:**\n",
+        "We will import the necessary libraries first"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install tensorflow"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Q7RqE9YyhCHG",
+        "outputId": "d56d3890-6196-4d84-8d9a-354d4541b409"
+      },
+      "id": "Q7RqE9YyhCHG",
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.15.0)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.9.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n",
+            "Requirement already satisfied: ml-dtypes~=0.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.25.2)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.1)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (67.7.2)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.2)\n",
+            "Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.14.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.1)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n",
+            "Requirement already satisfied: tensorboard<2.16,>=2.15 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.2)\n",
+            "Requirement already satisfied: tensorflow-estimator<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: keras<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\n",
+            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.27.0)\n",
+            "Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (1.2.1)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.6)\n",
+            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.31.0)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (0.7.2)\n",
+            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.0.3)\n",
+            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (5.4.0)\n",
+            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.4.0)\n",
+            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (4.9)\n",
+            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (1.3.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2024.7.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow) (2.1.5)\n",
+            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (3.2.2)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "id": "cxf2RSmXJhoG",
+      "metadata": {
+        "id": "cxf2RSmXJhoG"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd     # for data acquisition\n",
+        "import numpy as np      # for data processing\n",
+        "import tensorflow as tf # for making the model"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install micromlgen"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "H-aQmCZePpJ2",
+        "outputId": "683cc68e-a0a8-421b-9e6e-8025ec97bad5"
+      },
+      "id": "H-aQmCZePpJ2",
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting micromlgen\n",
+            "  Downloading micromlgen-1.1.28.tar.gz (12 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from micromlgen) (3.1.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->micromlgen) (2.1.5)\n",
+            "Building wheels for collected packages: micromlgen\n",
+            "  Building wheel for micromlgen (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for micromlgen: filename=micromlgen-1.1.28-py3-none-any.whl size=32152 sha256=9ce3a2a097a57d2f0f38c24cf9877cca0def9b1a05c4c5c810a454ee76abfce9\n",
+            "  Stored in directory: /root/.cache/pip/wheels/97/54/64/5d82c310920abe1be0d120313ceb9e12c88f5701f53f6ed248\n",
+            "Successfully built micromlgen\n",
+            "Installing collected packages: micromlgen\n",
+            "Successfully installed micromlgen-1.1.28\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install scikit-learn"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "t3SeRL0zhJip",
+        "outputId": "086dcab5-49be-4a9a-ce8f-fee19df396fe"
+      },
+      "id": "t3SeRL0zhJip",
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[31mERROR: Could not find a version that satisfies the requirement skicit-learn (from versions: none)\u001b[0m\u001b[31m\n",
+            "\u001b[0m\u001b[31mERROR: No matching distribution found for skicit-learn\u001b[0m\u001b[31m\n",
+            "\u001b[0m"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install seaborn"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OmG7VbdyhFku",
+        "outputId": "20ab456f-fa95-4b62-a0f7-4bb3db1d61d8"
+      },
+      "id": "OmG7VbdyhFku",
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.1)\n",
+            "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.10/dist-packages (from seaborn) (1.25.2)\n",
+            "Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.10/dist-packages (from seaborn) (2.0.3)\n",
+            "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /usr/local/lib/python3.10/dist-packages (from seaborn) (3.7.1)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.1)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n",
+            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.4.0)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.2)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2023.4)\n",
+            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2024.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "id": "966398fd-64a6-4e87-a59f-7f7efe754613",
+      "metadata": {
+        "id": "966398fd-64a6-4e87-a59f-7f7efe754613"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.tree import DecisionTreeClassifier\n",
+        "from micromlgen import port\n",
+        "from sklearn import metrics\n",
+        "import seaborn as sns\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "da6EwHUXBLr2",
+      "metadata": {
+        "id": "da6EwHUXBLr2"
+      },
+      "source": [
+        "### **2. Dataset Acquisition:**\n",
+        "We will use the provided medical dataset for this project.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "id": "26760d37-0b57-41dc-888b-4f96562a4296",
+      "metadata": {
+        "id": "26760d37-0b57-41dc-888b-4f96562a4296"
+      },
+      "outputs": [],
+      "source": [
+        "data = pd.read_csv('dataset.csv')  # Load the dataset"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "id": "b2mNI5xxLvSF",
+      "metadata": {
+        "id": "b2mNI5xxLvSF",
+        "outputId": "c944a617-f7f0-445f-ff5f-2bd2eb6352c6",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "    id  gender   age  heart_rate  temperature  SpO2_saturation   bpm  \\\n",
+              "0  1.0    male  66.0        70.0         38.6             88.0  75.0   \n",
+              "1  2.0  female  56.0        74.0         39.6             88.0  70.0   \n",
+              "2  3.0    male  46.0        82.0         37.2             98.0  83.0   \n",
+              "3  4.0  female  60.0        90.0         38.6             98.0  75.0   \n",
+              "4  5.0    male  58.0        72.0         39.6             93.0  78.0   \n",
+              "\n",
+              "  Health_status  \n",
+              "0      Infected  \n",
+              "1      Infected  \n",
+              "2  Non Infected  \n",
+              "3  Non Infected  \n",
+              "4      Infected  "
+            ],
+            "text/html": [
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+              "    <div>\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>gender</th>\n",
+              "      <th>age</th>\n",
+              "      <th>heart_rate</th>\n",
+              "      <th>temperature</th>\n",
+              "      <th>SpO2_saturation</th>\n",
+              "      <th>bpm</th>\n",
+              "      <th>Health_status</th>\n",
+              "    </tr>\n",
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+              "  <tbody>\n",
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+              "      <th>0</th>\n",
+              "      <td>1.0</td>\n",
+              "      <td>male</td>\n",
+              "      <td>66.0</td>\n",
+              "      <td>70.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>88.0</td>\n",
+              "      <td>75.0</td>\n",
+              "      <td>Infected</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2.0</td>\n",
+              "      <td>female</td>\n",
+              "      <td>56.0</td>\n",
+              "      <td>74.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>88.0</td>\n",
+              "      <td>70.0</td>\n",
+              "      <td>Infected</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3.0</td>\n",
+              "      <td>male</td>\n",
+              "      <td>46.0</td>\n",
+              "      <td>82.0</td>\n",
+              "      <td>37.2</td>\n",
+              "      <td>98.0</td>\n",
+              "      <td>83.0</td>\n",
+              "      <td>Non Infected</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4.0</td>\n",
+              "      <td>female</td>\n",
+              "      <td>60.0</td>\n",
+              "      <td>90.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>98.0</td>\n",
+              "      <td>75.0</td>\n",
+              "      <td>Non Infected</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>male</td>\n",
+              "      <td>58.0</td>\n",
+              "      <td>72.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>78.0</td>\n",
+              "      <td>Infected</td>\n",
+              "    </tr>\n",
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+              "  <style>\n",
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+              "      border: none;\n",
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+              "    .colab-df-convert:hover {\n",
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+              "      fill: #174EA6;\n",
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+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
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+              "\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",
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+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-7d7badb4-3045-4d15-827c-5fe2e4d99515 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-7d7badb4-3045-4d15-827c-5fe2e4d99515');\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",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
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+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
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+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
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+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
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+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "      border-left-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
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+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-ae65d3e7-7d07-4ff3-b3bd-1f9fe63a7099 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "data",
+              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 1059,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 236.50357695673262,\n        \"min\": 1.0,\n        \"max\": 826.0,\n        \"num_unique_values\": 800,\n        \"samples\": [\n          708.0,\n          679.0,\n          64.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"gender\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"female\",\n          \"male\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 18.02863036758322,\n        \"min\": 0.25,\n        \"max\": 89.0,\n        \"num_unique_values\": 83,\n        \"samples\": [\n          49.0,\n          66.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"heart_rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 16.95579354102182,\n        \"min\": 48.0,\n        \"max\": 119.0,\n        \"num_unique_values\": 67,\n        \"samples\": [\n          93.0,\n          88.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"temperature\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7077547282209767,\n        \"min\": 36.0,\n        \"max\": 40.0,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          36.9,\n          37.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SpO2_saturation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 21.514817129891338,\n        \"min\": 20.0,\n        \"max\": 99.0,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          99.0,\n          90.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bpm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13.193723381625013,\n        \"min\": 46.0,\n        \"max\": 106.0,\n        \"num_unique_values\": 60,\n        \"samples\": [\n          75.0,\n          73.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Health_status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Non Infected\",\n          \"Non infected\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ],
+      "source": [
+        "data.head(5)  # Display the first few rows of the dataset"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "e3d9a693-bdcd-42f0-8b99-3691ce96af7f",
+      "metadata": {
+        "id": "e3d9a693-bdcd-42f0-8b99-3691ce96af7f"
+      },
+      "source": [
+        "## Determine Medical Condition"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "id": "ff7a52c2-7d93-4a21-bab4-bb3c230f67ab",
+      "metadata": {
+        "id": "ff7a52c2-7d93-4a21-bab4-bb3c230f67ab"
+      },
+      "outputs": [],
+      "source": [
+        "def determine_medical_condition(row):\n",
+        "    heart_rate = row['heart_rate']\n",
+        "    temperature = row['temperature']\n",
+        "    spo2 = row['SpO2_saturation']\n",
+        "\n",
+        "    if 60 <= heart_rate <= 100 and 36.1 <= temperature <= 37.2 and 95 <= spo2 <= 100:\n",
+        "        return 0 #\"Normal\"\n",
+        "    elif heart_rate > 100 or heart_rate < 60 or temperature > 37.2 or temperature < 36.1 or spo2 < 95:\n",
+        "        return 1 #\"Serious\"\n",
+        "    else:\n",
+        "        return 2 #\"Dischargeable\"\n",
+        "# refer data website"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "id": "7acdb25d-d6fa-43f5-9293-aba2a66d3fde",
+      "metadata": {
+        "id": "7acdb25d-d6fa-43f5-9293-aba2a66d3fde"
+      },
+      "outputs": [],
+      "source": [
+        "# Apply the function to the DataFrame to create the 'health_condition' column\n",
+        "data['health_condition'] = data.apply(determine_medical_condition, axis=1)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "id": "bfe276d7-0ea8-41e8-962d-94075819d91a",
+      "metadata": {
+        "id": "bfe276d7-0ea8-41e8-962d-94075819d91a",
+        "outputId": "23f60c49-714d-48d9-b6fe-a1870bea98fc",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "      id  gender   age  heart_rate  temperature  SpO2_saturation   bpm  \\\n",
+            "0    1.0    male  66.0        70.0         38.6             88.0  75.0   \n",
+            "1    2.0  female  56.0        74.0         39.6             88.0  70.0   \n",
+            "2    3.0    male  46.0        82.0         37.2             98.0  83.0   \n",
+            "3    4.0  female  60.0        90.0         38.6             98.0  75.0   \n",
+            "4    5.0    male  58.0        72.0         39.6             93.0  78.0   \n",
+            "5    6.0  female  44.0        72.0         37.2             93.0  69.0   \n",
+            "6    7.0    male  34.0        67.0         38.6             98.0  73.0   \n",
+            "7    8.0    male  37.0        72.0         39.6             97.0  73.0   \n",
+            "8    9.0    male  39.0        65.0         37.2             96.0  84.0   \n",
+            "9   10.0    male  56.0        76.0         38.0             92.0  68.0   \n",
+            "10  11.0  female  18.0        73.0         38.6             50.0  73.0   \n",
+            "11  12.0  female  32.0        64.0         39.6             97.0  79.0   \n",
+            "12  13.0    male  37.0        63.0         37.2             70.0  81.0   \n",
+            "13  14.0    male  51.0        94.0         38.6             70.0  69.0   \n",
+            "14  15.0    male  57.0        73.0         39.6             70.0  72.0   \n",
+            "15  16.0    male  56.0        75.0         37.2             70.0  74.0   \n",
+            "16  17.0    male  50.0        78.0         38.6             70.0  66.0   \n",
+            "17  18.0  female  52.0        68.0         39.6             95.0  74.0   \n",
+            "18  19.0    male  33.0        71.0         37.2             95.0  82.0   \n",
+            "19  20.0    male  40.0        70.0         38.6             95.0  90.0   \n",
+            "\n",
+            "   Health_status  health_condition  \n",
+            "0       Infected                 1  \n",
+            "1       Infected                 1  \n",
+            "2   Non Infected                 0  \n",
+            "3   Non Infected                 1  \n",
+            "4       Infected                 1  \n",
+            "5       Infected                 1  \n",
+            "6   Non Infected                 1  \n",
+            "7   Non Infected                 1  \n",
+            "8   Non Infected                 0  \n",
+            "9       Infected                 1  \n",
+            "10      Infected                 1  \n",
+            "11  Non Infected                 1  \n",
+            "12      Infected                 1  \n",
+            "13      Infected                 1  \n",
+            "14      Infected                 1  \n",
+            "15      Infected                 1  \n",
+            "16      Infected                 1  \n",
+            "17  Non Infected                 1  \n",
+            "18  Non Infected                 0  \n",
+            "19  Non Infected                 1  \n"
+          ]
+        }
+      ],
+      "source": [
+        "# Display the updated DataFrame\n",
+        "print(data.head(20))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "4jcYMC2SERMm",
+      "metadata": {
+        "id": "4jcYMC2SERMm"
+      },
+      "source": [
+        "### **Data Preprocessing & Visualization**:\n",
+        "\n",
+        "Handle missing values and encode categorical variables."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "id": "wbtz2oV9KY5_",
+      "metadata": {
+        "id": "wbtz2oV9KY5_"
+      },
+      "outputs": [],
+      "source": [
+        "# Dataset Preprocessing\n",
+        "X = data[['heart_rate', 'temperature', 'SpO2_saturation']] #features\n",
+        "y = data['health_condition'] #target\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "id": "e2bddac5-4d2c-4199-b63c-011ae9bce559",
+      "metadata": {
+        "id": "e2bddac5-4d2c-4199-b63c-011ae9bce559",
+        "outputId": "6eede5bb-c96d-4c22-b6b9-6b6d5652f879",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 447
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 13
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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Cy3tIQCGyCCsCB++DQoik10mW+Zx+/zgiw6FK5MlDMemMrS4BALR2xTa3sGagfe3dJlvyKIJIYY4Xr//8ZAzpWxhe3pv+ToAEFCLp8P0YRfFkKqwGpZckFCIGHho9koaiQRlTFS4Y2tYVu+ozK6A0NHchZFELqmhQ8nPChRvz/eH/O8kHhcgmrLwOnFBCAkrGIEEiEw9hCw9pUByhuaMHr63Zrfp8hEIydkeidkZHBJTuQAiPf7ANTy/bjnc27tE9juK3AgA9wRD+78Nt3Hu8+MsmPP7BNnz+dTO3n6JByYsIJgURQeXhd7dg4bpGB64wfiiTLJF0DGvxkISiIZ2/CHtveoN0bwhzvCSgOMKVT63Ciu0H8ONTh+PG6WOx/1APeoIhSBIwoqJI3e6OiM8PALz3q9MxuG8Bd5yGFt6R9s7X12NERRFOG12BTU1tuOKplQCAkjwfPrv1bHg94funaFAUwaQk4pgbDMl4bkU9vnFUlcNXbB3SoBDOYWFMo0Rt5qTVByXE3hu6OYQ5JJ84w4rtBwAAL3+6CwDQ0hk25xTl+pDr8+rus7tFG9Wj7Kc4uQLAnrawL8rmiPMsEPZn2dMWDWRQNDeKaeeiyQPxveMH4/yja1A7vG98F+UQpEEhUgo5yWYu7L0hEw8RCzLxOIuiuVD8TUry/IbbtnZqfVLaIo60502sQd/CXCz8olHNSbWruYPbdtfBTlSX5gOIZoxVTDwVJXm4c+b4RC7FMUiDQjiGkcmG9fanMOPMhfKgEHYgASVx2D6wOC+sL1AEDeW7Hm06UT3sfjm+8NDeHRFQdguZaFmHWtFJNpMgDQqRUihRWyzSl0mWUt0TdiD5xJz3N+/FwnWNuOXccap2QoQt0FeU68O7G/dgzhOfADDXoHy8dT8Wr29SBRCPFM19UpzrR64qoISFj68P8iahHfs7cPOCtejuDWFIxJcl36CN6YQEFMIxrEy6+Yq5yWsLYR+ZNCiEDRQnS0Kf7z++AgDQtygX884apbsNG3nT2RPEzQvWqd8VDcrEgaVY83ULt9+Lq742PG9Jvh+5/rCAoph49kZ8TsZUFWNDYxteWLlTFVpGVYYdcTNRg2LbxPPee+/hvPPOQ01NDSRJwoIFC7j1L730Es4++2z07dsXkiRh9erVmmN0dXVh7ty56Nu3L4qKijBr1iw0NTXFew1EhmBlTAtxGhQaBDOJEPmgEDYgDYo1vtjVYriONbW0dQW4BGuKwPDkZcfhqcuOw1vXnoKTR/bj9v/2lIG45syR3LLiPB9yvOF9FQ2LYsYZVRkOW2Y1Kor5x0xjky5sCyiHDh3CxIkT8fDDDxuuP+mkk/D73//e8BjXXXcdXnvtNbz44otYunQpdu/ejQsuuMBuUwiXYBRmTPKJlvRmkqUIK8I65INijVaTJGu7OQGll4vaUfKTlBXk4JRR/TG6qhhTh5Vz+58+ugLnTazmlhXn+VQNSncvL6CwYcsK7d2xfV7She0WTZ8+HdOnTzdc//3vfx8AsH37dt31LS0tePzxx/Hcc8/hjDPOAAA88cQTGDt2LD7++GMcf/zxdptEZAhWxrQQ+aCYktY8KEzyWNKgELEgAcUaeg6tCqwmo7UrwNXF0duvWNByFOf5Nf4txXlRH5SeYPh4irBzRH+tgBLdL/MElJRH8axatQq9vb2oq6tTl40ZMwaDBw/GsmXLdPfp7u5Ga2sr90e4E9nFs/T7F23CWfcvNZ0R6dETCOH8v3yAm15em6SWOQOXSdZtN4dIOeSCYozinAoAGxrb8NNnVqnf397QhIm/+x/O+OO7+OdH29Xl7d0BbmLQ0asnoPBCREm+T+PcWpzLRPEoGhRFQKkoNGxzVph4EqWxsRE5OTkoKyvjlldWVqKxUT+t7vz581FaWqr+DRo0KAUtJezCCx/6A1yQmaW7zQflwSWbsXlPO55iOhUrvLdpL9Z83YJnl9cnp2EOEbJw/whCgTQoxojajzfXRXOSvP55I1o6e7F17yHD/X0eCbfMGKdZXl6Yw30vzvNzzq1ejwSPR1JNRd2BEGRZVjUz5QU5mmOwx8o0XJEH5cYbb0RLS4v6t3PnznQ3iYgBN74x/Vg2+DkEk1hHL52CATnJEnYgAcUYPfNMT1DJScKH/M4YX43Nd/FuE+t+Nw1TdbK4DijL574X5/mQx/it+CJqLdXEEwihJxhS3+28HK/mGOyxMo2UCyhVVVXo6elBc3Mzt7ypqQlVVfo5/3Nzc1FSUsL9EZkHO6SxggjbjR2OeVB8Xnd05CHKg0LYgOQTY/SqDysaFDFN/cjKIvi9HjUfCQDDvCk1OgKKh7G15XjDQ3oOkwelqyc6o8r3e1FTlqd7bBJQAEyePBl+vx9LlixRl23cuBH19fWora1NdXOIJGE0vnHFAl2qQrHbMfu90dds275DlsugpxouD4rQxqbWLtWOTRAAaVDM0NOgdAeCqN/fgR37+bTzitBhRUAozOW3EWv1KJMhRYPS2NqNj7ftBwD4vRL8Xg8GlPFFBhUy0cRjW2Rqb2/HV199pX7ftm0bVq9ejfLycgwePBgHDhxAfX09du/eDSAsfABhzUlVVRVKS0tx+eWXY968eSgvL0dJSQmuvvpq1NbWUgRPFmEke2SDicdut+xjZjin3/cuLjluEOZfMEF323T9JBJ40xV7n74+2IGTfv8OSvJ8+Py2aalvHJGRUKI2Y/Q0KJua2nHp/63QLB8YEVBG9C/Cul2xA0DKC3NwgMlAy+KLTIYUwWV9Qyt+/HTYQVfRyhhpUErys0CDsnLlSkyaNAmTJk0CAMybNw+TJk3CrbfeCgB49dVXMWnSJMyYMQMAcPHFF2PSpEl49NFH1WP86U9/wrnnnotZs2bhlFNOQVVVFV566SUnrofIEFgHWLYWT4YqD2xhd+Lo8/Kv2b9WGPtQZUoeFDaK58NICu1Wk3BJ4vCDFCjGtHaG3xVWiPtit37CNkWDctOMcTjhiL74y3cnmR775hljMbqyGDedM1azTvRBYVGifaaPr0bt8L74zpRosEme34P+Rbmm500HtkWm0047zVQ1P2fOHMyZM8f0GHl5eXj44YcNk70R7sRKGnvWdOBWDYpd/OSDQmQhZOIxRklFMGN8NT7ZfgANLV3Y1xbWepw0oh9yfR4s2bAHAFAd0Wj0L87Fcz+KbUW44JiBuOCYgbrr/KoGRUdAiUT7DCjLx7+uPB4ffrUP/29leLL0wHcmcRPJTMEVUTxE9pANqe7tvsiSbaNQemAFxkz1kyEyB7LwGMNWFlaEBSWNfUm+j/NREf1IEkH1QfEba1AUWEfcgX30I3vSDQkohIPoa0ckLswYuttkM3YEsfSGGeubeNwiYBGphdWgbN3bnsaWZB6KAFKS71cjahQBpTjXbzvZo1X8nkgUj1cr9PQK+RFY85NR6HG6IQGFSApGg/LhmOreDYKYJEka4dGtUVZEamDDW8/449I0tiTzUASQsAYlLCyoAkqeT62pU+JQaK+ipTlhRDh3Smm+NiKnn+BjwkYNlRVkXgQPEIcPCkEYYcUHxUq22UzHrqk25JLrFM06IRlwifsMkQbo0TCmTRVQWA1K2AelJN+PH544FBUleTh3QrXhMezw5jUnY+EXjZhzwlAAwOC+BbjrW0ehobkLY6tL8Gn9QXx7Cp+B/Yj+Rfj9rPGoKs3PSP8TgAQUwkGsFCrmZunJbEwSsWvysHOdaS0WKIsCigwvDUOEAeQka4xq4mF8UJTQ4OI8H4rz/Jh7+gjHzje8fxF+dhp/vNlTh6ifZxgIQt85drBjbUgGZOIhkoLM+TBECWZBFI/dftkt1yn6xar3isYhQgfKg2JMVEDxayJqMjEhWqZCGhTCMWQL2hHerOOSkTthbFxnhuRBAZj76XCbHlqyGe3dAdyok8eBcA+HuwJFlmXc/t8v8dKnu3DO+Cq0dgbQ0NKJ8ybWcD4oORoBhYZdq9AvRSQF40yysbfJNtxynaJPUDAJDQ+FZPxx0SYAwKzJAzGqstjxcxCp4XA38WxsasMTH24HwCdf/LKhVY2mKSvwa8KIh/crTFkb3Q6ZeAjH4CJ3uDBjNpOs+6N47HbLbkkpIlZpVu+Vg+NQgPkx6oWaJIS7ONwtPEriNZGu3hDausMmnurSfE6DcvzwcowkodwyJKAQSYFLdc8szwYNin0fFBt5UGy2xUk0TrJJkKzYczS2djl+fCJ1HO4alN3Nnabrywr8KMz1cT4odWMrk92srIIEFMIxbIcZu1SHkswonnSijeJx/hysk3QTCSiuJlNDU1PFlhjJ6ZTkZ6yJJ1MztmYqJKAQScFobKMonljbpu9HEU8dTIKEwvq1NLSQgOJmvIfx6DH/jfX423tbNcvzmBTzShFA1sRTk6EZWzOVw/gRI5yGHc6MkpNlg4nHLm5ISCdJ+nlQAGejjFmzUXNHctJ9E6nhcDbxLN20V7OsojgX108bA59Hgtcj4axxYXNO7RF9kevzYHj/QnIKtwlF8RCOwWeJjS7na/G438RjF7ckahM1JsnIgMueo6MnYLIlkekcziaezt4gAOD/XXk8jh1ajqAswyOFBZPZx4eTnymmnVNH9cfa26bB55G48gBEbEhAIZKCkfBhJMRkM265zlSbeNq7SUBxM4fzWNvRExZQivP88HgkeBg9o151YjEXCmEN+tUIx+Bm3AZj2/rGttQ0JomYzRxbu3qxvqGVW+YWTZFhojYnz8GEMrd2konHzRzOJp6uiICSn6MVRgjnIAGFcAxj+STaka3YdkB3ezdh1i2fcd9STP/z+/h46351mT0n2fjblShGqe6dVOWzGhQlHTjhTg5nDYpi4sn3k4CSTEhAIRzDrgOsWzQLImbjtVJS/a0vGtVlbqhmLEEydJJ1EtZJlgQUd3O4+qD0BkNqwkESUJILCSiEY9jNceKCcTturNQlyjTEdibbSbYnGEJXZCZKuI/D1cTTyTyzeTk0hCYT+nUJx7CSqI3bPnlNSSq2u2VbtQLT+KtYSNSWaMi0WN9HKapGuI/D1cTTGfE/8Xok5BzOyWBSAP26hGMY1dkxmmi5IT+IHlZU2/FmzE3lTyL+/uKp39mwR2efxM4pps8nMw/hNhQBJd/vPWzNXKmCBBTCMdihx4rw4U7xxBpc0rqQ4WZpRbxFovAw/80N2n0SPKeoQWknAYVwGYqJJ4/8T5IOCSiEY3AaFCsmHpdKKLZT3SenGQkjarmstDNhE48gBPWKJZQJ15Cpz3WyUSN4yP8k6dAvTDiG0dhlPJ67s4uzIp/w/jiZWc1YY+KxcP8SbZ+oTeohAcW1uHWCkShdPRRinCpIQCEcw0qqe377JDcoWdhUoWTqZYrtstLORCN7RBNPbzBTfx2C0KdDTdJGidiTDf3ChGNwPihWwoyT15S0w15/pgpiYrss+Q0leC2iiacnQBoUt+LWPEZm7G7uxC9fXIMfnjhMLfYHhJ/Tuc99ir1t3fgykik630/z+2RDAgrhGKyTpZWBTHTKzGTYwTuZJp5U9vniAJMKQYp8ULKHTBW8E+Gml9fioy378dGW/dh+zwx1+Zqvm7HoyyZu2/7Fealu3mEHiYCEY8gGnyWDId1N/ZsVkxW3vcHn2Pul7lfhrsng3KGQbFiNOh5IQCEyma8Pduou392sXf6HCyckuzmHPSSgEI4Rsqk1cNMMzG5T7SatywT02ul0AUHxeGTiITIJI6dtUXCpLs2jMOMUQAIK4Rh8cjIL27tIh8KbeCwZeZhPmXmdGh8UnW1Ep9aE86BoNCiZ+dsQsXFrokUjegIhNLZ06a4TNSgDyvJT0aTDHhJQCMew7Xfhov7NSmZcbvs4NSgpzSQr3AA9840YFux0qnsy8RCZQE8ghLr7l6LbQKMnCig1JKCkBBJQCMcwilwxDDNOcnucJJSAk2ymVjPWRvFotxEFikT9mkXHaBJQ3At7J2tK3e0w2tTahfoDHYbrDxzqUT+X5PkwY0J1Kpp12ENRPIRjcD4oFrbP0HFbFze11SpWtEKiSSZRqVITZkwCimth3wm3+2PEKlqp1Iz6f1cej6nD+6aiSQRIg0I4iP1qxu4c9a1F8cSXByW9mWS1Z9cWFEysheQkS2QisYpWtkbWF+f5U9EcIgIJKA6z80AHPq0/mO5mpAW+mnHsgez9zftizlwyhZBNJ1lOWMtQQUxslZ75JiiEGSeeqI3/TiYe98IJ4Q4ds7MniHc37kFXpN6NHXYe6MDK7QfiOm9sASXcTxXnkdEhlZCA4jAn3/sOLvjrR/hqT3u6m5JWxBwbejz23lZ89+8fp6Q9iZLIwOyWasbWfFAo1T2hxamInpteXos5T3yC3732he19T773HVz46DJsbmqzvW9rp/FEqTsQVDV9JfmkQUkltgWU9957D+eddx5qamogSRIWLFjArZdlGbfeeiuqq6uRn5+Puro6bN68mdvmwIEDmD17NkpKSlBWVobLL78c7e3ZNaB/sbsl3U1IOXYzyQLAul2tSWqNs3CXk8xEbakN4xG+WojiSfCUopMsmXjcSzIe1Zc+2wUA+NeKnbb2CzCaOCUVvR3adDS5yrvIaleKckmDkkpsCyiHDh3CxIkT8fDDD+uuv/fee/Hggw/i0UcfxfLly1FYWIhp06ahqysaXz579mx88cUXWLRoEf773//ivffew5VXXhn/VWQg2ehUGYuQgVlDsllcLxNJWar7NCFJkmGiNieTzlEm2ewhXiE8GTS1daufc332HXYVIWTG+Gh0juLArawryvXB63F/X+YmbIuD06dPx/Tp03XXybKMBx54ADfffDPOP/98AMBTTz2FyspKLFiwABdffDHWr1+PhQsX4pNPPsGUKVMAAA899BDOOecc3HfffaipqUngcjKHTPU7SCZuKJAXL+y4akXgitc+n1InWbEWj842wZDsqD8N5UHJTtL9vrN5Sg51m/uT6NEW2adfUY66rDsQQq7Pq2pXSsj/JOU46oOybds2NDY2oq6uTl1WWlqKqVOnYtmyZQCAZcuWoaysTBVOAKCurg4ejwfLly/XPW53dzdaW1u5v2xi4boGPLp0S7qbkTAuqv1nH9u57hPYN0VYqWYcknmRJOFU95RJNmtIt1DCsotJRa9nromF4oNSXpirLlPMj62dFMGTLhwVUBobGwEAlZWV3PLKykp1XWNjIyoqKrj1Pp8P5eXl6jYi8+fPR2lpqfo3aNAgJ5udFOy8vD955lPc8+YG90f/yNmrQbGrOWC3tuNYmkYXFH0n2ZDMlzBI1MQjhhmTBsXF2Ivas4IvThNKU2vUhSBWRI4eBzvCidjKCvzI8YWHRSWrrLKulBxkU44ronhuvPFGtLS0qH87d9pzoEoH8XTk+xg7qhsx8kHJBqxEJfHbJx6CmWzfFaMcJ+dNjJpZNRqURPOgiBoUcpLNCpx6VBXhwC4dPdGw5HhSFzREavBUl+Yh1xtug6JBUcxH1WXuzpbrRhwVUKqqqgAATU1N3PKmpiZ1XVVVFfbs2cOtDwQCOHDggLqNSG5uLkpKSri/TCe7hmdr2E117ya4PCg2ryfezjvZJjMjDUq/ohyUF+aobWAFmUTbRJlks4dkyM/xCihs3pR4NCiKiWhAn3zk+hUNSviYioBCBQJTj6MCyrBhw1BVVYUlS5aoy1pbW7F8+XLU1tYCAGpra9Hc3IxVq1ap27z99tsIhUKYOnWqk81JK26I3HAau6nu3URiLijx/RrJ16Dw51K+eiQJnogUpnGSTTgPCv+dnGTdi5PRXQq5jIBi51nrTEBA6eoNYn+k1s6Asnw1Cqi7N/xs7ooIKFQgMPXYFlDa29uxevVqrF69GkDYMXb16tWor6+HJEm49tprceedd+LVV1/F2rVr8YMf/AA1NTWYOXMmAGDs2LH4xje+gR/96EdYsWIFPvzwQ1x11VW4+OKLsyaC53DFbaG1drDSGd/9xnpb28c8Z3y76fLVnjac8+f3sXBdA3N8XuOlaIkkABEtd1hAYduUQKOCIRl3/PdLAEBeZJbaG8iu54RIDDZE+D+f7rK8X2cCJh5FACnM8aI0P+qD0hMMYUNjKxavD2v8SYOSemwLKCtXrsSkSZMwadIkAMC8efMwadIk3HrrrQCA66+/HldffTWuvPJKHHvssWhvb8fChQuRlxe13z377LMYM2YMzjzzTJxzzjk46aST8Nhjjzl0SZnB4djtOuF3kalYEbgee29r3Pvq7xfXbrrMe2ENvmxoxU+e+ZQ5gfAx8l2SAG9EgyLmQUmE1TujTuDKQEQmHveSDD8z1ny6+Msm4w0FWA1Ku80w492MhkSSJLXw4aHuABauiwZuHDkg810Lsg3bgd2nnXaaaYcrSRJuv/123H777YbblJeX47nnnrN7ancRx7vr9kHdaKadDT4odqOGnYgyTjStPEtzh06mTIPvkiTB41EEFH4gSqRNHuZBUI7j5DUSqSUZGlM2s3Bbt3VNCKtB6eq1J/Sy/idAtN5OW1dAXXfFScNQUUxOsqnGFVE8buRw7Hj5CI3sun67t9PJ0Fwn0JvtimYopc2SBBMflPjbwDpAKvZ90WmWcCdO3UVOQLHhS8JqUOwWGtwt+JiURPKdtHUFsLslvG5cDWlP0gEJKEkinhfW7YoGPvcHcOBQjyas1K3w/hqxr4nXJqXfxKN3LD7braw6OUuQ1JTe2jDj+GGFEcW0QwKKe0nGnet2QEDp6LFn4vlaiNJRMsbuau7Ah1/tB0AOsumCcvcmiXgGF7d31azWaHV9My56dBnOGldpsod7sD2OMtvHOwY7aePXFVBEDUrkc1iDEv4cDMcZM9vF3ya9rLEkoLiXZETxsBoUswrDIqyJh/1sBTGMWDHxPPxONLs3OcimB9KgEI7BdlJ/fz/sMLroyyZIrtcN2XcAjrcWD4uTY7eeYKH1QWGjeCIaFCGKJ5E2BXQcYsXMsoQ7cUKYDoVkzmnajgalqzcBH5Rm3gelRMgYe874KgzsQwJKOiABJUlkWyZVK7CDIKtyzQonWZt2DiccCJ0M1dY7kiaTLBPF45EYJ1lus/jbFNCRbkiD4l6c7uPEiK6eYMiyPwmbSbYnGNIVhvUIhmQ0RrLI1ggaFAA4bmg5/jp7clZUZHcjJKAkicNxYsiONXYd1QgtTj5CsU080S9cojbZuVo8eknZSEDJDpzo77p1yh5Y1aJ0Cv2N+N2IvW3d6A3K8HokVBaHCwWyRQFrKL19WiEBJUmITpIL1zVix/5D2u2ySJJhZ1TZVqU2xJl4LDjJOmCfd9RJNkabZYiJ2vRNPIk0Se+Z2N/eg1dW7yKB1o2IeXQSREkt75GiWoxXVu/ChsZWrG9oxTsbwwnT2rsDeGHlTjzz8Q7saevC0k17NYKMVQFFMe9UleTBF8lOWMIIKAPItJNWyEk2WTCjy5L1e/CTZ8Kp/bffM8NoM9djNBnOBuWo7TDjOHKHaE0uqXWSVWHyoARDMndfEwmfZ9XuxXk+tHUF0NkbxDXPr8b3jx+CO2YeFfexidTjdNfV1RN+PnJ9XpTk+dHWFcCdr6/ntvnfdafg0Xe34KXPwllm//DWRrREnGklKfocK8eKRUMkjLi6NKopUepQAcDg8oL4LoZwBNKgJAn25V2546Cl7dyO0diVDdfIa8QsbB/H7FI0dyRbeBXDjDkn2YhUGXLSxMNc31++ewy37tU1u+M/MJF2nHhWFWGhoiQXVaX6ppX1Da2qcAJAFU4A4O5vjUffiHBhVYOi7N+HEUqOG1aOq88YgStOGoYZE6j8SjohAcVBjGa8HhMVQlaZeAyuJRsuMZbmwOw+Wr1+MaLFUR8UvWWy/nfeSdY5oUnRoJw8sh8GCLZ98kF0H/wzn/jTuosJ9zUK6zVKY3/qqP645LjBapp6qwKKYhpiHWO9Hgm/OHs0bj53HIpyyciQTujXdxCumi/z2WsioWTB2K1irEFx/1XG0ohoBnvus7XrFzUoTmYj1k/Uxq9XTu/hTDz8vomZeML7+jwSl/aecCdOv9VsRtd+Rbmm24goETgFOWEBxWqyNiXXCut3QmQOpEFxEF4VHv1s1hWLHf6fFm3C0x/vcLppKcFo8MoGDQrbHcca7MVtLGtQdEw8jy7dgr8bFCG0g24eFE1uF9bEw0TxGAxF9/9vI3727Cps26d1/tajNxTWoPi8Ho3QTgKLu0n0HX/ri0bc979NABQNir6J5yWDCsdKnpL8iIBy9xvr8Y/3jd+b9Q2tuPKplfjru+FkbKwGhcgc6K44iJHC0yyGnn2xt+xtx5+XbAYAfP/4Ic42LgUY9VHZIKDEugatcKYvrJohCigHDvXgnjc3AABmHz8YBTnxv666Wh/2s8ybeLgoHh1hq6m1Cw++/RUAYFi/Qvxq2piYbVA0KH6vpBFQSDxxH/H4WRnx46dXqZ8HlOVjeP9C3e0aIjlLREZXFqv7fv51C9btasUXu1tx8XGDdc00Ty3bjv8x1ZJJg5KZkIDiIEazZquzw3YbmRMzkWwukMiZ72IU3hO/x6tBYdXUeknO7KCvQeG+MQKKpPqEaGvxhL8dYnwBrIaUK3lQfB6tBoVwH0697eKzOaBPPiYP6YNnr5iKPy/ZjBXbDgAAaof3xUVTBgIIR9rIctjJtazAj1NG9gcQdpT9xlFVuOnldWjvDqChuRMjI8ILS3s376NCGpTMhO6Kgxipws36YnZQZwUZWZbdl73QyAclCwSXWH4kGmdSg89miE6yrMASTDCvjIHxTfgWMfEwGhSxmrHSJDapltWCkIqQ5fd6VBOSgtsedYInkXd8/6Ee7ntNWT4kScKJI/qhqbVLFVAuPm4Qzj96gOmx+hTm4PyjB+CRd7dgQ2MbvjYQUMR6PcWkQclIyAfFQYxUnh4zJ1lmQ7aTdmOGTUMflBS3IxnY1YjEE5or3nO2cJrivxEvelljxWviqhkzUTx6lZzZtll9VJUoHj0TDxl53Ifd+lRG7DrIO76yOUnYaB47BfuUbY2casXEgKRByUxIQHEQo9ThrOAx9IbXMfSG1/HK6rCzF+erwnx2YxG1w8UHRe9yzMxbVk1fooDCaikeWLwZp/7hHexr77Z0LAC4f9EmnPaHd3DwUA/3PCqaDDMfFKMoHuUjp0ERru/rgx046fdv4/EPtnHLFVOQT0dAyTaLz4+fXomLH1uWFdpDI5y6MlGIUEKFgWh0jvg5FkoGWFH4URDDkMUCgURmQAKKgxibeLS97zXPrwYgdO7MdglOmNOCC5U+lomdB0X4bvDZDFFAYWd5zy2vx479HfhLxDHVCg8u2Yzt+zvwfx9u49qgOKvygoeYqM08D4qSljy8jN9m/psb8PXBTtzx3y+55YGQsQ9KNpl4QiEZb33RhI+3HsBWixFObicROexAR9TEM+uYgdy6mrJ8jKoswpiqYlSWWK+LE0uDwhYX7FeUiyMMnHKJ9EJ6LQcxdpK1to/rNSiGJh73XYspOtdpmtAsTg1KV0CbbEqs+GqFkCxzUlJvKIR8eAXTDdRtwhqU6L6sj4meiUd8Vo0qyZpF8WQT/K3PsmefxUBjbBfFH2T6UVW476IJ3DqvR8IbPz9Z/WwVRduyK4aJ5//mTMGJI/oh1+fV3Y5ILySgOIhetAMQI4rHINrHjT4ohona3HcpGmJdg9lqq5cvCjldvdqB3qpDKovX4+GOradBAaLt5KoZGxQL7DbxQZEM/EkU4crn9WjeiWzKg+JUaYBMx6mJhyIslOb7dQMDlCJ+dlBMPLub9cOSFaGoojiPhJMMhkw8Nmjt6kWjQRx+Q0unbphwS2cv9pr4DbADB/tuxjMQpRs9M4jfK2WF/oSvZqxFFmQJKwqUvW3daGbU22IocStTZ8RoGyvsa+/GIUalrYT7ir4l7DUaRfFYMfHo0dUbxPaIucPvkeDL4jwo8Zj33I7ZdR7qDmDngQ7D9Yq5RUmy5gSKiaextUtXo6f4oLD+LkTmQRoUG0y47X8AgE9uqkP/4mgq5saWLtTOf5vbVumzJ/7uf6bHNHqx3Wni0S7zez1ZMYuMdQlaE49suA4I5zg59q7FAIBt88+BJEkardn8SJI2s/NY4bnl9dx3VUARTDxsHhSjKJ6QjolH9JfSU4ac8+D72Lo3LKDoZZLNJrLhebeCbFESu+jRZfiyoRWL552KERVFmvWKsJDvoLDQvygXfq+E3qCMprZuTQSQek4HhSLCeUiDEgfrdrdw31fuOKDZxmofZaQOzhYNSo7Pg2yYR8ZS29s18bDOe8qttmLWc+K5MHaSDSMhmv04JMNAg2IcxaMnoCjCCRCO4pEkifPNcl3OH4scLsKKGV82tAIA3ljboLu+KwkCiscjobpUP5InGJJVAdvJcxLOQwJKPIi2e70By2LHxI43rNbElRoUnWU+T/ZpUPRMGmZOsrGuXxFMrAgoVk08ZscK6IWIydHr8kiAYvbX+qDoaFAs+qAo+CMeuNmqRdHTOGUjVlLdt+iYKUU6k2DiAYwjedjoOBJQMhsSUJKEVQcyrjNjM4e6UIOiN3BLUjboT2L7WWgdTmXdz3oog5iVwczqgMcKECK9Rk6yrImHqcWjNxKxGhTNbxND7vB7wxuwjrGeLOqJ7Cb1cyt6CfxEWOHggJAxViFZ/iBGkTxsiHGuL4sevCyE7k4ciAOOrtOkZRtP9COrNXFjHhQjTVI2hFrGmi2K1xhrkGKrsipCR8BCOnurgmu3Toiygmri4YSo6HdJigoP4WrGUdRU98wsVGPiidE2JSqDdZRltS4L1zXio6/2xTiKO8i6EHubsAKKIih8Vn8QL3/2NQCgpaMXb30RLtrntDZDTdZmoEHJ93tNs3wT6YecZB0gkQGYM/GwGhQXDup6s3tZzo4uOtY1mPqg6PwuSpl3gDHxWLjnVgUUUw1KSCeKR2aKBYKpZqxRoIS/dAftp7pXUDUoOoPDruZO/OSZcGXb7ffMsHfgDMGFr25cWDHxNLZGox4VYeVbf/0IADCsXxH+/v5WdX2B4yaecGI30QclGVFDRHIgDUocGKnG+WX2TTycgOJCFYqeAkBGdnTYsTQiifigKLfakpOsxd+y20RAUdrD+5Yw7WTyoIRCYi2eyPF7jRO1xXJ4LcoNpxVnfVCUXYzC+N2E3u+VjfB+Wfrb9DLPoajJqD/Qgdc/jzrO5jkuoBQA0PqgtHWF/WKKcml+numQgOIAejqCkEXTBrsJL6A40rSUohdhEpLlrDDx2E91z5tPrBzbioDihIlHaZEYmaS02SOaeHRmymY+KLGU5iX54YGBN/GEyTan0iy7HNuwk5bmjl60dESdZnOEBGxOm3hqFA1Kcyf3jLZF8lUpzyGRuZCAkiRCQsdutp3eZzc6yeq1ORTKEhNPDHV2QlE8NpxkrQsoxhKucgjxSFw1YyXVfUj0QQl/s5sHhUUpbc85yTKZaxXcKtjqmcSyESvXKU5aNjS2qp9FB1XnBZSwD0pHT5CLJmqNaFCKc6lAYKZDAkocWDHxhOTYA85Pn1nFvThs53zrK+uS1kHLsowbX/oc5//lA3z70WVYuV2bxyUe9HwoZPUfdxMrYsHsVsV6DpRO3FknWQsmHkHoikbxsNWMZb79ioknEL+TrFLanktvH/nI1/2JcaAMxYrpIzuIfa/EPuE7j32sfha1fPFkSTYjz+9Fv6JwQs2vGT8URYOiPIdE5kJ3yAGMfFBivW5vrmvki64xL+jKHQexqakdo6uKHWpllG37DuFfK3aq359bXo8pQ8sTPq7RwJ0NfvKxBhqticc6tjQoFke8bp06PgrR+yQKXeHvEqLCQ0gGvDozZbM8KLEoiWhQ9N4QLpJNluFx4dPjVs1PMjATqHce4H1DhvYtcPz8A8rysK+9G7ubO3HUgFIAjAYljzQomQ5pUOJAfOWMVP5WBpzdjFOg+DJ39pr5EcSPOLs+1KOtIRQPuiaebIniiSWgaLL3sfua76z8blZmkFYzyZpVPVbFExMNCp/qntku8iVgYoqJ5SSrzFzZS9Ez8bjQyglA63ycrViJ4jF7XrdGajMV5nix9FenoW9RruG28aIXakw+KO6B7lAcaHNe6MwEQ9bUu2y0TqpCi3uFwavTZLZtB90oHll/puw2YidbM94+1tUrt92Sk6xlDYqxcKsXxQPGJClJEmfi4esKhf/vDZqkuo/RNr2EXHpOstngMJvN2hTx+dHD7Hndtq8dADB+YCmG9C10rmEMNaXabLJtpEFxDaRBiQMrXQ6bV8IM1u8gVfV3RAGlq8eapibWAGoYxWO9aRlLLKdXs0RtsQbaYEjW+nqYbBuLzp4gukx9UGRNG4Hocy0hqkHRRPFEvvSa5UGxaJVhj9sdCCEYkrn3wa1jO3/v09eOTEDpE0rztcLAtogGpUYo5OckehqU1s6IBoV8UDIeukMOkIiJh1WVixqIZFnfRROPFVPSQ0s247H3t+Lln52AERX6fjF6gydrOnAzMR1dTXxQYl3/nrZuzHrkI9PkagqxBJTnV9TjNy+vNR0YoyYeVsvDJGqTolE8oi+V8pkTrDUaFKtPbnS/+gMdOO2+dzDvrFGGx3UNVlQLWYD4/Oih9G9FuT5NXZ6m1m4AwMAkCijRdPdRU3pUg0LDX6ZDGpQ40PSbOu9mSLbWNXE2d2FUSVbX1itIQh0WfFD+uGgT2roCuOfNjYbbGGeSdX8nzQ/S+tfJEuI6b3Me/2Ar9h/qQVt37PsQS0B564vGmLN23URtMq9BkSTWxMNuF9GgxBltM/PoGsP9dh7o5Koeu1VAyYbn3QpWhHDFxHPq6P4Y3q8QlSVaPxNFy5EMlIKBbDbZve1hwahvofM+L4SzJEVAaWtrw7XXXoshQ4YgPz8fJ5xwAj755BN1vSzLuPXWW1FdXY38/HzU1dVh8+bNyWhKStDrSK1qUFhVuVhlNpCkbG29wky9y4YPipn/o76TbHZoUHinV9PVmm1iXb/4sw0uN45mcCI/jjKAim1Uqxl7ollegyExxDr8P/tsim0ye0ZuPncc0w4tigMj4F7ziJ17n+0ok67iXB+W/OJULP9NHS6tHcJtk1QTT+TY+9q71Ro8irCSTMGIcIakCChXXHEFFi1ahKeffhpr167F2Wefjbq6OuzaFS6Qdu+99+LBBx/Eo48+iuXLl6OwsBDTpk1DV1fmprnmZ8ixex1ZBmQL475Z9lhR0+EUilCk2IXtRAt5TUYf3Two2eKDEtNJVvRBsf68iD+bUqvGynlEPLGypIFN1GZg4oHER/GwA27kf3MTj3A+5hln26fnQHqI1SK59MGx11O4FytRPEqf5vFIqlYuV3CSHpBEAaWswK/W+Glo6UJHTwAHI9lskykYEc7guIDS2dmJ//znP7j33ntxyimnYMSIEbjtttswYsQIPPLII5BlGQ888ABuvvlmnH/++ZgwYQKeeuop7N69GwsWLHC6OXHREwhh1Y6D3CzRbFww8kGxMjSzPihiRy9qVJzis53NAKJhdp0WnWSB8OxalmWs3tmMdsEkoe8ki6zopdlboXc54vPB/hSxbqM4UPu9xq9lLK2CBfkkej6N34ysHoON4uH3DVeg3djUxi0zawMruLICrt6lsCHvIVnGoe4AVu9sdm00jEubbQnexCOjfn8Hdh7oABDuU5asb8Ku5vB39r6LGWSTKShIkqQe//kV9aiPtK8416fruEtkFo4LKIFAAMFgEHl5edzy/Px8fPDBB9i2bRsaGxtRV1enristLcXUqVOxbNky3WN2d3ejtbWV+0sm1/97DWY98hHu+98mdZmZvVWvEwqbeGKfi9egCAJKEjQoy7fux2PvhSuIKgmzOnuDlgcAjyTh9bUNmPnwh/jWwx9y64xCCrNBhxLrCkThkvdBsad9MRNQYgutsSUUWfgfUEw80e9KmRyxllJIlnHm/Uu548VykmWfaw9zaeWFOZq28SYeGRc9ugwzH/4Qr67ZbXJFmYX4ex0OhGTglD+8g5PvfQe9wRDueP1LXP7kSrz1RRMAvnI1W4OnT4FfN+zcSQZGTDl/e28r5r+xAQBpT9yC4wJKcXExamtrcccdd2D37t0IBoN45plnsGzZMjQ0NKCxsREAUFlZye1XWVmprhOZP38+SktL1b9BgwY53WyOBavDneGjS7eoy8wG8ESKBZrlkxDDgZ3gnY171c/sDMKqH4pHkvDyp2FT3eY97dw6o7HTjXWFRMTCetr1/Hf2ku36oJiaeGLcJjMNSqFSLVZRoAgqej6KJ2riCQnb7Ys4GaptinGB7Gq2gvEt545TU5EriD4oXzaEJyMLPttleo5MworzaDZg1L+1dQXwWX0zt4zToPijw843jqpKSttYfnzKEernZVv2A9AXjonMIyk+KE8//TRkWcaAAQOQm5uLBx98EJdccgk8nvhOd+ONN6KlpUX927lzZ+ydHIDt7M36GaO8GFbGZdbEI2pMnK5NAQB5TOfAhtmZ+aGwHZFHMh6QjJebt8kN6nt+kNbztRG/sxoUc8T1PhMNSixhz0g+ueKkYRhRURQ5n8z9DyhRPOHvXDXjkCxsZ2DGY9tgYuJhfVBOH12B5688nttWCQEVz5XsWbaTyDGelWynOxDUJApkH2kfMw78/MyRSW9P7RF98eeLjwYQzbBMIcbuICkCyhFHHIGlS5eivb0dO3fuxIoVK9Db24vhw4ejqiosMTc1NXH7NDU1qetEcnNzUVJSwv2lAs5ebsEhjCUUsjbwciaeFGhQ2I4+3+9V1a1mAgqbN8XjkUwc4uLrjN2hYImhJRDWh2JoXLhthR9ALEPPEm+2YZ/Xo0oOihaGP1RUoA5XM2aieGwKmBoBxcBJFuA1KoBxFI/ot5DJ6EU9HU5094bUiBkF1sTTzORDqSjmXQGSheiIS1lk3UFS3/rCwkJUV1fj4MGDeOutt3D++edj2LBhqKqqwpIlS9TtWltbsXz5ctTW1iazObbhIg5MBij9WaX9udOKbXxV4b+8/RVWRxxanSKP6ej9Xg/yI2p/1lE2FJLx2Htb1CrH7DqPJHEDx79XfY2F68KmuXjt7W7QoMQKHRWFLN7EY359H3y1j/vuMzXxxPJn0V/u90Y9QwyPoJp4oj4oYhSWfki9uIRvP9tmUSDxmQoo7tSgsGSbD0ooJONvS7dg1Y6DhsJXZ682kzE72WNNhOLzkCzEkGLSoLiDpAgob731FhYuXIht27Zh0aJFOP300zFmzBj88Ic/hCRJuPbaa3HnnXfi1Vdfxdq1a/GDH/wANTU1mDlzZjKaEzecicdkgDLK/5Fo57R5TztmCo6oicJ29D6vpM5M2RnPf9c24O43NuDCR8NOy6x2JSTUZvnli2vwk2dWAchuDUpMM43oJMsmMrN5Lp+JKTS2BkV/vc/jUZ9nNdU9uxdj4mGrGYup7vV8YDROsqYmHn6dR1jAPWtuFVDY38sFz7YdXv5sF+a/uQGzHvnIcJvO3qAm+SMriBw9sCxZzTNE1NSUUASPK0iKGNnS0oIbb7wRX3/9NcrLyzFr1izcdddd8PvDD8X111+PQ4cO4corr0RzczNOOukkLFy4UBP5k26s5JQAjIrkWfNBSTVsRx8KgXOGVNjMhJAC/KAhpslniV9AycAfSsBuqvveEBuibu/6cnwmuWZiRHYZ3QKfV1KfZ2UT0U9Gz0k2KMSJ65kCY9ZoihxYkrSVjkUNCgv7s7GOlZlOLI2Tm9m0hwkvNxCG27oCGqd7ti+94JgBkCTguGHlyWmkDl6PhB+dPAx/f38bAKrD4xaScpe+/e1v49vf/rbhekmScPvtt+P2229Pxukdw2OkQRH9DYyK5GVg58Q6yQZCcnTQYpoqDjisiac7EDRMaZ+JAplTxL6Vgv9QIH4NilmYcSwNitEzx5l4dDUoMidIsIIre0i9nDmaPCjicSNjlV6SP7NJAPsc5vrco0Hhfo8seyc4zaDBte1p1SbcZDUoPq8HF01JbiSmHjMnDVAFFDLxuAP3TEvSgFUfFCO7fAbKJ2CHj2AopKrj2WsQB0FRg6Kv5s9uDYo4mItoNChm1X5jYGriidMHhTfxRBZyQnf0K2fiEWrxHNKp22Rm4gnJ0edJNOcA5j4IrLYuz1UalOjv4YZn2w5WnuU9bd2aZXr3PtWwjrI5LnK6Ppyhu2SCFR+Uls5ezH9zg2ZfceaZOUQbxWpQ+MynZhqUkGGxvHgjTDLzd+KxmwelJ5gcE0/MnCMGy8MaFMHEI2zNmnjY54Ld7oHF2ppZZonaQrKsPk96GhQzgYsVhtyqQck2raKV6LQ/vKUtKGpWIiNVsHmf2rtiF+Yk0g8JKCawszujfuax97boLpcdcJJNBqIpR3ScDC/n92Fnst2BkG6nKyN2hIkRmfg7icROtsZv0MP8ZnavzjTMOMZvbCQMHdG/SFWeKZuIQjerQVGaEArFFrQ1Jh5OgxI1HelpS8zSjbOCsZmvSibjhmfbDvHmeDF5pFOGJEkYU1UMADhtdEWaW0NYgQxxJrAOfUaJtw516+cPsVrNONWEBAFFdJwMb8O3mx0UewIh5OiEwYYS0KC4YZbJF9bTYpoF2Ob1FeYav5axk97x35fdeAa6e0MY2q8QD769OXIMWbOtzCzweACPzETxxGivWbHAUCj6/OhNonN8Hqy59WxIHuAHj6/gwurZwoGZ+C4ZEcsc6Gas3oeJA0uxr70Hu5rDlYOtBhwkmwVzT0RLZy8qSzIrIIPQJwPk2syFc5I12MZoZhdPHpRUIAsmHtUHxaQmENsphZ1kdY6biM9NJv5QAnaje1mfHLtPgpmAEgtxAKkuzcfQfoUAoGPiicI6ObOJ2qxoUMyEplgaFAAoLfCjJM+P44f35ZZ3MBoUN43zscyBbobtG8yubcaEahTm8ikNMoE8v5eEExdBGhQT+NLwYD5HvxilJbdaiydZKCYG0RmMbZKRDwqrCQkEQ5yqvScQ0r2uROrtuGF2bFRbp6MnAAmSrvaoNxhCd0COWT9HRK2ZEwdmP6UmD4qwsSpISYAHjA9KzBBrQYMi8T4oQZMoHhYxmRZbLTvzn5Ao2e2DEv1sdmkDygq4vidTNCiEuyABxQTupTJ4G40Ku8lpdJINhmQcP38JPBKw4jd1nAc926Rcn4fLGKrAalPOfegDbGiM5j7o6tX3QUmkbpAbBBS9QXpDYyu+8cD7hvu8vWEPfvbsp7bPVeCgBoVFHCPELeWofAKJyYMSU3lkqkGJtilWJMdAIR05m+zLraYSNzzbdrB6Hwb0yefC5VOVMZbILsjEYwJv4tF/MY1evHDHnIxWxWZfezcOHOrBvvYeLnU4wHcwN88Yq6r9Rd8UBVY4AYDmjh4EdFQCiWhQ3NCFc+aQyLe/vqPvIK1w1XP2hRMAKMyJX0Ax+y3FnDcaJ1lFQJEkVdthJZ+PWZixLMvqsxFrjJo8tI/qxAgAnT1sJJT5vpkEr0FxUcMtELSgQjl6UBnGVhfzAgppUIg4IAHFBE7zYKhBMTLxZIiTrEG/cOKIvhjStzCq9md6GzNn10BIRlOrNs+BntBihGh2yojfKRY6Jp5Y1xyvzMba7u1iZYYb/b1Zx9/o8+qRwo6ygDUNiiic8mHG0fPFGqRK8vxYeO0pqCkN+wgYpb13Ey5ttiGxqnrXlOZhwdwTkevzctFomZAHhXAfJKCYYMHCY6pBSVfnxJ5XHBPUbKGRQcRKHhSRvTqJmOxoUHJFoc4FnbjeABmIkXY+XooSMPGY+6CYa1DU7RDVoIi1ePQQbz0n7IYYDYrFQUppJ1sfygWPiEo2J2qLJQCz95g1f5MGhYgHElBM8BiFGTPvqFEUj5xGDYp55eXw/8qlKTNlPpOs/XPaGay1GhT750s1ss7nRMxaZuQn4CRr6oMS+V+rPxFNPNGBhs2PYoTG2Vbm1yk/k1U/BOWZXM5U93bTQG8k+GUDsRK1sX0m+aAQiUICigms1K/ngwAYCyhiivBUYtZBit+jfgn6TrJWseMk60YTj14TE3EMNiPf743pr2GEWZNEh2jNs6FXzThk3weFe5ZYJ1mLs2hlu/UNrcwxLe2aEbBNdcOzbYdYjzz73Pp9ZOIhEoOieEywkurea+CDEgjKtvNfOAU/M5Z11ylqdOUSWXeKeDQDQR1/DJ9H0h3ENaHPts+Werh7GflNU6VB8UjWtUxmm2lMPIIPCuckaxLFM6xfIc4aV4l+RTm4+40NOiaeKCEbTrIKeoKMm6J4sjoPCnttOutZQSSHnGSJBCENiglGxQLZDtlv0Ov2BPXDcVONVoPCDxbqoMVsE09GWD1BJNegIJe4PN4U+alEL3ihV6wJ4BAFfh93P4xy7ehhNpBHTTxaDYrMaDokCVwUjzgS5fm9+M05Y3HWuKroNuCPpcDV4rHqg6KzzK0DfbZpUHjhS3ttbJ/JO8kmt11EdkKPjQlGeVDYF9Oo0+0N6ic0SwW8it1AgxL5X2k+u11cJh4dHxTJYNbkykqiDienMyMvx2PJz0kPa4naIv+z+4F/Ntgq16IORREwPcLxFEQ/BbWascVZtN4luECGVeE1SGlrRlKIFazHm3jISZZIDBeOFKnDKIrHitzRm0YNilkmS1mdJfNRPFyxQIc0KEZdklgMzw2zTL37nywfFPH3seNgaP5bCqnuORVKdAVv4tE+7zmqgMJoWRg4bVwo6iRrWUDRuYbMLByhD/+zuqfdVuCET5315CRLOAkJKCYYprpnbfcG/U9vMLZzYbLgOxF99XtUg2KeqM0qej4obd36Jc1zfbyPhRtmmXpapWRpUETNk6hBMXuuzB45UeOhdZJVzh8dUPTy+SgaFElH+yYeNx4Tj9s1KOwVuKvdsTEq+aDAmXjISZZIEHKSNYG1mxr5oBjNkHoCobjnTnacIvUwK+jFDkLhD+H/uDBjg5MbOb0CiYUZu8EBkjeHhL856YPyxJxjUZDjRVlBjmad16MNyzaqvWYl1b2yDdv+sJNs1D+Jj+Lhj6MImKpwK/wMYhSP3TwoutfggmdEQQyzziZiaTvZR7Ukz69+JhMPEQ8koJjgNdKgmJhQFHqDobidP70eCaEEkoCZzXKi3xUTj3Y7IyGkKM+H5o5e3XV2tAmuzIOi00YnNSinj6kwXCdqUIIhOS6VuVjNuCfIp5IPMc8GV81YOI6iQWG1LCziAK2YDK0WtNXzc3DBI6LC+aC44eG2QSwTD9tnFudFhxcy8RDxQCYeEyQuigfM59gmnp5g/BqURF9mcyfZ6Cw5/L92kAkYaAbMasQkkgfFDcOPng9Kskw8IuLk0+y8looFKhqUAKtBYfKgSLzztFaDYm7iCQkaFOV5tGzi0bkGN/gp6ZFl8knMjNMSCSiEg5AGRYDtHLligUKnG/2s3wP1BkJxd6o+jweAVkjo6g3iu3//GCeN6Id5Z4823D9oJqCojpDh/8UCckDYf0YPsxTsiaS6d0MnLuvMHHtt1B9KBLFrn3r3Ykwa3Aczxlfj8Q+2oSTfh76FuXjke8fE8EHhNSjsfWarb3OJ2mQZogCpdZLlz8N+/WT7Ady8YF34uAlE8bhJPhF9j7MJs8kPwPeZxbmMiYcEFCIOSEARYAdaIydZ6AxWImEn2fjaYPQyL/hsFz6tb8an9c2mAgo7bhrlQVHU/XqzYCPfCrMiduI+v581Hr/+z1rdbbMlk2wwSbV4YtHaFcDSTXuxdNNebnlDS5f5b6nc68gz3iPcM2VXj8SaeLTXrkRniKUgxERwAFThBLDuh6B3CW4QYhV4DauLGm6BWL5qbN9Vkh8VUKxGcBEEC5l4BFjtg9FLxft46HdA4URt8XVOfgNjfXfA2ozdrF6G8tVMg2Jkrim0oEGpKc3D57edje8cO9hwW62TrOGmGYOeWS9ZYcYiVjUPkmQ+Y48magvDO8myIejRgSYoa31QfF7efwmw9k5YnUXrvTduCtcVo5iyCXbyo3dtZOIhnIQEFAF2VmCc6j62DwoQf5RHorMNS2HGEv+/lSgeMxOPMlh7PBLnva+HJpOsCzpxvSamSkCxg6kCRRBGewUnWVV4hcQnahMOqmhQ2MEolvMkYD2KJ5tMPBn4iCREMEY/wZl4WAGFNChEHJCAIsAOOqzUbxRmbDa49ljUeIhYzRwaCIawr71bszxk0kEaJ2oD2rp6cag7YChYWfFBsTJTcqMGRS+03MiZ2Gms9u2BGLl3tBoUXqhghVcv81yIz5Byj3kNirlvgri9GbqJ2tzwkERg+4oDh3pScs49bV0piRgy8sVTMDLxBFLkr0VkFySgCLB+BYYaFOgvF7FqkhHxWozHvPDRZZhy52J8taeNW87ObKymuu8KBDH+tv9h/G1vmfigGAsoyj5WZkpiojY3jD16JoZ0RfEYESt7sVjNmBOgZT6lPTvQiM+Qz8MLt5HddT+zHC4+KCyPvbcVu5o7k3qOj77ah+PuWoJr/t/qpJ4HiJ3QkX0mipioPyPHe4IwgwQUgYCRkyyzTSxPdoXu3ng1KNYSma3e2QwAeGX1bsPtjfKgqNWMI/83tHQBCHdA7V36GWDFKrssdpJxud5JNvLZqUHzhR/XOnKcQMi8graZiYdd7pEk7j6KSfiU55N9P7jkgAbnPxxNPADw9vqmpJ7vobe/AgC8tmZ3jC0TJ5amjDX7eTwSLjtxGM4ZX4VRlUVJbxuRfVAUj4CRg6nRoG+qQYnbB4X/Lsvms2jRrGLmsKhWrBXOxR7iUE9Q9zxG1YkBxgfFwhgk1ppxw9ijF2bshOPmwD75OG5Yuek2kmFVI55wckCz44TRy4QrI/rcsCYeQKueV5xk2WfSionHqulSb383CLHp4lCP/oQiGcTKgyIqf289b1ySW0RkM6RBEQgYmEfYV9HMCZWlu1d/oI+FqEFRzmcYHSFIL7yJR/8cqpNsZNiyooL1e40fF1WDYkGN73oNismyZGDdxBOjQULWYD4PCqA85eFEbayAwh9XEYh5MxCzgUEzLKe6d6s9J0KqH+d2g5pXyYC9N3pFRSmcmHASElAEWB8UQ20Ks71ZXxq3D4pYHC7W9sK0RTYRoNhkXEC0doYVYcrrkQwHy0CWO8nqmfhS1WyrXX4gRmi7mKith8skyyZqk7iaKp/VN3PH0fNBeXXNbuzYf0g9lh5WNSj6wqALHpIImutP8qBtZJJNBqywqqcgthoSTxBWIAFFgFVn88JHbMFFJF4BxScIHKEYA6LY8fNqWH7baKp73gfFSlu9krGxQalmbCSgHFlTwh2Ha5MLBh/dJjrQ7GMG9zFdb5QTR49YyQGVIynPk1iLR3WglrRaPBafThTPLQvW4dQ/vBs+vsGjZNlJVmeZy5UqSSWVGpQg1z/qmHhoRCEchB4nAc4z3cDXxGoipu5AfCYejQYlxoxSrHYbtKBBUUYrjw0BxeORDGdIgRgmnnsvnMAcB3hk9jHqdzcMPnpCqROmqTvOP8p0fa7Pa3lWGgiZa1CUwxg5ySr7eiKJ2voVaSsrA4BXJw8Ki5EGxbKTbBYlaksFHQY+Y8nALEIQIBMP4SwkoAhY8UGxSrx5UMSZpl5HwPoPaDUoxhqeqHzCz4KttNVsMq9EeuhpUEZVFqF/ca76XYKE6eOrcUT/wkgbM3/wEV0sZFlOOFHbnBOGorTAPKldnt9jw8RjPoyL+i9NojY5uiUA1JTl6x7Hz9xjPZnD6Gex7iRr/ZiZiIuaahv2VY0VZkwQiUICioDRDIHTmrDbmPSc8Zp4xCMqp2DbwKrnxZmpWRi0GsWjOskqbbXmg2KE6oOi00F5PR7OZBCtmitF2hTz1OlH+B2dyIFipS/P9XktO6H0BkPmidqEPCi9AV4Al4VnY4CBgOLlBBRt44yaYD3MWEeD4oZnJILmHrip8THgCpHqCSiU0p5wEBJQBIzyOXC1WLjlxsSbB0VbgVh7FtapVRvFw+7L76dxkrVp4jHiwSWbI9to13k9vF+N0j4xcVgmw7bw8Q+2YV974hlCrUY8WdaghGRTYU8UCHkfFJnRroUx0qCw91L/GhJzktW7Bjc8IwpiS93T8thwJTF0TTypbA2R7ZCAIsCbeKLLjfxOzGz+bV29cbVBPKReh80OLkZaErP2iU6yXVaieEycZNVtdHqosAaFFVBCXBvc0IGLv+Otr6wz2NI6Vvpys9wzItY1KNHtOSLLlftipEFhtWF68omRkGRZ/a8roFjbNRMQ25qqLKpifqFkwBUL1JnTkImHcBLHn+hgMIhbbrkFw4YNQ35+Po444gjccccdQqIzGbfeeiuqq6uRn5+Puro6bN682emmxAWnQbGQnM2s44w3xbVmBqarQYn2DqK5QS+pmLguWs04crwENSjqNnomHokXXMRx0Y15UDY0tulvaAMrv2euz2PdSTYYQ4MS+V8vURugNf+xGhR28PPFNPHoN8JqRVs9E48bnhEj4i0aaheTwCvHiK1BIQGFcA7HH+nf//73eOSRR/CXv/wF69evx+9//3vce++9eOihh9Rt7r33Xjz44IN49NFHsXz5chQWFmLatGno6upyujm2YcOM+dwnRoKLccf59cE4a3BoNCLaTViBQhRQeBOPKLyE/48KKOEPlhx6LYwR+hoUCX6m91Q6NrZQYaYjNvGQA6Gd1jQoXhsmHrsaFF4AFx2oB/aJCihnjatUP7P3WO9+J8NJ1gWPCAPf2t44fdHsYjXjcCLE0s6SiYdwEsdT3X/00Uc4//zzMWPGDADA0KFD8a9//QsrVqwAEB4wH3jgAdx88804//zzAQBPPfUUKisrsWDBAlx88cVON8kWnArTQqI2s46zpTM+E4/YQet1BKxJRhRQ+E7E6NiKiSf8zUiDkuvzqOtCshzTsVNXg+Lha7soznWKzOKG2bHYxjYnBBQrhRX9HluZZM1+SsuJ2nQ0KGwdJjajsF7bjJqQSJixG54RBa2JJ7OqXieCkdlbgTQohJM4rkE54YQTsGTJEmzatAkAsGbNGnzwwQeYPn06AGDbtm1obGxEXV2duk9paSmmTp2KZcuW6R6zu7sbra2t3F+yME7UBma5NR+UeDHKXcIu7WQEFDHc1TzMmFfjq4naDHxQ8vzRgUlG7FmakYDCoghUyrFcMfYIbYw3hJzFahSP1ZnxzQvWmQpOqolHJ1HbpqZ27pkCgD5MCDQ7yMaO4nHeSdZNKhSxqT0p8kERf92nlm1H7fwl2LK33ZHjX/P8Z9jb1m26DUXxEE7iuIByww034OKLL8aYMWPg9/sxadIkXHvttZg9ezYAoLGxEQBQWVnJ7VdZWamuE5k/fz5KS0vVv0GDBjndbBUjHxQWqz4o8SLLwAWTBpi2g9eg6PsSiJ+VYwPaYoFGGpQ8PxMeLBuvU9Dz0xMTybEJwQB3JOFKRgvN+vKrzxiBXJ8H139jdNzH/wOTHA/QVjPujFEUUpIkzJhQjX5FOZyJh4/i0e5vGGacwOzazRoUJ4RZK4gauVtf+QINLV347StfOHJ8sWq6HiSfEE7iuIDywgsv4Nlnn8Vzzz2HTz/9FE8++STuu+8+PPnkk3Ef88Ybb0RLS4v6t3PnTgdbzBMI6Wsf+Cge/c9OIcvA/d85WnMOVlDpYpxkNRoUszDjyP/KYBHLByXXF9WghGSZm6atvW0a56cAGPigCIvU9iphr6npvxMiGWGuZpqRX5w9Gut+Nw2jKotjalqmDOmjWfbOL0/DRVP0BXkZMoIh2TBFekl+VHPyl0smYdmNZ6K8MJpVlo3i0dWgGIhzVp1k9XCPeKJ9VtJt4hGrUScTMvEQTuK4D8qvfvUrVYsCAOPHj8eOHTswf/58XHrppaiqqgIANDU1obq6Wt2vqakJRx99tO4xc3NzkZubq7vOaQwTtcHgc1JMPGFyfB70BPTTl5v5oHCp7g0SoViN4hHrArH4vVr/CDsmnqgGJfNJhiAaa7w2qx7NUpirfY31aviwTslm9VvY0GZJkuD3SpxQwt5PcdYeDBn7wSQkoLjhITEgmQIK+34b/bqpcJ5VSOQeE4SI4xqUjo4OeASVvtfrRSgixQ8bNgxVVVVYsmSJur61tRXLly9HbW2t082xjZVMslyNniS0QQ0FZtqxqamNa4+ZgMJnkhWOHflfObYywPQYdKJ+LgOsFlEgMYriYVGdZNXEYZk/+iSliRZnm7GcafVMbXr7KItCsnmOHr192XvoNzHx9JpUVE5k8HLDM6Kg9UFJnoDCvvtGz0kqwo+jbUjduYjsx3ENynnnnYe77roLgwcPxpFHHonPPvsM999/Py677DIA4Zfo2muvxZ133omRI0di2LBhuOWWW1BTU4OZM2c63RzbGGeSjcL5eCRhal1RkgcgOoD/4/1t+OdH27ltOk2jeKKfRXV7NNcFH8VjRE1ZHjY2hXN+yLKsmYuJ3/VS3VcU53HfAyFeAHNDllC7fjIFOd6YRdyc6stZM5yCnizA5kFp7bQXhWQUWiwKqGYaFKtOsnpk/hMSJZWJ2lhtqdG7nFINCkkohIM4Lls/9NBDuPDCC/Gzn/0MY8eOxS9/+Uv8+Mc/xh133KFuc/311+Pqq6/GlVdeiWOPPRbt7e1YuHAh8vLyTI6cGox9UAyWGxznmcun6i634vR4zwXjAUQHGVE4AcANMKIPCq8F4vcTO08zm/Hpo/tj/gVRR0u9gUectbFe/I/MPgZ1Yyvwy7P5a1Z+S1flQbHZxhd+XItTR/U3HZSt2utjbaWrQdHZS4pKKLazHLPXwfug8NsFTEKd4/FPqBsbds51gxCrIAqzycyDwrqXGJp4UigzUBQP4SSOCyjFxcV44IEHsGPHDnR2dmLLli248847kZMTdbKTJAm33347Ghsb0dXVhcWLF2PUqFFONyUuglyYsb42hXeS1e84TxrZT7Ps5hlj8bPTRpief84JQ9X8E2YdOptjxdzEI6yL/C/6oOjxxA+PQ1VpVGjUGyTMNCjTx1fjH5ceq6nYq876GJNDphNrgJwxoRpTh5Wr348aUIonLzsORw4oNdzH6sARazvLGhQmD0pbV/waFNYvSRRQe0MhR51kTx0Vfo9cJJ9oZi3J9EHhNSjJEw6sCoikQCGchGrxCFiJ4uGdZJ09P/uCm73srIAieulzA76BBkWM4rFCSNa2SeMka2EQCmicZDN/9Im3hSY+xpZDMmMLKDqvsa6AEv5flmW0RjQo+X6tcKMHr0HRN/cAzjvJRgscZv4zYkTKfFCSdhbr/RyZeAgnIQFFwMhJlh2inltej3W7WsJLbXScVjpZVjVvNiNq6YxW09WmujfToPD+H3Z6NRla04HYRiuBJ1onWettSBdWbrPe7TIblK3OeGP5EOTqmHj0BE/lOA0tXWr16dJ8v2Y7PYx9UPjtnHaSFdPzuwGNk6yBieeDzfvw+ucNCZ0rxDnJ6m/jhGbFqoBIYcaEk5CAIhC0oEHpDoRw7kMfhJfbOLaYSlwPtg83689ZHxSzVPeafkVog50O5Yj+hZpl4t5WjjemqoRrgxv8C2J10JMGlekuN/s9nOrLc7xaLYjeoZXz/ffzBmzf3wEAqC7j/b6OHdpH9xx8FI9xHpRA0FgfFpeAAvcIsQpWU91/7/HlmPvcp9iaQKZX0f9MDyceM6u/P7mgEE7ieBSP2zGsZmywvTJwXXzsIDz/iXkCOSvvuMQJKNZ8UMROik8qZx7FY6VDWTD3RHy5uxWnjupv2t5YbX7j5ydj5Y4D+FYkS66rnGRN1t123jjMPn4Ilqzfo1lnKqBYHDpiCTI5OiYefQ2KlsmD++DCyQOxbe8hFOX5MHvqEN1zsMfj86Dw24ULFuq3Mx71f/RULnhIIogiWiwhYkNjG4b3L4rrXKaTkQhOCMJWzbDkJEs4CQkoAgGDCBijl19ZzjqTGsH6hhq97uxAYG7iMXaSZR3njKJ4lCOLA5kkaa/16EFlODqiIYglkJjNksfVlGBcTYlmuRv8C4yaWJDjxZwThxnuZ/Z7ONWXWxVQ9JaV5PsNhRIjfJyJR9CghGTjWjxmDjkGsLlb3IKVMGP2N2psib+Ku5k510msHppMPISTkIlHwDhRm/4bqmxu5cW01IFYNPE0Mz4oZsUCRVEoGsUjcf8riKnr7WJHje8mDYqRSBkr14nZjNI5E4+eR6y18xXn2Z+jmOVBMTPxxDN4ResHueIhAaB9UgI6Jh62n2lsdUpA0d/GGROPVR8UB05GEBFIQBEIMLMdk2AYzRoJzgw4vJOs8XZsLZ5gpM1tXb24/J+f4N6FG9V1hhoUSTlfFL9X0iRVi9leMQ+KjR/Bo86OM3/wsVLORNdJ1tTfyJneXCzGGD62dju9sxXnWXOS5Y9t/Iw67iQb+d9NGhQRPRNPMA4NyrpdLfjhEyuwsbFNXaZXGLSptQuX//MTdbkkSXhq2XZc8/xnusKSFSxrUEhCIRyEBBQBozo2Ri+oMnB5PFLMAUeMXtGDd5K19rIrHeA7G/diyQbeD0JbLJCP4mHP0bcwF3NOGAoAqB3eV/dcPz9zJABg1jEDueMoWCwfE97XRRoUKzb4704dDIAv3peK2iR6v7mueVDPxGNRg9K/OFoLiw1rNsskWybkv7H6W/z4lOEAgMtPGhbVslnaMzOwUiyQ1Xwc7OjRrNfjokeX4Z2NezH7H8t1j6P8SDe9vJbrBySEKxu/sno33t+8z9K5RKxOIgaUJaaBJQgW8kER4BO1RZcbDVDs8ljdb9S8YryNVSdZFqXz2HWw03Cd2gZNFE90nc8r4dwJ1RhdVYwhfQt0z/XjU4bj1FH9MbIi7NQnTt7tOEK6Kg+KhSaeO6EGoyuLMZj57cyFUfdoUPL8Xiz/zZnwSBJ8bBSPcOpeJpPs/d+eCEmS8MMnwrN5q8/Gr78xBjMnDcDoymIsWL0LgNtNPDoaFKZzMQpDFlHKW+xr71aX6WlQtu47xO3HmiGtFqAUsarB+ubEmriOTxB6kIAiEDCI4jEaQ1kflFj9b1Q4MHaTNVOfG6G0eVdzh077RAFF0aBEoniEBFySJGFUZbHhuSRJwtjqqKOrGIliT8XrnhBSq00cKfx2Zo6hljPJxlivl05fL0JITyCy44NSWaI1/4lCRyAUNfH4vR6MZn4Pr0UnWY8n+oy5y08pQqStSjXyWBqURBK5sbsqh+zu5Y/X0BKduOTnWEvMp8Hi75/MbLbE4QeZeASCQXZGEv4/EAwZvp9Wcpuo20aOYjaTZNdYnWErWh89DYq2DZHzSPz/QHz2Y7GJcWlQXDD4xOsnYx5m7Ax6phOLFh7LidqMEAckVsCXIHHPVDxhxmquHBdo2RSUtuZEtBWxBBRRoLADexzlPN2CRmZ3c9THJd7n2A1+YkT2QRoUgYAQxdPW1Ysz/7jUMJdBtPCdMmuN/SKbyQGSDQ2KMkNTVMhsR6RgbOKJRPEgsQFExI6QE80k64LOL84mmoYZO+SfoqtBsWjiKYh3Rh1Br1hgiHknvHFoBFnUVPfJyxafNBTtWSwn2a6AeSSYGey7EwjJ+MULa9AjHI/V0IgpCeI5D0GkCtKgCIiZZN9c14g9bd04cEjfkS3EmkxMOuABZfm4tHYoAOvZRWNpUPoV5nBt3q/TRrFj1zrJRtfF49Ap9lt2BiE3ZZIVW3j9N0ajX1EO7v/2RNP92AH6ZKGAZDI1KLqJ2nROWF6Yo11oA22YMZOoTUpcCFP2dpUGJdJUxd8jlg9KV4xQdTNEgeM/n36t0aCwhOIWUOLajSASggQUATGKR7cQGwNrMjHriz/49enoExkMzFPdW59x5kUKvSkzNKUAnF771O8aJ1lGgxKPgCLmWbHRkbkpQkOcQR49qAyf3FSHCyLRTEawA/RTlx2Hxy+don5PxF5/wTED1M+6Jh6dfcTzPXfF1IR9BkQBpTcUfSI8ksRnnY1DJHNzojbVxKOj/mEFC8X5NR6COi+cmYCit70V3CQgEtkDCSgCog9KTgyv95A64EumHTA7EJgm72I+x9KgKBlEQ7KM7kBQNxpAWyxQOU/ExMNG8cQhoCSkelcGHxeMPhpNESRLgztv4pCQ6/My3+Nvj58Jn4lXg+KLM6LD7JhBxklWQuJmQ/U6Mv8RUVGa6vdGHXzNCnomIqDYfXfiNfG4QMlJZCEkoAiIPih6acRZOB8Ui32xdROP+XFyFQ1KUEZbV0B/IzEPilqLR9uWeNTxifRbrqpmLHy3+lOJvylbeTiRMGM2IsanE2as74PCL4wn9byIRoMSlJmClBIXhhyXD0rkfzf5QCjvGBvSKzrKciae3lBMQePzr5t1l9sVOMhJlnATJKAIsHlQZICb8YqEmKRUHklSc4MoKEmLxIRVlp1kY6jE8yLCU08wZCigGDrJqueLrotntpuI/4jHRZNj8TqtmkYGCNWCWY1cIuJBLN8hvfaJi/w6go3tdgiHYFPdi06y8aAm80voKKklqkGJ/jiio6woWJg5yq7acQDf/MuHuuvsmmzijWgm+YRIBxTFIyDmQTETJoKyHHU6lYCHZx+DP7y1ET86OZwJ8+nLj8Ofl2zG3NNHcPtZ1aDE6tuVAoV727rR2qn1PwGMU90rM/tEfVBE7AgsqgOkC3q/eJ2Brzh5OHbs78BZ4yoBxKlBYbabc8JQDCovwHYmGZdVTYi4VTI0KJyJR0r8mYr6oGT+MyLiZ7SvYop5UbDo7AmiIEe/O166ca/hOexqUJIZxUMpUAinIQFFgM/MaD5DCYZk1QdDkiQM7FOAP188SV0/vH8R913BanbRWAPY4PJwxtKWzl40GNTz0DixCt8TjeJJZOBwUxIu8Xez+kvl+b34w0XRSB9OIxdHh379N0ajIMeH376yTl1m9b6Jz5PfAQFF1NSwmWQh+OnEczY3PSMKSltZny6xorEoKJj5oZhdeqoEFJt1TgnCEcjEI8AVC5Rl0xc6xGpQbJzD1MTDbhfj7pTm+9VaKmwBMb6N/HdNscBEo3gSGDjUHBcuGH20GpT4uuMckzo2duDum8XjaJxkHTDxiDIOm0nWiTQv0TBjNxHtE/xqLhRjHxQA6DITUEwu3u67E3cUjxUBhVQohMOQgCIgli836wCCIZlLdW8VsxfZjgbF55EwoE9Yi7KhsVV/oxhRPImHGZuezhQ3hZAmku+FJVbYeiz0oq/iNaMkw8Tzh7c2Yn97OB+P5jmP43SKDOUGM6ACOwlQhMCm1m788X8bsfNAuByFRoPSY+wcYhbia9enxErUzxMfbsM7G/mio1YEISpkTDgNCSgCvRpnNuNtQyF7qe4VzCaunA9KjON4vR5UlYSrzG7de0h3G7E/Yv0DxPOlz0k28wcfsYOOty9mBZRgHDHayi2aMqRcXWbZB0Vj4nEizFhr4lHMFeKANbBMvwCl6fHhQhNP5H8JknpvbvjP53jo7a9w8WMfA7Bp4jG5dqdNPJ/WH8TvXvtSLfCoYMkHhYw8hMOQD4qAmCbabBAJyjIXZmwV01o8Qt4MM/weSU3W1t5tLYoHqsaH/x9wxsRjp7t00+AjNtEJE4/VKrZ6nDO+Cn+++GhMGFhmWdARb288eW9iHZNFub+vzD0RBw71cFWeLeNCJ1k2k64iBG6ImGB3NYfrZYmCgl69HvV4Judy2sSzu1m/npels5B8QjgMCSgCYhZG0bmNJchkzbQze7BaQC7W+OH1SOqA19GjL6AYCRBRU0H6TDxuUt+LTYx3bGfDjHtMnq1YSJKE848OZ5Pdtk9fe6bZR/juRKI20/NFTjhxUFncx3Cjk6yCBGMhUBQUzCoa6117MCTD65Hs50GJ20mWTDxE6iETj4A4qxWd21hCsqwxmVjBPNU9+zmGBsXrUWdohwzqeWjzoPDtTThRWwIjR9RJNu5DpAxNHpQ4p4usQGg2a7aDVU2I1sST+Ihidu+c8JlUDuEqDQojtuuZ0fSc73tNtGl675jSTzmtQWGfa9EfLxaJOH0ThB4koAiIGhS9Ql8KQSZRmx2Vv/gi87lPrDvJej2S2gEqHZaoBZHlcAd31XOf4nevfWGaETWuVPcaDY39PChuGHy0Jp7Ej2k2KBmhd16rgqUmUZsjGhTje+eET4IbBz3OSdarOKNH15/1p/dwsIPPW8RqarsDQfzg/1bg4Xe+MjxHTyCE9zfvxTXPr7bVtpteXoe/vL1Z/b5wXQNmPfIRdh7owN/f24q5z33KnUPBmg8KQTgLCSgCogbFTIUajuKx74MidrqGPikxjunzSMgRZsEFfj7zrQwZW/cdwn8/b8ATH25HR0TToghCCTvJJuDg6ib1vTaTbOLHtKpBkbjP2hPHq0FxwgfF7N7l+BI/vhsTtXFOsh6tlvCrPe145N0t3D49wagG9O31e/Depr34w1sbueOxdAeC+P7jK+Jq333/26R+/skzn2LVjoO4580NuOuN9ZpzKFj5+d0oTBKZDQkoAt2Ck6wY1TOkbwHyI0JASJbjiuIRt2VfbLYjjjV++BgTj0JeDi+ghGRe6Np1MOwEpxw64TBjgzwrVlDrwLlg8NFoUByYL3Y7ZOKxet/ErZzIW2F254rz/CZrrRF9RhI+VMpgzahGWqp97d3c996AvlmovTug+36YVSy2glj5XG8iZleDQioUwmlIQBEQX/ygMIhUluSpatuwk6yiQYnfxMOGHbP9gJU8KH4hr0a+qEGRwdXpUaIIlDEtnYnaVA1K/IdIGWL/7YyJx/6V653XugbF9uliYiZcFucl7oOvCIJu0qAomAkoYmI21kmWfacbmjt137FEBZTdzZ3cvVPKZhidg+QTIh1QFI+AaOJp6eSjYyREB/KQbFJF2ARREPAaalCs+6AoFGg0KDIaWqKhgy2Rmj2KYMI55abcSTbaxkwnnSYe7rw6y6xrUJwfQowsoF6PpBGW48FNBSX1MMpR090rRguG0BMIQYbM9UFfN3fq9jFGaQWssutgJ/oV5arf+xfnaraxK6DE038QhBkkoAiIM5M/Ld7EfZekqEDxzoa9+PzrFgB2M8ny341e7FiH9HklTWbSPGFQUOzYRsdm2x2PT4LYb+XYyJQanR3bPm3accLe7kRxRsB6yvqkaFAMlpfk+RwxIanVjF30jEQrhkuGFaPFsOLuQAgn3LME3b0h3DHzKHX5gs924ZXVuzX779hvLbTciN3NnZxQovc8s+ZucpIl0gGZeBgCwVDMvAISJFWgYJ3K7PmgCBoUZqBiO4KcGFEWPo9HEyoqalAM26Aew3rUkB5sv3VkTQl+UDvE8r7q7NgFg48m1X0Cx7r13HEYU1WsqXJtBb1B32pJHVYe+ubEGtvn1sNIg+aE/wnAPiMueEgisBXOrQqhLZ292Nfeg7buAL4+2KEu1xNOAKjlBOKlrTvAaWH0kgZ2243iISdZwmFIQGFgZzU3TB+juw2rQWGxM7iLWl/2eGw/IDq8ao5jwcRjSOScrMYjvkRt0Qa//vOTbQ1MbnKS1aS6T6AvvuykYVh47Sm6anU9YpU/iKfo323fPNL2PnoY3Ton/E8A5hlx5GipgfMjs3hrWAGhqze26S8e0zJLdy8/Gevo1R6PbZOV358sPITTkImHgbULF+bq/zRGsyI776ZZHhRWgSOGDIv4vVoBRTTxGLch/H+uL7q9E3lQ7OAmJ1ntQJw5vbHV28ZaFZwyLxmFmZc4pEGBC51k2dxIVkVH1mnWrLKxQnt3b8xtzOgOhBBgBZRu7Tl5HxQrv3/mvBNEdkAaFAZFg2Lm4Bc28egsTyCKh32x2Q4/34IGRTQDWRVQFP+PXH90//icZG3vEm2DkknWBU4o4kCcrtmi3mNm9dlja/Y4kUUWCBfM1MNIwLeLm8yAIqxDfSxYrUlXwIqAEnsbM3oCIe69e2X1Lp02BbFkfRP2tnVbmoiQhYdwGtKgMCgalFyf1rdDQZKAg4e0sxenUt2zHXGsKAifxwO/kAzLarI1ZTNWwIkvcZcTUTxxHyJlaMOM09MbJ3Je9hqSrkHJd8rE40InWeaz1feR1ZroaTNEEo3i6Q4EOQ1Kq47J6JmPd+D9zfvQrygXf519TMxjkomHcBrHNShDhw6FJEmav7lz5wIAurq6MHfuXPTt2xdFRUWYNWsWmpqanG5GXChe67k+jyY6hkWvc0gkDwoLO6uJpQ3x6Zh4LKc9V8/BaFASdJK1SzSE1AWjj4NOssmkpjQPf/v+ZN11rM9BPH4reujd/ylD+uAnpx7hyPFd6STLJGqz+j52MgKKFeGjvStxE0+sgID3N+8DEE4qZy2KJ1PfCsKtOC6gfPLJJ2hoaFD/Fi1aBAC46KKLAADXXXcdXnvtNbz44otYunQpdu/ejQsuuMDpZsSFYnPN8WkztCoYzWBt+aBoDi3rfIpt4vHpmHislleJalCi54hnVp2Ib4DSoblh7BGFqExVZ1931ihMO7JKdx07IDmnQdHy8OxjMKqy2JHjuzEUPZrq3rpWga1GfsigMjnLIQdMPAEbP6q1KJ5EWkQQWhw38fTv35/7fs899+CII47AqaeeipaWFjz++ON47rnncMYZZwAAnnjiCYwdOxYff/wxjj/+eKebYwtFQMn1eY0FFIN97UxITTUoTEcQ08Tj9WgyyVrVguj5oMQXxRM/bpodi010Y92RWJVs40LnkM4UIQwjuUnLpsA4yVp9pzoZHxQrwkebAyaeoEmldhGqxUOkg6Q6yfb09OCZZ57BZZddBkmSsGrVKvT29qKurk7dZsyYMRg8eDCWLVtmeJzu7m60trZyf0lpryUNiv6+iTnJRuF8UOLQoFgWUNQonsQeAUecZF0w9rglisSslbFU+vGg97s45YALaP2UPt66H7e/9qWlSJd0oeZBgfX3sasnej2HLAgfVrYx460vmrC5qd3y9i55/IksI6kCyoIFC9Dc3Iw5c+YAABobG5GTk4OysjJuu8rKSjQ2NhoeZ/78+SgtLVX/Bg0alJT2sj4oRpVYjbobe2HGxutkGxoUvTwoEweVWmqDIhyweVDiGcASMvGog0/m936aYoEpnCzaOdVRNcb3PxnRUnpHdFKDIla8vvixj/F/H27D39/b6tg5konlKJ6APQGlLUEfFAD4q1BR2Qwy8RDpIKkCyuOPP47p06ejpiaxrJU33ngjWlpa1L+dO3c61EKekZXFuPtb4/HT046w7YPimJOsjSgev04m2XHVpfh/Vx6PaUdWmu6r7MVqYOzYpFUO0zwomabOXvqr0/CvHx2PcTUlhtskw8SjZ55LiolHOM+OAx06W2cGbIVz9jm5aPJA/OMHU7htFSf1TlaD0pN4FM+ZYyow54ShFlscGysCSqa9E4T7SZqAsmPHDixevBhXXHGFuqyqqgo9PT1obm7mtm1qakJVlb5jHwDk5uaipKSE+0sGA8ry8d2pg3HuhBrbPih2un4zcxDngxIrD4pOFI/fK2Hq8L4Y1q8oRhvC//tYASWO4nWJDHnKr+AKHxThe6b1xUP6FqL2iL6m2yTHxKNd5pQDLsA4UovnyLQbwBBtq8QN2oW5PtSNq+Qi55RIPTaKx4oGpTdofi99Xgmnjupvuo0dLKVpy9xbQriUpAkoTzzxBCoqKjBjxgx12eTJk+H3+7FkyRJ12caNG1FfX4/a2tpkNSUu7Pqg2Bncxf6bHZ/ZjiBmmLFH0hTnU77H6iz01sczgCUiXCghmDZ89dKGppqxC0MqkyGgJFu0VN4VcQbvUJR0UmA1KGw3okw4WM2o8pn1qYlLkyng83ocFRisvOfueyOITCcpidpCoRCeeOIJXHrppfD5oqcoLS3F5Zdfjnnz5qG8vBwlJSW4+uqrUVtbm/YIHhFj59Hoa5jj9ajZZ3ttCChmM0xbUTweiVMNA9HOMdYkVm+AjadjTKQvZSM05j77KXqCITz2/ckZWXRMUyww85oYk1SZeJwkauLhlzuppXEa1kmWbafyPuf7vTiIXm5ZLI2IXXweyVGTi5VJBJl4CKdJioCyePFi1NfX47LLLtOs+9Of/gSPx4NZs2ahu7sb06ZNw1//+tdkNCMhrGhQCnK96OkIv7k9NjoYq5lkYxX+83okjK4qRt/CHOw/1IOa0jxUleaFzxFjPqPXhvhMPInnQTnUE8TraxsAAFv3HcIR/c3NU+nALXlQzEiKk6xwyKMGOGt+LcgJd1GHugN8HhcX3ABJ4s25inaTLQLqVFFFEa/DAgp7my85bhD+tULHDzDzbwnhMpLydpx99tmGM6u8vDw8/PDDePjhh5NxascwTHXPfGYdTHt1ypUbYaYhkG34oEiShDy/Fx/8+gx1wFQEq5gaFJ02xKNBcSKTLCsYNbV0ZaSAIs4g3Wnicf6YrOC2/vZvaEyOiVJRnAuvR0IgJGNPW5e6PBO1bArsO8EKUkopCVYz2r84D0CL423wezwJmcFuOmcs7npjvfpd0eyOqSrG/Asm4MwxlbjiqZXcPpl7Rwi3ksGW3PQiJkDTg01yZsvEYzGKx2rhv/wcL/L8Xm77WB243tq4fFBs7xFFmeGx6u0mZhDKJDLdSdYKyQjnFvP2OG168Xk9qCoJawV3N3eqyzPbxBNGAp+ozasjoFSW5CalDV5vYhqUsdW8JkyZOBVFikDqaX7IxEM4DQkoBogJ0BTYd5DToCTgJMtip1igGfE4ycanQUk8Dwr72zW0ZKiAonGSdR+BJHgjpyIAa0BZPgDg64NRASWD5RP1RxHDjFUNCqMZrSjOS0oTEvVBGVHBazGjvm3hY/p0+keSTwinIQHFAOMw4+hbqPh7mG2vR1lBDved7eMLc6Odl99rnCr7iP6FpueI1TnpmSiU2ZEdnMgk28OYx9hZciaTytmiU+aMoly/I8dhSUWSvQF9wgLK7uao8Gq1CF86UDUoQhSPN2JzYSceFcnSoHikhIQ4UbMTiqqFAOibwN1o9iQyGxJQDDASDCQJ+Nv3J+PYoX1wzwUTcNM5Y3HyyH6YOWmA5WNfc+ZITB1Wzi27+1vjUTu8L648ZThzLgkFOlqUiYPK8JiQ8ElET/ty3NDoOdnLu++iiZg6rBw/P3Ok1UtQcSIPCqtBadMp+54JiAOxG2eLPz31CBw/vBy/nzU+3U2xRU1ZeCKw82A0OVsmO8mqYcZCHhRFg8JOBErz/QmXm/ju1MGaZT6PlJBgK0kSph8Vzk1VXpijPv9Kv6FXDTuDbwnhUkhAsYkkAdOOrMKLPzkBg8oL8KNThuPpy6da9hcBgD6FOfh/P47mfZEQ7mT+deXxKM7jZ7m5Osd9Ze6JMR1J9WzEt888krsOhQsnD8T/+3EtygtzNPvEIpEZtNLZsT4oYth0pqAJM3bhbLG0wI/nr6zFd47VDmjxkhoTTwEAYMf+Q+oyV/g7SLymR5n0sO9mvt+reedFCk2c5X973jjc/S2twOmReA2Kj/ny+1nj8dLPTojZ/GvrRgEI90/KbVZ+d10NihvuCeEqSECxSTIGJrM+Pt7ZlV6nV+BnhRZnriOhKB6P4iQb1aB0ZmgROI2TLL05AFJj4lE0KNv3RTUoGW3iYX4TVtMTFVCi72ae34uSGKHGZtfa3KFfk8fj4c3DhYzWxufxGPrYsSibBGVZvSZTH5SYRyQIe1A3a5cUv4VspJAdSvK1nR4bApoJkx2lCT2sgJIhGpRAMIT/rPoaOyM1X7LBSTYZpKJIwcCID8qu5uQ7yX741T4s37o/oWOw7hp6GhT23czP8aI431yDYhaxtKetW38fiTcvsWYlv0m1dhZl/1BIVgVRtUSGTpsyObsv4U7okbKJk/1iaaRjOnZoH8NtxI7AqmChp0HxMWrZTBhgFZVwJmpQnv54B37x4hqc+celAPQyyWbCL5h+Jg8OP7vJ/DlqyvI170EScs6hvTuA2f9Yju889jGXet4u0VT3+mYW9t3Mt6BBMfO3Gdq3QHe5R+LvSb/iqNNrca7PMM8Tf4yIgCJH8wBJqolHT4NC7wThLMlJY5glPHP5VHzv8eXcMicHplevOhEvfbrLtOpoSyevwvVbnKbo+aCw+6ZCNR8LNcw4wPigZIiA8v7mfQCi2h2NiSfF7clUbj53LKrL8nDuhMQqlptRkOPDH789Edc8v1pdloysuKz2rrGlC0P7mUfKGcFqUPRNPNF3syDHq+Z5MYLVwvi9EuezdWmk73j5ZyfgiidXYv+hHnUfVoNywaQBOC1SPPDEEf3Q1KoN57/kuMEY2CcfJ0SKTirtDYZkxgcl2g4RktkJpyENigknjeynWebkOzikbyGuO2sU+pg4px48JAgoFmY+AFCio0HxMvsmYwZqF4+OBqUrQ0w8IqKJxxVOmimgOM+Pa+tGafJmOM35Rw/gNA1OFNQTYfPEJBLuLrN5UBjhQtFgsuaWPL9XDaNmYX1EWCGH9SWZe/oRqnP+pMF9cPUZI9R1HsHEM7RfuK+57qxRyPF5dDP+XnrCEMw9fQQmRbRiStuDMmPiUa9FL4qH3gnCWUhAsUmq38EeIQGcXsegh54GhVWTJ6OyrV2U5vRkoIlHvM3iz5XK54C6/TBspFwyNIBsPp5dDuXjYf1HFIEh18dUM87xoqZMR0BhBAj2GGzaATHUVxK0Nax5aUAZr6XRM9GIZjRFMJJ1nGT186AQhLOQgGKTdL+EVjUoemHPmSagKDZrVoPSkUQNyuqdzbjm+c/w5e5WXPf/VuOjLfss75tIUUTCGdhnOuBQ9d/dzZ245vnP8Fn9Qe45dEJAkQDBByXc3bLvcJ7Pg4E6AgobvcfKIQWMBkV0nmW/SlK4CKeCKATp9SNeQeBRjhcMyZxfjd65lXMShJOQgGKTVKsxLzluEPfdTr4VFo/EdyoZIaDo5EHpDoSS4l8AADMf/hCvrN6Ncx58Hy9/tgvf/fvy2DtF0DrJOtw4IiZ5fud9qH754hq8sno3vvXXj9DD+EIlZuIJ/y8JZhbl/RvO5DDyeT1cRmqFPEFTMnlI2Oxyae0QzfEUOA2KJKnh2UC0KrSCnolH1KAoJp6QHDbzhM8R2V9HA0NmT8JpyEnWJql+BW/75pH41qSB+PbflgFATIc6luW/ORMHDvUgGJJRXZrHdWCZIaBEnfBYugJBTYeabsTxkDrj1MMO2k49v5ua2tXPTmlQFG2bBF6IUHxQygtzsHjeKer1lOiEGXMaFAl4+vLjsL6hFZMG9cEtr3wRPr7wCLLfPZKEiuI8vHXtKbopB/Sc7X2CVoX1fVEmDcrlSJKE968/Hb3BEM6IRLplcGoawqVk1ijgBlKdB8XnxXFMWvxqHXWwEZUleag0EGgyIYrHqEPr7MlEAYXyoKQbzsTjkIDCDuqsgMLW/bGL+qgIWkv284iKYvWznr+Y6INSkOPD5CF8eQxRSGa/K9qP0VXF0EMv+ZvGZMR8D4R4HxQAGFTOhzhTmDHhNGTisUm6X8IaHXVwPAQzQkDR/y1ZR1nFQS+RqslOoAkzJg1KyuGcZB0SUNjHinXWrj/QEfG9kCPb2T+fBL4ejl5yM4B3mlWXMddq9J6I+VHYw1t0VeMQtSrs8RSfHzPNIb0ShNNk1jTVBaT7JdSzV8dDZph49Jcr+SjmPvspPtl+AF29QbR2BTBjfDUenn1MClsYJiwg8ctS+Rik+5nLFPIYrUIywoxZX6hgSMYRv3kDAHDvhRNw78IN+OXZo3HxcbHrGLEtY4UIO2bBXIMoHhZRC8JOnuIpBeAVTTw6GhSzB5+eU8JpSIMSg5+ddgT3PV3v4LkTqlFVkocLjhnoyPGcElAe+/5k5Hg9ePCSSbb3NdJCdAdCkGUZr69twJ62brRGKhy/vrYhobbGS3cgpIniSWVnnAHKrozgxnPGqp+TYaLsDYR0l1//78+xr70HN7y01tJxok6y0Xo2gNbHwwwzAeXCyQPRrygXFwp9geiDYhetBoURUCLaJVMNCpl4CIchDUoMrv/GGFxy3GCcfO87ANI3S3jokkkIyeZ1OezglIBy9pFV+PL2aZbzs7AYXUlvMOR4PpRErrc7ENLJg0KdcaoZ1q8QN50zFne9sT5JGpTwIHzs0D4oyvXhnY174zoO6yTrsWDi0SPPxMRz30UTEQiGNO+cJ05tjYLYt7DfewUnWT2oFg/hNPRIWYCdzaRrliBJkmPCCeCsiSce4QQw7kQDIRmtnQHddfG2u71L/3hGsDP0nkAorVoMkoWiKM6jTvmgsL+t4oOS4/NgTHVJ3MfkNSisk6z19ySWiUc/k2v0czyvpCbMmIv6C/82Zo8iaVAIpyEBxQKsPTdbBosMcEExnI31BkNo69IvI6/McgPBEL7c3WrqvFi/vwMHD/WgpbMX63a32Gob6zDZHQgiNXV7iViw9WGcgH18vtoTDjn2ez26eT7sIkGKW4PCOs6aFQtkYc8Vj4ZP9Fthv365u1VzDpFs6RuJzIFMPBbItAysTqAX2pgpBIKy6nci0hMMIc/vxQ0vrcW/V32Nm84Zix+dMlyzXUNLJ075wzsoyPEiGJLRbeBfYER3LyugpFeDQkRRBJRkmHgeevsrAGEBpT9T/TdexFo8dhxXc5mkdFYHfk6D4oC0wAo5qrnL1EmWJBTCWUiDYgG2PPq+9u40tiRx7r1wAmZMqMZFU5xxtk0Eo7T2gZCJBiUiaPx71dcAgAff3qy73QeRasQdPUHbwgkAbp+eQCgj8sYQ0YE3mfcjx+vBhZMH4swxFXHtz2r1vBY1KC//7AQuUy5bUNCqMMbnQYm9/QPfORrTj6rCrGMG4lfTRls6h9m7ROIJ4TSZO43OIFgbcCIJnDKBb08ZhG9PGRR7wxRwqEdfS9IblCNmFf11VtjX3hN3uwC+cFw4iofIBJzXoGiP4/VIyPN78ficYzH5jkXYf8jes8T6oHC5SUwElEmD++DJHx6H7zz2MQBeQOmxKGDbjeKZOWkAZk4aYOnYCma+XKRAIZyGNCg22d3iTJVTAmgz6OwCQdlQg2K1s97bZk3TZeTDwgpI3b1BMvFkCMog75STrJ5GgH3G9CoNxyLaMokTf2L5oPgZx1g2k6yRsC6iV/fHadq7jQUUKv9AOA0JKDYxGlQJ+xh1dmETj/66Bat3xTxuKCTj/z7cZqkNja1deOy9LVj8ZROe+XgHZFlGS2cvtu/vULd5c10jWjr1BaZUQNERUZx2ku3SCWdnBYIBNgSUz79uxtPLtqvmJ3G8jiU0sHlIWGHGqlDusalBiYdDJgIKPaWE05CJxyKnjOqP9zbtRe3wvuluStYwulK/TkhvUEZzh75AcP+iTbhwsrn/zCfbD1huwxVPrsQXkQgFIFxfZHNTG7fNPz/abvl4RHJxUkDpDYZ0TYZdvfFpUL75lw8BhPO1AOEBm9W8xRJQ2ERu8QgorIiQLAHFbIJGChTCaUhAschDF0/Cvz/9GudNrE53U7KG8ybWYG9bN+56Yz23PBAMocHElLZ9/6HoF51xao9F8w4ATjgBgA0NrThg0+eASB3KwOtELSmjZIBdrAalj30Tz7Z90eeTzUAcU4PCCCheJsyZDXk3g9egWNrFNmYmHoriIZyGTDwWKS3w4/KThqGi2JlaOES4w9YLEe4Nydh10FhA2R/DATYRM1wgJKM14v8ye2rsuitEavE56CTbZRBFxmpQBpTF/75LEp9vyBcjtMZnYOJhQ97NSIUPCpl4iFRCAgqRcQSCIexuNhZQGluYSCqdXrHVwMHWCrubO9UcLPHMnonk4qSTrKEGpZf1QSmI+/gSJM4JO5bMYGTi6baoQUm0Fo8VzARDUqAQTkMmHiLj6OoNobHVOJxbNAmJGEUAWWF3cycUt4SK4jx4PVLWJOfLBhL1QWlo6cQvXliDghwfrjpjhO42rIBSw2hQ7ColxAE7lgnEz5h1WGHFupNsYtWME4WieAinIQ0KkXa+K5hSdh7ssJ6KX2e7REw8e9u70RqJ2CnO86EkgzPuHo4kKqAs/rIJH23Zj8Xrm/D2hj262/zs9KjgUl6Yo34uK8jR29wQu8M1qzWJZ7CXUuCD8uNTtSbZiYPKACBj8isR2QP1vkTauf2bR2LOCUPxxIfb8a8V9dgRcYL1SPHVDGpNICS4qzcEWQ7PoEvy/CjO8+NgJKIox+ux7LBIJIdEnWTZcPEtkdo7LBccMwDfYwRmSZLw9OXH4fuPr+CcWEX0BCZJkmzlz4m36CZ7PgUnUt2zlOb78eJPajGif5Fm3Qs/Ph67DnZiuM46gkgE0qAQacfn9WBUZbE6AOyI5CAZ2rcw5r56/X8iGpTOnqC6f3Gej6tZNKRv/P4ICUGacxXF9BGvBoV9Nr7SEVAmDCjVmGKUujxmsqmRGcZOSn4zAcgKXBSPwyqUsdXFGFVZrHvcXJ+XhBMiKZCAQmQMig3+60gEz9B+sQUUNuyxpaMXoZCckIDS2tmrhimHNShRAYXN7kmkB1WDEqeAwqat37JXK6Dk53g1y3yqWclYQjESUGxpUJgonngURJwPisMaFL8D1Z0Jwi5k4iEyBp8wg7SiQQGAZz7egc6eIO56Yz2OG1qeUBRPGyPwhH1QooUiSUBJP74EfFDeWNugFpkE9CNS8vxaAcUbERzMIlj00tGHqxlbbx+rQZHjqP7EVTN2+FGNlaafIJIB9bhExuAXevOzj6y0tN9HW/apKfBXbD+ghihXRFTzVhhczptvThrRD2UFfq6SdQ7NItOOotE62NFjWEfJiJ89+2nMbXQFFAtaG72aPhIkTD+qGqMqiyzl1GFNS7IMPPejqagozsXffzAl5r7K+fSO5QSJ+scQRDwk5anbtWsXvve976Fv377Iz8/H+PHjsXLlSnW9LMu49dZbUV1djfz8fNTV1WHz5s3JaArhIlgNysRBZTh2aLnhtredNw6PfX8yAGDXwU7O+VHJYzK8vzUNzH9+egLeuOZk9fuQvgV45oqpkCSJTDwZhpJ6vqMnaFgOIRFyde6x1xs7OZyugCKFBZ7/XXcq7vrWeNttOeGIflhxUx3OGmdNUOcqJztu4iENCpF6HO9xDx48iBNPPBF+vx9vvvkmvvzyS/zxj39Enz591G3uvfdePPjgg3j00UexfPlyFBYWYtq0aejqMs59QWQ/rJ27JM8XMxumMlh9fbATe1r59PZFuT70t5j1d0BZPvKZmTOrzi7JJw1KJpHn96JfUTjcd5dJMr94yfUZ+6CYJYfTNfEk0I64fFASDFM2I1YWXIJIBo77oPz+97/HoEGD8MQTT6jLhg0bpn6WZRkPPPAAbr75Zpx//vkAgKeeegqVlZVYsGABLr74YqebRLgEVjAotpB/RKk0u1+nds6Asnzd2bAeFcW5XOfOdsZsHpRcf3o6aZq78gwoy8e+9h7sau7EUQNKTbfd3dyJz+qbcdKIfpaOracl8zLp9WVZVs0nzR09+GpPOyYP6YMtew9p9kuEeFyA2efEaXmCfFCIdOB4j/vqq69iypQpuOiii1BRUYFJkybh73//u7p+27ZtaGxsRF1dnbqstLQUU6dOxbJly3SP2d3djdbWVu6PyD58nAbFb7Il0K84F2UFfhToRF0A4QygVgUUMXTS79MXlNKlQaE8tjyK5sysHILCdx5bhrnPfYqfPrvK0rH1nhl2cGaVKGf/6T1c+OgyLFm/Bz//12ea/RJRYpQXmj//ekhJjOIZVJ6mEHvisMbxHnfr1q145JFHMHLkSLz11lv46U9/ip///Od48sknAQCNjY0AgMpK3q5aWVmprhOZP38+SktL1b9BgyhjYTbC2rlFDcr0o6pwwTEDMO+sUfhB7RBMP6oakiShj0F2zwF98tGvKOokW1bgxwXHDMDZjD1/UHk+/jr7GM2+rAaFdZKlUMvMQNGcmRWUBMJml50Hwtt8tGW/uvynpx3BbXfyyKh2JU9HS8YKsAEm1FgJR1/4hX6/FY+j6v3fnogfnjgUp42qsL0v54PikMbjiTnH4jtTBuEnpx4Re2OCcBjHTTyhUAhTpkzB3XffDQCYNGkS1q1bh0cffRSXXnppXMe88cYbMW/ePPV7a2srCSlZiJFgAAAjKorwi7NHa/YxMgXVlPECymPfn4LjhpVj54EO/O/LJgDA7y+YgBN0VP+soFSUSyaeTEMp4ri7xVxAaWjW+rQdPagMv/7GGDzy7hYAYRPeEf2L8P7mfQCAHK+xDwqgH8nTa5DBLZ77dsExA3HBMQPj2FPUoMR1CA2nj6nA6WPsC0sE4QSO97jV1dUYN24ct2zs2LGor68HAFRVVQEAmpqauG2amprUdSK5ubkoKSnh/ojsg43iEWvgGDkNGpmCBpTlY2BZtBqxIsiwPgZGs0xWU8Kq/EmDkhnUWNSg6JmAxArVxXl+TgDRE0K9MQSULoOqyKmWLLlMslS4j8gCHO9xTzzxRGzcuJFbtmnTJgwZMgRA2GG2qqoKS5YsUde3trZi+fLlqK2tdbo5hIvgTTy84GGUuMpIgzKgLF8dyNjtWCHDKB046wvDCjQUZpwZqCYeHQ0Jy9d6AkqZKKD4uOdA3wclukxPQOnoMRBQUgwrlDhl4iGIdOJ4j3vdddfh448/xt13342vvvoKzz33HB577DHMnTsXQFgNee211+LOO+/Eq6++irVr1+IHP/gBampqMHPmTKebQ7iIvoVRk0x1GR8iPGlQH3FzALyAMmVIdJuh/QpRVRo9RmkkXJjL1imMNYrW5kxGpc3OuCmSITNQhIx97d3G2gsYaFAi+yqJ+WZOGsAJHXpCKHvb9XKhGLVBSqNxjjQoRDbguA/Ksccei5dffhk33ngjbr/9dgwbNgwPPPAAZs+erW5z/fXX49ChQ7jyyivR3NyMk046CQsXLkRenrW8FUR2cuKIfrj/2xMhScDxw/oCAN755WlY39CKM8fq28FZTcuN54zFl7tbMKRvoep/8p+f1qInIKvbsRoUcTa88NpT8Mn2Azh3Qo26rKI4D89eMRX5OV4sWc+bJYn0oERvdfQE0dDShWEGNZv0TECKVu2FH9di2dZ9OG9CDe56Y726Xi9SS5IkeD0SgiHZwMQT9UGZd9Yo3L9oU2Q/e9eVKFwtHhKmiSwgKbV4zj33XJx77rmG6yVJwu23347bb789GacnXIrXI2kcBIf1KzQcgJR9FEZXFWPyEF7TMnkIn42WFVDESrM1Zfk4/+gBmnOcGHGkXfwlCSiZgCRJqCnLx1d72rHrYKexgGKiQakqzcO3JoWfNTYBm1FKd0VA0dOgdPSEMxeXFfi5kgmpFhHY3CcknxDZABnVCVfDFgZkI26M8HI5LexlGElXPhLS1msZYCEXipmJh8VK3UExm2yAidzpjPig5Po8nIkonRoUp1PdE0Q6oGrGhKtp6wrE3siAOAripoV40p5nO4qp5vr/fI68HC++ObEGW/a2Y94La3DV6SNw5pgK7NZxoi3J13Z5VgRVxRH25HvfQXVpHiYNLlPXdUXq8OT6vJyTbap9UNizOV0skCDSAWlQCFfzk1OHAwBmHl0TY8sofQvDyd0mDjRPky5CgkLmwDpEv7hyJwDg+n9/jjU7m/Gjp1airSuAnoiW49wJ1QDCCdn0Bm67mrSGli68sTaanE0x8eT4PFwtH72kb6mConiIbIA0KISrmTykHCtuOhP9mAigWHx4wxno7g2htMBeOnGjUOdkQ5NhLbMmD8SBQz246431avXqvW3RgpGK6S/P78GfL56Eq84YgeH9inSPpef4agfFSVY08dTomJNSBcknRDZAAgrheiosVi1WyPN7kefXr+FjCmlQMorxEQ1YW2evZp0ioJTk+eH1SBhTZZzc0SlTX67Pw5l49Pxdkgl7GRTFQ2QDZOIhCMKVKDlwWnX8kJQ091aqYoccklByfB4uSizVGhTWUkVOskQ2QAIKQVjEanVkIjUoZQ7aurQalCueWglAm5FYjzyDith2yfV5ubo8bKLAVMCaIClRG5ENUI9LEBa5/OThGD+gFL85Z0y6m0IgKqB0B0LoDuhncy3MjS18XFs3EuOqS3DH+UcabnNd3SgA4QrYR/TXz7uS6/PgqAGlOHFEX3z/+CEpr93EalA81LMTWQD5oBCERUrz/Xjt6pNSft50pkzPZIoY841RuHmnhTo5FcV5eOOak023uaZuJK6pGwkAmPvcp9iy95BmmxyfB16PhGevOD7mOZMBJ6CQBoXIAkjOJgjClXg9Egoj5pm2roBuNE4ieXKMECttK7AhxumGfFCIbIAEFIIgXEtJftQPpb1bK4wkR0DR92vJTWPeE4D3QSH5hMgGSEAhCMK1KFE6zR29us6yE2wm47OCIhQBwIiKaG4VK6UWkgkrOFEmWSIbIB8UgiBcixKls2Vvu24+kztnHuX4OSuKo0kBj6wpwSXHDcaGhlZ8b+oQx89lh0HlBbj13HEozbeXgJAgMhUSUAiCcC2KBmVDQxsAYGCffHx9MFwksG5sBSpKnA/1HdAnmt9kQFk+Lj9pmOPniJfLMqgtBJEoZOIhiAyHtPXGKGaNDY2tAPjkaMmqncRmiK1OYzp7gsh2SEAhiAyHihQao2hQ1nzdAgAYmAKBgU3Alh9PyQSCICxBAgpBEK5FzBQ7qqoYAyMmmOnjq5NyTjac+OhBzjvhEgQRhnxQCCLDIROPMWKtnTknDMVFkwdi7a4WnDKyf9LOu/RXp6GptRsjKoqTdg6CONwhAYUgCNfChvyeNrq/Wqn6tNEVST3vkL6FGNJXP+U9QRDOQCYegiBcC5vVNdXVgwmCSC4koBAE4VpYE88AElAIIqsgAYUgCNcyrroUhTleeD0Spg4rT3dzCIJwEPJBIQjCtVSV5mHFTXUIBGWUFlAGVYLIJkhAIYgMh6J4zClMcw0cgiCSA5l4CCLDoURtBEEcjpCAQhAEQRBExkECCkFkOGTiIQjicIQEFIIgCIIgMg4SUAgiw5FAKhSCIA4/SEAhiAxHBnnJEgRx+EECCkEQBEEQGQcJKASR4ZCJhyCIwxESUAiCIAiCyDhIQCEIgiAIIuMgAYUgCIIgiIyDBBSCIAiCIDIOxwWU2267DZIkcX9jxoxR13d1dWHu3Lno27cvioqKMGvWLDQ1NTndDIIgCIIgXExSNChHHnkkGhoa1L8PPvhAXXfdddfhtddew4svvoilS5di9+7duOCCC5LRDILICijVPUEQhyNJqVPu8/lQVVWlWd7S0oLHH38czz33HM444wwAwBNPPIGxY8fi448/xvHHH5+M5hCEq6FqxgRBHI4kRYOyefNm1NTUYPjw4Zg9ezbq6+sBAKtWrUJvby/q6urUbceMGYPBgwdj2bJlhsfr7u5Ga2sr90cQBEEQRPbiuIAydepU/POf/8TChQvxyCOPYNu2bTj55JPR1taGxsZG5OTkoKysjNunsrISjY2NhsecP38+SktL1b9BgwY53WyCyFjIxEMQxOGI4yae6dOnq58nTJiAqVOnYsiQIXjhhReQn58f1zFvvPFGzJs3T/3e2tpKQgpBEARBZDFJDzMuKyvDqFGj8NVXX6Gqqgo9PT1obm7mtmlqatL1WVHIzc1FSUkJ90cQBEEQRPaSdAGlvb0dW7ZsQXV1NSZPngy/348lS5ao6zdu3Ij6+nrU1tYmuykEQRAEQbgEx008v/zlL3HeeedhyJAh2L17N37729/C6/XikksuQWlpKS6//HLMmzcP5eXlKCkpwdVXX43a2lqK4CEIgiAIQsVxAeXrr7/GJZdcgv3796N///446aST8PHHH6N///4AgD/96U/weDyYNWsWuru7MW3aNPz1r391uhkEQRAEQbgYxwWU559/3nR9Xl4eHn74YTz88MNOn5ogCIIgiCyBavEQBEEQBJFxkIBCEARBEETGQQIKQWQ4xw/vm+4mEARBpJyk1OIhCMI5fnTycJQV+HHSiH7pbgpBEETKIAGFIDKcHJ8Hs6cOSXczCIIgUgqZeAiCIAiCyDhIQCEIgiAIIuMgAYUgCIIgiIyDBBSCIAiCIDIOElAIgiAIgsg4SEAhCIIgCCLjIAGFIAiCIIiMgwQUgiAIgiAyDhJQCIIgCILIOEhAIQiCIAgi4yABhSAIgiCIjIMEFIIgCIIgMg4SUAiCIAiCyDhcWc1YlmUAQGtra5pbQhAEQRCEVZRxWxnHzXClgNLW1gYAGDRoUJpbQhAEQRCEXdra2lBaWmq6jSRbEWMyjFAohN27d6O4uBiSJDl67NbWVgwaNAg7d+5ESUmJo8fOBLL9+oDsv8Zsvz4g+6+Rrs/9ZPs1Juv6ZFlGW1sbampq4PGYe5m4UoPi8XgwcODApJ6jpKQkKx86hWy/PiD7rzHbrw/I/muk63M/2X6Nybi+WJoTBXKSJQiCIAgi4yABhSAIgiCIjIMEFIHc3Fz89re/RW5ubrqbkhSy/fqA7L/GbL8+IPuvka7P/WT7NWbC9bnSSZYgCIIgiOyGNCgEQRAEQWQcJKAQBEEQBJFxkIBCEARBEETGQQIKQRAEQRAZBwkoDA8//DCGDh2KvLw8TJ06FStWrEh3kyzz3nvv4bzzzkNNTQ0kScKCBQu49bIs49Zbb0V1dTXy8/NRV1eHzZs3c9scOHAAs2fPRklJCcrKynD55Zejvb09hVdhzPz583HssceiuLgYFRUVmDlzJjZu3Mht09XVhblz56Jv374oKirCrFmz0NTUxG1TX1+PGTNmoKCgABUVFfjVr36FQCCQykvR5ZFHHsGECRPUpEi1tbV488031fVuvjY97rnnHkiShGuvvVZd5vZrvO222yBJEvc3ZswYdb3brw8Adu3ahe9973vo27cv8vPzMX78eKxcuVJd7/Z+ZujQoZp7KEkS5s6dC8D99zAYDOKWW27BsGHDkJ+fjyOOOAJ33HEHVxcno+6hTMiyLMvPP/+8nJOTI//f//2f/MUXX8g/+tGP5LKyMrmpqSndTbPEG2+8Id90003ySy+9JAOQX375ZW79PffcI5eWlsoLFiyQ16xZI3/zm9+Uhw0bJnd2dqrbfOMb35AnTpwof/zxx/L7778vjxgxQr7kkktSfCX6TJs2TX7iiSfkdevWyatXr5bPOeccefDgwXJ7e7u6zU9+8hN50KBB8pIlS+SVK1fKxx9/vHzCCSeo6wOBgHzUUUfJdXV18meffSa/8cYbcr9+/eQbb7wxHZfE8eqrr8qvv/66vGnTJnnjxo3yb37zG9nv98vr1q2TZdnd1yayYsUKeejQofKECRPka665Rl3u9mv87W9/Kx955JFyQ0OD+rd37151vduv78CBA/KQIUPkOXPmyMuXL5e3bt0qv/XWW/JXX32lbuP2fmbPnj3c/Vu0aJEMQH7nnXdkWXb/Pbzrrrvkvn37yv/973/lbdu2yS+++KJcVFQk//nPf1a3yaR7SAJKhOOOO06eO3eu+j0YDMo1NTXy/Pnz09iq+BAFlFAoJFdVVcl/+MMf1GXNzc1ybm6u/K9//UuWZVn+8ssvZQDyJ598om7z5ptvypIkybt27UpZ262yZ88eGYC8dOlSWZbD1+P3++UXX3xR3Wb9+vUyAHnZsmWyLIeFOI/HIzc2NqrbPPLII3JJSYnc3d2d2guwQJ8+feR//OMfWXVtbW1t8siRI+VFixbJp556qiqgZMM1/va3v5UnTpyouy4bru/Xv/61fNJJJxmuz8Z+5pprrpGPOOIIORQKZcU9nDFjhnzZZZdxyy644AJ59uzZsixn3j0kEw+Anp4erFq1CnV1deoyj8eDuro6LFu2LI0tc4Zt27ahsbGRu77S0lJMnTpVvb5ly5ahrKwMU6ZMUbepq6uDx+PB8uXLU97mWLS0tAAAysvLAQCrVq1Cb28vd41jxozB4MGDuWscP348Kisr1W2mTZuG1tZWfPHFFylsvTnBYBDPP/88Dh06hNra2qy6trlz52LGjBnctQDZc/82b96MmpoaDB8+HLNnz0Z9fT2A7Li+V199FVOmTMFFF12EiooKTJo0CX//+9/V9dnWz/T09OCZZ57BZZddBkmSsuIennDCCViyZAk2bdoEAFizZg0++OADTJ8+HUDm3UNXFgt0mn379iEYDHIPFQBUVlZiw4YNaWqVczQ2NgKA7vUp6xobG1FRUcGt9/l8KC8vV7fJFEKhEK699lqceOKJOOqoowCE25+Tk4OysjJuW/Ea9X4DZV26Wbt2LWpra9HV1YWioiK8/PLLGDduHFavXu36awOA559/Hp9++ik++eQTzbpsuH9Tp07FP//5T4wePRoNDQ343e9+h5NPPhnr1q3LiuvbunUrHnnkEcybNw+/+c1v8Mknn+DnP/85cnJycOmll2ZdP7NgwQI0Nzdjzpw5ALLjGb3hhhvQ2tqKMWPGwOv1IhgM4q677sLs2bMBZN5YQQIK4Trmzp2LdevW4YMPPkh3Uxxl9OjRWL16NVpaWvDvf/8bl156KZYuXZruZjnCzp07cc0112DRokXIy8tLd3OSgjILBYAJEyZg6tSpGDJkCF544QXk5+ensWXOEAqFMGXKFNx9990AgEmTJmHdunV49NFHcemll6a5dc7z+OOPY/r06aipqUl3UxzjhRdewLPPPovnnnsORx55JFavXo1rr70WNTU1GXkPycQDoF+/fvB6vRpv7KamJlRVVaWpVc6hXIPZ9VVVVWHPnj3c+kAggAMHDmTUb3DVVVfhv//9L9555x0MHDhQXV5VVYWenh40Nzdz24vXqPcbKOvSTU5ODkaMGIHJkydj/vz5mDhxIv785z9nxbWtWrUKe/bswTHHHAOfzwefz4elS5fiwQcfhM/nQ2VlpeuvUaSsrAyjRo3CV199lRX3sLq6GuPGjeOWjR07VjVjZVM/s2PHDixevBhXXHGFuiwb7uGvfvUr3HDDDbj44osxfvx4fP/738d1112H+fPnA8i8e0gCCsIDw+TJk7FkyRJ1WSgUwpIlS1BbW5vGljnDsGHDUFVVxV1fa2srli9frl5fbW0tmpubsWrVKnWbt99+G6FQCFOnTk15m0VkWcZVV12Fl19+GW+//TaGDRvGrZ88eTL8fj93jRs3bkR9fT13jWvXruVerkWLFqGkpETT8WYCoVAI3d3dWXFtZ555JtauXYvVq1erf1OmTMHs2bPVz26/RpH29nZs2bIF1dXVWXEPTzzxRE1o/6ZNmzBkyBAA2dHPKDzxxBOoqKjAjBkz1GXZcA87Ojrg8fDDvtfrRSgUApCB99BRl1sX8/zzz8u5ubnyP//5T/nLL7+Ur7zySrmsrIzzxs5k2tra5M8++0z+7LPPZADy/fffL3/22Wfyjh07ZFkOh46VlZXJr7zyivz555/L559/vm7o2KRJk+Tly5fLH3zwgTxy5MiMCf/76U9/KpeWlsrvvvsuFwbY0dGhbvOTn/xEHjx4sPz222/LK1eulGtra+Xa2lp1vRICePbZZ8urV6+WFy5cKPfv3z8jQgBvuOEGeenSpfK2bdvkzz//XL7hhhtkSZLk//3vf7Isu/vajGCjeGTZ/df4i1/8Qn733Xflbdu2yR9++KFcV1cn9+vXT96zZ48sy+6/vhUrVsg+n0++66675M2bN8vPPvusXFBQID/zzDPqNm7vZ2Q5HME5ePBg+de//rVmndvv4aWXXioPGDBADTN+6aWX5H79+snXX3+9uk0m3UMSUBgeeughefDgwXJOTo583HHHyR9//HG6m2SZd955Rwag+bv00ktlWQ6Hj91yyy1yZWWlnJubK5955pnyxo0buWPs379fvuSSS+SioiK5pKRE/uEPfyi3tbWl4Wq06F0bAPmJJ55Qt+ns7JR/9rOfyX369JELCgrkb33rW3JDQwN3nO3bt8vTp0+X8/Pz5X79+sm/+MUv5N7e3hRfjZbLLrtMHjJkiJyTkyP3799fPvPMM1XhRJbdfW1GiAKK26/xO9/5jlxdXS3n5OTIAwYMkL/zne9wOULcfn2yLMuvvfaafNRRR8m5ubnymDFj5Mcee4xb7/Z+RpZl+a233pIBaNoty+6/h62trfI111wjDx48WM7Ly5OHDx8u33TTTVwIdCbdQ0mWmRRyBEEQBEEQGQD5oBAEQRAEkXGQgEIQBEEQRMZBAgpBEARBEBkHCSgEQRAEQWQcJKAQBEEQBJFxkIBCEARBEETGQQIKQRAEQRAZBwkoBEEQBEFkHCSgEARBEASRcZCAQhAEQRBExkECCkEQBEEQGQcJKARBEARBZBz/HzcG7ZYVJDYBAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['heart_rate']].plot()  # plot of heart_rate"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "id": "a2b2272a-b25c-4954-8d34-5797f053a0fa",
+      "metadata": {
+        "id": "a2b2272a-b25c-4954-8d34-5797f053a0fa",
+        "outputId": "5cccd010-a921-4aa4-ce04-9199b67bdbde",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 447
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 14
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['temperature']].plot() # plot of temperature"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "id": "a92df9c2-60f8-43f8-9c41-f81772755b63",
+      "metadata": {
+        "id": "a92df9c2-60f8-43f8-9c41-f81772755b63",
+        "outputId": "ed0758b0-0c23-42af-ceac-fac1484fb605",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 447
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 15
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['SpO2_saturation']].plot()  # plot of SpO2_saturation"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "id": "7d1bd566-ef1c-4ddb-9d46-9863d413ac9a",
+      "metadata": {
+        "id": "7d1bd566-ef1c-4ddb-9d46-9863d413ac9a",
+        "outputId": "03f8e583-3ffa-404e-b8a0-af0ef7461cda",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "id                  800\n",
+              "gender                2\n",
+              "age                  83\n",
+              "heart_rate           67\n",
+              "temperature          28\n",
+              "SpO2_saturation      33\n",
+              "bpm                  60\n",
+              "Health_status         4\n",
+              "health_condition      3\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 16
+        }
+      ],
+      "source": [
+        "data.nunique()  # finding for the count of unique values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "id": "5e5828fb-19f6-407d-9b77-790da197a092",
+      "metadata": {
+        "id": "5e5828fb-19f6-407d-9b77-790da197a092",
+        "outputId": "e86f0c49-7cb9-4ea9-90d5-692ec7207121",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1059, 9)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 17
+        }
+      ],
+      "source": [
+        "data.shape # gives the shape of data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "id": "5f27f2c0-c9ef-4a15-afe9-749a52866eb8",
+      "metadata": {
+        "id": "5f27f2c0-c9ef-4a15-afe9-749a52866eb8",
+        "outputId": "eb0069b4-dbb6-4e64-88e3-6d15f45691af",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['id', 'gender', 'age', 'heart_rate', 'temperature', 'SpO2_saturation',\n",
+              "       'bpm', 'Health_status', 'health_condition'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 18
+        }
+      ],
+      "source": [
+        "data.columns # gives the columns of data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "id": "9e77009e-deaf-4457-a240-13d5813950b0",
+      "metadata": {
+        "id": "9e77009e-deaf-4457-a240-13d5813950b0",
+        "outputId": "2f905e63-f84b-4f2a-d5e1-04f9e4266565",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1059 entries, 0 to 1058\n",
+            "Data columns (total 9 columns):\n",
+            " #   Column            Non-Null Count  Dtype  \n",
+            "---  ------            --------------  -----  \n",
+            " 0   id                800 non-null    float64\n",
+            " 1   gender            705 non-null    object \n",
+            " 2   age               690 non-null    float64\n",
+            " 3   heart_rate        800 non-null    float64\n",
+            " 4   temperature       800 non-null    float64\n",
+            " 5   SpO2_saturation   800 non-null    float64\n",
+            " 6   bpm               800 non-null    float64\n",
+            " 7   Health_status     800 non-null    object \n",
+            " 8   health_condition  1059 non-null   int64  \n",
+            "dtypes: float64(6), int64(1), object(2)\n",
+            "memory usage: 74.6+ KB\n"
+          ]
+        }
+      ],
+      "source": [
+        "data.info() # All information about data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 20,
+      "id": "27265752-7453-4e5d-b26b-3012eb44e0c2",
+      "metadata": {
+        "id": "27265752-7453-4e5d-b26b-3012eb44e0c2"
+      },
+      "outputs": [],
+      "source": [
+        "data= data[[\"heart_rate\",\"temperature\",\"SpO2_saturation\",\"health_condition\"]] # taking only the required data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 21,
+      "id": "9fc570ff-263a-40b4-a651-b0e94a2d3e9a",
+      "metadata": {
+        "id": "9fc570ff-263a-40b4-a651-b0e94a2d3e9a",
+        "outputId": "134af0d2-c728-4802-9f62-b527ad01cd03",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   heart_rate  temperature  SpO2_saturation  health_condition\n",
+              "0        70.0         38.6             88.0                 1\n",
+              "1        74.0         39.6             88.0                 1\n",
+              "2        82.0         37.2             98.0                 0\n",
+              "3        90.0         38.6             98.0                 1\n",
+              "4        72.0         39.6             93.0                 1"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-fa5d1ae6-f6db-4bbe-96de-80320d81fcde\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>heart_rate</th>\n",
+              "      <th>temperature</th>\n",
+              "      <th>SpO2_saturation</th>\n",
+              "      <th>health_condition</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>70.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>88.0</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>74.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>88.0</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>82.0</td>\n",
+              "      <td>37.2</td>\n",
+              "      <td>98.0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>90.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>98.0</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>72.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fa5d1ae6-f6db-4bbe-96de-80320d81fcde')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-fa5d1ae6-f6db-4bbe-96de-80320d81fcde 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-fa5d1ae6-f6db-4bbe-96de-80320d81fcde');\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",
+              "\n",
+              "\n",
+              "<div id=\"df-b6107451-1180-4c92-b862-145fc905ae9b\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b6107451-1180-4c92-b862-145fc905ae9b')\"\n",
+              "            title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-b6107451-1180-4c92-b862-145fc905ae9b button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "data",
+              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 1059,\n  \"fields\": [\n    {\n      \"column\": \"heart_rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 16.95579354102182,\n        \"min\": 48.0,\n        \"max\": 119.0,\n        \"num_unique_values\": 67,\n        \"samples\": [\n          93.0,\n          88.0,\n          72.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"temperature\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7077547282209767,\n        \"min\": 36.0,\n        \"max\": 40.0,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          36.9,\n          37.0,\n          39.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SpO2_saturation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 21.514817129891338,\n        \"min\": 20.0,\n        \"max\": 99.0,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          99.0,\n          90.0,\n          30.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"health_condition\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 2,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          1,\n          0,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 21
+        }
+      ],
+      "source": [
+        "data.head()  # shows some data from starting"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 22,
+      "id": "757db057-87e1-4b0d-b6db-8d1314fea1ff",
+      "metadata": {
+        "id": "757db057-87e1-4b0d-b6db-8d1314fea1ff",
+        "outputId": "b07826ca-4c9e-40a5-d59b-cb414324f318",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1059 entries, 0 to 1058\n",
+            "Data columns (total 4 columns):\n",
+            " #   Column            Non-Null Count  Dtype  \n",
+            "---  ------            --------------  -----  \n",
+            " 0   heart_rate        800 non-null    float64\n",
+            " 1   temperature       800 non-null    float64\n",
+            " 2   SpO2_saturation   800 non-null    float64\n",
+            " 3   health_condition  1059 non-null   int64  \n",
+            "dtypes: float64(3), int64(1)\n",
+            "memory usage: 33.2 KB\n"
+          ]
+        }
+      ],
+      "source": [
+        "data.info()  # again checking the data info"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "id": "2615bc26-feb7-49cb-ab9b-b91ba60289af",
+      "metadata": {
+        "id": "2615bc26-feb7-49cb-ab9b-b91ba60289af",
+        "outputId": "e3e561cf-9e7a-4bb7-bb96-b5d6ddb977a5",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "heart_rate          259\n",
+              "temperature         259\n",
+              "SpO2_saturation     259\n",
+              "health_condition      0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 23
+        }
+      ],
+      "source": [
+        "data.isna().sum() # searching for null values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 24,
+      "id": "e5ea2699-6047-4202-91b0-0b8c48aa49a1",
+      "metadata": {
+        "id": "e5ea2699-6047-4202-91b0-0b8c48aa49a1",
+        "outputId": "02c60367-ebf6-4bad-b396-3f612f2fbbbe",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "533"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 24
+        }
+      ],
+      "source": [
+        "data.duplicated().sum() # searching for the duplicate values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "id": "00502630-e742-4528-b743-90ddd7820823",
+      "metadata": {
+        "id": "00502630-e742-4528-b743-90ddd7820823",
+        "outputId": "835dea5f-c1c9-42d6-9307-3add9c6bd88b",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(526, 4)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 25
+        }
+      ],
+      "source": [
+        "data.drop_duplicates(inplace=True)  # deleting the duplicate values\n",
+        "data.shape"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 26,
+      "id": "2a4d0a7c-f8da-46e6-be1b-c92802f045c1",
+      "metadata": {
+        "id": "2a4d0a7c-f8da-46e6-be1b-c92802f045c1",
+        "outputId": "6f6df043-df7c-4448-e33b-23c324a13ee4",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([1, 0, 2])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 26
+        }
+      ],
+      "source": [
+        "data[\"health_condition\"].unique() # gives the unique values of health_condition"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 27,
+      "id": "36b10ad8-e3e2-40fa-880a-5afce71c6acf",
+      "metadata": {
+        "id": "36b10ad8-e3e2-40fa-880a-5afce71c6acf",
+        "outputId": "9802c8ab-b0d8-4916-a438-494bc42ebebb",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 461
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: xlabel='health_condition'>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 27
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "data[\"health_condition\"].value_counts().plot.bar()  # plot of health_condition"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "id": "0917a262-f412-448c-a85f-8b29e7163370",
+      "metadata": {
+        "id": "0917a262-f412-448c-a85f-8b29e7163370",
+        "outputId": "40c3a0ee-5e95-4ae8-e7f0-20b1b43190a7",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "health_condition\n",
+              "1    499\n",
+              "0     26\n",
+              "2      1\n",
+              "Name: count, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 28
+        }
+      ],
+      "source": [
+        "data[\"health_condition\"].value_counts()  # gives the value count of every unique health conditions"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "-s6FjDfTiWXC",
+      "metadata": {
+        "id": "-s6FjDfTiWXC"
+      },
+      "source": [
+        "### A Seaborn heatmap is a data visualization tool that displays a matrix of values as a grid of colors, making it easy to identify patterns, correlations, and variations in the data. It is particularly useful for visualizing correlation matrices, confusion matrices, and other types of matrix data."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 29,
+      "id": "b0639500-5651-454e-8326-80e0b38c325d",
+      "metadata": {
+        "id": "b0639500-5651-454e-8326-80e0b38c325d",
+        "outputId": "8620b5d7-2752-44e8-865c-b0fa484693e8",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 554
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 29
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.heatmap(data.corr())  # plot the heat map of the data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 30,
+      "id": "_YsaJoHziqPC",
+      "metadata": {
+        "id": "_YsaJoHziqPC"
+      },
+      "outputs": [],
+      "source": [
+        "# Fill missing values\n",
+        "data.fillna(method='ffill', inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 31,
+      "id": "6NpNPZOiivE4",
+      "metadata": {
+        "id": "6NpNPZOiivE4"
+      },
+      "outputs": [],
+      "source": [
+        "# Convert all feature columns to numeric\n",
+        "for col in data.columns:\n",
+        "    data[col] = pd.to_numeric(data[col], errors='coerce')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 32,
+      "id": "fthKrROZiu33",
+      "metadata": {
+        "id": "fthKrROZiu33"
+      },
+      "outputs": [],
+      "source": [
+        "# Fill any remaining NaNs that might have been introduced\n",
+        "data.fillna(0, inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 33,
+      "id": "scg8GT-siukT",
+      "metadata": {
+        "id": "scg8GT-siukT"
+      },
+      "outputs": [],
+      "source": [
+        "# Encode the target variable\n",
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "label_encoder = LabelEncoder()\n",
+        "data['health_condition'] = label_encoder.fit_transform(data['health_condition'])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 34,
+      "id": "6ff31ff3-13bc-419a-aa3b-b68b4866299c",
+      "metadata": {
+        "id": "6ff31ff3-13bc-419a-aa3b-b68b4866299c"
+      },
+      "outputs": [],
+      "source": [
+        "# Define features and target\n",
+        "X = data.drop('health_condition', axis=1)\n",
+        "y = data['health_condition']"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "JXHwmjcQFEug",
+      "metadata": {
+        "id": "JXHwmjcQFEug"
+      },
+      "source": [
+        "### **3. Model Development:**\n",
+        "Split the dataset into training and testing sets, and implement a Decision Tree Classifier using TensorFlow."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 35,
+      "id": "6oaWSvJtjMjX",
+      "metadata": {
+        "id": "6oaWSvJtjMjX"
+      },
+      "outputs": [],
+      "source": [
+        "# Split the dataset into training and testing sets\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 36,
+      "id": "S-4Y0tTHjN36",
+      "metadata": {
+        "id": "S-4Y0tTHjN36"
+      },
+      "outputs": [],
+      "source": [
+        "# Build the Decision Tree Classifier model\n",
+        "model = tf.keras.Sequential([\n",
+        "    tf.keras.layers.Input(shape=(X_train.shape[1],)),\n",
+        "    tf.keras.layers.Dense(128, activation='relu'),\n",
+        "    tf.keras.layers.Dense(64, activation='relu'),\n",
+        "    tf.keras.layers.Dense(len(label_encoder.classes_), activation='softmax')\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 37,
+      "id": "XFWm3eccKkzK",
+      "metadata": {
+        "id": "XFWm3eccKkzK"
+      },
+      "outputs": [],
+      "source": [
+        "# Compile the model\n",
+        "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "XAEHkelZFhfZ",
+      "metadata": {
+        "id": "XAEHkelZFhfZ"
+      },
+      "source": [
+        "### **4. Model Training**\n",
+        "Train the model using the training data and monitor its performance."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 38,
+      "id": "3a198884-0e31-4304-b56c-56a2cdb9de92",
+      "metadata": {
+        "id": "3a198884-0e31-4304-b56c-56a2cdb9de92"
+      },
+      "outputs": [],
+      "source": [
+        "X = data.loc[:,[\"heart_rate\",\"temperature\",\"SpO2_saturation\"]]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 39,
+      "id": "686e0661-2ed9-4ba8-80a0-ee1389fa098b",
+      "metadata": {
+        "id": "686e0661-2ed9-4ba8-80a0-ee1389fa098b",
+        "outputId": "0392b6fe-7bca-460f-d79e-3fa30e7366ca",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "     heart_rate  temperature  SpO2_saturation\n",
+              "0          70.0         38.6             88.0\n",
+              "1          74.0         39.6             88.0\n",
+              "2          82.0         37.2             98.0\n",
+              "3          90.0         38.6             98.0\n",
+              "4          72.0         39.6             93.0\n",
+              "..          ...          ...              ...\n",
+              "742       113.0         38.5             87.3\n",
+              "743       114.0         38.5             87.3\n",
+              "763       108.0         38.5             87.3\n",
+              "796       115.0         38.5             87.3\n",
+              "800       115.0         38.5             87.3\n",
+              "\n",
+              "[526 rows x 3 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8fb7bbb5-43e3-483d-9f66-35d00a42e68b\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>heart_rate</th>\n",
+              "      <th>temperature</th>\n",
+              "      <th>SpO2_saturation</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>70.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>88.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>74.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>88.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>82.0</td>\n",
+              "      <td>37.2</td>\n",
+              "      <td>98.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>90.0</td>\n",
+              "      <td>38.6</td>\n",
+              "      <td>98.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>72.0</td>\n",
+              "      <td>39.6</td>\n",
+              "      <td>93.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>742</th>\n",
+              "      <td>113.0</td>\n",
+              "      <td>38.5</td>\n",
+              "      <td>87.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>743</th>\n",
+              "      <td>114.0</td>\n",
+              "      <td>38.5</td>\n",
+              "      <td>87.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>763</th>\n",
+              "      <td>108.0</td>\n",
+              "      <td>38.5</td>\n",
+              "      <td>87.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>796</th>\n",
+              "      <td>115.0</td>\n",
+              "      <td>38.5</td>\n",
+              "      <td>87.3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>800</th>\n",
+              "      <td>115.0</td>\n",
+              "      <td>38.5</td>\n",
+              "      <td>87.3</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>526 rows × 3 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8fb7bbb5-43e3-483d-9f66-35d00a42e68b')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
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+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
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+              "\n",
+              "    .colab-df-convert:hover {\n",
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+              "      fill: #174EA6;\n",
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+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-8fb7bbb5-43e3-483d-9f66-35d00a42e68b 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-8fb7bbb5-43e3-483d-9f66-35d00a42e68b');\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",
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+              "        element.appendChild(docLink);\n",
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+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-c45812e7-aaab-48e2-bac3-09e7312dd71c\">\n",
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+              "\n",
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+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
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+              "\n",
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+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
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+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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+              "</div>\n",
+              "\n",
+              "  <div id=\"id_6095e769-1e18-49f7-8149-72f04f261dfc\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
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+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate: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",
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+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('X')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_6095e769-1e18-49f7-8149-72f04f261dfc button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('X');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "X",
+              "summary": "{\n  \"name\": \"X\",\n  \"rows\": 526,\n  \"fields\": [\n    {\n      \"column\": \"heart_rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 15.291015137769923,\n        \"min\": 48.0,\n        \"max\": 119.0,\n        \"num_unique_values\": 67,\n        \"samples\": [\n          93.0,\n          88.0,\n          72.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"temperature\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7693388316692308,\n        \"min\": 36.0,\n        \"max\": 40.0,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          36.9,\n          37.0,\n          39.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SpO2_saturation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 20.36121188820549,\n        \"min\": 20.0,\n        \"max\": 99.0,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          99.0,\n          90.0,\n          30.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 39
+        }
+      ],
+      "source": [
+        "X"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 40,
+      "id": "1c574e38-29a7-44fc-8983-e24a3f264f6b",
+      "metadata": {
+        "id": "1c574e38-29a7-44fc-8983-e24a3f264f6b"
+      },
+      "outputs": [],
+      "source": [
+        "y = data.iloc[:,3].astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 41,
+      "id": "51060de4-0256-4e3e-915f-488cc6f28cb7",
+      "metadata": {
+        "id": "51060de4-0256-4e3e-915f-488cc6f28cb7",
+        "outputId": "4328f83f-0a1b-4896-de21-1ffe01f99ec8",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0      1\n",
+              "1      1\n",
+              "2      0\n",
+              "3      1\n",
+              "4      1\n",
+              "      ..\n",
+              "742    1\n",
+              "743    1\n",
+              "763    1\n",
+              "796    1\n",
+              "800    2\n",
+              "Name: health_condition, Length: 526, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 41
+        }
+      ],
+      "source": [
+        "y"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "id": "fbe2290c-0f0d-4331-ad3a-ecb9242f3c9e",
+      "metadata": {
+        "id": "fbe2290c-0f0d-4331-ad3a-ecb9242f3c9e"
+      },
+      "outputs": [],
+      "source": [
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.7, random_state=42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 43,
+      "id": "dd998b57-56c1-4e20-ab77-b565e45693f6",
+      "metadata": {
+        "id": "dd998b57-56c1-4e20-ab77-b565e45693f6",
+        "outputId": "4b3adf3c-188b-445b-9ccf-ae08c804dc5a",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
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+              " [77.0, 39.6, 91.0],\n",
+              " [96.0, 39.0, 95.0],\n",
+              " [60.0, 36.4, 85.0],\n",
+              " [66.0, 39.6, 80.0],\n",
+              " [61.0, 37.5, 85.0],\n",
+              " [108.0, 38.5, 87.3],\n",
+              " [92.0, 37.5, 66.0],\n",
+              " [58.0, 36.5, 85.0],\n",
+              " [96.0, 39.4, 88.0],\n",
+              " [60.0, 37.2, 85.0],\n",
+              " [92.0, 36.4, 91.0],\n",
+              " [95.0, 38.5, 88.0],\n",
+              " [67.0, 36.5, 91.0],\n",
+              " [55.0, 38.1, 45.0],\n",
+              " [89.0, 38.0, 89.0],\n",
+              " [84.0, 37.9, 89.0],\n",
+              " [72.0, 37.2, 97.0],\n",
+              " [83.0, 38.9, 75.0],\n",
+              " [94.0, 36.1, 66.0],\n",
+              " [65.0, 37.8, 89.0],\n",
+              " [78.0, 39.0, 85.0],\n",
+              " [69.0, 38.0, 90.0],\n",
+              " [62.0, 38.0, 85.0],\n",
+              " [61.0, 38.1, 30.0],\n",
+              " [85.0, 38.9, 75.0],\n",
+              " [77.0, 37.6, 30.0],\n",
+              " [99.0, 38.5, 85.0],\n",
+              " [55.0, 38.1, 80.0],\n",
+              " [82.0, 37.9, 67.0],\n",
+              " [71.0, 38.9, 75.0],\n",
+              " [63.0, 37.2, 82.0],\n",
+              " [72.0, 38.6, 82.0],\n",
+              " [63.0, 39.6, 82.0],\n",
+              " [62.0, 38.1, 20.0],\n",
+              " [64.0, 36.5, 70.0],\n",
+              " [64.0, 38.1, 35.0],\n",
+              " [74.0, 38.0, 93.0],\n",
+              " [93.0, 38.2, 66.0],\n",
+              " [68.0, 38.1, 75.0],\n",
+              " [99.0, 38.0, 98.0],\n",
+              " [93.0, 36.8, 97.0],\n",
+              " [83.0, 38.0, 84.0],\n",
+              " [70.0, 39.6, 97.0],\n",
+              " [68.0, 37.5, 91.0],\n",
+              " [68.0, 38.0, 97.0],\n",
+              " [94.0, 39.0, 85.0],\n",
+              " [64.0, 38.1, 98.0],\n",
+              " [92.0, 39.0, 95.0]]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 43
+        }
+      ],
+      "source": [
+        "X_train.values.tolist()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 44,
+      "id": "Sc6NkbVfjYJt",
+      "metadata": {
+        "id": "Sc6NkbVfjYJt"
+      },
+      "outputs": [],
+      "source": [
+        "# Convert to Pandas Series if y_train is a NumPy array\n",
+        "if isinstance(y_train, np.ndarray):\n",
+        "    y_train = pd.Series(y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 45,
+      "id": "437734ae-7a8b-4634-9679-1c440212bd7f",
+      "metadata": {
+        "id": "437734ae-7a8b-4634-9679-1c440212bd7f",
+        "outputId": "d34d1dfd-bcec-450d-abfe-cf589244ae38",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1]\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Now you can use y_train.values.tolist() if necessary\n",
+        "y_train_list = y_train.values.tolist()\n",
+        "print(y_train_list)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 46,
+      "id": "01aa50dd-9ffe-430a-9325-78fb8a3dec0e",
+      "metadata": {
+        "id": "01aa50dd-9ffe-430a-9325-78fb8a3dec0e",
+        "outputId": "90638d27-4f8f-4f7a-87ca-1f40ff673966",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 74
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "DecisionTreeClassifier(random_state=0)"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=0)</pre></div></div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 46
+        }
+      ],
+      "source": [
+        "health_classifier = DecisionTreeClassifier(random_state = 0)\n",
+        "health_classifier.fit(X_train, y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 47,
+      "id": "82c869a1-bb28-48ee-996f-52ab26ec0cbc",
+      "metadata": {
+        "id": "82c869a1-bb28-48ee-996f-52ab26ec0cbc",
+        "outputId": "30346b0e-a1c0-4a8b-e59d-f1e1054de08d",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 221
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "sklearn.tree._classes.DecisionTreeClassifier"
+            ],
+            "text/html": [
+              "<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n",
+              "      pre.function-repr-contents {\n",
+              "        overflow-x: auto;\n",
+              "        padding: 8px 12px;\n",
+              "        max-height: 500px;\n",
+              "      }\n",
+              "\n",
+              "      pre.function-repr-contents.function-repr-contents-collapsed {\n",
+              "        cursor: pointer;\n",
+              "        max-height: 100px;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <pre style=\"white-space: initial; background:\n",
+              "         var(--colab-secondary-surface-color); padding: 8px 12px;\n",
+              "         border-bottom: 1px solid var(--colab-border-color);\"><b>sklearn.tree._classes.DecisionTreeClassifier</b><br/>def __init__(*, criterion=&#x27;gini&#x27;, splitter=&#x27;best&#x27;, max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, class_weight=None, ccp_alpha=0.0)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py</a>A decision tree classifier.\n",
+              "\n",
+              "Read more in the :ref:`User Guide &lt;tree&gt;`.\n",
+              "\n",
+              "Parameters\n",
+              "----------\n",
+              "criterion : {&quot;gini&quot;, &quot;entropy&quot;, &quot;log_loss&quot;}, default=&quot;gini&quot;\n",
+              "    The function to measure the quality of a split. Supported criteria are\n",
+              "    &quot;gini&quot; for the Gini impurity and &quot;log_loss&quot; and &quot;entropy&quot; both for the\n",
+              "    Shannon information gain, see :ref:`tree_mathematical_formulation`.\n",
+              "\n",
+              "splitter : {&quot;best&quot;, &quot;random&quot;}, default=&quot;best&quot;\n",
+              "    The strategy used to choose the split at each node. Supported\n",
+              "    strategies are &quot;best&quot; to choose the best split and &quot;random&quot; to choose\n",
+              "    the best random split.\n",
+              "\n",
+              "max_depth : int, default=None\n",
+              "    The maximum depth of the tree. If None, then nodes are expanded until\n",
+              "    all leaves are pure or until all leaves contain less than\n",
+              "    min_samples_split samples.\n",
+              "\n",
+              "min_samples_split : int or float, default=2\n",
+              "    The minimum number of samples required to split an internal node:\n",
+              "\n",
+              "    - If int, then consider `min_samples_split` as the minimum number.\n",
+              "    - If float, then `min_samples_split` is a fraction and\n",
+              "      `ceil(min_samples_split * n_samples)` are the minimum\n",
+              "      number of samples for each split.\n",
+              "\n",
+              "    .. versionchanged:: 0.18\n",
+              "       Added float values for fractions.\n",
+              "\n",
+              "min_samples_leaf : int or float, default=1\n",
+              "    The minimum number of samples required to be at a leaf node.\n",
+              "    A split point at any depth will only be considered if it leaves at\n",
+              "    least ``min_samples_leaf`` training samples in each of the left and\n",
+              "    right branches.  This may have the effect of smoothing the model,\n",
+              "    especially in regression.\n",
+              "\n",
+              "    - If int, then consider `min_samples_leaf` as the minimum number.\n",
+              "    - If float, then `min_samples_leaf` is a fraction and\n",
+              "      `ceil(min_samples_leaf * n_samples)` are the minimum\n",
+              "      number of samples for each node.\n",
+              "\n",
+              "    .. versionchanged:: 0.18\n",
+              "       Added float values for fractions.\n",
+              "\n",
+              "min_weight_fraction_leaf : float, default=0.0\n",
+              "    The minimum weighted fraction of the sum total of weights (of all\n",
+              "    the input samples) required to be at a leaf node. Samples have\n",
+              "    equal weight when sample_weight is not provided.\n",
+              "\n",
+              "max_features : int, float or {&quot;auto&quot;, &quot;sqrt&quot;, &quot;log2&quot;}, default=None\n",
+              "    The number of features to consider when looking for the best split:\n",
+              "\n",
+              "        - If int, then consider `max_features` features at each split.\n",
+              "        - If float, then `max_features` is a fraction and\n",
+              "          `max(1, int(max_features * n_features_in_))` features are considered at\n",
+              "          each split.\n",
+              "        - If &quot;auto&quot;, then `max_features=sqrt(n_features)`.\n",
+              "        - If &quot;sqrt&quot;, then `max_features=sqrt(n_features)`.\n",
+              "        - If &quot;log2&quot;, then `max_features=log2(n_features)`.\n",
+              "        - If None, then `max_features=n_features`.\n",
+              "\n",
+              "        .. deprecated:: 1.1\n",
+              "            The `&quot;auto&quot;` option was deprecated in 1.1 and will be removed\n",
+              "            in 1.3.\n",
+              "\n",
+              "    Note: the search for a split does not stop until at least one\n",
+              "    valid partition of the node samples is found, even if it requires to\n",
+              "    effectively inspect more than ``max_features`` features.\n",
+              "\n",
+              "random_state : int, RandomState instance or None, default=None\n",
+              "    Controls the randomness of the estimator. The features are always\n",
+              "    randomly permuted at each split, even if ``splitter`` is set to\n",
+              "    ``&quot;best&quot;``. When ``max_features &lt; n_features``, the algorithm will\n",
+              "    select ``max_features`` at random at each split before finding the best\n",
+              "    split among them. But the best found split may vary across different\n",
+              "    runs, even if ``max_features=n_features``. That is the case, if the\n",
+              "    improvement of the criterion is identical for several splits and one\n",
+              "    split has to be selected at random. To obtain a deterministic behaviour\n",
+              "    during fitting, ``random_state`` has to be fixed to an integer.\n",
+              "    See :term:`Glossary &lt;random_state&gt;` for details.\n",
+              "\n",
+              "max_leaf_nodes : int, default=None\n",
+              "    Grow a tree with ``max_leaf_nodes`` in best-first fashion.\n",
+              "    Best nodes are defined as relative reduction in impurity.\n",
+              "    If None then unlimited number of leaf nodes.\n",
+              "\n",
+              "min_impurity_decrease : float, default=0.0\n",
+              "    A node will be split if this split induces a decrease of the impurity\n",
+              "    greater than or equal to this value.\n",
+              "\n",
+              "    The weighted impurity decrease equation is the following::\n",
+              "\n",
+              "        N_t / N * (impurity - N_t_R / N_t * right_impurity\n",
+              "                            - N_t_L / N_t * left_impurity)\n",
+              "\n",
+              "    where ``N`` is the total number of samples, ``N_t`` is the number of\n",
+              "    samples at the current node, ``N_t_L`` is the number of samples in the\n",
+              "    left child, and ``N_t_R`` is the number of samples in the right child.\n",
+              "\n",
+              "    ``N``, ``N_t``, ``N_t_R`` and ``N_t_L`` all refer to the weighted sum,\n",
+              "    if ``sample_weight`` is passed.\n",
+              "\n",
+              "    .. versionadded:: 0.19\n",
+              "\n",
+              "class_weight : dict, list of dict or &quot;balanced&quot;, default=None\n",
+              "    Weights associated with classes in the form ``{class_label: weight}``.\n",
+              "    If None, all classes are supposed to have weight one. For\n",
+              "    multi-output problems, a list of dicts can be provided in the same\n",
+              "    order as the columns of y.\n",
+              "\n",
+              "    Note that for multioutput (including multilabel) weights should be\n",
+              "    defined for each class of every column in its own dict. For example,\n",
+              "    for four-class multilabel classification weights should be\n",
+              "    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead of\n",
+              "    [{1:1}, {2:5}, {3:1}, {4:1}].\n",
+              "\n",
+              "    The &quot;balanced&quot; mode uses the values of y to automatically adjust\n",
+              "    weights inversely proportional to class frequencies in the input data\n",
+              "    as ``n_samples / (n_classes * np.bincount(y))``\n",
+              "\n",
+              "    For multi-output, the weights of each column of y will be multiplied.\n",
+              "\n",
+              "    Note that these weights will be multiplied with sample_weight (passed\n",
+              "    through the fit method) if sample_weight is specified.\n",
+              "\n",
+              "ccp_alpha : non-negative float, default=0.0\n",
+              "    Complexity parameter used for Minimal Cost-Complexity Pruning. The\n",
+              "    subtree with the largest cost complexity that is smaller than\n",
+              "    ``ccp_alpha`` will be chosen. By default, no pruning is performed. See\n",
+              "    :ref:`minimal_cost_complexity_pruning` for details.\n",
+              "\n",
+              "    .. versionadded:: 0.22\n",
+              "\n",
+              "Attributes\n",
+              "----------\n",
+              "classes_ : ndarray of shape (n_classes,) or list of ndarray\n",
+              "    The classes labels (single output problem),\n",
+              "    or a list of arrays of class labels (multi-output problem).\n",
+              "\n",
+              "feature_importances_ : ndarray of shape (n_features,)\n",
+              "    The impurity-based feature importances.\n",
+              "    The higher, the more important the feature.\n",
+              "    The importance of a feature is computed as the (normalized)\n",
+              "    total reduction of the criterion brought by that feature.  It is also\n",
+              "    known as the Gini importance [4]_.\n",
+              "\n",
+              "    Warning: impurity-based feature importances can be misleading for\n",
+              "    high cardinality features (many unique values). See\n",
+              "    :func:`sklearn.inspection.permutation_importance` as an alternative.\n",
+              "\n",
+              "max_features_ : int\n",
+              "    The inferred value of max_features.\n",
+              "\n",
+              "n_classes_ : int or list of int\n",
+              "    The number of classes (for single output problems),\n",
+              "    or a list containing the number of classes for each\n",
+              "    output (for multi-output problems).\n",
+              "\n",
+              "n_features_in_ : int\n",
+              "    Number of features seen during :term:`fit`.\n",
+              "\n",
+              "    .. versionadded:: 0.24\n",
+              "\n",
+              "feature_names_in_ : ndarray of shape (`n_features_in_`,)\n",
+              "    Names of features seen during :term:`fit`. Defined only when `X`\n",
+              "    has feature names that are all strings.\n",
+              "\n",
+              "    .. versionadded:: 1.0\n",
+              "\n",
+              "n_outputs_ : int\n",
+              "    The number of outputs when ``fit`` is performed.\n",
+              "\n",
+              "tree_ : Tree instance\n",
+              "    The underlying Tree object. Please refer to\n",
+              "    ``help(sklearn.tree._tree.Tree)`` for attributes of Tree object and\n",
+              "    :ref:`sphx_glr_auto_examples_tree_plot_unveil_tree_structure.py`\n",
+              "    for basic usage of these attributes.\n",
+              "\n",
+              "See Also\n",
+              "--------\n",
+              "DecisionTreeRegressor : A decision tree regressor.\n",
+              "\n",
+              "Notes\n",
+              "-----\n",
+              "The default values for the parameters controlling the size of the trees\n",
+              "(e.g. ``max_depth``, ``min_samples_leaf``, etc.) lead to fully grown and\n",
+              "unpruned trees which can potentially be very large on some data sets. To\n",
+              "reduce memory consumption, the complexity and size of the trees should be\n",
+              "controlled by setting those parameter values.\n",
+              "\n",
+              "The :meth:`predict` method operates using the :func:`numpy.argmax`\n",
+              "function on the outputs of :meth:`predict_proba`. This means that in\n",
+              "case the highest predicted probabilities are tied, the classifier will\n",
+              "predict the tied class with the lowest index in :term:`classes_`.\n",
+              "\n",
+              "References\n",
+              "----------\n",
+              "\n",
+              ".. [1] https://en.wikipedia.org/wiki/Decision_tree_learning\n",
+              "\n",
+              ".. [2] L. Breiman, J. Friedman, R. Olshen, and C. Stone, &quot;Classification\n",
+              "       and Regression Trees&quot;, Wadsworth, Belmont, CA, 1984.\n",
+              "\n",
+              ".. [3] T. Hastie, R. Tibshirani and J. Friedman. &quot;Elements of Statistical\n",
+              "       Learning&quot;, Springer, 2009.\n",
+              "\n",
+              ".. [4] L. Breiman, and A. Cutler, &quot;Random Forests&quot;,\n",
+              "       https://www.stat.berkeley.edu/~breiman/RandomForests/cc_home.htm\n",
+              "\n",
+              "Examples\n",
+              "--------\n",
+              "&gt;&gt;&gt; from sklearn.datasets import load_iris\n",
+              "&gt;&gt;&gt; from sklearn.model_selection import cross_val_score\n",
+              "&gt;&gt;&gt; from sklearn.tree import DecisionTreeClassifier\n",
+              "&gt;&gt;&gt; clf = DecisionTreeClassifier(random_state=0)\n",
+              "&gt;&gt;&gt; iris = load_iris()\n",
+              "&gt;&gt;&gt; cross_val_score(clf, iris.data, iris.target, cv=10)\n",
+              "...                             # doctest: +SKIP\n",
+              "...\n",
+              "array([ 1.     ,  0.93...,  0.86...,  0.93...,  0.93...,\n",
+              "        0.93...,  0.93...,  1.     ,  0.93...,  1.      ])</pre>\n",
+              "      <script>\n",
+              "      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n",
+              "        for (const element of document.querySelectorAll('.filepath')) {\n",
+              "          element.style.display = 'block'\n",
+              "          element.onclick = (event) => {\n",
+              "            event.preventDefault();\n",
+              "            event.stopPropagation();\n",
+              "            google.colab.files.view(element.textContent, 595);\n",
+              "          };\n",
+              "        }\n",
+              "      }\n",
+              "      for (const element of document.querySelectorAll('.function-repr-contents')) {\n",
+              "        element.onclick = (event) => {\n",
+              "          event.preventDefault();\n",
+              "          event.stopPropagation();\n",
+              "          element.classList.toggle('function-repr-contents-collapsed');\n",
+              "        };\n",
+              "      }\n",
+              "      </script>\n",
+              "      </div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 47
+        }
+      ],
+      "source": [
+        "type(health_classifier)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "vULqmNvVF4q4",
+      "metadata": {
+        "id": "vULqmNvVF4q4"
+      },
+      "source": [
+        "### **5. Model Evaluation**\n",
+        "Evaluate the model's performance using metrics such as accuracy, precision, recall, and F1-score."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 48,
+      "id": "lYjAaucHjeij",
+      "metadata": {
+        "id": "lYjAaucHjeij"
+      },
+      "outputs": [],
+      "source": [
+        "# Make predictions\n",
+        "y_pred_array = health_classifier.predict(X_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 49,
+      "id": "68E1R0hGjee_",
+      "metadata": {
+        "id": "68E1R0hGjee_"
+      },
+      "outputs": [],
+      "source": [
+        "# Ensure y_test is a Pandas Series to access its index\n",
+        "if isinstance(y_test, np.ndarray):\n",
+        "    y_test = pd.Series(y_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 50,
+      "id": "UL0yIOXcjeYi",
+      "metadata": {
+        "id": "UL0yIOXcjeYi"
+      },
+      "outputs": [],
+      "source": [
+        "# Create DataFrame from the predictions\n",
+        "y_pred = pd.DataFrame(y_pred_array, columns=[\"health_condition\"])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 51,
+      "id": "chg9gMVRjkH9",
+      "metadata": {
+        "id": "chg9gMVRjkH9"
+      },
+      "outputs": [],
+      "source": [
+        "# Set the index of the DataFrame to match y_test index\n",
+        "y_pred.index = y_test.index"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 52,
+      "id": "acb6ff0f-e48c-4184-9cd7-75281b5a5c9b",
+      "metadata": {
+        "id": "acb6ff0f-e48c-4184-9cd7-75281b5a5c9b"
+      },
+      "outputs": [],
+      "source": [
+        "# Ensure the data type is int\n",
+        "y_pred = y_pred.astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 53,
+      "id": "rHo5wG80jpeR",
+      "metadata": {
+        "id": "rHo5wG80jpeR",
+        "outputId": "f9357de8-38d1-4d00-9460-7c0f89e8cb95",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "     health_condition\n",
+            "373                 1\n",
+            "498                 1\n",
+            "6                   1\n",
+            "209                 1\n",
+            "79                  1\n",
+            "..                ...\n",
+            "480                 1\n",
+            "24                  0\n",
+            "17                  1\n",
+            "318                 1\n",
+            "67                  1\n",
+            "\n",
+            "[158 rows x 1 columns]\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(y_pred)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 54,
+      "id": "65aab513-c6cf-4489-96f9-7d750754233e",
+      "metadata": {
+        "id": "65aab513-c6cf-4489-96f9-7d750754233e"
+      },
+      "outputs": [],
+      "source": [
+        "y_test = np.array(y_test,dtype = int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 55,
+      "id": "05ca175a-a41b-42c3-92bc-97375c6aab73",
+      "metadata": {
+        "id": "05ca175a-a41b-42c3-92bc-97375c6aab73",
+        "outputId": "9ec9c30a-2956-4099-cb7f-e69721f2a94d",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "numpy.ndarray"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 55
+        }
+      ],
+      "source": [
+        "type(y_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 56,
+      "id": "c1e80c44-e162-4ca1-83a5-13f64b036b19",
+      "metadata": {
+        "id": "c1e80c44-e162-4ca1-83a5-13f64b036b19",
+        "outputId": "cdf1abd0-ee66-44da-a91d-9b2d43a38dbf",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+              "       1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
+              "       0, 1, 1, 1])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 56
+        }
+      ],
+      "source": [
+        "y_test"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 57,
+      "id": "42c4582e-1a9e-4ca5-9133-d4ff0bc7ca92",
+      "metadata": {
+        "id": "42c4582e-1a9e-4ca5-9133-d4ff0bc7ca92",
+        "outputId": "1279fbd3-5452-43f5-bc2d-55fa7ecd3a04",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.9810126582278481"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 57
+        }
+      ],
+      "source": [
+        "# Measure Accuracy\n",
+        "metrics.accuracy_score(y_test,y_pred)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 58,
+      "id": "181bd3c2-6026-4092-ac0b-4a51c928d6b6",
+      "metadata": {
+        "id": "181bd3c2-6026-4092-ac0b-4a51c928d6b6",
+        "outputId": "db27ae82-4770-42b1-e00c-6ddd393295f3",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.91      0.91      0.91        11\n",
+            "           1       0.99      0.99      0.99       146\n",
+            "           2       0.00      0.00      0.00         1\n",
+            "\n",
+            "    accuracy                           0.98       158\n",
+            "   macro avg       0.63      0.63      0.63       158\n",
+            "weighted avg       0.97      0.98      0.98       158\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(metrics.classification_report(y_test, y_pred))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "566afdb7-c26f-46b0-9ae2-0e0ca73ef037",
+      "metadata": {
+        "id": "566afdb7-c26f-46b0-9ae2-0e0ca73ef037"
+      },
+      "source": [
+        "### **6. Model Deployment**\n",
+        "Save the trained model for future use and deploying it in real-world applications."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 59,
+      "id": "2f755dff-26ee-407e-8c0b-2a3056d0c1cb",
+      "metadata": {
+        "id": "2f755dff-26ee-407e-8c0b-2a3056d0c1cb",
+        "outputId": "d176d3b0-b690-44ca-ba8c-73b6a2a3461b",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "#pragma once\n",
+            "#include <cstdarg>\n",
+            "namespace Eloquent {\n",
+            "    namespace ML {\n",
+            "        namespace Port {\n",
+            "            class DecisionTree {\n",
+            "                public:\n",
+            "                    /**\n",
+            "                    * Predict class for features vector\n",
+            "                    */\n",
+            "                    int predict(float *x) {\n",
+            "                        if (x[2] <= 95.5) {\n",
+            "                            if (x[2] <= 94.0) {\n",
+            "                                return 1;\n",
+            "                            }\n",
+            "\n",
+            "                            else {\n",
+            "                                if (x[0] <= 96.5) {\n",
+            "                                    return 1;\n",
+            "                                }\n",
+            "\n",
+            "                                else {\n",
+            "                                    if (x[0] <= 99.0) {\n",
+            "                                        return 0;\n",
+            "                                    }\n",
+            "\n",
+            "                                    else {\n",
+            "                                        return 1;\n",
+            "                                    }\n",
+            "                                }\n",
+            "                            }\n",
+            "                        }\n",
+            "\n",
+            "                        else {\n",
+            "                            if (x[1] <= 37.25) {\n",
+            "                                if (x[0] <= 61.0) {\n",
+            "                                    return 1;\n",
+            "                                }\n",
+            "\n",
+            "                                else {\n",
+            "                                    return 0;\n",
+            "                                }\n",
+            "                            }\n",
+            "\n",
+            "                            else {\n",
+            "                                return 1;\n",
+            "                            }\n",
+            "                        }\n",
+            "                    }\n",
+            "\n",
+            "                protected:\n",
+            "                };\n",
+            "            }\n",
+            "        }\n",
+            "    }\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(port(health_classifier))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "ScKF5VgskBQq",
+      "metadata": {
+        "id": "ScKF5VgskBQq"
+      },
+      "source": [
+        "Now copy the above Decision Tree classifier code and save in any text file with name\n",
+        "\n",
+        "```\n",
+        "DecisionTree.h\n",
+        "```\n",
+        "\n",
+        "Then copy the below arduino code and save it named as\n",
+        "\n",
+        "```\n",
+        "health_determining_model.ino\n",
+        "```\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "q_eDDNaljuW6",
+      "metadata": {
+        "id": "q_eDDNaljuW6"
+      },
+      "source": [
+        "\n",
+        "\n",
+        "```\n",
+        "#include <Wire.h>  \n",
+        "#include \"MAX30100_PulseOximeter.h\"\n",
+        "#include \"DecisionTree.h\"\n",
+        "\n",
+        "Eloquent::ML::Port::DecisionTree health_Classifier;\n",
+        "\n",
+        "#define TEMPERATURE_SENSOR_PIN 32  // Analog pin for the temperature sensor (replace with the actual pin number)\n",
+        "#define HEART_RATE_SENSOR_PIN 35   // Analog pin for the heart rate sensor (replace with the actual pin number)\n",
+        "\n",
+        "// Initialize the PulseOximeter library\n",
+        "PulseOximeter pox;\n",
+        "\n",
+        "// Variable Declaration\n",
+        "float t;\n",
+        "int h;\n",
+        "int s;\n",
+        "int prediction;\n",
+        "\n",
+        "void setup() {\n",
+        "  Serial.begin(9600);\n",
+        "  Serial.println(\"Welcome!\");\n",
+        "\n",
+        "  pinMode(TEMPERATURE_SENSOR_PIN, INPUT);  \n",
+        "  pinMode(HEART_RATE_SENSOR_PIN, INPUT);   \n",
+        "\n",
+        "  // Initialize the Pulse Oximeter\n",
+        "  if (!pox.begin()) {\n",
+        "    Serial.println(\"Failed to initialize pulse oximeter!\");\n",
+        "    while (1);\n",
+        "  } else {\n",
+        "    Serial.println(\"Pulse oximeter initialized successfully!\");\n",
+        "  }\n",
+        "}\n",
+        "\n",
+        "void loop() {\n",
+        "  delay(2000);\n",
+        "\n",
+        "  // Sensor data Collection part\n",
+        "\n",
+        "  // Read temperature value\n",
+        "  int temperatureValue = analogRead(TEMPERATURE_SENSOR_PIN);\n",
+        "  t = convertToCelsius(temperatureValue);\n",
+        "  Serial.print(\"Temperature (°C): \");\n",
+        "  Serial.println(t);\n",
+        "\n",
+        "  // Read heart rate value\n",
+        "  h = analogRead(HEART_RATE_SENSOR_PIN);\n",
+        "  Serial.print(\"Heart Rate (bpm): \");\n",
+        "  Serial.println(h);\n",
+        "\n",
+        "  // Read SpO2 value\n",
+        "  int s = pox.getSpO2();\n",
+        "  Serial.print(\"SpO2 (%): \");\n",
+        "  Serial.println(s);\n",
+        "\n",
+        "  // Print values of heart_rate, temperature, and SpO2_saturation to serial monitor\n",
+        "  Serial.print(F(\"Heart_rate: \"));\n",
+        "  Serial.print(h);\n",
+        "  Serial.print(F(\"  Temperature: \"));\n",
+        "  Serial.print(t);\n",
+        "  Serial.print(F(\"  SpO2: \"));\n",
+        "  Serial.println(s);\n",
+        "\n",
+        "  float input[3] = {h, t, s};\n",
+        "  // Giving input values to predict Function\n",
+        "  int prediction = health_Classifier.predict(input);\n",
+        "\n",
+        "  // Checking Condition\n",
+        "  Serial.print(\"Prediction: \");\n",
+        "  switch (prediction) {\n",
+        "    case 0:\n",
+        "      Serial.println(\"Normal\");\n",
+        "      break;\n",
+        "    case 1:\n",
+        "      Serial.println(\"Serious\");\n",
+        "      break;\n",
+        "    case 2:\n",
+        "      Serial.println(\"Dischargeable\");\n",
+        "      break;\n",
+        "    default:\n",
+        "      Serial.println(\"Unknown\");\n",
+        "      break;\n",
+        "  }\n",
+        "\n",
+        "  Serial.println();\n",
+        "  delay(1000);\n",
+        "}\n",
+        "\n",
+        "float convertToCelsius(int adcValue) {\n",
+        "  float voltage = adcValue * 3.3 / 4095.0;  // Convert ADC value to voltage for ESP32\n",
+        "  float temperatureCelsius = (voltage - 0.5) * 100;  // Convert voltage to temperature in Celsius\n",
+        "  return temperatureCelsius;\n",
+        "}\n",
+        "\n",
+        "\n",
+        "```\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 59,
+      "id": "3ab7a75f-a119-40b0-a116-4c8e8a7d9d44",
+      "metadata": {
+        "id": "3ab7a75f-a119-40b0-a116-4c8e8a7d9d44"
+      },
+      "outputs": [],
+      "source": [
+        "import serial\n",
+        "import time\n",
+        "\n",
+        "# Replace 'COM10' with the appropriate serial port for your system\n",
+        "SERIAL_PORT = 'COM13'\n",
+        "BAUD_RATE = 9600  # the baud rate set on your ESP32\n",
+        "\n",
+        "def read_from_esp32():\n",
+        "    # Open the serial connection\n",
+        "    with serial.Serial(SERIAL_PORT, BAUD_RATE, timeout=1) as ser:\n",
+        "        # Give some time for the serial connection to establish\n",
+        "        time.sleep(2)\n",
+        "\n",
+        "        # Clear any existing input in the buffer\n",
+        "        ser.flushInput()\n",
+        "\n",
+        "        try:\n",
+        "            while True:\n",
+        "                # Read data from the ESP32\n",
+        "                if ser.in_waiting > 0:\n",
+        "                    line = ser.readline().decode('utf-8').rstrip()\n",
+        "                    print(f\"{line}\")\n",
+        "                time.sleep(0.1)\n",
+        "\n",
+        "        except KeyboardInterrupt:\n",
+        "            print(\"Serial read stopped.\")\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    read_from_esp32()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "ecTNmC1xmal_",
+      "metadata": {
+        "id": "ecTNmC1xmal_"
+      },
+      "source": [
+        "Now move these both files in same folder then open the \"health_determining_model.ino\" file in your arduino IDE and upload the code to your Esp32 microcontroller.\n",
+        "\n",
+        "Before uploading the code to the board, do verify that the \"DecisionTree.h\" file is also opened in the same arduino IDE beside the .ino file.\n",
+        "\n",
+        "If any error occurs then open the \"DecisionTree.h\" file and comment the line containing this code\n",
+        "\n",
+        "```\n",
+        "#include <cstdarg> // comment this line\n",
+        "```\n",
+        "\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## About Author"
+      ],
+      "metadata": {
+        "id": "k9_XiOApk7JK"
+      },
+      "id": "k9_XiOApk7JK"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Developed by Harsh Raj\n",
+        "Contacts :\n",
+        "- [Email](mailto:developerharshraj@gmail.com)\n",
+        "- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)\n",
+        "- [GitHub](https://github.com/HarshRajTiwary)\n",
+        "\n",
+        "### Happy Learning"
+      ],
+      "metadata": {
+        "id": "5VZAKh1Uk_mF"
+      },
+      "id": "5VZAKh1Uk_mF"
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.11"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}
diff --git a/Machine Learning/Health-Prediction-Device-main/README.md b/Machine Learning/Health-Prediction-Device-main/README.md
new file mode 100644
index 0000000..f13d956
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/README.md
@@ -0,0 +1,56 @@
+# Health-Prediction-Device
+Developing and deploying ML model on esp32 which takes heart rate, body temperature and blood cell count as SpO2 and predicts the health condition as Normal, Sirius and dischargeable.
+
+# **Introduction to Machine Learning with Jupyter Notebooks**
+Welcome to the world of Machine Learning. This instructional materials will guide you to learn machine learning using Jupyter Notebook.
+
+## **Getting Started**
+### **1. Setting Up Your Environment**
+Before we go deep into machine learning, you'll need to set up your environment.
+follow these steps to set up your environment.
+
+**Install Jupyter Notebook**:
+
+Install the classic Jupyter Notebook by writting the below command in your terminal:
+
+`pip install notebook`
+
+### **2. Launching Jupyter Notebook**
+
+To run the notebook:
+
+`jupyter notebook`
+
+or if this doesnt work, write this insteade.
+
+`python -m notebook`
+
+## **Basics of Machain Learning (ML)**
+### **What is Machine Learning?**
+It is a subset of Artificial Inteligence (AI). It focuses on making a model capable of learning from data to make predictions or decisions.
+
+### **Types of Machaine Learning:**
+1. *Supervised Learning*: Learning from labeled data (e.g., classification, regression).
+2. *Unsupervised Learning*: Finding patterns in unlabeled data (e.g., clustering, dimensionality reduction).
+3. *Reinforcement Learning*: Learning through rewards and punishments.
+
+## **Building your first ML Model**
+
+**Task**: Predicting Patient Health using TensorFlow and Jupyter Notebook.
+
+**Objective**:
+Develop instructional materials for students to learn machine learning using Jupyter Notebook and other ML tools.The aim is to accurately predict patient health conditions(normal,serious,dischargeable) based on temperature, pulse, and blood cell counts.
+
+**Tools and Technologies**:
+
+**1**.	Jupyter Notebook: For data preprocessing, model development, and training.
+
+**2**.	Programming Language: Python - Widely used for its simplicity, extensive libraries, and ecosystem support.
+
+## Developed by Harsh Raj
+Contacts :
+- [Email](mailto:developerharshraj@gmail.com)
+- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)
+- [GitHub](https://github.com/HarshRajTiwary)
+
+## Happy Learning
diff --git a/Machine Learning/Health-Prediction-Device-main/data/dataset.csv b/Machine Learning/Health-Prediction-Device-main/data/dataset.csv
new file mode 100644
index 0000000..ee1398d
--- /dev/null
+++ b/Machine Learning/Health-Prediction-Device-main/data/dataset.csv
@@ -0,0 +1,1060 @@
+id,gender,age,heart_rate,temperature,SpO2_saturation,bpm,Health_status

+1,male,66,70,38.6,88,75,Infected

+2,female,56,74,39.6,88,70,Infected

+3,male,46,82,37.2,98,83,Non Infected

+4,female,60,90,38.6,98,75,Non Infected

+5,male,58,72,39.6,93,78,Infected

+6,female,44,72,37.2,93,69,Infected

+7,male,34,67,38.6,98,73,Non Infected

+8,male,37,72,39.6,97,73,Non Infected

+9,male,39,65,37.2,96,84,Non Infected

+10,male,56,76,38,92,68,Infected

+11,female,18,73,38.6,50,73,Infected

+12,female,32,64,39.6,97,79,Non Infected

+13,male,37,63,37.2,70,81,Infected

+14,male,51,94,38.6,70,69,Infected

+15,male,57,73,39.6,70,72,Infected

+16,male,56,75,37.2,70,74,Infected

+17,male,50,78,38.6,70,66,Infected

+18,female,52,68,39.6,95,74,Non Infected

+19,male,33,71,37.2,95,82,Non Infected

+20,male,40,70,38.6,95,90,Non Infected

+21,male,70,70,39.6,97,72,Non Infected

+22,male,51,72,37.2,97,72,Non Infected

+23,male,NA,68,37.2,96,67,Non Infected

+24,female,28,88,39.6,96,72,Non Infected

+25,male,37,83,37.2,96,65,Non Infected

+26,male,19,94,37.2,96,73,Non Infected

+27,male,29,78,39.6,96,94,Non Infected

+28,female,66,89,37.2,96,73,Non Infected

+29,male,46,75,37.2,96,75,Non Infected

+30,female,32,101,39.6,96,78,Non Infected

+31,male,28,86,37.2,96,68,Non Infected

+32,male,55,81,37.2,96,71,Non Infected

+33,male,68,80,39.6,96,70,Non Infected

+34,male,38,79,37.2,96,70,Non Infected

+35,male,72,80,37.2,96,72,Non Infected

+36,male,45,75,39.6,96,68,Non Infected

+37,male,42,94,37.2,96,88,Non Infected

+38,female,33,87,37.2,96,83,Non Infected

+39,female,33,76,37.2,96,94,Non Infected

+40,male,37,97,37.2,96,89,Non Infected

+41,male,69,88,36.4,91,75,Infected

+42,male,63,79,37.5,91,101,Non infected 

+43,female,62,95,37.5,91,86,Infected

+44,male,49,90,37.8,91,81,Infected

+45,male,50,95,37.8,91,80,Infected

+46,male,48,77,38,91,79,Infected

+47,male,36,68,38,91,94,Infected

+48,female,36,92,38,91,87,Infected

+49,male,61,85,37.8,91,76,Infected

+50,male,69,67,36.5,91,97,Infected

+51,male,89,87,37.2,91,88,Infected

+52,male,89,77,39.6,91,79,Infected

+53,male,66,100,37.2,91,95,Infected

+54,male,75,78,37.2,91,90,Infected

+55,female,48,68,39.6,91,95,Infected

+56,male,82,89,37.2,91,77,Infected

+57,male,66,79,37.2,91,68,Infected

+58,male,81,96,37.2,91,92,Infected

+59,female,82,86,37.2,91,85,Infected

+60,male,65,92,36.4,91,87,Infected

+61,female,80,86,37.5,91,68,Infected

+62,male,53,80,37.5,91,89,Infected

+63,male,86,89,37.8,91,79,Infected

+64,female,70,72,37.8,91,96,Infected

+65,male,84,69,38,91,86,Infected

+66,female,50,66,38,91,92,Infected

+67,male,40,67,38,91,86,Infected

+68,male,45,79,37.8,91,80,Infected

+69,female,66,65,36.5,91,89,Infected

+70,male,59,66,37.2,91,72,Infected

+71,female,23,70,37.2,91,66,Infected

+72,female,50,84,36.4,91,67,Infected

+73,male,43,68,37.5,91,66,Infected

+74,male,49,69,37.5,91,84,Infected

+75,male,42,76,37.8,91,69,Infected

+76,female,32,77,37.8,91,79,Infected

+77,male,22,79,38,91,83,Infected

+78,male,47,83,38,91,75,Infected

+79,male,52,75,38,91,74,Infected

+80,male,53,74,37.8,91,69,Infected

+81,male,46,69,36.5,91,74,Infected

+82,female,85,70,36.5,61.3,77,Infected

+83,female,69,69,36.5,61.3,70,Infected

+84,male,36,74,36.5,61.3,74,Infected

+85,male,73,76,37.5,88,87,Infected

+86,female,70,77,37.5,88,68,Infected

+87,male,81,77,37.8,98,66,Non Infected

+88,female,65,70,37.8,98,68,Non Infected

+89,male,42,74,38,93,72,Infected

+90,male,30,87,38,93,66,Infected

+91,female,29,68,38,98,72,Non Infected

+92,female,NA,66,37.8,97,68,Non Infected

+93,male,49,68,36.5,96,71,Non Infected

+94,male,23,72,37.8,92,64,Infected

+95,female,56,66,38,50,60,Infected

+96,male,39,71,38,97,87,Non Infected

+97,female,39,73,38,70,82,Infected

+98,female,34,72,37.8,70,85,Infected

+99,male,49,68,36.5,70,78,Infected

+100,male,70,71,36.5,70,69,Infected

+101,female,76,64,36.5,70,72,Infected

+102,male,72,90,39,95,75,Non Infected

+103,male,79,87,39,95,72,Non Infected

+104,male,55,92,39,95,70,Non Infected

+105,male,87,92,39,95,75,Non Infected

+106,female,66,92,36.9,92,89,Infected

+107,male,58,92,36.9,92,65,Infected

+108,male,66,89,36.9,92,63,Infected

+116,female,2,72,38,97,84,Non Infected

+117,male,NA,68,38,97,59,Non Infected

+118,female,59,77,38,97,73,Non Infected

+119,male,57,78,38,97,63,Non Infected

+120,female,68,83,38,97,64,Non Infected

+121,male,40,80,38,97,68,Non Infected

+122,male,46,82,38,97,82,Non Infected

+123,male,56,77,38,97,66,Non Infected

+124,female,29,84,38,97,67,Non Infected

+125,male,29,89,38,97,73,Non Infected

+126,male,57,79,38,97,69,Non Infected

+127,male,30,83,38,97,77,Non Infected

+128,female,33,84,38,97,78,Non Infected

+129,female,20,87,38,97,81,Non Infected

+130,female,24,85,38,97,65,Non Infected

+131,male,28,78,38,97,80,Non Infected

+132,male,41,88,38,97,72,Non Infected

+133,male,46,91,38,97,80,Non Infected

+134,female,45,87,38,97,83,Non Infected

+135,female,9,86,38,97,72,Non Infected

+136,male,40,83,38,97,64,Non Infected

+137,male,28,77,38,84,60,Infected

+138,male,27,83,38,84,63,Infected

+139,male,15,90,38,82,66,Infected

+140,female,42,80,38,82,82,Infected

+141,male,24,84,38.6,82,95,Infected

+142,female,32,86,39.6,82,95,Infected

+143,male,34,89,37.2,82,80,Infected

+144,male,63,65,38.6,82,88,Infected

+145,male,58,77,39.6,82,84,Infected

+146,male,NA,81,37.2,82,93,Infected

+147,male,NA,72,38.6,82,94,Infected

+148,male,NA,82,39.6,82,82,Infected

+149,male,49,93,37.2,82,76,Infected

+150,male,33,113,38,82,86,Infected

+151,female,55,84,38.6,82,68,Infected

+152,female,79,86,39.6,82,79,Infected

+153,female,19,91,37.2,82,73,Infected

+154,female,58,95,38.6,82,77,Infected

+155,female,39,98,39.6,82,88,Infected

+156,female,21,79,37.2,82,93,Infected

+157,female,30,85,38.6,82,79,Infected

+158,female,64,82,39.6,82,85,Infected

+159,male,44,85,37.2,82,68,Infected

+160,female,70,118,38.6,82,66,Infected

+161,female,52,94,39.6,82,66,Infected

+162,female,32,85,37.2,82,86,Infected

+163,male,33,78,37.2,82,89,Infected

+164,male,71,105,39.6,82,82,Infected

+165,male,31,103,37.2,82,84,Infected

+166,female,48,117,37.2,82,80,Infected

+167,female,19,87,39.6,82,72,Infected

+168,female,68,82,37.2,82,81,Infected

+169,male,71,101,37.2,82,88,Infected

+170,male,35,82,39.6,82,84,Infected

+171,female,4,63,37.2,82,84,Infected

+172,male,38,65,37.2,82,61,Infected

+173,female,69,63,39.6,82,75,Infected

+174,male,50,62,37.2,82,79,Infected

+175,male,78,69,37.2,82,84,Infected

+176,male,49,68,39.6,82,85,Infected

+177,male,34,65,37.2,82,80,Infected

+178,male,NA,59,37.2,82,78,Infected

+179,female,55,59,37.2,82,80,Infected

+180,female,36,61,37.2,82,85,Infected

+181,male,65,61,36.4,82,80,Infected

+182,male,38,62,37.5,82,78,Infected

+183,female,36,63,37.5,89,92,Infected

+184,male,18,65,37.8,89,94,Infected

+185,male,50,64,37.8,89,79,Infected

+186,female,40,59,38,85,81,Infected

+187,female,63,65,38,85,82,Infected

+188,female,47,64,38,85,86,Infected

+189,female,42,65,37.8,85,86,Infected

+190,male,48,60,36.5,85,77,Infected

+191,male,39,63,37.2,85,74,Infected

+192,female,41,62,39.6,85,76,Infected

+193,male,31,60,37.2,85,79,Infected

+194,male,27,62,37.2,85,81,Infected

+195,female,28,61,39.6,85,65,Infected

+196,female,51,61,37.2,85,74,Infected

+197,male,37,64,37.2,85,82,Infected

+198,male,48,61,37.2,85,79,Infected

+199,male,31,61,37.2,85,74,Infected

+200,female,30,60,36.4,85,70,Infected

+201,male,80,58,37.5,85,83,Infected

+202,female,NA,59,37.5,85,86,Infected

+203,NA,NA,60,37.8,85,62,Infected

+204,NA,9,61,37.8,85,63,Infected

+205,NA,NA,61,38,85,89,Infected

+206,NA,NA,59,38,85,89,Infected

+207,NA,NA,59,38,85,93,Infected

+208,NA,NA,60,37.8,85,76,Infected

+209,NA,NA,61,36.5,85,78,Infected

+210,female,33,63,37.2,85,73,Infected

+211,male,63,63,37.2,85,66,Infected

+212,male,55,64,36.4,85,83,Infected

+213,male,36,60,37.5,85,79,Infected

+214,male,60,59,37.5,85,84,Infected

+215,female,60,61,37.8,85,83,Infected

+216,NA,NA,64,37.8,85,81,Infected

+217,NA,NA,60,38,85,87,Infected

+218,NA,NA,60,38,85,83,Infected

+219,NA,NA,64,38,85,85,Infected

+220,NA,NA,66,37.8,85,96,Infected

+221,NA,NA,60,36.5,85,78,Infected

+222,NA,NA,63,36.5,85,75,Infected

+223,NA,NA,58,36.5,85,95,Infected

+224,NA,NA,66,36.5,85,88,Infected

+225,NA,NA,61,37.5,85,80,Infected

+226,male,NA,60,37.5,85,84,Infected

+227,female,58,61,37.8,85,70,Infected

+228,male,31,61,37.8,85,74,Infected

+229,NA,NA,63,38,85,81,Infected

+230,male,72,61,38,85,87,Infected

+231,male,NA,62,38,85,83,Infected

+232,male,50,63,37.8,85,88,Infected

+233,NA,65,62,36.5,85,88,Infected

+234,female,35,59,37.8,85,71,Infected

+235,male,NA,61,38,70,79,Infected

+236,female,23,61,38,70,80,Infected

+237,male,35,61,38,70,62,Infected

+238,male,45,63,37.8,70,74,Infected

+239,female,35,63,36.5,70,90,Infected

+240,male,45,67,36.5,70,76,Infected

+241,male,45,63,36.5,70,87,Infected

+242,male,65,63,39,70,81,Infected

+243,female,45,61,39,70,68,Infected

+244,female,45,59,39,70,87,Infected

+245,male,55,63,39,70,73,Infected

+246,male,55,62,36.9,70,83,Infected

+247,female,35,87,36.9,70,93,Infected

+248,female,25,110,36.9,92,77,Infected

+249,female,25,57,36.9,96,72,Non Infected

+250,male,45,81,36.9,98,75,Non Infected

+251,male,45,78,36.9,98,65,Non Infected

+252,male,35,78,36.9,98,70,Non Infected

+253,female,35,78,36.9,98,67,Non Infected

+254,female,55,76,36.9,98,74,Non Infected

+255,male,55,83,36.9,98,84,Non Infected

+256,male,45,87,38,98,76,Non Infected

+257,male,25,78,38,98,79,Non Infected

+258,male,55,87,38,98,81,Non Infected

+259,male,25,80,38,98,77,Non Infected

+260,male,45,79,38,98,59,Non Infected

+261,male,55,79,38,98,69,Non Infected

+262,NA,NA,99,38,98,90,Non Infected

+263,female,85,77,38,98,66,Non Infected

+264,male,75,105,38,98,69,Non Infected

+265,male,55,89,38,98,57,Non Infected

+266,male,25,84,38,98,66,Non Infected

+267,male,75,86,38,98,77,Non Infected

+268,female,65,79,38,90,58,Infected

+269,female,55,86,38,90,68,Infected

+270,male,75,87,38,90,68,Infected

+271,male,65,80,38,90,83,Infected

+272,male,55,75,38,90,81,Infected

+273,male,35,85,38,90,70,Infected

+274,male,55,110,38,90,67,Infected

+275,female,55,105,38,90,71,Infected

+276,male,65,76,38,90,89,Infected

+277,female,65,109,38,90,82,Infected

+278,female,65,79,38,90,85,Infected

+279,male,45,76,38,90,87,Infected

+280,male,65,72,38,90,75,Infected

+281,male,35,93,38,90,79,Infected

+282,male,65,82,38,90,106,Infected

+283,male,65,94,38,90,101,Infected

+284,male,65,83,38,89,80,Infected

+285,female,85,89,38,89,77,Infected

+286,female,55,88,38,89,65,Infected

+287,male,55,85,38,89,65,Infected

+288,male,55,91,38,89,66,Infected

+289,female,45,86,38,89,84,Infected

+290,male,65,85,38,89,46,Infected

+291,male,35,88,38,89,80,Infected

+292,male,85,97,38,89,96,Infected

+293,male,25,115,38,89,92,Infected

+294,male,55,91,38,89,90,Infected

+295,male,65,94,38,89,83,Infected

+296,male,85,80,38,89,96,Infected

+297,male,75,83,38,89,84,Infected

+298,male,65,92,38,89,88,Infected

+299,male,45,96,38,89,81,Infected

+300,male,65,90,38,89,78,Infected

+301,male,65,87,37.9,89,79,Infected

+302,male,75,48,37.9,89,59,Infected

+303,female,75,95,37.9,89,54,Infected

+304,female,75,87,37.9,89,86,Infected

+305,female,55,79,37.9,89,70,Infected

+306,male,55,75,37.9,89,58,Infected

+307,male,65,84,37.9,89,62,Infected

+308,male,45,84,37.9,89,69,Infected

+309,female,75,76,37.9,89,72,Infected

+310,male,85,81,37.9,89,79,Infected

+311,NA,NA,74,37.9,89,67,Infected

+312,NA,NA,84,37.9,67,66,Infected

+313,male,85,82,37.9,67,71,Infected

+314,male,85,80,37.9,85,61,Infected

+315,female,65,84,37.9,85,65,Infected

+316,male,5,78,37.9,85,74,Infected

+317,male,15,70,37.9,85,77,Infected

+318,female,45,80,37.9,85,63,Infected

+319,male,55,78,37.9,85,62,Infected

+320,NA,5,71,38.1,85,74,Infected

+321,female,55,91,38.1,85,58,Infected

+322,female,75,91,38.1,85,76,Infected

+323,female,55,80,38.1,85,68,Infected

+324,male,65,91,38.1,85,58,Infected

+325,male,85,91,38.9,85,58,Infected

+326,male,75,95,38.9,85,68,Infected

+327,female,25,88,38.9,85,84,Infected

+328,female,25,88,38.9,85,68,Infected

+329,male,55,94,38.9,85,81,Infected

+330,male,65,90,38.9,85,94,Infected

+331,male,45,94,39,85,82,Infected

+332,female,65,99,39,85,90,Infected

+333,female,55,93,39,85,67,Infected

+334,female,75,68,39,85,78,Infected

+335,male,85,75,39,85,70,Infected

+336,male,75,72,39,85,69,Infected

+337,female,55,78,39,85,73,Infected

+338,male,65,76,39,85,71,Infected

+339,female,55,78,39,85,65,Infected

+340,female,15,80,39,85,68,Infected

+341,female,55,85,39,85,81,Infected

+342,male,65,116,39,85,75,Infected

+343,female,65,78,39,85,85,Infected

+344,female,46,78,39,85,84,Infected

+345,male,65,80,39,85,87,Infected

+346,male,65,78,39,85,94,Infected

+347,female,65,80,39,85,81,Infected

+348,male,55,105,39,85,79,Infected

+349,male,55,119,39,85,71,Infected

+350,male,75,112,39,85,61,Infected

+351,female,75,100,37.6,84,59,Infected

+352,male,75,104,37.6,84,58,Infected

+353,male,45,93,37.6,84,57,Infected

+354,male,35,82,37.6,84,56,Infected

+355,female,65,81,37.6,84,58,Infected

+356,male,25,80,37.1,96,59,Non Infected

+357,male,75,82,37.1,96,58,Non Infected

+358,female,35,81,38.9,92,55,Infected

+359,male,85,109,38.9,75,58,Infected

+360,female,45,85,38.9,75,64,Infected

+361,female,25,77,38.9,75,72,Infected

+362,female,55,84,38.9,75,69,Infected

+363,male,55,88,38.9,75,78,Infected

+364,male,65,87,38.9,75,73,Infected

+365,female,75,90,38.9,75,73,Infected

+366,male,55,86,38.9,75,57,Infected

+367,female,25,92,38.9,75,56,Infected

+368,male,55,96,38.9,75,54,Infected

+369,male,55,96,38.9,75,61,Infected

+370,male,45,80,38.9,75,76,Infected

+371,male,55,67,38.9,75,68,Infected

+372,male,35,76,38.9,75,74,Infected

+373,female,55,82,38.9,75,72,Infected

+374,female,25,76,38.9,75,62,Infected

+375,female,25,69,38.9,75,62,Infected

+376,male,65,74,38.9,75,73,Infected

+377,male,55,71,38.9,75,71,Infected

+378,female,65,71,38.9,75,67,Infected

+379,female,65,73,38.9,75,58,Infected

+380,female,55,95,38.9,75,79,Infected

+381,female,75,81,38.9,75,79,Infected

+382,female,75,79,38.9,75,76,Infected

+383,female,45,77,38.9,75,80,Infected

+384,male,55,79,38.9,75,76,Infected

+385,male,65,84,38.9,75,76,Infected

+386,male,75,74,38.9,75,63,Infected

+387,male,25,83,38.9,75,54,Infected

+388,female,25,94,38.9,75,84,Infected

+389,male,75,91,38.9,75,77,Infected

+390,NA,NA,93,38.9,75,64,Infected

+391,female,75,99,38.9,75,57,Infected

+392,female,75,97,38.9,75,59,Infected

+393,male,45,107,38.9,75,55,Infected

+394,male,65,106,38.9,75,66,Infected

+395,female,45,104,38.9,75,72,Infected

+396,male,85,99,38.9,75,63,Infected

+397,male,75,90,38.9,75,72,Infected

+398,male,75,90,38.9,75,53,Infected

+399,male,55,97,38.9,75,69,Infected

+400,male,65,88,38.9,75,62,Infected

+401,male,75,91,38.9,75,55,Infected

+402,male,75,91,38.9,75,65,Infected

+403,female,75,88,38.9,75,57,Infected

+404,male,55,88,38.9,75,55,Infected

+405,female,55,87,38.9,75,80,Infected

+406,male,55,87,38.9,75,76,Infected

+407,male,55,93,38.5,75,55,Infected

+408,female,60,77,38.5,75,74,Infected

+409,male,45,86,38.5,75,56,Infected

+410,male,55,79,38.5,75,54,Infected

+411,male,55,83,38.5,75,55,Infected

+412,male,35,87,38.5,75,61,Infected

+413,male,75,90,38.5,75,59,Infected

+414,male,65,69,38.1,75,54,Infected

+415,male,45,68,38.1,75,55,Infected

+416,male,45,67,38.1,75,59,Infected

+417,male,5,67,38.1,75,59,Infected

+418,male,35,67,38.1,55,59,Infected

+419,male,5,65,38.1,55,55,Infected

+420,male,85,70,38.1,55,55,Infected

+421,male,35,61,38.1,55,59,Infected

+422,male,85,60,38.1,55,63,Infected

+423,male,65,59,38.1,40,63,Infected

+424,female,45,58,38.1,40,52,Infected

+425,female,65,58,38.1,20,54,Infected

+426,male,65,58,38.1,20,51,Infected

+427,male,40,56,38.1,20,50,Infected

+428,female,65,54,38.1,20,53,Infected

+429,male,11,54,38.1,70,56,Infected

+430,male,2,55,38.1,80,50,Infected

+432,female,36,55,38.1,45,52,Infected

+433,male,52,56,38.1,60,52,Infected

+434,female,49,58,38.1,25,53,Infected

+435,male,41,56,38.1,55,54,Infected

+436,male,63,57,38.1,55,52,Infected

+437,male,45,55,38.1,55,53,Infected

+438,male,9,57,38.1,55,54,Infected

+439,female,40,56,38.1,25,53,Infected

+440,female,37,58,38.1,25,54,Infected

+441,female,59,59,38.1,25,55,Infected

+442,female,67,60,38.1,90,55,Infected

+443,female,65,60,38.1,45,52,Infected

+444,male,31,58,38.1,45,67,Infected

+445,female,39,58,38.1,25,56,Infected

+446,male,27,59,38.1,65,54,Infected

+447,female,32,60,38.1,30,55,Infected

+448,female,83,61,38.1,25,57,Infected

+449,female,53,60,38.1,20,55,Infected

+450,male,32,62,38.1,20,55,Infected

+451,male,66,62,38.1,20,54,Infected

+452,female,53,61,38.1,40,56,Infected

+454,male,36,59,38.1,80,56,Infected

+455,female,56,60,38.1,80,57,Infected

+456,male,56,60,38.1,80,58,Infected

+457,male,35,63,38.1,80,56,Infected

+458,female,56,66,38.1,80,54,Infected

+459,male,56,63,38.1,80,57,Infected

+460,male,56,57,38.1,40,64,Infected

+461,female,31,61,38.1,80,53,Infected

+462,female,37,64,38.1,80,59,Infected

+464,male,31,62,38.1,70,52,Infected

+466,male,38,67,38.1,35,55,Infected

+467,female,47,66,38.1,35,56,Infected

+468,female,31,65,38.1,35,54,Infected

+469,female,28,65,38.1,35,58,Infected

+470,female,48,65,38.1,35,51,Infected

+471,female,44,64,38.1,35,51,Infected

+472,NA,NA,65,38.1,35,52,Infected

+473,NA,NA,64,38.1,35,56,Infected

+474,female,32,63,38.1,20,57,Infected

+475,male,NA,62,38.1,40,56,Infected

+476,female,42,65,38.1,40,55,Infected

+477,male,0.5,57,38.1,40,56,Infected

+478,male,45,58,38.1,40,56,Infected

+479,male,41,57,38.1,40,54,Infected

+480,male,27,58,38.1,40,54,Infected

+481,male,53,58,38.1,30,55,Infected

+482,female,42,58,38.1,30,54,Infected

+483,female,39,56,38.1,30,53,Infected

+484,female,40,55,38.1,40,52,Infected

+485,male,64,56,38.1,20,56,Infected

+486,female,38,60,38.1,20,55,Infected

+487,male,53,57,38.1,20,51,Infected

+488,female,52,57,38.1,20,56,Infected

+489,male,51,56,38.1,25,56,Infected

+490,male,36,56,38.1,40,53,Infected

+491,male,71,60,38.1,35,56,Infected

+492,male,39,59,38.1,55,54,Infected

+493,male,54,63,38.1,55,53,Infected

+494,male,37,62,38.1,55,56,Infected

+495,female,2,61,38.1,30,50,Infected

+496,male,35,57,38.1,30,57,Infected

+497,male,39,58,38.1,30,56,Infected

+498,male,34,95,38.1,30,52,Infected

+499,male,46,78,38.1,30,51,Infected

+500,male,62,83,39,30,63,Infected

+501,male,48,78,39,30,52,Infected

+502,male,37,72,39,30,54,Infected

+503,male,54,61,39,30,54,Infected

+504,female,55,69,39,30,54,Infected

+505,male,30,72,39,30,51,Infected

+506,male,30,74,39,30,54,Infected

+507,male,26,73,39,30,51,Infected

+508,male,55,70,39,30,53,Infected

+509,male,61,73,39,30,53,Infected

+510,female,51,71,39,30,50,Infected

+511,male,57,68,39,30,51,Infected

+512,female,44,66,39,30,53,Infected

+513,female,54,69,39,30,53,Infected

+514,male,50,78,39,30,53,Infected

+515,female,61,77,39,30,52,Infected

+516,male,28,74,39,30,53,Infected

+517,female,56,69,39,30,54,Infected

+518,female,79,67,39,30,53,Infected

+519,male,26,66,39,30,59,Infected

+520,female,27,64,39,30,53,Infected

+521,male,25,72,39,30,53,Infected

+522,male,40,66,39,30,56,Infected

+523,male,43,60,39,30,55,Infected

+524,male,29,67,39,30,53,Infected

+525,female,71,69,39,30,52,Infected

+526,male,1,73,39,30,52,Infected

+527,male,35,72,39,30,52,Infected

+528,female,57,64,39,30,52,Infected

+529,female,35,61,39,30,54,Infected

+530,female,38,71,39,30,51,Infected

+531,male,50,72,39,30,54,Infected

+532,female,57,68,39,30,55,Infected

+533,male,54,75,39,30,55,Infected

+534,female,35,66,39,30,54,Infected

+535,male,36,70,39,30,52,Infected

+536,male,24,77,39,30,50,Infected

+537,male,32,73,39,30,50,Infected

+538,female,30,69,39,30,53,Infected

+539,male,41,65,39,30,51,Infected

+540,female,75,68,39,30,50,Infected

+541,female,58,67,39,30,58,Infected

+542,male,47,72,39,30,57,Infected

+543,male,38,73,39,30,55,Infected

+544,female,35,68,39,30,54,Infected

+545,male,55,71,39,30,52,Infected

+546,male,54,81,39,30,52,Infected

+547,male,55,83,39,30,52,Infected

+548,male,32,67,37.6,30,55,Infected

+549,male,56,76,37.6,30,56,Infected

+550,male,28,74,37.6,30,56,Infected

+551,female,62,56,37.6,30,58,Infected

+552,female,28,68,37.6,30,57,Infected

+553,female,52,75,37.6,30,54,Infected

+554,male,25,77,37.6,30,78,Infected

+555,male,48,73,37.6,30,76,Infected

+556,male,28,70,37.6,30,58,Infected

+557,female,40,80,37.6,30,52,Infected

+558,male,43,66,37.6,30,54,Infected

+559,female,42,67,37.6,30,54,Infected

+560,male,37,70,37.6,30,57,Infected

+561,female,21,76,37.6,30,61,Infected

+562,male,36,77,37.6,30,59,Infected

+563,female,41,67,37.6,30,60,Infected

+564,female,59,67,37.6,30,94,Infected

+565,male,46,73,37.6,30,57,Infected

+566,female,58,72,37.6,30,53,Infected

+567,male,28,68,37.6,30,54,Infected

+568,female,73,70,37.6,30,57,Infected

+569,male,51,68,37.3,97,88,Non Infected

+570,female,37,69,37.3,97,88,Non Infected

+571,female,30,64,37.3,97,91,Non Infected

+572,male,82,72,37.3,97,86,Non Infected

+573,female,68,73,37.3,97,83,Non Infected

+574,female,61,64,37.3,97,78,Non Infected

+575,female,11,71,38.3,70,70,Infected

+576,female,40,67,38.3,70,60,Infected

+577,male,24,69,38.3,70,58,Infected

+578,female,26,73,38.1,70,67,Infected

+579,female,48,67,38.1,70,56,Infected

+580,male,49,70,38.1,70,57,Infected

+581,female,57,74,38.1,70,58,Infected

+582,female,61,70,38.1,70,59,Infected

+583,male,77,69,38.1,70,56,Infected

+584,female,69,69,38.1,70,53,Infected

+585,female,29,68,38.1,70,55,Infected

+586,female,58,71,38.1,98,55,Non Infected

+587,female,46,60,38.1,98,55,Non Infected

+588,female,54,64,38.1,98,55,Non Infected

+589,male,28,62,38.1,98,51,Non Infected

+590,female,63,64,40,93,51,Infected

+591,female,72,62,38.5,93,49,Infected

+592,male,58,80,38.5,93,49,Infected

+593,male,76,69,37.7,95,51,Non Infected

+594,female,61,82,37.7,95,54,Non Infected

+595,male,24,89,37.7,95,52,Non Infected

+596,female,38,75,38,90,52,Infected

+597,male,57,69,38,90,52,Infected

+598,male,59,72,38,95,56,Non Infected

+599,male,75,66,39.6,80,55,Infected

+600,male,30,113,38.5,79,54,Infected

+601,female,26,102,38.5,79,61,Infected

+602,female,34,108,38.5,79,62,Infected

+603,female,59,62,38.5,79,62,Infected

+604,female,58,77,38.5,79,63,Infected

+605,male,60,77,38.5,79,69,Infected

+606,female,52,90,38.5,79,54,Infected

+607,female,59,87,38.5,79,53,Infected

+608,female,50,87,38.5,79,57,Infected

+609,male,22,88,38.5,79,52,Infected

+610,female,30,88,38.5,79,52,Infected

+611,female,56,88,38.5,79,55,Infected

+612,male,29,90,38,79,50,Infected

+613,female,48,90,38.2,87,55,Infected

+614,female,56,85,38.2,66,56,Infected

+615,female,39,83,38.2,66,55,Infected

+616,female,20,93,38.2,66,56,Infected

+617,male,49,94,36.1,66,58,Infected

+618,female,23,93,36.1,66,59,Infected

+619,male,36,92,36.1,66,57,Infected

+620,female,57,91,36.1,66,59,Infected

+621,male,55,92,37.5,66,60,Infected

+622,female,22,92,36,97,60,Non Infected

+623,female,34,91,39.1,97,58,Non Infected

+624,female,65,93,36.8,97,58,Non Infected

+625,male,64,89,38.3,88,57,Infected

+626,NA,NA,90,40,88,57,Infected

+627,NA,NA,90,37,88,57,Infected

+628,NA,NA,91,36.7,88,60,Infected

+629,NA,NA,92,36.8,88,62,Infected

+630,NA,NA,93,38.5,88,61,Infected

+631,NA,NA,92,38.5,88,69,Infected

+632,NA,NA,95,38.5,88,60,Infected

+633,NA,NA,96,39.4,88,60,Infected

+634,NA,NA,95,39.4,90,60,Infected

+635,NA,NA,96,39.4,90,55,Infected

+636,NA,NA,97,36.8,95,55,Non Infected

+637,NA,NA,101,36.8,95,61,Non Infected

+638,NA,NA,99,36.8,95,60,Non Infected

+639,NA,NA,99,36.8,95,93,Non Infected

+640,NA,NA,97,36.8,95,90,Non Infected

+641,NA,NA,96,39,95,83,Non Infected

+642,NA,NA,96,39,95,98,Non Infected

+643,NA,NA,97,39,85,75,Infected

+644,NA,NA,96,39,85,89,Infected

+645,NA,NA,95,39,85,94,Infected

+646,NA,NA,96,39,85,86,Infected

+647,NA,NA,97,38.2,92,88,Infected

+648,male,67,96,38.2,92,96,Infected

+649,male,74,96,38.2,92,83,Infected

+650,male,35,96,38.2,92,100,Infected

+651,male,62,96,38.2,92,88,Infected

+652,male,58,96,38.2,92,72,Infected

+653,male,62,97,38.2,92,50,Infected

+654,male,41,96,38.2,92,52,Infected

+655,male,36,97,38.2,92,48,Infected

+656,female,69,96,38.2,92,55,Infected

+657,male,75,96,38.5,85,50,Infected

+658,female,55,96,38.5,85,53,Infected

+659,female,55,97,38.5,85,66,Infected

+660,male,55,97,38.5,85,68,Infected

+661,female,50,97,38.5,85,64,Infected

+662,female,50,100,38.5,85,60,Infected

+663,female,70,101,38.5,85,72,Infected

+664,female,70,99,38.5,85,63,Infected

+665,male,55,96,38.5,85,70,Infected

+666,male,NA,96,38.5,85,71,Infected

+667,female,NA,96,38.5,85,72,Infected

+668,male,55,96,38.5,85,63,Infected

+669,male,45,95,38.5,85,62,Infected

+670,female,25,94,38.5,85,82,Infected

+671,male,55,93,38.5,85,80,Infected

+672,female,55,92,38.5,85,78,Infected

+673,female,45,91,38.5,85,67,Infected

+674,male,25,90,38.5,85,70,Infected

+675,male,25,90,38.5,85,61,Infected

+676,male,65,90,38.5,85,64,Infected

+677,male,55,89,38.5,85,77,Infected

+678,female,85,89,38.5,85,72,Infected

+679,male,35,88,38.5,85,71,Infected

+680,female,65,90,38.5,85,68,Infected

+681,female,60,91,38.5,85,76,Infected

+682,female,45,93,38.5,85,55,Infected

+683,female,25,96,38.5,85,84,Infected

+684,male,85,96,38.5,85,87,Infected

+685,male,55,95,38.5,85,94,Infected

+686,male,45,95,38.5,85,65,Infected

+687,female,75,97,38.5,85,66,Infected

+688,male,NA,98,38.5,85,64,Infected

+689,female,35,99,38.5,85,55,Infected

+690,male,35,100,38.5,85,49,Infected

+691,female,55,102,38.5,85,52,Infected

+692,female,61,102,38.5,85,58,Infected

+693,female,74,101,38.5,85,53,Infected

+694,male,68,103,38.5,85,54,Infected

+695,female,73,99,38.5,85,51,Infected

+696,male,NA,97,38.5,85,53,Infected

+697,female,33,97,38.5,85,61,Infected

+698,female,57,98,38.5,85,56,Infected

+699,female,73,98,38.5,85,62,Infected

+700,NA,6,98,38.5,85,55,Infected

+701,NA,60,99,38.5,85,57,Infected

+702,NA,NA,99,38.5,85,68,Infected

+703,NA,NA,100,38.5,85,75,Infected

+704,NA,NA,102,38.5,85,68,Infected

+705,NA,NA,103,38.5,85,53,Infected

+706,NA,NA,103,38.5,85,47,Infected

+707,NA,NA,102,38.5,85,53,Infected

+708,NA,NA,102,38.5,85,50,Infected

+709,NA,NA,103,38.5,85,69,Infected

+710,NA,NA,103,38.5,85,58,Infected

+711,male,50,106,38.5,85,54,Infected

+712,NA,NA,106,38.5,85,66,Infected

+713,NA,NA,106,38.5,85,74,Infected

+714,NA,NA,107,38.5,85,91,Infected

+715,male,70,106,38.5,85,51,Infected

+716,NA,NA,107,38.5,85,59,Infected

+717,NA,NA,106,38.5,85,65,Infected

+718,NA,NA,106,38.5,85,79,Infected

+719,NA,NA,107,38.5,85,103,Infected

+720,NA,NA,107,38.5,85,56,Infected

+721,NA,NA,107,38.5,85,55,Infected

+722,NA,NA,106,38.5,85,72,Infected

+723,NA,NA,106,38.5,85,49,Infected

+724,female,54,106,38.5,85,78,Infected

+725,female,35,107,38.5,85,71,Infected

+726,female,60,109,38.5,85,55,Infected

+727,female,31,111,38.5,85,59,Infected

+728,male,29,110,38.5,85,52,Infected

+729,male,NA,109,38.5,85,54,Infected

+730,female,NA,110,38.5,85,73,Infected

+731,male,8,106,38.5,65,65,Infected

+732,male,25,106,38.5,65,73,Infected

+734,female,61,107,38.5,35,75,Infected

+735,male,NA,107,38.5,35,75,Infected

+750,NA,NA,109,38.5,40,75,Infected

+751,male,66,109,38.5,65,78,Infected

+752,male,28,109,38.5,45,73,Infected

+753,NA,NA,110,38.5,45,75,Infected

+754,NA,NA,110,38.5,99,64,Non Infected

+755,NA,NA,108,38.5,99,94,Non Infected

+756,NA,NA,109,38.5,99,75,Non Infected

+757,NA,NA,110,38.5,99,100,Non Infected

+758,NA,NA,110,38.5,87.3,100,Non infected

+759,male,30,111,38.5,87.3,68,Infected

+760,female,42,112,38.5,87.3,83,Infected

+761,female,16,110,38.5,87.3,105,Non Infected

+762,NA,49,110,38.5,87.3,104,Non Infected

+763,female,29,110,38.5,87.3,94,Infected

+764,female,55,109,38.5,87.3,82,Infected

+765,NA,0.25,111,38.5,87.3,87,Infected

+766,male,50,111,38.5,87.3,76,Infected

+767,male,35,110,38.5,87.3,83,Infected

+768,male,43,112,38.5,87.3,78,Infected

+769,male,53,113,38.5,87.3,69,Infected

+770,male,55,114,38.5,87.3,72,Infected

+771,female,21,114,38.5,87.3,74,Infected

+772,male,44,114,38.5,87.3,63,Infected

+773,male,65,113,38.5,87.3,84,Infected

+774,female,45,111,38.5,87.3,84,Infected

+775,female,42,112,38.5,87.3,69,Infected

+776,male,60,112,38.5,87.3,68,Infected

+777,female,60,111,38.5,87.3,82,Infected

+778,female,25,112,38.5,87.3,78,Infected

+779,male,8,112,38.5,87.3,72,Infected

+780,male,37,110,38.5,87.3,75,Infected

+781,female,37,109,38.5,87.3,68,Infected

+782,male,56,109,38.5,87.3,79,Infected

+783,female,55,111,38.5,87.3,74,Infected

+784,male,45,111,38.5,87.3,74,Infected

+785,female,25,111,38.5,87.3,67,Infected

+786,female,55,111,38.5,87.3,65,Infected

+787,male,35,111,38.5,87.3,71,Infected

+788,female,35,111,38.5,87.3,73,Infected

+789,female,35,111,38.5,87.3,63,Infected

+790,female,35,108,38.5,87.3,66,Infected

+791,female,25,110,38.5,87.3,74,Infected

+792,male,45,112,38.5,87.3,68,Infected

+793,female,65,113,38.5,87.3,91,Infected

+794,male,60,113,38.5,87.3,94,Infected

+795,female,40,112,38.5,87.3,81,Infected

+796,male,33,112,38.5,87.3,68,Infected

+797,NA,NA,112,38.5,87.3,63,Infected

+798,NA,NA,108,38.5,87.3,80,Infected

+799,NA,NA,108,38.5,87.3,77,Infected

+800,male,NA,109,38.5,87.3,72,Infected

+801,NA,NA,109,38.5,87.3,105,Non infected

+802,male,52,108,38.5,87.3,99,Non infected

+803,male,33,108,38.5,87.3,71,Infected

+804,NA,NA,111,38.5,87.3,67,Infected

+805,NA,NA,112,38.5,87.3,74,Infected

+806,NA,NA,112,38.5,87.3,64,Infected

+807,male,58,112,38.5,87.3,73,Infected

+808,female,NA,111,38.5,87.3,75,Infected

+809,female,NA,110,38.5,87.3,70,Infected

+810,male,49,109,38.5,87.3,80,Infected

+811,NA,NA,110,38.5,87.3,73,Infected

+812,male,25,111,38.5,87.3,79,Infected

+813,male,60,111,38.5,87.3,69,Infected

+814,female,24,108,38.5,87.3,84,Infected

+815,male,32,109,38.5,87.3,81,Infected

+816,male,47,109,38.5,87.3,72,Infected

+817,female,46,111,38.5,87.3,77,Infected

+818,male,41,114,38.5,87.3,76,Infected

+819,NA,NA,114,38.5,87.3,86,Infected

+820,NA,NA,113,38.5,87.3,87,Infected

+821,NA,NA,114,38.5,87.3,83,Infected

+822,NA,NA,114,38.5,87.3,80,Infected

+823,NA,NA,115,38.5,87.3,93,Infected

+824,NA,NA,112,38.5,87.3,83,Infected

+825,NA,NA,112,38.5,87.3,77,Infected

+826,NA,NA,112,38.5,87.3,91,Infected

+,,,,,,,

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diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/CameraWebServer.ino b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/CameraWebServer.ino
new file mode 100644
index 0000000..14c0c05
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/CameraWebServer.ino
@@ -0,0 +1,156 @@
+#include "esp_camera.h"
+#include <WiFi.h>
+
+//
+// WARNING!!! PSRAM IC required for UXGA resolution and high JPEG quality
+//            Ensure ESP32 Wrover Module or other board with PSRAM is selected
+//            Partial images will be transmitted if image exceeds buffer size
+//
+//            You must select partition scheme from the board menu that has at least 3MB APP space.
+//            Face Recognition is DISABLED for ESP32 and ESP32-S2, because it takes up from 15
+//            seconds to process single frame. Face Detection is ENABLED if PSRAM is enabled as well
+
+// ===================
+// Select camera model
+// ===================
+//#define CAMERA_MODEL_WROVER_KIT // Has PSRAM
+// #define CAMERA_MODEL_ESP_EYE  // Has PSRAM
+//#define CAMERA_MODEL_ESP32S3_EYE // Has PSRAM
+//#define CAMERA_MODEL_M5STACK_PSRAM // Has PSRAM
+//#define CAMERA_MODEL_M5STACK_V2_PSRAM // M5Camera version B Has PSRAM
+//#define CAMERA_MODEL_M5STACK_WIDE // Has PSRAM
+//#define CAMERA_MODEL_M5STACK_ESP32CAM // No PSRAM
+//#define CAMERA_MODEL_M5STACK_UNITCAM // No PSRAM
+//#define CAMERA_MODEL_M5STACK_CAMS3_UNIT  // Has PSRAM
+#define CAMERA_MODEL_AI_THINKER // Has PSRAM
+//#define CAMERA_MODEL_TTGO_T_JOURNAL // No PSRAM
+//#define CAMERA_MODEL_XIAO_ESP32S3 // Has PSRAM
+// ** Espressif Internal Boards **
+//#define CAMERA_MODEL_ESP32_CAM_BOARD
+//#define CAMERA_MODEL_ESP32S2_CAM_BOARD
+//#define CAMERA_MODEL_ESP32S3_CAM_LCD
+//#define CAMERA_MODEL_DFRobot_FireBeetle2_ESP32S3 // Has PSRAM
+//#define CAMERA_MODEL_DFRobot_Romeo_ESP32S3 // Has PSRAM
+#include "camera_pins.h"
+
+// ===========================
+// Enter your WiFi credentials
+// ===========================
+const char *ssid = "Mi_11x";
+const char *password = "98765432@#@";
+
+void startCameraServer();
+void setupLedFlash(int pin);
+
+void setup() {
+  Serial.begin(115200);
+  Serial.setDebugOutput(true);
+  Serial.println();
+
+  camera_config_t config;
+  config.ledc_channel = LEDC_CHANNEL_0;
+  config.ledc_timer = LEDC_TIMER_0;
+  config.pin_d0 = Y2_GPIO_NUM;
+  config.pin_d1 = Y3_GPIO_NUM;
+  config.pin_d2 = Y4_GPIO_NUM;
+  config.pin_d3 = Y5_GPIO_NUM;
+  config.pin_d4 = Y6_GPIO_NUM;
+  config.pin_d5 = Y7_GPIO_NUM;
+  config.pin_d6 = Y8_GPIO_NUM;
+  config.pin_d7 = Y9_GPIO_NUM;
+  config.pin_xclk = XCLK_GPIO_NUM;
+  config.pin_pclk = PCLK_GPIO_NUM;
+  config.pin_vsync = VSYNC_GPIO_NUM;
+  config.pin_href = HREF_GPIO_NUM;
+  config.pin_sccb_sda = SIOD_GPIO_NUM;
+  config.pin_sccb_scl = SIOC_GPIO_NUM;
+  config.pin_pwdn = PWDN_GPIO_NUM;
+  config.pin_reset = RESET_GPIO_NUM;
+  config.xclk_freq_hz = 20000000;
+  config.frame_size = FRAMESIZE_UXGA;
+  config.pixel_format = PIXFORMAT_JPEG;  // for streaming
+  //config.pixel_format = PIXFORMAT_RGB565; // for face detection/recognition
+  config.grab_mode = CAMERA_GRAB_WHEN_EMPTY;
+  config.fb_location = CAMERA_FB_IN_PSRAM;
+  config.jpeg_quality = 12;
+  config.fb_count = 1;
+
+  // if PSRAM IC present, init with UXGA resolution and higher JPEG quality
+  //                      for larger pre-allocated frame buffer.
+  if (config.pixel_format == PIXFORMAT_JPEG) {
+    if (psramFound()) {
+      config.jpeg_quality = 10;
+      config.fb_count = 2;
+      config.grab_mode = CAMERA_GRAB_LATEST;
+    } else {
+      // Limit the frame size when PSRAM is not available
+      config.frame_size = FRAMESIZE_SVGA;
+      config.fb_location = CAMERA_FB_IN_DRAM;
+    }
+  } else {
+    // Best option for face detection/recognition
+    config.frame_size = FRAMESIZE_240X240;
+#if CONFIG_IDF_TARGET_ESP32S3
+    config.fb_count = 2;
+#endif
+  }
+
+#if defined(CAMERA_MODEL_ESP_EYE)
+  pinMode(13, INPUT_PULLUP);
+  pinMode(14, INPUT_PULLUP);
+#endif
+
+  // camera init
+  esp_err_t err = esp_camera_init(&config);
+  if (err != ESP_OK) {
+    Serial.printf("Camera init failed with error 0x%x", err);
+    return;
+  }
+
+  sensor_t *s = esp_camera_sensor_get();
+  // initial sensors are flipped vertically and colors are a bit saturated
+  if (s->id.PID == OV3660_PID) {
+    s->set_vflip(s, 1);        // flip it back
+    s->set_brightness(s, 1);   // up the brightness just a bit
+    s->set_saturation(s, -2);  // lower the saturation
+  }
+  // drop down frame size for higher initial frame rate
+  if (config.pixel_format == PIXFORMAT_JPEG) {
+    s->set_framesize(s, FRAMESIZE_QVGA);
+  }
+
+#if defined(CAMERA_MODEL_M5STACK_WIDE) || defined(CAMERA_MODEL_M5STACK_ESP32CAM)
+  s->set_vflip(s, 1);
+  s->set_hmirror(s, 1);
+#endif
+
+#if defined(CAMERA_MODEL_ESP32S3_EYE)
+  s->set_vflip(s, 1);
+#endif
+
+// Setup LED FLash if LED pin is defined in camera_pins.h
+#if defined(LED_GPIO_NUM)
+  setupLedFlash(LED_GPIO_NUM);
+#endif
+
+  WiFi.begin(ssid, password);
+  WiFi.setSleep(false);
+
+  while (WiFi.status() != WL_CONNECTED) {
+    delay(500);
+    Serial.print(".");
+  }
+  Serial.println("");
+  Serial.println("WiFi connected");
+
+  startCameraServer();
+
+  Serial.print("Camera Ready! Use 'http://");
+  Serial.print(WiFi.localIP());
+  Serial.println("' to connect");
+}
+
+void loop() {
+  // Do nothing. Everything is done in another task by the web server
+  delay(10000);
+}
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/app_httpd.cpp b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/app_httpd.cpp
new file mode 100644
index 0000000..9f78de5
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/app_httpd.cpp
@@ -0,0 +1,1327 @@
+// Copyright 2015-2016 Espressif Systems (Shanghai) PTE LTD
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+#include "esp_http_server.h"
+#include "esp_timer.h"
+#include "esp_camera.h"
+#include "img_converters.h"
+#include "fb_gfx.h"
+#include "esp32-hal-ledc.h"
+#include "sdkconfig.h"
+#include "camera_index.h"
+
+#if defined(ARDUINO_ARCH_ESP32) && defined(CONFIG_ARDUHAL_ESP_LOG)
+#include "esp32-hal-log.h"
+#endif
+
+// Face Detection will not work on boards without (or with disabled) PSRAM
+#ifdef BOARD_HAS_PSRAM
+// Face Recognition takes upward from 15 seconds per frame on chips other than ESP32S3
+// Makes no sense to have it enabled for them
+#if CONFIG_IDF_TARGET_ESP32S3
+#define CONFIG_ESP_FACE_RECOGNITION_ENABLED 1
+#define CONFIG_ESP_FACE_DETECT_ENABLED      1
+#else
+#define CONFIG_ESP_FACE_RECOGNITION_ENABLED 0
+#define CONFIG_ESP_FACE_DETECT_ENABLED      0
+#endif
+#else
+#define CONFIG_ESP_FACE_DETECT_ENABLED      0
+#define CONFIG_ESP_FACE_RECOGNITION_ENABLED 0
+#endif
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+
+#include <vector>
+#include "human_face_detect_msr01.hpp"
+#include "human_face_detect_mnp01.hpp"
+
+#define TWO_STAGE 1 /*<! 1: detect by two-stage which is more accurate but slower(with keypoints). */
+                    /*<! 0: detect by one-stage which is less accurate but faster(without keypoints). */
+
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+#pragma GCC diagnostic ignored "-Wformat"
+#pragma GCC diagnostic ignored "-Wstrict-aliasing"
+#include "face_recognition_tool.hpp"
+#include "face_recognition_112_v1_s16.hpp"
+#include "face_recognition_112_v1_s8.hpp"
+#pragma GCC diagnostic error "-Wformat"
+#pragma GCC diagnostic warning "-Wstrict-aliasing"
+
+#define QUANT_TYPE 0  //if set to 1 => very large firmware, very slow, reboots when streaming...
+
+#define FACE_ID_SAVE_NUMBER 7
+#endif
+
+#define FACE_COLOR_WHITE  0x00FFFFFF
+#define FACE_COLOR_BLACK  0x00000000
+#define FACE_COLOR_RED    0x000000FF
+#define FACE_COLOR_GREEN  0x0000FF00
+#define FACE_COLOR_BLUE   0x00FF0000
+#define FACE_COLOR_YELLOW (FACE_COLOR_RED | FACE_COLOR_GREEN)
+#define FACE_COLOR_CYAN   (FACE_COLOR_BLUE | FACE_COLOR_GREEN)
+#define FACE_COLOR_PURPLE (FACE_COLOR_BLUE | FACE_COLOR_RED)
+#endif
+
+// Enable LED FLASH setting
+#define CONFIG_LED_ILLUMINATOR_ENABLED 1
+
+// LED FLASH setup
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+
+#define LED_LEDC_GPIO            22  //configure LED pin
+#define CONFIG_LED_MAX_INTENSITY 255
+
+int led_duty = 0;
+bool isStreaming = false;
+
+#endif
+
+typedef struct {
+  httpd_req_t *req;
+  size_t len;
+} jpg_chunking_t;
+
+#define PART_BOUNDARY "123456789000000000000987654321"
+static const char *_STREAM_CONTENT_TYPE = "multipart/x-mixed-replace;boundary=" PART_BOUNDARY;
+static const char *_STREAM_BOUNDARY = "\r\n--" PART_BOUNDARY "\r\n";
+static const char *_STREAM_PART = "Content-Type: image/jpeg\r\nContent-Length: %u\r\nX-Timestamp: %d.%06d\r\n\r\n";
+
+httpd_handle_t stream_httpd = NULL;
+httpd_handle_t camera_httpd = NULL;
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+
+static int8_t detection_enabled = 0;
+
+// #if TWO_STAGE
+// static HumanFaceDetectMSR01 s1(0.1F, 0.5F, 10, 0.2F);
+// static HumanFaceDetectMNP01 s2(0.5F, 0.3F, 5);
+// #else
+// static HumanFaceDetectMSR01 s1(0.3F, 0.5F, 10, 0.2F);
+// #endif
+
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+static int8_t recognition_enabled = 0;
+static int8_t is_enrolling = 0;
+
+#if QUANT_TYPE
+// S16 model
+FaceRecognition112V1S16 recognizer;
+#else
+// S8 model
+FaceRecognition112V1S8 recognizer;
+#endif
+#endif
+
+#endif
+
+typedef struct {
+  size_t size;   //number of values used for filtering
+  size_t index;  //current value index
+  size_t count;  //value count
+  int sum;
+  int *values;  //array to be filled with values
+} ra_filter_t;
+
+static ra_filter_t ra_filter;
+
+static ra_filter_t *ra_filter_init(ra_filter_t *filter, size_t sample_size) {
+  memset(filter, 0, sizeof(ra_filter_t));
+
+  filter->values = (int *)malloc(sample_size * sizeof(int));
+  if (!filter->values) {
+    return NULL;
+  }
+  memset(filter->values, 0, sample_size * sizeof(int));
+
+  filter->size = sample_size;
+  return filter;
+}
+
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+static int ra_filter_run(ra_filter_t *filter, int value) {
+  if (!filter->values) {
+    return value;
+  }
+  filter->sum -= filter->values[filter->index];
+  filter->values[filter->index] = value;
+  filter->sum += filter->values[filter->index];
+  filter->index++;
+  filter->index = filter->index % filter->size;
+  if (filter->count < filter->size) {
+    filter->count++;
+  }
+  return filter->sum / filter->count;
+}
+#endif
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+static void rgb_print(fb_data_t *fb, uint32_t color, const char *str) {
+  fb_gfx_print(fb, (fb->width - (strlen(str) * 14)) / 2, 10, color, str);
+}
+
+static int rgb_printf(fb_data_t *fb, uint32_t color, const char *format, ...) {
+  char loc_buf[64];
+  char *temp = loc_buf;
+  int len;
+  va_list arg;
+  va_list copy;
+  va_start(arg, format);
+  va_copy(copy, arg);
+  len = vsnprintf(loc_buf, sizeof(loc_buf), format, arg);
+  va_end(copy);
+  if (len >= sizeof(loc_buf)) {
+    temp = (char *)malloc(len + 1);
+    if (temp == NULL) {
+      return 0;
+    }
+  }
+  vsnprintf(temp, len + 1, format, arg);
+  va_end(arg);
+  rgb_print(fb, color, temp);
+  if (len > 64) {
+    free(temp);
+  }
+  return len;
+}
+#endif
+static void draw_face_boxes(fb_data_t *fb, std::list<dl::detect::result_t> *results, int face_id) {
+  int x, y, w, h;
+  uint32_t color = FACE_COLOR_YELLOW;
+  if (face_id < 0) {
+    color = FACE_COLOR_RED;
+  } else if (face_id > 0) {
+    color = FACE_COLOR_GREEN;
+  }
+  if (fb->bytes_per_pixel == 2) {
+    //color = ((color >> 8) & 0xF800) | ((color >> 3) & 0x07E0) | (color & 0x001F);
+    color = ((color >> 16) & 0x001F) | ((color >> 3) & 0x07E0) | ((color << 8) & 0xF800);
+  }
+  int i = 0;
+  for (std::list<dl::detect::result_t>::iterator prediction = results->begin(); prediction != results->end(); prediction++, i++) {
+    // rectangle box
+    x = (int)prediction->box[0];
+    y = (int)prediction->box[1];
+    w = (int)prediction->box[2] - x + 1;
+    h = (int)prediction->box[3] - y + 1;
+    if ((x + w) > fb->width) {
+      w = fb->width - x;
+    }
+    if ((y + h) > fb->height) {
+      h = fb->height - y;
+    }
+    fb_gfx_drawFastHLine(fb, x, y, w, color);
+    fb_gfx_drawFastHLine(fb, x, y + h - 1, w, color);
+    fb_gfx_drawFastVLine(fb, x, y, h, color);
+    fb_gfx_drawFastVLine(fb, x + w - 1, y, h, color);
+#if TWO_STAGE
+    // landmarks (left eye, mouth left, nose, right eye, mouth right)
+    int x0, y0, j;
+    for (j = 0; j < 10; j += 2) {
+      x0 = (int)prediction->keypoint[j];
+      y0 = (int)prediction->keypoint[j + 1];
+      fb_gfx_fillRect(fb, x0, y0, 3, 3, color);
+    }
+#endif
+  }
+}
+
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+static int run_face_recognition(fb_data_t *fb, std::list<dl::detect::result_t> *results) {
+  std::vector<int> landmarks = results->front().keypoint;
+  int id = -1;
+
+  Tensor<uint8_t> tensor;
+  tensor.set_element((uint8_t *)fb->data).set_shape({fb->height, fb->width, 3}).set_auto_free(false);
+
+  int enrolled_count = recognizer.get_enrolled_id_num();
+
+  if (enrolled_count < FACE_ID_SAVE_NUMBER && is_enrolling) {
+    id = recognizer.enroll_id(tensor, landmarks, "", true);
+    log_i("Enrolled ID: %d", id);
+    rgb_printf(fb, FACE_COLOR_CYAN, "ID[%u]", id);
+  }
+
+  face_info_t recognize = recognizer.recognize(tensor, landmarks);
+  if (recognize.id >= 0) {
+    rgb_printf(fb, FACE_COLOR_GREEN, "ID[%u]: %.2f", recognize.id, recognize.similarity);
+  } else {
+    rgb_print(fb, FACE_COLOR_RED, "Intruder Alert!");
+  }
+  return recognize.id;
+}
+#endif
+#endif
+
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+void enable_led(bool en) {  // Turn LED On or Off
+  int duty = en ? led_duty : 0;
+  if (en && isStreaming && (led_duty > CONFIG_LED_MAX_INTENSITY)) {
+    duty = CONFIG_LED_MAX_INTENSITY;
+  }
+  ledcWrite(LED_LEDC_GPIO, duty);
+  //ledc_set_duty(CONFIG_LED_LEDC_SPEED_MODE, CONFIG_LED_LEDC_CHANNEL, duty);
+  //ledc_update_duty(CONFIG_LED_LEDC_SPEED_MODE, CONFIG_LED_LEDC_CHANNEL);
+  log_i("Set LED intensity to %d", duty);
+}
+#endif
+
+static esp_err_t bmp_handler(httpd_req_t *req) {
+  camera_fb_t *fb = NULL;
+  esp_err_t res = ESP_OK;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  uint64_t fr_start = esp_timer_get_time();
+#endif
+  fb = esp_camera_fb_get();
+  if (!fb) {
+    log_e("Camera capture failed");
+    httpd_resp_send_500(req);
+    return ESP_FAIL;
+  }
+
+  httpd_resp_set_type(req, "image/x-windows-bmp");
+  httpd_resp_set_hdr(req, "Content-Disposition", "inline; filename=capture.bmp");
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+
+  char ts[32];
+  snprintf(ts, 32, "%lld.%06ld", fb->timestamp.tv_sec, fb->timestamp.tv_usec);
+  httpd_resp_set_hdr(req, "X-Timestamp", (const char *)ts);
+
+  uint8_t *buf = NULL;
+  size_t buf_len = 0;
+  bool converted = frame2bmp(fb, &buf, &buf_len);
+  esp_camera_fb_return(fb);
+  if (!converted) {
+    log_e("BMP Conversion failed");
+    httpd_resp_send_500(req);
+    return ESP_FAIL;
+  }
+  res = httpd_resp_send(req, (const char *)buf, buf_len);
+  free(buf);
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  uint64_t fr_end = esp_timer_get_time();
+#endif
+  log_i("BMP: %llums, %uB", (uint64_t)((fr_end - fr_start) / 1000), buf_len);
+  return res;
+}
+
+static size_t jpg_encode_stream(void *arg, size_t index, const void *data, size_t len) {
+  jpg_chunking_t *j = (jpg_chunking_t *)arg;
+  if (!index) {
+    j->len = 0;
+  }
+  if (httpd_resp_send_chunk(j->req, (const char *)data, len) != ESP_OK) {
+    return 0;
+  }
+  j->len += len;
+  return len;
+}
+
+static esp_err_t capture_handler(httpd_req_t *req) {
+  camera_fb_t *fb = NULL;
+  esp_err_t res = ESP_OK;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  int64_t fr_start = esp_timer_get_time();
+#endif
+
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  enable_led(true);
+  vTaskDelay(150 / portTICK_PERIOD_MS);  // The LED needs to be turned on ~150ms before the call to esp_camera_fb_get()
+  fb = esp_camera_fb_get();              // or it won't be visible in the frame. A better way to do this is needed.
+  enable_led(false);
+#else
+  fb = esp_camera_fb_get();
+#endif
+
+  if (!fb) {
+    log_e("Camera capture failed");
+    httpd_resp_send_500(req);
+    return ESP_FAIL;
+  }
+
+  httpd_resp_set_type(req, "image/jpeg");
+  httpd_resp_set_hdr(req, "Content-Disposition", "inline; filename=capture.jpg");
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+
+  char ts[32];
+  snprintf(ts, 32, "%lld.%06ld", fb->timestamp.tv_sec, fb->timestamp.tv_usec);
+  httpd_resp_set_hdr(req, "X-Timestamp", (const char *)ts);
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+  size_t out_len, out_width, out_height;
+  uint8_t *out_buf;
+  bool s;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  bool detected = false;
+#endif
+  int face_id = 0;
+  if (!detection_enabled || fb->width > 400) {
+#endif
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+    size_t fb_len = 0;
+#endif
+    if (fb->format == PIXFORMAT_JPEG) {
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+      fb_len = fb->len;
+#endif
+      res = httpd_resp_send(req, (const char *)fb->buf, fb->len);
+    } else {
+      jpg_chunking_t jchunk = {req, 0};
+      res = frame2jpg_cb(fb, 80, jpg_encode_stream, &jchunk) ? ESP_OK : ESP_FAIL;
+      httpd_resp_send_chunk(req, NULL, 0);
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+      fb_len = jchunk.len;
+#endif
+    }
+    esp_camera_fb_return(fb);
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+    int64_t fr_end = esp_timer_get_time();
+#endif
+    log_i("JPG: %uB %ums", (uint32_t)(fb_len), (uint32_t)((fr_end - fr_start) / 1000));
+    return res;
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+  }
+
+  jpg_chunking_t jchunk = {req, 0};
+
+  if (fb->format == PIXFORMAT_RGB565
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+      && !recognition_enabled
+#endif
+  ) {
+#if TWO_STAGE
+    HumanFaceDetectMSR01 s1(0.1F, 0.5F, 10, 0.2F);
+    HumanFaceDetectMNP01 s2(0.5F, 0.3F, 5);
+    std::list<dl::detect::result_t> &candidates = s1.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3});
+    std::list<dl::detect::result_t> &results = s2.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3}, candidates);
+#else
+    HumanFaceDetectMSR01 s1(0.3F, 0.5F, 10, 0.2F);
+    std::list<dl::detect::result_t> &results = s1.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3});
+#endif
+    if (results.size() > 0) {
+      fb_data_t rfb;
+      rfb.width = fb->width;
+      rfb.height = fb->height;
+      rfb.data = fb->buf;
+      rfb.bytes_per_pixel = 2;
+      rfb.format = FB_RGB565;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+      detected = true;
+#endif
+      draw_face_boxes(&rfb, &results, face_id);
+    }
+    s = fmt2jpg_cb(fb->buf, fb->len, fb->width, fb->height, PIXFORMAT_RGB565, 90, jpg_encode_stream, &jchunk);
+    esp_camera_fb_return(fb);
+  } else {
+    out_len = fb->width * fb->height * 3;
+    out_width = fb->width;
+    out_height = fb->height;
+    out_buf = (uint8_t *)malloc(out_len);
+    if (!out_buf) {
+      log_e("out_buf malloc failed");
+      httpd_resp_send_500(req);
+      return ESP_FAIL;
+    }
+    s = fmt2rgb888(fb->buf, fb->len, fb->format, out_buf);
+    esp_camera_fb_return(fb);
+    if (!s) {
+      free(out_buf);
+      log_e("To rgb888 failed");
+      httpd_resp_send_500(req);
+      return ESP_FAIL;
+    }
+
+    fb_data_t rfb;
+    rfb.width = out_width;
+    rfb.height = out_height;
+    rfb.data = out_buf;
+    rfb.bytes_per_pixel = 3;
+    rfb.format = FB_BGR888;
+
+#if TWO_STAGE
+    HumanFaceDetectMSR01 s1(0.1F, 0.5F, 10, 0.2F);
+    HumanFaceDetectMNP01 s2(0.5F, 0.3F, 5);
+    std::list<dl::detect::result_t> &candidates = s1.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3});
+    std::list<dl::detect::result_t> &results = s2.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3}, candidates);
+#else
+    HumanFaceDetectMSR01 s1(0.3F, 0.5F, 10, 0.2F);
+    std::list<dl::detect::result_t> &results = s1.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3});
+#endif
+
+    if (results.size() > 0) {
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+      detected = true;
+#endif
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+      if (recognition_enabled) {
+        face_id = run_face_recognition(&rfb, &results);
+      }
+#endif
+      draw_face_boxes(&rfb, &results, face_id);
+    }
+
+    s = fmt2jpg_cb(out_buf, out_len, out_width, out_height, PIXFORMAT_RGB888, 90, jpg_encode_stream, &jchunk);
+    free(out_buf);
+  }
+
+  if (!s) {
+    log_e("JPEG compression failed");
+    httpd_resp_send_500(req);
+    return ESP_FAIL;
+  }
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  int64_t fr_end = esp_timer_get_time();
+#endif
+  log_i("FACE: %uB %ums %s%d", (uint32_t)(jchunk.len), (uint32_t)((fr_end - fr_start) / 1000), detected ? "DETECTED " : "", face_id);
+  return res;
+#endif
+}
+
+static esp_err_t stream_handler(httpd_req_t *req) {
+  camera_fb_t *fb = NULL;
+  struct timeval _timestamp;
+  esp_err_t res = ESP_OK;
+  size_t _jpg_buf_len = 0;
+  uint8_t *_jpg_buf = NULL;
+  char *part_buf[128];
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+  bool detected = false;
+  int64_t fr_ready = 0;
+  int64_t fr_recognize = 0;
+  int64_t fr_encode = 0;
+  int64_t fr_face = 0;
+  int64_t fr_start = 0;
+#endif
+  int face_id = 0;
+  size_t out_len = 0, out_width = 0, out_height = 0;
+  uint8_t *out_buf = NULL;
+  bool s = false;
+#if TWO_STAGE
+  HumanFaceDetectMSR01 s1(0.1F, 0.5F, 10, 0.2F);
+  HumanFaceDetectMNP01 s2(0.5F, 0.3F, 5);
+#else
+  HumanFaceDetectMSR01 s1(0.3F, 0.5F, 10, 0.2F);
+#endif
+#endif
+
+  static int64_t last_frame = 0;
+  if (!last_frame) {
+    last_frame = esp_timer_get_time();
+  }
+
+  res = httpd_resp_set_type(req, _STREAM_CONTENT_TYPE);
+  if (res != ESP_OK) {
+    return res;
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  httpd_resp_set_hdr(req, "X-Framerate", "60");
+
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  isStreaming = true;
+  enable_led(true);
+#endif
+
+  while (true) {
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+    detected = false;
+#endif
+    face_id = 0;
+#endif
+
+    fb = esp_camera_fb_get();
+    if (!fb) {
+      log_e("Camera capture failed");
+      res = ESP_FAIL;
+    } else {
+      _timestamp.tv_sec = fb->timestamp.tv_sec;
+      _timestamp.tv_usec = fb->timestamp.tv_usec;
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+      fr_start = esp_timer_get_time();
+      fr_ready = fr_start;
+      fr_encode = fr_start;
+      fr_recognize = fr_start;
+      fr_face = fr_start;
+#endif
+      if (!detection_enabled || fb->width > 400) {
+#endif
+        if (fb->format != PIXFORMAT_JPEG) {
+          bool jpeg_converted = frame2jpg(fb, 80, &_jpg_buf, &_jpg_buf_len);
+          esp_camera_fb_return(fb);
+          fb = NULL;
+          if (!jpeg_converted) {
+            log_e("JPEG compression failed");
+            res = ESP_FAIL;
+          }
+        } else {
+          _jpg_buf_len = fb->len;
+          _jpg_buf = fb->buf;
+        }
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+      } else {
+        if (fb->format == PIXFORMAT_RGB565
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+            && !recognition_enabled
+#endif
+        ) {
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+          fr_ready = esp_timer_get_time();
+#endif
+#if TWO_STAGE
+          std::list<dl::detect::result_t> &candidates = s1.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3});
+          std::list<dl::detect::result_t> &results = s2.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3}, candidates);
+#else
+          std::list<dl::detect::result_t> &results = s1.infer((uint16_t *)fb->buf, {(int)fb->height, (int)fb->width, 3});
+#endif
+#if CONFIG_ESP_FACE_DETECT_ENABLED && ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+          fr_face = esp_timer_get_time();
+          fr_recognize = fr_face;
+#endif
+          if (results.size() > 0) {
+            fb_data_t rfb;
+            rfb.width = fb->width;
+            rfb.height = fb->height;
+            rfb.data = fb->buf;
+            rfb.bytes_per_pixel = 2;
+            rfb.format = FB_RGB565;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+            detected = true;
+#endif
+            draw_face_boxes(&rfb, &results, face_id);
+          }
+          s = fmt2jpg(fb->buf, fb->len, fb->width, fb->height, PIXFORMAT_RGB565, 80, &_jpg_buf, &_jpg_buf_len);
+          esp_camera_fb_return(fb);
+          fb = NULL;
+          if (!s) {
+            log_e("fmt2jpg failed");
+            res = ESP_FAIL;
+          }
+#if CONFIG_ESP_FACE_DETECT_ENABLED && ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+          fr_encode = esp_timer_get_time();
+#endif
+        } else {
+          out_len = fb->width * fb->height * 3;
+          out_width = fb->width;
+          out_height = fb->height;
+          out_buf = (uint8_t *)malloc(out_len);
+          if (!out_buf) {
+            log_e("out_buf malloc failed");
+            res = ESP_FAIL;
+          } else {
+            s = fmt2rgb888(fb->buf, fb->len, fb->format, out_buf);
+            esp_camera_fb_return(fb);
+            fb = NULL;
+            if (!s) {
+              free(out_buf);
+              log_e("To rgb888 failed");
+              res = ESP_FAIL;
+            } else {
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+              fr_ready = esp_timer_get_time();
+#endif
+
+              fb_data_t rfb;
+              rfb.width = out_width;
+              rfb.height = out_height;
+              rfb.data = out_buf;
+              rfb.bytes_per_pixel = 3;
+              rfb.format = FB_BGR888;
+
+#if TWO_STAGE
+              std::list<dl::detect::result_t> &candidates = s1.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3});
+              std::list<dl::detect::result_t> &results = s2.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3}, candidates);
+#else
+              std::list<dl::detect::result_t> &results = s1.infer((uint8_t *)out_buf, {(int)out_height, (int)out_width, 3});
+#endif
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED && ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+              fr_face = esp_timer_get_time();
+              fr_recognize = fr_face;
+#endif
+
+              if (results.size() > 0) {
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+                detected = true;
+#endif
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+                if (recognition_enabled) {
+                  face_id = run_face_recognition(&rfb, &results);
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+                  fr_recognize = esp_timer_get_time();
+#endif
+                }
+#endif
+                draw_face_boxes(&rfb, &results, face_id);
+              }
+              s = fmt2jpg(out_buf, out_len, out_width, out_height, PIXFORMAT_RGB888, 90, &_jpg_buf, &_jpg_buf_len);
+              free(out_buf);
+              if (!s) {
+                log_e("fmt2jpg failed");
+                res = ESP_FAIL;
+              }
+#if CONFIG_ESP_FACE_DETECT_ENABLED && ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+              fr_encode = esp_timer_get_time();
+#endif
+            }
+          }
+        }
+      }
+#endif
+    }
+    if (res == ESP_OK) {
+      res = httpd_resp_send_chunk(req, _STREAM_BOUNDARY, strlen(_STREAM_BOUNDARY));
+    }
+    if (res == ESP_OK) {
+      size_t hlen = snprintf((char *)part_buf, 128, _STREAM_PART, _jpg_buf_len, _timestamp.tv_sec, _timestamp.tv_usec);
+      res = httpd_resp_send_chunk(req, (const char *)part_buf, hlen);
+    }
+    if (res == ESP_OK) {
+      res = httpd_resp_send_chunk(req, (const char *)_jpg_buf, _jpg_buf_len);
+    }
+    if (fb) {
+      esp_camera_fb_return(fb);
+      fb = NULL;
+      _jpg_buf = NULL;
+    } else if (_jpg_buf) {
+      free(_jpg_buf);
+      _jpg_buf = NULL;
+    }
+    if (res != ESP_OK) {
+      log_e("Send frame failed");
+      break;
+    }
+    int64_t fr_end = esp_timer_get_time();
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED && ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+    int64_t ready_time = (fr_ready - fr_start) / 1000;
+    int64_t face_time = (fr_face - fr_ready) / 1000;
+    int64_t recognize_time = (fr_recognize - fr_face) / 1000;
+    int64_t encode_time = (fr_encode - fr_recognize) / 1000;
+    int64_t process_time = (fr_encode - fr_start) / 1000;
+#endif
+
+    int64_t frame_time = fr_end - last_frame;
+    frame_time /= 1000;
+#if ARDUHAL_LOG_LEVEL >= ARDUHAL_LOG_LEVEL_INFO
+    uint32_t avg_frame_time = ra_filter_run(&ra_filter, frame_time);
+#endif
+    log_i(
+      "MJPG: %uB %ums (%.1ffps), AVG: %ums (%.1ffps)"
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+      ", %u+%u+%u+%u=%u %s%d"
+#endif
+      ,
+      (uint32_t)(_jpg_buf_len), (uint32_t)frame_time, 1000.0 / (uint32_t)frame_time, avg_frame_time, 1000.0 / avg_frame_time
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+      ,
+      (uint32_t)ready_time, (uint32_t)face_time, (uint32_t)recognize_time, (uint32_t)encode_time, (uint32_t)process_time, (detected) ? "DETECTED " : "", face_id
+#endif
+    );
+  }
+
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  isStreaming = false;
+  enable_led(false);
+#endif
+
+  return res;
+}
+
+static esp_err_t parse_get(httpd_req_t *req, char **obuf) {
+  char *buf = NULL;
+  size_t buf_len = 0;
+
+  buf_len = httpd_req_get_url_query_len(req) + 1;
+  if (buf_len > 1) {
+    buf = (char *)malloc(buf_len);
+    if (!buf) {
+      httpd_resp_send_500(req);
+      return ESP_FAIL;
+    }
+    if (httpd_req_get_url_query_str(req, buf, buf_len) == ESP_OK) {
+      *obuf = buf;
+      return ESP_OK;
+    }
+    free(buf);
+  }
+  httpd_resp_send_404(req);
+  return ESP_FAIL;
+}
+
+static esp_err_t cmd_handler(httpd_req_t *req) {
+  char *buf = NULL;
+  char variable[32];
+  char value[32];
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+  if (httpd_query_key_value(buf, "var", variable, sizeof(variable)) != ESP_OK || httpd_query_key_value(buf, "val", value, sizeof(value)) != ESP_OK) {
+    free(buf);
+    httpd_resp_send_404(req);
+    return ESP_FAIL;
+  }
+  free(buf);
+
+  int val = atoi(value);
+  log_i("%s = %d", variable, val);
+  sensor_t *s = esp_camera_sensor_get();
+  int res = 0;
+
+  if (!strcmp(variable, "framesize")) {
+    if (s->pixformat == PIXFORMAT_JPEG) {
+      res = s->set_framesize(s, (framesize_t)val);
+    }
+  } else if (!strcmp(variable, "quality")) {
+    res = s->set_quality(s, val);
+  } else if (!strcmp(variable, "contrast")) {
+    res = s->set_contrast(s, val);
+  } else if (!strcmp(variable, "brightness")) {
+    res = s->set_brightness(s, val);
+  } else if (!strcmp(variable, "saturation")) {
+    res = s->set_saturation(s, val);
+  } else if (!strcmp(variable, "gainceiling")) {
+    res = s->set_gainceiling(s, (gainceiling_t)val);
+  } else if (!strcmp(variable, "colorbar")) {
+    res = s->set_colorbar(s, val);
+  } else if (!strcmp(variable, "awb")) {
+    res = s->set_whitebal(s, val);
+  } else if (!strcmp(variable, "agc")) {
+    res = s->set_gain_ctrl(s, val);
+  } else if (!strcmp(variable, "aec")) {
+    res = s->set_exposure_ctrl(s, val);
+  } else if (!strcmp(variable, "hmirror")) {
+    res = s->set_hmirror(s, val);
+  } else if (!strcmp(variable, "vflip")) {
+    res = s->set_vflip(s, val);
+  } else if (!strcmp(variable, "awb_gain")) {
+    res = s->set_awb_gain(s, val);
+  } else if (!strcmp(variable, "agc_gain")) {
+    res = s->set_agc_gain(s, val);
+  } else if (!strcmp(variable, "aec_value")) {
+    res = s->set_aec_value(s, val);
+  } else if (!strcmp(variable, "aec2")) {
+    res = s->set_aec2(s, val);
+  } else if (!strcmp(variable, "dcw")) {
+    res = s->set_dcw(s, val);
+  } else if (!strcmp(variable, "bpc")) {
+    res = s->set_bpc(s, val);
+  } else if (!strcmp(variable, "wpc")) {
+    res = s->set_wpc(s, val);
+  } else if (!strcmp(variable, "raw_gma")) {
+    res = s->set_raw_gma(s, val);
+  } else if (!strcmp(variable, "lenc")) {
+    res = s->set_lenc(s, val);
+  } else if (!strcmp(variable, "special_effect")) {
+    res = s->set_special_effect(s, val);
+  } else if (!strcmp(variable, "wb_mode")) {
+    res = s->set_wb_mode(s, val);
+  } else if (!strcmp(variable, "ae_level")) {
+    res = s->set_ae_level(s, val);
+  }
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  else if (!strcmp(variable, "led_intensity")) {
+    led_duty = val;
+    if (isStreaming) {
+      enable_led(true);
+    }
+  }
+#endif
+
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+  else if (!strcmp(variable, "face_detect")) {
+    detection_enabled = val;
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+    if (!detection_enabled) {
+      recognition_enabled = 0;
+    }
+#endif
+  }
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+  else if (!strcmp(variable, "face_enroll")) {
+    is_enrolling = !is_enrolling;
+    log_i("Enrolling: %s", is_enrolling ? "true" : "false");
+  } else if (!strcmp(variable, "face_recognize")) {
+    recognition_enabled = val;
+    if (recognition_enabled) {
+      detection_enabled = val;
+    }
+  }
+#endif
+#endif
+  else {
+    log_i("Unknown command: %s", variable);
+    res = -1;
+  }
+
+  if (res < 0) {
+    return httpd_resp_send_500(req);
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, NULL, 0);
+}
+
+static int print_reg(char *p, sensor_t *s, uint16_t reg, uint32_t mask) {
+  return sprintf(p, "\"0x%x\":%u,", reg, s->get_reg(s, reg, mask));
+}
+
+static esp_err_t status_handler(httpd_req_t *req) {
+  static char json_response[1024];
+
+  sensor_t *s = esp_camera_sensor_get();
+  char *p = json_response;
+  *p++ = '{';
+
+  if (s->id.PID == OV5640_PID || s->id.PID == OV3660_PID) {
+    for (int reg = 0x3400; reg < 0x3406; reg += 2) {
+      p += print_reg(p, s, reg, 0xFFF);  //12 bit
+    }
+    p += print_reg(p, s, 0x3406, 0xFF);
+
+    p += print_reg(p, s, 0x3500, 0xFFFF0);  //16 bit
+    p += print_reg(p, s, 0x3503, 0xFF);
+    p += print_reg(p, s, 0x350a, 0x3FF);   //10 bit
+    p += print_reg(p, s, 0x350c, 0xFFFF);  //16 bit
+
+    for (int reg = 0x5480; reg <= 0x5490; reg++) {
+      p += print_reg(p, s, reg, 0xFF);
+    }
+
+    for (int reg = 0x5380; reg <= 0x538b; reg++) {
+      p += print_reg(p, s, reg, 0xFF);
+    }
+
+    for (int reg = 0x5580; reg < 0x558a; reg++) {
+      p += print_reg(p, s, reg, 0xFF);
+    }
+    p += print_reg(p, s, 0x558a, 0x1FF);  //9 bit
+  } else if (s->id.PID == OV2640_PID) {
+    p += print_reg(p, s, 0xd3, 0xFF);
+    p += print_reg(p, s, 0x111, 0xFF);
+    p += print_reg(p, s, 0x132, 0xFF);
+  }
+
+  p += sprintf(p, "\"xclk\":%u,", s->xclk_freq_hz / 1000000);
+  p += sprintf(p, "\"pixformat\":%u,", s->pixformat);
+  p += sprintf(p, "\"framesize\":%u,", s->status.framesize);
+  p += sprintf(p, "\"quality\":%u,", s->status.quality);
+  p += sprintf(p, "\"brightness\":%d,", s->status.brightness);
+  p += sprintf(p, "\"contrast\":%d,", s->status.contrast);
+  p += sprintf(p, "\"saturation\":%d,", s->status.saturation);
+  p += sprintf(p, "\"sharpness\":%d,", s->status.sharpness);
+  p += sprintf(p, "\"special_effect\":%u,", s->status.special_effect);
+  p += sprintf(p, "\"wb_mode\":%u,", s->status.wb_mode);
+  p += sprintf(p, "\"awb\":%u,", s->status.awb);
+  p += sprintf(p, "\"awb_gain\":%u,", s->status.awb_gain);
+  p += sprintf(p, "\"aec\":%u,", s->status.aec);
+  p += sprintf(p, "\"aec2\":%u,", s->status.aec2);
+  p += sprintf(p, "\"ae_level\":%d,", s->status.ae_level);
+  p += sprintf(p, "\"aec_value\":%u,", s->status.aec_value);
+  p += sprintf(p, "\"agc\":%u,", s->status.agc);
+  p += sprintf(p, "\"agc_gain\":%u,", s->status.agc_gain);
+  p += sprintf(p, "\"gainceiling\":%u,", s->status.gainceiling);
+  p += sprintf(p, "\"bpc\":%u,", s->status.bpc);
+  p += sprintf(p, "\"wpc\":%u,", s->status.wpc);
+  p += sprintf(p, "\"raw_gma\":%u,", s->status.raw_gma);
+  p += sprintf(p, "\"lenc\":%u,", s->status.lenc);
+  p += sprintf(p, "\"hmirror\":%u,", s->status.hmirror);
+  p += sprintf(p, "\"dcw\":%u,", s->status.dcw);
+  p += sprintf(p, "\"colorbar\":%u", s->status.colorbar);
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  p += sprintf(p, ",\"led_intensity\":%u", led_duty);
+#else
+  p += sprintf(p, ",\"led_intensity\":%d", -1);
+#endif
+#if CONFIG_ESP_FACE_DETECT_ENABLED
+  p += sprintf(p, ",\"face_detect\":%u", detection_enabled);
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+  p += sprintf(p, ",\"face_enroll\":%u,", is_enrolling);
+  p += sprintf(p, "\"face_recognize\":%u", recognition_enabled);
+#endif
+#endif
+  *p++ = '}';
+  *p++ = 0;
+  httpd_resp_set_type(req, "application/json");
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, json_response, strlen(json_response));
+}
+
+static esp_err_t xclk_handler(httpd_req_t *req) {
+  char *buf = NULL;
+  char _xclk[32];
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+  if (httpd_query_key_value(buf, "xclk", _xclk, sizeof(_xclk)) != ESP_OK) {
+    free(buf);
+    httpd_resp_send_404(req);
+    return ESP_FAIL;
+  }
+  free(buf);
+
+  int xclk = atoi(_xclk);
+  log_i("Set XCLK: %d MHz", xclk);
+
+  sensor_t *s = esp_camera_sensor_get();
+  int res = s->set_xclk(s, LEDC_TIMER_0, xclk);
+  if (res) {
+    return httpd_resp_send_500(req);
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, NULL, 0);
+}
+
+static esp_err_t reg_handler(httpd_req_t *req) {
+  char *buf = NULL;
+  char _reg[32];
+  char _mask[32];
+  char _val[32];
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+  if (httpd_query_key_value(buf, "reg", _reg, sizeof(_reg)) != ESP_OK || httpd_query_key_value(buf, "mask", _mask, sizeof(_mask)) != ESP_OK
+      || httpd_query_key_value(buf, "val", _val, sizeof(_val)) != ESP_OK) {
+    free(buf);
+    httpd_resp_send_404(req);
+    return ESP_FAIL;
+  }
+  free(buf);
+
+  int reg = atoi(_reg);
+  int mask = atoi(_mask);
+  int val = atoi(_val);
+  log_i("Set Register: reg: 0x%02x, mask: 0x%02x, value: 0x%02x", reg, mask, val);
+
+  sensor_t *s = esp_camera_sensor_get();
+  int res = s->set_reg(s, reg, mask, val);
+  if (res) {
+    return httpd_resp_send_500(req);
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, NULL, 0);
+}
+
+static esp_err_t greg_handler(httpd_req_t *req) {
+  char *buf = NULL;
+  char _reg[32];
+  char _mask[32];
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+  if (httpd_query_key_value(buf, "reg", _reg, sizeof(_reg)) != ESP_OK || httpd_query_key_value(buf, "mask", _mask, sizeof(_mask)) != ESP_OK) {
+    free(buf);
+    httpd_resp_send_404(req);
+    return ESP_FAIL;
+  }
+  free(buf);
+
+  int reg = atoi(_reg);
+  int mask = atoi(_mask);
+  sensor_t *s = esp_camera_sensor_get();
+  int res = s->get_reg(s, reg, mask);
+  if (res < 0) {
+    return httpd_resp_send_500(req);
+  }
+  log_i("Get Register: reg: 0x%02x, mask: 0x%02x, value: 0x%02x", reg, mask, res);
+
+  char buffer[20];
+  const char *val = itoa(res, buffer, 10);
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, val, strlen(val));
+}
+
+static int parse_get_var(char *buf, const char *key, int def) {
+  char _int[16];
+  if (httpd_query_key_value(buf, key, _int, sizeof(_int)) != ESP_OK) {
+    return def;
+  }
+  return atoi(_int);
+}
+
+static esp_err_t pll_handler(httpd_req_t *req) {
+  char *buf = NULL;
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+
+  int bypass = parse_get_var(buf, "bypass", 0);
+  int mul = parse_get_var(buf, "mul", 0);
+  int sys = parse_get_var(buf, "sys", 0);
+  int root = parse_get_var(buf, "root", 0);
+  int pre = parse_get_var(buf, "pre", 0);
+  int seld5 = parse_get_var(buf, "seld5", 0);
+  int pclken = parse_get_var(buf, "pclken", 0);
+  int pclk = parse_get_var(buf, "pclk", 0);
+  free(buf);
+
+  log_i("Set Pll: bypass: %d, mul: %d, sys: %d, root: %d, pre: %d, seld5: %d, pclken: %d, pclk: %d", bypass, mul, sys, root, pre, seld5, pclken, pclk);
+  sensor_t *s = esp_camera_sensor_get();
+  int res = s->set_pll(s, bypass, mul, sys, root, pre, seld5, pclken, pclk);
+  if (res) {
+    return httpd_resp_send_500(req);
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, NULL, 0);
+}
+
+static esp_err_t win_handler(httpd_req_t *req) {
+  char *buf = NULL;
+
+  if (parse_get(req, &buf) != ESP_OK) {
+    return ESP_FAIL;
+  }
+
+  int startX = parse_get_var(buf, "sx", 0);
+  int startY = parse_get_var(buf, "sy", 0);
+  int endX = parse_get_var(buf, "ex", 0);
+  int endY = parse_get_var(buf, "ey", 0);
+  int offsetX = parse_get_var(buf, "offx", 0);
+  int offsetY = parse_get_var(buf, "offy", 0);
+  int totalX = parse_get_var(buf, "tx", 0);
+  int totalY = parse_get_var(buf, "ty", 0);
+  int outputX = parse_get_var(buf, "ox", 0);
+  int outputY = parse_get_var(buf, "oy", 0);
+  bool scale = parse_get_var(buf, "scale", 0) == 1;
+  bool binning = parse_get_var(buf, "binning", 0) == 1;
+  free(buf);
+
+  log_i(
+    "Set Window: Start: %d %d, End: %d %d, Offset: %d %d, Total: %d %d, Output: %d %d, Scale: %u, Binning: %u", startX, startY, endX, endY, offsetX, offsetY,
+    totalX, totalY, outputX, outputY, scale, binning
+  );
+  sensor_t *s = esp_camera_sensor_get();
+  int res = s->set_res_raw(s, startX, startY, endX, endY, offsetX, offsetY, totalX, totalY, outputX, outputY, scale, binning);
+  if (res) {
+    return httpd_resp_send_500(req);
+  }
+
+  httpd_resp_set_hdr(req, "Access-Control-Allow-Origin", "*");
+  return httpd_resp_send(req, NULL, 0);
+}
+
+static esp_err_t index_handler(httpd_req_t *req) {
+  httpd_resp_set_type(req, "text/html");
+  httpd_resp_set_hdr(req, "Content-Encoding", "gzip");
+  sensor_t *s = esp_camera_sensor_get();
+  if (s != NULL) {
+    if (s->id.PID == OV3660_PID) {
+      return httpd_resp_send(req, (const char *)index_ov3660_html_gz, index_ov3660_html_gz_len);
+    } else if (s->id.PID == OV5640_PID) {
+      return httpd_resp_send(req, (const char *)index_ov5640_html_gz, index_ov5640_html_gz_len);
+    } else {
+      return httpd_resp_send(req, (const char *)index_ov2640_html_gz, index_ov2640_html_gz_len);
+    }
+  } else {
+    log_e("Camera sensor not found");
+    return httpd_resp_send_500(req);
+  }
+}
+
+void startCameraServer() {
+  httpd_config_t config = HTTPD_DEFAULT_CONFIG();
+  config.max_uri_handlers = 16;
+
+  httpd_uri_t index_uri = {
+    .uri = "/",
+    .method = HTTP_GET,
+    .handler = index_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t status_uri = {
+    .uri = "/status",
+    .method = HTTP_GET,
+    .handler = status_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t cmd_uri = {
+    .uri = "/control",
+    .method = HTTP_GET,
+    .handler = cmd_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t capture_uri = {
+    .uri = "/capture",
+    .method = HTTP_GET,
+    .handler = capture_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t stream_uri = {
+    .uri = "/stream",
+    .method = HTTP_GET,
+    .handler = stream_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t bmp_uri = {
+    .uri = "/bmp",
+    .method = HTTP_GET,
+    .handler = bmp_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t xclk_uri = {
+    .uri = "/xclk",
+    .method = HTTP_GET,
+    .handler = xclk_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t reg_uri = {
+    .uri = "/reg",
+    .method = HTTP_GET,
+    .handler = reg_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t greg_uri = {
+    .uri = "/greg",
+    .method = HTTP_GET,
+    .handler = greg_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t pll_uri = {
+    .uri = "/pll",
+    .method = HTTP_GET,
+    .handler = pll_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  httpd_uri_t win_uri = {
+    .uri = "/resolution",
+    .method = HTTP_GET,
+    .handler = win_handler,
+    .user_ctx = NULL
+#ifdef CONFIG_HTTPD_WS_SUPPORT
+    ,
+    .is_websocket = true,
+    .handle_ws_control_frames = false,
+    .supported_subprotocol = NULL
+#endif
+  };
+
+  ra_filter_init(&ra_filter, 20);
+
+#if CONFIG_ESP_FACE_RECOGNITION_ENABLED
+  recognizer.set_partition(ESP_PARTITION_TYPE_DATA, ESP_PARTITION_SUBTYPE_ANY, "fr");
+
+  // load ids from flash partition
+  recognizer.set_ids_from_flash();
+#endif
+  log_i("Starting web server on port: '%d'", config.server_port);
+  if (httpd_start(&camera_httpd, &config) == ESP_OK) {
+    httpd_register_uri_handler(camera_httpd, &index_uri);
+    httpd_register_uri_handler(camera_httpd, &cmd_uri);
+    httpd_register_uri_handler(camera_httpd, &status_uri);
+    httpd_register_uri_handler(camera_httpd, &capture_uri);
+    httpd_register_uri_handler(camera_httpd, &bmp_uri);
+
+    httpd_register_uri_handler(camera_httpd, &xclk_uri);
+    httpd_register_uri_handler(camera_httpd, &reg_uri);
+    httpd_register_uri_handler(camera_httpd, &greg_uri);
+    httpd_register_uri_handler(camera_httpd, &pll_uri);
+    httpd_register_uri_handler(camera_httpd, &win_uri);
+  }
+
+  config.server_port += 1;
+  config.ctrl_port += 1;
+  log_i("Starting stream server on port: '%d'", config.server_port);
+  if (httpd_start(&stream_httpd, &config) == ESP_OK) {
+    httpd_register_uri_handler(stream_httpd, &stream_uri);
+  }
+}
+
+void setupLedFlash(int pin) {
+#if CONFIG_LED_ILLUMINATOR_ENABLED
+  ledcAttach(pin, 5000, 8);
+#else
+  log_i("LED flash is disabled -> CONFIG_LED_ILLUMINATOR_ENABLED = 0");
+#endif
+}
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_index.h b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_index.h
new file mode 100644
index 0000000..040f1ec
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_index.h
@@ -0,0 +1,971 @@
+
+
+//File: index_ov2640.html.gz, Size: 6787
+#define index_ov2640_html_gz_len 6787
+const uint8_t index_ov2640_html_gz[] = {
+  0x1F, 0x8B, 0x08, 0x08, 0x23, 0xFC, 0x69, 0x5E, 0x00, 0x03, 0x69, 0x6E, 0x64, 0x65, 0x78, 0x5F, 0x6F, 0x76, 0x32, 0x36, 0x34, 0x30, 0x2E, 0x68, 0x74, 0x6D,
+  0x6C, 0x00, 0xED, 0x3D, 0x6B, 0x73, 0xDB, 0x46, 0x92, 0xDF, 0xFD, 0x2B, 0x60, 0x24, 0x6B, 0x92, 0x25, 0x92, 0x22, 0x29, 0x4A, 0x96, 0x15, 0x89, 0x3E, 0x5B,
+  0x96, 0x1F, 0xB5, 0x76, 0xE2, 0xB5, 0x12, 0xC7, 0x5B, 0xA9, 0x2D, 0x07, 0x04, 0x86, 0x24, 0x62, 0x10, 0xE0, 0x02, 0xA0, 0x48, 0x26, 0xA5, 0xDF, 0x71, 0x3F,
+  0xE8, 0xFE, 0xD8, 0x75, 0xCF, 0x03, 0x18, 0x00, 0x83, 0x07, 0x49, 0x89, 0xF4, 0xFA, 0x8E, 0x4E, 0x45, 0x78, 0x4C, 0xF7, 0xF4, 0xBB, 0x7B, 0x66, 0x30, 0xC0,
+  0xF9, 0x43, 0xCB, 0x33, 0xC3, 0xD5, 0x8C, 0x68, 0x93, 0x70, 0xEA, 0x0C, 0x1E, 0x9C, 0xB3, 0x3F, 0x1A, 0xFC, 0xCE, 0x27, 0xC4, 0xB0, 0xD8, 0x21, 0x3D, 0x9D,
+  0x92, 0xD0, 0xD0, 0xCC, 0x89, 0xE1, 0x07, 0x24, 0xBC, 0xD0, 0xE7, 0xE1, 0xA8, 0x75, 0xAA, 0xA7, 0x6F, 0xBB, 0xC6, 0x94, 0x5C, 0xE8, 0x37, 0x36, 0x59, 0xCC,
+  0x3C, 0x3F, 0xD4, 0x35, 0xD3, 0x73, 0x43, 0xE2, 0x42, 0xF3, 0x85, 0x6D, 0x85, 0x93, 0x0B, 0x8B, 0xDC, 0xD8, 0x26, 0x69, 0xD1, 0x93, 0xA6, 0xED, 0xDA, 0xA1,
+  0x6D, 0x38, 0xAD, 0xC0, 0x34, 0x1C, 0x72, 0xD1, 0x95, 0x71, 0x85, 0x76, 0xE8, 0x90, 0xC1, 0xD5, 0xF5, 0xFB, 0xA3, 0x9E, 0xF6, 0xD3, 0xC7, 0x5E, 0xFF, 0xA4,
+  0x73, 0x7E, 0xC8, 0xAE, 0xC5, 0x6D, 0x82, 0x70, 0x25, 0x9F, 0xE3, 0x6F, 0xE8, 0x59, 0x2B, 0xED, 0xAF, 0xC4, 0x25, 0xFC, 0x8D, 0x80, 0x88, 0xD6, 0xC8, 0x98,
+  0xDA, 0xCE, 0xEA, 0x4C, 0x7B, 0xE6, 0x43, 0x9F, 0xCD, 0xD7, 0xC4, 0xB9, 0x21, 0xA1, 0x6D, 0x1A, 0xCD, 0xC0, 0x70, 0x83, 0x56, 0x40, 0x7C, 0x7B, 0xF4, 0x43,
+  0x06, 0x70, 0x68, 0x98, 0x5F, 0xC6, 0xBE, 0x37, 0x77, 0xAD, 0x33, 0xED, 0xBB, 0xEE, 0x29, 0xFE, 0xCB, 0x36, 0x32, 0x3D, 0xC7, 0xF3, 0xE1, 0xFE, 0xD5, 0x4B,
+  0xFC, 0x97, 0xBD, 0x4F, 0x7B, 0x0F, 0xEC, 0x3F, 0xC9, 0x99, 0xD6, 0x3D, 0x99, 0x2D, 0x13, 0xF7, 0x6F, 0x1F, 0x24, 0x4E, 0x27, 0xBD, 0x3C, 0xEA, 0x39, 0xFC,
+  0x69, 0x31, 0x7C, 0x40, 0xCC, 0xD0, 0xF6, 0xDC, 0xF6, 0xD4, 0xB0, 0x5D, 0x05, 0x26, 0xCB, 0x0E, 0x66, 0x8E, 0x01, 0x32, 0x18, 0x39, 0xA4, 0x10, 0xCF, 0x77,
+  0x53, 0xE2, 0xCE, 0x9B, 0x25, 0xD8, 0x10, 0x49, 0xCB, 0xB2, 0x7D, 0xD6, 0xEA, 0x0C, 0xE5, 0x30, 0x9F, 0xBA, 0xA5, 0x68, 0x8B, 0xE8, 0x72, 0x3D, 0x97, 0x28,
+  0x04, 0x88, 0x1D, 0x2D, 0x7C, 0x63, 0x86, 0x0D, 0xF0, 0x6F, 0xB6, 0xC9, 0xD4, 0x76, 0x99, 0x51, 0x9D, 0x69, 0x47, 0xFD, 0xCE, 0x6C, 0x59, 0xA2, 0xCA, 0xA3,
+  0x13, 0xFC, 0x97, 0x6D, 0x34, 0x33, 0x2C, 0xCB, 0x76, 0xC7, 0x67, 0xDA, 0xA9, 0x12, 0x85, 0xE7, 0x5B, 0xC4, 0x6F, 0xF9, 0x86, 0x65, 0xCF, 0x83, 0x33, 0xAD,
+  0xAF, 0x6A, 0x33, 0x35, 0xFC, 0x31, 0xD0, 0x12, 0x7A, 0x40, 0x6C, 0xAB, 0xAB, 0xA4, 0x84, 0x37, 0xF1, 0xED, 0xF1, 0x24, 0x04, 0x95, 0x66, 0xDA, 0xA4, 0x85,
+  0xC6, 0x5D, 0xA8, 0x4C, 0x9F, 0x85, 0x72, 0x53, 0x4B, 0xCD, 0x70, 0xEC, 0xB1, 0xDB, 0xB2, 0x43, 0x32, 0x05, 0x76, 0x82, 0xD0, 0x27, 0xA1, 0x39, 0x29, 0x22,
+  0x65, 0x64, 0x8F, 0xE7, 0x3E, 0x51, 0x10, 0x12, 0xC9, 0xAD, 0x80, 0x61, 0xB8, 0x99, 0xBD, 0xD5, 0x5A, 0x90, 0xE1, 0x17, 0x3B, 0x6C, 0x71, 0x99, 0x0C, 0xC9,
+  0xC8, 0xF3, 0x89, 0xB2, 0xA5, 0x68, 0xE1, 0x78, 0xE6, 0x97, 0x56, 0x10, 0x1A, 0x7E, 0x58, 0x05, 0xA1, 0x31, 0x0A, 0x89, 0x5F, 0x8E, 0x8F, 0xA0, 0x55, 0x94,
+  0x63, 0xCB, 0xEF, 0x96, 0x37, 0xB0, 0x5D, 0xC7, 0x76, 0x49, 0x75, 0xF2, 0xF2, 0xFA, 0x4D, 0xA2, 0x63, 0xAD, 0x2A, 0x28, 0xC6, 0x9E, 0x8E, 0x8B, 0xAC, 0x84,
+  0xF2, 0x9A, 0xED, 0x8C, 0xFB, 0x4D, 0xB7, 0xD3, 0xF9, 0x5B, 0xF6, 0xE6, 0x84, 0x30, 0x33, 0x35, 0xE6, 0xA1, 0xB7, 0xBD, 0x47, 0x64, 0xDC, 0x2A, 0xC5, 0xC7,
+  0x7F, 0x4D, 0x89, 0x65, 0x1B, 0x5A, 0x5D, 0x72, 0xE7, 0xD3, 0x0E, 0xD8, 0x54, 0x43, 0x33, 0x5C, 0x4B, 0xAB, 0x7B, 0xBE, 0x0D, 0x8E, 0x60, 0xD0, 0x70, 0xE3,
+  0xC0, 0x15, 0x48, 0x1C, 0x33, 0xD2, 0x50, 0xB0, 0x5C, 0xE0, 0x33, 0xB2, 0x44, 0xD4, 0x6E, 0x83, 0xBF, 0x0A, 0x21, 0x07, 0x7F, 0xA5, 0x0E, 0xA4, 0xE0, 0x91,
+  0xA2, 0x2F, 0xD2, 0x97, 0x4C, 0x61, 0x9E, 0xCE, 0xF0, 0x37, 0x35, 0x96, 0xAD, 0x42, 0xDD, 0x89, 0x46, 0x42, 0x87, 0x90, 0x66, 0xCD, 0x3A, 0x34, 0xBD, 0x99,
+  0x68, 0x2D, 0x0D, 0xA3, 0x64, 0x43, 0x0D, 0xC3, 0x91, 0xAA, 0x55, 0x8E, 0x3F, 0xD9, 0x28, 0xD6, 0x60, 0x57, 0xCD, 0x6A, 0x1C, 0x3B, 0xD8, 0x3F, 0x95, 0x0D,
+  0x31, 0x4E, 0x72, 0xA3, 0x08, 0xFE, 0xAA, 0x47, 0x92, 0x18, 0x59, 0x69, 0x34, 0x51, 0x20, 0xCE, 0x8F, 0x28, 0x19, 0xBC, 0x79, 0xDE, 0xAD, 0xC0, 0x5A, 0x4C,
+  0x42, 0xD5, 0xE8, 0xA2, 0x40, 0x5C, 0x44, 0x43, 0x69, 0x94, 0xC1, 0xDF, 0x6D, 0x85, 0x7A, 0xE3, 0xBB, 0xE1, 0x3C, 0x0C, 0x3D, 0x37, 0xD8, 0x2A, 0x45, 0xE5,
+  0xF9, 0xD9, 0x1F, 0xF3, 0x20, 0xB4, 0x47, 0xAB, 0x16, 0x77, 0x69, 0xF0, 0xB3, 0x99, 0x01, 0x25, 0xE4, 0x90, 0x84, 0x0B, 0x42, 0x8A, 0xCB, 0x0D, 0xD7, 0xB8,
+  0x81, 0xB8, 0x33, 0x1E, 0x3B, 0x2A, 0xDB, 0x33, 0xE7, 0x7E, 0x80, 0x75, 0xDB, 0xCC, 0xB3, 0x01, 0xB1, 0x9F, 0xED, 0x38, 0xE9, 0x83, 0x15, 0x3B, 0x6A, 0x99,
+  0x43, 0x45, 0x5F, 0xDE, 0x3C, 0x44, 0x19, 0x2B, 0x35, 0xE1, 0x01, 0x3B, 0x76, 0xB8, 0x52, 0xDE, 0xE3, 0x9E, 0xA8, 0xB8, 0x23, 0x5C, 0xB0, 0x30, 0x2D, 0x24,
+  0xE9, 0x3A, 0x33, 0x27, 0xC4, 0xFC, 0x42, 0xAC, 0x83, 0xD2, 0x32, 0xAC, 0xAC, 0x3C, 0x6C, 0xDB, 0xEE, 0x6C, 0x1E, 0xB6, 0xB0, 0x9C, 0x9A, 0xDD, 0x8B, 0xCE,
+  0xA9, 0x41, 0x0A, 0x16, 0x7B, 0xBD, 0xA2, 0xA2, 0xE2, 0x78, 0xB6, 0x2C, 0x16, 0x82, 0x4C, 0xEC, 0xC0, 0x31, 0x86, 0xC4, 0x29, 0x22, 0x99, 0x3B, 0x43, 0x4E,
+  0xD8, 0xE5, 0xB1, 0x2A, 0xBF, 0x76, 0xA3, 0x94, 0xC5, 0xC9, 0xAB, 0xFF, 0xF8, 0x6F, 0x95, 0xE5, 0x48, 0x8F, 0x9B, 0x89, 0x4B, 0x01, 0x71, 0xC0, 0xC1, 0xF2,
+  0x4A, 0x6F, 0x68, 0xB3, 0x00, 0x1A, 0x0A, 0x3B, 0xF0, 0x0D, 0x77, 0x4C, 0x20, 0x16, 0x2C, 0x9B, 0xE2, 0xB0, 0x78, 0x60, 0x50, 0x89, 0x7D, 0x0C, 0xD5, 0xC7,
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+  0x5B, 0xCA, 0x42, 0xBF, 0x34, 0x34, 0x88, 0x21, 0xDF, 0x68, 0x54, 0x36, 0x68, 0x1C, 0x8D, 0x8E, 0x3A, 0x47, 0xFD, 0xD2, 0xCA, 0x49, 0xC9, 0x65, 0x6A, 0xE0,
+  0xA8, 0x08, 0x1D, 0x51, 0x58, 0x29, 0x34, 0x82, 0xC0, 0xB8, 0x51, 0x16, 0xED, 0x5E, 0x60, 0xB3, 0x91, 0x9B, 0x31, 0x0C, 0x60, 0xEC, 0x16, 0x2A, 0x86, 0x5E,
+  0xDC, 0xD0, 0x7B, 0x4A, 0xFA, 0x68, 0x49, 0xA7, 0x74, 0x01, 0x21, 0x5E, 0x35, 0xD9, 0x09, 0x0D, 0xA8, 0x9B, 0x48, 0x0A, 0x56, 0x16, 0x95, 0x21, 0x59, 0x86,
+  0x2D, 0x8B, 0x98, 0x9E, 0xCF, 0xAA, 0xC1, 0x9C, 0x91, 0x63, 0x4A, 0x91, 0xE5, 0x16, 0x7B, 0x36, 0xF1, 0x6E, 0x88, 0xAF, 0x10, 0x56, 0x4A, 0xA9, 0xFD, 0x27,
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+  0x64, 0x33, 0x8B, 0x8C, 0x8C, 0xB9, 0x13, 0x96, 0x58, 0xA5, 0xD1, 0xC1, 0x7F, 0x45, 0x3D, 0xD2, 0x30, 0xF4, 0x1B, 0xCE, 0x0B, 0x5D, 0xD0, 0xC0, 0xF1, 0x2F,
+  0x45, 0x9F, 0xA2, 0xD4, 0x30, 0x66, 0x33, 0x62, 0x40, 0x2B, 0x93, 0xE4, 0xE9, 0xA1, 0xD2, 0x10, 0x43, 0x1D, 0xE7, 0x2B, 0x8D, 0xDB, 0x4B, 0x1D, 0x36, 0x2A,
+  0x1E, 0xD7, 0xE2, 0xF9, 0x6C, 0xE4, 0x99, 0x73, 0x55, 0x55, 0x53, 0xCD, 0xF1, 0xB2, 0xF8, 0xCE, 0x84, 0xC8, 0x02, 0xC7, 0xA6, 0xEE, 0x3F, 0x77, 0x5D, 0xD4,
+  0x68, 0x2B, 0xF4, 0x81, 0x4D, 0x45, 0x47, 0xD5, 0x04, 0xB7, 0x51, 0x0C, 0x4B, 0x08, 0x36, 0x6F, 0xEE, 0x2A, 0x15, 0xA6, 0x14, 0xE1, 0x34, 0x8A, 0xB4, 0x1A,
+  0xC4, 0x10, 0xDB, 0x12, 0xA8, 0xB6, 0x93, 0x4B, 0x38, 0x99, 0x4F, 0x55, 0x75, 0x94, 0xE8, 0xAC, 0x0B, 0x49, 0x9F, 0x75, 0xE7, 0x8F, 0x87, 0x46, 0xBD, 0xD3,
+  0xEC, 0x34, 0x8F, 0xE0, 0x7F, 0x8A, 0xF1, 0x4C, 0xB1, 0x71, 0x71, 0xF1, 0xE6, 0x58, 0x5E, 0x2A, 0x44, 0x97, 0x4F, 0x2B, 0xE5, 0x05, 0xFB, 0x52, 0x5D, 0x54,
+  0xF7, 0xA4, 0xE4, 0xFC, 0x52, 0xB7, 0x5D, 0x92, 0x87, 0x73, 0x4C, 0x7A, 0x7D, 0x43, 0x54, 0x58, 0xCB, 0xBA, 0x2A, 0x9E, 0x7A, 0x7F, 0xB6, 0x58, 0x11, 0xF2,
+  0x7F, 0xDE, 0xDA, 0x25, 0x51, 0x7C, 0xD3, 0x96, 0xBE, 0xB6, 0x5C, 0x82, 0x7D, 0xDB, 0x46, 0x27, 0x5F, 0xEB, 0x2D, 0x5E, 0xF5, 0x01, 0x85, 0x2E, 0x8C, 0x41,
+  0x7D, 0x18, 0x8C, 0xE6, 0x56, 0x86, 0x52, 0x9B, 0x0D, 0x64, 0x30, 0xB2, 0x1D, 0xA7, 0xE5, 0x78, 0x8B, 0xF2, 0x4A, 0xA4, 0xD8, 0x92, 0x33, 0x76, 0x5A, 0x6E,
+  0xF2, 0x9B, 0x52, 0x3B, 0x87, 0xC8, 0xF5, 0x1F, 0x41, 0xED, 0xB7, 0xED, 0x70, 0x85, 0xAE, 0xB1, 0x59, 0xA2, 0xD8, 0xC0, 0x1E, 0xB7, 0xEB, 0xA8, 0x92, 0x29,
+  0xB1, 0x4A, 0xB0, 0x78, 0xD8, 0xB3, 0xB0, 0x43, 0x73, 0xB2, 0xC1, 0xD0, 0x33, 0x1E, 0x18, 0xF9, 0xC4, 0x31, 0xB0, 0x82, 0xDF, 0x68, 0x86, 0xA2, 0x74, 0xF8,
+  0x26, 0x83, 0x57, 0xE1, 0x84, 0x8A, 0xEE, 0xEB, 0x99, 0x5D, 0x6A, 0xB3, 0xDA, 0x21, 0x3F, 0x56, 0xAB, 0xCD, 0xBA, 0xA4, 0xDC, 0x4F, 0x7A, 0x86, 0xBA, 0xD1,
+  0x1A, 0x11, 0x5D, 0x04, 0xED, 0xB1, 0x4F, 0x56, 0x15, 0x98, 0x69, 0xF2, 0xBF, 0x67, 0x6C, 0xFE, 0x78, 0xF3, 0xA9, 0x12, 0x9A, 0x00, 0xB8, 0x15, 0xB5, 0xFB,
+  0x41, 0x85, 0xAE, 0xF3, 0xBB, 0xAC, 0x62, 0x8F, 0xD1, 0xEC, 0xA8, 0xAE, 0x57, 0x08, 0x37, 0x05, 0x29, 0x54, 0x6D, 0xAA, 0x22, 0xFB, 0xAA, 0xC7, 0xF3, 0x64,
+  0x14, 0xE6, 0x2C, 0xFE, 0xD0, 0x3A, 0xF5, 0xA8, 0x38, 0xBA, 0xB5, 0xA4, 0xD9, 0x94, 0xD2, 0xC8, 0x11, 0x4D, 0x62, 0xE6, 0x5B, 0x9F, 0x12, 0x33, 0x46, 0xCF,
+  0xB5, 0x91, 0xE7, 0xAB, 0x44, 0x94, 0xCF, 0x54, 0xCD, 0xD0, 0x66, 0xCA, 0x53, 0x3E, 0xA8, 0x87, 0x7C, 0xAA, 0xF7, 0x4E, 0x94, 0x6B, 0x2B, 0x05, 0x8D, 0x8B,
+  0x48, 0xCB, 0x9D, 0x05, 0xCC, 0xA6, 0xAC, 0xDC, 0x01, 0xB2, 0x1C, 0x8B, 0x94, 0x8A, 0x2A, 0xF6, 0xCA, 0xA2, 0x08, 0x93, 0x9D, 0xC9, 0x2A, 0x34, 0x76, 0x7B,
+  0x6A, 0x40, 0xD9, 0x8B, 0xE6, 0x6A, 0x00, 0x46, 0x95, 0xFE, 0xAA, 0x98, 0xBB, 0x34, 0xC7, 0xDA, 0x3D, 0xE9, 0x94, 0x74, 0x69, 0x3A, 0x5E, 0xB0, 0xE5, 0x04,
+  0x58, 0xFE, 0xFC, 0x97, 0xF2, 0x4E, 0xA5, 0xD4, 0x5D, 0xE8, 0x53, 0xC5, 0xEE, 0x98, 0x92, 0x79, 0xB7, 0xA3, 0x8C, 0xB4, 0x85, 0xB3, 0x94, 0x74, 0x06, 0x8D,
+  0xAE, 0x5F, 0x9E, 0x69, 0x26, 0x51, 0x87, 0xD1, 0xE4, 0x44, 0x5D, 0x95, 0xA9, 0xD2, 0x42, 0x3D, 0x4C, 0x6C, 0xCB, 0x22, 0x85, 0x73, 0xC1, 0x38, 0xE6, 0xAD,
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+  0x3E, 0x53, 0x4C, 0x81, 0x70, 0x02, 0xB9, 0xF0, 0x44, 0xF2, 0x4A, 0xF5, 0x90, 0x9A, 0x9E, 0xB8, 0x6D, 0x3C, 0x88, 0x23, 0xC3, 0x7C, 0x66, 0x19, 0x21, 0x49,
+  0x06, 0x87, 0xC8, 0x16, 0xC4, 0xCD, 0xA9, 0x17, 0x92, 0x54, 0xC4, 0xB0, 0x71, 0x6F, 0x86, 0xE1, 0x7C, 0x8C, 0xAD, 0xF1, 0x5E, 0xDD, 0x5F, 0xE1, 0xE3, 0x6B,
+  0xF8, 0x7F, 0x66, 0x0E, 0xA2, 0xDA, 0xB8, 0x39, 0x63, 0x21, 0x51, 0x3C, 0x88, 0xAD, 0x44, 0x96, 0x43, 0x22, 0x2C, 0xF0, 0xFB, 0xA2, 0xA7, 0x87, 0x0F, 0xE9,
+  0xD1, 0x83, 0x48, 0x69, 0x22, 0x7A, 0x5C, 0x68, 0xF1, 0x8D, 0x94, 0x82, 0xB3, 0xB8, 0x53, 0x38, 0x04, 0x72, 0x09, 0x03, 0xF3, 0xAD, 0x48, 0xBD, 0x33, 0xA8,
+  0x36, 0xD1, 0x16, 0xFE, 0x3F, 0xEA, 0x7F, 0x45, 0x51, 0xFF, 0xFE, 0x42, 0x7C, 0x81, 0x6D, 0xA7, 0x3C, 0x80, 0xC1, 0xA9, 0xA7, 0x05, 0x0F, 0x6A, 0x50, 0xED,
+  0x28, 0xE7, 0xFD, 0x78, 0xE8, 0x8E, 0xED, 0x6B, 0x62, 0x5B, 0x8C, 0xE8, 0xD8, 0xB2, 0x50, 0x46, 0x38, 0x7D, 0x8F, 0x13, 0xDC, 0x38, 0xDB, 0x5D, 0xAF, 0xB1,
+  0xB5, 0x05, 0x1A, 0x8F, 0x6F, 0xE3, 0x92, 0x64, 0xE2, 0x2D, 0x8A, 0x20, 0x7D, 0x88, 0x3A, 0x37, 0x24, 0x05, 0x1C, 0x41, 0xF3, 0xED, 0x3C, 0xA5, 0x5D, 0x8B,
+  0x6D, 0x3F, 0x3C, 0x19, 0x40, 0x03, 0x71, 0x05, 0x40, 0x43, 0x9F, 0x7A, 0x8D, 0x84, 0x96, 0xB8, 0x65, 0x58, 0x05, 0x59, 0x85, 0x88, 0x69, 0x99, 0x97, 0xC4,
+  0xCC, 0x42, 0xE9, 0x1A, 0x41, 0x56, 0xBE, 0x0C, 0x10, 0xC9, 0xD3, 0x0B, 0xCD, 0x9D, 0x3B, 0x0E, 0xD8, 0x20, 0xB2, 0x00, 0x36, 0x28, 0xDF, 0x55, 0x86, 0xE8,
+  0xFF, 0xDC, 0x78, 0x16, 0x51, 0x9E, 0x90, 0xC0, 0xA3, 0x47, 0x49, 0x6C, 0xB8, 0xC8, 0xC0, 0xCA, 0xF8, 0xA8, 0x37, 0xD6, 0xFE, 0xD2, 0x73, 0x47, 0xF6, 0x38,
+  0xCE, 0xB3, 0x9C, 0x24, 0x48, 0xD6, 0x0F, 0x13, 0x82, 0x97, 0x6A, 0x1C, 0x20, 0xC4, 0xB6, 0xA8, 0x80, 0xE8, 0x8B, 0x39, 0x33, 0xB3, 0xB1, 0x4F, 0xA9, 0xD5,
+  0xD7, 0x09, 0x7F, 0x65, 0x5F, 0x03, 0xE4, 0x8F, 0xC6, 0x1C, 0x5F, 0x10, 0xF5, 0x4E, 0xD4, 0x95, 0x8C, 0x71, 0x9C, 0xC0, 0x88, 0x8C, 0xA5, 0xE8, 0xC6, 0x1F,
+  0xC5, 0x87, 0x2F, 0xAF, 0xE2, 0x2F, 0xD0, 0x92, 0x3F, 0x02, 0x4A, 0x3B, 0x07, 0x34, 0xF8, 0x82, 0x2D, 0x29, 0xB5, 0x67, 0x6B, 0x03, 0xDA, 0x30, 0x07, 0x09,
+  0xED, 0x20, 0x8B, 0xA4, 0x90, 0x72, 0xF1, 0xF6, 0x62, 0x85, 0x40, 0x28, 0xBA, 0xC5, 0x10, 0x45, 0x41, 0x7B, 0x85, 0xC3, 0x22, 0x54, 0xA9, 0x9D, 0x8F, 0x0A,
+  0x84, 0xCC, 0x11, 0xEB, 0x6C, 0x63, 0x1F, 0x1B, 0xA2, 0x23, 0x72, 0xEE, 0x63, 0xC9, 0xEB, 0xB9, 0x3D, 0x69, 0xA9, 0x4D, 0xD2, 0x99, 0x7E, 0x06, 0x5A, 0xAB,
+  0x2B, 0xA8, 0x87, 0xA6, 0xAF, 0xF0, 0x29, 0x81, 0x88, 0x87, 0xE8, 0x42, 0xB2, 0x7C, 0x15, 0x6E, 0x1D, 0x4D, 0x5F, 0xCB, 0x76, 0xC6, 0x92, 0x6C, 0x9C, 0x61,
+  0x63, 0x43, 0xBE, 0xA3, 0x9C, 0xD3, 0xD5, 0xE4, 0xEF, 0x0B, 0xCA, 0x99, 0x61, 0xCB, 0x74, 0x53, 0x80, 0x93, 0x2D, 0xEB, 0xA6, 0x91, 0xCE, 0x87, 0x53, 0x3B,
+  0x54, 0x20, 0xAC, 0x75, 0x6B, 0xEB, 0x64, 0x2E, 0xD9, 0xCB, 0x59, 0xA4, 0xA4, 0x45, 0x3D, 0x20, 0x4A, 0x4C, 0xC7, 0xD3, 0xEF, 0x71, 0x78, 0xCE, 0xD3, 0x1B,
+  0xC3, 0xC7, 0x49, 0x76, 0x54, 0x70, 0x6A, 0xF1, 0x87, 0xA1, 0x60, 0xAB, 0x96, 0x14, 0x45, 0x72, 0xDD, 0x52, 0xAC, 0x15, 0x26, 0xC7, 0x00, 0xF2, 0x62, 0xD9,
+  0xEF, 0x3E, 0x01, 0xB8, 0x00, 0x27, 0x35, 0xB4, 0xEF, 0xFF, 0xA2, 0x28, 0x6E, 0xB5, 0x11, 0x44, 0x99, 0x60, 0x42, 0x2C, 0xBA, 0x24, 0x11, 0xE2, 0x27, 0x39,
+  0x71, 0xC1, 0x27, 0xB1, 0x4E, 0x79, 0xFB, 0x7B, 0x64, 0x21, 0x51, 0x92, 0x2A, 0x1D, 0xA6, 0xD0, 0xE5, 0xEC, 0xE2, 0x11, 0x0A, 0x2B, 0xEC, 0x15, 0x93, 0x52,
+  0xF8, 0x63, 0x11, 0xC8, 0x69, 0x43, 0x35, 0x04, 0xDD, 0xFC, 0x08, 0x75, 0x4F, 0xCA, 0x4C, 0x1B, 0x7C, 0x80, 0x05, 0x1A, 0xB0, 0x44, 0xA8, 0x64, 0x3A, 0xC2,
+  0x61, 0x14, 0x13, 0x53, 0x42, 0xC2, 0x8C, 0x19, 0xCE, 0x4B, 0xF9, 0x5A, 0x2F, 0xAF, 0x1F, 0x22, 0x59, 0xFC, 0x11, 0xC0, 0xB0, 0xA8, 0xF1, 0x20, 0x12, 0x43,
+  0x16, 0x07, 0x76, 0x20, 0x21, 0x48, 0x88, 0x28, 0x4F, 0x4C, 0xC9, 0xED, 0xD6, 0xB5, 0x38, 0x52, 0xE5, 0x8E, 0xEA, 0x34, 0x39, 0xD3, 0xD2, 0x34, 0x4B, 0xFB,
+  0xFD, 0x8D, 0x9A, 0xCC, 0xBF, 0xF8, 0x0C, 0x8C, 0x14, 0xF1, 0x1A, 0xEB, 0x90, 0x93, 0x19, 0x5C, 0x96, 0x90, 0x72, 0x87, 0x65, 0xB6, 0xF8, 0x41, 0x78, 0xA3,
+  0xF8, 0xA0, 0x98, 0xCD, 0x0C, 0x2F, 0xE5, 0x5A, 0x30, 0x62, 0x30, 0x71, 0x96, 0x1C, 0xED, 0x49, 0xE2, 0x51, 0xD6, 0x81, 0xB9, 0xE2, 0x62, 0xD6, 0xC5, 0xDC,
+  0xF5, 0xC6, 0x26, 0x8B, 0xC2, 0x89, 0x57, 0xFA, 0x1C, 0x02, 0x95, 0x57, 0x0C, 0x70, 0x19, 0x3D, 0x77, 0x52, 0x0A, 0x19, 0x3F, 0xA3, 0x22, 0xE1, 0xA0, 0x0F,
+  0xA0, 0x54, 0x5B, 0x17, 0xA1, 0x4D, 0x13, 0xA0, 0x88, 0xB5, 0x1C, 0x36, 0xB1, 0x4B, 0x5D, 0x82, 0x97, 0x53, 0x4F, 0x11, 0xBC, 0xB4, 0x31, 0x5D, 0x82, 0xA6,
+  0x7E, 0x5F, 0x0E, 0x2C, 0x3F, 0xED, 0x22, 0xD3, 0x6E, 0xDC, 0x54, 0x00, 0x8E, 0x1F, 0xD1, 0x91, 0x40, 0x45, 0x36, 0x2B, 0x02, 0x8C, 0x5E, 0x8A, 0x52, 0x93,
+  0xF4, 0x1B, 0x84, 0xDE, 0x8C, 0x6D, 0xCE, 0x4F, 0x85, 0xA1, 0x05, 0x9D, 0x25, 0x6D, 0xE3, 0xFD, 0x3A, 0x2F, 0xAE, 0x64, 0xD9, 0x26, 0x97, 0x42, 0xE4, 0x4D,
+  0xFE, 0xB5, 0x64, 0x65, 0x4C, 0xA7, 0x59, 0x95, 0x3D, 0xA0, 0xA5, 0xB4, 0x03, 0xDF, 0x64, 0xC9, 0x20, 0x7A, 0xA0, 0x05, 0x63, 0x15, 0x1E, 0xFE, 0xCE, 0xFA,
+  0xC4, 0xE4, 0x9D, 0xB0, 0xA9, 0x46, 0x29, 0x2D, 0xDE, 0x2C, 0x4D, 0x4A, 0x3C, 0x15, 0xC5, 0xFC, 0x3B, 0xC0, 0x2C, 0xC0, 0x5F, 0x90, 0xF0, 0x40, 0x93, 0xED,
+  0x2D, 0x27, 0x28, 0xC7, 0x62, 0xE2, 0x51, 0x30, 0x49, 0xBC, 0x94, 0xC9, 0xD8, 0xD3, 0x50, 0x4F, 0x3F, 0x9B, 0x43, 0x48, 0x5E, 0x2F, 0xC0, 0xF9, 0xC0, 0xDB,
+  0x17, 0xF5, 0xC6, 0x6D, 0x11, 0x3B, 0x4C, 0x5C, 0xB1, 0xED, 0x54, 0x25, 0x82, 0xA6, 0x09, 0x35, 0xB6, 0x84, 0x7C, 0xD4, 0xE8, 0x64, 0x87, 0xB9, 0x72, 0xC5,
+  0xE0, 0x26, 0x4F, 0xB0, 0x17, 0x59, 0xD1, 0xB2, 0xFA, 0x36, 0x81, 0x20, 0x4E, 0x00, 0x19, 0x62, 0x53, 0x25, 0xAC, 0x64, 0x17, 0xA2, 0x81, 0xA0, 0x5D, 0xF6,
+  0xC1, 0x1C, 0xDA, 0x93, 0xD5, 0x7F, 0xAA, 0x5C, 0x64, 0x02, 0x88, 0x9C, 0x29, 0x07, 0x05, 0x3E, 0x45, 0x65, 0x1A, 0xEE, 0x8D, 0x11, 0xC8, 0x4E, 0x63, 0x02,
+  0x41, 0x21, 0xE1, 0x7E, 0x53, 0xD7, 0x59, 0x03, 0x9D, 0x3B, 0x00, 0x3B, 0x6B, 0xD3, 0x6D, 0x27, 0x38, 0x8E, 0x41, 0x1B, 0xA0, 0x27, 0x89, 0xDB, 0xEC, 0x43,
+  0xD1, 0xE2, 0x3E, 0x3B, 0x63, 0x0D, 0xA2, 0x5E, 0xF0, 0xD3, 0xCC, 0x6D, 0x63, 0x36, 0x23, 0xAE, 0x75, 0x39, 0xB1, 0x1D, 0xAB, 0xCE, 0x40, 0xA3, 0x07, 0x6D,
+  0x7C, 0x8D, 0x7E, 0xE6, 0x98, 0x3E, 0xD4, 0xC1, 0xB1, 0x82, 0x37, 0x5F, 0xB2, 0x6B, 0xF5, 0x5A, 0xCF, 0x12, 0xCF, 0xE4, 0xF0, 0x66, 0x6D, 0xCB, 0x37, 0x16,
+  0x6F, 0xF0, 0x99, 0x3F, 0x6A, 0x0E, 0xCD, 0x4E, 0xB3, 0xC3, 0x1B, 0x84, 0x50, 0x6C, 0x09, 0x91, 0x23, 0x5E, 0x7C, 0x36, 0xEA, 0x97, 0x0F, 0x6F, 0x63, 0xBC,
+  0xA1, 0xF7, 0x82, 0x5D, 0xAA, 0xD7, 0xE8, 0x43, 0x83, 0x87, 0x7F, 0xCC, 0x70, 0xA9, 0x59, 0xA4, 0x19, 0x49, 0x8C, 0xF8, 0x3C, 0x20, 0x8A, 0x8A, 0x35, 0xFF,
+  0x41, 0x46, 0x0A, 0x97, 0x5D, 0xC8, 0x13, 0x68, 0xEE, 0x75, 0x15, 0xA8, 0x78, 0x5A, 0x10, 0xC1, 0x91, 0x93, 0x97, 0x30, 0xBC, 0xFD, 0x27, 0x31, 0x7C, 0xD0,
+  0xC7, 0x81, 0x56, 0xD7, 0x3B, 0xFA, 0x41, 0x9D, 0x5E, 0x7F, 0x07, 0xEC, 0x4C, 0xEA, 0x8D, 0x83, 0x6E, 0xA3, 0xD1, 0x0E, 0x40, 0x67, 0xA4, 0xDE, 0xEA, 0x89,
+  0x26, 0xF0, 0x87, 0xB6, 0x61, 0x9D, 0xE4, 0xDF, 0x7F, 0xED, 0xCD, 0xFD, 0xA0, 0xA8, 0xC1, 0x3B, 0xDB, 0xC5, 0x4C, 0x5C, 0xD4, 0xE4, 0x1A, 0x06, 0x2F, 0xAE,
+  0x95, 0x69, 0xA2, 0xD3, 0x87, 0x1C, 0xC5, 0x48, 0x93, 0x3E, 0xFB, 0x05, 0x25, 0xBF, 0x54, 0xEC, 0xF3, 0x7A, 0x93, 0xE0, 0x4C, 0x79, 0x5D, 0xAC, 0x5D, 0xDD,
+  0xCA, 0xC6, 0x11, 0x57, 0x74, 0x7C, 0xAE, 0x21, 0xA3, 0xFF, 0x54, 0xC0, 0xE2, 0x35, 0x52, 0x66, 0x0E, 0xBD, 0x4A, 0x19, 0xAA, 0xAC, 0xAF, 0x0A, 0xEB, 0xD1,
+  0xE4, 0x44, 0x73, 0x7A, 0x8C, 0x9D, 0xAC, 0x3D, 0x2F, 0xE7, 0xE0, 0xE3, 0x53, 0x11, 0x51, 0xD9, 0x35, 0x1C, 0x70, 0x46, 0xA1, 0x1F, 0x06, 0xA0, 0x45, 0xF9,
+  0x08, 0x6E, 0x4B, 0x19, 0x8C, 0x8F, 0x56, 0x4B, 0x00, 0xA4, 0x57, 0x89, 0x4B, 0xB0, 0xD2, 0x28, 0xB8, 0xB0, 0x5E, 0x48, 0xBF, 0xFC, 0x9A, 0xA2, 0x00, 0xAC,
+  0x59, 0xCE, 0x15, 0x51, 0x06, 0xDA, 0x35, 0xA2, 0xA0, 0x87, 0x40, 0x7C, 0xD8, 0x26, 0x85, 0xBC, 0x9C, 0x61, 0x7D, 0x76, 0x48, 0x9F, 0x8A, 0x85, 0x79, 0x43,
+  0xF9, 0xEC, 0x30, 0xFE, 0x56, 0x32, 0x10, 0xF1, 0x51, 0x81, 0x58, 0x84, 0xA4, 0x58, 0xDE, 0x44, 0x96, 0xB7, 0x98, 0xCE, 0x28, 0x81, 0x90, 0xBF, 0x7D, 0xC0,
+  0xC4, 0x45, 0x2A, 0x8A, 0x8B, 0x70, 0x71, 0x21, 0x40, 0x3C, 0xC2, 0x2D, 0x9F, 0x5B, 0x89, 0xEC, 0xFF, 0xD7, 0xE7, 0x31, 0x67, 0x8B, 0x61, 0x21, 0x9D, 0x7C,
+  0xEE, 0x42, 0x62, 0xAF, 0x18, 0x20, 0xF1, 0x81, 0x24, 0xC6, 0xD6, 0x62, 0x58, 0x8D, 0x2D, 0x31, 0xF7, 0x81, 0x00, 0x31, 0x5B, 0xEA, 0x19, 0x12, 0xC1, 0x4A,
+  0xF4, 0xB2, 0x32, 0xCD, 0x70, 0x2D, 0x2D, 0xFA, 0x4C, 0x76, 0x44, 0x2C, 0x7B, 0xD3, 0x57, 0x69, 0xB9, 0xC9, 0x9A, 0x49, 0x4C, 0x46, 0x73, 0x2C, 0xA5, 0xA0,
+  0x51, 0x4B, 0x09, 0x3A, 0xA2, 0xA3, 0x10, 0x5A, 0x34, 0x62, 0x45, 0x63, 0x74, 0x5A, 0x49, 0x58, 0x51, 0xEB, 0xD8, 0x71, 0x62, 0x04, 0x62, 0x8E, 0xE6, 0x38,
+  0x3D, 0xA7, 0xC7, 0x06, 0x2F, 0x8C, 0xD9, 0xD4, 0x10, 0x45, 0x6E, 0x10, 0xB1, 0x94, 0x68, 0x13, 0x39, 0x08, 0x83, 0xCF, 0x23, 0xB3, 0x94, 0x14, 0xB6, 0xE6,
+  0xA9, 0xBF, 0x77, 0x08, 0xCE, 0x87, 0xF0, 0x7D, 0x8C, 0xB8, 0x07, 0xD1, 0xF3, 0x35, 0xC7, 0x5B, 0x10, 0x5C, 0xBF, 0x14, 0x8F, 0x9B, 0x68, 0x43, 0x02, 0x31,
+  0x95, 0xB0, 0x59, 0x2D, 0x8C, 0x41, 0xE1, 0xC4, 0x0E, 0x60, 0x10, 0x8E, 0x9F, 0xB3, 0x24, 0x0F, 0xF5, 0x28, 0x21, 0x96, 0xB2, 0x97, 0x9D, 0xED, 0x4F, 0x88,
+  0x93, 0xC1, 0xC4, 0xB2, 0x7C, 0xC8, 0x79, 0xCC, 0x04, 0xA2, 0xA2, 0x79, 0xB4, 0x35, 0x44, 0x18, 0xDD, 0xFE, 0x6A, 0xA5, 0xA8, 0x66, 0xA0, 0x54, 0x90, 0x11,
+  0x58, 0x2C, 0xCB, 0x98, 0xD7, 0x8C, 0x34, 0x55, 0x93, 0x95, 0x05, 0x1A, 0xC5, 0x39, 0x7B, 0x65, 0x94, 0xCF, 0xD7, 0x0A, 0x93, 0x38, 0x4B, 0xAC, 0xEC, 0x77,
+  0x7E, 0x28, 0x76, 0x16, 0xB0, 0x33, 0x2C, 0x18, 0x07, 0x0F, 0xCE, 0x0F, 0x27, 0xE1, 0xD4, 0x19, 0x3C, 0xF8, 0x5F, 0x94, 0x18, 0xA6, 0xBF, 0xBA, 0xAB, 0x00,
+  0x00
+};
+
+//File: index_ov3660.html.gz, Size: 8887
+#define index_ov3660_html_gz_len 8887
+const uint8_t index_ov3660_html_gz[] = {
+  0x1F, 0x8B, 0x08, 0x08, 0xA3, 0xFA, 0x69, 0x5E, 0x00, 0x03, 0x69, 0x6E, 0x64, 0x65, 0x78, 0x5F, 0x6F, 0x76, 0x33, 0x36, 0x36, 0x30, 0x2E, 0x68, 0x74, 0x6D,
+  0x6C, 0x00, 0xED, 0x3D, 0x69, 0x73, 0xDB, 0x46, 0xB2, 0xDF, 0xFD, 0x2B, 0x60, 0x24, 0x6B, 0x51, 0x65, 0x91, 0xE2, 0xAD, 0x23, 0x12, 0xFD, 0x6C, 0x59, 0xB1,
+  0x53, 0x1B, 0x67, 0xBD, 0x71, 0xE2, 0x24, 0xB5, 0xB5, 0xE5, 0x80, 0xC4, 0x90, 0x44, 0x0C, 0x02, 0x5C, 0x00, 0xD4, 0x91, 0x94, 0x7E, 0xC7, 0xFB, 0x41, 0xEF,
+  0x8F, 0xBD, 0xEE, 0x39, 0x70, 0x71, 0x00, 0x0C, 0x00, 0x11, 0x52, 0xF2, 0x1E, 0x5D, 0x65, 0xE1, 0x98, 0xEE, 0xE9, 0x7B, 0x7A, 0x7A, 0x06, 0xC0, 0xD9, 0x53,
+  0xD3, 0x9D, 0x05, 0xB7, 0x6B, 0xA2, 0x2D, 0x83, 0x95, 0x3D, 0x79, 0x72, 0xC6, 0xFE, 0x68, 0xF0, 0x3B, 0x5B, 0x12, 0xC3, 0x64, 0x87, 0xF4, 0x74, 0x45, 0x02,
+  0x43, 0x9B, 0x2D, 0x0D, 0xCF, 0x27, 0xC1, 0xB9, 0xBE, 0x09, 0xE6, 0xED, 0x63, 0x3D, 0x7D, 0xDB, 0x31, 0x56, 0xE4, 0x5C, 0xBF, 0xB2, 0xC8, 0xF5, 0xDA, 0xF5,
+  0x02, 0x5D, 0x9B, 0xB9, 0x4E, 0x40, 0x1C, 0x68, 0x7E, 0x6D, 0x99, 0xC1, 0xF2, 0xDC, 0x24, 0x57, 0xD6, 0x8C, 0xB4, 0xE9, 0xC9, 0x81, 0xE5, 0x58, 0x81, 0x65,
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+  0xE3, 0x4E, 0xE1, 0x10, 0xC8, 0x63, 0x18, 0x98, 0x6F, 0x85, 0xEA, 0x5D, 0xC3, 0x54, 0x17, 0x6D, 0xE1, 0xFF, 0xA3, 0xFE, 0x23, 0x8A, 0xFA, 0xBB, 0x0B, 0xF1,
+  0x39, 0xB6, 0x9D, 0xF2, 0x00, 0x06, 0x27, 0x5F, 0x74, 0x79, 0xBE, 0x77, 0xA0, 0xC9, 0x57, 0x55, 0x52, 0x69, 0xC5, 0xD2, 0x32, 0x19, 0xC9, 0x91, 0x5D, 0xA1,
+  0x84, 0x70, 0x61, 0x14, 0x97, 0x0E, 0x71, 0x1D, 0xB1, 0xB5, 0xC7, 0x56, 0x6D, 0x69, 0x34, 0xBE, 0x8B, 0x12, 0x92, 0xA5, 0x7B, 0x9D, 0x07, 0xE9, 0x41, 0xCC,
+  0xB9, 0x22, 0x29, 0xE0, 0x10, 0xDA, 0xB4, 0x7C, 0x63, 0x6A, 0x17, 0x77, 0xCD, 0xDB, 0x99, 0x7C, 0x28, 0x80, 0x06, 0xE2, 0x0A, 0x80, 0x06, 0x1E, 0xF5, 0x99,
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+  0xD7, 0x9C, 0x8D, 0x6D, 0x83, 0x05, 0x22, 0x0B, 0x60, 0x81, 0xF1, 0xBB, 0xD2, 0x00, 0xFD, 0xE7, 0x8D, 0x66, 0x21, 0xE5, 0x09, 0x09, 0x3C, 0x7B, 0x96, 0xC4,
+  0x86, 0xCB, 0xB7, 0x2C, 0x35, 0x0F, 0x7B, 0x63, 0xED, 0xD9, 0xDB, 0x74, 0xA3, 0x51, 0x96, 0x93, 0x04, 0x43, 0xF5, 0xD3, 0x84, 0xE0, 0x63, 0x19, 0x0E, 0x10,
+  0x62, 0x99, 0x54, 0x40, 0xB8, 0x49, 0x43, 0xDF, 0x5A, 0xE9, 0x7A, 0x41, 0xAD, 0xBE, 0x45, 0xF8, 0x1E, 0x9D, 0x7D, 0x90, 0x3F, 0x1A, 0x73, 0x74, 0x41, 0x64,
+  0x3B, 0x61, 0x57, 0x71, 0x8C, 0x8B, 0x04, 0x46, 0x64, 0x2C, 0x45, 0x37, 0xFE, 0x68, 0x07, 0xD0, 0x14, 0x77, 0xC8, 0xC4, 0x06, 0xEF, 0xED, 0xD1, 0x9F, 0x76,
+  0xBC, 0xDD, 0x30, 0x97, 0x82, 0xEB, 0xE9, 0xA7, 0x05, 0x34, 0x97, 0x31, 0x46, 0xD1, 0x5D, 0x4F, 0x91, 0x25, 0x4A, 0x02, 0x1C, 0xE6, 0xA1, 0x9A, 0x1B, 0x33,
+  0xF2, 0xC9, 0x23, 0x33, 0x77, 0xE1, 0x58, 0xBF, 0x13, 0x19, 0x42, 0xE6, 0x50, 0x2D, 0xE2, 0x78, 0xAE, 0x98, 0x66, 0x23, 0x72, 0xEE, 0x2B, 0xC9, 0xEB, 0x99,
+  0x3D, 0x69, 0x3A, 0xB8, 0xD5, 0x27, 0x0B, 0x37, 0x1F, 0xF8, 0x56, 0x70, 0xBB, 0xDD, 0xCF, 0x44, 0x6B, 0xF7, 0x04, 0xF5, 0xD0, 0xF4, 0x0D, 0x6E, 0xD0, 0x09,
+  0x79, 0x08, 0x2F, 0x24, 0x93, 0x50, 0xE1, 0x9E, 0xE1, 0x0A, 0x58, 0xDC, 0x5E, 0xD8, 0x50, 0x19, 0x8D, 0x93, 0x91, 0x41, 0xDE, 0xD3, 0xC8, 0xD1, 0xC3, 0x61,
+  0x43, 0x1A, 0xDF, 0x6B, 0x0E, 0x1A, 0x39, 0x38, 0xD9, 0xC6, 0x97, 0x34, 0xD2, 0xCD, 0x74, 0x65, 0x05, 0x12, 0x84, 0x7B, 0xBD, 0xBD, 0x32, 0xE3, 0x4F, 0xDC,
+  0x5B, 0x59, 0xC4, 0xA3, 0xA9, 0x39, 0x20, 0x4A, 0xAC, 0xE8, 0xCD, 0xD8, 0x06, 0xCF, 0x17, 0x30, 0xFD, 0xC6, 0x75, 0x3A, 0x54, 0x70, 0x6A, 0x81, 0x9C, 0xA1,
+  0x60, 0xFB, 0x3A, 0x28, 0x8A, 0xE4, 0xCE, 0x0E, 0xB1, 0x9B, 0x22, 0x99, 0xC9, 0xC7, 0x37, 0x14, 0xFC, 0xEA, 0x11, 0x80, 0xF3, 0xB1, 0x9A, 0xA8, 0x7D, 0xF9,
+  0x07, 0x45, 0x71, 0xA7, 0xCD, 0x21, 0x5A, 0xF8, 0x4B, 0x62, 0xD2, 0xCA, 0x57, 0xB0, 0xF1, 0x4F, 0x35, 0x5C, 0x14, 0x4F, 0xEC, 0xE4, 0xB8, 0xFB, 0x35, 0xB4,
+  0x90, 0x70, 0xB0, 0x29, 0x9C, 0x6C, 0xD0, 0x0D, 0x3F, 0xF9, 0xF3, 0x0C, 0x96, 0x9E, 0x4B, 0x0A, 0x4B, 0xF8, 0x63, 0x91, 0xC4, 0xEE, 0x40, 0x4E, 0x03, 0xDD,
+  0x7C, 0x07, 0xD9, 0x4B, 0xCA, 0x4C, 0xF7, 0xF9, 0x34, 0x09, 0x34, 0x60, 0x8A, 0x90, 0xC7, 0x74, 0x84, 0x93, 0x21, 0x26, 0xA6, 0x84, 0x84, 0x19, 0x33, 0x9C,
+  0x97, 0xE2, 0xDD, 0x30, 0x3C, 0x0B, 0x08, 0x65, 0xF1, 0x9B, 0x0F, 0x93, 0x9B, 0xFD, 0x27, 0xA1, 0x18, 0xB6, 0x71, 0x60, 0x07, 0x31, 0x04, 0x09, 0x11, 0x65,
+  0x89, 0x89, 0x1B, 0x4D, 0x72, 0x5E, 0x96, 0x23, 0x33, 0xF6, 0x8B, 0x8D, 0x99, 0x74, 0xC0, 0xA4, 0x3D, 0xFF, 0x8B, 0x1A, 0xCD, 0xBF, 0x0F, 0xD8, 0x20, 0x1B,
+  0x8B, 0x79, 0xFB, 0x65, 0x08, 0xDA, 0x9A, 0x24, 0x16, 0x12, 0x73, 0x6F, 0xE9, 0xB2, 0xF8, 0x41, 0x80, 0xA3, 0xF8, 0x20, 0x29, 0xDD, 0x9A, 0x26, 0xC6, 0x73,
+  0xBA, 0x90, 0x41, 0x89, 0x6C, 0x62, 0x73, 0x3C, 0x21, 0x1E, 0x69, 0x3E, 0x97, 0x29, 0x2E, 0x66, 0x5F, 0xCC, 0x61, 0xAF, 0x2C, 0x72, 0x9D, 0x5B, 0x37, 0xA5,
+  0x7B, 0xB5, 0xA8, 0xBC, 0x22, 0x80, 0x8B, 0x70, 0x6F, 0x5E, 0x21, 0x64, 0xB4, 0x8F, 0x2F, 0x86, 0x83, 0x6E, 0xD2, 0x53, 0x5B, 0x5C, 0xA5, 0x4D, 0x13, 0xA0,
+  0x88, 0xB5, 0x18, 0x56, 0xEC, 0xDB, 0x4E, 0x93, 0x1F, 0x1F, 0x7C, 0xF2, 0xE0, 0xE9, 0x28, 0xC7, 0x1A, 0xC7, 0xA0, 0xA9, 0xE7, 0x17, 0x03, 0xC7, 0x77, 0x04,
+  0xC6, 0x69, 0x37, 0xAE, 0x14, 0x80, 0xA3, 0x6D, 0x8C, 0x31, 0x50, 0x31, 0x9E, 0xE5, 0x01, 0x42, 0x1B, 0xB6, 0x4D, 0x75, 0x2F, 0xA6, 0x5F, 0x3F, 0x70, 0xD7,
+  0x1F, 0x28, 0x21, 0xA9, 0x40, 0x74, 0x4D, 0x17, 0x07, 0x3A, 0x78, 0xBF, 0xC5, 0xD3, 0xA4, 0xB8, 0x6C, 0x93, 0xEB, 0xA9, 0x1F, 0x70, 0xE5, 0x40, 0x63, 0x78,
+  0xF6, 0x92, 0x39, 0x2E, 0x5D, 0x54, 0x90, 0xF6, 0x80, 0x96, 0xD2, 0xF1, 0xBD, 0x19, 0x1B, 0x0E, 0xC2, 0x4D, 0x7F, 0x18, 0xAD, 0xF0, 0xF0, 0x57, 0xD6, 0x27,
+  0x0E, 0xDF, 0x09, 0x9B, 0xDA, 0x2F, 0xA4, 0xC5, 0x5D, 0xA7, 0x49, 0x89, 0x4A, 0x4A, 0xCC, 0xBF, 0x7D, 0x1C, 0x07, 0xD8, 0xD0, 0x87, 0x11, 0x33, 0x66, 0x6F,
+  0x19, 0x61, 0x39, 0x12, 0x13, 0x8F, 0x83, 0x49, 0xE2, 0x63, 0x63, 0x19, 0xDB, 0x31, 0xFA, 0xE2, 0xD3, 0x6C, 0x0A, 0xC3, 0xD7, 0x6B, 0x70, 0x3E, 0xF0, 0xF6,
+  0xEB, 0xD6, 0xFE, 0x5D, 0x1E, 0x3B, 0x4C, 0x5C, 0x91, 0xED, 0xA8, 0x12, 0x41, 0x07, 0x0A, 0x39, 0xB6, 0x84, 0x7C, 0xE4, 0xE8, 0xE2, 0x0E, 0x73, 0xE9, 0x88,
+  0x69, 0x4A, 0x96, 0x60, 0xCF, 0xB7, 0x45, 0xCB, 0x32, 0xD5, 0x04, 0x82, 0x68, 0x08, 0xD8, 0x22, 0x36, 0x95, 0xA8, 0xC6, 0xEC, 0x42, 0x34, 0x10, 0xB4, 0xC7,
+  0x7D, 0x30, 0x83, 0xF6, 0x64, 0x1E, 0x9F, 0x4A, 0x18, 0x99, 0x00, 0x42, 0x67, 0xCA, 0x59, 0xC2, 0x99, 0x19, 0xCE, 0x95, 0x91, 0x58, 0xC2, 0x99, 0x01, 0x41,
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+  0x80, 0x90, 0xDF, 0x67, 0x67, 0xAC, 0x41, 0xD8, 0xCB, 0xD4, 0x35, 0x6F, 0x3B, 0xC6, 0x7A, 0x4D, 0x1C, 0xF3, 0x62, 0x69, 0xD9, 0x66, 0x8B, 0x81, 0xC6, 0xD6,
+  0x31, 0x30, 0x2C, 0x12, 0xBA, 0xF5, 0x8D, 0x63, 0x05, 0x6F, 0xBE, 0x60, 0xD7, 0x5A, 0x7B, 0x7D, 0x53, 0xEC, 0x5C, 0xE4, 0xCD, 0x3A, 0xA6, 0x67, 0x5C, 0x7F,
+  0x83, 0xFB, 0xA2, 0xA9, 0x39, 0x1C, 0x74, 0x0F, 0xBA, 0xBC, 0x41, 0x00, 0xE9, 0x96, 0x10, 0x39, 0xE2, 0xC5, 0xFD, 0xA3, 0x3F, 0x7E, 0xFF, 0x6D, 0x84, 0x37,
+  0x70, 0x5F, 0xB3, 0x4B, 0xAD, 0x3D, 0xBA, 0xB1, 0xFA, 0xF0, 0xB7, 0x35, 0xEE, 0x57, 0x11, 0xC3, 0x4C, 0x4C, 0x8C, 0xB8, 0x67, 0x1A, 0x45, 0xC5, 0x9A, 0x7F,
+  0x15, 0x47, 0x0A, 0x97, 0x1D, 0x18, 0x27, 0xD0, 0xDC, 0x5B, 0x32, 0x50, 0xB1, 0xA3, 0x1A, 0xC1, 0x91, 0x93, 0xAF, 0x61, 0xA2, 0xFA, 0x0B, 0x31, 0x3C, 0xD0,
+  0xC7, 0x73, 0xAD, 0xA5, 0x77, 0xF5, 0xE7, 0x2D, 0x7A, 0xFD, 0x1D, 0xB0, 0xB3, 0x6C, 0xED, 0x3F, 0xEF, 0xED, 0xEF, 0x77, 0x7C, 0xD0, 0x19, 0x69, 0xB5, 0xFB,
+  0xA2, 0x09, 0xFC, 0xA1, 0x6D, 0x58, 0x27, 0xD9, 0xF7, 0xDF, 0xBA, 0x1B, 0xCF, 0xCF, 0x6B, 0xF0, 0xCE, 0x72, 0x70, 0x24, 0xCE, 0x6B, 0xF2, 0x01, 0xA6, 0x2F,
+  0x8E, 0xB9, 0xD5, 0x44, 0xA7, 0x1B, 0xC1, 0xC5, 0x9C, 0x91, 0xEE, 0x8F, 0x85, 0xA4, 0x3F, 0x96, 0xEE, 0xF3, 0x8C, 0x93, 0x60, 0xC5, 0xBB, 0x25, 0x96, 0xA5,
+  0xEE, 0xE2, 0xC6, 0x11, 0xE5, 0x74, 0xBC, 0x6A, 0xB0, 0xA5, 0xFF, 0x54, 0xC0, 0xE2, 0x59, 0xD2, 0x56, 0x2D, 0x5C, 0x25, 0x11, 0x95, 0x66, 0x58, 0xB9, 0x19,
+  0x69, 0xB2, 0x60, 0x9C, 0x9E, 0x2D, 0x27, 0xB3, 0xCF, 0x8B, 0x0D, 0xF8, 0xF8, 0x4A, 0x44, 0x54, 0x76, 0x0D, 0xA7, 0x9C, 0x61, 0xE8, 0x87, 0x29, 0x68, 0xDE,
+  0x78, 0x04, 0xB7, 0x63, 0x23, 0x18, 0x9F, 0xAF, 0x16, 0x00, 0xD0, 0x49, 0x6A, 0x38, 0x8A, 0x69, 0x08, 0xB5, 0x4D, 0xB6, 0x24, 0x44, 0x40, 0xBB, 0xFD, 0x30,
+  0x62, 0x21, 0x10, 0x9F, 0x75, 0x45, 0xBA, 0xDB, 0x9E, 0x5D, 0xA7, 0x03, 0xD6, 0xD6, 0xAC, 0xFA, 0x2E, 0xA6, 0x2D, 0xF1, 0x70, 0x4E, 0xC4, 0x0F, 0xC9, 0x67,
+  0x9E, 0xC4, 0x99, 0x17, 0x55, 0x82, 0x02, 0x88, 0x4F, 0x34, 0xC7, 0x8F, 0xB3, 0x4F, 0x14, 0xD9, 0x27, 0x9C, 0x7D, 0x04, 0x88, 0x26, 0x9C, 0xC5, 0x25, 0x8B,
+  0xD0, 0x18, 0x7F, 0x7A, 0x15, 0x71, 0x76, 0x3D, 0xCD, 0xA5, 0x93, 0x97, 0x12, 0x62, 0xEC, 0xE5, 0x03, 0x40, 0xFB, 0x15, 0xF8, 0x43, 0x9C, 0xAD, 0xEB, 0xA9,
+  0x1A, 0x5B, 0xA2, 0x14, 0x81, 0x00, 0x11, 0x5B, 0xF2, 0x82, 0x85, 0x60, 0xE5, 0x35, 0x09, 0xF8, 0x23, 0x7C, 0x86, 0x63, 0x6A, 0x73, 0xCF, 0x58, 0x11, 0xFC,
+  0x62, 0x7B, 0x48, 0xAC, 0x49, 0xEF, 0x17, 0xE6, 0x7E, 0xAC, 0x59, 0x8C, 0xC9, 0xB0, 0xE4, 0x51, 0x08, 0x1A, 0xB6, 0x8C, 0x41, 0x87, 0x74, 0xE4, 0x42, 0x8B,
+  0x46, 0x2C, 0x83, 0x0B, 0x4F, 0x95, 0x84, 0x15, 0xB6, 0x8E, 0x1C, 0x21, 0x42, 0x20, 0x4A, 0x26, 0xA3, 0x74, 0xA9, 0x8C, 0xCD, 0x24, 0x18, 0xB3, 0xA9, 0xF9,
+  0x42, 0xBC, 0x41, 0xC8, 0x52, 0xA2, 0x4D, 0xE8, 0x20, 0x0C, 0x3E, 0x8B, 0xCC, 0x42, 0x52, 0xD8, 0x42, 0xA2, 0xFE, 0xDE, 0x26, 0x58, 0x9E, 0xE0, 0x2F, 0x65,
+  0xBC, 0xF8, 0xE6, 0x6B, 0xCD, 0xF5, 0x34, 0xDB, 0xBD, 0x26, 0xB8, 0x28, 0x28, 0x36, 0x90, 0x69, 0x53, 0x02, 0x01, 0x8E, 0xB0, 0x22, 0x13, 0xEE, 0x8F, 0x09,
+  0x96, 0x96, 0x0F, 0x73, 0x62, 0x7C, 0x75, 0x28, 0x79, 0xAA, 0x87, 0xA3, 0x53, 0x21, 0x7B, 0xDB, 0x25, 0xF4, 0x84, 0x38, 0x19, 0x4C, 0x24, 0xCB, 0xA7, 0x9C,
+  0xC7, 0xAD, 0xC0, 0x92, 0x57, 0xD6, 0x2A, 0x21, 0xC2, 0xF0, 0xF6, 0xA3, 0x95, 0xA2, 0x9C, 0x81, 0x42, 0x41, 0x86, 0x60, 0x91, 0x2C, 0x23, 0x5E, 0xB7, 0xA4,
+  0x29, 0xAB, 0x1D, 0xE6, 0x68, 0x14, 0x4B, 0xE1, 0xD2, 0x68, 0x9E, 0xAD, 0x15, 0x26, 0x71, 0x36, 0xCA, 0xB1, 0xDF, 0xD9, 0xA1, 0x78, 0x14, 0x8A, 0x9D, 0x61,
+  0xF6, 0x36, 0x79, 0x72, 0x76, 0xB8, 0x0C, 0x56, 0xF6, 0xE4, 0xC9, 0xFF, 0x02, 0x49, 0x60, 0xC8, 0xA8, 0x55, 0x0C, 0x01, 0x00
+};
+
+//File: index_ov5640.html.gz, Size: 9124
+#define index_ov5640_html_gz_len 9124
+const uint8_t index_ov5640_html_gz[] = {
+  0x1F, 0x8B, 0x08, 0x08, 0xD9, 0x6C, 0x6A, 0x5E, 0x00, 0x03, 0x69, 0x6E, 0x64, 0x65, 0x78, 0x5F, 0x6F, 0x76, 0x35, 0x36, 0x34, 0x30, 0x2E, 0x68, 0x74, 0x6D,
+  0x6C, 0x00, 0xED, 0x3D, 0x6B, 0x77, 0xDB, 0xB6, 0x92, 0xDF, 0xF3, 0x2B, 0x18, 0xF5, 0x6E, 0x24, 0x9F, 0x58, 0xB6, 0xA8, 0x97, 0x1F, 0xB1, 0x95, 0x4D, 0x1C,
+  0x27, 0xE9, 0xB9, 0x4D, 0x6F, 0x1A, 0xA7, 0x69, 0x7B, 0xBA, 0x3D, 0x29, 0x25, 0x41, 0x12, 0x1B, 0x8A, 0xD4, 0x25, 0x29, 0xCB, 0x6E, 0x8E, 0x7F, 0xC7, 0xFE,
+  0xA0, 0xFD, 0x63, 0x3B, 0x03, 0x80, 0x24, 0x48, 0x81, 0x24, 0x48, 0x4A, 0xB2, 0xDB, 0x5D, 0xE5, 0x9C, 0x98, 0x0F, 0xCC, 0x60, 0xDE, 0x18, 0x0C, 0x40, 0xF2,
+  0xEC, 0xF1, 0xD8, 0x19, 0xF9, 0xB7, 0x0B, 0xA2, 0xCD, 0xFC, 0xB9, 0x35, 0x78, 0x74, 0xC6, 0xFE, 0x68, 0xF0, 0x3B, 0x9B, 0x11, 0x63, 0xCC, 0x0E, 0xE9, 0xE9,
+  0x9C, 0xF8, 0x86, 0x36, 0x9A, 0x19, 0xAE, 0x47, 0xFC, 0xF3, 0xDA, 0xD2, 0x9F, 0x34, 0x8F, 0x6B, 0xC9, 0xDB, 0xB6, 0x31, 0x27, 0xE7, 0xB5, 0x6B, 0x93, 0xAC,
+  0x16, 0x8E, 0xEB, 0xD7, 0xB4, 0x91, 0x63, 0xFB, 0xC4, 0x86, 0xE6, 0x2B, 0x73, 0xEC, 0xCF, 0xCE, 0xC7, 0xE4, 0xDA, 0x1C, 0x91, 0x26, 0x3D, 0xD9, 0x37, 0x6D,
+  0xD3, 0x37, 0x0D, 0xAB, 0xE9, 0x8D, 0x0C, 0x8B, 0x9C, 0xEB, 0x22, 0x2E, 0xDF, 0xF4, 0x2D, 0x32, 0xB8, 0xBC, 0x7A, 0xDF, 0x69, 0x6B, 0xFF, 0xFA, 0xD4, 0xEB,
+  0x77, 0x5B, 0x67, 0x87, 0xEC, 0x5A, 0xD4, 0xC6, 0xF3, 0x6F, 0xC5, 0x73, 0xFC, 0x0D, 0x9D, 0xF1, 0xAD, 0xF6, 0x35, 0x76, 0x09, 0x7F, 0x13, 0x20, 0xA2, 0x39,
+  0x31, 0xE6, 0xA6, 0x75, 0x7B, 0xAA, 0xBD, 0x70, 0xA1, 0xCF, 0xFD, 0xB7, 0xC4, 0xBA, 0x26, 0xBE, 0x39, 0x32, 0xF6, 0x3D, 0xC3, 0xF6, 0x9A, 0x1E, 0x71, 0xCD,
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+  0x6C, 0xF3, 0x72, 0xA5, 0xC3, 0x27, 0xF4, 0x4A, 0x02, 0xE2, 0x5F, 0x95, 0x93, 0x18, 0x38, 0x2F, 0x04, 0x14, 0xC0, 0x72, 0x2B, 0xC1, 0x42, 0x0B, 0x08, 0x4A,
+  0x38, 0xE8, 0x97, 0xC8, 0x52, 0x30, 0xA8, 0x51, 0x41, 0x3F, 0xFD, 0x25, 0xC1, 0x10, 0x94, 0x2A, 0x94, 0x90, 0x04, 0x9F, 0xAD, 0x4A, 0xC7, 0xA3, 0x46, 0x4C,
+  0xF0, 0xB1, 0x28, 0x09, 0x1E, 0x5E, 0x1A, 0x51, 0x42, 0xC3, 0x3F, 0x74, 0x94, 0x8A, 0x45, 0x8D, 0x18, 0xFE, 0x6D, 0x21, 0x19, 0x4F, 0xBC, 0x14, 0xA3, 0xC6,
+  0x13, 0xFF, 0x24, 0x4E, 0x3A, 0x1E, 0x45, 0xD9, 0xF0, 0xCF, 0xD0, 0xC8, 0xAC, 0x8E, 0x55, 0x7E, 0x32, 0x1D, 0x83, 0x35, 0x01, 0x60, 0x9E, 0xAA, 0x3E, 0xD7,
+  0xC5, 0xCC, 0x9A, 0x17, 0x8A, 0xB2, 0x30, 0xF0, 0x26, 0x49, 0x0C, 0x41, 0x74, 0xB8, 0x87, 0x92, 0xDD, 0x7D, 0x44, 0xA1, 0xF7, 0x96, 0xA5, 0x16, 0x85, 0x16,
+  0x96, 0x15, 0x84, 0x9F, 0x10, 0x26, 0x25, 0xFC, 0xD0, 0x25, 0x33, 0x5A, 0x6F, 0xCD, 0x94, 0x3F, 0x6D, 0xC1, 0xF0, 0xAE, 0x2B, 0x11, 0x71, 0xCC, 0x97, 0x96,
+  0x92, 0x25, 0x41, 0x3B, 0x8E, 0x46, 0x34, 0x24, 0xBA, 0x1C, 0x77, 0xEB, 0xA9, 0x85, 0xAE, 0x5B, 0x2F, 0x05, 0x03, 0x2D, 0x09, 0xAB, 0xE5, 0x66, 0xD0, 0x32,
+  0x05, 0xC9, 0xC2, 0x55, 0x4B, 0xEF, 0xA0, 0x5D, 0x1A, 0x23, 0x58, 0x7F, 0x56, 0x63, 0x25, 0xF8, 0xEA, 0xB8, 0x8C, 0x0E, 0x5A, 0xB5, 0xCE, 0x52, 0x0A, 0xFF,
+  0xBA, 0x73, 0x9A, 0x46, 0x16, 0xAA, 0x43, 0x6E, 0xF0, 0xFD, 0x63, 0xC9, 0xB0, 0x5B, 0xB2, 0xD8, 0xBF, 0x7B, 0xE7, 0x30, 0xAE, 0x89, 0x82, 0x6B, 0x84, 0x2B,
+  0xF3, 0x3C, 0xBB, 0x8B, 0xC0, 0x32, 0xBC, 0x63, 0x64, 0xD8, 0xD7, 0x46, 0xCC, 0x3B, 0x46, 0x30, 0xFD, 0xF5, 0x09, 0x47, 0xDD, 0xA8, 0xB1, 0x06, 0x35, 0x4E,
+  0x23, 0x3B, 0x3B, 0xA0, 0x5B, 0xD6, 0xB0, 0x10, 0x62, 0x92, 0x15, 0x3B, 0x89, 0xDD, 0x9E, 0x11, 0xFA, 0x9A, 0x10, 0x7E, 0x9F, 0x9D, 0xB1, 0x06, 0x61, 0x2F,
+  0x43, 0x67, 0x7C, 0x7B, 0x60, 0x2C, 0x16, 0x10, 0xBC, 0x2E, 0x66, 0xA6, 0x35, 0x6E, 0x30, 0x50, 0xC1, 0x44, 0x70, 0x6F, 0x02, 0xA1, 0xAB, 0x56, 0x1C, 0x2B,
+  0x30, 0x7C, 0xC1, 0xAE, 0x35, 0xEA, 0xED, 0x71, 0xB0, 0x66, 0xC4, 0x9B, 0x1D, 0x8C, 0x5D, 0x63, 0xF5, 0x2D, 0x6E, 0x6A, 0x68, 0x60, 0xA7, 0xFB, 0xAD, 0xFD,
+  0x16, 0x6F, 0xE0, 0xBB, 0xB7, 0x61, 0x96, 0x89, 0x78, 0x71, 0xF1, 0xF7, 0xC7, 0x0F, 0xDF, 0x45, 0x78, 0x7D, 0xE7, 0x15, 0xBB, 0xD4, 0xA8, 0xD3, 0x5D, 0x11,
+  0x87, 0x7F, 0x2C, 0x70, 0x2A, 0x10, 0x28, 0x45, 0x10, 0x23, 0x6E, 0x78, 0x40, 0x51, 0xB1, 0xE6, 0xCF, 0x44, 0xA4, 0x70, 0xD9, 0x26, 0x2B, 0x0D, 0x30, 0x91,
+  0x86, 0x0C, 0x34, 0xD8, 0x0E, 0x81, 0xE0, 0xC8, 0xC9, 0xEB, 0xA5, 0x65, 0xFD, 0x42, 0x0C, 0x17, 0xF4, 0xF1, 0x54, 0x6B, 0xD4, 0x5A, 0xB5, 0xA7, 0x0D, 0x7A,
+  0xFD, 0x1D, 0xB0, 0x33, 0x6B, 0xEC, 0x3D, 0xD5, 0xF7, 0xF6, 0x0E, 0x3C, 0xD0, 0x19, 0x69, 0x34, 0xDB, 0x41, 0x13, 0xF8, 0x43, 0xDB, 0xB0, 0x4E, 0xD2, 0xEF,
+  0xBF, 0x75, 0x96, 0xAE, 0x97, 0xD5, 0xE0, 0x9D, 0x69, 0x63, 0x11, 0x27, 0xAB, 0xC9, 0x15, 0x01, 0xC1, 0x8E, 0xD7, 0x9A, 0xD4, 0xE8, 0x2E, 0x0E, 0x5E, 0xFE,
+  0xD0, 0xE8, 0xE2, 0xB6, 0xD6, 0x10, 0x2B, 0x3A, 0x7C, 0x19, 0x91, 0xA0, 0xA1, 0x37, 0x02, 0x8F, 0xBF, 0x13, 0x8D, 0x03, 0x5C, 0x16, 0x0C, 0xE0, 0x7B, 0xF0,
+  0x80, 0x03, 0x97, 0xCC, 0x9D, 0x6B, 0xB2, 0xA6, 0x7F, 0x6C, 0x1E, 0x1A, 0xFF, 0xCC, 0x1C, 0xB3, 0x32, 0x4D, 0x64, 0xB7, 0x58, 0x15, 0xC2, 0x0D, 0x22, 0xB8,
+  0x85, 0x02, 0xF7, 0x53, 0x34, 0xEA, 0x6C, 0xF7, 0x0A, 0x1D, 0x15, 0xEE, 0x22, 0xB7, 0x99, 0x39, 0xAB, 0x2C, 0x48, 0xD6, 0x7B, 0x02, 0x38, 0x84, 0x1E, 0x9B,
+  0x9E, 0x31, 0xB4, 0xF2, 0xBB, 0xE6, 0xED, 0xC6, 0xBC, 0xFC, 0x0D, 0x0D, 0x82, 0x2B, 0x00, 0xEA, 0xBB, 0xB4, 0x4E, 0x28, 0xA0, 0x25, 0x76, 0x1E, 0xD6, 0x80,
+  0xAC, 0x4C, 0xC4, 0x13, 0x03, 0x26, 0x4F, 0x71, 0xCC, 0xAC, 0x78, 0x5C, 0xA0, 0xAC, 0x2C, 0x5E, 0x06, 0x88, 0xF8, 0x29, 0x98, 0x33, 0x58, 0xA8, 0xF6, 0x9C,
+  0xB2, 0xA0, 0x9D, 0xC6, 0xEE, 0x86, 0xB9, 0x8D, 0x58, 0x30, 0x7D, 0xC4, 0xE2, 0xDF, 0x5F, 0xB0, 0x82, 0x1B, 0x52, 0x1E, 0x93, 0xC0, 0x93, 0x27, 0x71, 0x6C,
+  0xB8, 0x8D, 0x85, 0x0D, 0x20, 0x61, 0x6F, 0xAC, 0x3D, 0x7B, 0x7D, 0x78, 0xB4, 0xB2, 0xC0, 0x49, 0x82, 0xA1, 0xE0, 0x71, 0x4C, 0xF0, 0xC2, 0x18, 0x01, 0x84,
+  0x98, 0x63, 0x2A, 0x20, 0xDC, 0x95, 0x56, 0x5B, 0x5B, 0xEF, 0x7F, 0x4E, 0xAD, 0xBE, 0x41, 0xF8, 0xA6, 0xC4, 0x3D, 0x90, 0x3F, 0x1A, 0x73, 0x74, 0x21, 0x3E,
+  0x87, 0x4E, 0x60, 0x9C, 0xC6, 0x30, 0x22, 0x63, 0x09, 0xBA, 0xF1, 0x77, 0x78, 0x48, 0x31, 0x4E, 0x0D, 0xD3, 0xBE, 0x20, 0x26, 0xA6, 0x7F, 0x7B, 0xC2, 0x5D,
+  0xDA, 0x3D, 0x20, 0xC2, 0x0D, 0x83, 0xC2, 0x72, 0xC6, 0xFA, 0x7A, 0xC8, 0xE1, 0x21, 0x6D, 0x9A, 0x82, 0x86, 0x76, 0xB1, 0x8E, 0x26, 0x93, 0xFA, 0xD5, 0xF0,
+  0x33, 0x62, 0x93, 0x09, 0x85, 0xA2, 0x5B, 0x0D, 0x51, 0x1C, 0xB4, 0x57, 0x38, 0xCC, 0x42, 0x35, 0x31, 0x46, 0xE4, 0xB3, 0x0B, 0x71, 0x6C, 0x6A, 0x9B, 0x7F,
+  0x12, 0x19, 0x42, 0xE6, 0x8C, 0x0D, 0x62, 0xBB, 0x4E, 0x90, 0x48, 0x22, 0x72, 0xEE, 0x67, 0xF1, 0xEB, 0xF1, 0x21, 0x3A, 0x70, 0xBD, 0x70, 0x69, 0x5D, 0xB4,
+  0x05, 0x56, 0xFA, 0x8F, 0x26, 0xC0, 0x91, 0xB1, 0x6D, 0xA8, 0x12, 0xAE, 0x63, 0x19, 0x3C, 0x6C, 0x22, 0xD6, 0xAB, 0x2B, 0x16, 0xC1, 0x33, 0x70, 0xB2, 0xCD,
+  0x7D, 0x49, 0xA4, 0xCB, 0xE1, 0xDC, 0xF4, 0x25, 0x08, 0xEB, 0x7A, 0x5D, 0x8A, 0x2B, 0xA5, 0x9E, 0x2E, 0x7A, 0x22, 0x8B, 0x66, 0x74, 0xA9, 0x11, 0x10, 0xC5,
+  0xB6, 0x0A, 0x8C, 0xD8, 0x6E, 0xF5, 0xE7, 0x30, 0xE2, 0xE2, 0x06, 0x00, 0x54, 0x75, 0x62, 0x0B, 0x10, 0x43, 0xC1, 0xF6, 0xAE, 0x51, 0x14, 0xF1, 0xDD, 0x6B,
+  0xC1, 0x8E, 0xB1, 0xF8, 0xCA, 0xA4, 0xB8, 0xF7, 0xE5, 0x77, 0x97, 0x00, 0x9C, 0x87, 0xF3, 0x59, 0xED, 0x1F, 0x5F, 0x29, 0x8A, 0x3B, 0x6D, 0x02, 0x91, 0xC0,
+  0x9B, 0x91, 0x31, 0x9D, 0x7B, 0xF9, 0x4B, 0xEF, 0x54, 0xC3, 0x6D, 0x3F, 0xB1, 0xDD, 0x6A, 0x77, 0xBF, 0x87, 0x16, 0x12, 0x0E, 0x24, 0xD1, 0x7A, 0x2B, 0x67,
+  0x7B, 0x6D, 0xDD, 0xF5, 0x91, 0xC2, 0x0A, 0x2B, 0x87, 0x55, 0x5A, 0x65, 0x95, 0x2D, 0x4E, 0x26, 0xA3, 0x14, 0xCF, 0x31, 0x1F, 0xA9, 0xF4, 0x4D, 0x77, 0x5D,
+  0xAA, 0x74, 0x29, 0xC9, 0x2E, 0xF1, 0xC7, 0xC2, 0x98, 0x25, 0x8C, 0xF9, 0x09, 0x3F, 0xDA, 0xE3, 0x72, 0x02, 0x13, 0x19, 0x07, 0xF1, 0x96, 0x19, 0x11, 0xAE,
+  0x3E, 0x33, 0x3D, 0xC6, 0x4C, 0x80, 0x49, 0x9B, 0x0B, 0x3B, 0x7F, 0x4B, 0x22, 0x5F, 0x76, 0x09, 0x95, 0xF5, 0x87, 0x07, 0x79, 0x7B, 0x28, 0x02, 0x19, 0x0E,
+  0xEC, 0x40, 0x40, 0x10, 0x13, 0x51, 0x21, 0x15, 0x65, 0xC8, 0x8C, 0xFD, 0x84, 0x01, 0x9B, 0x8E, 0xD6, 0xB4, 0xE7, 0x5F, 0xA9, 0x55, 0xFF, 0xB6, 0xCF, 0x46,
+  0x78, 0x21, 0x68, 0xEE, 0x15, 0x21, 0x68, 0x6D, 0x55, 0x3E, 0x97, 0x98, 0x8D, 0xAD, 0x4F, 0x06, 0x3F, 0x88, 0xC5, 0x14, 0xDF, 0xB9, 0xD6, 0x5A, 0x5B, 0x97,
+  0x17, 0x17, 0xD1, 0x42, 0x06, 0x25, 0xB2, 0x11, 0x16, 0xD5, 0x03, 0xF1, 0x48, 0x17, 0xD0, 0x52, 0xC5, 0xC5, 0xEC, 0x8B, 0x45, 0x14, 0x9C, 0x16, 0x64, 0xCE,
+  0x9F, 0xE8, 0x86, 0x59, 0x2A, 0xAF, 0x08, 0xE0, 0x22, 0xDC, 0x20, 0x9D, 0x0B, 0x19, 0x6D, 0xA6, 0x16, 0x70, 0xD0, 0xF9, 0x98, 0xDA, 0xFA, 0x03, 0x9F, 0xBA,
+  0x09, 0xA0, 0x88, 0x35, 0x1F, 0x36, 0x78, 0x4A, 0x26, 0x49, 0xBE, 0x38, 0x7A, 0x65, 0xC1, 0xD3, 0x61, 0x92, 0x35, 0x16, 0xA0, 0xA9, 0xE7, 0xE7, 0x03, 0x8B,
+  0xDB, 0xB2, 0xEB, 0x82, 0xB0, 0x3D, 0xDF, 0x59, 0x5C, 0xD1, 0xAB, 0x89, 0xA8, 0xB0, 0xA2, 0xC5, 0xAC, 0x03, 0xBC, 0x1F, 0xCC, 0x93, 0x44, 0x46, 0xE3, 0xF5,
+  0xFF, 0x2B, 0xAC, 0x74, 0x69, 0x0C, 0x4F, 0x3D, 0x9E, 0xED, 0xD2, 0x22, 0x98, 0xB4, 0x07, 0x3A, 0xE7, 0xF4, 0xDC, 0x11, 0x1B, 0x3C, 0xC2, 0x6D, 0xD0, 0x18,
+  0x3A, 0xF0, 0xF0, 0x77, 0xD6, 0x27, 0xA6, 0x12, 0x31, 0x05, 0xEF, 0xE5, 0xD2, 0xE2, 0x2C, 0x92, 0xA4, 0x44, 0x01, 0x9E, 0x39, 0x9B, 0x87, 0xA3, 0x06, 0x1B,
+  0x28, 0x31, 0x7C, 0x09, 0xCA, 0x4F, 0x89, 0x91, 0x91, 0x98, 0x78, 0x50, 0x8A, 0x13, 0x2F, 0x8C, 0x7C, 0x6C, 0x0F, 0xFD, 0xF3, 0xCF, 0xA3, 0x21, 0x0C, 0x76,
+  0x38, 0x01, 0x04, 0xD7, 0x5B, 0x35, 0xF6, 0xEE, 0xB2, 0xD8, 0x61, 0xE2, 0x8A, 0x14, 0xA9, 0x4A, 0x04, 0x8D, 0xDA, 0x72, 0x6C, 0x31, 0xF9, 0xC8, 0xD1, 0x89,
+  0xD6, 0x7B, 0x69, 0x07, 0x13, 0x96, 0x34, 0xC1, 0x9E, 0xAF, 0x8B, 0x96, 0xE5, 0xAC, 0x31, 0x04, 0x51, 0x3C, 0x5E, 0x23, 0x36, 0x91, 0x94, 0x0A, 0x76, 0x11,
+  0x34, 0x08, 0x68, 0x17, 0x1D, 0x22, 0x85, 0xF6, 0xF8, 0x58, 0x99, 0x48, 0xFF, 0x02, 0x95, 0x5F, 0x2C, 0x81, 0x88, 0x79, 0xA0, 0x72, 0x76, 0x0D, 0x33, 0xDC,
+  0xD0, 0x36, 0x21, 0xE3, 0xCD, 0xF2, 0x19, 0xB8, 0x2D, 0x38, 0x1A, 0x4F, 0x8F, 0x73, 0x00, 0x68, 0x4E, 0xCC, 0x1E, 0x84, 0xA1, 0xB0, 0x6C, 0xC3, 0xAE, 0xAF,
+  0x09, 0x89, 0x77, 0x66, 0x7C, 0x81, 0x66, 0x23, 0xD6, 0x4C, 0x40, 0x02, 0x78, 0xD7, 0xD3, 0x05, 0x89, 0x20, 0xA0, 0xDD, 0x5E, 0xA8, 0x17, 0x04, 0xE2, 0x99,
+  0x68, 0xA4, 0x95, 0xF4, 0xD9, 0xC4, 0xFA, 0x4C, 0x22, 0xA1, 0xB0, 0xF4, 0x19, 0xC4, 0xFA, 0xEC, 0xE1, 0x4E, 0xD0, 0x42, 0xF0, 0xC4, 0x56, 0x24, 0x48, 0x92,
+  0x2D, 0x75, 0x22, 0x4A, 0x3D, 0x98, 0x49, 0xE5, 0x40, 0x7C, 0xA6, 0xA9, 0x88, 0x28, 0x32, 0xA2, 0x28, 0x32, 0xC2, 0x45, 0x86, 0x00, 0x51, 0xE2, 0x9E, 0x3F,
+  0xAD, 0x0B, 0xE3, 0xCA, 0x4F, 0x2F, 0x23, 0xCE, 0x56, 0xC3, 0x4C, 0x3A, 0xF9, 0x94, 0x49, 0x60, 0x2F, 0x1B, 0x00, 0xDA, 0xCF, 0x61, 0xDC, 0x16, 0xD9, 0x5A,
+  0x0D, 0xD5, 0xD8, 0x0A, 0xA6, 0x5C, 0x08, 0x10, 0xB1, 0x25, 0x9F, 0x98, 0x05, 0xAC, 0xBC, 0x22, 0x3E, 0x7F, 0xAE, 0xD3, 0xB0, 0xC7, 0xDA, 0xC4, 0x35, 0xE6,
+  0xC4, 0x83, 0x09, 0x59, 0x48, 0xEC, 0x98, 0xDE, 0xCF, 0x1D, 0xA2, 0x58, 0x33, 0x81, 0xC9, 0x70, 0x6A, 0x97, 0x0B, 0x1A, 0xB6, 0x14, 0xA0, 0x43, 0x3A, 0x32,
+  0xA1, 0x83, 0x46, 0x6C, 0x6C, 0x0B, 0x4F, 0x95, 0x84, 0x15, 0xB6, 0x8E, 0x9C, 0x27, 0x42, 0xC0, 0x26, 0x4A, 0x03, 0xAD, 0x97, 0x2C, 0x27, 0xB0, 0x84, 0x87,
+  0x31, 0x9B, 0x48, 0x6B, 0xC4, 0x06, 0x21, 0x4B, 0xB1, 0x36, 0xA1, 0x83, 0x30, 0xF8, 0x34, 0x32, 0x73, 0x49, 0x61, 0xE5, 0xEA, 0xDA, 0x7B, 0x8B, 0xE0, 0x34,
+  0x8F, 0xBF, 0xA9, 0xF3, 0xE2, 0xDB, 0xD7, 0x9A, 0xE3, 0x6A, 0x96, 0xB3, 0x22, 0xB8, 0x59, 0x34, 0x58, 0x0A, 0xD6, 0x86, 0x04, 0x12, 0x4B, 0xC2, 0x26, 0xD3,
+  0x18, 0x87, 0xFC, 0x99, 0xE9, 0x41, 0xEA, 0x8E, 0xEF, 0x93, 0x25, 0x8F, 0x6B, 0x61, 0x31, 0x34, 0x97, 0xBD, 0xF5, 0xAD, 0x55, 0x31, 0x71, 0x32, 0x98, 0x48,
+  0x96, 0x8F, 0x39, 0x8F, 0x6B, 0xC1, 0x28, 0x6B, 0xFA, 0x5E, 0x40, 0x84, 0xE1, 0xED, 0x07, 0x2B, 0x45, 0x39, 0x03, 0xB9, 0x82, 0x0C, 0xC1, 0x22, 0x59, 0x46,
+  0xBC, 0xAE, 0x49, 0x53, 0x56, 0x23, 0xC9, 0xD0, 0x28, 0x96, 0x0B, 0xA5, 0x71, 0x3E, 0x5D, 0x2B, 0x4C, 0xE2, 0x2C, 0x55, 0x67, 0xBF, 0xB3, 0xC3, 0xE0, 0xB1,
+  0x39, 0x76, 0x86, 0x8B, 0x05, 0x83, 0x47, 0x67, 0x87, 0x33, 0x7F, 0x6E, 0x0D, 0x1E, 0xFD, 0x2F, 0x5E, 0x72, 0x0B, 0x89, 0x42, 0x10, 0x01, 0x00
+};
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_pins.h b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_pins.h
new file mode 100644
index 0000000..3408508
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/camera_pins.h
@@ -0,0 +1,338 @@
+
+#if defined(CAMERA_MODEL_WROVER_KIT)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  21
+#define SIOD_GPIO_NUM  26
+#define SIOC_GPIO_NUM  27
+
+#define Y9_GPIO_NUM    35
+#define Y8_GPIO_NUM    34
+#define Y7_GPIO_NUM    39
+#define Y6_GPIO_NUM    36
+#define Y5_GPIO_NUM    19
+#define Y4_GPIO_NUM    18
+#define Y3_GPIO_NUM    5
+#define Y2_GPIO_NUM    4
+#define VSYNC_GPIO_NUM 25
+#define HREF_GPIO_NUM  23
+#define PCLK_GPIO_NUM  22
+
+#elif defined(CAMERA_MODEL_ESP_EYE)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  4
+#define SIOD_GPIO_NUM  18
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    36
+#define Y8_GPIO_NUM    37
+#define Y7_GPIO_NUM    38
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    35
+#define Y4_GPIO_NUM    14
+#define Y3_GPIO_NUM    13
+#define Y2_GPIO_NUM    34
+#define VSYNC_GPIO_NUM 5
+#define HREF_GPIO_NUM  27
+#define PCLK_GPIO_NUM  25
+
+#define LED_GPIO_NUM 22
+
+#elif defined(CAMERA_MODEL_M5STACK_PSRAM)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  25
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    32
+#define VSYNC_GPIO_NUM 22
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#elif defined(CAMERA_MODEL_M5STACK_V2_PSRAM)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  22
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    32
+#define VSYNC_GPIO_NUM 25
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#elif defined(CAMERA_MODEL_M5STACK_WIDE)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  22
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    32
+#define VSYNC_GPIO_NUM 25
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#define LED_GPIO_NUM 2
+
+#elif defined(CAMERA_MODEL_M5STACK_ESP32CAM)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  25
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    17
+#define VSYNC_GPIO_NUM 22
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#elif defined(CAMERA_MODEL_M5STACK_UNITCAM)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  25
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    32
+#define VSYNC_GPIO_NUM 22
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#elif defined(CAMERA_MODEL_M5STACK_CAMS3_UNIT)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM 21
+#define XCLK_GPIO_NUM  11
+#define SIOD_GPIO_NUM  17
+#define SIOC_GPIO_NUM  41
+
+#define Y9_GPIO_NUM    13
+#define Y8_GPIO_NUM    4
+#define Y7_GPIO_NUM    10
+#define Y6_GPIO_NUM    5
+#define Y5_GPIO_NUM    7
+#define Y4_GPIO_NUM    16
+#define Y3_GPIO_NUM    15
+#define Y2_GPIO_NUM    6
+#define VSYNC_GPIO_NUM 42
+#define HREF_GPIO_NUM  18
+#define PCLK_GPIO_NUM  12
+
+#define LED_GPIO_NUM 14
+
+#elif defined(CAMERA_MODEL_AI_THINKER)
+#define PWDN_GPIO_NUM  32
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  0
+#define SIOD_GPIO_NUM  26
+#define SIOC_GPIO_NUM  27
+
+#define Y9_GPIO_NUM    35
+#define Y8_GPIO_NUM    34
+#define Y7_GPIO_NUM    39
+#define Y6_GPIO_NUM    36
+#define Y5_GPIO_NUM    21
+#define Y4_GPIO_NUM    19
+#define Y3_GPIO_NUM    18
+#define Y2_GPIO_NUM    5
+#define VSYNC_GPIO_NUM 25
+#define HREF_GPIO_NUM  23
+#define PCLK_GPIO_NUM  22
+
+// 4 for flash led or 33 for normal led
+#define LED_GPIO_NUM   4
+
+#elif defined(CAMERA_MODEL_TTGO_T_JOURNAL)
+#define PWDN_GPIO_NUM  0
+#define RESET_GPIO_NUM 15
+#define XCLK_GPIO_NUM  27
+#define SIOD_GPIO_NUM  25
+#define SIOC_GPIO_NUM  23
+
+#define Y9_GPIO_NUM    19
+#define Y8_GPIO_NUM    36
+#define Y7_GPIO_NUM    18
+#define Y6_GPIO_NUM    39
+#define Y5_GPIO_NUM    5
+#define Y4_GPIO_NUM    34
+#define Y3_GPIO_NUM    35
+#define Y2_GPIO_NUM    17
+#define VSYNC_GPIO_NUM 22
+#define HREF_GPIO_NUM  26
+#define PCLK_GPIO_NUM  21
+
+#elif defined(CAMERA_MODEL_XIAO_ESP32S3)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  10
+#define SIOD_GPIO_NUM  40
+#define SIOC_GPIO_NUM  39
+
+#define Y9_GPIO_NUM    48
+#define Y8_GPIO_NUM    11
+#define Y7_GPIO_NUM    12
+#define Y6_GPIO_NUM    14
+#define Y5_GPIO_NUM    16
+#define Y4_GPIO_NUM    18
+#define Y3_GPIO_NUM    17
+#define Y2_GPIO_NUM    15
+#define VSYNC_GPIO_NUM 38
+#define HREF_GPIO_NUM  47
+#define PCLK_GPIO_NUM  13
+
+#elif defined(CAMERA_MODEL_ESP32_CAM_BOARD)
+// The 18 pin header on the board has Y5 and Y3 swapped
+#define USE_BOARD_HEADER 0
+#define PWDN_GPIO_NUM    32
+#define RESET_GPIO_NUM   33
+#define XCLK_GPIO_NUM    4
+#define SIOD_GPIO_NUM    18
+#define SIOC_GPIO_NUM    23
+
+#define Y9_GPIO_NUM 36
+#define Y8_GPIO_NUM 19
+#define Y7_GPIO_NUM 21
+#define Y6_GPIO_NUM 39
+#if USE_BOARD_HEADER
+#define Y5_GPIO_NUM 13
+#else
+#define Y5_GPIO_NUM 35
+#endif
+#define Y4_GPIO_NUM 14
+#if USE_BOARD_HEADER
+#define Y3_GPIO_NUM 35
+#else
+#define Y3_GPIO_NUM 13
+#endif
+#define Y2_GPIO_NUM    34
+#define VSYNC_GPIO_NUM 5
+#define HREF_GPIO_NUM  27
+#define PCLK_GPIO_NUM  25
+
+#elif defined(CAMERA_MODEL_ESP32S3_CAM_LCD)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  40
+#define SIOD_GPIO_NUM  17
+#define SIOC_GPIO_NUM  18
+
+#define Y9_GPIO_NUM    39
+#define Y8_GPIO_NUM    41
+#define Y7_GPIO_NUM    42
+#define Y6_GPIO_NUM    12
+#define Y5_GPIO_NUM    3
+#define Y4_GPIO_NUM    14
+#define Y3_GPIO_NUM    47
+#define Y2_GPIO_NUM    13
+#define VSYNC_GPIO_NUM 21
+#define HREF_GPIO_NUM  38
+#define PCLK_GPIO_NUM  11
+
+#elif defined(CAMERA_MODEL_ESP32S2_CAM_BOARD)
+// The 18 pin header on the board has Y5 and Y3 swapped
+#define USE_BOARD_HEADER 0
+#define PWDN_GPIO_NUM    1
+#define RESET_GPIO_NUM   2
+#define XCLK_GPIO_NUM    42
+#define SIOD_GPIO_NUM    41
+#define SIOC_GPIO_NUM    18
+
+#define Y9_GPIO_NUM 16
+#define Y8_GPIO_NUM 39
+#define Y7_GPIO_NUM 40
+#define Y6_GPIO_NUM 15
+#if USE_BOARD_HEADER
+#define Y5_GPIO_NUM 12
+#else
+#define Y5_GPIO_NUM 13
+#endif
+#define Y4_GPIO_NUM 5
+#if USE_BOARD_HEADER
+#define Y3_GPIO_NUM 13
+#else
+#define Y3_GPIO_NUM 12
+#endif
+#define Y2_GPIO_NUM    14
+#define VSYNC_GPIO_NUM 38
+#define HREF_GPIO_NUM  4
+#define PCLK_GPIO_NUM  3
+
+#elif defined(CAMERA_MODEL_ESP32S3_EYE)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  15
+#define SIOD_GPIO_NUM  4
+#define SIOC_GPIO_NUM  5
+
+#define Y2_GPIO_NUM 11
+#define Y3_GPIO_NUM 9
+#define Y4_GPIO_NUM 8
+#define Y5_GPIO_NUM 10
+#define Y6_GPIO_NUM 12
+#define Y7_GPIO_NUM 18
+#define Y8_GPIO_NUM 17
+#define Y9_GPIO_NUM 16
+
+#define VSYNC_GPIO_NUM 6
+#define HREF_GPIO_NUM  7
+#define PCLK_GPIO_NUM  13
+
+#elif defined(CAMERA_MODEL_DFRobot_FireBeetle2_ESP32S3) || defined(CAMERA_MODEL_DFRobot_Romeo_ESP32S3)
+#define PWDN_GPIO_NUM  -1
+#define RESET_GPIO_NUM -1
+#define XCLK_GPIO_NUM  45
+#define SIOD_GPIO_NUM  1
+#define SIOC_GPIO_NUM  2
+
+#define Y9_GPIO_NUM    48
+#define Y8_GPIO_NUM    46
+#define Y7_GPIO_NUM    8
+#define Y6_GPIO_NUM    7
+#define Y5_GPIO_NUM    4
+#define Y4_GPIO_NUM    41
+#define Y3_GPIO_NUM    40
+#define Y2_GPIO_NUM    39
+#define VSYNC_GPIO_NUM 6
+#define HREF_GPIO_NUM  42
+#define PCLK_GPIO_NUM  5
+
+#else
+#error "Camera model not selected"
+#endif
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/partitions.csv b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/partitions.csv
new file mode 100644
index 0000000..4f76ca6
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Deployment_code/CameraWebServer/partitions.csv
@@ -0,0 +1,5 @@
+# Name,   Type,  SubType, Offset,   Size,    Flags
+nvs,      data,  nvs,     0x9000,   0x5000,
+otadata,  data,  ota,     0xe000,   0x2000,
+app0,     app,   ota_0,   0x10000,  0x3d0000,
+fr,       data,        ,  0x3e0000, 0x20000,
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/Indian_sign_language_model.ipynb b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Indian_sign_language_model.ipynb
new file mode 100644
index 0000000..24ace4a
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/Indian_sign_language_model.ipynb
@@ -0,0 +1,2951 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Task : Indian Sign Language Recognition(gesture recognition) and Conversion to speech"
+      ],
+      "metadata": {
+        "id": "bXCEiw_6Q5Y-"
+      },
+      "id": "bXCEiw_6Q5Y-"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Objective:\n",
+        "Develop instructional materials for students to learn machine learning using\n",
+        "Jupyter Notebook and other ML tools. The aim is to accurately recognize\n",
+        "ISL(Indian Sign Language Recognition) gestures, convert them into\n",
+        "corresponding text, and then convert the text into speech."
+      ],
+      "metadata": {
+        "id": "agQMLqQ8RfXX"
+      },
+      "id": "agQMLqQ8RfXX"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Tools and Technologies:\n",
+        "  * **Jupyter Notebook:** For data preprocessing, model development, and\n",
+        "training.\n",
+        "\n",
+        "  * **Programming Language:** Python - Widely used for its simplicity,\n",
+        "extensive libraries, and ecosystem support."
+      ],
+      "metadata": {
+        "id": "o_cBLhWfRqXs"
+      },
+      "id": "o_cBLhWfRqXs"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Starting the Exciting Journey for this project by following these"
+      ],
+      "metadata": {
+        "id": "syrhOm6nMUPo"
+      },
+      "id": "syrhOm6nMUPo"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "To make this interesting project we will be following some steps and sub-steps so that our project can be made without any errors. This is the most useful project which we are going to make, which deals with the real life problem of deaf and dumb people.\n",
+        "\n",
+        "So let us start this exciting journey with the following steps:\n",
+        "* **Step1:** Making our system ready for this project, for that you need to download some libraries of python using `pip` command.\n",
+        "  * OpenCV ----> `pip install opencv-python` ----> open-source library for computer vision, machine learning, and image processing.\n",
+        "  * PIL ----> `pip install pillow` ----> Pillow provides the ImageDraw module that provides simple 2D graphics for Image objects.\n",
+        "  * tensorflow ----> `pip install tensorflow` ----> used to build and train deep learning models as it facilitates the creation of computational graphs and efficient execution on various hardware platforms\n",
+        "  * sklearn ----> `pip install scikit-learn` used here for spliting data into test and train.\n",
+        "  * pyttsx3 ----> `pip install pyttsx3` used to convert text to speech.\n",
+        "\n",
+        "  Do not worry you are not supposed to copy these commends and install one by one in your terminal because you will see these commands installed at the time of there use in this notebook file only, so chill....\n",
+        "* **Step2:** Making Hardware ready for this project,for that we will be following some sub steps which are as followed:\n",
+        "  * Getting the Arduino code\n",
+        "  * Interfacing the Hardware\n",
+        "  * Installing the code to the Hardware\n",
+        "  * Getting the esp32_url for this project\n",
+        "* **Step3:** Now after sucessfully installing these libraries of python, you need to import these libraries for this project.\n",
+        "* **Step4:** Data collection and processing, this very steps have some sub steps which is needed to be followed:\n",
+        "  * **Data Collection:** Capture image form esp32-cam and save them with there class name(in our project it is A to Z gestures).\n",
+        "  * **Data storing:** Now after creating your data with there class name you need to store these data into csv file, in our case we are taking the image data of any pixel, resizing it to 40x40, spliting the data into test and train and after this we will be storing these data in to csv files named as `train.csv` and `test.csv`.\n",
+        "  * **Data Loading:** We will be loading these csv files in our code.\n",
+        "  * **Data Processing:** Now its time to process the data for this project which will be helpful for us to develop the model and test it for the accuracy.\n",
+        "  * **Debugging:** Debugging the data is most essential before model development as it debugs our process and alearts us when there is any error.\n",
+        "  * **Previewing Data:** After some more data processing now we will be previewing the data in grayscale as this gives us the correct image data for developing our model.\n",
+        "* **Step5:** Developing our ML model.\n",
+        "* **step6:** Deploying this ML model using esp32-cam, for this we will be following some sub steps which are as follows:\n",
+        "  * some necessary system commands\n",
+        "  * Import some libraries\n",
+        "  * Load ML model\n",
+        "  * Connect to esp32-cam\n",
+        "  * Prediction\n",
+        "  * Converting the predicted value to text\n",
+        "  * Converting the text to speech\n",
+        "\n",
+        "and yes if you follow these steps, you will be getting your project ready."
+      ],
+      "metadata": {
+        "id": "kVrsKk_fSBF1"
+      },
+      "id": "kVrsKk_fSBF1"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 1:** Getting system ready"
+      ],
+      "metadata": {
+        "id": "hmTvNRyA2s2L"
+      },
+      "id": "hmTvNRyA2s2L"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install opencv-python"
+      ],
+      "metadata": {
+        "id": "6F6xHoAs23yD",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "d3d42533-e033-4d60-bda6-fd1dba7a1c44"
+      },
+      "id": "6F6xHoAs23yD",
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n",
+            "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python) (1.25.2)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install pillow"
+      ],
+      "metadata": {
+        "id": "KrVZnHOS2-w5",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "5e70512e-4c60-4276-cff5-60688216b155"
+      },
+      "id": "KrVZnHOS2-w5",
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: pillow in /usr/local/lib/python3.10/dist-packages (9.4.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install tensorflow"
+      ],
+      "metadata": {
+        "id": "KKA6DNlI2-tW",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "ca87e82b-3a93-4fa0-f65e-86fc1171471f"
+      },
+      "id": "KKA6DNlI2-tW",
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.15.0)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.9.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n",
+            "Requirement already satisfied: ml-dtypes~=0.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.25.2)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.1)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (67.7.2)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.2)\n",
+            "Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.14.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.1)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n",
+            "Requirement already satisfied: tensorboard<2.16,>=2.15 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.2)\n",
+            "Requirement already satisfied: tensorflow-estimator<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: keras<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\n",
+            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.27.0)\n",
+            "Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (1.2.1)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.6)\n",
+            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.31.0)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (0.7.2)\n",
+            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.0.3)\n",
+            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (5.4.0)\n",
+            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.4.0)\n",
+            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (4.9)\n",
+            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (1.3.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2024.7.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow) (2.1.5)\n",
+            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (3.2.2)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install scikit-learn"
+      ],
+      "metadata": {
+        "id": "cm0oqRn_2-n9",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "c866a67b-ad81-49f4-9b16-75dbc2a47faa"
+      },
+      "id": "cm0oqRn_2-n9",
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.25.2)\n",
+            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.11.4)\n",
+            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.4.2)\n",
+            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.5.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install pyttsx3"
+      ],
+      "metadata": {
+        "id": "KKM_5JMm2-lo",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "93dc064d-da7e-4874-9fe0-fe061953108d"
+      },
+      "id": "KKM_5JMm2-lo",
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting pyttsx3\n",
+            "  Downloading pyttsx3-2.90-py3-none-any.whl (39 kB)\n",
+            "Installing collected packages: pyttsx3\n",
+            "Successfully installed pyttsx3-2.90\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install matplotlib"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "_VDtKp6FTMQL",
+        "outputId": "1c873f6b-bcd6-477a-e432-85a1a1524a13"
+      },
+      "id": "_VDtKp6FTMQL",
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.1)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
+            "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.25.2)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (24.1)\n",
+            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.2)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install seaborn"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "3VeR5EahTMGz",
+        "outputId": "86899791-fdb6-4d43-9ec7-d8748311eaef"
+      },
+      "id": "3VeR5EahTMGz",
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.1)\n",
+            "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.10/dist-packages (from seaborn) (1.25.2)\n",
+            "Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.10/dist-packages (from seaborn) (2.0.3)\n",
+            "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /usr/local/lib/python3.10/dist-packages (from seaborn) (3.7.1)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.1)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n",
+            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.4.0)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.2)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2023.4)\n",
+            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2024.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 2:** Making Hardware ready\n"
+      ],
+      "metadata": {
+        "id": "-y2FfoR13QpS"
+      },
+      "id": "-y2FfoR13QpS"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Getting the code"
+      ],
+      "metadata": {
+        "id": "Nh_opNZ97fh-"
+      },
+      "id": "Nh_opNZ97fh-"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Open Arduino IDE and follow these sub steps:\n",
+        "\n",
+        "Go to `File---> Examples---> Esp32---> Camera---> CameraWebServer`\n",
+        "\n",
+        "if you can not see the Esp32 in Examples then do not worry and follow this\n",
+        "\n",
+        "Go to `Tools---> Board:---> Boards Manager...`\n",
+        "    \n",
+        "now find Esp32 in board manager and install it in your IDE by clicking the install button."
+      ],
+      "metadata": {
+        "id": "tLsG7FOh4JKj"
+      },
+      "id": "tLsG7FOh4JKj"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Interfacing the Hardware"
+      ],
+      "metadata": {
+        "id": "NK03Z2SN7l8l"
+      },
+      "id": "NK03Z2SN7l8l"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "See the beloy diagram and interface the esp32-cam as ot is (Do not forget to connect GPIO0 pin to GND).\n",
+        "\n",
+        "Now connect the FTDI to the computer through the usb cable\n",
+        "* 5V ---> VCC\n",
+        "* GND ---> GND\n",
+        "* U0T ---> Rx\n",
+        "* U0R ---> Tx\n",
+        "* IO0 ---> GND\n",
+        "\n",
+        "pin diagram for your ease."
+      ],
+      "metadata": {
+        "id": "6tC39tjo65-E"
+      },
+      "id": "6tC39tjo65-E"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        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yI8qO24SlWUpqQbRNxnEtvtLVfLRMiNpY3KSNykjcpIhSWI9ey0vShphlnbSGE1lg0ZMVbam4pIUMVeGkj4hhrw0XRL8zcDBX7DM68UL1L5xYclG6slG3aERFrvWWuk0oWZGfRhzvnAfqem57PSehtwiLI3FkosiBf8AOg/oQqewY0rdS5YNsosDzkmfQ2ZErMInoNJE65Ob1TJspjzaj1cKZSrR4n9xhDcoQ3GEFsoKZNSVGkkWb+X3LDs3xAURKWkPVU45S0olJ3asYYWySSYWovvEHm0JRrFZx3JcNs2aCultSTfdirS42pSRirw0kfEMNeGi6JfmbgYK/YZnXiZGveOpCo6UZGTdYpREanq5TSTUSiyPow53zgP1PTc9mEHmktHqWXSf/wBaHDySYquwZ0o+ljKWJvvdCEko8g3XqUklKXXKSk1JSwStYzwgk27d8j0uLQmbOzo1FxN8y+5Ydm+CUaTIybsXm/R5519eu40eTGWirZaUwpSkR2CSQ3dgbuwHI7GqLZptBsmiKhLkhpCsQkmLDbNnepA3qQN6kCCwy/XMOOAvUhK9CMNSHGvolyxkLb1Cp+yRoxV4aSPiGGvDRdEvzNwMFfsMzrxGRHfKI47eUlGcFlvYks7BltJJWmSkkvLItOHO+cB+p6bnsw2rI8tPqMhkPT00OKzPIVXYM6VuobkT85vvdENJKkII0ltXDIzYQWQ3Rsbo2N0bG6NhUVskqMRyI9cVbimrNJo+5Ydm+EpUtRJS3WuOfQPx3Y69Vxos2TIhVvsoYUlaZcXVIb3GG9xg5LjauQtnmnDZJERSUyWTViUjdhNamydGydGydFcZM1bBOAvUg+Z6p5sxnHfqTlY+lslpp+yRoxV4aSPiGGvDRdEvzNwMFfsMzrxIepfuAnW2lt7GLZEhP8JliSvqp0zNZmelhK1uoQhqmfdUZCMyphhtpQuez0IXn9D6lry+hCq7BnTOhqQ664e4LlltAZGRmWlhRocJRJcQ7kpC3SbLNSbEzMyVUGu0mOMFyu6OV3Ry84HcOymzzbrKc4y9o59yw7N8QCLNww/YzilLWUpRv1bDzjZFsjUX33XjcLIWr7saGgmcPTpbkpTC4yEoQokjFXhpI+IYa8NF0S/M3AwV+wzOvFpZXbwSRn6JZeX+KmnUnkoyMj+umD3bIh+4rQtaUIUtVhJZlV+0a0JcMvUlJP00GtJBThn6aKrsGRGlsS0qNoEWZkRutoadWlC/zVpSRmf0Jp1XobTqfVRGR/XBnlXc/wCjYdm+GHjZXmEIqnHds9OmlIyQgnXCTq6KxhlxhSlphRNUhuUQblEDkKISDMWrLTRsmiMhLkhpCr9KIkRtTG+SRvkkb5JEGOxIrmXV6W32XGtk+0/XQWj3arWpyIS1DFXhpI+IYa8NF0S/M3AwV+wzOvExZ4gdIkoN11CFxIJONkYnQSSnVU8k0uKSeklGkyMkz5qDzTxGcFT5ikmlUSXBTBVGka9II8OulpNTPB4o4PFHCIw4RGHB4o4PFHDIJOIbXMh1UPU2jG7R4RalB6PEJcmQizbaTZuuMwzcbVOmLMzVpjoNbqUiFBJaMkzYJIR/JtskPOkeFCMrmUSv6Nh2b+gkqMsy01TraWFJNDzRpTltmxtmw681qi3cQs2STDMkymTPE6TVBaMsjGRjIxW/46qOS+g0qT60/ZI0Yq8NJHxDDXhouiX5m4GCv2GZ14kQR4hcDREw80tcOY223qLnS23CLJ9Wu6pX2qLt3eu2kORlxlokzHpRJJziko0agjTXopKJtyW64+l837GQ+2ba+iKskPoUcKW22g0Lmy23EEhDq2lG+peFPNSP6Vh2b4iMpcWZqO/ZjyDQU9llxhuUyTOaCURR8ySFtaiEq+4hOspKQmOS/RxokpJROus10YnFV1pHsyVHcr2TZY2ejFXhpI+IYa8NF0S/M3AwV+wzOvFRmi8eBvqUeZonPtlkTkx10slqPWPP7VF27vXeERnEI+CVYi10F6RKbXPrIEaOpxrRkeWejI8s9CVap5huc82WSXJzzhZGpWseYwV5Z3+lYdm+ITqULNJqw+t6So256mo8VqI2S3UEkbVwGo1HmeqrqJKlegIjM8i0m4szzNRr+hKkx02MVKSqajcFKkvwXieZNwhirw0kfEMNeGi6JfmbgYK/YZnXiYm+OOEs2WtqlDMerSosik1hIzJLhZK+1Rdu7133+toR+Sw5+Omd4Ou0Q/ATtEZOu6RBuBHbSRvPw4ppM2zjGWuoYcWmDYOvSON1o43WjjdaON1o5iiDmKIOYog5iiDmKIOYog5ji5hl5t9tLjfTYdm/oS++gskmZmeZ66DaSk1LSta0h0kkWQV/DXCyjElRpWUUkqUlZRdVRpa1EJLPJtSzUpJtEjIHsdQwsmUuqJSFMINgyPZE19VG0rbkTWyQSUrfMjNvJKlJPNK3nXCIl0/ZI0Yq8NJHxDDXhouiX5m4GCv2GZ14jI+YF5Ru4bUIBpNgiKyNGTZCTkb68vs0Xbu9d4WZxSHL04RamS/IlNJn1EqIwp1eiVFkorYbqtVQjxZKqqU6QrMt8bzXltf5f4h/hH+Ef4R/hH+EE4yXptmxtmxtmxtmxtmw66hSDIhh5CkwlGfTYdm+GmlOr1SbjQdoTTk2EqKZGRJUfpktJkYzPPMZnoU+ykzI95YG8sDeWBvLA3lgE6l3NRaSIzMiJSFp/JmKk0bR0oEWQzrxqlJphpSoYq8NJHxDDXhouiX5m4GCv2GZ14lWTd64oLkINSTbZtUp9X7MlkZIWeaukkKV6bNYMsjy00Xbu9d9/rDfJgTIkIUpSVyZDidVeiVYxnauHGRtEiPYxkVMmMoR1EhwlG3Zx1IJLz0+JqmTapy0K+mGyTY2DrcjglaOCVoTS1xGRlw+EOHwhw+EOHwhw+ENwgi3iRWoDy0bNGy1hSeNY6rDs3xAMs3BKYk724hckloq2UPJdIjaMKcJTaUgiIzGqkaqRM7l3qrCI2VjVSMk6EK1FpUHHjWlKRcIdchI2WGmpG9rcKMaTSvVGKvDSR8Qw14aLol+ZuBgr9hmdeKiPjTwQjWzzbrXVkRm7AcaLWNRapiMhDklhDnBqYPJSl1xKA36aIU6EzGQhyY427JdW2KLt3eu+9I2itpVWDCnSsqg69tCz5XWJcc4slxg5yE8Erz0REJ4BNPQ2jXVkGap15JKJ6qdaSajKMjJal4QIitn9OYzGZDMhmCWlRqIhd+NfHwik8ax1WHZvhC1NqJSWrImzMzkynJKyNWgss/r/AfwEzuXeqs1divP+A/h0MSlNFqm5ar2ZIbqDzhI0Yq8NJHxDDXhouiX5m4GCv2GZ14i8+6aGcnnGTEKM0ponFT47aCSpMhJIeWko3cMaHfccECujyYyXFymUMSXW0A/Uweii7d3rvvSNoqu3WLb22tE3unhKYmprYa16qxHYmnVSnECuQS5baTdUtTmzSbbhlkExNVWslphxlw3GlHJcSaHd1bG6tjdWxurY3VsPtJb1cmnXGHEOtRndvHZdF3418fCKTxrHVYdm+CLM8iRBkuei21tqNK9BeozGYmdy71Vh5MrGYM/p0NtOO/g5CktI1zp+yRoxV4aSPiGGvDRdEvzNwMFfsMzrxMvZ3rigmURvIWmJYaiP4zbAlFrLeM1LMzhpNcuMkcNWH0ml91IzCPTQzVvyGydQ+yph1bShRdu7133pG0UsZ52Ks0Xcd5ppo17lJFghSJr6VS58Vyqhx0a6RHsIqKeVHUISzbkJWWSJBE429tWkGpS7BSFZHUa9pJWwXLTg5acHLTg5acHLTg5acFpVqgqjkbjKmyzNCUoSlKbvxr4+EUnjWOqw7N8QUEalqNy8mokqNqYaZVezKGzI2kKJxptJKMk55/TNYzWJncuggVjSmYOxpiMPKQt1xTYrM9isZrBmrQyTZqPXeJokp1J8lUCIjZUdtJkvnHfhtJabNCRirw0kfEMNeGi6JfmbgYK/YZnXirzLwTrf8JJ7P8AiZO5/U88/r0EpRehrWYZspTLaW0OurecU4sUXbu9d96RtEewmRUGhmTPlykpS/xq0Drrj7inHOhJqI80pckZ/wAVOSM/5KNRn/LBnlXevE3uwBK9sgQu/Gvj4RSeNY6rDs3xGeJlf1KrrJD5vLny2loQwzoTnmMlDJQmdy7ol2K6ZZQoEW6dnvNxLKSyceQ8yYrCPYrGSgZK6M48xjYvxI9bVoNxFa6p6MThjFXhpI+IYa8NF0S/M3AwV+wzOvFGz464SyjtbwlpuJXk4j6TYBJLVW8RpcMj+zRdu7133pG+1HSa3UpKHXktOSJleSE5LQhaTfSjCiC45JT14m92AJXtlou/Gvj4RSeNY6rDs3+ovUZEMiEzuXQk8jIxKs6l59a5CLKjbWlaJb+8ypD+isIjZWMiBkXVT9ijRirw0kfEMNeGi6JfmbgYK/YZnXiNf/yFYbUTTzKVQpTSWibXPktuESUyFa7q1faou3d6770jfaiKJD6DODIbQg0LnSW1oJtBONE9IdVhMtndSSLqxN7sASvbLRd+NfHwik8ax1WHZviMyTy/qVnWR3zZXPiNoQl9nZL1SUDLIzIFln9f4D+Amdy6EfmkW1ZGfsZLi+DQw8hLbriEis1divP+A/ho2CsjUa0amQyjxGNs/EkVtog20VrSmoxNmMVeGkj4hhrw0XRL8zcDBX7DM68VlldPhCtXMN2LyCIg7OddLJSjzPQwy5Iebablw3oL6mHupDjiCyRvD43h8bw+N4fG8PjeHwtxbmWv1QaiZYpcVHWhTa1IWEq1TzDVg62RJDtg64RpCX3EKM0YOzXbPGfVib3YAle2Wi78a+PhFJ41jqsOzfEFZEpaQ5RzVyVE1MJMWvZjBD60ZaoL1GZDMhM7l0J/JIuNsu2kk4604y4ttzRWHkysZkDMtBOrIiIKWpWWc+MqfERsqOpkxnzkPw3UutmtIxV4aSPiGGvDRdEvzNwMFfsMzrxX5l7qpPLQRibzD/8AVwd7U0WHfzOrBvlXevE3uwBK9stF3418fCKTxrHVYdm+CMyPMkTpLfo44txRqXoTnn9M1DNQmdy6E/kkTqs5Fo5KRYU65U6S+h1s2nXGzFZnsVjNQM1dDbzjX4OTZLiNQ6fskaMVeGkj4hhrw0XRL8zcDBX7DM68X+df0vpTwnPTSeWgibDhutPuOaCqjORXsBMAzjzngVWZyK5kJgGbE94FVmb9c0EwDNie6CqzN6uaBQDNme6CrDN2ubBV5mzYOAqwzdrkAq8zasFgqw9pXIBV56lgsFWGa61I4cepYq0J/JIZjR45GTNh38zS5HYKrJZaMEeYc68Te7AEr2y0XfjXx8IpPGsdVh2b4QhTiiSlqs2hmRyYrsZeS9Cc8/pkoZKEzuXeqsz2K8slAyV0MRVulrG5VL2ZLbp+yRoxV4aSPiGGvDRdEvzNwMFfsMzrxf518J/NI1SGqQ1SDhERkKTy0ESe3fGZjDVXDsUSzkFTwSdiukVFXE1JaIqeCTsV0FR15NSmy4PBJ2K4Co68m5TZcGgk5FcBUdeTcpscGgEuIscDryRLQODQNeIscDr9SWgcGga8RQ4JX6stI4NA1oihwSBlLIYkrotc9HRHQZ66NFh38wF+aSGoka6zTqjUSHCIjLLBHmHOvE3uwBK9stF3418fCKTxrHVYdm+IBFm4YlPyd7cWqSa3KtlbyHWSbQSlmRrUZF6jIhkQmdy71VhZsrGRAy0JkkSWyJxwloQR3C3WoSCaw09I3tbZRiSSVaoxV4aSPiGGvDRdEvzNwMFfsMzrxf518F+aRrENYhrEHDIzIUJkVvC0apAiIvT+hkR+uqnRZHnYzgX5oGYzIZkHfVIwR5hzrxN7sASvbLRd+NfHwik8ax1WHZvhp1TS9Ym5EE3CdcmzVSjIi0Fln9f4D+Amdy70F6g8shWauxXn/AHqdDMpJI2bpT4sZnUjVKjXDSpQxV4aSPiGGvDRdEvzNwMFfsMzrxf518QTIpjBneLSrd8tVWWYpVoTHczf+rzopPLQf69h38wQyJUpgjuWmm0sagpmWnGXTXIIifeIsEeYc68Te7AEr2y0XfjXx8IpPGsdVh2b+hLDyyzSZGR5HpaaNw1EWwM9XJcNhxRqVuMcNVsZxRJCa2MazSZ1LJKIj3GOGmUMpNKOlKVKPJK2XWyI10/Yo0Yq8NJHxDDXhouiX5m4GCv2GZ14v86/ok1Zx4kWQNkEVZqrnZmik8tB/r2HfzAxhWW8y08k8IzT9eT5YLCM0vSzrnK2QTLmCPMOdeJvdgCV7ZaLvxr4+EUnjWOqw7N8QmiWtSjViBbMlRNz0tSIrUtttlLhIyP1MGpKfVt5lJmZnLJaXiJyWw2o0nv8cM2cVtWsabOGS9cHbxzQ6kb/ABw1KZdVqp0my2WWbraEoSpMmQiuipUVTblPUqM/BZJlk2yGKvDSR8Qw14aLol+ZuBgr9hmdeL/Ov6JthGeroLCNokIsYxUz8UxCknElsSC5zjDnOMOc4w5mZN2K2CxSwbUlwczMm7FbBYpYNqSsczM7SKgc0sG3KWOZmTcioHNLBtyljmZjXiIHNLGpKWOZmNeIkc0MakpQ5nY1oiRzQxqy1DmdjOIQ5oYylmOc4w5zjDnOOH3TffddOv8AHw+jFnk0DBHmHOvE3uwBK9stF3418fCKTxrHVYdm+IjxNrMlHQNSJBrTPdZaYbiNZnlkHF6qVLN11TqjUoNuKbVrJ6kGaVpPqdZasYxNqrqtiszkuV7u2Y2mjFXhpI+IYa8NF0S/M3AwV+wzOvF/nX9Fgwymqrlp1SDTDPL8lzqKdk9EcBSsmZTYKdk7DcBSsmpTYKbk7DWClZNS0Apv+SGsFKybloBTf8kNYKVk3LQCm/zhqG9/wmJG+/zhqG9/wmJG+fyhmN7/AIzC6a/sIfRizyaBgjzDnXib3YAle2Wi78a+PhFJ41jqsOzf0EtZFkWh/wBlwF6kERknko3fcc60/kXUR5A1KV60/Yo0Yq8NJHxDDXhouiX5m4GCv2GZ14v86/oesJLzDLK9ooJsJKYi4paYymkvtG6crD4hyKZLBE+qTTb22opUmkNh0mm26c20GZO07UuUTrz9M4uOlnZUwd1dq5qiqbbdsYrbnBIIXlrqy+xX+Ph9GLPJoGCPMOdeJvdgCV7ZaLvxr4+EUnjWOqw7N8MMm8vIIVVNu7F6dC3bJaCbcMiMnWXFsryMlJUZHvkofyUrrSWakl0IQpaiSlTa0kRm2wy21tX2mK6c0ZxqpCm4hIUMVeGkj4hhrw0XRL8zcDBX7DM68X+df+wn8i0I/EH+ZBX4mG/bQJndvBn32NDn5r0UvlYWhf5q+zCt6xEKKhfGaocZqhxqqGJZLEqwQtjBHmHOvE3uwBK9stF3418fCKTxrHVYdm+IBlm4QfrpxyloKUk2KthlxL+qRBUjWIOMNOmRq3NgNsNNHmlyA2tRqTw0hw0hw0hw0hw0gzBbbWSj0pUaFEolOGpCUnasuyYaDZw7ClolKfXGWlaFGkYq8NJHxDDXhouiX5m4GCv2GZ14v86/9iMhtchlLhwKMQodQtglPqhVJS20FKhU6I7qmm+FE2jMo1U9Mlm69Fqmlx1M51Idy2rmqKlaG7KKtfGIQXlrqy+7gjzDnXib3YAle2Wi78a+PhFJ41jqsOzfCVKQolJTamx9VHaNumpTrU5lRkWhqbGQg0m9LjLXmkG8htX1cnRlpWQQtCyzSTiWjStW+xP45G+0teRBExhGyC5jC2iIyMlERkT7LaDSs58QzUZMziJS9m5Zvqb1EU/ZI0Yq8NJHxDDXhouiX5m4GCv2GZ14v86//wBHgjzDnXib3YAle2Wi78a+PhFJ41jqsOzfBnkRmHXVOq1lZGCM0mRk7KW4hKRkZgyMg1JW2hSQZmozM8jDTqmlayX3lOr+uRj6kFSnFNEkZGYyMgxIW1mQWtS1GpWqYQtTaiUltWuhKhT9kjRirw0kfEMNeGi6JfmbgYK/YZnXi/zr/wD0eCPMOdeJvdgCV7ZaLvxr4+EUnjWOqw7J8K/FWht1ZNoIpB5vLMH/AMCtL+DhiyL+CDBehiKWchsOFm2sGWRmD9TEUsmGxPLKQY/4IQVGlazKatSmiIyDRZuI0LLJRkGPZbFP2SNGKvDSR8Qw14aLol+ZuBgr9hmdeL/Ov/YQhbi0oRpQhTi0oQbayQaz6UIWszJCkqQeSgpKkHkrShCnFpQj7GCPMOdeJvdgCV7ZaLvxr4+EUnjWOqw7J8GWZGQcbU0vVU17aA6Rm6oidjONoSo6721ix9tAajOOIUoopGUlBG57awhtTrhpS+yppeRxvYbE/wB8KiuJaJYh/moTPbIMR1u5mSEqQ8lKgaFLdNKW06jaUin7FGjFXhpI+IYa8NF0S/M3AwV+wzOvF/nX/sVhkmygmcZbS0a6G29udYhTbDBuNEtlBsGuQaGmVbGA443WbVrUdbrI5NOB+HCaYUSIjTTbURxaYpPOqJbCWW0LUylmOazNvdoxMIMmmYJqWo20x3irCW+UVopCymRSWywtpo4aZTWTiTS4tJ9eCPMOdeJvdgCV7ZaLvxr4+EUnjWOpaEOIUhXDYIkVNetpWstKULWlNXWQXGEPL4ZBP1nw40RaEsQIcaWtaXyrIJek2rgIaW8ltKVuISpqprkJ/iupr1pyVIabZeW23AroT7SXneGwRbQYsRSDYgx2ZMlLbxVcBKSJMiprzQazDFTXJTmXDIIaabZQSGxirw0kfEMNeGi6JfmbgYK/YZnXi/zr/wBptxbSyWgE4smzbJxxbq1LX1qcWpKEq+7gjzDnXib3YAle2Wi78a+PhFJ41j7D3tLDvuuio7JvRc+42Kb3nNE/tXQz7zYT+JaJvdOip7VOi+9WRVd6jRI9lzQ17ZdGKvDSR8Qw14aLol+ZuBgr9hmdeL/Ov9dfCVPmMxUnhhCFGhdhXJhONIQWGUMtoOfZ1iIBMqbaw0RxI8l+VhqU0wqRGra0p6ndZeGycYddgQYT0+SiOynDMVxWyalRXoch2O8KyomWa1Ezy7AM9RMphUWQ8wqpoZVs0+40pKkKNKqqlftW5S2TI0mZHU1D9q64htxBtuLQfVgjzDnXib3YAle2Wi78a+PhFJ41j7D3tLDvuuio7JvRc+42Kb3nNE/tXQz7zYT+JaJvdOip7ZOi+9WRVd6jRI9lzQ17ZdGKvDSR8Qw14aLol+ZuBgr9hmdeL/Ov9eGPOwRZ4atn7CY82uO/UWTKZV1TruFlY1zzD0dw23r5Cl0tBlhFiYxKffWpJPSTS1VVsqgTKnydY9Y1FQwn5diwbd9Kbn277jCmXkkZqtVnXYdrIrIIjM8imzF0LVRDaxTDQxPKS1QSVwaKzloxJFbTJamsVaiqOEwBaI2dlOR14I8w514m92AJXtlou/Gvj4RSeNY+w97Sw77roqOyb0Xb7aXWyOkfbW84RCxWlEVzNl9vathsyUgjIzyIxYTmETHSFK+29EI0C/8AVkVXeo0SlpQw4pXFomvqiOtLjKFJ04q8NJHxDDXhouiX5m4GCv2GZ14uLK8f68Medgi4U9xWflqurURBp6VDd1m7pS5eHIEuXPtZtbT0Zxpt5aT0aj+qo0moYTdmcTQhDkMpVy9Fi285qAydTAiynocht9mXiO1mxlx35jS7jDsF1jVVnqjDkA5Fu0Ts6zwzLlOPPTDhW2HVnDYLUwbMMYffhzYO5TY09U7E8eSMQJ1bqf14L8s514m92AJXtlou/Gvj4RSeNY+wpJKSog5SMrWazYZJhskELAv/AHSQK8v/AHSPov8At2w4X8DFf2bAcIzQYbL6GYwsX85uiZBRLIiVFqmoyyWkYm8RIGr/AOnyGGzUdRGM9OKvDSR8Qw14aLol+ZuBgr9hmdeNIZty48kuqHLehSW5DPON2Jl9YzFx1uli2zIi1rC0m2S0qkyrGTLjxWHRW3MysJxLEjE9m+0ppMGa/AkokMc43YsbKVZvJdkiDYzK53aReb7MN3U9tUxZCDZyoBPExxGTuG46I77kZ9p5uXKdmSHJDvVgqKZb3LPqxN7sASvbLRd+NfHwik8ax9yyMyuJQrTM7mLoxF2jQeM9moQOxig/QxHcUSDGEDM3bLpxV4CaNqvdBhM08uwOjFXhpI+IYa8NF0S/M3AwV+wzOuzgR7CG5GXPrpVc+bL/AP0FZVyrN8m2YcRmFGajtdWJvdgCV7ZaLvxr41k7LIVEyK1AZQviEIcQhDiEIcQhDiEIcQhDiEIcQhDiEIcQgjiEEWDiF2slxFe4hFrGcXxCCL2VHeitk06tJtqIq/sYoP0MMfgYwf7lj04qSXLk8x/qDCply3A6MVeGkj4hhrw0XRL8zcDBX7DM+w+xHktG0+/g+oWrNvkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgDkWAORYA5FgBnCNSyea2mWmG0ttdeJvdgCV7ZaLvxr+hltC0ZnsWxsWxsWxsWxsWxsWxsWxsWxsWxsWxsWxsWxsWxsWw82hKSMhUOG5XR1GfoYY/Axg/3LHpxURctzzH+oMKmXLcAujFXhpI+IYa8NF0S/M3AwV+wzP+xxN7sASvbIEHG0OtrQs8No2mZcuxBy7EHLsQcuxBy7EHLsQcuxBy7EHLsQcuxBy7EHLsQS4yGJ70dMSMh+ezHVy7EHLsQFhtG0zNttDTaG0H6GGPwMYP9yx6cVEXLc8x/qDCply3ALoxV4aSPiGGvDRdEvzNwMFfsMz/ALHEvuQBK9sgX37PzMoVnmYnSfoYY/Axg/3LHpxURctzzH+oMKmXLcAujFXhpI+IYa8NF0S/M3AwV+wzP+xxSeRwjC3VrLJRWlwZEZcTuRxO5HE7kcTuRxO5HE7kcTuRxO5HE7kcTuRxO5HE7kcTuRxO5D78hUhbjlQ/laRVudB+hhj8DGD/AHLHpxURctzzH+oMKmXLcAujFXhpI+IYa8NF0S/M3AwV+wzP+xva5+a2yplqrsXVGlJVdwRERcMuRwy5HDLkcMuRwy5HDLkcMuRwy5HDLkcMuRwy5HDLkcMuQVXdB+otCJTi6iolrltOu9B+hhj8DGD/AHLHpxURctzzH+oMKmXLcAujFXhpI+IYa8NF0S/M3AwV+wzP/wAQfoYY/Axg/wByx6cVEXLc8x/qDCply3ALoxV4aSPiGGvDRdE99DNva61DdRKyzflP8/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6Yc/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6Yc/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6Yc/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6Yc/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6Yc/0w5/phz/TDn+mHP9MOf6Yc/wBMOf6YFj2lHP8ATDn+mHP9MOf6Yc/0w5/phz/TDn+mHP8ATDn+mHP9MOf6Yc/0w5/phz/TDn+mHP8ATBGPKUc/0w5/phz/AEw5/phz1TmgNTWUJyOixDCrFSze5/phz/TDn+mHP9MLvFdZY1UmIzvbew2YwqZctwC6MVeGkj4hhrw0XROYkRpkhmTGcJt0lK3uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443uON7jje443tgb2wN7jje443uON7jiU+242SUDDKHWKCAhenFXhpI+IYa8NF0TqirslIXLapKZpomknV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQOrqDIHV1BkDq6gyB1dQZA6uoMgdXUGQcqqg/Rlps0HnhaFCkLnk8dVT5A6uoMgdXUGQOrqDIHV1BkCw3QofN4ujFXh5Q+IYa8NFGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMhmQzIZkMyGZDMgZlkYY/Axg/3LH7eKntnVGjQ20hacxsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwQNggbBA2CBsEDYIGwRowc/lKlM/bmRGZsZ2O9yfP2o5PWOT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3Bye4OT3A9g+UWWxpKRNWS1r/wD0n//EAEIQAAECAwMJBAYJBAIDAQAAAAEAAgMEERBSsgUSICExUWKSk0FUkaEiMDJTcrETM0BhY3GBgtEjNELBUKIUQ2Bw/9oACAEBAAk/AP8A8jcnFOKcU4pxTijX/wCLFc0Vopap+JSL1K5v5lQBzKAOZQBzJtK11KKGZ4KjAZ51AiGcKID2M1I1iEuBK9tkIlqcHPD3NqovsPdRlGbG/EoodmMdUUbqI+FQw7OqdtFLjmUuOZQBzKAOZSZcFJPTc2pPr31idkNu1ScIfGS5QZZQZZQZZQZZQZZQoLAGF9WApxTinFRK02B2tQJWKz4XKWluUqDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKDLKThlvASFFo4CrmO1OH2O4VsAKDl2Z2hxfO24FfevcuXvnr8VfircdHPLxtoF9KP2q8711DFec2EE8ue41JO06fuDiGlBa471LhS4UuFLhS4UuFLhS4UuFLhS4UuEwNaGjTeWRGGoIQAfse3c77FcKu2ffocXztuBX3r3Ll756/FX4q3HR+75Wbz67ZChYvUAEiD2/EE1gIfRNYa/YbjfUbHQg/l+xXFds+/Q4vnbcCvvXuXL3z1+KvxVuOj93ys3n11xnqPcjG1e8PyC3fYbjfUd2f9iuFXbPv0OL5qC54BoSFBc8A0JCuBX3r3Ll756guEIh9H/EoDhCIeQ/4luOj93ys3u9dcZ6j3IxtXvD8gtw+w3G+o7s/wCxXCthBTPMoXtDi+dpAe9opVRxDZuD1NBzHChBeqZ5iF1BbuOjBDn0IJBIUt4vcrzrZxlf+vMp6X6jVPS/Uap6X6jVPS/Uap6X6jVPS/Uap6X6jVPS/Uap6X6jVPS/UantewsZraaiyO38g4Ilwt7TRRzyqIXVhgf9gveH5BawtThtb9ge4GgCiu0Dm/cjnfcgaBd2d9iuGwuVdDi+dsRrGDa5xAAWUJbqtWUJbqtUZkRtaVY4OFu46JKLlvdZWj3hjzubY1NTU1NTU1NTU1NTU1H0KVWwONl4WXRiC94fkLLrvsH3LdoCrq0Qo6tFEDdhzKNJd+WcgQfoH4h9iuFODWNBJJU0OVyiB9M4HQ4vnb7xiiRw97KmhCizFWQ3HaF763cdFwB1p4V51nBjCP8AjVRYwc/O2EKPMczVHmOZqjzCjzCjzCjzCjzCjzCjzCc4tDWmrkVFIO5zgiHOKNsZ/MVEcR9D2k32oGvpP/QBMcu1p+wRHAZrdhUV5HxG3aE8NJ2tKeHEbGhQy/OIOo0TKAy7sQ+xXCvu+dnDocXzWwCql46gxWuLgauVxdkB+FQoji99QWqXjquZEYHCu4rcdO8752cGMK6uPGfVXGWNJH5oEaIJP0OwfG1Qn62lvsnYRRQn8pTHAZp2hOzW1UceBUceBUceBUceBUceBUceBUceBUceBUceBUceBTqtOw6FxuiCUCExzqbaAld2d9iuL7vnZw6HYSDZJwCfgapKX6bU0BoFABqAFklL9NqkoHTahQBdjdO8752cGMK6uPGbJl8GWa+jMwlpcso8zGFZRZ02LKLOmxZRZ02LKLOmxZRZ02LKLOmxR2Pi76D+FGa40pU6yozNm4fwmguArXeF2EjQ9wcQ0L4t1Ba0AgFq0OLEdC43Q7V6LBqAC9Jh1EFfR54LaZ5AGb+5e4fiH2K4V93zs4dAVYdoUSn3EFRh4FP9Den+hvT6sG0p9Wt2lRh4FEvcjUnTvO+dnBjCurjxmyGfo4UzEY0DXQBxAUAPisZnkEhtAsnM6jFk5nUYsnM6jFk5nUYsnM6jFk5nUYoDGxQKltQVCZSp8lBZs3j+U4BxFKbgu0k6HuDiGhfHq+LEdC43Q7FradYIWpo1klCFTVQxM/cbiaAfoH4h9iuKua4HYokfmCzjn1JLjp/d819+JcS4vl6gmutFyvO+dnBjCurjxmzvkXGV3M4maZIIYxPc80pVxqnUCdXR9wcQ0L4WwaAQ0eLEbYQOZHMOldy7WN0XEDcnEjcnuAcKEA0qF3Z/2K4USCNhCjv5k8uP3m1pP5BQ3eCY7wTHeCD8wGtKFFwbtzSnkNO0JxDXbR6iI5o3AqM/xW91nBjCurjxmzvkXGV3M4maYq0MbhVc5xNQexQg7e4pmY/s3HR9wcQ0L49V2LixG3vrl2MaNDtTc5ybmu7CE5i1tMEsoxQIxUCMVDj+AUI04kKP9bcOlfKvG3cVxK8EdsbQ11haW91nBjCurjxmzvkXGV3M4maby0tY01+FqjRHg1aM/aCEfSBNUauBWyp0PcHENC+PV8WK3tygRpu7U/yKf5FP8in+RTtoPYfX3CtQG1ObVGrHIarCQc6qiaiSdhT/ACKf5FP1fkUSQ2q2ByeHObEBIUPzCh+YUPzCiDPbDoQNBwATgHtGugIK2tc4WcGMK6uPGbO+RcZXcziZp9jWIFpAoNZKGveFqr26PuDiGhfHq+LFa2jWRnuO8u2krtaNFtTvCZQ7yn1B3iqAiD6B5o5SkDptUpA6bVKQORqAAbGcAB+ZXuD624VtKgufVxIcnVeGsbyr2iD9/wAtn2AAelQUr51Wsgh1Eww2BhC2Z5Hhqs4MYV1ceM2d8i4yu5nEzTIHoNwqIHipFW7wiGo5wGj7g4hoXx6vixG3/AxXK435aLs0FOzgFEaxooKurtPwgru7sQ0D/wC52Ir3H8etuFGhCa0midUot1g7T+f3WMaTnnaFCZ4KEzwUJngoTPBMArnVohUFyY1hdFAJAUVyiuUUqE0vdD1mlv8Akfv7PzCOrcVRop2Le6zgxhXVx4zZ3yLjK7mcTNNmcKMqFCY0UqMx2eD+tSgC4oAEmhWwHQ9wcQ0L4Xb6nsXFiNu1xe0fqVcb8tEonai5FyLkXIu1Czt1H1twoVJT2g0QTDWh9ItBsiNac/tKjw+YKPD5go8PmCjw+YJ4dStaI0AcF6VIqhu8FDd4KG7wRDSIWsG3N1uqKdo3rUN5RDxStBtW91nBjCurjxmzvkXGV3M4madxoPKi0tbU7STU7yQ1PHwlOBd2NGi7NLjSqm0/OLRStl8WbfU8WI2sNHPJr+aiAdlCN2h2J1Hbu0KKa9gUQs3Ek08gVFewNYXh22oBWUXciyi7kU+7kUUPW31twraKKM9ha4gNBoAm0eWsd4pjdQNXVofsA7a7SUaVIaXBRHvYWE6zWi2Z5PjZwYwrq48Zs75FxldzOJmncZYCUCNG8rthoGgkokt+lA0DaVqt4sRTiQ00NrQ0VrQLedAEoEWd2d9iuFax2hQ2F33goUYE7Vushtcc/tCl4fKFLwuUKXhcoUvD5QmBta1othcmNa50QAlRPIKJ5BRPIKGM90OpI0GghQxnka6f7JR1lzjZwYwrq48Zs75FxldzOJmnCL6saM0fCoP0YqafBuRzWbAAvSY7YdxXYdAkEbCph4UzEUw8gihFUIuuLn1ZRf8Al/8AVGOADQ51E6J4hOiJ8XxT4viE6InRPEJ0arwaUIRmTnbqIPLGtJ17bIrwwltRVPc12rWCo79DtXosC9JhTGmlAHuLaN/R9AaokkQH4h9iuGxpI0HgHPURvint8U9qiN8U4EjORoM4IVpFQKBQK9GkLRBC3us4MYV1ceM2d8i4yu5nEzTusUIwSahzDXZv1o0psKPoN1kldp9Vf06Vo8Kno7gsylKbFm694VM9tKfos2h3DSNATUFGorUlZxbnso1pDTsOupBXdnfYrhWxqgFzBqJBWxwB/MOR2g/pRO2tzkdtPP1naQE47W0r96O6v6iqbVx8yoOa4NXY91nBjCurjxmzvkXGV3M4madxiaz9rQ3CjqRqN3q7+nvcspt5mqcDGw3AMdUemp0RHgijai0GwGluzctm6zuz/sVwr/JRmiGTXXtCOwAfo1ah2akRu2CwHWK6QJsBJ0Hu8UTs1VT6PaaqK0nMWwuNLODGFdXHjNnfIuMruZxM0yQzMYiXEgdoIqfyTC89pTS1+4+rv6fHpcOGze6wVqtbkc136kKAHmrQASQKdp1EICGwwSAo55XKOeVyjnlco/8A1coUZQoyhRlCjKFGUKMoMWicHNcKg6Vw2RXD9UVm6oX/AGzl9GQ6O09mtqEPO9LZu7P1X+ADB+fas2oBIHx9n7Vm1ALgPj7P2otrTOA+Ps/RFgLX7dRrrRh6nvrrG7UjDzD9Huqd9VmUzXfFnV1IQxR5zabqHag3azXq1b6oMLqHOoW6jVCG0AnNOrYFmGryHHbqoiPq2okFRHEbiVvdZwYwrq48Zs75FxldzOJmmGGjWe1soAnw3NNQCxgZrH6BbQTVe0t59Vf0+0uT4PiUWB0JwDqlOhloI2G2bc+G6lIdPZT1NubDaTWHTU63ZTUs1ZizFmLMWYqD9E5OTk5ORs2OikjSuGyMA8jUC4Ao1YdhTSUCLDZEaCFFb4qK3xUVviorfFRW+KeHa9Z0WkJ1GqMCRucHBChDnWcGMK6uPGbO+RcZXcziZp9jWKrA3YKAAFEtdvCJqdrjpBDQv6fGpmNzlRogLvaIcQSo8Rw3FxItJz4dM7VuFhP0jy7NsNERXetu8rNeNW1CrBBc8NUA8zlAPM5QPMqVg8gUrB5ApWDyBSsHkClYPIFKweQKBDa4ZusNG9DXmrixHSuFbdSY4vc8/uRrFzWA/mq1YRq/I1VSRYUVv0r6KNnYQUAKIEtBBcBuQIhZhDlfNnBjCurjxmzvkXGV3M4madxlhotY3iwkMdEaHfkSosReyHkD8tA+mK19GvavZJ1WX9PjsjhlHltCFHD851KAKbbyp4dmHauHDYBWrrTQHejUDcnvAaWj0W5xq79RuXd3Yh6hwJBoRuNnDiVxcWI6Vwo61Cqab1qA2DS36V/SFWplDTaVedZwYwrq48Zs75FxldzOJmmf/WMCdntq45xbRxcKbdZTQ4lAAHUQuwr3jbLxWdWpVc0U8xo39Pjs94VeNl5TIdCNMxlPZTlM5sEE5zKbbTmgBRnJ9DvAUdzHkULm6iVNxnsO1pcUXIuRci5FyJ11Ty17TUEIUz2NdTdULhxBXFxYjpXDYxNII0Gpq36Q/wA01N0G1TKt3hb3WcGMK6uPGbO+RcZXcziZp9jWJhAb2avINDUQ5qI1ey0LaV2xWDxKiBdj3DQewB1dqIJbusv6fHY2o+lKbQF6Z5hChDlErEZTOFCiolIri7NFDZ2J1HKI1E+AUYw6Qy+paCp88inzyKfPIp88inzyKfPIpgxPpCeylERtQAAFABqAC4cSuLixHSuFdiLQwEgNITaEhp5k01r4hdgGr7zYAgFvsyCOu5ZB8Y7lDzGFxLWVrmjdWy+gELKUoqVqaitabkBnE0BVHgsJBWwOPnZwYwrq48Zs75FxldzOJmncZYCgdKizU5oA+5H0nbbL+nx2RixpNVGLwDUKad4BOznu2nR2pzqpzqrau7O07z1es4cSuLixHSuFeydqdQbSA6gK9hugUVvsaxj4bQIsagLnvTWRoUUhgdmgOYStsOI5nKaWX0UdFxdEc3tNXLa5zrODGFdXHjNnfIuMruZxM065mZDrRBw1DOJNf9BUaxUIOxwW0eqv6fH6rtQAaNrigC07CFm/SAtpVoNRr3oZlID9O89XrOHEri4sR0rh03Jy3resiv8ApiavrGcFkYgtIP17k2n0kRz6fEa2X05HS3us4MYV1ceM2d8i4yu5nEzTuMwqIX7fTJB29molHNIR1N1krtPqr+nx+rIGuoKNddSVm7Wta41qPyp+S7u/ENO89XrOHEri4sR0rhXsjam1GwkNqAvYchqIqPGi7Dob1vCypLQnFwqxyy1KJ4eGuIDxsdTtFl/QcAKVqnAndY2kRrd1HLa1zrODGFdXHjNnfIuMruZxM07jLNYG9bNwtbV73BrQgM9tK0Ndum9zfyNFGicxUaJzFRonMVGicxUaJzFRonMU9zqbzXTDCGbamiFHNJBG4i3WFqCNKhHbLvxDTvPV6zhxK4uLEdK4V2oBzCSc4lOqQGjlVBSwJqat63qGGxC8AsBzk0te00IO0G0f5pqbYdQFKEKngERnA1AQDAGEALYXny1WcGMK6uPGbO+RcZXcziZp3GaXvQrrMP2W+xe/iYtLuzsQ07z1es4cSuLixHSuGxw2bk4knQCC3rep6TzDEa7XFU9JZsSISKxk5rixxbVpqDTdZfQQ0HJ9G7gt5s4MYV1ceM2d8i4yu5nEzTuMtAr9Cy33oUtBc/6M+kWAnULY391DY+tPZzlE/tnsaRezyQo390xj609nOKi/2rmNIvZ5IUb+6Yx1aexnFRf7VzGkXs5xao392xrq09ipoov9q5gIvZzs1Rv7trTWnsVNFF/tXMHxZzs1Rv7sNPwVdRRf7RzR8Wc7NUb+7Df2VdRRf7RwHxVdmqN/d0/ZV2aov9oQPjq7Ns3hQIcOu3MaGr38TFbBZn/QtNaW92fp3nq9Zw4lcXFiOlcKGsqLQ03LWDsOgUVv0r6KOgaNT8402FXjZwYwrq48Zs75FxldzOJmncZYEEFuXvQvdu+VjSSwsomOzpdgbD1nYEx2bHIL/S3Jjs6XYGw9Z2BMdmxyC/0rpqmOzpdobD17kx1JggxPS3GqY6suAIevcmOpMEGJ6W41THVlwBD1pjqTBBieluNUx1ZcAQ9aY6kwQYnpbjVMdWW+r9LcapjqTJBieluNUx1Zb6v0kx1JkgxPSO+qaQHsJK3iz38TFYE9+buqaILcu7P07z1es4cSuLixHSuFbdSe8Pa8010ohSJmsJ/MoVI2/ftR7UU5OW/SP+acnWZwzSKokuCJDSQHEbkSYWYS5bM82cGMK6uPGbO+RcZXcziZp3GWFFFbl7ywBD7CEBZ3iJiW8/LQ3Luz9O89XrOHEri4sR0rhsggvA1EtBKFGDYNLfpX9Juc1QQCdzQ0I1Jc4mzgxhXVx4zZ3yLjK7mcTNO4xXwnA+2gU4D+or5XvR9n9/ExIAgvChtbUu2ClkNjiH9oqhQB7vmu7P07z1es4cSuLixHSuGyE4/pomlBVOFCHGvwoGpTT4rUT+a1eJW51TW6gfFDUTXSBJUNwB7SFvNnBjCurjxmzvkXGV3M4madxlkWojNBpTZUIqL7B9mlnvR9n9/ExKZhAPYHKbhKahKbhKI15LA6oXdn6d56vWcOJXFxYjpXChUNUFrmA0Q2hp/QpxBcSPAWEBP5XUQFXuJqDsrtTtaJ8EYn7dSERp1+yaIEZziR9wKJ8E7XuOgHeyTt20bVE1NPMVTKvcaKE0HNWwPNnBjCurjxmzvkXGV3M4madxljiXw2tD9W4WOP0pOoUsbnfRvDqKTiKTiKTiKWfWMwOUq+kFwCln1jtBCln0gkBSz6x2ghSz/6JAUs/wDrgEKWf/RICln/ANcBSz/6BCln/wBcBSz/AOgQpZ/9dSz/AOgVLP8A66ln/wBBScRScRScTmQoXvc4j8zVe4h4dD3DV3Z+neer1nDiVxcWI6Vwo0DlHLGHWRRbGgD8g1ErXQVtOn2EaTqOHkVGznFv5ALtc6zgxhXVx4zZ3yLjK7mcTNO4yyGwOLG1IG2rUAobC+vtU0of1DGtpXbRM+uc013UNVD+oa1tK7aJn1zmmu6hqof1DQKV20TPrnNP5UNVD+oaBt20KZ9eWn8qGqh/UADbtoUz68g/lQ1UP6gAbdtDVM+vIP5UNUz6gD91DVM+vIPw0NUz6in7qGqZ9eQfh110fcQ8Oh7hq7s/TvPV6zhxK4uLEdK4bHEC27Y008leOnv03Ere6zgxhXVx4zZ3yLjK7mcTNO4ywjMhCjdVjh9E81IpoNzmB4zm7wpF3KpRzn1dropN30QhuBbTtUm4PLCGmikxWg7FKEtqzMAGzUpMg/TNzqja1SQ5UKDONBY0Oa59CCpWByrZU+p9xDw6HuGruz9O89XrOHEri4sR0rhWodpURgd95RqwppIKadiFCFHf4rWSdPfobUNRTgB95oFEGeBrp/sFChDnCzgxhXVx4zZ3yLjK7mcTNO4z1e6y6Fw/Je8bZeNnvRZvPqZyEHNgsBCnYSnYSnYSih7foQKhd2fp3nq9Zw4lcXFiOlcK2migveXOJBAqCjV4axv6hM9ICgKZrofy1iiGtA+KGtOLaqKfBRT4KKfBRT4KKfBOLiNmh2FAUbsQrQhxaFDexgYRrFKrZnkeFnBjCurjxmzvkXGV3M4madxnqH5rC8BztwWUP+7VO5r6u1ZwCnv6RhuJdnBT1XhhIGe01KnmVzR/m1ToDQWZhDgK6lOh39ZlauBoFPM52o1GcaGx4a1r6klTcvzhbz67uz9O89XrOHEri4sR0rhRoQg1RhtGobtyfnHNFkQAknWngDduseGlRRUvJB+7cnAoigKi6mnZeAUYPJsjUzTrG/WowLgUagp+aTX9VEDSSfmEQW1JzdyAZqpVb3WcGMK6uPGbO+RcZXcziZp3Gf8AB92fp3nq9Zw4lcXFiOlcNn6BArUQtW/70LNe77lrJQNmwbAgbP1NusI1JQKNCF2hb3WcGMK6uPGbO+RcZXcziZp3Gf8AB92fp3nq9Zw4lcXFiOlcK3WNHshdps7SF2E2b1dNu5bhYOxD/KzfbdW91nBjCurjxmzvkXGV3M4madxnqGlznEAAbSToNJc4gADaSU05udm1+/SaSQCdW5oqU0g0BoRvsaQaA0I36DSXOIAA2kn1Pdn6d56vWcOJXFxYjpXDbuQqSV+v3Wb1q3fehQgq6VvWw7Ct1n6izetQ3oUINgqSV2BbzZwYwrq48Zs75FxldzOJmncZ6ggATEPEoUERYkGMzM2BxaQQoMJzAx7XfGHPOapeGIz4Rzw2jmwznanFpKZDAgwXZjmGue9zi1pRa0mAX57tjYr6PwgBBmZMuObU/VDNzRX9yDHtz2Qntr7v6xydDfFhj6H2vbiPIIcmshGFHZnudQ59InYVBhCIJqGXNBH1RrUpkIsMtNiI+vpNfR4AUODEdWAHh7tjDDFSoUMy5ZHJik0fVpIYmCI4CBVmpxzDDFaVcE1n0AhvBcdueHPIYVLtERsFmp7QAXF20NBKhsh+gasNA70W1Lq11hNhMEGYlC143H2qraHEH1Hdn6d56vWcOJXFxYjpCoIoQoAUu00CFAHEBQAXkbVAaoQYCoYeAoDVAAeBqKFQXAFS7RVS7SE2jWnUFADn71AChBhcUzObTYpdoAUu3OaNRslm1KgBNDWizgxhXVx4zZ3yLjK7mcTNO4z1TiHDYbHHMLg4jeQnEucakn1DiQwENG6pr67uz9O89XrOHEri4sR9RdKvu+du4rcLLpV8W71vNu6y7pcGMK6uPGbO+RcZXcziZp3GabwwxK6z9wqsrybXA0IL1NQpgv8AdGqynAlXvFRDOsqdgzDIlaFiylLwBGYHMD1HgzUJu0wipqDAZDALnRCsowZowxVzBqKzc9140Cy1LPj+7TaRIbqEWABjPbiO2BZdlTFTmudDeWktNRUJ7GNh7+0oUINCE9oMED9xKFCDQhODAxtS4ra1xHhp92fp3nq9Zw4lcXFiPqLpV93zt3FbhZdKvi3et5t3WXdLgxhXVx4zZ3yLjK7mcTNO4zTvOwlQWFj4z3N9MKGM+E9jy0EFRmRmOYAWVUNzHjaHChQJpATHw4H0JDi9DU+JRg/M6l2QS0Q4dXI0P3LUyC8RHv3BqFW6mt/aobwN5BVW/wDktz4lp9OGRHjr6maYIrFtbGYvqJtgiD4l9fNExY/KuyYiYtPuz9O89XrOHEri4sR9RdKvu+dpR10sPYrwtJOvsRt3f7FhAAaVn7dtEQQRUEaHBjCurjxmzvkXGV3M4madxmnedhKc/wDuHoOc5xAHaSokSFEG4lpTKTWfRPAz4CmnFl0UaEDQbSi8wKH6UL2XzL2s+Gq1MbqjxO17kQIjDVpUVphv2+igXxJQZj2IGtaUTKNgViPHwqVm3v3gqHEH/guFA/aGr/ObCe0CWjCNCLitjpgBnwr3un3Z2neer1nDiVxcWI+o7QnmpRs3D5Bbj8jZ7yz3bbO0rgscQnk2cGJD/BOrtHg7Q4MYV1ceM2d8i4yu5nEzT2RIeYfibpkCIzZVRIXIntDoD86GQ1QpZ53lii1p7LQKAItzIDaMoLMwsie217agowoLT7ptEQIja0JFdqiQuREF7WZooLIxYTt3FQpYOvhie3PmhSK7NsLaRW0eHCoKLfoc/P2a62Uz4bw5td4RBe/bTT3CG3TvPV6zhxK4uLF6zc3CFudhNnvhZ7plh7V+Ho/h4wj/AOr/AEvxcZ0ODGFdXHjNnfIuMruZxM0+fc4JlNx7Hf8AAto0e2/sahRjBp3nq9Zw4k4VzFHhtcM6oLhvU1B5wpqDzhTUHnCmoPOFNQecKag84U1B5wpqDzhTUHnCmoPOFNQecJ4LCG0cPhCeAwB1XH4SpqDzhRmPIig0BBTgvcs+Vm9fh6P4WML3X+l+LjOhwYwrq48Zs75FxldzOJnqITYjTtDgnxoam46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46m46+li/G5Q2sYNjWig9Reer1nDiFg7U1NTU1NTU1NTU1NTU1NQ7bNxbymlm9fh6P4WML3X+l+LjOhwYwrq48Zs75FxldzOJn/ACN56vWCrXCh/IqZcGbiFFjKLG8QosbxCixvEKLG8QosbxCixvEKLG8QosbxCixvEKLG8QosZElrAKE7dYBRIa8GpG3UCVFjKLGUySzdRCjWgAfkLN6/D0fwsYXuv9L8XGdDgxhXVx4zZ3yLjK7mcTP+RvPV77BdbhCuuwnS3r8PR/Cxhe6/0vxcZ0ODGFdXHjNnfIuMruZxM/5HjRU2OVv8KbHK3+FNDlb/AApocrf4U0OVv8KaHK3+FNDlb/Cmhyt/hTQ5W/wpocrf4U0OVv8ACmhyt/hTQ5W/wpocrf4U2OVv8J9YhpU0Tu0t5gQNLevw9H8LGF7r/S/FxnQ4MYV1ceM2d8i4yu5nEz/kaF0Mn0d4cpSJ+4ZuJSo5mqUHM3+VKjmb/KlRzN/lSo5m/wAqVHM3+VKjmb/KlRzN/lSo5m/ypUczf5UqOZv8qVHM3+VKjmb/ACpUczf5UoOZqlT+0hyhPhw4b6ku1ElulvX4ej+FjC91/pfi4zocGMK6uPGbO+RcZXcziZ/8TvX4ej+FjC91/pfi4zocGMK6uPGbBtm4uMpkUsfALAGKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKWnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKXnORil5zkYpec5GKWm+Ril5zkYpec5GKXnORil5zkYoE5yMQcocY/SllMwBS85yMUvOcjFLznIxS85yMUKZESJmUL2hB1cyi/FxnQ4MYV1ceM2EmM2IQ8mvpHfr3p1BTWn+RT/Ip/kU/yKf5FP8AIp/kU/yKf5FP8in+RT/Ip/kU/wAin+RT/Ip/kU/yKf5FP8in+RT/ACKf5FP8in+RT/Ip/kU/yKf5FP8AIp/kU/yKf5FP8in+RT/Ip/kU/wAin+RT/Ip/kU/yKf5FP8in+RT/ACKf5FP8in+RT/Ip/kU/yKf5FP8AIp/kU/yKf5FP8in+RT/Ip/kU/wAin+RT/Ip/kU/yKf5FP8in+RT/ACKf5FP8in+RT/Ip/kU/yKf5FP8AIp9TWwUJY5/7XuLhocGMK6uPGbJRsR7G0aaluFZNlqC8wPPM5ZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZKk+ixZMlOixQ27dylYMShZTPYHLJUn0WLJUn0WLJUn0WLJUn0WLJUn0WKQhl9TvLOXR4MYV1ceMoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooohFb1+H6sfWxGMsqiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSiUSibB7cMO5PVg5jwo8HMqso/9FlE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01lE9NZRPTWUT01NQ3/GCxPD4zwP2/wD0v//EADARAAECAwYFBAIDAQEBAAAAAAEAAgMRMgQQEhMxcRQgIVFhMDNSgUBBIlCRQmJg/9oACAECAQE/AP8A406FCIP+nyRiGfR0wsx/dN6gcjyQ0kLMf3WY/ugHEA4kNB/QnQ7KNUodAubSNuSJQb20jZN0H9CdDsnQHRDMEIMLBhNzaRtyRKDe2kbJugT34TJZ3hZ/hZ/hZ/hZ/hGMSNFmvnqUwzaPVcZNKm6U5pvVoPonQ7JjMQnNOGEkXNpG3JEoN4DPmE2kKNUEGtkOiwN7BYG9gsDewWBvYJzGy7LLZOsJvQC4zl09NwmCsLfmm6D0TodlCpUSs3NpHJFovdUd0yhuyjVBNpG3KdE/D9plI29V9JXSXlMpHonQ7KFSolRubEc1NiEz2WM9NkYhACc8u1vNniEz6JlI2UaoJtI25XSDVNnwCGg9NhJxb3O0KDmk0IaC4uA1QIPMdDspm5jcRknRZEiSZFxOA7ogh0prJ8rJ8p7MMrplNpGyjVBNpG3K8TaVJ0pSTegHNCw4v5KJhxHDpyMBAM/2bnibShiEhhQ0uc2aaJDmOh2UNrcM09oxFNJaUYQJJTYYaQUXEums13ZZzuyc8uQCDG4UNAo1QTaRtyvMmkrE+U5pvUD1XGTSg55kZoXOdJNdPmOh2Tcf6QnMzUOWJdF08J0sxSb4Um+FFl0khoUMyX7km0hRqgm0jblcJhYB800SA9VwmCgyX/aGlzmgoADmOh2UNzcMk9wLk1uIyWSe6yT3RaQ6Synd1lO7p7C1TQe3ChoFGqCbSNuWJQV0l5TaRyx40VsVwDjKa4iN8yuIjfMqzxororQXEr+S6oTufSV0l5TKR6J0OyZDxCac0gyTSWmazvCzvCLpums7ws7wnvxqRQhdNU3o0KNUE2kbcriADNTZ8UNBy2n3n32X328riA0rNhT0TXskOoWNnyCxs+QWYz5BZjPkFmM+QQc12hvOh2TImESKLsRJRb5WFYfKwrD5WHysKl01Qi9NE3qAo1QTaRtyvE2lSdKUk2kctp9599l99vLEE2EeEYL56FCzPIHVcK/5IWU/JcL/AOlwv/pGzYQTiVnM3na86HZQ2NLZp7QHXZZ7hCEO6yR3WSO6MMzPVEEXCG2SHQBRqgm0jbleZNJWJ8pzQP8AGfhMeXE8lp9599l99qe7CJoxOgMkDMC55k0lQ4UZ4DsQAKFjdKsIWN37eFwZ+a4M/NGxmVafS7ZWWt150OyaXjRGZPVN1C/z/ENLzqdE+4OfLwm0hRqgm0jblcJtIWD9YggOgCDQ3TktPvPvsvvtTgHCSyxIBASucJtIUN0WHIB4khaoxGoXERvmuIjfNcRG+agvc+ECTM9U+l2ystbrzodlDIwqIRiQ1C6+ULzOf7URTQc3ChoFGqCbSNuWJSV0l5TaRy2mec/dSKkVZZ57eV9JXSXlMpHJZ/YH2n0u2VlrdedDsmwy7qi0gyQ1C/xDS86nRPUihCMk2kKNUE2kbcpAKy2rTlLWn9BYGfELAz4hBrRoBykTWW1AS5LP7A+0+l2ystbrzodkyIAJFOdiM0NQv9/xC86qIplCKJJpmAo1QTaRt6Bumpqampqamp3Dns/sD7T6XbKy1uvOh2UNjSJlPaA6SbqF/v8AqF51UTUKQQhNkgJAKNUE2kbegfTHPZ/YH2n0u2VlrdedDsmvcNESSZlBYj8QhFas1qMVo7oxOugTnTuD3yTaQo1QTaRt6B9MKJFDN0yOHGREuWz+wPtPpdsrLW686HZQpYVELcRTGYlldOhWU1ZbUYbSojA26YQw4fCGgUaoJtI29MkDW4OB544IeU0EuAHLZ/YH2n0u2VlrdedDsmscdEWkGRULQhNBGp5I36vEN0k2kKNUE2kbenEaXSkgDhl4UNpbOfO5rXDqE1jG6Dls/sD7T6XbKy1uvOh2UN4AknzJmhiJRLv2Sg58ljfOSLoi6vRBCDTJZgA6oGYCjVBNpG35Vn9gfafS7ZWWt150OyhS6lBwK/iwL+Lwi5rTJSE5yQe0mS6NC6OCLmtUWUgU2kbKNUE2kbflWf2B9p9LtlZa3XnqCmsc2abqnzw9e6ZPD07p9S/l9JlSOLCZps5GSfr9JzXOAQEgFGqCbSNvyrP7A+0+l2ystbuVmqiafah0/aiVIaJlQT6UzQqJr9IaC6NUE2kbflWf2B9p9LtlZa3crQQUGZhAOiLAwkDRWiI5sSSBOAHwoTzmBOBITQQFE6uTaRdGqCbSNvyrP7A+0+l2ys3RzlMd1Md1Md1Md1Md1ZizMOIiWFWkszBhIlhVokYgQpChAZl5AN8aoJtI2/Ks/sD7ThMELIiLh4vdcPF7rh4vdcPF7rh4vdMscd5k0hPscdhk4hCBECAkAFD9zmjVBNpG35VmE4A+1wkXu1cJF7tXCRe7VwkXu1cJF7tXCRe7VwkXu1QID4bySRorX7o2vh+5zRqgm0jb8qHaHw24RJcXF7NXFxezVxcXs1cXF7NXFxezVxcXs1cXF7NXGRezVFiuiumb4fuc0aoJtI2/pgxoMxzRqgm0jb+mhk5mvNEY4kSWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXEWXETGODv7P/8QAOREAAQMBBAcFBgYDAQEAAAAAAQACAxEEEjNyEBQgITFRcQUTMlKhFSIwU2GBQEFiY5GSIzRQQmD/2gAIAQMBAT8A/wDjWAF7QeYU7I43gNhruUNmgkjDjHQrU7P5FKA2R4HAHYsrGyTBrhuWp2fyLU7P5E90TZC3uhuPNSAB7gOFf+DHiMzBWjx/ZQYY0TYr8x2LFjt0y4z8ykxHdf8Agx4jMwVqeGycDwVmNYWnRNivzHYsWO3TKD3zsylxH9VZrKJmlxch2XUYi9lfuL2V+4vZX7i9lfuJ3ZQu4insromF4kNEzwj4sIBlYDzV1laXApgBK8Dn8GPEZmCtFqETw24DuUEneRh1KV0TYr8x2LFjt0vtZDyO64FTb5X9V2aAYpOqlnmEjwJD4itYn+Y5axP8xy1if5jlrE/zHJ1pnu4pCc8v8UtU0UaPixEiRpAqr7/kuUpJkcSKb/gx4jMwVuxhlVjwGaJ8V+Y7Fix26X+M9VLiP6rszCk6qbFkzHZNKGqNK/VM8A+LBis6rfVT4r+vwY8RmYK3Ywyqx4DNEtkilNTUFS2NjCyhO91EbO2h3nc+6o7Gx75ASfdKhs8cPh46XytEjh9VLiP6rszCk6qbFkzHZjjErgwrUYuac244t5fFiBMjQDQ1RikAqZk/xnfX66I4nyeEJ7HRmjhtR4jMwRYx3FoQAAoAp5e5ZepXehanEA3QnWk0qWA0UcjXw95cHNa+ATSNe0f0Kz2jvw73aU0FjK+EKfGkzFdmYUnVTYsmY7MBDZWklXmV8YUpBkcRz2nVpuTa037UBAlYTzTnMNSHiqcKOIrXRBMGAtPAlTyiRwpwA2o8RmYK2SyiW6CQArPK8wAu41opYmysuuQs0YHiRs0ZBF5Mia2PuxwotQi85Xs+LzlQQMhrdJNU51CBzT55u8JvGtU8kvcTxJXZmFJ1U2LJmOzAA6VoIVyOvgClAEjgOfxYWh0rQeadFCKi5vTiC40FNEMIkBcTuCmi7twodxG1HiMzBTavu7yiddMbbnhVsvdz7teIX+T9S/yfqUN7Vd9a0KLpublel5uVgLyH3qp/jYnGy95vu3lNiyZl2ZhSdVNiyZjswuLZAQKrvD8pykJL3Eim/wCLES2RpArvRmJG+Ep/iO6miOZ8daUoVJI6R1XbUeIzMFa4ZTLeAJBVnie2EA8aqaUQsvEVXtBny17QZ8tMla+LvKUFFr8XkK1+LyFQTsmBugiiLQU+zzd4RdJqU8Fr3A8QV2ZhSdVNiyZjs2bFat9VNiv67McbCwEhd1H5Qu6j8oUsbAwkBbtiDFZ1W+qnxX9fgx4jMwU9sETrobUqKdsjA/gpmsmZcrTevZw+YvZw+YmQhkPd1Xs79xezv3FZ7OIA73q1QkaTROt7Q+gbuUpDpHkcCV2ZhSdVNiyZjswhxkABoVdl+b6KQEPcCamuzFht0zYZ2b5Z7w4hHtNwNC8VWsxv94vbUrvovmN/ld9F8xv8rWIfmBazB8wLWYPmBMljk8LgdMeIzMFPY+9feBomRiCNraXqlNlFR7lF3pH/AJQm/QUZt/hXfHyrv91Q0rvv0lBwLqXU6wVfUO3KUBsjwPyK7MwpOqmxZMx2bOQJWklVbXxBSkGR3XZiw26ZsM7MngKfZJC8kIWGUgGoWoS+ZqHZ8n5vC9nu84Xs93nCfYXNaXXxuCsA/wAxy6Y8RmYK12iVsl1poArNK+SIEipqr1GlxHBa1H5XfwnW9wJAYF7Qf5AvaD/IFHa2FgJaa/QKORsgNAR1CJcDuG5PtU3eE3qUPBSEue4n8yuzMKTqpsWTMdmBodI0FXIvIFIAJHAc0RTYiw26ZsMoCqu6XmjSUbSQULSKCoWtDyrWh5VrQ8qFpHlUuC/KVYMV2XTHiMzBTMgdQyUBTAxrQGcFJ4HdFv8A1f2TvEeumOtweL+ystaO4/c10OjspkqaXlNiyZl2ZhSdVNiyZjswuuyA0qu8/bcpDV7j9VXYiw26ZsMoble0uaXAgcSjYXk1uoWdg4jeu5j8q7mLyruY/KpQGyUClwX5SrBiuy6Y8RmYK2MkMtaEiisrJBCA7dvTxSN1TXqvd/b9U7xHTHduDwfeqstKOpd+yLTWtSnxS96QQa1TwQ8g8arszCk6qbFkzHZs2M1VNVNiv67MWG3TNhnZgxWdVU1U+K/rsTYylwX5SrBiuy6Y8RmYKa1siddpUqOZkjA4KTDdSvBe9+v+AneI9dMd64PH9grNWhre+4Qe0ninW6MPpdPVTEGV5HNdmYUnVTYsmY7LXFpBHFazLzCLi4knZqeavO5lXncyqnZa4tIIWsy8wnOLiSdibGUuC/KVYMV2XTHiMzBWixukffaQoIBFGGnepcN3RbuQ/uneI9dMYFwbh/ZWXg7h/NVdbyTrA8vNCLpKkbdkc3kV2ZhSdVNiyZj+KmxlLgvylWDFdl0x4jMwVqtUjJLrTSigndJEHFtTVSYbuiqOY/oneI9dMdLg3j+tVZeDuH8UV51fCn22bvDQ7geCkdee48yuzMKTqpsWTMfgD4Z25sZS4L8pVgxXZdMeIzMFNBDIQX7io2NY0NbwTheBCMDAaGV6dYZS4kEI2KQV3hCxSO4EKOyEMAMjgVHH3YPvE9dDrNZzJU8eVVMKSvzLszCk6qbFkzH8IASi0jZmxlLgvylWDFdl0x4jMwVtEne/nSm5WUSdwKmhqrRaRAAKVcVroLgXRo2+WpoBRG2SEk0CbbZG8AFZZ3TNde4jRccDW8pBL3prW9VPrfNeNV2ZhSdVNiyZj8Wm23gjszYylwX5SrBiuy6Y8RmYKa0xRkBwqVHIx7A5p3K3ir2lcdjs7g/RUVpVOtcAfT1UxBleRzXZmFJ1U2LJmPwwV+aJ+BvOzNjKXBflKsGK7LpjxGZgrVZXuffBFCoA2NlwkE15qQRNbQgGv5FRsgNC1rap8Vmv7w3+Vq1mu1uiibFZXHg3+VSOBtGgBMka/gQnysDiDRGxyOfVpBaTxUjbr3N5FdmYUnVTYsmY/ipsZS4L8pVgxXZdMeIzMFb3O9xoO4p0UkYvFSyuO97iVFK4GrHEJ0oB3lCV/d3bxomyAmgKrJM4CtTRUkgeN9Cny0PvE1XZzyS4V3UU+NJmK7MwpOqmxZMx/FTYylwX5SrBiuy6WG65p5FT2iKa77rgQVPS5v4VCtJjIBYCOqsxjFS8E9FNS+acEDF3VKOvKOl8VUZiMrbgPDfVSmMPbfBpTgFPdv8Au8KKyTxwNqQ4khSOD3udzK7MwpOqmxZMx/FTYylwX5SrBiuy7A4hWjD+6l8I6qLwqTxIcAo/GFZ8UK1eJvRS+L7JvhHTR2ZhSdVNiyZj+KmxlLgvylWDFdl2BxCmlY5lGlWpxawU5qyPLmGvNWud7J6BMJMbTzCdZWxsY8OJKhcGyAngp3te4XTwClFXpngGjszCk6qbFkzH8VNjKXBflKsJAldU/kr7PMFfZ5gr7PMFfZ5gr7PMFaXMMfEcVZnMEfEcVbSDPUcgo/C3oFbGNFkqAK7tJAPEaezMKTqpsWTMfxU2MntvRubzCFin5BajP9FqM/0Woz/RajP9FqM/0T7JMwVNEyyTPFRRGxT8gmAta0E8Arb/AKY+212ZhSdVNiyZj+KmxStZj+q1mP6rWY/qtZj+q1mP6rWY/qtZjUsrXtoFZvB99Nt/0x9trszCk6qbFkzH8U+Fr3VK1Zn1WrR/VatH9Vq0f1WrR/VatH9Vq0a1Zn1TGBgoNNt/0x9trszCk6qbFkzH/jSWuaSO44im12ZhSdVNiyZj/wAa2MYLJUNAO7asc8UbHNcaGqFtsi12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12x8vRa7Y+XotdsfL0Wu2Pl6LXbHy9Frtj5ei12xq02mF8Ja01J/6f//Z)"
+      ],
+      "metadata": {
+        "id": "62QVBe0E6jdu"
+      },
+      "id": "62QVBe0E6jdu"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Installing code to Hardware"
+      ],
+      "metadata": {
+        "id": "mmHNA9It_w08"
+      },
+      "id": "mmHNA9It_w08"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Follow these steps to install code to your Hardware:\n",
+        "* **Step 1:** Open the example code and do some necessary changes so that it can be used in our project, which are as follows:\n",
+        "  * Comment the line no 17 which is `#define CAMERA_MODEL_ESP_EYE  // Has PSRAM`\n",
+        "  * uncomment the line no 25 which is `#define CAMERA_MODEL_AI_THINKER // Has PSRAM`\n",
+        "  * change the ssid and password\n",
+        "  ```\n",
+        "  const char *ssid = \"**********\";\n",
+        "  const char *password = \"**********\";\n",
+        "  ```\n",
+        "\n",
+        "Now Install the code on esp32cam by selecting the correct board and port to which the esp32-cam is connected. To do so\n",
+        "\n",
+        "Go to `Tools---> Board---> esp32---> AI Thinker ESP32-CAM`\n",
+        "\n",
+        "Go to `Tools---> Port---> your port`\n",
+        "\n",
+        "and hit the upload button (it will take some time to verify and upload the code to the esp32-cam).\n",
+        "\n",
+        "if it shows any error the for debugging follow these steps:\n",
+        "* Press the reset button present on the esp32-cam module.\n",
+        "* Check the connection for any loose fitting.\n"
+      ],
+      "metadata": {
+        "id": "a7yrk0sg4SJN"
+      },
+      "id": "a7yrk0sg4SJN"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Getting esp32_url for this project"
+      ],
+      "metadata": {
+        "id": "2wWWs7Y1EyZX"
+      },
+      "id": "2wWWs7Y1EyZX"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Your Hardware is ready with the code now, only you need to get your esp32_url to get the camera access for this project. To do so you need to follow some steps which are as follows:\n",
+        "* Open the serial monitor\n",
+        "* Set the baud rate to `115200 baud`\n",
+        "* Remove the jumper wire which is connected to IO0 to GND of esp32-cam module\n",
+        "* Press the reset button present on the esp32-cam module, you will notice some url is printed on the serial monitor.\n",
+        "* Copy this url and paste on the browser of your PC (ensure that your pc is also connected to the same hotspot to which the esp32-cam module is connected).\n",
+        "* Now serach for the start stream button red in colour.\n",
+        "* Click that button for starting the video stream, now video will start streaming on the web page\n",
+        "* Now right click on the video displayed and go to open in new tab and cose the previous tab\n",
+        "* Copy the url of the current page and thats it you got your esp32 url."
+      ],
+      "metadata": {
+        "id": "MHxl9NmWjxzC"
+      },
+      "id": "MHxl9NmWjxzC"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 3:** Necessary Imports\n"
+      ],
+      "metadata": {
+        "id": "FSNpz3TzcS0H"
+      },
+      "id": "FSNpz3TzcS0H"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 72,
+      "id": "a305e00a-1919-4ff3-ae75-fb86a50075b7",
+      "metadata": {
+        "id": "a305e00a-1919-4ff3-ae75-fb86a50075b7"
+      },
+      "outputs": [],
+      "source": [
+        "import cv2  # openCV library for image processing\n",
+        "import os  # for some system functions\n",
+        "import numpy as np   # for data processing\n",
+        "import pandas as pd  # for data manupulation\n",
+        "from PIL import Image  # for accessing the image to our code as data\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "import tensorflow as tf  # for making deeplearning model\n",
+        "from tensorflow.keras.models import Sequential\n",
+        "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n",
+        "from tensorflow.keras.optimizers import Adam\n",
+        "from tensorflow.keras.callbacks import ReduceLROnPlateau\n",
+        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+        "from tensorflow.keras.models import load_model\n",
+        "from sklearn.preprocessing import OneHotEncoder\n",
+        "from sklearn.model_selection import train_test_split # for spliting the data into test and train\n",
+        "from sklearn.metrics import classification_report,confusion_matrix\n",
+        "import time"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Connecting the drive to to notebook by running this code."
+      ],
+      "metadata": {
+        "id": "vVJPcHat9Bm8"
+      },
+      "id": "vVJPcHat9Bm8"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from google.colab import drive\n",
+        "drive.mount('/content/drive')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "WP4EFgfqvpkG",
+        "outputId": "abc04ade-8785-45bc-afd7-9f395eb4f919"
+      },
+      "id": "WP4EFgfqvpkG",
+      "execution_count": 73,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 4:** Data Collection and Processing\n"
+      ],
+      "metadata": {
+        "id": "YjTEsSBJbZL6"
+      },
+      "id": "YjTEsSBJbZL6"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Data Collection\n"
+      ],
+      "metadata": {
+        "id": "hz9T9Is30LLK"
+      },
+      "id": "hz9T9Is30LLK"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def capture_images_from_esp32(class_name, esp32_url, capture_duration=20, save_dir='data'):\n",
+        "    # Create the directory for the class if it doesn't exist\n",
+        "    class_dir = os.path.join(save_dir, class_name)\n",
+        "    os.makedirs(class_dir, exist_ok=True)\n",
+        "\n",
+        "    # Start capturing images from ESP32-CAM\n",
+        "    cap = cv2.VideoCapture(esp32_url)\n",
+        "    if not cap.isOpened():\n",
+        "        print(f\"Failed to open video stream at {esp32_url}\")\n",
+        "        return\n",
+        "\n",
+        "    start_time = time.time()\n",
+        "    img_count = 0\n",
+        "\n",
+        "    while int(time.time() - start_time) < capture_duration:\n",
+        "        ret, frame = cap.read()\n",
+        "        if not ret:\n",
+        "            print(\"Failed to capture image from ESP32-CAM\")\n",
+        "            break\n",
+        "\n",
+        "        # Save the frame as an image file\n",
+        "        img_path = os.path.join(class_dir, f\"{img_count}.jpg\")\n",
+        "        cv2.imwrite(img_path, frame)\n",
+        "        img_count += 1\n",
+        "\n",
+        "        # Display the frame (optional)\n",
+        "        cv2.imshow('Capturing', frame)\n",
+        "\n",
+        "        # Press 'q' to quit early\n",
+        "        if cv2.waitKey(1) & 0xFF == ord('q'):\n",
+        "            break\n",
+        "\n",
+        "    # Release the capture and close any OpenCV windows\n",
+        "    cap.release()\n",
+        "    cv2.destroyAllWindows()\n",
+        "    print(f\"Captured {img_count} images for class '{class_name}'.\")"
+      ],
+      "metadata": {
+        "id": "ga0jFBVqlHtE"
+      },
+      "id": "ga0jFBVqlHtE",
+      "execution_count": 74,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "esp32_url = 'http://192.168.144.123:81/stream'  # Replace with your ESP32-CAM stream URL"
+      ],
+      "metadata": {
+        "id": "JArxNAVNl2WH"
+      },
+      "id": "JArxNAVNl2WH",
+      "execution_count": 75,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "if __name__ == \"__main__\":\n",
+        "    print(f\"Trying to open video stream at {esp32_url}\")\n",
+        "\n",
+        "    while True:\n",
+        "        class_name = input(\"Which class are you going to capture? (leave empty to exit) \")\n",
+        "        if not class_name:\n",
+        "            print(\"Exiting...\")\n",
+        "            break\n",
+        "\n",
+        "        print(f\"Starting capture for class: {class_name}\")\n",
+        "        capture_images_from_esp32(class_name, esp32_url)\n",
+        "        print(f\"Finished capturing images for class: {class_name}\")"
+      ],
+      "metadata": {
+        "id": "X0ns-iyNlr9n",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "11cda77d-23f4-4d97-88a4-eaa0eeed0cba"
+      },
+      "id": "X0ns-iyNlr9n",
+      "execution_count": 76,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Trying to open video stream at http://192.168.144.123:81/stream\n",
+            "Which class are you going to capture? (leave empty to exit) \n",
+            "Exiting...\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Storing collected data into a csv file"
+      ],
+      "metadata": {
+        "id": "_ydKy7e_8cfu"
+      },
+      "id": "_ydKy7e_8cfu"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# this code for store the collected data into a csv file\n",
+        "def image_to_csv(image_folder_path, train_csv_file_path, test_csv_file_path, test_size=0.2, random_state=42):\n",
+        "    rows = []\n",
+        "    labels = [folder for folder in os.listdir(image_folder_path) if os.path.isdir(os.path.join(image_folder_path, folder))]\n",
+        "\n",
+        "    for label in labels:\n",
+        "        label_folder_path = os.path.join(image_folder_path, label)\n",
+        "\n",
+        "        for image_name in os.listdir(label_folder_path):\n",
+        "            if image_name.endswith(('.png', '.jpg', '.jpeg', '.bmp', '.gif')):\n",
+        "                image_path = os.path.join(label_folder_path, image_name)\n",
+        "                image = Image.open(image_path)\n",
+        "                image = image.convert('L')\n",
+        "                image = image.resize((40, 40))  # Resize images to 40x40\n",
+        "                image_array = np.array(image)\n",
+        "                image_flattened = image_array.flatten().tolist()\n",
+        "                row = [label] + image_flattened\n",
+        "                rows.append(row)\n",
+        "\n",
+        "    df = pd.DataFrame(rows)\n",
+        "    column_names = ['label'] + ['pixel_' + str(i) for i in range(len(rows[0]) - 1)]\n",
+        "    df.columns = column_names\n",
+        "    train_df, test_df = train_test_split(df, test_size=test_size, random_state=random_state, stratify=df['label'])\n",
+        "    train_df.to_csv(train_csv_file_path, index=False)\n",
+        "    test_df.to_csv(test_csv_file_path, index=False)"
+      ],
+      "metadata": {
+        "id": "t8zcaj0FF1FL"
+      },
+      "id": "t8zcaj0FF1FL",
+      "execution_count": 77,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "image_folder_path = '/content/drive/MyDrive/Last_Task/dataset'  # change according to your file address"
+      ],
+      "metadata": {
+        "id": "Hg-adVHemNGT"
+      },
+      "id": "Hg-adVHemNGT",
+      "execution_count": 78,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_csv_file_path = 'train.csv'\n",
+        "test_csv_file_path = 'test.csv'\n",
+        "image_to_csv(image_folder_path, train_csv_file_path, test_csv_file_path)"
+      ],
+      "metadata": {
+        "id": "S2ONwxNS8wiq"
+      },
+      "id": "S2ONwxNS8wiq",
+      "execution_count": 79,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Data Loading\n"
+      ],
+      "metadata": {
+        "id": "uOhwyEKbUL5U"
+      },
+      "id": "uOhwyEKbUL5U"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now reading our created csv file from the drive, replace this with your address of csv file."
+      ],
+      "metadata": {
+        "id": "wTnB8tco9T49"
+      },
+      "id": "wTnB8tco9T49"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 141,
+      "id": "d91ebdeb-d482-49ae-a86d-e96dfff6ad73",
+      "metadata": {
+        "id": "d91ebdeb-d482-49ae-a86d-e96dfff6ad73"
+      },
+      "outputs": [],
+      "source": [
+        "train_df = pd.read_csv(\"train.csv\")\n",
+        "test_df = pd.read_csv(\"test.csv\")\n",
+        "# you should change these file path according to your file path"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 142,
+      "id": "413d5d1c-0103-4152-bcbc-11de33f1ddef",
+      "metadata": {
+        "id": "413d5d1c-0103-4152-bcbc-11de33f1ddef"
+      },
+      "outputs": [],
+      "source": [
+        "# you should change these file path according to your file path\n",
+        "test = pd.read_csv(\"test.csv\")\n",
+        "y = test['label']"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_df.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 255
+        },
+        "id": "qzpDfFLvUdoq",
+        "outputId": "469891f7-8625-4b26-b909-a5101d176cd2"
+      },
+      "id": "qzpDfFLvUdoq",
+      "execution_count": 143,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  label  pixel_0  pixel_1  pixel_2  pixel_3  pixel_4  pixel_5  pixel_6  \\\n",
+              "0     d      120      128      136      143      151      162      171   \n",
+              "1     c       97      103      106      108      109      131      159   \n",
+              "2     d      121      129      136      145      151      154      154   \n",
+              "3     d      113      122      130      139      148      161      173   \n",
+              "4     d      109      119      126      135      146      162      174   \n",
+              "\n",
+              "   pixel_7  pixel_8  ...  pixel_1590  pixel_1591  pixel_1592  pixel_1593  \\\n",
+              "0      164      162  ...         142          73          23          24   \n",
+              "1      165      160  ...          26          22          20          20   \n",
+              "2      166      172  ...          48          21          24          24   \n",
+              "3      172      162  ...         142         138         136         133   \n",
+              "4      173      164  ...         144         140         136         132   \n",
+              "\n",
+              "   pixel_1594  pixel_1595  pixel_1596  pixel_1597  pixel_1598  pixel_1599  \n",
+              "0          23          23          20          18          19          29  \n",
+              "1          43         103          82          37          35          34  \n",
+              "2          23          20          20          29          39          40  \n",
+              "3         102          30          19          19          18          17  \n",
+              "4         108          39          19          18          18          17  \n",
+              "\n",
+              "[5 rows x 1601 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-e1e06917-6c54-437b-b4fe-4a760aa00b43\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>label</th>\n",
+              "      <th>pixel_0</th>\n",
+              "      <th>pixel_1</th>\n",
+              "      <th>pixel_2</th>\n",
+              "      <th>pixel_3</th>\n",
+              "      <th>pixel_4</th>\n",
+              "      <th>pixel_5</th>\n",
+              "      <th>pixel_6</th>\n",
+              "      <th>pixel_7</th>\n",
+              "      <th>pixel_8</th>\n",
+              "      <th>...</th>\n",
+              "      <th>pixel_1590</th>\n",
+              "      <th>pixel_1591</th>\n",
+              "      <th>pixel_1592</th>\n",
+              "      <th>pixel_1593</th>\n",
+              "      <th>pixel_1594</th>\n",
+              "      <th>pixel_1595</th>\n",
+              "      <th>pixel_1596</th>\n",
+              "      <th>pixel_1597</th>\n",
+              "      <th>pixel_1598</th>\n",
+              "      <th>pixel_1599</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>d</td>\n",
+              "      <td>120</td>\n",
+              "      <td>128</td>\n",
+              "      <td>136</td>\n",
+              "      <td>143</td>\n",
+              "      <td>151</td>\n",
+              "      <td>162</td>\n",
+              "      <td>171</td>\n",
+              "      <td>164</td>\n",
+              "      <td>162</td>\n",
+              "      <td>...</td>\n",
+              "      <td>142</td>\n",
+              "      <td>73</td>\n",
+              "      <td>23</td>\n",
+              "      <td>24</td>\n",
+              "      <td>23</td>\n",
+              "      <td>23</td>\n",
+              "      <td>20</td>\n",
+              "      <td>18</td>\n",
+              "      <td>19</td>\n",
+              "      <td>29</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>c</td>\n",
+              "      <td>97</td>\n",
+              "      <td>103</td>\n",
+              "      <td>106</td>\n",
+              "      <td>108</td>\n",
+              "      <td>109</td>\n",
+              "      <td>131</td>\n",
+              "      <td>159</td>\n",
+              "      <td>165</td>\n",
+              "      <td>160</td>\n",
+              "      <td>...</td>\n",
+              "      <td>26</td>\n",
+              "      <td>22</td>\n",
+              "      <td>20</td>\n",
+              "      <td>20</td>\n",
+              "      <td>43</td>\n",
+              "      <td>103</td>\n",
+              "      <td>82</td>\n",
+              "      <td>37</td>\n",
+              "      <td>35</td>\n",
+              "      <td>34</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>d</td>\n",
+              "      <td>121</td>\n",
+              "      <td>129</td>\n",
+              "      <td>136</td>\n",
+              "      <td>145</td>\n",
+              "      <td>151</td>\n",
+              "      <td>154</td>\n",
+              "      <td>154</td>\n",
+              "      <td>166</td>\n",
+              "      <td>172</td>\n",
+              "      <td>...</td>\n",
+              "      <td>48</td>\n",
+              "      <td>21</td>\n",
+              "      <td>24</td>\n",
+              "      <td>24</td>\n",
+              "      <td>23</td>\n",
+              "      <td>20</td>\n",
+              "      <td>20</td>\n",
+              "      <td>29</td>\n",
+              "      <td>39</td>\n",
+              "      <td>40</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>d</td>\n",
+              "      <td>113</td>\n",
+              "      <td>122</td>\n",
+              "      <td>130</td>\n",
+              "      <td>139</td>\n",
+              "      <td>148</td>\n",
+              "      <td>161</td>\n",
+              "      <td>173</td>\n",
+              "      <td>172</td>\n",
+              "      <td>162</td>\n",
+              "      <td>...</td>\n",
+              "      <td>142</td>\n",
+              "      <td>138</td>\n",
+              "      <td>136</td>\n",
+              "      <td>133</td>\n",
+              "      <td>102</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19</td>\n",
+              "      <td>19</td>\n",
+              "      <td>18</td>\n",
+              "      <td>17</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>d</td>\n",
+              "      <td>109</td>\n",
+              "      <td>119</td>\n",
+              "      <td>126</td>\n",
+              "      <td>135</td>\n",
+              "      <td>146</td>\n",
+              "      <td>162</td>\n",
+              "      <td>174</td>\n",
+              "      <td>173</td>\n",
+              "      <td>164</td>\n",
+              "      <td>...</td>\n",
+              "      <td>144</td>\n",
+              "      <td>140</td>\n",
+              "      <td>136</td>\n",
+              "      <td>132</td>\n",
+              "      <td>108</td>\n",
+              "      <td>39</td>\n",
+              "      <td>19</td>\n",
+              "      <td>18</td>\n",
+              "      <td>18</td>\n",
+              "      <td>17</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 1601 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e1e06917-6c54-437b-b4fe-4a760aa00b43')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-e1e06917-6c54-437b-b4fe-4a760aa00b43 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-e1e06917-6c54-437b-b4fe-4a760aa00b43');\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",
+              "\n",
+              "\n",
+              "<div id=\"df-45aa67db-0bbe-4cb4-863d-97425520a66c\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-45aa67db-0bbe-4cb4-863d-97425520a66c')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-45aa67db-0bbe-4cb4-863d-97425520a66c button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "train_df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 143
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Create the count plot\n",
+        "plt.figure(figsize=(10, 10))\n",
+        "sns.set_style(\"darkgrid\")\n",
+        "sns.countplot(data=train_df, x='label')  # Use data= to specify the DataFrame\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 655
+        },
+        "id": "1yBL-5pCUros",
+        "outputId": "3e617e69-fbdb-42be-c4a1-be2f50524e3c"
+      },
+      "id": "1yBL-5pCUros",
+      "execution_count": 144,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1000 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Data Processing"
+      ],
+      "metadata": {
+        "id": "OtIsb0KJY83I"
+      },
+      "id": "OtIsb0KJY83I"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Function which converts the labels into a integer like:\n",
+        "\n",
+        "\n",
+        "*   a ---> 1\n",
+        "*   b ---> 2\n",
+        "*   c ---> 3\n",
+        "\n",
+        "and so on...\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "rxXoc0ew9kZY"
+      },
+      "id": "rxXoc0ew9kZY"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def change_label(row):\n",
+        "    label_mapping = {\n",
+        "        'a': 1, 'b': 2, 'c': 3, 'd': 4, 'e': 5, 'f': 6, 'g': 7, 'h': 8,\n",
+        "        'i': 9, 'j': 10, 'k': 11, 'l': 12, 'm': 13, 'n': 14, 'o': 15, 'p': 16,\n",
+        "        'q': 17, 'r': 18, 's': 19, 't': 20, 'u': 21, 'v': 22, 'w': 23, 'x': 24,\n",
+        "        'y': 25, 'z': 26, 'empty': 0\n",
+        "    }\n",
+        "    return label_mapping.get(row['label'], 0)"
+      ],
+      "metadata": {
+        "id": "EuiHSkHoL5wX"
+      },
+      "id": "EuiHSkHoL5wX",
+      "execution_count": 145,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now we have to apply the functions previously made to convert the labels from string to an integer value which will be helpful for our model development."
+      ],
+      "metadata": {
+        "id": "b7Y30M0L-Bf2"
+      },
+      "id": "b7Y30M0L-Bf2"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Apply the function to each row of the DataFrame\n",
+        "train_df['label'] = train_df.apply(change_label, axis=1)\n",
+        "test_df['label'] = test_df.apply(change_label, axis=1)"
+      ],
+      "metadata": {
+        "id": "l7pGJ9z7L_Nc"
+      },
+      "id": "l7pGJ9z7L_Nc",
+      "execution_count": 146,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now defining y_train and y_test for developing our model as labels"
+      ],
+      "metadata": {
+        "id": "jbJe1iatH1Ul"
+      },
+      "id": "jbJe1iatH1Ul"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 147,
+      "id": "3f5a1427-be96-407a-97ac-a3f3e83323c9",
+      "metadata": {
+        "id": "3f5a1427-be96-407a-97ac-a3f3e83323c9"
+      },
+      "outputs": [],
+      "source": [
+        "y_train = train_df['label']\n",
+        "y_test = test_df['label']\n",
+        "y_debug = y_train[0:10]\n",
+        "del train_df['label']\n",
+        "del test_df['label']"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(y_train) # Prints the y_train all labels"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "LkjBrZQFMQeF",
+        "outputId": "264a6956-7f81-4396-8bec-80b83864f277"
+      },
+      "id": "LkjBrZQFMQeF",
+      "execution_count": 148,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0      4\n",
+            "1      3\n",
+            "2      4\n",
+            "3      4\n",
+            "4      4\n",
+            "      ..\n",
+            "395    4\n",
+            "396    0\n",
+            "397    4\n",
+            "398    2\n",
+            "399    1\n",
+            "Name: label, Length: 400, dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_df.shape # prints the shape of the train_df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "PS-K7T_7MQYB",
+        "outputId": "179599b9-0dc2-484a-cee5-36e3617be34b"
+      },
+      "id": "PS-K7T_7MQYB",
+      "execution_count": 89,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(400, 1600)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 89
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The code snippet provided utilizes the LabelBinarizer class from the sklearn.preprocessing module in the scikit-learn library. This class is used to convert categorical labels into a binary (one-hot encoded) format"
+      ],
+      "metadata": {
+        "id": "JnG-ozrJGoJi"
+      },
+      "id": "JnG-ozrJGoJi"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 90,
+      "id": "7c407bdf-8348-4526-ae09-fa5434787d54",
+      "metadata": {
+        "id": "7c407bdf-8348-4526-ae09-fa5434787d54"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.preprocessing import LabelBinarizer # Import the LabelBinarizer"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "label_binarizer = LabelBinarizer() # Create an instance of LabelBinarizer"
+      ],
+      "metadata": {
+        "id": "kr2T69NDHL11"
+      },
+      "id": "kr2T69NDHL11",
+      "execution_count": 91,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Fit on the training data and transform both train and test data\n",
+        "y_train = label_binarizer.fit_transform(y_train) # Fit the LabelBinarizer on the y_train data and transform it\n",
+        "y_test = label_binarizer.fit_transform(y_test) # Fit the LabelBinarizer on the y_test data and transform it"
+      ],
+      "metadata": {
+        "id": "5s3P09Z0HGz_"
+      },
+      "id": "5s3P09Z0HGz_",
+      "execution_count": 92,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now defining the x_train and x_test for development of our model."
+      ],
+      "metadata": {
+        "id": "hn5Jd20oHhnC"
+      },
+      "id": "hn5Jd20oHhnC"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 93,
+      "id": "a0389c80-86b7-4ccc-977f-c4368a397f34",
+      "metadata": {
+        "id": "a0389c80-86b7-4ccc-977f-c4368a397f34"
+      },
+      "outputs": [],
+      "source": [
+        "x_train = train_df.values\n",
+        "x_test = test_df.values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 94,
+      "id": "d5952c76-018c-4413-b21e-72ccf3f01509",
+      "metadata": {
+        "id": "d5952c76-018c-4413-b21e-72ccf3f01509"
+      },
+      "outputs": [],
+      "source": [
+        "# Convert y_train and y_test to numpy arrays if they are pandas Series\n",
+        "if isinstance(y_train, pd.Series):\n",
+        "    y_train = y_train.to_numpy()\n",
+        "if isinstance(y_test, pd.Series):\n",
+        "    y_test = y_test.to_numpy()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 95,
+      "id": "691db660-ddb2-4efd-89ab-7a7a11cb17fe",
+      "metadata": {
+        "id": "691db660-ddb2-4efd-89ab-7a7a11cb17fe"
+      },
+      "outputs": [],
+      "source": [
+        "# One-hot encode the labels\n",
+        "encoder = OneHotEncoder(sparse=False)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 96,
+      "id": "c7b30940-6df6-415b-854f-399bca0db072",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "c7b30940-6df6-415b-854f-399bca0db072",
+        "outputId": "98eb28ad-d81c-42d3-bd71-303a3cbac51d"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/sklearn/preprocessing/_encoders.py:868: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n",
+            "  warnings.warn(\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Reshape y_train and y_test for encoding\n",
+        "y_train_flat = y_train.reshape(-1, 1)\n",
+        "y_test_flat = y_test.reshape(-1, 1)\n",
+        "\n",
+        "y_train_encoded = encoder.fit_transform(y_train_flat)\n",
+        "y_test_encoded = encoder.transform(y_test_flat)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reshape x_train and x_test to 4D tensors if they are not already\n",
+        "if len(x_train.shape) == 2:  # If the shape is (num_samples, height*width)\n",
+        "    x_train = x_train.reshape(x_train.shape[0], 40, 40, 1)\n",
+        "if len(x_test.shape) == 2:  # If the shape is (num_samples, height*width)\n",
+        "    x_test = x_test.reshape(x_test.shape[0], 40, 40, 1)"
+      ],
+      "metadata": {
+        "id": "MoRNQ_xlrZIU"
+      },
+      "id": "MoRNQ_xlrZIU",
+      "execution_count": 97,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 98,
+      "id": "781a9580-702c-429d-9094-05ba2dcc1da4",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "781a9580-702c-429d-9094-05ba2dcc1da4",
+        "outputId": "d307061b-1385-42b9-ca5d-ae044e3a4af6"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of y_train_encoded: (2000, 2)\n",
+            "Shape of y_test_encoded: (500, 2)\n",
+            "Shape of x_train: (400, 40, 40, 1)\n",
+            "Shape of x_test: (100, 40, 40, 1)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# This code will print the shape of all the data for developing the model\n",
+        "print(\"Shape of y_train_encoded:\", y_train_encoded.shape)\n",
+        "print(\"Shape of y_test_encoded:\", y_test_encoded.shape)\n",
+        "print(\"Shape of x_train:\", x_train.shape)\n",
+        "print(\"Shape of x_test:\", x_test.shape)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reshaping the array if not in desired shape\n",
+        "print(\"Shape of x_train:\", x_train.shape)\n",
+        "try:\n",
+        "    reshaped_array = x_train.reshape(-1, 40, 40, 1)\n",
+        "    print(\"Shape of the reshaped array:\", reshaped_array.shape)\n",
+        "except ValueError as e:\n",
+        "    print(\"Error:\", e)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vdD25o91rd9c",
+        "outputId": "1ea94563-430c-4434-a9cf-5c13b48d1e85"
+      },
+      "id": "vdD25o91rd9c",
+      "execution_count": 99,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of x_train: (400, 40, 40, 1)\n",
+            "Shape of the reshaped array: (400, 40, 40, 1)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Debugging the data before model development."
+      ],
+      "metadata": {
+        "id": "3rFpGMalIbFx"
+      },
+      "id": "3rFpGMalIbFx"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 100,
+      "id": "fe8b9384-fa80-431f-8f15-7c51b3e6df2a",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "fe8b9384-fa80-431f-8f15-7c51b3e6df2a",
+        "outputId": "1c5ee9a5-216d-4eaa-822e-7d2833e4b945"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1, 40, 40, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 100
+        }
+      ],
+      "source": [
+        "x_tmp = x_train[0]\n",
+        "x_tmp=x_tmp.reshape(1,40,40,1)\n",
+        "x_tmp = np.array(x_tmp)\n",
+        "x_tmp.shape"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 101,
+      "id": "f1ca994e-ae00-4797-83c2-b40592b7ab19",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "f1ca994e-ae00-4797-83c2-b40592b7ab19",
+        "outputId": "63a85818-d709-4be6-e748-c58fe225da4b"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(10,)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 101
+        }
+      ],
+      "source": [
+        "np.transpose(y_debug).shape"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 102,
+      "id": "97165030-6dbb-4295-8374-afbc3d82c4cd",
+      "metadata": {
+        "id": "97165030-6dbb-4295-8374-afbc3d82c4cd"
+      },
+      "outputs": [],
+      "source": [
+        "# I will use this for debuggin on the ESP32\n",
+        "x_debug = (train_df.values)[0:10]\n",
+        "csv_x_debug = 'csv_x.csv'\n",
+        "csv_y_debug = 'csv_y.csv'\n",
+        "y_db2 = np.array(y_debug).reshape(1,-1)\n",
+        "# Write data to the CSV file\n",
+        "np.savetxt(csv_x_debug, x_debug, delimiter=',', fmt='%s')\n",
+        "np.savetxt(csv_y_debug, y_db2, delimiter=',', fmt='%s')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Some more data processing before model development"
+      ],
+      "metadata": {
+        "id": "fSkPjjfwIu6k"
+      },
+      "id": "fSkPjjfwIu6k"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 103,
+      "id": "b65ab5df-04ef-44f6-ba11-92b1d9cc45dc",
+      "metadata": {
+        "id": "b65ab5df-04ef-44f6-ba11-92b1d9cc45dc"
+      },
+      "outputs": [],
+      "source": [
+        "# Normalize the data while preserving the data type\n",
+        "x_train = (x_train.astype(np.float32)  / 127.5) - 1.0\n",
+        "x_test = (x_test.astype(np.float32) / 127.5) - 1.0"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 104,
+      "id": "4655aa58-6368-49af-ad14-7b657b121bd9",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4655aa58-6368-49af-ad14-7b657b121bd9",
+        "outputId": "81f5c42b-c28b-4607-ed1c-f42eb2999d25"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(400, 40, 40, 1)\n",
+            "640000\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(x_train.shape)\n",
+        "print(x_train.size)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 105,
+      "id": "3e2acdee-05b7-430d-9385-b7909513a1e6",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "3e2acdee-05b7-430d-9385-b7909513a1e6",
+        "outputId": "bcdc2eb5-d958-4126-8185-5fcaebdb6c8d"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(100, 40, 40, 1)\n",
+            "160000\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(x_test.shape)\n",
+        "print(x_test.size)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x_train = x_train.reshape(-1, 40, 40, 1)\n",
+        "x_test = x_test.reshape(-1, 40, 40, 1)"
+      ],
+      "metadata": {
+        "id": "PUR0vqYorlae"
+      },
+      "id": "PUR0vqYorlae",
+      "execution_count": 106,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x_train.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "N3U-LoDCrnuK",
+        "outputId": "a6f75171-7b33-45e3-996d-0d99d3eed9cb"
+      },
+      "id": "N3U-LoDCrnuK",
+      "execution_count": 107,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(400, 40, 40, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 107
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Preview of our data"
+      ],
+      "metadata": {
+        "id": "2GeQm5sNI5Y_"
+      },
+      "id": "2GeQm5sNI5Y_"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 108,
+      "id": "a7cd525e-454d-4c94-930d-7a2426d94f6d",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 359
+        },
+        "id": "a7cd525e-454d-4c94-930d-7a2426d94f6d",
+        "outputId": "a80a2988-18d0-42ee-b7dd-7ea41c9293a4"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1000 with 10 Axes>"
+            ],
+            "image/png": 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+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, ax = plt.subplots(2,5)\n",
+        "f.set_size_inches(10, 10)\n",
+        "k = 0\n",
+        "for i in range(2):\n",
+        "    for j in range(5):\n",
+        "        # Ensure the image data is reshaped and of the correct data type\n",
+        "        ax[i,j].imshow(x_train[k].reshape(40, 40).astype(np.float32) , cmap = \"gray\")\n",
+        "        k += 1\n",
+        "    plt.tight_layout()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x_train.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "70X7B0Qdr1k-",
+        "outputId": "873a9100-1dff-473b-ea47-168fe619f86c"
+      },
+      "id": "70X7B0Qdr1k-",
+      "execution_count": 109,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(400, 40, 40, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 109
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_train.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "QxcxjEcir3bI",
+        "outputId": "7b852b79-22f9-45ae-88cf-80e66f6c8304"
+      },
+      "id": "QxcxjEcir3bI",
+      "execution_count": 110,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(400, 5)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 110
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 5:** Model Development"
+      ],
+      "metadata": {
+        "id": "Hm8XnZEtaPoh"
+      },
+      "id": "Hm8XnZEtaPoh"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Model Development"
+      ],
+      "metadata": {
+        "id": "giKC5uiwI_ds"
+      },
+      "id": "giKC5uiwI_ds"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define your model\n",
+        "model = Sequential([\n",
+        "    Conv2D(65, kernel_size=(3, 3), activation='relu', input_shape=(40, 40, 1)),\n",
+        "    MaxPooling2D(pool_size=(2, 2)),\n",
+        "    Conv2D(40, kernel_size=(3, 3), activation='relu'),\n",
+        "    Dropout(0.25),\n",
+        "    MaxPooling2D(pool_size=(2, 2)),\n",
+        "    Conv2D(25, kernel_size=(3, 3), activation='relu'),\n",
+        "    MaxPooling2D(pool_size=(2, 2)),\n",
+        "    Flatten(),\n",
+        "    Dense(256, activation='relu'),\n",
+        "    Dropout(0.5),\n",
+        "    Dense(5, activation='softmax')  # for 5 classes\n",
+        "])"
+      ],
+      "metadata": {
+        "id": "X3LheybVr-8D"
+      },
+      "id": "X3LheybVr-8D",
+      "execution_count": 111,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Compile the model\n",
+        "model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])"
+      ],
+      "metadata": {
+        "id": "3um4cTytsCRl"
+      },
+      "id": "3um4cTytsCRl",
+      "execution_count": 112,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Print model summary\n",
+        "print(model.summary())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "yJldrV7UsF3Z",
+        "outputId": "dc7f874b-7f60-4cb1-d736-a569f7a832da"
+      },
+      "id": "yJldrV7UsF3Z",
+      "execution_count": 113,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: \"sequential_2\"\n",
+            "_________________________________________________________________\n",
+            " Layer (type)                Output Shape              Param #   \n",
+            "=================================================================\n",
+            " conv2d_6 (Conv2D)           (None, 38, 38, 65)        650       \n",
+            "                                                                 \n",
+            " max_pooling2d_6 (MaxPoolin  (None, 19, 19, 65)        0         \n",
+            " g2D)                                                            \n",
+            "                                                                 \n",
+            " conv2d_7 (Conv2D)           (None, 17, 17, 40)        23440     \n",
+            "                                                                 \n",
+            " dropout_4 (Dropout)         (None, 17, 17, 40)        0         \n",
+            "                                                                 \n",
+            " max_pooling2d_7 (MaxPoolin  (None, 8, 8, 40)          0         \n",
+            " g2D)                                                            \n",
+            "                                                                 \n",
+            " conv2d_8 (Conv2D)           (None, 6, 6, 25)          9025      \n",
+            "                                                                 \n",
+            " max_pooling2d_8 (MaxPoolin  (None, 3, 3, 25)          0         \n",
+            " g2D)                                                            \n",
+            "                                                                 \n",
+            " flatten_2 (Flatten)         (None, 225)               0         \n",
+            "                                                                 \n",
+            " dense_4 (Dense)             (None, 256)               57856     \n",
+            "                                                                 \n",
+            " dropout_5 (Dropout)         (None, 256)               0         \n",
+            "                                                                 \n",
+            " dense_5 (Dense)             (None, 5)                 1285      \n",
+            "                                                                 \n",
+            "=================================================================\n",
+            "Total params: 92256 (360.38 KB)\n",
+            "Trainable params: 92256 (360.38 KB)\n",
+            "Non-trainable params: 0 (0.00 Byte)\n",
+            "_________________________________________________________________\n",
+            "None\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_train.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EtxOFB9ysIhU",
+        "outputId": "0469257c-1525-4391-d5c5-fa6d56f1dfbc"
+      },
+      "id": "EtxOFB9ysIhU",
+      "execution_count": 114,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(400, 5)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 114
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 115,
+      "id": "f7f1751d-e867-4514-904d-3f03001fae76",
+      "metadata": {
+        "id": "f7f1751d-e867-4514-904d-3f03001fae76"
+      },
+      "outputs": [],
+      "source": [
+        "# Initialize ImageDataGenerator\n",
+        "datagen = ImageDataGenerator(\n",
+        "    featurewise_center=False,\n",
+        "    samplewise_center=False,\n",
+        "    featurewise_std_normalization=False,\n",
+        "    samplewise_std_normalization=False,\n",
+        "    zca_whitening=False,\n",
+        "    rotation_range=10,\n",
+        "    zoom_range=0.1,\n",
+        "    width_shift_range=0.1,\n",
+        "    height_shift_range=0.1,\n",
+        "    horizontal_flip=False,\n",
+        "    vertical_flip=False\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Training The Model"
+      ],
+      "metadata": {
+        "id": "YIe2PNNQR6KK"
+      },
+      "id": "YIe2PNNQR6KK"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "This will slightly reduce the learning_rate_while developing the ML model for increasing the accuracy."
+      ],
+      "metadata": {
+        "id": "ENp0VVX9JfJr"
+      },
+      "id": "ENp0VVX9JfJr"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 116,
+      "id": "e709486b-1e6a-4c86-a0ac-5cf9c1c019ee",
+      "metadata": {
+        "id": "e709486b-1e6a-4c86-a0ac-5cf9c1c019ee"
+      },
+      "outputs": [],
+      "source": [
+        "learning_rate_reduction = ReduceLROnPlateau(monitor='val_accuracy',\n",
+        "                                            patience=2,\n",
+        "                                            verbose=1,\n",
+        "                                            factor=0.5,\n",
+        "                                            min_lr=0.00001)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Now fitting the model\n",
+        "history = model.fit(datagen.flow(x_train, y_train, batch_size=128),\n",
+        "                    steps_per_epoch=len(x_train) / 128,\n",
+        "                    epochs=20,\n",
+        "                    validation_data=(x_test, y_test),\n",
+        "                    callbacks=[learning_rate_reduction])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "0DO5Y9-fpvhi",
+        "outputId": "cec64821-df1b-43ab-b08a-157885850e0a"
+      },
+      "id": "0DO5Y9-fpvhi",
+      "execution_count": 117,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Epoch 1/20\n",
+            "3/3 [==============================] - 3s 188ms/step - loss: 1.5625 - accuracy: 0.3000 - val_loss: 1.4657 - val_accuracy: 0.3800 - lr: 0.0010\n",
+            "Epoch 2/20\n",
+            "3/3 [==============================] - 0s 102ms/step - loss: 1.3949 - accuracy: 0.3925 - val_loss: 1.2365 - val_accuracy: 0.3800 - lr: 0.0010\n",
+            "Epoch 3/20\n",
+            "3/3 [==============================] - 0s 93ms/step - loss: 1.1226 - accuracy: 0.5600 - val_loss: 0.9401 - val_accuracy: 0.7800 - lr: 0.0010\n",
+            "Epoch 4/20\n",
+            "3/3 [==============================] - 0s 82ms/step - loss: 0.9229 - accuracy: 0.6600 - val_loss: 0.6642 - val_accuracy: 0.9300 - lr: 0.0010\n",
+            "Epoch 5/20\n",
+            "3/3 [==============================] - 0s 105ms/step - loss: 0.6948 - accuracy: 0.7600 - val_loss: 0.4280 - val_accuracy: 0.9600 - lr: 0.0010\n",
+            "Epoch 6/20\n",
+            "3/3 [==============================] - 0s 78ms/step - loss: 0.4649 - accuracy: 0.8725 - val_loss: 0.2543 - val_accuracy: 0.9800 - lr: 0.0010\n",
+            "Epoch 7/20\n",
+            "3/3 [==============================] - 0s 126ms/step - loss: 0.3647 - accuracy: 0.8850 - val_loss: 0.1498 - val_accuracy: 0.9800 - lr: 0.0010\n",
+            "Epoch 8/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.3646 - accuracy: 0.8875\n",
+            "Epoch 8: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
+            "3/3 [==============================] - 0s 79ms/step - loss: 0.3646 - accuracy: 0.8875 - val_loss: 0.0987 - val_accuracy: 0.9800 - lr: 0.0010\n",
+            "Epoch 9/20\n",
+            "3/3 [==============================] - 0s 88ms/step - loss: 0.3004 - accuracy: 0.8900 - val_loss: 0.1017 - val_accuracy: 0.9800 - lr: 5.0000e-04\n",
+            "Epoch 10/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.2695 - accuracy: 0.9125\n",
+            "Epoch 10: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
+            "3/3 [==============================] - 0s 86ms/step - loss: 0.2695 - accuracy: 0.9125 - val_loss: 0.0915 - val_accuracy: 0.9800 - lr: 5.0000e-04\n",
+            "Epoch 11/20\n",
+            "3/3 [==============================] - 0s 122ms/step - loss: 0.2214 - accuracy: 0.9325 - val_loss: 0.0829 - val_accuracy: 0.9800 - lr: 2.5000e-04\n",
+            "Epoch 12/20\n",
+            "3/3 [===========================>..] - ETA: 0s - loss: 0.2594 - accuracy: 0.9193\n",
+            "Epoch 12: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814.\n",
+            "3/3 [==============================] - 0s 78ms/step - loss: 0.2652 - accuracy: 0.9175 - val_loss: 0.0735 - val_accuracy: 0.9800 - lr: 2.5000e-04\n",
+            "Epoch 13/20\n",
+            "3/3 [==============================] - 0s 80ms/step - loss: 0.1859 - accuracy: 0.9475 - val_loss: 0.0700 - val_accuracy: 0.9800 - lr: 1.2500e-04\n",
+            "Epoch 14/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.2332 - accuracy: 0.9225\n",
+            "Epoch 14: ReduceLROnPlateau reducing learning rate to 6.25000029685907e-05.\n",
+            "3/3 [==============================] - 0s 121ms/step - loss: 0.2332 - accuracy: 0.9225 - val_loss: 0.0683 - val_accuracy: 0.9800 - lr: 1.2500e-04\n",
+            "Epoch 15/20\n",
+            "3/3 [==============================] - 0s 76ms/step - loss: 0.1874 - accuracy: 0.9375 - val_loss: 0.0667 - val_accuracy: 0.9800 - lr: 6.2500e-05\n",
+            "Epoch 16/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.1674 - accuracy: 0.9425\n",
+            "Epoch 16: ReduceLROnPlateau reducing learning rate to 3.125000148429535e-05.\n",
+            "3/3 [==============================] - 0s 82ms/step - loss: 0.1674 - accuracy: 0.9425 - val_loss: 0.0647 - val_accuracy: 0.9800 - lr: 6.2500e-05\n",
+            "Epoch 17/20\n",
+            "3/3 [==============================] - 0s 86ms/step - loss: 0.2040 - accuracy: 0.9275 - val_loss: 0.0636 - val_accuracy: 0.9800 - lr: 3.1250e-05\n",
+            "Epoch 18/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.2490 - accuracy: 0.9225\n",
+            "Epoch 18: ReduceLROnPlateau reducing learning rate to 1.5625000742147677e-05.\n",
+            "3/3 [==============================] - 0s 99ms/step - loss: 0.2490 - accuracy: 0.9225 - val_loss: 0.0625 - val_accuracy: 0.9800 - lr: 3.1250e-05\n",
+            "Epoch 19/20\n",
+            "3/3 [==============================] - 0s 75ms/step - loss: 0.1802 - accuracy: 0.9325 - val_loss: 0.0621 - val_accuracy: 0.9800 - lr: 1.5625e-05\n",
+            "Epoch 20/20\n",
+            "4/3 [======================================] - ETA: 0s - loss: 0.1850 - accuracy: 0.9400\n",
+            "Epoch 20: ReduceLROnPlateau reducing learning rate to 1e-05.\n",
+            "3/3 [==============================] - 0s 88ms/step - loss: 0.1850 - accuracy: 0.9400 - val_loss: 0.0619 - val_accuracy: 0.9800 - lr: 1.5625e-05\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Model evaluation"
+      ],
+      "metadata": {
+        "id": "wARxlWKqJwrj"
+      },
+      "id": "wARxlWKqJwrj"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 118,
+      "id": "5150012d-8862-447f-b7ea-407334e5f9e7",
+      "metadata": {
+        "id": "5150012d-8862-447f-b7ea-407334e5f9e7",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "3b265742-b749-4b1c-ae9e-686c76e97936"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step - loss: 0.0619 - accuracy: 0.9800\n",
+            "Accuracy of the model is - 98.00%\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Evaluate the model\n",
+        "accuracy = model.evaluate(x_test, y_test)[1]\n",
+        "print(\"Accuracy of the model is - {:.2f}%\".format(accuracy * 100))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "This will generate a Training & Validation Accuracy and a Testing Accuracy & Loss graph for visualising the accuracy as per epochs to check for over fitting."
+      ],
+      "metadata": {
+        "id": "Wp0z2HB-J3Bz"
+      },
+      "id": "Wp0z2HB-J3Bz"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 119,
+      "id": "9ac625aa-f072-4a76-a632-3e3b0d54910a",
+      "metadata": {
+        "id": "9ac625aa-f072-4a76-a632-3e3b0d54910a",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 400
+        },
+        "outputId": "0e576f89-a0d4-4de1-b14e-721a57acdf30"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1600x900 with 2 Axes>"
+            ],
+            "image/png": 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d8y7qhQsXytWu2oEDBxAQEKD5mgKAnZ0dRo4cifj4eFy7dk1r/6FDh2q9M16eeyEiIgJubm6aydwFQUC/fv2wfft2rSkAdu3ahWbNmpXoHag+Rr1PrVq1Ss1TZSZhf/TroPZo3nNzc5Geno62bdtCFEXN1zs9PR3Hjx/HsGHD4OXl9cR4Bg0ahMLCQuzYsUOzbfv27VAoFBg4cGCF4yYiIjInO3bsgIODA7p164b09HTNv5YtW8LW1lYz5YqDgwMA4N9//y11Wp2KMsbzLVD07BQcHAx7e3sAQMOGDdGyZUts3bpVs48uzyAqlQp79uxBSEgI/P39S7RT0WenunXrlno9jz47ZWVlIT09HZ06dcLdu3c1UwtFRUUhJycHr776aonei48/O509e1YzrQ5QlBdPT88y577cs2cPPvvsMyxZsgSvvfYavvzyS2zcuFFrnz59+uB///uf7hddCqVSiaioKPTu3Rv16tXTbK9Tpw7CwsJw8uRJZGdnAwAcHR1x9epV3Lp1q9RzWVtbw8LCAseOHSsxhQCRueOwa6Iqwt3dvdQhE1evXsWiRYsQExOj+cWnVtrcgo/z9PTU+lxdiMzMzCz3serj1cempaUhPz+/1BWPdVkFOT8/H0uXLsXw4cPh7++POXPmICMjA5MnT8bKlSvRoUMH3Lp1C3K5XFOoe5oBAwZg9+7d2Lt3LwYMGIBTp04hPj4eL7zwglabK1aswKZNm5CcnKy1erUu+XxUfHw8ateuXWJFbnWh81H379/HsmXLsH37dqSlpWm9Vt521RISEkrNS+PGjTWv+/r6arY//lCrXk27rHtBqVRi27ZtCAwM1JqvJiAgAD/99BOOHDmCoKAgAMCdO3fw7LPPPvV8d+7cQaNGjfQ6CbxMJoOHh0eJ7QkJCViyZAn27dtX4iFQ/f2k/mPj0VyVxsfHB/7+/oiIiMDw4cMBFD1At2nThqt+ExER6ej27dvIysrSzNf4OPVzUqdOndCnTx8sW7YMv/zyCzp16oTevXtjwIABlZrzz9DPt0DRHI4XL17EoEGDtObXDgwMxNq1a5Gdna1V8HzaM0h6ejqys7PRtGlTndrW1ZOGAJ88eRJLly7FmTNnkJeXp/VaVlYWHBwcNMXEsmLq168fvvzyS2zduhWTJ09GVlYW9u/fj5deeqnMoumCBQvQo0cPhISEICQkBGlpafjoo49gZ2eH5557Dnl5eYiPj8f48ePLcdUlpaenIy8vr9Tndx8fH6hUKiQmJqJp06aYMmUK3njjDfTp0we+vr4ICgrCoEGD0KxZMwBFnUnee+89zJs3D926dUPr1q3Rs2dPDB48GLVr165UnETVHYuPRFVEaavLZWZmYty4cbC3t8eUKVNQv359WFlZ4cKFC1iwYIFOq0FLpdJStz9adDPEsbq4fv06MjMzNQU0mUyGJUuW4MUXX8SkSZPw22+/ITIyEq6urpp5VJ4mJCQEDg4OiIyMxIABAxAZGQmpVIr+/ftr9vn888+xadMmvPjii2jTpg0cHBwgCALeeecdvV1Xad5++22cPn0a4eHhaN68OWxtbaFSqTBx4kSDtvuoxyfrViur/ZiYGKSkpGDbtm3Ytm1bidcjIiI0xUd9edID6ZPueUtLyxLXp1QqMWHCBDx48AATJ05E48aNYWtri+TkZMyYMUPn1dQfNXjwYHzxxRdISkpCYWEhzpw5g48//rjc5yEiIjJXKpUKrq6uWLBgQamvq+dVFAQBS5YswZkzZ7B//34cOnQIH3zwAX7++Wf88ccfJd781ZWhn28BaHo3zpkzB3PmzCnx+s6dOzFs2DC9tQc8+dnp8UUq1Ur72+POnTt46aWX0LhxY8yYMQOenp6wsLDAgQMH8Msvv5T72cnJyQkhISGIiIjA5MmTsWPHDhQWFpY5YuT+/fu4efMmBgwYoNn26aefIj09He+99x5sbGxw7949CIKAPn36lCumyujYsaOmo0NUVBT++usv/Prrr/j00081b0y/9NJLCA0NxZ49e3D48GEsXrwYP/zwA3799Ve0aNHCaLESVTUsPhJVYceOHdP0mOvYsaNme1VZLc3V1RVWVlalrpisyyrK6oekpKQkzTZbW1v88MMPGDNmDMLDw1FQUIC3335bp3e4LS0t0adPH2zZsgWpqanYsWMHOnfurPVO486dOzF48GCtVaMLCgoq1PvQ29sbMTExyMnJ0XoAvnnzptZ+Dx48wJEjR/DWW29h8uTJmu2lDdkoz9AZLy+vEm0B0AzHf7ynY0VFRETA1dW11CLb7t27sXv3bnz66aewtrZG/fr1cfXq1aeer379+jh79izkcvkTFz1S98p8/OsSHx+vc9xXrlzBrVu3MG/ePAwePFiz/dEVCQFohthcuXKlzHP269cPc+fORWRkJPLz82FhYYG+ffvqHBMREZG5q1+/Po4cOYJ27dqVWgB7XJs2bdCmTRu88847iIiIwHvvvYft27dj+PDhlZqu5Ukq+3wriiIiIiIQGBiIMWPGlHj922+/RUREBIYNG6bTM4iLiwvs7e3LfL56dESL+mOgaBSIrvbt24fCwkJ89913Ws+R6qHwauph61evXi2zN+igQYPwxhtvIDY2FhEREWjRokWZPSZL+xtBKpXim2++wcsvv4wpU6bA3t4eo0ePrnSPQhcXF9jY2DzxmVoikWj1lnV2dsawYcMwbNgw5OTkYNy4cZqRXGr169fHyy+/jJdffhm3bt3C4MGD8dNPPz2x4E5kDjjnI1EVpu7J9eg7sYWFhfj9999NFZIWqVSKrl27Yu/evUhOTtZsv337Ng4dOlTm8b6+vnBzc8OaNWu0hiLXqlVLMwS7oKAAoaGhOsc0YMAAyOVyfPzxx0hPT9d6x1Qd8+NWr179xHeFn6ZHjx5QKBRYt26dZptSqcSaNWvKbBMAfv311xLb1Ktt61IMDQ4ORmxsLE6fPq3Zlpubiw0bNsDb2xtNmjTR6TqeJj8/H7t27ULPnj3x3HPPlfg3duxY5OTkYN++fQCAZ599FpcuXdKsRPko9X387LPPIiMjA2vXrn3iPt7e3pBKpTh+/LjW64/muiylff+IoojffvtNaz8XFxd07NgRGzduLPGA/ngvCBcXF3Tv3h1bt27V9Pgsz8qXRERE5q5v375QKpX49ttvS7ymUCg0w58fPHhQ4vdw8+bNARQ9DwPFz026TCekq8o+3548eRLx8fEYOnRoqc9O/fr1w9GjR5GcnKzTM4hEIkHv3r2xf/9+nDt3rkR76v3UBcFHn51yc3Px999/l+vaHz0nUPRM+vhci0FBQbCzs8OKFStQUFBQajxqPXr0QK1atbBy5UocP35cp3mynZyc0LJlS0RGRuL69eua7VZWVpg/fz5UKhVSU1PRu3dvna/tSaRSKbp164a9e/dqdfBITU1FZGQk2rdvr5m3MyMjQ+tYOzs71K9fX3M/5uXllchH/fr1YWdnp9mHyFyx5yNRFda2bVs4OTlhxowZGD9+PARBwJYtW4w2TFcXkydPxuHDhzF69GiMHj0aKpUKa9asQdOmTREXF/fUY2UyGT766CO88847GDBgAEaOHAkvLy/cuHEDGzduhK+vL5KTk/HGG29g3bp1ml/8T9OpUyd4eHhg7969sLa2LrHwSc+ePbFlyxbY29ujSZMmOHPmDKKjo+Hs7Fzuaw8NDUW7du2wcOFCxMfHo0mTJti1a1eJwqG9vT06duyIlStXQi6Xw93dHVFRUaX2YG3ZsiUA4JtvvkG/fv1gYWGBkJAQ2Nraltj31VdfxbZt2/DKK69g/PjxcHJywt9//4179+5h6dKlTxxmXR779u1DTk7OEwvAbdq0gYuLC7Zu3Yp+/fohPDwcO3fuxNSpUzFs2DC0bNkSDx48wL59+/Dpp5+iWbNmGDx4MP7++2/MmTMHsbGxaN++PfLy8nDkyBGMHj0avXv3hoODA5577jmsWbMGgiCgXr16+Pfff0vMl/k0jRs3Rv369TFv3jwkJyfD3t4eO3fuLPUPlJkzZ2L06NEYMmQIRo4cibp16yI+Ph7//vsvtmzZorXv4MGDMWXKFADA1KlTy5FNIiIi6tSpE0aOHIkVK1YgLi4O3bp1g4WFBW7duoUdO3bgww8/xHPPPYfNmzdj3bp16N27N+rXr4+cnBxs2LAB9vb26NGjB4CiocNNmjTBP//8g4YNG8LZ2RlNmzYtcx7nslTm+TYiIgJSqRQ9e/Ys9fXQ0FB888032L59OyZMmKDTM8i7776LqKgojB8/HiNGjICPjw9SUlKwY8cO/P7773B0dES3bt3g5eWFDz/8EDdu3IBUKsXGjRtRq1YtnXs/qr8Wr732GkaNGoWcnBz8+eefcHV1RUpKimY/e3t7vP/++5g5cyaef/55hIWFwdHREZcuXUJ+fj7mzZun2dfCwgL9+/fHmjVrSkyH9DQzZ87EhAkTMHz4cIwcORKNGzdGfHw8Nm7cCDc3NwiCgP/7v//Dn3/+Weq834/buHFjqcXjF154AW+//Taio6MxZswYjBkzBlKpFH/88QcKCwu1FrTp378/OnXqhJYtW8LZ2Rnnzp3Dzp07NYso3rp1Cy+99BKee+45NGnSBFKpFHv27EFqaqrO101UU7H4SFSF1apVC99//z3mzZuHRYsWwdHREQMHDkSXLl0QHh5u6vAAFK1E/eOPP2L+/PlYvHgxPD09MWXKFNy4cUOn1bife+45uLm54bvvvsNvv/2GwsJCNGzYEBMnTsQLL7yAY8eOYdKkSZg6dSpWrFhR5iIlEokE/fv3x6pVqxASElKiYPnhhx9CIpEgIiICBQUFaNeuHX7++WdMnDix3NcukUjw3XffaSbSFgQBoaGhmDFjhtYwXwBYuHAhPv/8c/z+++8QRRHdunXDjz/+WGKVwYCAAEydOhXr16/HoUOHoFKpsHfv3lKLj25ubli/fj2++uorrFmzBgUFBfDz88P333//xAfe8tq6dSusrKyeOOemRCJBz549ERERgYyMDNSqVQtr167F0qVLsXv3bmzevBmurq7o0qWLZsVIqVSKH3/8Ed999x0iIyOxa9cuODs7o127dvDz89Oce+bMmVAoFFi/fj0sLS3x3HPPYdq0aQgLC9MpdgsLC3z//feYPXs2VqxYASsrKzzzzDMYO3YsBg0apLVvs2bNsGHDBixevBjr1q1DQUEBvLy8Sh1SHRISAicnJ6hUKvTq1UvXVBIREdFDn332GVq1aoX169fjm2++gVQqhbe3NwYOHIh27doBKCpSnjt3Dtu3b0dqaiocHBwQEBCABQsWaK1KPHv2bHz++eeYM2cO5HI5Jk+eXOniY0Wfb+VyOXbs2IG2bds+8Y1tX19f1K1bF1u3bsWECRN0egZxd3fX7BMREYHs7Gy4u7ujR48emqHrFhYWWLZsGT799FMsXrwYtWvXxosvvghHR0e8//77Ol1348aNsWTJEixatAjz5s2Dm5sbRo8eDRcXF3zwwQda+w4fPhyurq744Ycf8O2330Imk6Fx48Z46aWXSpx30KBBWLNmDbp06YI6deroFEu7du2wYcMGLFu2DJs2bUJOTg68vb0xZMgQhIeHIzExESNHjsSkSZOwdu3aMjspPGn0zNChQ9G0aVOsXbsWCxcuxIoVKyCKIgICAvDVV19pLe44fvx47Nu3D1FRUSgsLISXlxfefvttzd9lHh4e6N+/P44cOYKtW7dCKpWicePGWLRokVHnpiSqigSxKnWhIqIa44033sC1a9ewa9cuU4dCpFcKhQLdu3dHSEgIvvzyS1OHQ0REREbC59uKuXTpEgYNGlRiHm4iMh+c85GIKi0/P1/r81u3buHgwYPo1KmTiSIiMpw9e/YgPT2dD89EREQ1GJ9v9WfDhg2wtbXFs88+a+pQiMhEOOyaiCqtd+/eGDJkCOrVq4f4+HisX78eFhYWFRrKTFRVnT17FpcvX8a3336LFi1a8I8PIiKiGozPt5W3b98+XLt2DRs2bMDYsWNLnUaIiMwDi49EVGndu3fHtm3bkJKSAktLS7Rp0wbvvvsuGjZsaOrQiPRm3bp12Lp1K5o1a4a5c+eaOhwiIiIyID7fVt7s2bORmpqKHj164K233jJ1OERkQpzzkYiIiIiIiIiIiAyCcz4SERERERERERGRQbD4SERERERERERERAbB4iMREREREREREREZBIuPREREREREREREZBBmu9p1WloWDLnUjiAArq4OBm+nOmAutDEfxZgLbcxHMeaiGHOhjfkoos4DVX+GvJf5/aKN+SjGXGhjPooxF8WYC23MRzHmokh5nkfNtvgoijDKTWKsdqoD5kIb81GMudDGfBRjLooxF9qYD6opjHEv8/tFG/NRjLnQxnwUYy6KMRfamI9izIXuOOyaiIiIiIiIiIiIDILFRyIiIiIiIiIiIjIIFh+JiIiIiIiIiIjIIMx2zkciIiIiIiIiInOlUqmgVCp02lcQgPz8fMjlhWY/z6E55UIqlUEiqXy/RRYfiYiIiIiIiIjMSEFBHjIyUgDoXj1LT5dApVIZLqhqxHxyIaBWrdqwsrKp1FlYfCQiIiIiIiIiMhMqlQoZGSmwtLSGvb0TBEHQ6TipVIBSWcO7+unIHHIhiiKysx8gIyMFderUrVQPSJMWH48fP45Vq1bh/PnzSElJwfLly9G7d++nHnP06FHMnTsXV69ehaenJ15//XUMHTrUSBETEREREREREVVfRUOtRdjbO8HS0krn42QyCRQKc+jtVzZzyYW9vRPS0/OgVCogkVhW+DwmXXAmNzcXfn5+mDVrlk773717F5MmTUJgYCC2bNmCF198ETNnzsShQ4cMHCkRERERERERUc2ha49HMl/6ukdM2vMxODgYwcHBOu+/fv161K1bFzNmzAAA+Pj44OTJk/jll1/QvXt3Q4VJREREREREREREFVCt5nw8c+YMunTporUtKCgIX375ZbnPZegCv/r8fCOBuXgc81GMudDGfBRjLooxF9qYjyLmfv36VJFpgAoLC7F8+XJs3boVKSkpqFOnDt544w08//zzRoqaiIiIqPqoVsXH1NRUuLm5aW1zc3NDdnY28vPzYW1trfO5XF0d9B2eSdupDpgLbcxHMeZCG/NRjLkoxlxoYz5IX9TTAA0bNgyTJ0/W6ZipU6ciLS0NX3zxBerXr4+UlBQzWfGSiIiomFKlRExiNJJzk+Bu64HOnl0hlUhNHVa5PP/8AIwYMRojRozRaf9Tp05gypTXsHv3AdjY2Bk4upqjWhUf9SktLQuiARcmEoSiP4wM3U51wFxoYz6KMRfamI9izEUx5kIb81FEnQeqvPJOA3Tw4EEcP34ce/bsgbOzMwCgbt26FW7fkL1Y2VNYG/NRjLnQxnwUYy6K1eRc6OOaIq9vxczD05CQk6DZ5mXnhdlB8xHmM7DyDTwmKKjDU1+fMOEVhIdPKvd5f/zxN9jY2Oi8v79/a2zZsgP29vYGXe1aXeT855/9cHAw/TOfIJS8b8pzH1Wr4qObmxtSU1O1tqWmpsLe3r5cvR4BQBRhlD9ajNVOdcBcaGM+ijEX2piPYsxFMeZCG/NBprJv3z60atUKK1euxJYtW2Bra4vQ0FBMnTq13M+jgHGKyCxUa2M+ijEX2piPYsxFsZqYi/z8fKSnSyCVCpDJyrcOsUwmQcS1LQjfOR4itB/GEnMSEb5zPH7ptwYDmgzSZ8jYtm2X5uM9e3bhhx++x4YNmzTbbGxsNdciiiKUSiVksrJLXrVru5YrDpnMCjY2dR5+bLjKtFQqediGpNxfI31SqQRIJBLUqmVXoecctWpVfGzTpg0OHjyotS06Ohpt2rQxTUBEREREZFbu3r2LkydPwsrKCsuXL0dGRgY+/fRT3L9/H3PmzCn3+QzZi5c9hbUxH8WYC23MRzHmolhNzoVcXgiVSgWlUoRCUTRtiCiKyFXkPvU4mUyCgkI5ph94r0ThEQBEiBAgYMaB/6GbZ3CZQ7BtZbY6r6bs5OSi+djGxg6CULxN3Uvwq68W48cfv8ONG9fw9dfL4O7ugaVLv8aFC+eRn5+HBg0aYdKkN9GxY6DmXI8Puw4K6oDp02ciOvowjh07gtq162Dy5LcRFBSs1ZZ62PX27RFYsmQhPv10DpYsWYj//kuGv38bfPDBLM20gQqFAsuWfYMdO7ZBIpEiLGwQ0tPTkJOTjTlzFpZ6vUql6uGxKs3X6FGZmZlYvHgBoqIOQS4vRJs27fH22++hXr36AICkpER8/fV8xMaegUIhh4eHF958cwq6dAlCZmYmvvlmPo4fj0Fubh7q1KmD8eMnoH//kj1WlUoRKpUKGRk5sLCQa71WnpE4Ji0+5uTk4M6dO5rP7927h7i4ODg5OcHLywsLFy5EcnIy5s+fDwAYNWoU1q5di/nz52PYsGGIiYnBP//8gxUrVpjqEoiIiIjIjIiiCEEQsGDBAs0wqBkzZmDKlCmYNWtWlRyNw57C2piPYsyFNuajGHNRrCbm4vHrEUURYZufxfGko5U/N0Qk5iSgyaqypyTp5NEZEUN26lyALMv33y/D5MlT4eVVFw4ODkhOTkbnzt3w6qtvwMLCEjt2bMP06e/i9983wsPD44nn+fnnH/H662/hzTen4q+//sCnn36EjRsj4OjoVOr++fn5WLduNT766DMIggSff/4Rli9fhFmzZgMA1q79Fbt27cD7789Cw4aN8Oef63Do0L9o1+7pQ8mf5ssvP8G9e3cxb97XsLW1w3ffLcX//jcVa9b8CZlMhq+/nge5XI7ly3+EtbU1bt26CRsbWwDAypXf4datG1iwYAmcnJxx795dFBQUPLW9yn4fmLT4eP78ebzwwguaz9XvFg8ZMgRz585FSkoKEhMTNa/Xq1cPK1aswJw5c/Dbb7/Bw8MDs2fPRvfu3Y0eOxERERGZn9q1a8Pd3V1r/iUfHx+IooikpCQ0bNjQdMERERFVkIDqP7nlxImT0LFjZ83njo5OaNrUV/P5K6+8joMH9yMq6gCGDRv5xPP07RuGZ555DgAwadKb+Ouv9bh48QI6d+5a6v4KhQL/+98H8PYuKrgOHToCv/yyUvP6xo0bMG7cSwgODgEAvPPONBw5ElXh67x79w4OHz6I775bBX//1gCAWbM+x9Ch/XHw4L8IDe2N5OQkBAeHwsenCQBoYgOA5OQkNG3qh2bNWgAAPD29KhyLrkxafAwMDMTly5ef+PrcuXNLPebvv/82YFRERERERKVr164dduzYgZycHNjZFa1yefPmTUgkkqf2oiAiIqqqBEFAxJCdOg27PnznMEZvG1bmOdf134jOXqUX69TKM+xaF+pimlpubi5++ukHHDlyGGlpqVAqlSgoKEByctJTz+Pj01TzsY2NDezs7JCRkf7E/a2trbWKe66ubpr9s7OzkZ6ehhYtWmpel0ql8PNrDlEsOZxaF7dv34RUKkWLFq0025ycnFG/fgPcvn0TAPD886OwYMEcHD8egw4dAhEcHIomTYqua/Dg5zFz5jRcuXIZnToFonv3npoipqGYbtZKIiIiIiITy8nJQVxcHOLi4gAUTwOUkFC0eufChQsxbdo0zf5hYWFwdnbG+++/j2vXruH48eP46quvMGzYsEpNxE5ERGRKgiDAzsKuzH8964XCy87riT0lBQjwsvdGz3qhZZ5Ln4VHALC21l61evnyRTh4cD9effVNLF++Ej///DsaN24CuVzx1PM8vlCNIAgQnzLmuLz7G8OAAYOxYcMW9OnTD9evX8PEiePx11/rAQBdunTDX39FYuTIMUhNTcXUqW9g2bJFBo2HxUciIiIiMlvnz5/H4MGDMXjwYABF0wANHjwYS5YsAYAS0wDZ2dnhp59+QlZWFoYNG4b33nsPISEhmDlzpinCJyIiMiqpRIrZQUXrcjxegFR/PrvbvDIXmzGGc+fOol+/AQgODoGPTxO4uLgiKSnBqDHY29vDxcUVcXEXNduUSiWuXLlU4XM2aNAISqUSFy+e12x78OA+7ty5jYYNG2m2ubt7YPDg5/Hll19h1KhxiIj4W/NarVq10LdvGD7++HNMmfIutm7dXOF4dFGtVrsmIiIiItKnikwD5OPjg59//tmQYREREVVZYT4DsarPasw8PA0JOcXFPE97L8zuNg9hPiVXTTaFunXr48CBfejWrTsAAStXfgeVyvg9EocNG4E1a35G3bp10aBBQ/z11x/IysoEdJhn88aNa7C1tX1ki4CmTX3RvXsw5s37Av/73wewtbXF998vQ+3addC9e08AwOLFC9G5c1fUq1cfWVlZOHXqBBo0KCpMrlz5Pfz8mqFRIx8UFhYiOvowGjRoqPfrfhSLj0REREREREREpLMwn4Ho26g/YhKjkZybBHdbD3T27FolejyqvfXWO5gz5zO89trLcHJyxtixLyInJ8focYwd+yLS09Mwe/YsSCRSDBw4BJ06dYFEUvZg5DfffEXrc6lUigMHjuL992dh8eIFmD79bcjlcrRu3Q5ffbVYMwRcpVLi66/nISXlP9ja2iEwsAumTHkXQNEw8RUrliMxMQFWVtZo3boNPv30S/1f+CME0dQD0U0kNTWrUsuEl0UQADc3B4O3Ux0wF9qYj2LMhTbmoxhzUYy50MZ8FFHngao/Q97L/H7RxnwUYy60MR/FmItiNTkXcnkh0tIS4erqCQsLS52Pk8kkUCgqtkhKTVOZXKhUKowd+zxCQ5/BK6+8rufI9Otp90p5nkfZ85GIiIiIiIiIiMgAkpIScexYDNq0aQe5XI6NG/9AYmICnnnmOVOHZjQsPhIZk1IJi6PRQO4DWNg6oTCwKyA1ULd0pRIWMdGQJCdB5e4BeWe2VeXb4r1R9dsxRVu8L9gWUQUoVUocTYpGbuID2KqcEOhRtYbCERERmQtBEPDPPxFYvnwRRBFo3NgHixZ9q7U4TE3H4iORkVhGboX9zGmQJhRNyOsEQOnlhezZ81EYpt8JeR9vC2yrWrXFe6NqtmPqtnhfsC0iXUVe31piEQAvOy/MDppfZRYBICIiMhfu7h747rufTB2GSZU9uyURVZpl5FY4ho+H5JE/SgFAkpgIx/DxsIzcyrbYFtuqwu2wLbZVVdoiKkvk9a0I3zleq/AIAIk5iQjfOR6R13k/EhERkXFxwRkDqcmT05aX2edCqYRL+5aQJCRAKOVlURCg8vRC+snzlR+eV83a0vneqGbXxbaMdG9Us2tiW/ppy6zvjUdwwZmaQ5/PR0qVEu1XtyxReFQTIMDT3gsnx503yyHYZv9M+gjmQhvzUYy5KFaTc8EFZyrPXHLBBWeIqgmLmGitYXiPE0QR0oR4uAS2hWhnV6m2hJyc6tWWAEAqgbNSBTzlF3q1uy62ZZR7o9pdE9vST1vV9N6wiImGvFv3SrVFVJaYxOgnFh4BQISIhOx4xCRGo5s370ciIiIyDhYfiQxMkpyk037SO7cMG0gVbktfP4iq2nWxrcq3pY97o6pdE9vST1vV7d7Q9XcBUWUk5+p2n+m6HxEREZE+sPhIZGgFBTrtlv3JbCha+leqKdmFc7D/ZGa1aUsQACcnWzx4kPvUoQzV7brYlnHujep2TWxLP21V13tD5e5RqXaIdOFuq9t9put+RERERPrAOR8NpCbPD1FeZpsLlQo2K76F3RefQCgshAgYb+6xxEQIpSS7qrVV7jkfq8l1sS0j3RvV7JrYln7aMut74xGc87HmMMScj4k5iRBLmZeAcz6a6TNpKZgLbcxHMeaiWE3OBed8rDxzyYW+5nzkatdEBiC5cxtOQ8NgP+sDCIWFkPsHAIIAUdAuP6o/z549Tz9/lEqlyJ49X+vcbItt1di2auI1sS22RVQJUokUs4OK7keh1Lc8gdnd5pll4ZGIiAxAqYRF1CFYbfoTFlGHAKXS1BHpzapVK/DSS2NMHUaNweIjkT6JIqzX/oZawV1gGX0Yoq0dshYsxv09h5C5ajVUnp5au6s8vZC5ajUKwwbqLYTCsIFsi22ZTVs18ZrYFtsiqowwn4FY1Wc1PO08S7y2rNcKhPnwfiQiosqzjNwKl/Yt4TykPxxfC4fzkP5wad8SlpFbDdJeUFCHp/5btWpFpc598OC/WttGjx6PxYu/rWTUZTOXIieHXRtITe6iXV7mkgshORkO//cWrHbtAADIA7sgc8l3UDVqXLyTUgnLo9Fwyn2AB7ZOKAzsarjeMEolLGKiIUlOgsrdA/LOVa+tCt0b1eC6KtoW741i5b43qsE1VbQt3hfaeG8U4bDrmsNQz0dKlRJHk6KRI7mPGbtm4G72XSwIXowXWk7Qf2PVhLk8k+qCudDGfBRjLorV5FxUdti1ZeRWOIaPB0RRq5+9etSHId58TUtL1Xy8d+9urFr1PX7/faNmm42NLWxtbSt07qCgDvjyywXo0aOnzsfoa9j1qlUrcOjQAfzyy++VPpch6GvYNRecIdIDy4gtcPjfVEjS0yFaWiJnxkfIe31yyT86pVLIu3UH3BwgT81CKdMx6Y+6LWNgW/pri/dG1W7HVG3xvmBbROUklUjRzbs73NwccC3pFmZFf4h1l1abdfGRiIieQhSB3Nyn7yOTAAVy2H/wvxKFRwAQRBGiIMD+w2lI79Gz7DdhbW2LKlg6cHV103xsb28PQRC0tkVE/I3169cgMTEBHh6eeP75URg6dDgAQC6XY+nSr3HgwD5kZWWhVi0XDB48DOPHT8Dzzw8AAHzwwXsAAA8PT/z1V0SJouAXX3yC7Ows+Pu3wR9/rIFcrkCvXs9i6tT/g0xWVFpLTU3FvHmf4+TJE3B1dcUrr7yBH35YjhEjRmPEiIr1brx+/RoWL16A8+fPwdraGsHBoXjrrXc0hdZTp07gu++W4ObNG5DJZGjUqDFmzfoCHh6euHr1CpYsWYhLl+IgCALq1q2HadM+QLNmLSoUS2Ww+EhUCcKD+7B//3+w/usPAICipT8yl/8AZYuWJo6MiIiIqMjzfiPxecwsnEw+gUvpcWjm0tzUIRERUVUiinAOexYWx49W+lSCKEKamIDaTeqWua+8U2fcj9ipcwHySXbt+gcrV36Pd9+dhqZN/XD16mXMm/cFbGxs0LdvGP78cz0OHz6Izz6bC3d3DyQnJ+O//5IAAD/++BsGDHgGH3wwC4GBXSB5yrzIp06dgKurG5YsWYHExHuYOXMGmjb1xcCBQwAAs2d/jAcP7mPp0hWQyWRYuvRrZGSkV/i68vLy8O67k9GqlT9WrvwVGRkZmDt3Nr75Zj4+/PATKBQKfPDBexgwYAg++eRLyOVyxMVdgHqp288+mwlfXz+89977kEgkuHr1CqRS05QBWXwkqiCLf/fB4e03IU2IhyiRIHfKu8h9bwZgqXu3dSIiIiJDq2NbB880eA7/3IzEurg1+LTbF6YOiYiIqppKFgBNadWqFZg8+W0EB4cCALy8vHHz5g1s2bIJffuG4b//klCvXn0EBLSBIAjw8CieF7lWrVoAAHt7B62elKVxcHDEO+9Mg1QqhY9PY3TpEoSTJ49h4MAhuH37Fk6cOIaVK3/T9CycMeMjjBo1pMLXtXv3DhQWFmLmzM9gY2MDAHj33f9h+vR38frrb0EmkyE7OxtduwbB27uo2NuwYSPN8cnJyRgz5gU0aNAQAFCvXv0Kx1JZLD4SlVduLuw//xg2q34AACgaNUbWshVQdAw0cWBEREREpRvTfDz+uRmJP6+sw4edZ8FSyjdLiYjoIUEo6oFYxrBrmUwC4fBhOI8eVuYp76/bWDT/9dOUY9j1k+Tl5SE+/h7mzv0c8+cXv7mmVCphZ2cPAOjbdwDeeedNjB49DJ07d0HXrt3RqVPncrfVqFFjSB8ZSu7q6oYbN64BAO7cuQWpVApf32aa1+vWrQcHB8eKXhpu376JJk2aagqPAODv3wYqlQp37txGmzbt0K/fAPzf/72FDh0C0aFDJ4SGPgM3t6Ii6siRYzB37ufYsWP7w9d6a4qUxsbiI1E5yE4eh8PkSZBdL/oBkzdhIrI//hywszNxZERERERP1qv+M6hj647/cpOx+/ZO9G88wNQhERFRVSIIZf9dK5NA3jMUSi8vSBITIZSyEo8oCFB5ekHeM9Rwi/w9Ii+vqGA6ffpMtGjRSus1iUQCAPDza4Y//9yCmJhonDhxDB9/PAMdOnTC7Nnzy9WWem5HNUEQoFJVftGZyvjgg1l4/vmROHr0CPbt240ff/wO33yzHK1a+SM8fBKeeeY5HDlyGDEx0fjppxX45JMvERwcYvQ4JUZvkag6KiyE7dzP4dz/GciuX4PS0wv3/9iM7Hlfs/BIREREVZ5MIsMIv9EAgHVxq00cDRERVVtSKbIfFu3Ex3otqj/Pnj3PKIVHAHBxcYWbW20kJMSjbt16Wv+8vLw1+9nZ2aNXr2cxffpMfPrpHPz77z5kZj4AUFRUVKmUlYqjfv2GUCqVuHLlsmbbvXt3kZWVWeFzNmjQCNeuXUVeXp5m27lzZyCRSFC/fgPNNl/fZhg/fgK+//4nNG7sgz17djwSVwOMHDkW33yzHD16hGD79q0VjqcyWHwkKoM07iKc+/aC3ddfQVCpkD9sBDIOHIE8pJepQyMiIiLS2Zhm4wEAe+7sQlJOoomjISKi6qowbCAyV62GytNTa7vK0wuZq1ajMGygUeMJD5+E1at/xp9/rsedO7dx/fo1bNu2FevXrwEArF+/Brt378Dt27dw585t7N+/B66urrC3dwAAeHh44cSJ40hLS0VmZsWKhQ0aNESHDp0wf/4XuHjxPK5cuYT587+AlZUVUGJdcG0FBfm4evWy1r/4+Ht49tm+sLS0xBdfzMKNG9dw6tQJfPPNV+jTpx9cXFyRkBCP779fhvPnY5GUlIhjx2Jw794dNGjQCAUF+fj663k4deoEkpISERt7BpcuXUSDBo2eGouhcNg10ZMolbD5fjns5nwGobAQKhcXZM3/BoUDKz5hLBEREZGpNKnVFJ08OuNYUgw2XF6PKe3eMXVIRERUTRWGDUR63/6wiImGJDkJKnePojkejdTj8VEDBgyGlZU11q37Dd9+uxjW1jbw8WmC4cOLevzb2trh999/w717dyGRSNCsWUt89dVizbDsyZPfxrJl3yAiYjNq166Dv/6KqFAcM2d+hrlzP8Pkya/CxcUVkya9iZs3b8CyjEVp7969gwkTxmpta9++ExYv/hZff70MixcvwMSJL8La2hrBwaF4662i39/W1ta4ffsW/vknEpmZD+Dq6oahQ0dg0KChUCqVePDgAWbPnoWMjHQ4OTkjODgE4eGTKnRtlSWIYimD9M1AamoWDHnlggC4uTkYvJ3qoMrnQqks8QNTcu8uHN56DZYx0QCAgmefQ9bCpRDd3SvdXJXPhxExF9qYj2LMRTHmQhvzUUSdB6r+DHkvl/b98nvcary9/034ODdB9OiTEKrx6qblxZ8fxZgLbcxHMeaiWE3OhVxeiLS0RLi6esLCQvcFyGQyCRQK085xWFXokov//kvG0KH9sWjRt+jQoZORItOvp90r5XkeZc9HMmuWkVthP3MapAkJmm0qJ2cgPx+Sgnyo7OyRM3su8seMr/QqXERERESmNtBnMD44NA3X71/DsaSjCPQs/2qfREREVNLJk8eRl5eLxo2bIC0tFd9+uwSenl5o06adqUMzORYfyWxZRm6FY/h4PP42luTBfQCA3NcPmWv/hKpBQ+MHR0RERGQA9pYOGNRkCNZdWoN1catZfCQiItIThUKBFSuWIyEhHra2dmjVKgCzZs0usUq2OWIGyDwplbCfOQ0QxVKnfhUBSLKzoapbz9iRERERERnU6Objse7SGvx9bRNmd58Hewt7U4dERERU7QUGdkFgYBdTh1ElcbVrMksWMdGQJiQ8cc0pAYA0IR4WD+d8JCIiIqopAj06o7GTD3IVOdh6bbOpwyEiIqIajsVHMkuS5CS97kdERERUXQiCgDHNxwMoWoCGiIjMk5muP0zloK97hMVHMksqdw+97kdERERUnYzwGw2JIMGxpBhcy7hq6nCIiMiIJJKiUpBSqTBxJFTVqe8R9T1TUZzzkcyS5N5diMATh12LggCVpxfknbsaMywiIiIio/Cw80Sv+s9g9+2dWHdpDT7q8qmpQyIiIiORSKSwsLBGdvZ9SKVSCIJuhSWVSoBSyd6SgHnkQhRVyMq6D0tLa0gk0kqdi8VHMjtWWzbBYeobEFC0sAwEAcIjXYlFoagkmT17HiCt3DcYERERUVU1pvkL2H17J/64/DveD/wIMgn/NCAiMgeCIMDJyQVpaUlIT0/W+TiJRAKVSmXAyKoPc8mFIEjg6OgCQXhS1y3d8AmDzIrl9kg4vBYOQaVC3rgXURjSC/YfzYA0IUGzj8rTC9mz56EwbKAJIyUiIiIyrGca9IGbjRv+y03Gvju78WzDvqYOiYiIjEQms0CdOnWhUMh12l8QgFq17JCRkQNznyrSnHIhk1lUuvAIsPhIZsRyz044vvIiBKUS+cNHIfurRYBUivR+A2AREw1JchJU7h5FQ63Z45GIiIhqOEupJZ73HYXvzy7D73FrWHwkIjIzgiDAwsJSx30Ba2trWFjIa3zBrSzMRfmx+EhmweLAfjhOGAdBLkf+oKHIWvxtcYFRKoW8W3fTBkhUQylVSsQkRiM5Nwnuth7o7NkV0krOF0JERPozutk4fH92GXbd/gcpuSmobVvb1CERERFRDcPiI9V4Fkei4PTCKAgFBSjoG4asb38EZLz1iQwt8vpWzDw8DQk5xdMaeNl5YXbQfIT5cFoDIqKqoLlrC7Sr0x6n/juJP6+sxxtt3jJ1SERERFTDVG6tbKIqTnb8KBzHDIeQl4eC3s8i84efAQsLU4dFVONFXt+K8J3jtQqPAJCYk4jwneMReX2riSIjIqLHjW4+HgCwLm41RI4fIyIiIj1j8ZFqLNmZU3AaNQySnGwU9ghB5k9rACsrU4dFVOMpVUrMPDwNIkr+AaveNjNqOpQqpbFDIyKiUgxpMgzWUmtczriEU/+dMHU4REREVMOw+Eg1kvRcLJxGDIYkKxOFXbrhwW/rAGtrU4dFZBZiEqNL9Hh8lAgRCdnxiEmMNmJURET0JI5WTgjzGQQA+D1ujYmjISIiopqGxUeqcaSX4uA8YhAk9+9D3qETMtduAGxtTR0WkdlIzk3S637mTKlSIir+ENadW4eo+EPsLUpEBjPm4dDrzVf/Qq4818TREBERUU3CVTeoRpFevwrnYQMgSUuDvE1bPFi/EaK9g6nDIjIr7rYeet3PXHHBHiIypq5eQWjg2BC3M28h8sYWjPAbbeqQiIiIqIZgz0eqMSQ3b8Bp6ABIUv6DoqU/HvyxGaKjk6nDIjI7dWzqQCI8/deLl503Ont2NVJE1Q8X7Kme1D1VN139kz1VqdqRCBKMbjYOALCOQ6+JiIhIj1h8pBpBcvcOnIcNgDQxAYpmzXH/zy0Qa7mYOiwis3M78xaGRwyGSlQBAAQIpe7naOWErMJMY4ZWbXDBnuop8vpWtF/dEkO29Mdru8MxZEt/tF/dkoViqlZG+o2BAAFRCYdw88ENU4dDRERENQSLj1TtSRIT4Dw0DNJ7d6HwaYL7f26F6OZm6rCIzE581j0M2zIACTnxaOrsi0Uh38LTzlNrH1drV1hJrXEp/SL6b3oGtx7cNFG0VVNaXhpWnvueC/ZUM+ypSjWFt0Nd9KwXCgD449JaE0dDRERENQXnfKRqTUhOhtPQMEhv34KyQUM82BQJ0d3d1GERmZ2knEQM3RqGO1m30cipMTYOioCHnSdG+o1GTGI0knOT4G7rgc6eXRGXfhHjto3A1ftX0G9TL/zWdz06eHQy9SXoTKlSlrgmqURarnNkF2bhUnrcw38XEZceh0tpF5GS95/O5+CCPVVDWT1VBQiYGTUdfRv1L/d9QmQKY5qPx/67e7H+0u/4X8cPeN8SERFRpbH4SNWWkJYG5+EDIbt+Dcq69XB/UyRUnl6mDovI7KTkpmDYlgG4+eAG6js0wKaBkfB42ONRKpGim3d3rf1bufljx/P7MHbbCJxLPYuhW8KwrNcKDGwyxBThl0t5F4HJV+Tj6v0ruJR2UVNovJQeh7tZd57YRh1bd/yXm1xmLJuvbkRnz67wsveu2MWQXsQkRuvcU/Xx7wUig1IqYXE0Gsh9AAtbJxQGdgWkZRcSn2vUH7WsaiEhJx4H7u1DaP1njBAsERER1WQsPlK1JGSkw2n4IMguxUHp4Yn7GyOgqlff1GERmZ30/DQ8v3Ugrt6/Ai87b2wcFAFvh7plHudh54ktQ/7B67vDsfPWP5i460XMzLyJt9q+A0EofZ5IU1MPrX28h5t6aO3soHnwsPNA3COFxhsPrmvmv3ych50nmrk0RzOXFmju0gLNXJqjqYsfbKQ2aL+6JRJzEkvtTae289Z2/Ht3L15qGY632r2LOrZ19Hq99HQPCu7jSEI0fjm/Uqf92VOVjMkycivsZ06DNKGoMO4EQOnlhezZ81EYVvKNkkdZSa0wzHcEVp5bgd/j1rD4SERERJXG4iNVO0LmAziNGgqL87FQ1a6DB5sioWrU2NRhEZmdBwX3MSJiCOLSL6COrTs2DYpAA8eGOh9vb2GPX577HbOiP8APsd9hdswnuPngBub3+AaWMgvDBV4BuiwC8+HhaaUe62zljOauLbUKjX4uzVDL+smLYs0Omo/wneMhQNBqU72Az/ROH+Lfu/sQkxiNFbHfYvXFXxDuPwlvtp0CF2vXylwqPUGOPAfHEmNwOP4gDscfwNmUM08sLJfG3dbDgNERFbOM3ArH8PGAqP3zSpKYCMfw8chctbrMAuTo5uOx8twK/HMzEml5aXC14c8VIiIiqjgWH6laEbKz4DT6eVicPgWVqyvub4yAsklTU4dFVGlKlRJHk6KRm/gAtionBHqUfx5BY8oqzMSoyKGITTkDNxs3bBwYgcbOTcp9HqlEitlB89DQsRFmRs3A2rjfcCfrDn5+7je4wcEAkVdMWUNr1Zo6+6KjRyCauRYXGuvYupe7N2eYz0Cs6rO6xBBvT3svzO42D2E+A/FO+//hwL39mHv0c5z67ySWnv4GP59fiddav4nXWr8JRyuncl9nTVTROToLlAU4lXwCh+4dwOH4gziZfBxylVxrHx/nJujq1R2R1//G/YL7pRanBQjwtPdCZ8+uersmoidSKmE/cxoginj8p44gihAFAfYzpyO9b/+nDsH2dwuAv1trnEs9i01XN+CVgNcNGzcRERHVaCw+UvWRmwvHcSNhcfwoVE7OuL9hC5TNmps6KqJKK+88gqaWLc/GmG3DcTL5BGpZ1cKfA7bCz6VZpc45MeA11HdsgFd3vYxD9/5F/43PYscL/8AeVaO3zfX713Ta7/86TsfQpsP10maYz0D0bdS/qCgtKVmUFgQBPeuFIrhuCHbd3oG5R2fjQto5LDgxFyvPfY/Jbd9GuP8k2FnY6SWe6qg831sKlQKxKWdwOP4gDt07gGNJMchT5GntU9e+HoLq9kCQd9E/9XybIfV6PbWn6uxu86r0mwlUc1jERGuGWpdGEEVIE+JhERMNebenz0E6pvl4vH/oLNbGrcZE/9eq7JQYREREVPUJoig+eUKpGiw1Nevx0Sh6JQiAm5uDwdupDvSSi/x8OI0fCcsD+6FycMSDv7ZA0ba9XuM0Ft4bxZiLJ88jqC5arOqzukoVIPMUeRi7bTgOxx+Eo6UTNg2KQEDtNno7/7mUsxi7fQSSchJRx64OVvddj7Z1Oujt/OX1oOA+vju7DN+eXoJ8ZX6Z+28etE3vi4ro+n2iElWIvL4F849/iSsZlwEAbja1MbXdu3ixZTisZdZ6jctUdM1HWd9bK/v8ikZOPjgcfwBR8YcQnRCFrMJMrX1r29RB97o9EOQdjG7e3dHQsdETCzClFjrtvTU9VfVNnQeq/vT5O9Bq059wfC28zP0yv1+FgqFPf6MkIz8dAb/6oUBZgD3DD+r1Z72p8LmjGHOhjfkoxlwUYy60MR/FmIsi5XkeZc9HqpqUSljEREOSnASViytsViyH5YH9EG3t8GDdxmpbeCR6VFnzCAoQMDNqOvo26l8lek0VKAvw0j9jcDj+IOws7PHHgE16/2PUv3Zr7BhWtBL2hbRzGLS5H5b3/hEDfAbptZ2yZBdm4cfY7/Ht2aV4UHAfAGAhsSgx7FatKgytlQgSDGwyBP0bD8Smq3/iq+NzcCvzJj6Keh/fnlmKd9r/D2Oaj4el1NJkMRqLLnN0Ttz5YonXnayc0c2ru6bg6FvLT+feXuqeqhUZ4k2kLyp33eYW1WW/WtYu6NcoDJuvbcTvcatrRPGRiIiITIPFR6pyHl+hUU20tMSD3/+EolOgiSIj0q+y5hEUISIhOx4xidF6701XXoXKQkzc+QL2390LW5kt1vX/C+3dOxqkLS97b0QO3YE3/30F269ux8SdL+CjLp/hzTZTDD7sL0+Rh5/Pr8TSU18jLT8NANDMpTmmdfwQgIjwnS8AQJUeWiuVSDHcbxQGNxmGPy7/joUn5iE++x6mHXwHy04vwnsdZ+B535GQSWruI4Auc3SKEGElsUZQ3e4I8g5G97o90NLVv1JfQ6lEavLvVTJv8s5dofTygiQxEUIpXTFEQYDK0wvyzrq9UTK6+XhsvrYRG6/+iU+6flFjelATERGRcUlMHQDRo9QrNEoeLzwCQGEhhPR0k8RFZAjJuUl63c9QFCoFXtsdjp23/oG11Bqr+/2Bzl6G7eFnb+mALaO24GX/VyBCxGdHPsJ7B96GXFl6z8PKKlAWYNW5H9BpTWt8Ev0h0vLT0MipMb7rvRL7R0QjzGcgwnwGYVWf1fC089Q61tPeq8oNjwcAC6kFxrV4ETFjT2NO969Qx9Ydd7JuY8q+19F9fSdsvvqX1mrNSpUSUfGHsOnqn4iKPwSlSmnC6CtOFEXEJEbrtO/XIUuwLmwj3mw7BQG121SJ4jFRpUilyJ49H0BRofFR6lJk9ux5T11s5lHdvYNR174eHhTcx/abEfqMlIiIiMxIze32QNXP01ZoBHReoZGoukjJTdFpPxdr0y26olQpMXnvJETe2AJLiSV+6bsW3esGG6VtmUSGud0XoLGjDz6Keh+rL/6Mu1m3sfLZX/W2krNcKceGy+uw8MQ83Mu+C6BoUZH3Os7ACL/RJXoHVsehtVZSK4T7T8LoZuOLenWe/hrX71/DpN0vY9HJBZjeaSZUohIzD0+vNosePU4URZxPO4e/r27ElmubcCfrtk7HqReMIapJCsMGInPV6pKjSGxskLn8RxSG6f49LZVIMbLZGCw8MQ+/x63R24JaREREZF644IyBcALSYrrmwiLqEJyH9C/zfPc3bytzhcaqjPdGMXPNRb4iH18e/Qzfn12m0/717OvjvY4zMNxvlFGHyqpEFd7e/ybWX1oLmUSGn59biz4N+xql7cfvjX9ubsPru8ORq8hFc5cWWNN/A+o51K/w+ZUqJTZf+wtfHZ+Dmw9uAADcbT3wTof/YWzzF2AltdLXpVSavr9Psguz8EPsd/j2zFJkFj54crtVdNGjR/NxJf0KNl/9C39f24hr969q9rGR2gKCWGK1as05Hs7ReXLc+SpdOH4aLjhTcxjsd6BSCcuj0XA6GQN8/jlUrq5Iu3AdkJRv4NPtzFvouCYAAgQcHxeL+o4NDBCscZjrc0dpmAttzEcx5qIYc6GN+SjGXBQpz/Moh11TlSFJ1m1oqa77EVVFsSln8MyfPTSFxx7ePSE8/O9R6s8dLZ1wN/sOpu5/A93Xd8Kmq39qDZU1FFEUMe3Au1h/aS2kghQrnvnZaIXH0vRt1B9bBv+DOrbuiEu/iOf+CsXp5JPlPo9KVCHi+hb0/KML3tjzCm4+uAE3Gzd81u1LHBt3Fi+3eqVKFR4Nwd7SAe92mIYT42Lxdrv/K3HvqanntZwZNb1KDcG+nXkLcw/PRc/13dBtXQcsODEX1+5fhZXUCmGNB2FVn98Q9/INLO/141O/t6rKHJ1EBiOVFr1ZO3MmVHb2kKSlQXbubLlP08CxIbp7B0OEiD8u/26AQImIiKimY/GRqgx9rtBIVNUoVAosPDEPz20MxeWMS6htUwdr+v2BvwZtfeI8gj/1WYPYFy/jk65fwNXaFdfvX8Nru8MR8kdXbLsRAUN1XBdFER9FzcBvF3+CAAHLeq0w+mrTpWldpy12DNuH5i4tkZL3HwZv6YdtN4rmICtrvkJRFLHr1j/o/WcPhO8cj8sZl+Bk5YwPA2fh2LhYvNZ6MmxkNqa4LJNxtq6F4Hqhpa4IraZe9GjRyQW4cf+a3oqQ5Z1fMjE7ASvOLkffjaHosDoA7+99HxfSzkEmkeGZBn2wvNcPuDjhOn56bjUG+AyGrYUtwnwGVqs5OokMxtIS8h5F02VY7ttToVOMbj4OALD+0lqjvAFGRERENQuHXRsIu+EW0zkXSiVc2rcsc4XG9JPnq/Wcj7w3iplLLq5lXMXkva/i1H9FPfXCGg/CV8GL4GpTPJejUqXE0aRo5EoewFblhEAP7XkEswuz8GPs91h+ZolmqGzr2m0xo9OHCK3/jN5WgRZFEZ/HzMKy04sAAItDvtX80WlMT7s3sgozMXHni9h/dy8ECBjhNxoH7/2LxFLmK+zfeAAO3vsXc499jpPJJwAA9hYOmNT6DbzW+k04WTkb8aoqxpDfJ5uu/onXdofrvL+11BpNa/mhmUtzNHNtgeYuzdHMpQW87evqfA9GXt+KmYenlTm/ZGpeKiKu/40t1zbhSEKUpkgqESQIaRiC/g0Ho3+jAahl7fLU9pQqZbWao1NXHHZdcxjyd6D6PslesAj2/3sH8sAuuB+xs9znyVPkwf8XX2QWPsBfA7eiR92e+g/WCMzluUMXzIU25qMYc1GMudDGfBRjLoqU53mUxUcD4c1YrDy5UK92/fiiM+oVGzNXrS7XROlVEe+NYjU9FypRhZ/O/YDPY2YhT5EHR0snzO2xAMOajii1UKNLPu7nZ+D7s8uwIvY75MizAQAdPQLxfuBHCPLuUemY5x37AgtPzAMAfBW8CC+2fLnS56yIsnKhUCkw4+B7+O3iT6UfDwEiRPjVaobLGZcAADYyG4T7T8KbbaZqFX6rOkN+n0TFH8KQLWXPtevj1AQJOfFPnEPRwdIRfrWaoblri6LCpEsLNHNpgdq2tbX2i7y+FeE7x5fobakeCr201/ea+TgP3TsApVjcI7KTR2cMaToMA3wGo2WDJjX254auWHysOYxRfEw/eQ4uHQIgSqVIu3wLomP5F+2aduAd/HJhFYY2HY7vn1llgGgNr6Y/d5QHc6GN+SjGXBRjLrQxH8WYiyIsPuqAxUfjKW8ubBYtgP2Xn2ltU3p5I3v2vGpfeAR4bzyqJuciPusepux/A4fu/QsA6FE3BItDlsPboe4TjylPPlLzUrHs9CL8dO4H5CvzAQDdvYMxvdNMdPIMrFDMi04uwJdHi773vgiah1cCXq/QefRBl1wolAo0+7khMgszn3ouC8ECL7UKx5T2/wd3W3cDRGtYhvw+UaqUaL+6JRJzEksdfv3owiwAcCfrNi6lx+FS2kVcSr+IS+lxuHr/ChQqRannd7Nxe1iIbA7fWs0w/9gXSM1P1Tm+1rXbYnCTYRjUZAjqOtQriqkG/9woDxYfaw5jFB9TU7Pg3LkdZNev4cFPayr0PHXmv1N49q+esJJa4dyLV+BsXcsAERsWf34UYy60MR/FmItizIU25qMYc1GkPM+jxls2lUhH6nfjC9t1QP6rr0Pl7gF5567Veqg1mQ9RFPHnlfX44NA0ZBY+gI3MBh93+RwTWk2ERNDfNLtuNm74pOtsvN56MhadWoDfLvyMQ/EHcGjzAfSu/yymd/oQreu01fl8355Zqik8ftzlc5MWHnV1NOlImYVHAPi2948Y1HSoESKqfqQSKWYHzUf4zvGa3qJqpS3M0sipMRo5NUbfRsW9JQuVhbjx4LqmIBmXHodL6Rdx68FNpOal4nD8QRyOP6hzTPUc6mNs8xcwuMlQNHZuoqcrJaLC0N6QXb8Gy/17KlR8bF27LZq7tERc+gVsvrYRE1pNNECUREREVBOx+EhVjnolRnnPEBQMHW7iaIh0l5qXivf+nYrtN4sWQWnv3gHLeq2Aj3NTg7XpbueBOd0X4I02U/DNia+w7tIa7LmzC3vu7EK/RgMwvdOHaO7aQuuYx+fAu5h2AZ9EfwgAmN7pQ0xuO9Vg8epTcm6STvspUXVWaq6K1AuzPD4Po6e9F2Z3m1fmwiyWUsuHQ62bAxim2Z4rz8XVjMuIe9hD8t+7+3Ax7XyZ8XzYeRaGNuXPfiJ9k4f2Bn78Hpb79wKiWNRdoRwEQcCY5uPwUdT7+D1uNYuPREREpDMWH6nKkcUWFR8V/m1MGwhROey4uR3v/vsWUvNSIJPI8L8O7+Otdu9AJjHOj9l6DvXxdchSTG73NhYen4e/rvyB7Tcj8M/NSAxpOgz/6/g+fJyblrrYh9rb7d7Du+2nGSVefXC39dDrfuYszGcg+jbqr9eFWWwtbNG6TltND1xd55fk14vIMAq7BEG0soL03l1Ir16B0tev3OcY5jsSnx35GGdTTuN86jm0cvM3QKRERERU0+hvDCCRPhQWQnbpIgBA4R9g4mCIypZVmImp+97AC/+MQmpeCpq5NMfOYfvxTof/Ga3w+KjGTj5Y3vsHHBx1FAN9hkCEiE1X/0K3dR0xdEsYXt45vtTCIwAE1G6tt1WzjaGzZ1d42Xlphgc/ToAAL3tvdPbsauTIqiepRIpu3t0xtOlwdPPurvcVofn1IjIxW9uiaWwAWO7bXaFTuNm4oU/DfgCA9ZfW6C00IiIiqtlYfKQqRXY5DoJcDpWzM1T16ps6HKKnioo/hJ5/dMW6S2sgQMCbbaZi1/MH4F+7talDg59LM6zs8yv2jjiMPg37QiWqHs67V/qMyAIEzIyaAaWq+gxRVs9XCKBEQau0+QrJtPj1IjK9wtBnAACW+/ZU+Bxjmo8DAPx15Q8UKAv0EhcRERHVbCw+UpWiNeS6GvXAIvOSp8jDR1HvY8iW/ribdQf1HRtiy+B/MKvr57CWWZs6PC3+bgFY3e8PzOux8Kn7iRCRkB2PmMRoI0WmH+r5Cj3tPLW2e9p7YVWf1WXOV0jGxa8XkWkVhvYGAFjERAN5eRU6R896veBh54n0/HTsuvWPPsMjIiKiGopzPlKVol5shkOuqSp4fGGWzp5dcT41Fm/ufRVXMi4DAMa3eAmfdv0C9pYOJo726ZysnHXaT9dFXKoSQ8xXSIbDrxeR6Sh9/aD0rgtp/D1YHDkM+cOekOUhk8gw0m8MFp9aiN/jVmOAz2D9B0pEREQ1CouPVKVoej4GmH7YKpm30hZmcbBwQI4iBypRhTq27vim51I80/A5E0apu5q+OIt6vkKqHvj1IjIRQUBhSC/YrPkVlvv2VKj4CACjm4/D4lMLsf/uXiRkx8PL3lvPgRIREVFNwmHXVHUolZBdPA8AUAS0MW0sZNYir29FeCkLs2TJs6ASVejg3gkHR8VUm8IjwMU+iIioSGFI0dDrysz72NjJB128ukElqrDh8jp9hUZEREQ1FIuPVGVIr1+DkJsL0dYOysY+pg6HzJRSpcTMw9MgPmFhFgBIyImHk6Wz8YLSAy72QUREACDvEQxRKoXs2lVI7tyu8HlGNytaeOb3uNVQiSp9hUdEREQ1EIuPVGXIYs8AABSt/AEJb00yjZjE6BI9Hh9XHRdmAbjYBxERAaKTMxQdOgEALPfvrfB5BvgMhp2FPW5l3kRMQvX7nUhERETGwzkfqcpQz/co53yPZEK6LrhSHRdmAbjYBxERAYUhvWBx9Ags9+1B/osvV+gcdhZ2GNJkGNbE/YrfL61GV+8gPUdJRERENQW7l1GVITsfCwBQ+LP4SKZzLiVWp/2q68IsQPFiH0ObDkc37+4sPBIRmZnC0KJ5Hy0OHQDk8gqfZ3TzoqHXEdf/RlZhpl5iIyIiopqHxUeqGkSxeKVrFh/JBPIUeXhn/2QsP7P4qftxYRYioprl+PHjeO211xAUFAQ/Pz/s2aP7QiwnT55EixYtMGjQIANGqH+KgDZQubpCkp0FixPHKnyeDu6d0NTZF3mKPPx9bZMeIyQiIqKahMVHqhIkt29BkvkAoqUllH7NTB0OmZlbD24ibNOzWBv3GySCBEObDofw8L9HcWEWIqKaJzc3F35+fpg1a1a5jsvMzMT06dPRpUsXA0VmQBIJCoNDAVRu1WtBEDC6+XgAwIqzy7Hp6p+Iij8EpUqplzCJiIioZuCcj1QlyM497PXYvCVgYWHiaMic7Lr1D97cOwkPCu7D1doV3z/zE4LrhSCs8SDMPDxNa/EZT3svzO42jwuzEBHVIMHBwQgODi73cbNmzUJYWBikUmm5eks+ThDK3qey5y6tDXmv3rDe9Ccs9+1B7szyFV4fVcu6FgDgSsZlvLY7HADgZeeFL7rPr3K/L5+WD3PDXGhjPooxF8WYC23MRzHmokh5rp/FR6oSZOcezvfIxWbISJQqJeYd+wKLTi0AALR374iVz/4Kb4e6ALgwCxERPdnGjRtx9+5dfPXVV/juu+8qdS5XVwc9RVXONoYNAt6cBNm5s3BT5gLu7uU+76a4TXh3/1sltifmJOLlHePx14i/MLT50IqEbFDGyHl1wVxoYz6KMRfFmAttzEcx5kJ3LD5SlWARewYA53sk40jJTcFre8Jx6N6/AICJ/pPwSdcvYCm11NpPvTALERGR2q1bt7Bw4UKsXbsWMlnlH6XT0rIginoIrBSCUPSHUaltSG3hHNAGstgzyNq4BQUjRpfr3EqVEm9tewsiSgYvQoQAAVO2T0E319Aq88bdU/NhZpgLbcxHMeaiGHOhjfkoxlwUUedBFyYvPq5duxarVq1CSkoKmjVrho8++ggBAQGl7iuXy7FixQr8/fffSE5ORqNGjfDee++hR48eRo6a9OrRxWbY85EM7HjSUUzc+SIScxJgK7PF1yFLMbTpcFOHRURE1YBSqcT//d//4a233kKjRo30ck5RhMH/cHlSG4UhvSCLPQOLvXuQP7x8xccjCdFaU5OUaBMi4rPjcSQhusq9kWeMnFcXzIU25qMYc1GMudDGfBRjLnRn0gVntm/fjjlz5uDNN9/E5s2b0axZM4SHhyMtLa3U/RctWoQ//vgDH330EbZv345Ro0Zh8uTJuHjxopEjJ32SJCdBkpoCUSotmvORyABEUcTK2O8x6O++SMxJQBPnptjx/H4WHomISGc5OTk4f/48Pv/8c7Ro0QItWrTA8uXLcenSJbRo0QJHjhwxdYjlUhjaGwBgeWAfoFKV69jk3CS97kdEREQ1l0mLjz///DNGjBiBYcOGoUmTJvj0009hbW2NjRs3lrr/li1b8NprryE4OBj16tXDmDFjEBwcjJ9++snIkZM+yR4OuVb6+gE2NqYNhmqkbHk2Xtv9Mj44PA0KlQIDfYZg1/P/oplLc1OHRkRE1Yi9vT0iIiLw999/a/6NGjUKjRo1wt9//43WravXCA55h05Q2TtAkpameR7Tlbuth173IyIioprLZMOuCwsLceHCBUyaNEmzTSKRoGvXrjh9+nSpx8jlclhaas/JZmVlhVOnTpW7fUOvSsTVj4qVlQvNStf+rc0iX7w3ihkjF1fSL2PCjnG4knEZMokMs7p+jkkBb0Cogl8A3hvFmItizIU25qOIuV+/PuXk5ODOnTuaz+/du4e4uDg4OTnBy8sLCxcuRHJyMubPnw+JRAJfX1+t411dXWFlZVVie7VgYQF5j56w2h4By317oGjTTudDO3t2hZedFxJzEkud91GAAE97L3T27KrPiImIiKgaMlnxMSMjA0qlEq6urlrbXV1dcePGjVKPCQoKwi+//IKOHTuifv36OHLkCHbv3g2lUlnu9o21KhFXPyr2xFxcLho2b92lE6zdzCdfvDeKGSoXGy5swMtbXkaOPAdeDl7Y8PwGdKvfzSBt6RPvjWLMRTHmQhvzQfpy/vx5vPDCC5rP58yZAwAYMmQI5s6di5SUFCQmJpoqPIMrDOmlKT7mvjtN5+OkEilmB81H+M7xECCUWoCc3W1elVlshoiIiEzH5AvOlMeHH36ImTNnom/fvhAEAfXq1cPQoUOfOEz7aQy9KhFXPypWVi5qnTgJKYD7jZtBkZpl9PiMjfdGMUPlolBZiE+jP8IPsd8BAIK8e2DFsz+hjm0dpFbhe4z3RjHmohhzoY35KFKe1QXp6QIDA3H58uUnvj537tynHv/WW2/hrbfe0ndYRlMY0gsAIDt5HMKD+xCdnHU+NsxnIFb1WY2Zh6dpLT7jaOmERSHLEeYzUN/hEhERUTVksuJjrVq1IJVKSywuk5aWBjc3t1KPcXFxwbfffouCggLcv38fderUwYIFC1CvXr1yt2+sVYm4+lGx0nIhpKdBeu8uAEDRyt+scsV7o5g+c5GYnYCJu17E8aSjAIApbd/FjMCZkElk1SbfvDeKMRfFmAttzAeRfqjqN4CiqS9kV6/A4uABFA4YVK7jw3wGom+j/ohJjMaai79i49UN6OLZlYVHIiIi0jDZgjOWlpZo2bKl1qqAKpUKR44cQdu2bZ96rJWVFdzd3aFQKLBr1y706tXL0OGSgcjOxQIAFI0aQ3RwNHE0VN0duncAvf7sjuNJR+Fo6YRf+67DzC6fQCapVp28iYiIjEqz6vX+PRU6XiqRopt3d0wMKJrL/VhSDFRi+VbPJiIioprLpKtdT5gwARs2bMDmzZtx/fp1fPLJJ8jLy8PQoUMBANOmTcPChQs1+589exa7du3C3bt3ceLECUycOBEqlQoTJ0401SVQJcliHy42E9DGtIFQtaYSVVhy6msMjxiE1LwUtHBthV3D/0XfRv1NHRoREVGVpx56bblvT6W6FAe4tYGNzAYZBRm4mnFFX+ERERFRNWfS7kD9+vVDeno6lixZgpSUFDRv3hwrV67UDLtOTEyERFJcHy0oKMCiRYtw9+5d2NraIjg4GPPnz4ejI3vMVVeyc2cAFK10TaQLpUqJmMRoJOcmwd3WA81dWuDt/W9ix63tAICRfmMwr8fXsLWwNXGkRERE1YO8SxBEa2tIE+IhvXwJymbNK3QeC6kF2rt3xOH4gziaeAR+Ls30HCkRERFVRyYfizhu3DiMGzeu1NdWr16t9XmnTp2wfft2Y4RFRqIZdu0fYOJIqDqIvL61xKT2UkEKpaiEldQKX3b/CuOavwhBEEwYJRERUTVjYwN5l26w3L8Xlvv3Iq+CxUcA6OTZGYfjDyImMRovtJygxyCJiIioujLpsGsyb0JWJmTXrwFgz8fqTqlSIir+EDZd/RNR8YegVCn13kbk9a0I3zleq/AIAEqxqK3pnWZifIuXWHgkIiKqAM28j/t2V+o8nT27AgCOJcZUOiYiIiKqGVh8JJORXTgPAFB614X4hBXOqeqLvL4V7Ve3xJAt/fHa7nAM2dIf7Ve3ROT1rXo5v1KlRFJ2EqYffBciSp+HSoCAlee+N0jRk4iIyBwUhhQVHy1iooHc3Aqfp4N7R0gECe5k3UZCdry+wiMiIqJqzOTDrsl8yc49XGyGQ64N4vG5ETt7doVUItVrG+reiI8XBRNzEhG+czxW9VmNMJ+BWq+JoohseRZS8lKQlpeKwtRs3Ei+g5TcFKTmqf+laj5Oy0t7YtFRc06ISMiOR0xiNLp5d9frNRIREZkDZVNfKOvWg/TeXVgeOYzCXs9W6Dz2lg7wd2uNsymncTTxCIY0fV7PkRIREVF1w+IjmYxmpWsOuda70uZG9LLzwuyg+SWKgRWlVCkx8/C0UguD6m1T9r2G7TcjkJGfrlVQLFAW6CWGxyXnJhnkvERERDWeIKAwpDdsVv8Mi317Klx8BIBAz84sPhIREZEGi49kMpriY0Ab0wZSw1SkN+LjlColMgoyinsiPtIrMeVhEfHG/esl5l98XLY8G39d+aPU1+wtHOBm4wZPRw84W7jAzaY23Gzc4GZTG64P/6/+dyntIp6PKLto6m7rUeY+REREVLrC0KLio+W+PcipxHkCPbvgh9jvEJN4RG+xERERUfXF4iOZRn4+pFcuAeCwa30quzeigGkH34EgCEjPT9MqKqp7JqbkpSA9Pw0qUaWXmIY0fR4h9XppCovq4qKNzAaCALi5OSA1NQviU0ZWu1q7wsvOC4k5iaVemwABnvZemknuiYiIqPzk3XtAlEohu34Nktu3oGrQsELn6eTZBQAQl3YBDwruw8nKWX9BEhERUbXD4iOZhCzuAgSlEio3N6g8vUwdTo0RkxhdRm9EEal5KZiwY6xO56tlVQu1bes80guxuICYmpeC+ce/LPMcL7SYUOl5GKUSKWYHzUf4zvEQIGgVIAUUrW49u9s8vc9pSUREZE5ERyfIOwbCMiYalvv3Iv+l8Aqdx93WHY2cGuPmgxs4kXQMvRpUfAg3ERERVX8sPpJJaM33KAgmjqbmuJQep9N+DR0bwbeWX3FR0VZ7mHNtm9pwsXaFhdTiiedQqpRYc/EXo/VGDPMZiFV9VpeYy9LT3guzu83T21yWRERE5kwe2ruo+LhvT4WLj0DR0OubD24gJvEIi49ERERmjsVHMgnZuVgAXGxGH0RRxNGkGKyM/R6R17fodMw3IcuqZW/EMJ+B6Nuov8FX8SYiIjJXhSG9YPflZ7A4dAAoLAQsLSt0ns6eXbH+0loc5byPREREZo/FRzIJ2bkzAAB5AIuPFZWvyMff1zbix9jvcS71rGa7pcQSharCUo+pCb0RpRJppQunREREVDqFf2uo3NwgSU2FxfGjkHer2O/cQM/OAIDT/51EgbIAVlIrfYZJRERE1QiLj2R8cjlkFy8AYM/HikjMTsAvF1bitws/Iy0/DQBgLbXG874jEe4/CTcf3ED4zvEAwN6IREREVD4SCQp79oL1X3/Acv/eChcfGzs10cwRfea/05piJBEREZkfFh/J6KRXLkMoKIDKwbHCqyiaG1EUcSzpKFad+x6RN7ZCoVIAALzt62JCq1cwrsULcLF2BQC0dGvF3ohERERUYYWhvWH91x+w2LcHmPlJhc4hCAICPbtg242tOJp4hMVHIiIiM8biIxmd7Jx6sZkAQCIxcTRVm3po9cpzKxCbckazvYtXN0z0fw19G/WHTFLy25i9EYmIiKiiCoNDAQAW52MhSU6Cyt2jQucJ9Oz8sPgYDeAdPUZIRERE1QmLj2R0xcVHDrl+kqScRPxyfiV+u/gzUvNSAQBWUisMazoC4QGT4O8WUOY52BuRiIiIKkKsXRvy1m1hcfY0LPbvRcGosRU6j3qO6WNJR6ESVZAIfNOZiIjIHLH4SEZnEfuw+GiGi80oVUocTYpGbuID2KqcEOhR3BtRFEWcSD6GlbHfI+LGFs3Qai87b0xoNRHjWrwEVxtXU4ZPREREZqIwtBcszp6G5b8VLz62cguArcwODwru41J6HFq4ttRzlERERFQdsPhIxqVSQXr+HADz6/kYeX1riXkYvey88EnXL1CoKsTK2O9xJuW05rXOnl3xSsBr6NsorNSh1URERESGUhjyDOy+WQDLf/cBSiUgLf/ULTKJDB08OuHgvf04mniExUciIiIzxYoGGZX05nVIcrIh2thA2aSpqcMxmsjrWxG+c7zW6tMAkJCTgFd3T9B8biW1wtCmwzHRfxL8a5tXcZaIiIiqDkX7DlA5OEKSng7Z2dNQtOtQofMEenbWFB8ntJqo5yiJiIioOmDxkYxKph5y3aIVIDOP20+pUmLm4WklCo+PkggSTOv4AV5o+TLcbNyMGB0RERFRKSwsIO/RE1bbtsJy/95KFB+7AACOJh7RZ3RERERUjXDWZzIq2blYAA9XujYTMYnRWkOtS6MSVQj07MLCIxEREVUZhaG9AQCW+/ZU+Bzt3TtCKkgRn30P97Lu6is0IiIiqkZYfCSj0vR8DGhj2kCMKDk3Sa/7ERERERlDYUgvAIDs5HEI9zMqdA47CzsEPJxKhr0fiYiIzBOLj2Q8ogjZuTMAzGula3dbD73uR0RERGQMqrr1oPD1g6BSweLgvxU+T6BnVwBADIuPREREZonFRzIaSfw9SDIyIMpkUPg1N3U4RtPZsyu87LwgQCj1dQECvOy90fnhgzkRERFRVVEY8nDo9f69FT6Het7HYyw+EhERmSUWH8loNEOum7UArKxMHI3xSCVSzA6aX+qCM+qC5Oxu8yCVSI0dGhEREdFTac37KD558byn6eTRGQAQl34RGfnpeouNiIiIqgcWH8loZLFnAJjXkGu1MJ+BeLZB3xLbPe29sKrPaoT5DDRBVERERERPJ+/SDaKNDaSJCZBeiqvQOWrb1kYT56YAgONJR/UZHhEREVUDMlMHQObDHFe6flRCTjwA4P86TEP7+m1gq3JCoEdX9ngkIiKiqsvaGvIu3WC5bw8s9+1BXvMWFTpNoGcXXLt/FUcTY/Bsw5JvyBIREVHNxZ6PZDRS9bBr/zamDcQE0vPTcD61qPj6sv+rGO0/Gt28u7PwSERERFWeZui1HuZ9jEmM1ktMREREVH2w+EjGkZwMaVIiREGAomUrU0djdFHxhwAAzVyao45tHRNHQ0RERKS7wtBnAAAWMVFATk6FzqEuPp757xTyFHl6i42IiIiqPhYfyThOnwYAKJs0BezsTByM8R26dwAAEOTdw8SREBEREZWP0qcJlPXqQygshGX0oQqdo6FjI9SxdYdcJceZ/07pOUIiIiKqylh8JOM4VfSQqfA3v8VmAOBw/EEAQPe6PU0bCBEREVF5CQIKQ4qGXltUcOi1IAjo7NkVAHA08YjeQiMiIqKqj8VHMg518TGgjWnjMIHE7ARcu38VEkGCrl7dTB0OERERUblp5n3ct6fC5wj07AyAxUciIiJzw+IjGcfDYdfmuNL1ofiiIdcBbq3hZOVs2mCIiIiIKkDevQdEmQyyG9chuXmjQudQz/t4LOkolCqlPsMjIiKiKozFRzI44X4GcKPoIdUci4/qIddBdYNNHAkRERFRxYgOjpB3DARQ8VWvW7i2gr2FA7IKMxGXflGf4REREVEVxuIjGZzs/DkAgLJBQ4jOtUwcjXGJoojD9x7O9+jN4iMRERFVX5qh1/9WrPgok8jQwaMjAOBoYrTe4iIiIqKqjcVHMjjpuVgAgKKV+fV6vJV5E/ey78JCYoFOD+c5IiIiIqqO5Ori48EDQGFhhc7BRWeIiIjMD4uPZHCy2DMAAEWA+a10fehe0XyP7d07ws7CzsTREBEREVWcoqU/VLXrQMjNgcWxmAqdQz3vY0ziEYiiqM/wiIiIqIpi8ZEMThZ7FoB5Fh8PP1xsJsi7h4kjISIiIqokiQSFPUMBVHzV67Z12sNCYoGknETcybqtz+iIiIioimLxkQwrJwfSq1cAAAp/8yo+iqKoWWymR92epg2GiIiISA808z5WcNEZWwtbBNRuA4BDr4mIiMwFi49kULKL5yGIIuDpCdHd3dThGNWl9Dik5qXCRmaDdu4dTB0OERERUaUVBodCFATILpyDJCmxQudQD70+mlixodtERERUvbD4SAalHnKNdu1MG4gJHLr3L4CiB2xLqaVpgyEiIiLSA9HNDYo2bQEAFv/uq9A5ihed4YrXRERE5oDFRzIo2TnzLT6qh1wHeQebOBIiIiIi/SkM6QUAsNy3u0LHd/QIBABcybiMtLw0vcVFREREVROLj2RQsnOxRR+0bWvaQIxMoVIgKuEwAKBHXRYfiYiIqOYoDHkGAGB5YD+gVJb7eFcbV/jW8gMAHEvi0GsiIqKajsVHMpyCAsguXSz62Mx6Pp5LOYuswkw4WjrB3828FtohIiKimk3RvgNUjk6QZGRAduZUhc4RqBl6zUVniIiIajoWH8lgZJfjIMjlUNWqBdSvb+pwjOpQ/AEAQFfvIEglUhNHQ0RERKRHMhnkwSEAAMt9eyp0ikDPzgBYfCQiIjIHLD6SwaiHXCv8WwOCYOJojOvQvaLiY3fvHiaOhIiIiEj/NPM+7t9boePVK16fTTmNXHmu3uIiIiKiqofFRzIYWewZAIAiwLyGHRcoCzTzF3Wv29O0wRAREREZgLr4KDt1AkJGermPr+/QAJ52XlCoFDj930l9h0dERERVCIuPZDCy2KKVrs2t+Hgq+QTyFHlws6kNv1rNTB0OERERkd6pvOtC0aw5BJUKlgf/LffxgiBohl7HJEbrOToiIiKqSlh8JMNQKiG7eL7oQ3/zKj4+OuRaMLPh5kRERGQ+CkN6AwAsKjzvIxedISIiMgcsPpJBSK9dhZCXB5WdPZSNfUwdjlGpF5sJqhts4kiIiIiIDEdr3kdRLPfx6nkfjycdg0Kl0GtsREREVHWw+EgGoZ7vUdnKH5CYz22WI8/ByeTjAIDu3iw+EhERUc0l79wVoo0NpEmJkMZdLPfxzV1awMHSETnybFxMO2+ACImIiKgqMJ+qEBmVeqVruX+AiSMxrqOJR6BQKVDPoT4aODY0dThEREREhmNtjcJu3QEAlhUYei2VSNHJIxAAh14TERHVZCw+kkHIzqkXm2lj2kCM7HD8QQBAEOd7JCIiIjMg1wy9rui8j0VDr48mxugtJiIiIqpaWHwk/RNFTc9HhZkuNhPk3cPEkRAREREZXmHow0VnjkTB6vfVsIg6BCiVOh/f+eGiMzGJ0RArMG8kERERVX0sPpLeSW7fgiTzAUQrKyh9/UwdjtHcz89AbMoZAEB3LjZDREREZkAadxGiVApBoYDj22/CeUh/uLRvCcvIrTod36ZOO1hKLPFfbjJuZd40cLRERERkCiw+kt5phlw3bwFYWJg4GuOJToiCCBFNnX3hYedp6nCIiIiIDMoyciscw18o0dNRkpgIx/DxOhUgrWXWaF2nLQDO+0hERFRTsfhIemcR+7D46N/GtIEY2eH4h0Ou63LINREREdVwSiXsZ04DRBGPz3ItPBw+bT9zuk5DsNVDr1l8JCIiqplYfCS90/R8NLOVrovne+SQayIiIqrZLGKiIU1IKFF4VBNEEdKEeFjERJd5rkDPzgBYfCQiIqqpWHwk/RJFyGLPAAAUAeaz2ExybjIuZ1yCAAHdvINMHQ4RERGRQUmSk/S2XyePouLjtftXkZKbUqm4iIiIqOph8ZH0SpKUCElqKkSpFIrmLU0djtFExR8EALRyC4CLtauJoyEiIiIyLJW7h972c7auheYuLQAAx5JiKhUXERERVT0sPpJeqYdcK339ABsbE0djPIfvFRUfg7w53yMRERHVfPLOXaH08oIolD7wWhQEKL28Ie/cVafzdfLsAgCISSx7mDYRERFVLyw+kl7JNIvNmM+QawA4+HCxme5cbIaIiIjMgVSK7NnzAaBEAVL9efbseYBUqtPpOj8sPh7jvI9EREQ1DouPpFea4qMZzfd4O/MW7mTegkwi06zWSERERFTTFYYNROaq1VB5emptF11dkblqNQrDBup8rsCHxcfYlLPIkefoNU4iIiIyLRYfSa80K10HtDFtIEYUFX8IANC2TnvYWzqYOBoiIiIi4ykMG4j0kxdwf/M2yNu2BwDkTppcrsIjANR1qAdv+7pQikqcTD5uiFCJiIjIRFh8JL0R0tIgjb8HAFC0bGXiaIzn0L2HQ6453yMRERGZI6kU8m7dUTBwCADA4vTJCp1G3fvxKIdeExER1SgsPpLeaHo9NvaB6OBo4miMQxRFHHo432NQ3WATR0NERERkOor2HQAAspPHAVEs9/GBmkVnWHwkIiKqSVh8JL0xx/ker2ZcwX+5ybCWWqODeydTh0NERERkMvKANhClUkiTkyBJiC/38eq5s08mHYdcKdd3eERERGQiLD6S3sjOPyw+tjKf4qO612NHz86wllmbOBoiIiIiE7K1haJF0dQ7slMnyn24n0szOFk5I1eRgwtp5/QdHREREZkIi4+kN+bY8/Fw/EEAnO+RiIiICCgeem1xovyLxkgECTp5BAIAYhKj9RoXERERmQ6Lj6QXQlYmZDeuAwAU/uZRfFSqlIh6WHwMYvGRiIiICPJ2D4uPFej5CACBD4deH02M0VtMREREZFosPpJeyC6cBwAovetCdHU1cTTGcSHtHO4X3Ie9hQPa1Gln6nCIiIioAo4fP47XXnsNQUFB8PPzw549e566/65duzBhwgR07twZ7dq1w8iRI3Ho0CEjRVv1KToUzYEtO3sakJd/3sZHV7wWK7BoDREREVU9LD6SXshizwAwn16PAHDoXlGvx65e3SCTyEwcDREREVVEbm4u/Pz8MGvWLJ32P378OLp27YoffvgBmzZtQmBgIF5//XVcvHjRwJFWD8rGPlA5OUPIz4cs7kK5j29Tpy2spFZIzUvBjQfXDBAhERERGRsrJqQX5jnfY9FiM0F1OeSaiIiougoODkZwcLDO+3/44Ydan7/77rvYu3cv9u3bhxYtWpS7fUEo9yHlPrch2yhBKoGiXXtY7t8Li5PHoWzdplyHW8us0LZOe8QkRuNoYgya1Gqqt9BMko8qirnQxnwUYy6KMRfamI9izEWR8lw/i4+kF7JzsQDMp+ejXCnHkYSiidCDvHX/g4WIiIhqFpVKhZycHDg7O1foeFdXB/0GZKI2tHTvBuzfC/sLZ2HvVv62Q3yCEZMYjTMZxzHV7Q29h2f0fFRhzIU25qMYc1GMudDGfBRjLnTH4iNVXl4epFcuATCfno+n/juJXEUOXK1d0cK1panDISIiIhNZtWoVcnNz0bdv3wodn5aWBUNNbSgIRX8YGbKN0lg0D4ATAEVUNO6nZpX7+ADn9gCAAzcPIrUCxz+JqfJRFTEX2piPYsxFMeZCG/NRjLkoos6DLlh8pEqTxV2AoFRC5VYbKg9PU4djFOoh1928e0AicOpUIiIicxQREYHly5fj22+/hWsFF9wTRRj8DxdjtPEoedui4qHs+jUgPR1iLZdyHd/BvRMECLj54AaScpLhbuuu1/iMnY+qjLnQxnwUYy6KMRfamI9izIXuWDWhSisech1gNpMeHH642EyQN+d7JCIiMkfbtm3DzJkzsWjRInTt2tXU4VQpoosrFI19AACy0yfLfbyTlTNauLYCABxLPKLX2IiIiMj4WHykSitebKaNaQMxkjxFHo4nHQUAdOdiM0RERGYnMjIS77//PhYuXIiePXuaOpwqSdGuAwDA4uSJCh0f6NkZAHCUxUciIqJqj8VHqjTZuTMAALmZzPd4LDEGhapCeNl5o7FTE1OHQ0RERJWQk5ODuLg4xMXFAQDu3buHuLg4JCQkAAAWLlyIadOmafaPiIjA9OnTMX36dLRu3RopKSlISUlBVpb+5iasCeTtOwIALE4er9DxgZ5dAAAxLD4SERFVe5zzkSpHLocs7iIAQNEqwMTBGMfh+IdDruv2gGAmw8yJiIhqqvPnz+OFF17QfD5nzhwAwJAhQzB37lykpKQgMTFR8/qGDRugUCjw2Wef4bPPPtNsV+9PRRTti3o+yk6dKJoQq5zPTOri4/nUWGQXZsHekiuKEhERVVcsPlKlSK9chlBQAJWjE1QNG5k6HKNQLzbD+R6JiIiqv8DAQFy+fPmJrz9eUFy9erWhQ6oRFC1aQbS2huT+fUhvXIPSp2m5jvey90Z9hwa4k3UbJ5KPo2e9UANFSkRERIbGYddUKbJzD+d7NJPFZjILHuD0f6cAAN29g00cDREREVEVZWkJhX/RlDyyCs/7qB56Ha23sIiIiMj4WHykStEUH81kyPWRxGioRBUaO/nA26GuqcMhIiIiqrL0Ne/jscQYvcVERERExsfiI1WKhWala/NYbObwPfWQa/Z6JCIiInqa4nkfT1boeHXx8WTycciVcr3FRURERMZl8uLj2rVrERoaCn9/fwwfPhyxsbFP3f+XX35Bnz59EBAQgODgYHz55ZcoKCgwUrSkRaWC9Pw5AIAioI1pYzGSQw8Xm+lel/M9EhERET2NvN3D4uOFc0BeXrmP963lBxdrF+Qp8hCbekbP0REREZGxmLT4uH37dsyZMwdvvvkmNm/ejGbNmiE8PBxpaWml7h8REYGFCxdi8uTJ2L59O7744gts374dX3/9tZEjJwCQ3rwOSU42RBsbKJuUbxLx6ig1LxUX084DALpxsRkiIiKip1LVrQdlHXcICgVkD0fLlIcgCOjk0RkAcJRDr4mIiKotkxYff/75Z4wYMQLDhg1DkyZN8Omnn8La2hobN24sdf/Tp0+jXbt2GDBgAOrWrYugoCCEhYWV2VuSDEP9EKlo0QqQSk0cjeFFPez12MK1Fdxs3EwcDREREVEVJwhQPOz9WNF5Hztx0RkiIqJqT2aqhgsLC3HhwgVMmjRJs00ikaBr1644ffp0qce0bdsWW7duRWxsLAICAnD37l0cOHAAgwYNKnf7hl6YWX3+mrwAtGaxmYDWT73OmpKLw48Mua7MtdSUfOgDc6GN+SjGXBRjLrQxH0XM/fqp+pB36AirHdsgO1WxFa87axadOQJRFCHw5iciIqp2TFZ8zMjIgFKphKurq9Z2V1dX3Lhxo9RjBgwYgIyMDIwZMwaiKEKhUGDUqFF47bXXyt2+q6tDheKuqu2YRFzREGSbbp1h41b2dVb3XEQnHgIA9G/+HNx0uN6yVPd86BNzoY35KMZcFGMutDEfRNVDZXs+BtRuAxuZDdLz03Ht/lU0reWrz/CIiIjICExWfKyIo0ePYsWKFZg1axYCAgJw584dfPHFF1i+fDnefPPNcp0rLS0LomigQFHUI8HV1cHg7ZiMKMLl1ClIAGQ09IUyNeuJu9aEXMRn3cPV9KuQCBK0tG+L1Kdcb1lqQj70hbnQxnwUYy6KMRfamI8i6jwQVXWKNm0hSiSQxt+DJCkRKg/Pch1vKbVEuzodEJVwCDGJ0Sw+EhERVUMmKz7WqlULUqm0xOIyaWlpcHMrfT69xYsXY+DAgRg+fDgAwM/PD7m5ufj444/x+uuvQyLRfQpLUYRR/mgxVjvGJrl7F5KMDIgWFlD4NQd0uMbqnIuD9w4AANrWaQcHSye9XEd1zoe+MRfamI9izEUx5kIb80FUPYj2DlD6NYcs7gJkJ0+gsP+Acp8j0LMzohIO4WjiEYxv8ZL+gyQiIiKDMtmCM5aWlmjZsiWOHDmi2aZSqXDkyBG0bdu21GPy8/NLFBilDxc6EfkXiFFpFptp1gKwsjJxNIannu8xyDvYxJEQERERVS/yDh0BABYVnPexeNGZI2XsSURERFWRSVe7njBhAjZs2IDNmzfj+vXr+OSTT5CXl4ehQ4cCAKZNm4aFCxdq9g8JCcG6deuwbds23L17F1FRUVi8eDFCQkI0RUgyDs1iM/4BJo7E8ERRxOF76uJjDxNHQ0RERFS9qOd9lFVw3seOHp0gESS4k3kLidkJ+gyNiIiIjMCkcz7269cP6enpWLJkCVJSUtC8eXOsXLlSM+w6MTFRq6fj66+/DkEQsGjRIiQnJ8PFxQUhISF45513THUJZqu4+NjaxJEY3s0H15GQEw9LiSU6egSaOhwiIiKiakXe/mHPxzOnAYUCkJXvTxAHS0e0dPXHudSzOJYUg0FNhhoiTCIiIjIQky84M27cOIwbN67U11avXq31uUwmw+TJkzF58mRjhEZPoRl2HVDzi4/q+R47egTC1sLWxNEQERERVS/Kpr5Q2TtAkp0F6aU4KFv5l/scnT274FzqWcQkRrP4SEREVM2YdNg1VU9CcjKkyUkQBQGKFq1MHY7BaeZ7rMsh10RERETlJpVC0bY9gIrP+xj4cN7Ho4kxeguLiIiIjIPFRyo3i/NFvR6VTX0BOzsTR2NYKlGFKC42Q0RERFQp8vaVm/dRXXy8mHYemQUP9BYXERERGR6Lj1RumiHXZjDfY1zaRaTlp8FWZoe2ddqZOhwiIiKiaknRvnIrXrvbeaChYyOoRBVOJB/TZ2hERERkYCw+UrnJzsUCMI/i46H4fwEAXby6wlJqadpgiIiIiKop+cMVr6VXLkPIrFjPxeKh10f0FhcREREZHouPVG7mtNjM4Xscck1ERERUWWLt2lDWbwhBFCE7fapC5+js2RUAEMPiIxERUbXC4iOVi3A/A9I7twAACv8A0wZjYAqVAtEJUQCA7lxshoiIiKhS5O0fLjpTyXkfTyefRIGyQG9xERERkWGx+EjlIjt/DgCgrN8QopOzaYMxsLMpp5Etz4KzlTNauvqbOhwiIiKiak0976OsgvM++jg3gau1K/KV+Vhy6mtExR+CUqXUZ4hERERkADJTB0DViFIJqy2biz708gaUSkAqNXFQhqMect3Nuwekkpp7nURERETGoJ730eLkcUAUAUEo1/HbbkQgR54DAPjq+BwAgJedF2YHzUeYz0D9BktERER6w56PpBPLyK1wad8SNr+uKvo8Jgou7VvCMnKriSMznIPxBwAAQd4cck1ERERUWQr/1hAtLSFJS4Pk9q1yHRt5fSvCd45HvjJfa3tiTiLCd45H5PWa+0xKRERU3bH4SGWyjNwKx/DxkCQkaG2XJCbCMXx8jSxA5ivycTwxBgDQnYvNEBEREVWelRUUrYqmsinPvI9KlRIzD0+DCLHEa+ptM6Omcwg2ERFRFcXiIz2dUgn7mdMAUcTjA2MEsehhz37m9KIh2DXIyeTjyFfmw93WA01r+Zo6HCIiIqIaQV6BeR9jEqORkJPwxNdFiEjIjkdMYnSl4yMiIiL9Y/GRnsoiJhrShIQShUc1QRQhTYiHRUzNetg79MiQa6Gc8xERERERUekUj877qKPk3CS97kdERETGxeIjPZUkWbeHOF33qy4O3SsqPnavyyHXRERERPqi6fl4/hxQUKDTMe62Hnrdj4iIiIyLxUd6KpW7bg9xuu5XHWQXZuH0fycBcLEZIiIiIn1SNWgIlasrhMJCyM6d1emYzp5d4WXnBeEJY3EECPCy90Znz676DJWIiIj0hMVHeip5565QenlBfMLQY1EQoPTyhrxzzXnYO5p4BAqVAvUdG6K+YwNTh0NERERUcwiCpvejhY7zPkolUswOml90+BMKkLO7zYNUItVPjERERKRXLD7S00mlyJ5d9LD3+PqC6oJk9ux5gLTmPOwdij8IAOjBVa6JiIiI9E4976OsHPM+hvkMxKo+q+Fp56m13VJiiVV9ViPMZ6BeYyQiIiL9YfGRylQYNhCZq1ZDtLPT2q7y9ELmqtUoDKtZD3vq+R6D6nLINREREZG+aXo+njxZruPCfAbi5PgL2DxoG+Z0XwAAKFQVoqNHJ73HSERERPrD4iPppDBsIAqffQ4AkP/8SNzfvA3pJ8/XuMJjen4a/p+9O4+Pqr73P/4+M9lIAmQBQgIEZZGwKYiyIxBAFBDcoLWF3lKuVau2v1aLbS9ttWKttmr1am8XqW2pG4ooAmrZZUcRRdlUFhNIgJAFCNkmM+f3x8wkRAIkZOaczMzreR88kJMz5/PJ1+mV+eT7/Xw+O75DkjSMfo8AAAABV93/SpmGIWfOQRkFBY16rdPh1LAOIzSr7/c1IM27g/KdA0uDkSYAAAgQio9oMEdJiSSpauRouYaNCKuj1n4bD2+QKVM9krOUFp9mdzoAAABhx2zVWu7LekhqeN/H+kzo4v0h+JL9iwOSFwAACA6Kj2gwo7hIkmQmJ9ucSfCsP+w9cj2iI/0eAQAAgsV1EX0fv25ilxskSRsOv6/iiqKA5AUAAAKP4iMazFFULEnyJKfYnEnw1PR7ZNgMAABA0FTX9H28+J2PXVp3Va/UPnKbbr138J1ApQYAAAKM4iMazCjxFh/NlPAsPh45na8vSj6XIUNDM4bZnQ4AAEDYqtn5uH2b5HZf9HP8ux+XcvQaAIBmi+IjGqa6Wo6TJyRJnqTwLD6uP/y+JOnytv2UFBe+R8sBAADs5s7qKTM+QY7SU3J+8flFP2dSlymSpDW5q1RadSpQ6QEAgACi+IgGMXzDZkzDkJmUZGsuwbL+kLf4SL9HAACAIIuKkqtff0lSdBP6Pmal9FSX1l1V6a7UypzlgcoOAAAEEMVHNIjDP2ymdeuwnHJtmqbWHfb3e7zG5mwAAADCn7/vY1QTJl4bhqGJ/qnX+zh6DQBAc0TxEQ1iFPmKj0nhdxzZ7XHrjS9eU+6pHDkMh65KG2h3SgAAAGHP3/cx+sOL3/koSZN8xcflX72niuqKJucFAAACi+IjGsThGzbjCbNhM0v2LdaA+b1114r/liR5TI+ueWUgPzkHAAAIsuoB3uKjc+9uGaUX36+xX7srlZHQQWXVp7Umd1Wg0gMAAAFC8RENYhSH387HJfsWa9Z7M5R3Oq/O9fzT+Zr13gwKkAAAAEHkaZ8ud4eOMjweRX28/aKf4z16zdRrAACaK4qPaBCH79i1Jzk8dj66PW7NWT9bpsyzvua/NmfDA3J73FanBgAAEDFcAej7KEmTunqnXr93cJlcbleT8wIAAIFD8RENYoTZsevN+RvP2vF4JlOm8koPa3P+RguzAgAAiCzVAer7OLD9YLVp0UYllSXakLcuEKkBAIAAofiIBnGE2cCZo2VHAnofAAAAGq/Ozkfz7BMpDeV0OHX9pZMkSUv3vx2Q3AAAQGBQfESDOHw9H8Nl52NafPuA3gcAAIDGq778CplRUXIeOyrHodwmPWuib+r1sv1v0zoHAIBmhOIjGsR/7NoMk56Pg9OHKiMhQ4aMer9uyFBGYgcNTh9qcWYAAAARpEULVffuK0mKbmLfx+EdrlGrmNYqKD+mD45uDUR2AAAgACg+okFqBs6EybFrp8OpucMfr3fgjL8gOXfYY3I6nFanBgAAEFGqrxwgSYpqYt/HGGeMxl9yvSSmXgMA0JxQfESD1Ox8DJNj15I0qetkjegw8qzr6YkZmjd+viZ1nWxDVgAAAJHF3/exqTsfpbpHr80m9JAEAACBE2V3AggNNT0fw2TnoyR5TI/2Fu+RJD04ZK7aJ6YrLb69BqcPZccjAACARaoHeCdeR+34WKqqkmJiLvpZozplKz4qXrmncrSj4GNd0a5/gLIEAAAXi52PuLCKChllZZLCa+fjZ8d36FjZUSVEJ2rW5Xfo5u5TNazDCAqPAAAAFnJ36SZPUpKMykpF7fqsSc+Kj47XmM7XSmLqNQAAzQXFR1yQw3/k2umU2bKVzdkEzvKv3pMkXdNxlGKdsTZnAwAAEKEMQ9VX+nY/bmta30dJmtjlBkn0fQQAoLmg+IgLMnzDZszkZMmofzp0KFrx1X8kSeM6j7c5EwAAgMhW0/dxW9P7Po7rPF4xjhh9UfK59hbtafLzAABA01B8xAXV9HtMDp8j18fLj+ujo96/3I7JHGdzNgAAAJHNNSBwOx9bxrTSyE6jJbH7EQCA5oDiIy7IKPYduw6j4uPqnBUyZapPm8uVnphhdzoAAAARrbr/AElS1IH9MooKm/w8/9TrJRQfAQCwHcVHXFDtzsfwmXS9wtfvcWzmtTZnAgAAADM5RdVdu0mSoj9q+tHr8ZdMkNNw6rPjO3TwxIEmPw8AAFw8io+4oHDb+Vjtqdbq3JWSpLH0ewQAAGgWqn19H6MC0PcxtUWqhmYMlyQtO7Ckyc8DAAAXj+IjLqhm52NSeOx8/PDoByqpLFFybLIGpF1ldzoAAACQ5PJNvI4OQN9HSZrgm3q9ZN9bAXkeAAC4OBQfcUGGr/hopoTHzseVvinXozPHyulw2pwNAAAAJKn6Kt/Ox+0fSR5Pk5834dJJkqQPj27VkdP5TX4eAAC4OBQfcUEO37HrcJl2vdzf77Ez/R4BAACai+qevWXGxclxokTOfV82+XnpiRm6Km2gJI5eAwBgJ4qPuCAjjAbOHD51SLsKP5MhQ9mZY+1OBwAAAH7R0aq+or8kKSpAR6/9U6+X7mPqNQAAdqH4iAvy93wMh4EzK3OWS5IGpF2tlLhUm7MBAADAmWr7PjZ96IwkTfT1fdyYt16F5YUBeSYAAGgcio+4ICOMjl2v8B25HseUawAAgGbH5e/7+FFgio+XtL5UfdpcLrfp1nsH3wnIMwEAQONQfMT5meYZOx9D+9h1pbtS7x9aI4l+jwAAAM1RtW/nY9Suz6SysoA8cyJTrwEAsBXFR5zf6dMyXC5Job/zcePh9SqrLlNafHv1aXO53ekAAADgazwZHeRuny7D7Vb0jo8D8kx/38e1uat1svJkQJ4JAAAajuIjzqtm12NsrNSihc3ZNM3KnP9I8u56NAzD5mwAAABwFsOo3f34YWCGzvRIzlK3pO6q8lRp2RfLAvJMAADQcBQfcV6OmknXKVKIF+yW+/o9jqXfIwAAQLPlGuDt+xgdoL6PhmHU7H5cuHthQJ4JAAAajuIjzss/bCbUJ13vL/lSB07sV7QjWiM7jrI7HQAAAJxD9QDfzsdtgdn5KEmTfMXHZV8sU3l1ecCeCwAALoziI86rdudjaA+b8e96HJwxTIkxLW3OBgAAAOfiuqK/TIdDzvw8OfIOB+SZl7ftp46JnVTmKtPqnJUBeSYAAGgYio84L6PIP+k6tHc+rvjK2+9xHFOuAQAAmreEBLl79pYkRW0L4NHrrt6p10v3Lw7IMwEAQMNQfMR5OUq8x649KaFbfCx1lWpT3gZJ0thM+j0CAAA0d4Hu+yhJk7pMkSS9d/BdVbmrAvZcAABwfhQfcV6Gf9p1Uugeu153aK2qPFW6pNWl6prUze50AAAAcAGuIPR9vLr9QKUlpOlEZYnWH34/YM8FAADnR/ER5+UoOmPadYhaUTPl+loZIT6xGwAABNYHH3ygO++8U8OHD1ePHj20YsWKC75my5Ytuummm9SnTx+NGzdOb7zxhgWZRpZq/87HT7ZL1dUBeabT4dSNWTdKkpbufzsgzwQAABdG8RHnZZT4p12H5s5H0zRr+j2O7cyRawAAUFdZWZl69OihX//61w26Pzc3V3fccYcGDRqkt956S//1X/+lOXPmaN26dUHONLK4u3WXp1VrGeXlitq9M2DPvaXnLZKkdw4skdvjDthzAQDAuUXZnQCat1Df+biz8DPln85TfFS8hmYMtzsdAADQzIwcOVIjR45s8P2vvPKKOnbsqJ/97GeSpK5du2rbtm36xz/+oREjRgQrzcjjcKi6/5WKWbtaUds+VHXfKwLy2FGXjFLr2CQdLy/Q1iObNSRjWECeCwAAzo3iI86rZudjiA6cWenb9Tii40jFRcXZnA0AAAh1H3/8sYYMGVLn2vDhw/Xb3/72op4XzI4w/meHateZ6gFXKWbtakVv+0CVM2c1+XmGIUU7o3XdJdfr1b0va+n+xRraITKLj6H+3gg01qMWa1GLtaiL9ajFWng15vun+IjzcvgGznhCdODMcl+/xzGZ19qcCQAACAfHjx9XmzZt6lxr06aNSktLVVFRobi4xv2wMzW1ZSDTsy1GUGSPlJ78veI++UhxbQL3PXyr/zf16t6X9c7BJfrzjc9FdE/wkH1vBAnrUYu1qMVa1MV61GItGo7iI87N45FRUuL9xxA8dl1cUaQPj26V5B02AwAA0NwUFp6SaQbn2Ybh/WAUzBjBZHTtpVRJ2rNHhV/myGziD8P963Fl0mDFRyUo92SuVuxaq/5pAwKSbygJ9fdGoLEetViLWqxFXaxHLdbCy78ODUHxEedknDwhw+ORFJoDZ1bnrpTH9KhnSi91bNnJ7nQAAEAYaNOmjY4fP17n2vHjx5WYmNjoXY+SZJoK+gcXK2IEg5naRu5LLpXz4AE5P/pIrtFjAvLcOGcLje18rRbvW6Ql+95Wv3aRV3z0C9X3RrCwHrVYi1qsRV2sRy3WouGYdo1zMvzDZhISpZgYm7NpPKZcAwCAQOvXr582b95c59rGjRvVr18/exIKc64rr5IkRW/7IKDPndRlsiRpyf63ZPLJEQCAoKL4iHPy93sMxWEzbo9bq3KWS+LINQAAOLfTp09r9+7d2r17tyTp0KFD2r17t/Ly8iRJTzzxhGbPnl1z/ze/+U3l5ubq8ccf1759+/Tiiy/qnXfe0Xe/+1070g97rquuliRFffRhQJ87tvO1inHEaP+JfdpTtDugzwYAAHVRfMQ5OXyTrkNx2Mz2Y9tUVFGkVjGtdXX7QXanAwAAmqnPPvtMN954o2688UZJ0qOPPqobb7xRzzzzjCSpoKBA+fn5Nfd36tRJf/nLX7Rx40ZNmTJFL7zwgubOnasRI0bYkX7Yq/bvfPzow4CebUuMaalRnbIlSUv3Lw7YcwEAwNno+Yhz8h+7NkNw2MwK35Tr0Z3GKMrB2xwAANRv0KBB2rt37zm//rvf/a7e17z55ptBzAp+1X0ulxkbK0dRkRwH9svTpWvAnj2p6xT956t3tWT/Yt1/9c8C9lwAAFAXOx9xTjU7H1NCb+fjCo5cAwAAhL6YGFX3uVxS4Ps+XnvJdXIaTu0q/Ez7T+wL6LMBAEAtio84p5qdjyF27Pro6SPaUfCxDBnKzhxndzoAAABoAn/fx+gA931MiUvVsA7XSJKW7V8S0GcDAIBaFB9xTv6BM54QGzjjn3Ldv92Vahvf1uZsAAAA0BT+vo9RAd75KEkTu9wgSVq6/62APxsAAHhRfMQ5Gb5j16HW83FFjrf4OIYj1wAAACHPNcA38fqzT6Xy8oA+e8Klk2TI0LajHyqv9HBAnw0AALwoPuKcHL5j16E07brKXaW1uaslSeM6j7c5GwAAADSVp1OmPG3ayqiuVtSnOwL67LSE9rq6/SBJ0jsHOHoNAEAwUHzEORnFvp2PIXTsekv+JpW6Tqlti3a6vG0/u9MBAABAUxnGGX0fg3H0erIkacm+xQF/NgAAoPiI83D4io+eEDp2vfyr9yRJYzqPk8Pg7Q0AABAOavs+BnbojCRN6DJJkrQpf4OOlx8P+PMBAIh0VGdwToZv4IyZHDrHrlf6hs2MzaTfIwAAQLjw930M9MRrSerc6hJd3rafPKZH7x1YFvDnAwAQ6Sg+on4ulxynTkoKnZ2PB08c0Bcln8tpODWqU7bd6QAAACBAqvv1l2kYcubmyDh6NODPn3ipd+r1EqZeAwAQcBQfUS+jpESSZBqGzNZJtubSUCt9U64HpQ9Rq9jWNmcDAACAQDFbtpI7q6ek4Ox+9Pd9fP/QGp2sPBHw5wMAEMkoPqJeDv+R69atJafT5mwaxt/vcSxTrgEAAMKOy9f3MXpb4IfOXJbSQ5cl95DL46r5OyUAAAgMio+olxFiw2bKXGXacHidJGlsZ/o9AgAAhJtqX9/HqCDsfJSkiV38R6+Zeg0AQCBRfES9HCE2bGb94bWqdFeqU8tM9UjOsjsdAAAABJh/52PU9o8ktzvgz/cfvV6Vs1xlrrKAPx8AgEjVLIqPL774orKzs9W3b19NnTpVO3bsOOe9M2bMUI8ePc769f3vf9/CjMOff9J1qOx8XOGbcj0mc5wMw7A5GwAAAASau0eWPAmJcpwulXPvnoA/v2+bK5TZsrPKq8u1KmdFwJ8PAECksr34uGzZMj366KO6++67tWjRImVlZWnWrFkqLCys9/7//d//1fr162t+LVmyRE6nU9ddd53FmYc3h+/YtRkCxUfTNGuKj+Po9wgAABCenE5V9+svSWrxtz8resO6gO6ANAxDE3xHr5dy9BoAgICxvfj4wgsvaNq0abrlllvUrVs3PfTQQ4qLi9PChQvrvT8pKUlt27at+bVhwwbFxcVRfAwwR83Ox+Z/7Hpv8R4dKs1VnDNOwzpcY3c6AAAACIKYJYsV9cl2SVKLF/+ppJsmKmVAb8UsCVyh0H/0+j9fvasqd1XAngsAQCSLsjN4VVWVdu7cqTvuuKPmmsPh0NChQ7V9+/YGPWPhwoWaOHGi4uPjGxU72Cdz/c8P1RPA/mPXZkpKk7+HYK/FCt9EwmEdRighpnHvAzuE+nsjkFiLuliPWqxFLdaiLtbDK9K/f0SemCWL1WrWDMk061x35Oer1awZOjlvvqomTW5ynKvbD1S7+DQdKzuqdYfWaAyDDAEAaDJbi4/FxcVyu91KTU2tcz01NVX79++/4Ot37Nihzz//XI888kijY6emtmz0ay6GVXECruyUJCmhY7oS2gTmewjWWqzNWylJuqn3FLUJUK5WCNn3RhCwFnWxHrVYi1qsRV2sBxBB3G4lzpktmaa+Xnc3TFOmYShxzgMqun6i5HQ2KZTDcGjCpZP0j53ztHT/2xQfAQAIAFuLj031+uuv67LLLtPll1/e6NcWFp76+g9OA8owvB+Mgh0nWFodOaYYSSdj4lV1/FSTnhXMtThRWaL1OeslSYPbXKPjTczVCqH+3ggk1qIu1qMWa1GLtaiL9fDyrwMQCaI3b5QzL++cXzdMU868w4revFGuYSOaHG9S1yn6x855eufAEv1+5B/ldDStoAkAQKSztfiYnJwsp9N51nCZwsJCtWnT5ryvLSsr09KlS/XDH/7womKb5lmnNoLCqjiB5h8440lKCVj+wViLNTmr5Tbduiy5hzJbXhJSax2q741gYC3qYj1qsRa1WIu6WA8gcjiOHgnofRcyJH2YkmOTVVhRqM35GzWsQ9MLmgAARDJbB87ExMSod+/e2rRpU801j8ejTZs2qX///ud97bvvvquqqipNntz03i44W03Px2Y+cGa5r9/jmEyOxAAAAIQjT1r7gN53IdHOaI2/dIIkpl4DABAItk+7njlzphYsWKBFixZp3759evDBB1VeXq6bb75ZkjR79mw98cQTZ73u9ddf19ixY5XczItjoap22nWKzZmcm8f0aGXOcknSuEvG25wNAAAAgsE1eKjcGRkyzzFpyTQMuTM6yDV4aMBiTvJNvX7ji9e18PMF2nB4ndwed8CeDwBAJLG95+OECRNUVFSkZ555RgUFBerZs6eef/75mmPX+fn5cjjq1kj379+vbdu26e9//7sdKYe/8nIZ5eWSvNOum6tPjm3X8fICJUa31MD2g+1OBwAAAMHgdKp07uNqNWuGTMOQcUbPBf8/lc59rMnDZs502nVahgwVVRTqrhX/LUnKSMjQ3OGPa1JXTl4BANAYthcfJWn69OmaPn16vV+bP3/+Wde6dOmivXv3BjutiOUo8fZ7NKOiZCY232b2K3L+I0ka1SlbMc4Ym7MBAABAsFRNmqyT8+Yrcc7sOsNnzNatdeqp51Q1KXAFwSX7FuvO5bNkqm5j2fzT+Zr13gzNGz+fAiQAAI1g+7FrND9Gka/fY1Kyd5xmM7XC1+9xbGf6PQIAAIS7qkmTVbRtp0oWLVXF5Ju810ZmB7Tw6Pa4NWf97LMKj5Jqrs3Z8ABHsAEAaASKjziLf+ejpxn30zxWdkzbj30kSRqTOc7mbAAAAGAJp1OuYSNUMdN7FDp662bJPLtQeLE2529U3um8c37dlKm80sPanL8xYDEBAAh3FB9xlpqdj8142Mwq36CZy9v2U1pCYCYbAgAAIDS4+g+QGRUl55F8OXK+Cthzj5YdCeh9AACA4iPqUbPzsRkPm1nxlbffI0euAQAAIlB8vKqv6CfJt/sxQNLiG/ZD7YbeBwAAKD6iHkbxGT0fmyGX26U1uaskSWMzKT4CAABEItfVgyVJ0VsCV3wcnD5UGQkZMlR/33NDhjISO2hw+tCAxQQAINxRfMRZHL5j155meuz6gyNbdLLqhFLjUtW/3QC70wEAAIANXIOGSJKiPwhc8dHpcGru8Mcl6ZwFyLnDHpPT4QxYTAAAwh3FR5zFaObHrlfkeI9cj84cy1/8AAAAIpTr6kGSpKjdu2r+/hoIk7pO1rzx85WekF7nenxUguaNn69JXQM3XRsAgEhA8RFn8e98bK7Hrld89Z4kaVzn8TZnAgAAALuY7dqpuktXSVL0B1sC+uxJXSdr24ydWjRlqX7Q74eSpNS4VE3sckNA4wAAEAkoPuIsDl/Px+a48zH3VI72FO2Ww3BoVKdsu9MBAACAjWqOXm8NbPFR8h7BHtZhhO6/+meKccQotzRH+098GfA4AACEO4qPOIv/2Epz3Pnon3J9dftBSo5rfsVRAAAAWKd6oHfoTNSWTUGLkRidqEEZ3gEzq3JWBC0OAADhiuIjztKcB86s9BUfmXINAACAmp2PH38kVVYGLU52p7GSKD4CAHAxKD6iLtOs3fnYzI5dl1eXa93htZKksfR7BAAAiHjurt3kSU2VUVGhqB0fBy1Odqa3+Lgxb73Kq8uDFgcAgHBE8RF1GKdLZbhckiRPMzt2vcn3l72MhA7qldrb7nQAAABgN8OQ62rv0evoLZuDFiYrpafSEzJUXl2uzXkbgxYHAIBwRPERdRj+SddxcVJ8vM3Z1LXcN+V6TOdrZRiGzdkAAACgOagdOhO84qNhGDW7H1flcvQaAIDGoPiIOhy+I9fNrd+jaZo1w2bGdqbfIwAAALxcAwdJkqI/2CyZZtDi1BQfv1oetBgAAIQjio+oo2bnYzM7cv1lyRf66uRBxThiNKLjSLvTAQAAQDNRfXk/mXFxchQWyrnvy6DFuabjKDkNp74o+Vw5J78KWhwAAMINxUfU4Sj2TbpuZsNm/Lseh2QMU2J0os3ZAAAAoNmIjZWr35WSpOgtm4IWpnVskgakXS1JWp27MmhxAAAINxQfUYdR7Jt03cx2Pq7w9Xscx5RrAAAAfE21v+9jEIuPkjQmc5wkaVUOfR8BAGgoio+ooznufDxVdVKb871TBen3CAAAgK9zDfJOvI4K4tAZqbbv47pDa1XlrgpqLAAAwgXFR9Rh+IqPZjMaOLM2d41cHpe6tO6qLknd7E4HAAAAzYzrqoGSpKj9+2QcOxa0OH3bXqE2Ldqo1HVKHx7ZGrQ4AACEk0YXH7Ozs/Xss88qLy8vGPnAZg7fsWtPMzp2vTKHKdcAAAA4NzMpWdU9e0mSoj/YErQ4DsOhUZ3GSOLoNQAADdXo4uN3vvMdLV++XGPHjtXMmTO1dOlSVVVx5CBc1Ox8bCbHrk3TrBk2M5Z+jwAAADgH10Br+j76j16vyqX4CABAQzS6+Pjd735Xb731ll577TV17dpVDz/8sIYPH67f/OY32rlzZzByhIVqdj42k2PXnx3foaNlRxQflaAhGcPsTgcAAADNlGvgIElS9NbgFh9HdRojQ4b376mnjwQ1FgAA4eCiez727t1bc+bM0bp163T33Xfrtdde06233qopU6bo9ddfl2magcwTFqnt+dg8jl0v9025vqbTKMU6Y23OBgAAAM2VyzfxOmrHJ1JZWdDitGnRRle07SdJWp27MmhxAAAIFxddfHS5XFq2bJnuuusuPfbYY+rTp4/mzp2ra6+9Vk899ZTuv//+QOYJi9RMu24mOx/9R67HceQaAAAA5+HplCl3+3QZ1dWK3r4tqLFqjl7nLA9qHAAAwkFUY1+wc+dOvfHGG1qyZIkcDoduvPFG/fznP1fXrl1r7hk3bpxuvfXWgCYKC3g8MkpKvP9o88AZt8et/xx8Vx8e9U4RHNUx29Z8AAAA0MwZhlyDhsj51huK3rpZrmEjghZqdOY4Pbnt91qTu0puj1tOhzNosQAACHWN3vl466236uDBg3rwwQf1/vvv64EHHqhTeJSkjh07auLEiQFLEtYwTpTI8B2Xt/PY9ZJ9izVgfm/917u31Vy7YdG1WrJvsW05AQAAoPlzDRosKfhDZwakXaXWsUkqqSzR9mPB3WUJAECoa3TxccWKFZo3b56uv/56RUdH13tPfHy8Hn300SYnB2vVHLlObCnFxNiSw5J9izXrvRnKO51X53r+6XzNem8GBUgAAACcU/VAb/Ex6oOtktsdtDhRjiiN7DhakrQqh6nXAACcT6OLj4WFhfrkk0/Ouv7JJ5/o008/DUhSsIfhm3Rt165Ht8etOetny9TZw4r81+ZseEBuT/D+IgkAAIDQVd2rjzwJiXKcOinnnt1BjeXv+7g6l+IjAADn0+ji429+8xvl5+efdf3o0aP6zW9+E5CkYA+7h81szt941o7HM5kylVd6WJvzN1qYFQAAAEJGVJSqB1wtKfhHr0d3GiNJ+ujoNhVVFAY1FgAAoazRxcd9+/apd+/eZ13v2bOnvvzyy4AkBXvYvfPxaNmRgN4HAACAyFPT93Hr5qDGSU/MUM+U3jJlam3u6qDGAgAglDW6+BgTE6Pjx4+fdb2goEBRUY0eno1mpHbnoz3Fx7T49gG9DwAAAJHHNWiIpOAXH6Xao9f0fQQA4NwaXXwcNmyYnnzySZ06darm2smTJ/XUU09p6NChAU0O1jKKvMVH06Zj14PThyojIUOGjHq/bshQRmIHDU7nfQYAAID6ua68SqbTKeehXDkOHwpqrDOLjx7TE9RYAACEqkYXHx944AHl5+dr9OjRmjFjhmbMmKExY8aooKBAP/vZz4KRIyziKPEeu7ar56PT4dTc4Y/XO3DGX5CcO+wxOR1Oq1MDAABAqEhMVHWfyyUFf/fjwPTBio9KUEH5Me08zvBNAADq0+jiY1pamhYvXqyf/vSn6tatm/r06aP/+Z//0dtvv6309PRg5AiLGMX+nY/2HLuWpEldJ6tfuyvPup6emKF54+drUtfJNmQFAACAUOIaOEhS8IfOxDpjNaLjNZI4eg0AwLlcVJPG+Ph4feMb3wh0LrCZo8jeadeSVOmu1OdFeyVJfxj5tBJjEpUW316D04ey4xEAAAAN4ho0RPrbnxW1dUvQY2VnjtN7B9/RqtwV+tGA+4IeDwCAUHPRE2K+/PJL5eXlyeVy1bk+ZsyYJicFexglJZLs3fm4KW+DyqpPKy2+vWb0+q4Mo/7+jwAAAMC5VA/0TryO2vWZjJMnZLZqHbRYozt5P/98cGSLTlaeUKvY4MUCACAUNbr4mJubq7vvvluff/65DMOQaXr78/mLRLt37w5shrBM7bRr+3Y+rvzqP5KkMZnjKDwCAIDzys/Pl2EYat++vSRpx44devvtt9WtWzdO6UQ4T/t0uTMvkTPnoKI+/ECu7LFBi3VJ60vVNamb9pV8qXWH39fELjcELRYAAKGo0T0fH3nkEXXs2FEbN25UXFycli5dqn//+9/q06eP5s+fH4wcYRGj2Dtwxkyxr/i4/Kv3JEljO4+3LQcAABAa7rvvPm3e7B0oUlBQoJkzZ+rTTz/VU089pWeffdbm7GA31yDv7sdgD52RpOxOtVOvAQBAXY0uPm7fvl0//OEPlZKSIofDIcMwdNVVV+knP/mJ5s6dG4wcYQWXS45TJyVJniR7jl3vL/lS+0/sU7QjWiM7jbIlBwAAEDq++OILXX65d6rxO++8o+7du+uVV17RH/7wBy1atMjm7GA310ALi4+Z3uLj6pwVNSfDAACAV6OLjx6PRwkJCZKk5ORkHTt2TJLUoUMHHThwILDZwTI1ux4NQ2brJFtyWOE7cj04fahaxrSyJQcAABA6qqurFRMTI0nauHGjsrOzJUldunRRQUGBnamhGXANGiJJiv7oQ+lrfeoDbUjGcMU6Y3WoNFdfFH8e1FgAAISaRhcfu3fvrr17vdOIr7jiCj3//PPatm2bnnvuOXXq1CngCcIajhJf8TEpSXLaM1V6RY6v32Pna22JDwAAQku3bt30yiuv6MMPP9TGjRt1zTXXSJKOHTumpKQke5OD7dyX9ZAnKUlGWZmiPtsR1Fjx0fEakjFMkrQqd3lQYwEAEGoaXXy866675PF4JEk//OEPdejQIX3729/W2rVr9T//8z8BTxDWMIp8w2ZsOnJd6irVxsPrJUnj6PcIAAAa4P7779err76qGTNmaOLEicrKypIkrVq1quY4NiKYwyHX1YMkSdFbNgU9nP/oNX0fAQCoq9HTrkeMGFHzz507d9a7776rkpIStW7dmunEIcw/6dquYTPrD72vKk+VMltdom5J3W3JAQAAhJZBgwZp8+bNKi0tVevWrWuuT5s2TS1atLAxMzQXrkFDFLv8PUVv3aKKu+4JaqzsTuP0K/1Cm/I2qMxVpvjo+KDGAwAgVDRq56PL5VKvXr30+ed1+5gkJSVReAxxhu/YtV07H/1Trsd1vpb3EgAAaJCKigpVVVXVFB4PHz6sf/zjHzpw4IBSU1Ntzg7NgWugr+/jlk1SkAfBdE++TJ1aZqrSXamNeeuCGgsAgFDSqOJjdHS00tPTa45dI3w4fMeuzWTrdz6apqmVvmEzYzPp9wgAABrmBz/4gd58801J0smTJzVt2jS98MILuvvuu/XSSy/Zmxyahep+/WXGxMhRcEyOg8EdjmkYhkZ34ug1AABf1+iej3feeaeefPJJlZSUBCEd2MV/7Npjw7HrXYU7lXf6sFpEtdDQDiMu/AIAAABJO3fu1FVXXSVJeu+995SamqrVq1frscce0/z5823ODs1CXJyqr+gvib6PAADYpdE9H1988UV99dVXGjFihDIyMhQfX7eXyaJFiwKWHKxjFPunXVt/7Hqlb8r18A7XqEUU/ZkAAEDDVFRUKCEhQZK0fv16XXvttXI4HOrXr5/y8vJszg7NhWvgYEV/sEXRWzZL99wZ1FgjOl6jKEeU9p/YpwMn9uvS1l2CGg8AgFDQ6OLj2LFjg5EHbFaz89GGY9f+fo9jmXINAAAaITMzUytWrNC4ceO0fv16ffe735UkFRYWKjEx0d7k0Gy4Bg2RnntaUVs3Bz1Wy5hWGth+sDbmrdfq3JUUHwEA0EUUH++5J7hT4mAP/8AZq6ddl1QU64MjWyRJYzvT7xEAADTc3Xffrfvvv1+PPvqoBg8erP79vcdrN2zYoJ49ezbqWS+++KLmzZungoICZWVl6Ze//KUuv/zyc97/j3/8Qy+//LLy8/OVnJys8ePH67777lNsbGyTvicEnuvqQZKkqM/3SoWFkmKCGi87c6y3+JizQt/rc3tQYwEAEAoa3fMR4ck/cMbqaderc1fKY3qUldJTnVpmWhobAACEtuuuu06rV6/WwoULNW/evJrrQ4YM0c9//vMGP2fZsmV69NFHdffdd2vRokXKysrSrFmzVFhYWO/9b7/9tp544gndc889WrZsmR555BEtW7ZMTz75ZJO/JwSemZqq6u6Xef+wcWPQ44329X1cd+h9Vborgx4PAIDmrtE7H7OysmQYxjm/vnv37iYlBHsYvmPXVu989B+5HsOUawAAcBHatm2rtm3b6siRI5Kk9u3bn3fHYn1eeOEFTZs2Tbfccosk6aGHHtKaNWu0cOFCff/73z/r/u3bt+vKK6/UDTfcIEnq2LGjJk2apE8++aSJ3w2CxTVoiKK++Fxav14aMiqosfqk9lW7+DQdKzuqrfmbNaLjyKDGAwCguWt08fHZZ5+t8+fq6mrt3r1bixYt0r333huwxGAth+/YtZU7H90et1b7JgGOo98jAABoJI/Hoz/96U964YUXVFZWJklKSEjQzJkzddddd8nhuPAhn6qqKu3cuVN33HFHzTWHw6GhQ4dq+/bt9b6mf//+Wrx4sXbs2KHLL79cubm5Wrt2raZMmdLo7+E8P9NvMv+zgxkjVFQPHCz9+5/S+vUyZgc3lmEYGp05Rq/ueUmrc1fomk7Nr/jIe6Mu1qMWa1GLtaiL9ajFWng15vsPyMCZ6667Tt26ddOyZcs0derUxj4Sdisvl1FeLsnanY/bj21TYUWhWsW01tXtB1kWFwAAhIennnpKr7/+uu677z5deeWVkqRt27bp2WefVVVVlX784x9f8BnFxcVyu91KTU2tcz01NVX79++v9zU33HCDiouL9a1vfUumaaq6ulrf/OY3deedjZ+knJrastGvaY4xmr3rfZ9hPvxQqQnRUlxcUMPd1HuyXt3zktYcXqn/bfPHoMZqCt4bdbEetViLWqxFXaxHLdai4RpdfDyXfv366Ve/+lWgHgcL+Sddm1FRMhOt+x/Pipz/SJJGdcpWtDPasrgAACA8LFq0SHPnztWYMWNqrmVlZSktLU0PPfRQg4qPF2PLli36y1/+ol//+te6/PLLlZOTo0ceeUTPPfec7r777kY9q7DwlEwzKGnKMLwfjIIZI2S0bqeUdu3kOHZMJ1a+752AHUT9kwbJYTj02bHPtOPgHmUkdghqvMbivVEX61GLtajFWtTFetRiLbz869AQASk+VlRU6F//+pfatWsXiMfBYkaxb9J1UrKl+4ZXfOUtPjLlGgAAXIwTJ06oS5cuZ13v0qWLTpw40aBnJCcny+l0njVcprCwUG3atKn3NU8//bQmT55cc+KnR48eKisr069+9asGH/f2M00F/YOLFTGaP0OuqwcrduliRW3ZrKqBwS0+Jsemqn+7Adp29AOt+mqlvt3rO0GNd7F4b9TFetRiLWqxFnWxHrVYi4Zr9LTrq6++WgMHDqz5dfXVV+vKK6/UwoULNXt2kBuoICj8Ox89Fh65Pnr6iHYUfCxJys4cZ1lcAAAQPrKysvTiiy+edf3FF19Ujx49GvSMmJgY9e7dW5s2baq55vF4tGnTJvXv37/e11RUVJxVYHQ6nZIkk08hzZZr8GBJUvSWTRe4MzCyfVOvV+WusCQeAADNVaN3Pv785z+vM+3aMAylpKToiiuuUOvWrQOaHKxRs/Mx2bri48qc5ZKkfm37q108O2YBAEDj/fSnP9Udd9yhjRs3ql+/fpKkjz/+WPn5+frb3/7W4OfMnDlTDzzwgPr06aPLL79c//znP1VeXq6bb75ZkjR79mylpaXpvvvukySNHj1aL7zwgnr16lVz7Prpp5/W6NGja4qQaH6qB3qLj1FbN0sej9SIHaoXIztzrH7/waNam7ta1Z5qRTkC1vEKAICQ0uj/Avr/EobwUbPzMdm6Sde1R66Zcg0AAC7OwIED9e677+qll16qGQ4zbtw4feMb39D//d//6aqrrmrQcyZMmKCioiI988wzKigoUM+ePfX888/XHLvOz8+vs9PxrrvukmEY+uMf/6ijR48qJSVFo0ePDlqPSQRGdd8rpBYt5CgpkfOLz+XukRXUeP3aXqnk2GQVVxZr29EPNSh9cFDjAQDQXDW6+Lhw4ULFx8fr+uuvr3P9nXfeUUVFhW666aaAJQdrGDXFR2t2Pla5q7Qmd5Uk+j0CAICmSUtLO6vot2fPHr3++ut6+OGHG/yc6dOna/r06fV+bf78+XX+HBUVpXvuuUf33HNP4xOGfaKjpcGDpdWrFb1lU9CLj06HU6M6ZWvRlwu1Omc5xUcAQMRq9FmDv/71r0quZ4dcamqq/vznPwckKVjLcebAGQtsPbJZpa5TatOirfq1u9KSmAAAAICGDZMkRW/dbEm40f6+jzn0fQQARK5GFx/z8vLUsWPHs65nZGQoPz8/IEnBWobFA2eWH3xPkjQmc5wcRnB77QAAAAA1hg+XZN3QGX/x8eOC7SooK7AkJgAAzU2jKz+pqanau3fvWdf37NmjpKSkQOQEi/l7Plo1cGZljr/fI0euAQAAYKHBg2UahpxfHZTj6JGgh0uLT1PfNldIktbkrgx6PAAAmqNG93ycOHGiHnnkESUkJOjqq6+WJG3dulW//e1vNXHixIAniODzH7u2YuDMVycP6vPivXIa3h44AAAAjXWhXosnT560KBOEnNat5e7VR1E7P1XU1s2quuHGoIfMzhyrT49/olU5KzS1xzeDHg8AgOam0cXHH/3oRzp8+LC++93vKirK+3KPx6MpU6Yw4S9EGRbufPRPuR6YPlitY5OCHg8AAISfli1bXvDrHTp0sCgbhBrXoMGK2vmpordssqz4+PRHT2hN7kp5TA9thwAAEafRxceYmBj98Y9/1MGDB7V7927FxcXpsssu4y94IcxRZN206xVfefs9ju08PuixAABAeHr00UftTgEhzDVosFr8/W+K3mLN0Jmr0gYqMbqlCisKtaPgYwYuAgAiTqOLj36XXHKJLrnkkgCmAluYpowS37TrIB+7LnOVacPhdZKksZn0ewQAAID1qgcNkSRFfbZDKi2VEhODGi/aGa1rOo7SsgNva1XOCoqPAICI0+g9//fee6/++te/nnX9b3/7m374wx8GJClYxyg9JaO6WlLwdz6uP/y+KtwV6pjYSVkpPYMaCwAAAKiPp0NHuTt2kuF2K/qjDy2Jme2ber0qZ4Ul8QAAaE4aXXz84IMPNHLkyLOuX3PNNfrwQ2v+443AMXzDZsy4OKlFi6DG8vd7HNP5WhmGEdRYAAAAwLm4Bg6SJEVvtebo9ejMMZKkD49uVUlFsSUxAQBoLhpdfCwrK1N0dPRZ16OiolRaWhqQpGAdR7E1/R5N06wpPo7rzJFrAAAA2Mc10Hv0OnrLJkvidWqZqcuSe8hjerTu8FpLYgIA0Fw0uvh42WWXadmyZWddX7Zsmbp16xaQpGAdo8iaSde7j+9W7qkcxTpjNazDNUGNBQAAAJyPa+BgSVLUhx9IvhZEwTaao9cAgAjV6IEzP/jBD3TvvfcqNzdXgwd7/6O9adMmLVmyRM8880zAE0RwOXzDZjxBHjaz9POlkqRhHUYoITohqLEAAACA83H37CVPy1ZynDqpqN07Vd33iqDHHJM5Tn/55Dmtylkh0zRpQwQAiBiN3vmYnZ2t5557Tl999ZUeeugh/e53v9PRo0f1z3/+U5mZmcHIEUFk1c7HZV96d8sy5RoAAAC2czpVffVASVKURUevB6cPVYuoFso/nafdRbssiQkAQHPQ6OKjJI0aNUqvvPKKPv74Y61cuVLXX3+9HnvsMU2ZMiXQ+SHIrOj5eLLyhNbnrJckje08PmhxAAAAgIbyH722auhMXFSchmWMkMTRawBAZLmo4qPknXr9wAMPaMSIEXrhhRc0ePBgvfrqq4HMDRYwfMeuzSAeu16du0rVnmp1S+quS1pfGrQ4AAAAQEO5BvmGzmzeJJmmJTGzfX0fV1N8BABEkEb1fCwoKNCiRYv0+uuvq7S0VNdff72qqqr03HPPMWwmRDmKgr/zsXbKNbseAQAA0Dy4+g+QGRUl55F8OXJz5MnsHPSY/uLj5vyNKnWVKjE6MegxAQCwW4N3Pt5555267rrrtHfvXv3iF7/QunXr9Mtf/jKYucECwd756DE9WukrPo7tTL9HAAAANBPx8aq+3Dtoxqqj15e27qrOrS6Ry+PShsPrLIkJAIDdGlx8fP/993Xrrbfq3nvv1ahRo+R0OoOZFywS7J6POwo+VkF5gRJjEjU4Y2hQYgAAAAAXwzXQd/R6izXFR8MwanY/rspZbklMAADs1uDi40svvaTTp0/r5ptv1tSpU/Xvf/9bRb4juwhdRpCPXS//6j1J0rgu4xTjjAlKDAAAAOBiWD10RpKyM8dJklbmrJBpUa9JAADs1ODiY79+/TR37lytX79e3/jGN7R06VJdc8018ng82rBhg0pLS4OZJ4LEEeRj1/4j1xO7TwzK8wEAAICL5S8+OvfsqmlHFGzDOoxQjCNGOScP6sCJfZbEBADATo2edh0fH69bb71VL7/8shYvXqyZM2fqb3/7m4YOHao777wzGDkiWNxuGSUlkoKz87GgrEDbj30kSbq++/UBfz4AAADQFGa7dqq+tIsM01T0h1stiZkYnahBvnZEq5h6DQCIAI0uPp6pS5cumj17ttauXasnn3zyop7x4osvKjs7W3379tXUqVO1Y8eO895/8uRJPfTQQxo+fLj69Omj8ePHa+3atRcVO9IZJ0pk+I56BGPn46qc5TJlqm+bK5TRMiPgzwcAAACaqnqQt+9j1NYtlsXM7uTv+0jxEQAQ/ppUfPRzOp0aO3as/vznPzfqdcuWLdOjjz6qu+++W4sWLVJWVpZmzZqlwsLCeu+vqqrSzJkzdfjwYT399NN699139fDDDystLS0Q30bE8R+59iS2lKKjA/78FTVTrscF/NkAAABAILgG+YfObLIspn/ozIa8daqorrAsLgAAdghI8fFivfDCC5o2bZpuueUWdevWTQ899JDi4uK0cOHCeu9fuHChTpw4oeeee04DBgxQx44dNXDgQGVlZVmceXjwD5sxUwJ/5LraU63VuSslSeMuGR/w5wMAAACBUDN0Zvs2qarKkphZKT2VnpCh8upybcrbYElMAADsEmVX4KqqKu3cuVN33HFHzTWHw6GhQ4dq+/bt9b5m1apV6tevn37zm99o5cqVSklJ0aRJk3T77bfL6XQ2Kr5hNCn9Bj8/2HGaombnY3JKwPP84OgWnaw6oZS4FA1Iu0pS814LK4XCe8MqrEVdrEct1qIWa1EX6+EV6d8/EEjubt3lSUmRo6hIUTs+VvVVA4Me0zAMZWeO1Yu7/6VVuSs0OnNM0GMCAGAX24qPxcXFcrvdSk1NrXM9NTVV+/fvr/c1ubm52rx5s2644Qb99a9/VU5Ojh566CFVV1frnnvuaVT81NSWF517c4xzUarLJUnR7dqoTZvA5rnx4zWSvINm2rVNktTM18IGrEct1qIu1qMWa1GLtaiL9QAQMIYh18DBin13maK3bLak+Cippvi4OmeFNOxRS2ICAGAH24qPF8M0TaWmpurhhx+W0+lUnz59dPToUc2bN6/RxcfCwlPyzVoJCsPwfjAKdpymiPvqsBIlVSa20qnjpwL67MW735YkjWg/WoWFp5r9WlgpFN4bVmEt6mI9arEWtViLulgPL/86AAgM18Ah3uLj1s0qv/uHlsS8puMoOQ2nPi/eq9xTOerUMtOSuAAAWM224mNycrKcTudZw2UKCwvVpk2bel/Ttm1bRUVF1Tli3aVLFxUUFKiqqkoxMTENjm+asuRDi1VxLoZR7Dt2nZQc0BwPncrV7qJdchgOjeo0pubZzXkt7MB61GIt6mI9arEWtViLulgPAIHkGuTr+/jBZu//c7Ggt0Hr2CQNSLtaW49s1uqclfpO75lBjwkAgB1sGzgTExOj3r17a9Om2qlyHo9HmzZtUv/+/et9zZVXXqmcnBx5PJ6aawcPHlTbtm0bVXiEl6PYO3DGkxzYgTP+KdcD0q5WSlzqBe4GAAAA7FV9eT+ZsbFyHD8u5/4vLYvrn3q9KmeFZTEBALCardOuZ86cqQULFmjRokXat2+fHnzwQZWXl+vmm2+WJM2ePVtPPPFEzf233XabSkpK9Mgjj+jAgQNas2aN/vKXv+jb3/62Xd9CSDOKgzPtemWOt/g4rjNTrgEAABACYmPl6j9AkhS9ZbNlYcdkjpMkvX9ojVxul2VxAQCwkq09HydMmKCioiI988wzKigoUM+ePfX888/XHLvOz8+Xw1FbH01PT9e8efP06KOPavLkyUpLS9N3vvMd3X777XZ9CyHNccax60CpqK7QukNrJUljOl8bsOcCAAAAwVQ9aIhiNm9U1JZN0rdmWBKzb9sr1KZFGx0vP64Pj27VkIxhlsQFAMBKtg+cmT59uqZPn17v1+bPn3/Wtf79+2vBggXBTisi+Hs+BnLn48a89SqrLlP7hHT1Se0bsOcCAAAAweQaOEiSFL3Vup2P/h7pr3/+qlblrKD4CAAIS7Yeu4a9gtHzccVX70mSxmZeK8OCRt0AAABAILiu9hYfo/Z9KaOgwLK4/r6Pb325SG988Zo2HF4nt8dtWXwAAIKN4mMEq9n5mByYY9emaWq5v/hIv0cAAACEEDMpWdVZPSVJ0R9ssSyuv9fjwZP7defyWbrprYkaML+3luxbbFkOAAAEE8XHSFVVJUfpKUmB2/m4r+RLfXXyoKId0bqm48iAPBMAAACwimvgEElS9JZNlsRbsm+x/t/qu8+6nn86X7Pem0EBEgAQFig+RiijpESSZBqGzFatA/LMFTneXY9DMoYrMaZlQJ4JAAAAWMU1aLAkKXpr8IuPbo9bc9bPlinzrK/5r83Z8ABHsAEAIY/iY4Ty93s0k5IkpzMgz1z+1X8kSWM7jwvI8wAAAAAruQZ6i49ROz6RysqCGmtz/kblnc4759dNmcorPazN+RuDmgcAAMFG8TFCBXrYTGnVKW3O2yBJGke/RwAAAIQgT2Znuduny3C5FP3xR0GNdbTsSEDvAwCguaL4GKECPWxm7aE1cnlcuqTVperSultAngkAAABYyjBqdj9Gb90c1FBp8e0Deh8AAM0VxccIFeidjyt8U67HdR4vwzAC8kwAAADAatW+vo9RQR46Mzh9qDISMmSo/r87GzKUkdhBg9OHBjUPAACCjeJjhDKKfD0fA1B8NE1TK3z9Hsd0vrbJzwMAAADs4hrkm3j9wVbJ4wlaHKfDqbnDH5ekswqQ/j/PHfaYnI7A9GcHAMAuFB8jlKPEe+zaE4Bj158d36GjZUcUHxWvoRnDm/w8AAAAwC7VvfrIjE+Q4+QJOffsDmqsSV0na974+UpPSK9zPSk2WfPGz9ekrpODGh8AACtQfIxQRnHgdj76dz2O6DhScVFxTX4eAAAAYJuoKLmuGihJig7y0WvJW4DcNmOnFk1ZqjGZ3lNE4y+5nsIjACBsUHyMUA7fwBlPUtN3Pi739Xscy5RrAAAAhAHXwEGSgj90xs/pcGpYhxH6/uV3SZLWHlot0zQtiQ0AQLBRfIxQNTsfU5q287GwvFDbjn4gSRqbSb9HAAAAhL6avo8WFR/9hmQMU4uoFso/nac9RcE98g0AgFUoPkYoR1Fgpl2vzl0hU6Z6pvRWh5YdA5EaAAAAYKvqAVfJdDjkzM1R3Ly/KnrDOsntDnrcuKg4DckYJklanbsy6PEAALACxccIZfgGzphNHDjj7/c4jiPXAAAACBPRa1ZLTu+U6ZY/v19JN01UyoDeilmyOOixszuNlSStylkR9FgAAFiB4mOEchQ3feej2+PWat9fisZ25sg1AAAAQl/MksVqNWuG5HLVue7Iz1erWTOCXoAcnektPm7O26DTrtNBjQUAgBUoPkaisjIZFRWSmtbzcdvRD1VcWazWsUm6qv3AQGUHAAAA2MPtVuKc2ZJpyvjalwzfAJjEOQ8E9Qh2t6Tu6tQyU1WeKm3KWx+0OAAAWIXiYwRy+I9cR0XJTEi86Oes8E25Ht0pW1GOqIDkBgAAANglevNGOfPyzio8+hmmKWfeYUVv3hi0HAzD0KhOYyRJq3Po+wgACH0UHyOQ4Rs2YyanSMa5/mp1YStyvP0ex9LvEQAAAGHAcfRIQO+7WNm+o9ercun7CAAIfRQfI5B/56OnCcNm8kvz9NnxHTJkKDtzXKBSAwAAAGzjSWsf0Psu1ogO18hpOLWv5Et9dfJgUGMBABBsFB8jkFF8xs7Hi7QyZ7kk6cq0AWrTok1A8gIAAADs5Bo8VO6MDJnnOB1kGobcGR3kGjw0qHm0im2tq9sPksTRawBA6KP4GIEcRU2fdL3c1+9xTCZTrgEAABAmnE6Vzn1cks4qQPr/XDr3McnpDHoqo/19H3MpPgIAQhvFxwhkNPHYdaW7Uu8fWiNJGke/RwAAAISRqkmTdXLefHnS0+tcN1sn6eS8+aqaNNmSPPx9H9cdWiuX22VJTAAAgoHiYwRyFDXt2PXmvI067SpV2xbt1LftFYFMDQAAALBd1aTJKtq2UyWLlqpiwiTvtdHZlhUeJalv2yvUpkUblbpO6cOjWy2LCwBAoFF8jEAOX89HT8rFFR9rp1xfK4fBWwgAAABhyOmUa9gIVdxxtyQp5v01ksdjWXiH4dDIjtmSpFU5TL0GAIQuKkcRyH/s2kxq3LFrt8etDYfXadEXr0uqPQoCAAAAhCvXgKvlSUiUo7BQUTs/tTS2/+/b9H0EAIQyio8R6GIGzizZt1gD5vfWTW9N1LGyo5KkX274uZbsWxyUHAEAAIBmISZGruEjJEnRq1dZGnqUb+jMjoKPdazsmKWxAQAIFIqPEcgo9vd8bNjOxyX7FmvWezOUdzqvzvWjp49o1nszKEACAAAgrFWNHC1Jilm72tK4bePb6vK2/SRJa3OtLXwCABAoFB8jkKPYP+36wjsf3R635qyfLVPmWV/zX5uz4QG5Pe7AJgkAAAA0E65R3h2I0Vs2SmVllsYe7dv9SN9HAECoovgYaUyztudjAwbObM7feNaOxzqPk6m80sPanL8xYCkCAAAAzYm7aze5O3aSUVWl6M0bLI3t7/u49tAqeUzrBt4AABAoFB8jjFF6SkZ1tSTJ04CBM0fLjjTouQ29DwAAAAg5hlF79HqNtUevr0obqMToljpeflyfFnxiaWwAAAKB4mOEMXzDZswWLaQWLS54f1p8+wY9t6H3AQAAAKHINSpbkhSz1trei9HOaI3oOFISU68BAKGJ4mOEcRQ3btL14PShykjIkCGj3q8bMpSR2EGD04cGLEcAAACguakaMVKmYShq9y45juRbGpu+jwCAUEbxMcIYvmEzZgOOXEuS0+HU3OGP1/8sX0Fy7rDH5HQ4A5MgAAAA0AyZKamqvqKfJCna4qnXozO9xccPj27VycoTlsYGAKCpKD5GmJqdjw0YNuM3qetkzRv/r7N2P6YnZmje+Pma1HVyQHMEAAAAmqMq39TrmDXWHr3u3OoSdU3qpmpPtdYdft/S2AAANBXFxwhj+IqPDd356HdFu/4yZcppOPXcmL9q0ZSl2jb9MwqPAAAAiBgu/9CZ99dIHmsnT2d38k69Xp1D30cAQGih+BhhHL5j1w3t+ei3u3CnJOmy5CxN7fFNDeswgqPWAAAAiCiuqwbKjE+Qo+CYnLt2Whrbf/R6de4KmaZpaWwAAJqC4mOEqdn52Ihj15K0p2i3JKlnas+A5wQAAACEhNhYVQ0dJsn6o9dDMoYr1hmr3FM52lfypaWxAQBoCoqPEaZm52Mjj13v8u187JnSO+A5AQAAAKHCNSpbkhSz1triY0J0ggalD5UkrcpZbmlsAACaguJjhDEuYuCMVLvzMSu1V8BzAgAAAEKFf+hM9OaNUnm5pbGzM719H1flrrA0LgAATUHxMcL4p12bjej56HK79EXxXklSzxSKjwAAAIhc7u6XyZ2eIaOyUtFbNlkae3Qnb+FzU94GlVdbW/gEAOBiUXyMMMZFHLvef2KfXB6XEqIT1bFlp2ClBgAAYJsXX3xR2dnZ6tu3r6ZOnaodO3ac9/6TJ0/qoYce0vDhw9WnTx+NHz9ea9eutShb2MowVOU/em1x38eslJ5KT8hQeXW5NudttDQ2AAAXi+JjhHFcxMAZ/6TrrJSechi8ZQAAQHhZtmyZHn30Ud19991atGiRsrKyNGvWLBUWFtZ7f1VVlWbOnKnDhw/r6aef1rvvvquHH35YaWlpFmcOu7hsKj4ahlGz+3F17kpLYwMAcLGoJEUSt1vGiROSJE8jjl3vKdoliSPXAAAgPL3wwguaNm2abrnlFnXr1k0PPfSQ4uLitHDhwnrvX7hwoU6cOKHnnntOAwYMUMeOHTVw4EBlZWVZnDnsUjVilCQpatdnMo4etTS2v+/j6hz6PgIAQkOU3QnAOsaJEhmmKUkyk5Ia/Lpd/uIjw2YAAECYqaqq0s6dO3XHHXfUXHM4HBo6dKi2b99e72tWrVqlfv366Te/+Y1WrlyplJQUTZo0SbfffrucTmej4htGk9Jv0LODGSOUBHQ92rZR9eX9FLXjY8WuW63Kqd8MwEMbZmSnUXIYDu0t3qO80kPq0LJjo5/Be6Mu1qMWa1GLtaiL9ajFWng15vun+BhB/EeuPS1bSdHRDX7dnkJv8TGLnY8AACDMFBcXy+12KzU1tc711NRU7d+/v97X5ObmavPmzbrhhhv017/+VTk5OXrooYdUXV2te+65p1HxU1NbXnTuzSlGKAnYelw/XtrxsVpuWqeWd90emGc2QBu11KAOg7Tp0CZ9ULxBV1z63xf9LN4bdbEetViLWqxFXaxHLdai4Sg+RhD/sBkzueHDZk67TuurkwclST1TewcjLQAAgJBimqZSU1P18MMPy+l0qk+fPjp69KjmzZvX6OJjYeEp+Q6mBJxheD8YBTNGKAn0ekQPGq7Wekye9/6jooKTlm6BGZE+SpsObdLiXUt1Y+Y3Gv163ht1sR61WItarEVdrEct1sLLvw4NQfExgtTsfGxEv8fPi/bIlKk2LdqqTYs2wUoNAADAFsnJyXI6nWcNlyksLFSbNvX/3adt27aKioqqc8S6S5cuKigoUFVVlWJiYhoc3zQV9A8uVsQIJYFaj6qrB8ts0UKOY0fl2LVL7l7W/aB+dOZYPf7Bo1qbu1oud7WiHBf3sY73Rl2sRy3WohZrURfrUYu1aDgGzkQQo8g36boROx931/R7ZNcjAAAIPzExMerdu7c2bdpUc83j8WjTpk3q379/va+58sorlZOTI4/HU3Pt4MGDatu2baMKjwhxsbFyDRkmSYpZu9rS0P3aXqnk2GSdrDqhj45uszQ2AACNRfExgjhKvMeuPRdTfEzpGZScAAAA7DZz5kwtWLBAixYt0r59+/Tggw+qvLxcN998syRp9uzZeuKJJ2ruv+2221RSUqJHHnlEBw4c0Jo1a/SXv/xF3/72t+36FmCTqlHZkqSYNSstjet0ODWy02hJ0qrc5ZbGBgCgsTh2HUGMYv/Ox4Yfu95d6C8+svMRAACEpwkTJqioqEjPPPOMCgoK1LNnTz3//PM1x67z8/PlcNT+zD49PV3z5s3To48+qsmTJystLU3f+c53dPvt1g0dQfNQNdJbfIzetEGqqJDi4iyLPbrTWL355Rtak7NSPxs4x7K4AAA0FsXHCOIoanzPxz2+nY9Zqex8BAAA4Wv69OmaPn16vV+bP3/+Wdf69++vBQsWBDstNHPurJ5yp7WX8+gRRW/dLNc1oyyLPTpzjCRp+7GPVFheqNQWqRd4BQAA9uDYdQQxSho37bqwvFDHyo5Kknpw7BoAAACoyzDkqjl6vcrS0O0T0tUzpbdMmXr/kLU9JwEAaAyKjxHEUeTv+diwnY/+XY+ZrS5RYnRi0PICAAAAQlXVSG/vxWiLi4+SlJ05VpK0KmeF5bEBAGgoio8RpLbnY8N2Pu4u3ClJ6pXSK2g5AQAAAKGs6hpf8fGzHTIKCiyN7T96vTp3pUzTtDQ2AAANRfExgtROu27YzsfdRbslSVkUHwEAAIB6me3aydXncklSzPvWHn8elD5E8VHxOlZ2VDsLP7M0NgAADUXxMYIYjRw449/52DOV4iMAAABwLi7f0euYtdYWH2OdsRrWYYQk7+5HAACaI4qPkaKqSo7TpZIaduzaNE3tYecjAAAAcEFVvqEz0WtWSRYff/b3fVxN30cAQDNF8TFCGMW+SdcOh8zWSRe8/1BprkpdpxTtiFbXpG5Bzg4AAAAIXa5BQ2TGxcl5JF/OvXssjT26k7fv45b8TSp1lVoaGwCAhqD4GCEc/mEzSUmS48L/2vcUeiddd0vqrhhnTDBTAwAAAEJbXJxcg4dKkmLWWjv1+tLWXdW51SVyeVzacHidpbEBAGgIio8RombYTFIDJ10XeYuP9HsEAAAALqxqlHcHYvQaa4uPhmHU7H7k6DUAoDmi+Bgh/MNmzAYPm/EWH+n3CAAAAFxYlX/ozMb1UmWlpbGzM8dJklZRfAQANEMUHyOE/9i1pwHDZqQzdz72DlpOAAAAQLhw9+otT9t2MsrLFf3BFktjD+8wQlGOKB08eUD7T+yzNDYAABdC8TFC1AycacDOR5fbpS+LP5ckZaX0DGpeAAAAQFgwjNrdjxYfvU6MaalB7YdIklbnrLQ0NgAAF0LxMULU7HxMuXDx8cCJ/aryVCkhOlGdWmYGOzUAAAAgLFSNypYkRa9dbXns0Znevo9rcik+AgCaF4qPEcLwDZwxGzBwZnfRTklSVkqWHAZvEQAAAKAhXL6dj1E7PpZx/LilsUdnjpUkrTv0vqrcVZbGBgDgfKgsRQhHkb/n44V3Ptb0e0yh3yMAAADQUJ609qru2VuGaSpm3RpLY/dO7aO2LdqprPq0th7ZbGlsAADOh+JjhDB8x67NBhy7rp10Tb9HAAAAoDHsOnrtMBw1R6+Zeg0AaE4oPkYIh2/gjKcBx673MOkaAAAAuCj+4mPMmlWSaVoae3Qnb/GRoTMAgOaE4mOEaOjOx9Ou0zp44oAkKSulV9DzAgAAAMKJa/BQmbGxcuYdlvOLzy2NPbJTtgwZ2ln4qY6ePmJpbAAAzoXiYyQwzdpp1xfY+fhF8V6ZMtWmRVu1jW9rRXYAAABA+GjRQq5BQyVJMWtXWRq6TYs2uqJtP0nSaqZeAwCaCYqPkaC8XEZlpaQL73z093vsya5HAAAA4KJU+aZeR6+xtvgoSdm+qder6fsIAGgmKD5GAP+uRzM6WmZC4nnvrZl0nUrxEQAAALgYNX0fN6yXqqosjT3KV3xce2i13B63pbEBAKgPxccIYPiGzZhJyZJhnPfe3YU7JdHvEQAAALhY7t595GnTVkbZaUV/uNXS2FelXa1WMa1VVFGkTwq2WxobAID6UHyMADX9Hi9w5FqS9hTtlsTORwAAAOCiORyqumaUJOuPXkc5ojSi40hJ9H0EADQPFB8jgH/StSf5/MXHoopCHS3zTsXrkZwV9LwAAACAcFVz9NrioTNSbd/HVfR9BAA0AxQfI4DjzGPX57Gn0LvrMbPVJUqMaRn0vAAAAIBw5fINnYn6eLuMokJLY4/uNEaStO3oByqpKLY0NgAAX0fxMQI09Nj17iJvv8eeKT2DnhMAAAAQzjzpGarO6inDNBWzbq2lsTu27KTLknvIY3q07rC1sQEA+DqKjxHAKPJNu77Azsfdvp2PPVN6Bz0nAAAAINxVjfQevY5eu9ry2P7dj6tz6PsIALAXxccI4CjxHrVo6M7HrFR2PgIAAABN5RrlPXods2aVZJqWxh59Rt9H0+LYAACcieJjBPAPnDHPM3DGNM3aSdfsfAQAAACarGrwMJkxMXIeypVz/5eWxh6SMUxxzjjlnT6sz4v3WhobAIAzUXyMAA7fsWvPeY5dHy49pFNVJxXliFLXpG5WpQYAAACEr4QEuQYNkSRFr7F26nWLqBYakjFMElOvAQD2ahbFxxdffFHZ2dnq27evpk6dqh07dpzz3jfeeEM9evSo86tv374WZht6DN+xa/M8x673FO2SJHVPukwxzhhL8gIAAADCXdXIM45eW2x0pq/vYy7FRwCAfWwvPi5btkyPPvqo7r77bi1atEhZWVmaNWuWCgsLz/maxMRErV+/vubX6tXWN3AOJTXTrs9z7HpXobf4mMWkawAAACBgXKN8Q2fWr5NcLktjZ3caJ0nalLdBZa4yS2MDAOBne/HxhRde0LRp03TLLbeoW7dueuihhxQXF6eFCxee8zWGYaht27Y1v9q0aWNhxiHGNGUU+3Y+Jp/72LV/52PPVPo9AgAAAIFS3edyeVJT5ThdquhtH1gau3vyZeqQ2FGV7kptyltvaWwAAPyi7AxeVVWlnTt36o477qi55nA4NHToUG3fvv2crysrK9Po0aPl8XjUq1cv/eQnP1H37t0bFdswLjrtRj0/2HEumMepkzLcbkne4uO58tld6C8+9gp4zs1lLZoL1qMWa1EX61GLtajFWtTFenhF+vcPhBSHQ1XXjFLcooWKXrNSrsFDLQttGIayM8dq/q5/aHXuSo3pfK1lsQEA8LO1+FhcXCy3263U1NQ611NTU7V///56X3PppZfqt7/9rXr06KFTp07p73//u775zW9q6dKlat++fYNjp6a2bFLuzS3OOZ0s8P7eooXadGpX7y3Vnmp9UeKdgDes20C1SQ5OzravRTPDetRiLepiPWqxFrVYi7pYDwChpGrUGMUtWqiYtatV9rNfWhp7VKcxmr/rHwydAQDYxtbi48Xo37+/+vfvX+fPEyZM0CuvvKL/9//+X4OfU1h4SqYZhAR9DMP7wSjYcS4kan+ukiS5k1NUfPxUvfd8XrRXVe4qxUclKKE6RcfPcd/Fai5r0VywHrVYi7pYj1qsRS3Woi7Ww8u/DgBCg8s3dCZq+0cySoplJp27HVKgXdNxpJyGU1+WfKGck18ps1Vny2IDACDZXHxMTk6W0+k8a7hMYWFhg/s4RkdHq2fPnsrJyWlUbNOUJR9arIpzToXeYTNmcso589hdM2wmS4YcQcvX9rVoZliPWqxFXaxHLdaiFmtRF+sBIJR4Mjqo+rIeivp8r6LXva+qG6ZYFrt1bJIGpF2trUc2a3XuSv1X7+9ZFhsAAMnmgTMxMTHq3bu3Nm3aVHPN4/Fo06ZNdXY3no/b7dbnn3+utm3bBivNkFY76frcP13dVbRTEsNmAAAAgGCp8u1+jFmzyvLY2ZljJUmrc1ZaHhsAANunXc+cOVMLFizQokWLtG/fPj344IMqLy/XzTffLEmaPXu2nnjiiZr7n332Wa1fv165ubnauXOnfvrTnyovL09Tp06161to1owS/6TrlHPes6dwtyQpK6WnJTkBAAAAkcY1KluSFLN2leVbt0d3GiNJev/QGrncLktjAwBge8/HCRMmqKioSM8884wKCgrUs2dPPf/88zXHrvPz8+Vw1NZIT548qV/+8pcqKChQ69at1bt3b73yyivq1q2bXd9Cs+Yo8u98PHfxcTc7HwEAAICgqhoyXGZ0tJw5X8lxYL88XbpaFvuKdv2VGpeqwopCbTv6gYZ0sG7iNgAAthcfJWn69OmaPn16vV+bP39+nT//4he/0C9+8Qsr0goLtTsf6z92XeYq08ETByRJWSm9LMsLAAAAiCiJiXJdPUgxG9crZs0qVVhYfHQYDo3sNFpvfPG6VuWsoPgIALCU7ceuEVwX2vn4efEemTLVpkUbtYtvZ2VqAAAAQESpPXq92vLYozv5+j7m0vcRAGAtio9hrmbgTEr9xcc9Rf5+j+x6BAAAAIKpyld8jF7/vuSytvfiqExv38dPCraroKzA0tgAgMhG8THM1Ry7Tqr/2PWuQl+/R4qPAAAAQFBV971CnuRkOU6dVNRH2yyNnRafpj5tLpckrc21fuI2ACByUXwMcxc6dr2naJckKSuV4iMAAAAQVE6nqq4ZLck39dpi/qnXq3JWWB4bABC5KD6GOaP4/ANndhd6i4/sfAQAAACCzzXSV3xcY33xMTvT2/fxPwff1YufvqgNh9fJ7XFbngcAILI0i2nXCBK3W44TJZLq3/lYVFGoo2VHJElZKT2tzAwAAACISFW+4mPURx/KOFEis3WSZbELygpkyNCJqhOa/sZ0SVJGQobmDn9ck7pOtiwPAEBkYedjGDNKSmr+ub6dj3sKvcNmMlt2VmJMS6vSAgAAACKWp1Omqrt1l+HxKHr9OsviLtm3WHcsnylTZp3r+afzNeu9GVqyb7FluQAAIgvFxzDmKPH1e2zZSoo6e5Prbn+/R3Y9AgAAAJax+ui12+PWnPWzzyo8Sqq5NmfDAxzBBgAEBcXHMGb4hs2Y5xg2U9PvMbW3ZTkBAAAAka5qlHfwi1VDZzbnb1Te6bxzft2UqbzSw9qcv9GSfAAAkYXiYxhzFPt2PqbUP2xmDzsfAQAAAMu5hg2XGRUl58EDchzYH/R4/j7vgboPAIDGoPgYxmomXSedXXw0TVN7irw9H9n5CAAAAFjHTGwp11UDJUkxa1cHPV5afPuA3gcAQGNQfAxjtTsfzz52nVd6WCerTijKEaVuSd2tTg0AAACIaK5R2ZKsKT4OTh+qjIQMGTLq/bohQxmJHTQ4fWjQcwEARB6Kj2HM8BUf69v5uLtopySpW1J3xThjLM0LAAAAiHRVvqEz0evWStXVQY3ldDg1d/jjklRvAdKUqbnDHpPT4QxqHgCAyETxMYw5fMeuPfUMnNntO3JNv0cAAADAetX9rpSndZIcJ08oavu2oMeb1HWy5o2fr/SE9Hq/np5Y/3UAAJqK4mMYq+n5WM+x692F3p2PPVPo9wgAAABYzumU65pRkqw5ei15C5DbZuzUmzcu1Us3v6Q3b1yqW7tPkyT9ZPW9qnJXWZIHACCyUHwMY44iX8/Heo5d+4fNZKX2sjQnAAAAAF7+o9cxa1ZZFtPpcGpYhxG6re9tGtZhhOaOeExtWrTR7qJdenb7Hy3LAwAQOSg+hjGjpP6dj9Wean1RvFeS1DOF4iMAAABgB3/xMWrbBzJOnbQlh5S4VM0d/pgk6ckPH9cXxZ/bkgcAIHxRfAxjNdOuv9bz8cCJ/ap0Vyo+KkGZrTrbkRoAAAAQ8TydL1H1pV1kuN2KXr/Otjxu6narxmZeqypPlX6y5l55TI9tuQAAwg/FxzDm7/n49WPXe4p2SZKyUrLkMHgLAAAAAHZxjcqWJMWsWWlbDoZh6PGRTykhOlFb8jfpnzv/blsuAIDwQ+UpXFVVyXG6VNLZx653+YbNZHHkGgAAALBV1agxkqRoi4bOnEvHlp00Z/CvJUkPb/q18koP25oPACB8UHwMU/4j16bDIbNV6zpf8w+b6cmwGQAAAMBWrmHDZTocitq/T3F//ZOiN6yT3G5bcvlu7//WVWkDVeo6pQfe/4lM07QlDwBAeKH4GKb8R67NpCTJUfdf8252PgIAAADNQvT7a6WoKElSyzk/U9JNE5UyoLdiliy2PBenw6knR/+voh3Reu/gO3p735uW5wAACD8UH8PUuYbNlFeX68CJ/ZKknqm9Lc8LAAAAgFfMksVqNWuGVFVV57ojP1+tZs2wpQCZldJTP7ryPknSz9bdr+KKIstzAACEF4qPYcoo8h27/tqwmc+L9siUqdS4VLVt0daO1AAAAAC43UqcM1syTRlf+5LhO+6cOOcBW45g/2jAfeqRnKXj5QV6cOMcy+MDAMILxccw5SjxTbr+2rCZ3b5J1z1Te8swvv7XHAAAAABWiN68Uc68vLMKj36GacqZd1jRmzdampckxTpj9eTo/5UhQy/v+bfW5to7DAcAENooPoapmp2PXzt2vbvQW3zMSulpeU4AAAAAvBxHjwT0vkC7uv0gfa/v7ZKk+9f+SGWuMlvyAACEPoqPYapm52Ny3WPXe87Y+QgAAADAHp609gG9Lxj+Z9CvlZHQQV+dPKjHP/itbXkAAEIbxccwZRSfY+djETsfAQAAALu5Bg+VOyND5jlaIZmGIXdGB7kGD7U4s1qJMS31+5FPSZL+/Mmz+uTYdttyAQCELoqPYcrhO3btOWPgTHFFkY6czpdE8REAAACwldOp0rmPS9JZBUjT93vp3Mckp9PixOoad8l1urn7rfKYHv14zb1yuV225gMACD0UH8OU4Tt2bZ4xcGZP0W5JUqeWmWoZ08qWvAAAAAB4VU2arJPz5suTnn7W10r/8LSqJk22IauzPTzsMSXHJuuz4zv0f588a3c6AIAQQ/ExTDl8x649Zxy7rpl0ndLLlpwAAAAA1FU1abKKtu1UyaKlOvnnearu2UuGJKOkxO7UarSNb6vfDHtUkvSHDx7V/pIvbc4IABBKKD6Gqdpp17XHrmsnXVN8BAAAAJoNp1OuYSNUefNUlf/3nZKkuAUvSaZ5gRdaZ1qP2zSqU7Yq3BX6yZofymN67E4JABAiKD6GI9M8Y9r1mceu/ZOuKT4CAACc6cUXX1R2drb69u2rqVOnaseOHQ163dKlS9WjRw/94Ac/CHKGiBSVU26SGRenqL17FPVJ8xnwYhiGfj/yj4qPitfGvPV6afd8u1MCAIQIio/hqKxMRmWlpNrio2ma7HwEAACox7Jly/Too4/q7rvv1qJFi5SVlaVZs2apsLDwvK87dOiQHnvsMV111VUWZYpIYLZqrcrrJ0qS4l59yeZs6urc6hL9bNAcSdKDG+fo6OkjNmcEAAgFFB/DkL/foxkdLSUkSJLyT+fpZNUJRTmi1D35MjvTAwAAaFZeeOEFTZs2Tbfccou6deumhx56SHFxcVq4cOE5X+N2u3X//ffr3nvvVadOnSzMFpGgctptkqTYRa9LVVU2Z1PX7X3vUv92V+pk1Qn9bN39dqcDAAgBUXYngMAzis84cm0YkqTdhTslSV1bd1OMM8a23AAAAJqTqqoq7dy5U3fccUfNNYfDoaFDh2r79nMfeX3uueeUmpqqqVOnatu2bRcd3/dXtaDwPzuYMUJJKK2Ha1S2PO3S5Dh2VLEr/6OqCZMC+vymrEWU06mnRj+rsa9do6X7F2vp/sWa1LV5TOW+WKH03gg21qIWa1EX61GLtfBqzPdP8TEM1ex8PHPYTNFuSfR7BAAAOFNxcbHcbrdSU1PrXE9NTdX+/fvrfc2HH36o119/XW+++WaT46emtmzyM5pDjFASMuvxnRnSH/6gVosWSN+5LSghLnYtRrYZogeGPaBH1j2iX6z/qW68YqKS4pICm5wNQua9YQHWohZrURfrUYu1aDiKj2HIqGfYjH/nI/0eAQAALl5paalmz56thx9+WCkpKRd+wQUUFp4K2kBjw/B+MApmjFASauvhvOEWJf/hDzKXLlXR3oMyv1Ygb4pArMWdvX6kVz59VftKvtSP3v6Jnhj9dMDys1qovTeCibWoxVrUxXrUYi28/OvQEBQfw5CjyL/z8cxJ1/6dj71tyQkAAKA5Sk5OltPpPGu4TGFhodq0aXPW/bm5uTp8+LDuuuuummsej0eS1KtXL7377rvKzMxscHzTVNA/uFgRI5SEynpU9+wtV98rFP3pJ4pZ9LoqZt1x4Rc1UlPWItYZpydH/a+mvHm9/rXrBd3cfaqGdhge2AQtFirvDSuwFrVYi7pYj1qsRcMxcCYM+Y9de3zHrqs91fq8eI8kKSulp215AQAANDcxMTHq3bu3Nm3aVHPN4/Fo06ZN6t+//1n3d+nSRW+//bbefPPNml/Z2dkaNGiQ3nzzTbVv397K9BHmKr/hPW7d3KZe+w3JGKbv9PqeJOkna+5VeXW5zRkBAJojio9hyD9wxr/z8eCJA6p0Vyo+Kl6dW11iY2YAAADNz8yZM7VgwQItWrRI+/bt04MPPqjy8nLdfPPNkqTZs2friSeekCTFxsbqsssuq/OrVatWSkhI0GWXXaaYGAb7IXAqbpoqMypK0R9vl3PvHrvTqdevhjyk9gnp2n9in5788HG70wEANEMUH8NQ7c5Hb/Fxd5G332OPlCw5DP6VAwAAnGnChAl64IEH9Mwzz2jKlCnavXu3nn/++Zpj1/n5+SooKLA5S0Qis21bVY0ZJ0mKW/CyzdnUr1Vsaz12zZOSpGe3/1GfHf/U5owAAM0NPR/DkPG1ade7C3dJknqm0O8RAACgPtOnT9f06dPr/dr8+fPP+9rf/e53wUgJkCRVTPuWYt97R7GvvaLTv/iV5HTandJZrr90om7oeqPe3vemfrz6Hr1zy0pFOfioCQDwYhtcGHIU1512vbvIW3zMSqXfIwAAABBKqq69Tp6kJDmP5Ct63Vq70zmn3474vVrHJumTgu36647/szsdAEAzQvExDNXsfEzxFh/3FLHzEQAAAAhJsbGqvPEWSc138IwkpcWn6cEhcyVJj22dq4MnDticEQCguaD4GIYcJb6dj0nJKq8u14ET+yVJWam97EwLAAAAwEWo+Ma3JEmxy96Wceqkzdmc27d6ztCIDiNVXl2u+9f+P5mmaXdKAIBmgOJjuDHN2mnXKSn6onivPKZHqXGpateinc3JAQAAAGis6iuvUnXXbjLKyxWzZLHd6ZyTYRj6/ag/Ks4Zp/cPrdbLe/6tDYfX6Y0vXtOGw+vk9riDFtvtcVsWCwDQOHQBDjPGyRMy3N7/0HqSkrXr4CpJUlZKLxmGYWdqAAAAAC6GYajyG99S1G9/o7hXX1LlbfUPR2oOurTuqp8O/IUe3vQr/Xj1PTJVu/sxIyFDc4c/rkldJwc05pJ9izVn/Wzlnc4LeiwAQOOx8zHM1Ox6jI+X4uK0p2i3JKknR64BAACAkFUx9ZsyDUMxG9fL8dVBu9M5r84tO0tSncKjJOWfztes92Zoyb7A7d5csm+xZr03o07hMVixAAAXh+JjmHH4hs3UTLou3CnJu/MRAAAAQGjydOgo1/CRkqS411+1OZtzc3vc+tWGn9f7NX8xcs6GBwJyLNrtcWvO+tlnFTmDEQsAcPE4dh1maiZdJyVLEjsfAQAAgDBRMe2bilm3RrELXlbZT2ZLzbCt0ub8jWftQjyTKVN5pYfV+a9pcjqcMuT/Hry/G4ZRc83fNursP3tVe6pV6iq9YKzN+Rs1rMOIJnxXAICmoPgYZhy+Y9eelBSVVBQr3/cf/qyUnnamBQAAAKCJKidOlvnAfYo6sF9RW7eoetBgu1M6y9GyIw26r8pTJXmCnIxPQ3MCAAQHxccwY5xx7Nq/67FTy0y1jGllZ1oAAAAAmioxUZU3TFHcqy8pbsHLKm2Gxce0+PYNuu/PY/+uq9pfXXM82jR9v6vu7/r6dbP2n7cd+VA/XH1nwHICAAQHxccw49/5aCYla1eRv98jux4BAACAcFAx7TbFvfqSYt96Q6Vzfye1aGF3SnUMTh+qjIQM5Z/Or7cXoyFD6YkZmtLtJjkdzibF6tK6q3639TfnjCVJ7RPSNTh9aJPiAACahoEzYaZm52NKivYU7pIk9UzpbWdKAAAAAALENWyE3B07yXHyhGLfW2Z3OmdxOpyaO/xxSTqjn6Pq/HnusMeaXHi8UCy/aCNaJZUlTY4FALh4FB/DjKOoduDM7iJv8TErlZ2PAAAAQFhwOFQx9RuSpNgFL9ucTP0mdZ2seePnKz0hvc719MQMzRs/X5O6Tg56rHbxaWoV00q5pTm6dfFkFZYXBiwmAKBxOHYdZhwlvoEzycm1k67Z+QgAAACEjcqptynhqT8oZvVKGUePykxLszuls0zqOlnXXzpRm/M36mjZEaXFt9fg9KEB2fHY0Fj7T+zTjW9O0M7CT3XL4hu0cPLbSm2RGvD4AIDzY+djmPEfuy6Ml05UlshpONUtubvNWQEAAAAIFHe37nINuFqG2624hQvsTuecnA6nhnUYoZu7T9WwDiOCUng8X6zuyZfpzRuXqW2LdtpV+JluWXwDOyABwAYUH8OM/9j1fsO7A7JrUjfFOmPtTAkAAABAgFV841uSpLhmevS6ufAXINvFp1GABACbUHwMM0ZJiSRpl3lUEkeuAQAAgHBUOeUmmTExitr1mZyf7rA7nWate/JlWjRlKQVIALAJxcdwUl0tx4kSSdInnlxJDJsBAAAAwpGZnKKq8RMkSXELXrI5m+bv6wXIm9+aRAESACxC8TGM+Hc9StJHlfslsfMRAAAACFcV37hNkhS38DXJ5bI5m+bvzALk7qKdFCABwCIUH8NIzaTrVq20+8ReSex8BAAAAMJV1eix8rRpI8fxAsWsXmF3OiGhe/JlenPKsjoFyOPlx+1OCwDCGsXHMGL4hs1UtWqpCneFWkS10CWtLrU5KwAAAABBER2tilumSZLiXmXwTEN1S+5epwB5y1s3qOB0gd1pAUDYovgYRhwl3uLjqZYxkqQeyVlyGPwrBgAAAMJVxTTv1OuY95bJKC6yOZvQ4S9ApsW3167CnRrzrzHsgASAIKEyFUb8Ox+LWnj/3DOVfo8AAABAOHP3vVzVvfrIqKpS7FuL7E4npHRL7q5FU5YqLb69Pj32qW556wYKkAAQBBQfw4ij2Nvz8UhMlSQpK6WXnekAAAAAsEDFNN/gmVeZet1Y3ZK7680blyo9MV27CnfqFnpAAkDAUXwMI4bv2PVX0aWSpJ6pFB8BAACAcFdxyzSZTqeit30g55df2J1OyOmW3F1rvrtGafHttbtoFwVIAAgwio9hxFHk3fl4wHlCktSTnY8AAABA2DPT0lQ1eowkKfY1Bs9cjMtSL9NbNy2tU4AsKGMIDQAEAsXHMOJvMF0YJ6XEpahdfJrNGQEAAACwQqX/6PVrr0oej83ZhKauSd4j2O0T0rW7aJduXXwDBUgACACKj2HE3/OxMN7b79EwDJszAgAAAGCFyusmytOqtZyHchW9YZ3d6YSsrkndtWjKEgqQABBAFB/DiH/nY1EL+j0CAAAAESUuTpVTbvb+4wKOXjfF1wuQtyzmCDYANAXFxzDiKPHtfGzBpGsAAAAg0vinXse+/ZZUWmpzNqGta1J3vTnFewR7T9FuCpAA0AQUH8OIo8jX8zFe6pnS2+ZsAAAAAFipeuAgVV/aRUbZacUuXWx3OiGvS1K3eguQbo9bGw6v0xtfvKYNh9fJ7XHbnSoANGtRdieAAKmslFF2WpL32HVWSpbNCQEAAACwlGGoctptinrsEcUteEWV3/iW3RmFPH8B8sa3JmpP0W5d+/o1qva4dbTsSM09GQkZmjv8cU3qOtnGTAGg+WLnY5jwH7l2G1LL1I5qFdva5owAAAAAWK1i6jclSdHr18px+JDN2YQHfwEyKTZZh0sP1yk8SlL+6XzNem+GluxjtykA1IfiY5gwimqHzfRoQ79HAAAAIBJ5MjurauhwGaapuNdesTudsNG51aWKcUbX+zVTpiRpzoYHOIINAPWg+BgmHHUmXdPvEQAAAIhUFb7j1rELXpZM0+ZswsPm/I06VnbsnF83ZSqv9LA252+0MCsACA0UH8OEUXzmpOueNmcDAAAAwC5VkybLbNFCUV9+oaiPPrQ7nbDw9aPWTb0PACIJxccwYRQVSmLnIwAAABDpzJatVDnhBklS3Ksv2ZxNeEiLb9+g+zYd3qBSV2mQswGA0ELxMUycPpYjSSqKN9Q9+TKbswEAAABgp5qj128ulCorbc4m9A1OH6qMhAwZMs573z93/V0D/tVbf/jgdyqpKLYoOwBo3ig+homS/C8lSe7kJMU6Y23OBgAAAICdXCNGyp2eIUdJiWL+867d6YQ8p8OpucMfl6SzCpCG7/9m9rldXVp3VXFlsR7/4Le6cn4fzd30oArKCuxIGQCajWZRfHzxxReVnZ2tvn37aurUqdqxY0eDXrd06VL16NFDP/jBD4KcYfNXfixXkhSd2rDjAAAAAADCmNOpylu/IUmKW8DR60CY1HWy5o2fr/SE9DrX0xMzNG/8fD12zRPacNuH+su4v6tnSm+Vuk7pme1P6qp/99Gc9Q8or/SwTZkDgL1sLz4uW7ZMjz76qO6++24tWrRIWVlZmjVrlgoLC8/7ukOHDumxxx7TVVddZVGmzVt14VFJUkL7zjZnAgAAAKA58B+9jlm5XEYBu+8CYVLXydo2Y6cWTVmqP4+bp0VTlmrb9M80qetkSd4dkjd1v1Wrv7FB/7r+FfVvd6XKq8v11x3/p6v/fbnuW/NDHTix3+bvAgCsZXvx8YUXXtC0adN0yy23qFu3bnrooYcUFxenhQsXnvM1brdb999/v+6991516tTJwmybL4dv2nVyenebMwEAAADQHLgv6yFX/ytlVFcrbtFrdqcTNpwOp4Z1GKGbu0/VsA4j5HQ4z7rHYTh03aUT9O4tq7Xghjc1NGO4XB6X5u/6h4a8dKXuWv7f2lu0x4bsAcB6UXYGr6qq0s6dO3XHHXfUXHM4HBo6dKi2b99+ztc999xzSk1N1dSpU7Vt27aLim2cv09wk/mfH+w4kuT2uNXiZJkkqX3HXpbEbAwr1yIUsB61WIu6WI9arEUt1qIu1sMr0r9/AA1XMe02RW//SLGvvqzy79OuymqGYWhUp2yN6pStLfmb9cdtv9fKnOVa+MUCLfxigSZ2mawfD7hfl7ftZ3eqABA0thYfi4uL5Xa7lZqaWud6amqq9u+vfyv6hx9+qNdff11vvvlmk2KnprZs0uubU5zPCz9XcpkpSere5yo521jzvTWWVWseKliPWqxFXaxHLdaiFmtRF+sBAA1TedOtSvzVLxT96Sdy7topd6/edqcUsQalD9bLkxbqk2Pb9cePntDS/Ytrfo3JHKf/N+CnGpQ+uM5r3B63Nudv1NGyI0qLb6/B6UPr3WkJAM2ZrcXHxiotLdXs2bP18MMPKyUlpUnPKiw8JdMMUGL1MAzvB6Ngx5GkjV9u1W3l3n8+4Wghz/FTwQ3YSFauRShgPWqxFnWxHrVYi1qsRV2sh5d/HQDgQsyUVFWNu06xy95W3IKXdfrBuXanFPGuaNdfL1z3b+0p2q2ntz2hRV++rpU5y7UyZ7mGZgzX/xtwv0Z2HK2l+9/WnPWzlXc6r+a1GQkZmjv88ZoekwAQCmwtPiYnJ8vpdJ41XKawsFBt2rQ56/7c3FwdPnxYd911V801j8cjSerVq5feffddZWZmNii2acqSDy3BjuP2uLV6z2J91+39s6t1azma6Ycxq9Y8VLAetViLuliPWqxFLdaiLtYDABquYtptil32tmJff1Wn5zwoRYfUHpSwlZXSU/837nnNHvgLPbv9j3plz4vamLdeG/PW69JWXXTg5NmnAfNP52vWezM0b/z8kC5AsqMTiCy2DpyJiYlR7969tWnTppprHo9HmzZtUv/+/c+6v0uXLnr77bf15ptv1vzKzs7WoEGD9Oabb6p9+/ZWpm+7JfsWa8D83lr9ibd5dKVTunLhQC3Zt9jmzAAAAAA0F1Vjr5UnJUXOY0cV/f5qu9PB11zauoueGPWMPpi+Q9+//C7FOePqLTxKkinvT97mbHhAbo/byjQDxv859qa3JurO5bN001sTNWB+bz7HAmHM9mnXM2fO1IIFC7Ro0SLt27dPDz74oMrLy3XzzTdLkmbPnq0nnnhCkhQbG6vLLruszq9WrVopISFBl112mWJiYuz8Viy1ZN9izXpvhvJO5ynVd+S6qIWUX3ZEs96bwf/jBgAAAOAVE6OKm6dKkuJefcnmZHAuGYkdNHf4Y/q/sfPOe58pU3mlh7U5f6NFmQXOmZ9jz+Tf0cnnWCA82V58nDBhgh544AE988wzmjJlinbv3q3nn3++5th1fn6+CgoKbM6yeXF73JqzfnbNT71SfMXHwhbh8ZMwAAAAAIFVOe02SVLsO0tlnDxhczY4n0pPRYPuO1p2JMiZBNbXP8eeic+xQHhrFs0+pk+frunTp9f7tfnz55/3tb/73e+CkVKztjl/Y52fFKWWeX8vjPf+fuZPwoZ1GGFDhgAAAACak+or+qu6R5ai9u5Riyd+Lw0frOj41qoaNFRy0muvOUmLb1g7sYbe11x8/XPs1/E5Fghftu98RON9/SdcZx67Pt99AAAAACKUYcjVt58kKf5Pz0jf+pZa3zhRKQN6K2YJR12bk8HpQ5WRkCFDxjnviTKilBybYmFWTdfQz6d8jgXCD8XHEPT1n3Cdeez6fPcBAAAAiEwxSxYrbuGrZx14deTnq9WsGRQgmxGnw6m5wx+XpHMWIKvNak14Y4xe2fOilaldNNM09fGxjxp0L59jgfBD8TEE+X8S5vf1Y9eGDGUkdtDg9KE2ZAcAAACgWXG7lThntmSaZ5WyDNNbjkyc84DkptdeczGp62TNGz9f6Qnpda5nJHbQU6Of08iOo1VWXaYfrrpL9668U6ddp23K9MLyS/P0zSU368+fPHfBe/kcCyu5PW5tOLxOb3zxmjYcXke/0SBqFj0f0Tj+n4R97z1vn8wzj137fzI2d9hjcjro3QIAAABEuujNG+XMO3evPcM05cw7rOjNG+UaRq+95mJS18m6/tKJ2py/UUfLjigtvr0Gpw+V0+HUbVnf1tPbntBjHzyiV/e+pI+PfaS/jf+nslJ62p12DdM09frnr+oX62frRGWJ4pxxuqn7rTW7NesbPPOdXt/jcywssWTfYs1ZP7tOH9KMhAzNHf64JnWdbGNm4YmdjyFqUtfJ6tzqUkl1j12nJ2Zo3vj5/I8FAAAAgCTJcbRhPfQaeh+s43Q4NazDCN3cfaqGdRhRU5hzGA79+Kqf6o3JS5QW3157i/do/Oujms0x7OPlx/W992bo7pXf14nKEl3ZboBWTluvp7P/VO+OzhZObw+x5z/9sw6fOmRHyoggS/Yt1qz3Zpw1ACn/dL5mvTdDS/bRhiLQKD6GqMOnDumrkwckSYNiukuSbh/5C22b/hmFRwAAAAA1PGkN66HX0PvQfAztMFyrpm3QqE7ZKq8u1w9X3aV7Vt5h6zHsZfuX6JpXBmrp/sWKdkTr5wN/qSU3L1f35MskeTfSbJuxU4umLNWfx83ToilL9el3v1Dv1L46Xl6g/3r3WyqvLrctf4Q3t8etOetn17vz1n9tzoYHOIIdYBQfg8HtVvSGddLLL3t/D0LvlHcOLJEkDUkbrNQib9PH3uWt5Dz7fz8AAAAAIphr8FC5MzJkGvUPLzENQ+6MDnINptdeKGob31avTHpDvxj0KzkMhxbsfVnjXx+l3YW7LM3jRGWJ7ll5h7777rd0vPy4eqb01ru3rtaPr/qpohx1O759fUdnq9hW+uf1Lyk1LlU7Cj7WT1bfK9Pkwy0Cb3P+xrN2PJ7JlKm80sPanL/RwqzCH8XHAItZslgpA3qr9Y0TpW99S61vnKiUAb0DPj3unQNLddMu6Z1f7pIz77AkKfGXPwtKLAAAAAAhzOlU6Vzv9OR6C5CmqdK5j0lOeu2FKofh0P8bcL8WTVmq9gnp+rx4r65bOFov7/63JUW8NbmrNPKVIVqw92U5DId+2P8n+s/UNerb5vIGPyOzVWc9P/5fchpOLfxigf708f8GMWNEqiOnG9Ze4mgZbSgCieJjAMUsWaxWs2bI8bVmzo78fLWaNSNgRcGiikK1W7FOry+QWh0/GdRYAAAAAEJf1aTJOjlvvjzp6Wd9zdOhk6rGX29DVgi0IRnDtGraBo3uNEbl1eX60eof6J6Vd6jUVRqUeKWuUs1e+2NNe/tG5Z0+rC6tu+rtm97TnCEPgDT1jQAAWdtJREFUKtYZ2+jnDeswQnOH/06S9PDmX2lVzopApxxUTE9u3ooqCvXPnX9v0L1p8bShCCSKj4HiditxzmzJNPX1nyUavp80Jc55ICBHsFfse0dPvePxPjvIsQAAAACEh6pJk1W0badOvLlUeuklnfjny/IkJcl5OFct/vZnu9NDgLRp0UYvT1qo/xn0azkMh177/BWNfy3wx7A3529S9qvD9I+d8yRJs/p+XyunrdfV7Qc16bnf6/N9fbvnd+QxPbpj+fe0/8S+QKQbdEv2LdaA+b1101sTdefyWbrprYkaML83w0uaidU5KzXylSHanL/hgvemJ2RocDptKAIp6sK3oCGiN2+UM+/cfQMM05Qz77BSu3aUopq27N+rPKUWlef+uj9W9OaNcg0b0aRYAAAAAMKI0+n9jNCmpVzHT+l00Vy1/PE9Snj8t6qccpM8HTranSECwGE49KMB92lQ+hDdsfx7+qLkc123cLR+O/z3+lbPGTLO0f+zISqqK/TY1kf0p4+fkSlTHRI76unsP+majqMCkrthGPrdNU9ob9EefXh0q/5r2W1655aVSoxpGZDnB4N/evLXh5j4pyfPGz+fwbA2Ka8u19xNv9bfPvX+gKV70mW6recMPbzpV5JU7+CZ1LhUuU23nKIVRaCw8zFAHEcb1g/AUXZajpMnmvSrRaUnoDkBAAAAiEwVt02Xa+BgGWWnlTjnZ3angwAbnDFUK6etV3bmWJVXl+vHa+7R3Su/f9HHsHcUfKxrXx+p5z5+WqZM3ZY1XWu/sSlghUe/WGesXrju32qfkK69xXv0g5Xfl8ds2OdgqzE9ufn6tOATXfvayJrC4/f63K7lU9/XPf1/pHnj5ys9oW4bijYt2irGEaPPCj/VD1bczr+zAGLnY4B40hrWD+Dkc39V9YCrLjrOmpzVWvjyfXpxUeByAgAAABChHA6devwpJY8ZrtilixWz/F1VjbvO7qwQQG1atNFLE1/Xs9v/qEe3PKzXP39VHx/7SM+P/5d6pfZu0DNcbpee/ugJPbntcVV7qtW2RTs9MeoZXXfphKDlnZbQXv+47kVNefN6vXtgqX7/waN6YOD/BC3exWrM9ORhHTiZaAW3x63nPn5Gj22dK5fHpXbxaXom+0/KzhxXc8+krpN1/aUTtTl/o46WHVFafHsNTh+qdYfX6ttLp2rxvkVqFdNKT4x6pkk7heFF8TFAXIOHyp2RIUd+fk3fxTOZhiFPeoYqb57apClyrx74vV7vK/3v+wlKLio7byzXYHoUAAAAADg/d6/eKr/zHsU/97QSf/5TFQ27RoqPtzstBJDDcOiHV/5EA9OH6I7/zNSXJV/outdH67cjfq9v9/yODMOQ2+PWliMbVZZ/QvGe1hrUfqicDqf2Fu3RvSvv0McF2yVJN3S9UY9f85RSW6QGPe8r067S70f+UT9cdZee+PAx9U7t2+yOLzd0KjLTk62Rc/Ir3bPyDm3O3yhJmnDpDXpi1DP1vl+dDudZBeFRnbL153F/1+3/+S/9e/c/1To2Sb8a8hsKkE3EsetAcTpVOvdxSd7i35n8fy6d+1iTCo/Vnmr95+A78jikfb/4cVBjAQAAAIgcp+97QO4OHeXM+UoJT/3e7nQQJIPTh2jVtA0akzlOFe4K/WTNvfrBitv1+ucLNGB+b9345kR9641v6cY3J+rK+b11z8o7Nfa1Efq4YLuSYpP053Hz9Py1/7Sk8Oj3zaxv647LfyBJumflHdpVuNOy2A2REtewtWB6cnCZpqkFe1/W6AXDtDl/oxKiE/X06D/phev+3ej36w1dp+jJUf8rSXru46f1zEdPBiPliELxMYCqJk3WyXnz5Umv2zfAk56hk/Pmq2pS035Csylvg0oqS5Qal6pO374vqLEAAAAARJDERJU+4t1M0eJPz8j5+V6bE0KwpLZI1YsTX9OcwQ/JaTi18IsF+sGK/z7r6HD+6Twt2PuSKt2VGpM5Tu9/c4tu7j7Vlh1gvx46VyM6jlJZ9Wl9553bVFRRaHkO9Tl44oB+u/mhC94X52yhHslZFmQUmYorinT7f76re1beoVNVJ3V1+0FaPW2Dbus5/aLfr9/qOUMPDf2tJOmRLQ/phc+eD2TKEYfiY4BVTZqsom07deLNpdJLL+nEm0tVtO2zgBQD3zmwRJI0/pIJcjqcNbFKFi3VyT/PU8miwMUCAAAAEFmqrp+oyvHXy3C5lDj7x1I9LZ4QHrzHsH+shVOWyGGcvyyQFJuk+de/qvZfG85hpShHlP527QvKbHWJck4e1O3/malqT7Vt+UjSm18s1BjfrtD4KG+bAkP1F7oq3OUa89oIrTu01soUI8La3NUa+eoQLd63SFGOKP1s4By9deM7uqT1pU1+9l397tFPBvxUkvSz9+/TG1+81uRnRiqKj8HgdMo1bIR0223e3wNw/Nk0Tb1zYKkk6fouk86KVXnz1IDFAgAAABCBDEOljzwus0ULxWxcr9gFL9udEYLMND0XnCJdUlmiLUc2WZTRuaXEpepf17+s+KgErTu0Rg9t+qUteZS5ynTfmh/q+8tn6lTVSQ1sP1jrb/tAfx//77OmJ2ckdtCvhjysrkndlH86T7cunqzfbPqVqtxVtuQeTiqqK/TL9T/T1Len6MjpfHVN6qalNy3XT66arShH4MabPDBwjr7X53aZMnXPyju0/OC7AXt2JKH4GCJ2FHysw6WHFB+VoGs6jrI7HQAAAABhyJPZWafv+5kkKfGhOTKKi2zOCMEUasNSeqX21v+O+bMk6S+fPKdX97xkafzdhbs0/vVRmr/rHzJk6CcDfqo3b1ymji07aVLXydo2Y6cWTVmqP4+bp0VTlmrb9M90T/8facXUdZrRa6ZMmXp2+x814Y2x+rL4C0tzDyefHf9U174+Un/Z8SdJ0nd7z9KKqevUP21AwGMZhqHfjvi9buk+TdWeas167zvamLch4HHCHcXHELHswNuSpOzMsWoR1cLmbAAAAACEq/I771Z1jyw5jh9XwtwL97ND6GroEJTmNCzlhq5T9JOrZkuS7l/7I3109MOgxzRNU/N3/UPjXx+lvcV71C4+Ta9Nfks/G/TLOrvs/NOTb+4+VcM6jJDT4T2ZmBCdoCdGPa0XrntRybHJ2lHwsca+NkLzd/1DJu0NGsztcevZ7U/rutdHa0/RbrVp0VYvTligx0c+pYTohKDFdRgOPZP9fxp/yfWqcFdo+tJv6KP8j4IWLxxRfAwRy/Z7+z1OOPPINQAAAAAEWkyMSh9/SpLUYv4Livpwq80JIVgGpw9VRkLGOXsVGjKUkdhBg9OHWpzZ+c2++he67pIJqnRX6rvvfltHTwdvZ+bJyhP6/n9m6r41P1SFu0KjO43R6mkbL+pE4sQuN2jtNzf7hud4j2/PfHd6sxmg05wdOpWrWxbfoN9s+qWqPFW67tKJev+bWzTukussiR/tjNZfr/2HhmYM16mqkxr/7/H6ovhzS2KHA4qPIWBfyRfaW7xHUY4ojc281u50AAAAAIQ515BhqvjmtyVJLX/6Y6na3uEeCA6nw6m5w71Tzr9egPT/ee6wx2p28DUXDsOh58b+VZcl99CR0/ma+e50VborAx5n6+Gtyl4wQm/te0NRjij9asjDennSQrWNb3vRz2yfkK7XbnhTDw59RNGOaC078LZGvTpU7x9aE7jEQ5jb49aGw+v0xhevacPhdXJ73Fr4+QKNenWoNuatV3xUgp4c9b/653UvqU2LNpbm1iKqheZPeEX92vXX8bLjunXxFOWeyrE0h1BF8TEELPMNmhmWMUJJcck2ZwMAAAAgEpT+6mF5kpIUtfNTtXj+z3angyCZ1HWy5o2ff9awlPTEDM0bP1+Tuk62KbPzaxnTSv+6/mW1jk3Sh0e36mfv3xewI8we06Pntj+jYX8fpq9OHlRmy856+6b3dE//H11wOnhDOAyHftDvXr17yyp1T7pMR07na+riKXpo4y8jehjNkn2LNWB+b9301kTduXyWbnproi79W4buWvHfOll1QgPSrtaqb6zX9F7/JcOof7dusLWMaaVXJr2hnm16Kq/0sKYunqJjZcdsySWUUHwMAe/UHLm+weZMAAAAwtOLL76o7Oxs9e3bV1OnTtWOHTvOee+C/9/efcdFXf9xAH997+DYIoIDxAGoaO5RKuKeLHO2HOmPcqS5UyvNEc7KzNQyxZlmuVIRcZSaCmhqaVqpKbgAlSWb4+6+vz9O7jzZyN0B93o+Hjzkvvcd73v7vePDm8/46Se89dZbePnll/Hyyy9j1KhRhe5PVFGJTk5I/+RTAID1ssWQxDwwckSkL7mLpfw84BB2DNqBnweoF0spr4XHXO5VG2Bd742QCBJs/2crNl5d/8LnfJzxGG8dGoL54XOgUCnQ32MgfnntNNrWfLkMItbVvHpLHBv6G0a+9D+IELHmz6/gs6enSQ7nDbl1AIFHRiAmPUZne5YyEwAwwGMQDg48And7D2OEp8PRyhFHRxxFHbu6uP3kFt4IGYQn2cnGDqtcY/GxnHuYHocLD9VzrPSr72vkaIiIiIgqn9DQUCxZsgQTJkzAvn370LhxYwQGBiIhIf85uM6dOwc/Pz9s3boVO3fuhLOzM/73v//h4cOHBo6cSP+y3hqBnHavQJKeBts5s40dDulR7mIpbzZ/U2exlPKuR91emNNBvTDS3LOzcfbB6VKf6/T9U+jxUyf8evc4LKWWWOe/Dhv6boa9RdUyijYva3NrfN5tJbb4/IBqltXwV/xl9NrVGVuubTSZxWiUKiXmnJkJEQW/3vMPzxU4N6kxuFZxxe7++1Hdqgauxl/B8NDXkZGTYeywyi0WH8u5sOhQAEDbmu3gbOti5GiIiIiIKp9Nmzbhtddew+DBg9GgQQMsWLAAlpaW2LNnT777f/HFFxg2bBiaNGkCDw8PBAUFQaVSISIiwsCRExmARILUz1ZClEphEbIfsl+OGjsiojwmtJqEQQ2HQqFS4J0jI0s8D59CpcDSc59iyIH+eJgRB0+Hxjg69CTGtB1jsOG9Pm5+OPl6BLq6dkemIhMfnJqCt8PeQkJm5V+MJjI2PE+Px+fFpD1AZGy4gSIqHveqHvgxYB/sLariXGwE/ndkuEkPmy8Mi4/lXOjtgwAAHzeuck1ERERU1uRyOa5duwYvL+1KrhKJBF5eXvjjjz+KdY7MzEwoFArY29uX+PqCoN8vQ1yjIn0xH6XLhapZM2SOfQ8AYDt7BoSsTKPHz3uDuXj2SyIRsLLHarSo3goJWQl4+/BbyFCkF+vYmLT7GLjfDysufgYRIoa/9DaODj2Jl5xeMngunG2d8VP/fVjYaTFkEhnCog6h248dcer+r0bPsT7vjeL2Vn2UEWf0HDyfi+bVm2OH3y5Ym1nj17vHMeGXMVCJSqPHZ8g8FIdZ8XclQ0vJfoIzD34DAPi6cb5HIiIiorKWlJQEpVIJR0dHne2Ojo64fft2sc7x+eefo0aNGjoFzOJydLQr8THl8RoVCfOhVaJcLFsMHNgH6Z1oOK1bBQQF6S8wI+G9oVUxc2GHg8P2o9137XA1/gpmnZ2CHwb/gMJ6Lu7/dz9G7x+NpKwk2Mns8F3Ad3ij2Rs6+xgjF3N7fYiAZj54a89b+Cf+Hww9MADTOkzD4p6LYWFmYfB4nlWW+YhKisKs47Ow6+9dxdq/kYs7nJzKz72Zmwtfp17Ya7UXAT8EYP9/e1GjiiPW+a8r9N4zNSw+lmPH7x5FjioHDas2QgOHhsYOh4iIiIie89133yE0NBRbt26FhUXJfyFMSEiFvqb0EgT1L0b6vEZFwnxolTYXsqBlqDJqGMTly5HsNxDKho30F6QB8d7Qqui5sIYDgvtuw6D9/vjx2o9oaNcEE1tPRmRsOB6mx6GmTS10cPaCQlRg/tk52PDXOgBAqxqt8V2fTXCzd0d8fCoA4+fC1cwDYYNOYH74x9h0NRgrIlfg6H/Hsa53MBpV84RSpczzuvQ5T2dZ5iNNnoqVF1fg28urka3MhgABVmZWyFRk5jvvowABLrYuaGLdSvP/Y0z55aJtVS982zsY7x4dhfWX1sNStMEnXguNG6ie5eahOFh8LMdCuco1ERERkV45ODhAKpXmWVwmISEBTk5OhR4bHByM7777Dps2bULjxo1LdX1RhN5/qTXENSoS5kOrpLnI9vFHdu++sDh2BDYfTMWTvSElG3dXzvHe0KrIuejg7IXF3p9h5m9TERQ5H2v//BqJWdrP+BrWNWAptcLd1DsAgPEt38fHHeZBJpXl+5qNmQsrM2ss6/IletTtgym/voer8VfQ86fOGOr5Bo7fOYrYZ+ZJdLFxQZD3cr2vUP4i+VCqlNj573YsPrcQjzMfAQA6u3bDQq/FiHpyG4FHRkCAoFOAzF1k5tNOyyARpOXqvnw+FwEeA/BF11WYenIivv5jJewtHDCpzVSDx6UpTGfEoaa1/gvTxcE5H8upLEUWfrl7DADgy/keiYiIiPRCJpOhadOmOovF5C4e07p16wKPW79+PdauXYsNGzagefPmhgiVyPgEAWmLP4NoZQXZ2dOw2P2jsSMiyteoZoHo6toDAHQKjwDwKOMR7qbega25LXb47cKCTosgk8qMEWax9a3vg5OvR6BbnR7IUmZh29+bdQqPABCbHovAIyMQcuuAkaIs3NkHp9F7d1dMPTkRjzMfwc3eHVt9dmJ3wH40dWoGf4/+CO67Dc42zjrHOdu6ILjvNr0XVcvKsJdGYr7XIgBAUOQ8bLm20aDXD7l1AG23NcXA/X4YdywQA/f7oe22pka/L9jzsZw6ff8k0nPS4GzjgpY1Cm74EhEREdGLGT16NGbNmoVmzZqhRYsW2LJlCzIzMzFo0CAAwMyZM1GzZk1Mnz4dgHqo9apVq/DFF1+gdu3aePz4MQDA2toaNjY2RnsdRIagqlcf6dNmwnbRAtjO+xjy3n0hVnUwdlhEOpQqJW4k/VvoPrbmtuhep5eBInpxNW1qYbvvLjTZ5I4U+ZM8z4sQIUDAnLOz4OPmZ/SebrmintzGgvC5CI1SL6ZbRWaPGS/Pwv+ajclT9PX36A8fN79y12uvpN5r9T6eZCfhy4ufY+apqagiq4L+HgP1/rpCbh1A4JEReYau5xamjVnEZfGxnDocdQgA4OPmB4nADqpERERE+uLr64vExESsWrUKjx8/RpMmTbBhwwbNsOvY2FhIJNr22M6dO5GTk4NJkybpnGfixIl4//33DRo7kTFkjn8flrt2wuzGddgsWoi0z740dkhEOiJjw/P0DHxeXEYcImPD0al2ZwNF9eLOx0XmW3jMJUJETNqDcvG6UrKf4MuLn2P9lW8gV8khFaQY2XQ0Zr78MRytHAs8TiqRGj32sjD7lblIzk7GpqsbMP74O/jw9Ac6vXDLYpi8KIpIz0lDYlYi4jMfY8apyfnOmVkeCtMsPpZDSpUSYdG5xUcOuSYiIiLSt+HDh2P48OH5Prdt2zadx7/++qshQiIqv2QypC3/ElUH+MJy60ZkvfEWFG1fNnZURBoPM+LKdL/yorjxTvp1PN5oPAw+bv5o6tjMoKsuK1QKbP9nK5adD0J8ZjwAoFudHljYaQkaV2tisDiMTRAELOn8Of5OuIZzsRF5hv8/3xtRqVIiOTsZSVmJSMhKQFJWIpKyEpH49N+k7Ge+f7pPclYS5Cp5seIxdmGaxcdy6PeH5xGfGQ97i6rwcvE2djhEREREREQ6cry8kfXam7D86QfYfjAVyUdPAmb89ZLKh5rWtcp0v/KiuPHeS72Lz35fgs9+X4K6dvXQz80XPm7+aO/cEWYS/b1Pf7t/EnPPfIh/Eq8BABpUbYiFnRajZ90+Bi2AlheiKOJuyp38n3vaQ/Hdo2/D1twWKfKUfHstFoeF1AKWZlZ4kp1c5L7GKrjzp0M5FHpbPRdC73p9YS41N3I0REREREREeaXNC4Ls6GGYX70Cq43fIXPMe8YOiQiAesVrFxsXxKbH5lvQESDA2dYFHZy9jBBd6RXnddW0qYVZL3+MI9GhOHnvV9xNvYPvrnyD7658AwcLB/Sq1xc+bv7oXrcnbMzLZp7iW8k3MT98Do5EHwYAVLWoipkvf4S3mwaadE2jOMP/laIST54ZSl9FZg8HSwdUs6wGB8tqcLCopvm+mpUjqlk8/T73ectqsDazRnjMGQzc71dkTMYquLP4WM6IoojQqBAAgK9bgJGjISIiIiIiyp9YvTrS5yyA3YzJsF66CNkBA6BydjF2WESQSqQI8l6OwCMjIEDQKdQJUPfAC+q0rMItZFKc17XY+zP4e/THsJdGIj0nHafunUBY9CEcjT6MxKxE7LqxE7tu7ISF1AJdXbujn5sf+tT3QQ3rGgVeV6lS4lxcODJin8BaZY/2tdSLpSRnJeGLi8sR/Nc6KFQKmEnMMLrpO5jx8mw4WFbTez7Ku+L2MpzXMQiveb6JqhZVS12sLe8FdxYfy5m/E67hbko0LKWW6F63p7HDISIiIiIiKlDW8Ldh+cP3ML/4O2zmfojUDVuMHRIRAPXKycF9t2HOmZmIeab3mbOtC4I6LTPaqr8vqiSvy8bcBr7u/vB194dCpcDvcecQGhWCsKhDuJMSjaN3wnD0ThgECGhX6xX4uPnDx80XHlUbas4RcutA3mvZuKBH3d44HHUQiVmJANQjN+d7LUJDh0YGyELFUNxehq1qtEZ16+ovdK3yXnAXRFEs3aDyCi4+PhX6fOWCADg52ZX4OrnzMvSr74utvjv1F6ABlTYXlRXzocVc6GI+tJgLLeZCF/OhlpsHqvj0eS/z/aKL+dAq61xIr/4Fh95dICiVSN65Bzk9er/4SQ2I94ZWZcyFUqVEZGw4HmbEoaZ1LXRw9ipWAaa856K0rwtQj7j8J/FvhEUdwuGoQ7j8+A+d5xs5eKJffT9UsaiCRZELCp2L0NOhMRZ0WowedXu90OupSIp7byhVSrTd1rTI3ogXh18ts6JgfsViF9vaeim4l6Q9yp6P5czhKPUq177uHHJNRERERETln7JZc2S+Mw7W69bAbtZ0JP52DrCyMnZYRADUPcKMsbqvvr3I6xIEAS85NsVLjk0xrd1MPEi9j7DoUIRFHcLZmNO4kXQdN5KuF3kee4uqOD70NCzMLEoVR2VnjN6I/h794ePmV+rCtL5IjHp10nEnJRpX469AIkjQu14/Y4dDRERERERULBmzPoLS2QXSO9Gw/uoLY4dDRCVQ284Vgc3HYFf//fhn9G182zsYnVyKLmw+yU7GhYfnDRBhxZU7TN7Zxllnu7OtC4L7btPL8P/cwvSghkPRqXZnoxceAfZ8LFfCnvZ67OjcCY5WjkaOhoiIiIiIqHhEWzukBS2DfeAIWK9eiewhr0PZoGHRBxJRuWJvURWDGg4FAJyNOV3k/sVdVMWUldfeiIbE4mM5krvKtY9b0cujExERERERlSdy//7I7tkbFr8cg+2saXiy+4B6UjAiqnCKu1hKcfczdZV1+H9xcdh1ORGfGY9zsREAAB93fyNHQ0REREREVEKCgLQln0O0tITs9ClY7P4R5mdPw2LvLpifPQ0olcaOkIiKqYOzF1xsXDRzEz5PgAAX29ro4Oxl4MioImLxsZw4Gn0YKlGF5k4tUceurrHDISIiIiIiKjFVfTdkTP0AAGD3/jhUHeiHKuMCUXWgH6q1bQpZyAEjR0hExZG7WAqAPAVIfS2WQpUXi4/lROjtgwAAX/Z6JCIiIiKiCkzh5g4RgKBS6WyXxMaiSuAIFiCJKghjLJZClRPnfCwH0nLScOr+CQCAr1uAkaMhIiIiIiIqJaUStvM/zvcpQRQhCgJs58xCoo8fIGWPKaLyLnexlHNx4ciQPIG1yh7ta5nWYin04lh8LAdO3D2ObGU26ldxQ+NqTYwdDhERERERUamYR4ZDGhNT4POCKEIa8wDmkeHI6WS6iy8QVSS5i6U4OdkhPj4VomjsiKii4bDrciD0tnqVa1/3AAhcDY6IiIiIiCooycO4Mt2PiIgqPhYfjUyulOPYnSMAAB83zvdIREREREQVl6pmrTLdj4iIKj4WH43s7IPTSJE/QXWrGmhX82Vjh0NERERERFRqOR28oHRxgVjIiC6VrR1yXm5vwKiIiMiYWHw0ssNR6iHX/dx8OWErERERERFVbFIp0oKWA0CeAmTuNHGStFTYj3gdQlKigYMjIiJjYPHRiFSiCoejDgEAfDnkmoiIiIiIKgG5f3+kBG+DytlZZ7vKpTYyxr4H0coKshO/wKF3N0iv/mWkKImIyFC42rUR/fHoIh5mxMHW3A7erl2NHQ4REREREVGZkPv3R6KPH8wjwyF5GAdVzVrI6eAFSKXIen0Y7EcNg/RuNBz8eiH1y9XIHjTU2CETEZGesOejEeWuct2rXm9YSC2MHA0REREREVEZkkqR06kzsgcNRU6nzoBUPc2UsllzJB07CXm3HhAyM1FlXCBsPvkIUCiMHDAREekDi49GlDvfo69bgJEjISIiIiIiMhzRoRqe/LAHGZOnAwCsv10N+9cHQoiPN3JkRERU1lh8NJIbidfxX/JNyCQy9KzX29jhEBERERERGZZUivSP5+FJ8FaI1jaQnT4Fhz5dYXblT2NHRkREZYjFRyPJ7fXY2bUr7GRVjBwNERERERGRccgDBiAp7Fco3D0gvX8PVf37wOLHHcYOi4iIygiLj0YSGnUQAODDVa6JiIiIiMjEKRs3QfKRE8ju3RdCVhaqvD8ONh99AOTkGDs0IiJ6QSw+GkFM2gP88egSBAjo6+Zr7HCIiIiIiIiMTrSvipRtPyJ9+iwAgPWGdbAfHADh0SMjR0ZERC+CxUcjOBx1CADQrtYrqGld08jREBERERERlRMSCTJmfYwnW36AytYOsshwOPTuArNLF4wdGRERlRKLj0YQylWuiYiIiIiICiT38UPykRNQNGwEaWwMqvbvB8vtW40dFhERlQKLjwaWnJWE8AenAQA+7n5GjoaIiIiIiKh8UjZshOSwX5Ht4w9BLofd1ImwnTEFyM42dmhERFQCZsYOwNQcvRMGpahEk2ovwd3ew9jhEBGZJJVKBaVSYewwikUQgKysLOTkyCGKxo7G+EwlH1KpGSQS/o2YiEi0q4KUTd/D+qsvYL00CFZbN8Ls76tI2bgNqlrOxg6PiIiKgcVHA8ud79HHnatcExEZmiiKSElJRGZmmrFDKZHERAlUKpWxwyg3TCUfVla2qFKlGgRBMHYoRETGJZEgY+oHUDRvAbtx78D8wnlU7dUFKcHboGjfwfDxKJUwjwyH5GEcVDVrIaeDFyCVGj4OIqIKgsVHA8pUZOLE3eMAAF83Fh+JiAwtt/Boa+sAmcyiwhR1pFIBSmUl7uZXQpU9H6IoQi7PRlpaEgDA3t7RyBEREZUP8l59kXT0JOxHD4PZP3+j6iA/pAUtQ9aoQEClMkhBUBZyALZzZkIaE6PZpnRxQVrQcsj9+5f59YiIKgMWHw3o5L1fkaHIgKttHTR3amnscIiITIpKpdQUHm1tqxg7nBIxM5NAoaj8Pf2KyxTyIZNZAADS0pJgZ+fAIdhERE+p3D2QdOg47KZMgOWBfbCbNQ2ykP0w++8mpLH6LQjKQg6gSuAIPD/vhyQ2FlUCRyAleBsLkERE+WDx0YAOP13l2sfNr8L0tiEiqiyUSiUAbVGHqLzLvVeVSgUkEpmRoyEiKkdsbZG6fjMUrdrA5tNPYHH6FJ7vD1+qgqBCASE9XfuVkft9GpCWBruZUwFRxPO/yQmiCFEQYDtnFhJ9/DgEm4joOSw+GohCpcDR6MMAAF/3ACNHQ0RkuvjHH6ooeK8SERVCEJA5fiKs16wEEhLyLwgCsJs8HlkRZyBkZUFIT3taVMzI8z3S0+H0AqtoC6IIacwD2L/qA0XHTlA0aAhlI08oGzSEaPcCIy44vyQRVQIsPhrIudgIJGYlopplNbR37mjscIiIiIiIiCo088hwSBISCnxeACCkpsJ6/bclOq8olUK0tYNobQ3RxgaijS2EjHSY3bxR5LGy85GQnY/U2aZ0doGyQSMoGzWCokEjdVGyYSOoatYCCvlDE+eXJKLKgsVHAwm9fRAA0Ke+D8wkTDsRUUWmVCkRGRuOhxlxqGldCx2cvSCVVKxeCEOGBOC1197Ea6+9Vaz9L126gEmTxuHw4ROws7PTc3RERERFkzyMK9Z+2X19oWjdRlNIVBcVbdWPra0BW1s41KmJhGwRKisbQCbLUxQ0P3saVQf6FXmtzMAxgFIJ6c0b6q9HDyGNjVHPR3n6pM6+KrsqUDZsCGVDTygaNoKyobooqazvBllYKOeXJKJKg1UwAxBFEYejDgEAfN045JqIqCILuXUAc87MREy6theCi40LgryXw9+j7H8J8PZuV+jzo0e/i8DAsSU+7/r1W2FlZVXs/Zs3b4n9+8Nga2tb4muV1ltvDUZsbAx27z4IR0cng12XiIgqBlXNWsXaL3PcBOR06lzg84IAwMkOYnwq8kwe+VROBy8oXVwgiY2FIObdSRQEqJxdkBa0TGdYtJCcBOl/NyG9eQNmN29AevO6uigZHQVJagokly7C/NJF3XOZPf013dDzSyqVMD8XDmQ8gbm1PeTtOcSbiMoGi48G8Ff8ZdxPuwdrM2t0rdPd2OEQEVEphdw6gMAjIyA+95tJbHosAo+MQHDfbWVegNy/P0yzuvMvvxxDcPC32LFjj+Z5KytrzfeiKEKpVMLMrOgf7w4ODiWKw9zc3KAFwMuX/0R2dja6deuJw4dDMHz4KINdOz8KhaJYeSUiIsMpbkEwp4PXi19MKkVa0HJUCRwBURB0ric+7SX5fOERAMSqDlC0ewWKdq9AZ0bJ7GxIo25DevM6zG5c1/SUNLt1E0JGRqGh5M4vaTcuEDmdOkNZrz6U9epD5VpH3WuzFJ4f4m0PDvEmorIjMXYApiB3yHX3ur1gZVb8XiZERKR/oigiPSe9yK+U7BR8dOaDPIVHAJptH5+ZiZTslELPI+bzy1FhHB2dNF+2trYQBEHz+M6daPTp0wUREWfxv/8NR/fuHXHlyp948OA+Zs+ehoCAPujduzPeeWckfv/9nM55hwwJwE8/7dA89vZuh4MHf8aHH85Az56d8MYbA3HmzCnN85cuXYC3dzukpqYCAEJDD6Jfv244dy4Cw4YNQe/enTFt2vuIj4/XHKNQKLBy5Wfo168bfH17Yu3aVQgKmocPP5xe5Os+dGg/evfuh759fXHo0IE8zz969BDz5n0EH58e6NXLG4GBI3Dt2lXN82fO/IZ33hmJHj284OfXEx9+OEPntf7220md8/Xr1w2hoeqf17GxMfD2bodffjmKiRPHoEcPLxw9ehhPniRj3ryPMGCAD3r27ISRI1/HsWNhOudRqVTYvn0LXn99ALp374hBg/ywZUswAGDSpHFYsWKZzv5JSUno1q0DLlw4X2ROiIjoOU8LgoC2AJirsIJgacn9+yMleBtUzs4621XOLiUfBm1hAWXjJpAHDEDG9FlI/TYYyb+cRvztGKQuWl6sU1ju3wu7mVNR9fWBcOzQGk51a6Bau+awHxwA22nvw+qrL2Cxfy/M/rwEISkxzxDuXLKQA6gSOAKSZ+aWBLRDvGUheX8OExGVBP+EbwC5Q6593IqeI4SIiAxHFEX47+uD3+POFb1zUeeCiNj0GDQIdi10v1dqdcDBgUfKdCXjb79djYkTJ8PFxRV2dnZ4+PAhOnTohDFj3oO5uQxhYYcwa9Y07NixB7VqFTxEbdOm9Rg//n1MmDAZu3f/iAUL5mLPnoOoUsU+3/2zsrLwww/bMHfuQgiCBJ9+Ohdr1qzEvHlBAIDt27fg6NEwfPjhPNSv74Zdu37A6dMn0aZN4UPJMzLSceLEcaxbtxn16tVHeno6Ll/+Ay1btn76fAYmThyD6tVrYOnSFXB0dMT16/9CFFUAgPDwM/j44w8wcuT/MGfOAuTk5CAy8mwp8zoFDRt6QiazgFwuh6dnEwwf/jasrW0QEXEGQUHzULu2K156qZnmmIMHf8akSdPQokUrxMfH4+7daACAv/8AfPnlckycOBWypz1Tjh4NRfXqNdC27csljo+IiLQFwecXZskdAl3Wvfbk/v2R6OOnvxWoJRIoX2parF2z/PtDyMmBNDoK0jvRELKyIL17B9K7d4DTp/Lsr6pir+4hWd9N01tSWacObGdPN/wQbyIyKSw+6tnt5Fv4J/FvSAUp+tTrZ+xwiIjoOUKepnbF8847Y/Hyyx00j6tUsUfDho00j999dzx+++0Ezp49hcGDXy/wPD4+/ujdW/2zauzYCdi9eyf+/vsaOhQwXE2hUOCDDz5C7drqguugQa9h8+YNmuf37PkJw4ePQteu6ilHpk6diYiIoouAx48fhatrHbi7ewAAevbsg5CQ/Zri49Gjh5GcnIwNG7ZqCqOurnU0x2/duhE9e/bRmQvz2XwU19Chb6Jr1x462956a4Tm+yFD3sD585H49dfjeOmlZsjISMfu3TsxdepM+Pj4AwBq13ZFy5atAABdu3bHl18ux+nTp9CzZ28AQGhoCHx8/Mu0GE1EZGr0XhB8nlRa6BySL6q4w8lT12/RvkZRhOTRQ0iioyGNvg3pnWjNlyQ6CtJHDyFJeQLJX5eBvy4XO5bcId7mkeFl+5qVSsP9fxGR0bH4qGe5vR69andGVcuSza9FRET6JQgCDg48ggxF4XMrAUBkTDjePDS4yP1+8NuDDi4Fzy1lbWZd5oWmxo1f0nmckZGBjRu/Q0TEGSQkxEOpVCI7OxsPi1gV1MOjoeZ7Kysr2NjYICkpscD9LS0tNYVHQD1EPHf/tLQ0JCYm4KVnem9IpVJ4ejbR9FAsyKFDB9Cnj6/mcd++Ppg4cQymTv0A1tY2uHHjBho18iywR+bNm9cREDCg0GsUR+PGTXQeK5VKbNu2Cb/+egyPHz+GQpEDuVwOCwtLAEB0dBTkcnmBvRgtLCw0w8h79uyN69f/RVTULSxbtuKFYyUiMnl6LggaVGnmlxQEqGrWgqpmLSjad3j+jEB6OqT37qoLktG3IXlamDT76wqkcbFFhlTl3VHIadkKSncPKN0bqP/1aABVbdcSFw2fn18S4PySRJUdi496dujpfI++bv5GjoSIiPIjCAJszG2K3K9bnR5wsXFBbHpsvvM+ChDgbOuCbnV6QCox7F/uLS115xNes2Ylfv/9HCZMmAJX1zqwsLDAnDmzkJOjKPQ8zy+oIghCoXNUlnT/4oiKuo1r1/7CP/9cw7fffq3ZrlQqcfz4UfTvPxAWFhaFniO3GFiQ/OJUKPLm5vnVwHfs2IZdu37ApEnT4e7eAFZWVli16gsoFDnFui4ABAQMwOjRb+HRo4cIDT2ANm3aoVYt5yKPIyIi01Lmw8ltbKBs3ATK5/6wZn72NKoOLHp6MEn8Y1j8cgz45ZjOdtHCAsr6bjoFSaWH+ntVjZpPlxLXyp1f8vn5J3Pnlyzx3JnFwV6WREbH4qMexaXF4UKcegJ5zvdIRFSxSSVSBHkvR+CRERAg6BQgc4duB3VaZvDCY37++usyfH0DNMOdMzIyEBcXA6CtwWKwtbVFtWqO+Oefv9GqVRsA6gLijRv/FjoEOiRkP1q1aoNp02bqbD906CBCQvajf/+BaNCgIQ4c2IeUlCf59n708GiAixd/h59f/r+8VK3qgIQE7cI49+7dRVZWVpGv6a+/LsPbuyv69lX3ylSpVLh79y7c3NwAQFPovXjxd7i41M73HB4eDeDp2QQHD/6MY8eOYOrUD4q8LhERmSZDDCcv1hDvmjWRuvo7da/JW/9Bevs/SG/fgjTqNoTsbJhd/xdm1//Nc6zKxvZpIdJdXZys7wbbhZ8YdH5Jg/eyNGShk0VVqkBYfNSjA9cPQISI1jXawMU2/19CiIio4vD36I/gvtsw58xMxKRrG7HOti4I6rQM/h7lY6iQq2tdnDr1Kzp16gxAwIYN30ClerEeiaUxePBr+P77TXB1dUW9evWxe/ePSE1NAQqYZ1OhUODIkVC8885YuLs30HkuIGAAfvxxO27fvoU+ffph8+ZgfPjhDIwdOwGOjk64efM6nJyqo1mzFhg9+l1MmfIeatd2Rc+efaBUKhERcQbDh48CALRp0w579/6EZs2aQ6VS4Ztvvs7TizM/derUwYkTv+Cvvy7Dzq4KfvxxO5KSEjTFRwsLCwwb9jbWrl0FMzMztGjRCklJSYiOvgV//wE6r+XLL5fD0tIKXbp0L1VuiYjIROh7OHlxhngv/hw5Xboh5/ljlUpI7t9TFySjbkF66z+Y3VIXJiX37kKSngbJlT9hfuXPYoWSO7+kzYI5ULRqA9HODqKtHVS2durv7apAtLMDni7aVhRD97I0ZKHTKEXVc+FAxhOYW9tD3p5FVSoZFh/1QKlS4lxcONb+vhYA0K8+ez0SEVUW/h794ePmh8jYcDzMiENN61ro4OxVLno85nr//alYsmQhxo37H+ztq2LYsLeRnp5u8DiGDXsbiYkJCAqaB4lEiv79B+KVVzpCIpHku/+ZM6eQkvIk34Jc/fpuqF/fDYcO7cfUqTPw5ZdrsHr1l/jgg8lQKpWoX99d01uyTZt2+PTTpdi8eQO+/34zbGxsNIvVAOr8LF68ABMmvAtHx+qYPHk6rl//p8jX8/bbgYiJeYBp096HpaUl+vcfiM6duyE9PU2zz6hR70AqlSI4eB3i4x/D0dEJAwbozhXaq1dfrFr1BXr16lvkEHIiIiJ9K/UQb6kUqnr1oapXHznopftcdrZ65e1b/z3tLXkL5ufCYXbjepHxWH+7ptDnRZlMW5h8WpAUbW2f/vv0sbU1rNatLbiXJQDbD2cguXUbiFZWEGUW6qKmuXmeoeLFYchCp7GLqvaoZEXVythTtRwWcAXxRSdnKgPbt29HcHAwHj9+jMaNG2Pu3Llo0aJFvvsePXoU3377Le7evQuFQoF69eph9OjRGDBgQImuGR+f+vx7tUyE3DqQp0dMdasaWNZlRbnpEWNoggA4OdnpLecVDfOhxVzoYj609JGLnBw5EhJi4ejoDHPz4v3FvLwwM5NAoSh8kZaKQKVSYdiwIejRozfefXd8qc9T0fMRGxuD118fgPXrt8LTs3GB+xV2z+a+R6ji0+dnPn+u6GI+tJgLXczHU0olZOfCYZ/xBE/00LutuPNLyl/pAFhYQEhNgZCaCiE1FZK0NAgZ+v9DqigIgEymLkZayCCxsIDS3ByizOJpgdL86b8WEC1k6n/NzWBxJAzIzMh3bIcIQLSvivQ58yFaWGjPLzOHaC4DLCwgmpvn3S6TQZQ9/ffpY6hUqNa2KSQxMflf6+lK6IkXr5bJ/92zhc5nr5fbK1ZfRVV9Xyv3eqUtdJb0M6Oy9ootSXvU6MXH0NBQzJw5EwsWLEDLli2xZcsWhIWFISwsDI6Ojnn2P3fuHFJSUuDu7g5zc3OcOHECy5Ytw7p169C5c/G7o+vjB0vIrQMIPDIiz0IEuXOBBffdZpIFSP4w18V8aDEXupgPLRYfdVXUYltcXCzOn49Eq1ZtkJOTgz17fkRo6EFs3vwD6td3K/V5K2o+FAoFnjxJxpo1XyE29gG++WZjofuz+GgaWHw0HOZDi7nQxXxo6TUXSqW6cFbY/JKFFc4UCgjpaeqCZFqatjiZlgrJ039zi5Vmf12G7MxvRYb0/FDz8k6USiEolUXuJ3+5PVQutdWFTQtLiJYWgIUlRAsLiJaWz2zXfg/Lp9ssLABLS4hm5rAf+iokjx7qv9CZe29UkKJqSd4nlbmAW6GKj0OHDkXz5s3xySefAFD3iujatStGjBiBMWPGFOscAwcORNeuXTFlypRiX7esP0yVKiXabmuq0+PxWbmroF4cfrVcDc0zBP4w18V8aDEXupgPLRYfdVXUYtvDh3GYP/8j3L59C6IIuLt7YNy4iZoFaEqroubj0qULmDRpHOrUqYugoOXw8GhQ6P4sPpoGFh8Nh/nQYi50MR9a+s6FpjgC5Du/ZFkVR4rbyzJ53yH1kNTsbAjybCBbDkGeDSFHDkEuh4O1GZIfJgHZ2YA8G4I8R/1vdjYEuRzIzob5xfOw3PVjkdfKadEKopMTIFefGzlyCNlP/5XLgZwcdQzyHAg5cvV+xSg0GpvKxgawsoZoZgY8/RI1/5oDZlLAzDyf582ffi+FJDEJst9OFHmtzOGjoGzQEDA3gyg1A8yfP6/6nM8+nyceQYD96wMgefSo4EJnrVpIOhmhPj8EQCJRvzkkEkAigSAR4FTDHvEJacg7sP8ZhiyqGriAC5SsPWrUOR/lcjmuXbuGsWPHarZJJBJ4eXnhjz/+KPJ4URQRGRmJqKgozJgxo0TXLsU0DoU6FxdeYOERAESIiEl7gHNx4ehUW48TBpdDubku65xXVMyHFnOhi/nQ0kcumFfDq1mzVpG9+0xJmzbtcObMhRIfJwh571/ez0REVBGVen7JEirWKt7OLtq58KytIVpbq597uo8gAHCyg6KIQqzSs3Gxio/pCxaVfPEgpVJdhMyRA/IcmJ89Dft33y7ysIz3JkFZpw6ErGwI2VlAdtYz32dDyMqCkJ2dd3t2FoSsp9+nPIGkGHOGS9LTAQPNLW71/Wa9X0MQRUhjY+HkWb/IfZ2e/is+U5jUFCkFAVCJ6twWdq2YB3Bs7KbucZrb6CvoC4J63UZBUF/zmS8hM1PnPVXQtcwjw/W7iFUBjFp8TEpKglKpzDO82tHREbdv3y7wuNTUVHTp0gVyuRwSiQTz5s1Dp06dSnRtR8ey7S2QEfukePtJnphsT4WyznlFx3xoMRe6mA+tssxFVlYWEhMlkEoFmJnlv+BJeVYRY9YnU8iHSiVAIpHAwcEGlpaWxg6HiIioTMj9+yPRx0+/C2IUZxXvoGVlcs0SFTpLSioFrKwgWlkBUOeuONdKn7vghV9bcXuPpnz9LRQtWkFQ5AAKhXp4/NN/1d/nAAoloMh5brv2eenNm7DavKHIa8m794LK0fHpudTnhEIBISdHXajVfK+AkKMAlAp1j9Jnr5ueBklaWpHXKglBFNXXL2VPVcmT5DKNp9BrPYwz2LWeVSFXu7axscHPP/+MjIwMREREYOnSpahTpw7at29f7HMkJJRtN3JrlX2x94uPTy27C1cAgqAuIJR1zisq5kOLudDFfGjpIxc5OXKoVCoolWKFG7JbUYcZ64up5EOpFKFSqZCUlA5z8xyd53LfI0RERBWSVKr33leG6mVpyEJneSyqZg95vUyGDMuOhhZ5rSc7dhmsqJr808/qgrFKpZ5DUVTpfO9YzRYJj1MgqkRApYIA9b+5+0ClgtmF87AfF1jktVK+XA1Fy9ZP52oU1ccX+gXtNZ9uM/vrMmznfljktVQ1axUnTWXOqMVHBwcHSKVSJCQk6GxPSEiAk5NTAUeph2bXq1cPANCkSRPcunUL3333XYmKj7n/Z2WlfS0vuNi4IDY9Ns+CM4B2zsf2tbxMtqhQ1jmv6JgPLeZCF/OhVZa5YE6pouJnAhERUekYpJclDFjoNOS1TLyomtO5q871dPYUADjaQRRlmjZafk01eW1XKBfOLbqA+8awF35tOe07wuqbr/XTA7cMGHXMkkwmQ9OmTREREaHZplKpEBERgdatWxf7PCqVCnK5XB8hFptUIkWQ93IA2tWtc+U+Duq0zOQWmyEiIiIiIiIymqe9LLMHDVX3tizjwmMuuX9/JF68huR9h5DybTCS9x1C4sWrZVp4NPS1cgudKmdnne0qZ5cyXznZYNd6WugEtIXNXPoqqla6a5WC0Yddjx49GrNmzUKzZs3QokULbNmyBZmZmRg0aBAAYObMmahZsyamT58OAFi3bh2aNWuGunXrQi6X49SpUzhw4ADmz59vxFeh5u/RH8F9t2HOmZk6i88427ogqNMy+HuU/YcOEREREREREZUDBhhObuhr5fYelZ0Lh33GEzyxtoe8fdn3Hn32WuypWv6vVVJGLz76+voiMTERq1atwuPHj9GkSRNs2LBBM+w6NjYWEom2g2ZGRgYWLFiAuLg4WFpawt3dHZ999hl8fX2N9RJ0+Hv0h4+bH87FhSND8gTWKnu0r+XFHo9EREREREREVPHkFjqd7JATn5r/GOOyvpaeGarQWZmvVRKCKJrmLELx8fpd0EEQACcnO71fpyJgLnQxH1rMhS7mQ0sfucjJkSMhIRaOjs4wN5e92MmUSoP+QDfkAivBwetw+vQpbN68wyDXKw1TWXCmsHs29z1CFZ8+P/P5c0UX86HFXOhiPrSYCy3mQhfzocVcqJWkPWr0no9EREQViSzkQJ6hDEoXF6QFLdfLUAZv73aFPj969LsIDBxb6nMvXvw5unTpptn25psjMGTI66U6X2k8evQQr732KurUqYtt234y2HWJiIiIiMgwWHwkIiIqJlnIAVQJHJFn6WFJbCyqBI4o84m3AWD//jBNT79ffjmG4OBvsWPHHs3zVlbWZXo9a2trAGV7zsKEhh5Ejx698eefl3Dt2lU0bdrMYNd+nlKphCAIOtO9EBERERHRi2HrmoiITJsoAunpRX+lpMD2ow8AUYTw3CmEp8VI249nAikphZ+nhGMzHB2dNF+2trYQBEFn2y+/HMWwYUPQo4cX3nprMPbu3aU5NicnBytWLMOrr/ZFjx5eGDzYH9u2bQIADBkSAAD46KMZ8PZup3kcHLwOo0a9pTnHokXz8eGH07Fjxza8+mpf+Pr2xBdfLINCodDsEx8fjw8+mIwePTph6ND+OHo0DEOGBOCnnwofui2KIkJDD6JvX1/07t0PISH78+xz5cqfmDhxDHr27IR+/bpj2rSJSElJAQCoVCps374Fr78+AN27d8SgQX7YsiUYAHDp0gV4e7dDamqq5lw3b16Ht3c7xMaqe62Ghh5Ev37dcObMKQwfPhQ9enjh4cM4/PPPNUyZ8h78/Hqib9+umDhxDK5f/1cnrtTUVCxfvggBAX3Qo4cXRox4DWfPnkZmZib69OmKEyeO6+z/228n0auXNzIy0gvNCRERERFRZcOej0REZLpEEVX9+8D893MvfCpBFCGNjUH1Bq6F7pfzSgckHzyiniTlBR09ehgbNnyLadNmomFDT9y8eR3Lli2ClZUVfHz8sWvXTpw58xsWLlyKmjVr4eHDh3j0KA4AsH79VgQE9MZHH81D+/YdISlkYbRLly7A0dEJq1atw/379zBv3odo2LAR+vcfCAAICvoET54k4+uv18HMzAxff70CSUmJRcZ/6dIFZGdnoV27V1C9enWMGxeISZOmwcrKCoC6WDhlynvw9e2PyZNnQCqV4o8/LkClUgIAvv12NQ4e/BmTJk1DixatEB8fj7t3o0uUw6ysLGzfvgWzZs2Bvb09HByqISbmAXx8/DF16kyIooidO7/HBx9Mxs6de2FtbQOVSoUZMyYhIyMdn3yyEC4uroiOjoJEIoGVlRV69uyD0NCD6N69l+Y6oaEH0K1bT1hb25QoPiIiIiKiio7FRyIiMm1lUAQ0luDgdZg4cQq6du0BAHBxqY2oqNvYv38vfHz88ehRHOrUqYsWLVpBEATUquWsOdbBwQEAYGtrB0dHp0KvY2dXBVOnzoRUKkW9evXRsaM3Ll48j/79B+LOnWhcuHAeGzZsRePGLwEAZs+eizfeGFhk/CEh+9GzZx9IpVK4uzeAi0ttnDhxHL6+6l6Y27dvhadnE8yYMVtzjLu7B8zMJEhJScXu3TsxdepM+Pj4AwBq13ZFy5atip9AAAqFAtOmzUbDho0029q2fVlnn5kzP0a/ft3xxx+X0KlTZ1y4cB7//HMN33+/C3Xr1tNcO1dAwKsYPz4Q8fHxcHJyQlJSIiIizmLlyrUlio2IiIiIqDJg8ZGIiEyXIKh7IWZkFLmreWQ4qr45uMj9kn/Yo179uiDW1mVS8MzMzMSDB/exdOmnWL58kWa7UqmEjY0tAMDHJwBTp07Am28ORocOHeHl1RmvvNKhxNdyc3OH9JnVvB0dnXD79n8AgLt3oyGVStGoUWPN866udWBnV6XQc6ampuLUqRNYu3aDZlufPj4ICdmvKT7+998Nnd6Dz4qOjoJcLs9TKCwpc3NzNGjQUGdbYmIC1q//Bn/8cRFJSYlQqVTIysrCw4fqXqM3b15H9eo1NIXH5730UjPUr++Ow4dDMGLEKBw5EopatZzRqlWbF4qViIiIiKgiYvGRiIhMmyAANkUPhc3p1gNKFxdIYmM1czw+SxQEqJxdkNOtByAteAhzWcnMVBdMZ82ag5de0l2kJXfBFE/Pxti1az8iI8Nx4cJ5fPLJbLRr9wqCgpaX6FpmZrrNBUEQoFKpXiB64NixMMjl2Rg7dpRmmyiKUKlUuHv3DurWrQeZzKLA4y0sLAs9f24OxGf+r56dp1J7HgsIzxWDg4LmIyXlCSZPno6aNZ0hk8kwbtxoKBQ5mmOKEhDwKvbu3YURI0YhNPQgfH0D8lyHiIiIiMgUcMEZIiKi4pBKkfa0aCc+V0TKfZwWtMwghUcAqFbNEU5O1RET8wCurnV0vlxcamv2s7GxRc+efTBr1hwsWLAEJ0/+ipSUJwDURcXc+RNLq27d+lAqlbhx47pm2/3795CamlLocSEh+/HGG8OxadN2zdfmzTvQsmVrHDp0AADQoEFDXLhwPt/jXV3rwMLCAhcv/p7v81WrqoeVJyTEa7bdvHmjWK/pr78uY8iQ19Gxozfc3T1gbm6O5ORkzfMeHg3x+PEj3L17p8Bz9Onji7i4OOzatRPR0VGaoeFERERERKaGxUciIqJikvv3R0rwNqicnXW2q5xdkBK8DXL//gaNJzBwLLZt24Rdu3bi7t07uHXrPxw6dAA7d34PANi583scOxaGO3eicffuHZw4cRyOjo6wtbUDANSq5YILF35HQkK8ZgXpkqpXrz7atXsFy5cvwt9/X8WNG/9i+fJFT3sH5t/T7+bN67hx418EBAyAu3sDna9evfoiLCwECoUCw4ePwr///o3PP1+K//67iTt3orFv324kJyfBwsICw4a9jbVrV+Hw4RA8eHAfV6/+hZCQnwGoi5M1atTExo3f4d69uwgPP6PJS1Hq1KmDI0dCER0dhWvXrmLhwrk6vR1bt26Lli1bY86cmfj990jExDxARMRZREaGa/apUqUKunbtjrVrv8LLL3dAjRo1S5VfIiIiIqKKjsOuiYiISkDu3x+JPn4wjwyH5GEcVDVrqed4NFCPx2cFBAyAhYUlfvhhK9au/QqWllbw8GiAoUPfBABYW9tgx46tuH//HiQSCRo3borPPvtKMyR54sQpWL36Sxw8uA/Vq9fA7t0HSxXHnDkLsXTpQkycOAbVqjli7NgJiIq6DZlMlu/+ISH7Ub++O+rVq5/nuS5duuHLL5cjMvIsvL27YsWK1fjuuzUYM+ZtyGQWeOmlZujXzwcAMGrUO5BKpQgOXof4+MdwdHTCgAHqeTnNzMwwf/4ifPHFUrz99pto0uQlvPvueMydOzvPNZ83e/ZcLF++GP/733DUqFETY8e+hzVrvtLZZ9Gi5Vi9eiXmz/8YmZlZcHV1xbhx7+vs4+//Ko4dC4Ofn2GL0kRERERE5YkgivlMXGUC4uNToc9XLgiAk5Od3q9TETAXupgPLeZCF/OhpY9c5OTIkZAQC0dHZ5ib518UK6/MzCRQKF5sjkVDevToIQYN8sPKlWvRrt0rZX7+ipKPsLBD+PrrFfj55zCYm5uX+PjC7tnc9whVfPr8zOfPFV3MhxZzoYv50GIutJgLXcyHFnOhVpL2KHs+EhER0Qu5ePF3ZGZmwN29ARIS4rF27So4O7uY7OrOWVlZSEiIx/ffb0H//oNKVXgkIiIiIqosWHwkIiKiF6JQKLBu3RrExDyAtbUNmjVrgXnzgvKskm0qtm/fgq1bN6JVqzYYMWK0scMhIiIiIjIq0/ytgIiIiMpM+/Yd0b59R2OHUW4EBo5FYOBYY4dBRERERFQucLVrIiIiIiIiIiIi0gsWH4mIyKSY6DprVAHxXjWs7du3o0ePHmjevDmGDh2KK1euFLr/4cOH0a9fPzRv3hwBAQE4deqUgSIlIiIiqlhYfCQiIpMglUoBAHJ5tpEjISqe3HtVKuUsOfoWGhqKJUuWYMKECdi3bx8aN26MwMBAJCQk5Lv/pUuXMH36dAwZMgQ///wzevbsiQkTJuDGjRsGjpyIiIio/GNrloiITIJEIoWVlS3S0pIAADKZBQRBMHJUxaNSCVAq2QsuV2XPhyiKkMuzkZaWBCsrW0gk/Fuxvm3atAmvvfYaBg8eDABYsGABTp48iT179mDMmDF59t+6dSs6d+6Md955BwAwZcoUhIeH4/vvv8fChQsNGjsRERFRecfiIxERmYwqVaoBgKYAWVFIJBKoVCpjh1FumEo+rKxsNfcs6Y9cLse1a9cwdqx2kSCJRAIvLy/88ccf+R7z559/YtSoUTrbvL29cfz48RJfX59/A8k9dwX5O4veMR9azIUu5kOLudBiLnQxH1rMhVpJXj+Lj0REZDIEQYC9vSPs7BygVCqMHU6xCALg4GCDpKR0cApA08mHVGrGHo8GkpSUBKVSCUdHR53tjo6OuH37dr7HxMfHw8nJKc/+8fHxJb6+o6NdiY8pj9eoSJgPLeZCF/OhxVxoMRe6mA8t5qL4WHwkIiKTI5FIIJHIjB1GsQgCYGlpCXPznEpdbCsu5oMqm4SEVL3dy4Kg/sVIn9eoSJgPLeZCF/OhxVxoMRe6mA8t5kItNw/FweIjEREREZksBwcHSKXSPIvLJCQk5OndmMvJySlPL8fC9i+MKELvv7gY4hoVCfOhxVzoYj60mAst5kIX86HFXBQfx/MQERERkcmSyWRo2rQpIiIiNNtUKhUiIiLQunXrfI9p1aoVIiMjdbaFh4ejVatW+gyViIiIqEJi8ZGIiIiITNro0aPx008/Yd++fbh16xbmz5+PzMxMDBo0CAAwc+ZMfPHFF5r9R44cidOnT2Pjxo24desWvv76a1y9ehXDhw831ksgIiIiKrdMdti1vlcl4upHWsyFLuZDi7nQxXxoMRdazIUu5kPN1F9/WfP19UViYiJWrVqFx48fo0mTJtiwYYNmGHVsbKzOAkBt2rTB559/jpUrV2LFihWoX78+1qxZg0aNGpX42lzt2nCYDy3mQhfzocVcaDEXupgPLeZCrSSvXxBFjlAnIiIiIiIiIiKissdh10RERERERERERKQXLD4SERERERERERGRXrD4SERERERERERERHrB4iMRERERERERERHpBYuPREREREREREREpBcsPhIREREREREREZFesPhIREREREREREREesHiIxEREREREREREekFi49ERERERERERESkFyw+EhERERERERERkV6w+PgCtm/fjh49eqB58+YYOnQorly5Uuj+hw8fRr9+/dC8eXMEBATg1KlTBopUf9atW4fBgwejdevW6NixI9577z3cvn270GP27t0LT09Pna/mzZsbKGL9+vrrr/O8tn79+hV6TGW8LwCgR48eeXLh6emJBQsW5Lt/Zbsvfv/9d4wbNw7e3t7w9PTE8ePHdZ4XRRFfffUVvL290aJFC4waNQrR0dFFnreknzvlQWG5yMnJwWeffYaAgAC0atUK3t7emDlzJh4+fFjoOUvzXisviro3Zs+enee1BQYGFnneynZvAMj3M8TT0xMbNmwo8JwV+d4gKg22R9XYJtVie1SXKbdJ2R7VxTapFtujWmyPGoaZsQOoqEJDQ7FkyRIsWLAALVu2xJYtWxAYGIiwsDA4Ojrm2f/SpUuYPn06pk2bhu7du+PgwYOYMGEC9u7di0aNGhnhFZSN8+fPY9iwYWjevDmUSiVWrFiBwMBAHDp0CNbW1gUeZ2tri7CwMM1jQRAMEa5BNGzYEJs2bdI8lkqlBe5bWe8LANi9ezeUSqXm8c2bNzF69OhCP3Qr032RkZEBT09PDB48GBMnTszz/Pr167Ft2zYsXboUrq6u+OqrrxAYGIjQ0FBYWFjke86Sfu6UF4XlIisrC3///TfGjx+Pxo0bIyUlBYsWLcL48eOxd+/eQs9bkvdaeVLUvQEAnTt3xpIlSzSPZTJZoeesjPcGAJw5c0bn8W+//YaPP/4Yffv2LfS8FfXeICoptke12CbVxfaolim3Sdke1cU2qRbbo1psjxqISKUyZMgQccGCBZrHSqVS9Pb2FtetW5fv/pMnTxbHjBmjs23o0KHi3Llz9RqnoSUkJIiNGjUSz58/X+A+e/bsEdu2bWvAqAxn1apVYv/+/Yu9v6ncF6IoikFBQWKvXr1ElUqV7/OV+b5o1KiReOzYMc1jlUoldurUSdywYYNmW0pKitisWTMxJCSkwPOU9HOnPHo+F/m5fPmy2KhRI/HBgwcF7lPS91p5lV8+Zs2aJY4fP75E5zGVe2P8+PHiyJEjC92nstwbRMXB9mjBTLlNyvZo4Uy1Tcr2qC62SbXYHtVie1R/OOy6FORyOa5duwYvLy/NNolEAi8vL/zxxx/5HvPnn3+iY8eOOtu8vb3x559/6jNUg0tNTQUA2NvbF7pfRkYGunfvjq5du2L8+PG4efOmIcIziDt37sDb2xs9e/bE9OnTERMTU+C+pnJfyOVyHDhwAIMHDy70L8eV+b541v379/H48WOdzxA7Ozu0bNmywM+Q0nzuVFRpaWkQBAFVqlQpdL+SvNcqmvPnz6Njx47o27cv5s2bh6SkpAL3NZV7Iz4+HqdOncKQIUOK3Lcy3xtEudgeLZypt0nZHs0f26RabI8WzdTbpGyP5sX2aOlx2HUpJCUlQalU5uk67OjoWODcMvHx8XBycsqzf3x8vN7iNDSVSoXFixejTZs2hQ7RcHNzw+LFi+Hp6YnU1FRs3LgRb7zxBg4dOoRatWoZMOKy16JFCyxZsgRubm54/Pgx1qxZg2HDhuHgwYOwtbXNs78p3BcAcPz4caSmpmLgwIEF7lOZ74vnPX78GADy/Qwp6P++NJ87FVF2djY+//xz+Pn55fueyVXS91pF0rlzZ/Tu3Ruurq64d+8eVqxYgXfffRc//vhjvsM1TOXe2LdvH2xsbNCnT59C96vM9wbRs9geLZipt0nZHi0Y26RabI8WztTbpGyP5o/t0dJj8ZHKzIIFC3Dz5k3s2LGj0P1at26N1q1b6zz29fXFzp07MWXKFD1HqV9du3bVfN+4cWO0bNkS3bt3x+HDhzF06FAjRmZce/bsQZcuXVCzZs0C96nM9wUVT05ODiZPngxRFAucBD5XZX6v+fn5ab7PnaC6V69emr8+m6o9e/YgICCgwDmoclXme4OIisfU26T8HCwY26RUHGyTsj1aELZHS4/DrkvBwcEBUqkUCQkJOtsTEhLy/NUwl5OTU56/IBW2f0WzcOFCnDx5Elu2bCnxXwTNzc3RpEkT3L17V0/RGU+VKlVQv379Al9bZb8vAODBgwcIDw8vVtf0Z1Xm+6J69eoAUKLPkNJ87lQkOTk5mDJlCmJiYrBx48YS/0WwqPdaRVanTh04ODjgzp07+T5f2e8NALhw4QKioqJK1VirzPcGmTa2R/PHNmlebI+qsU2qi+3R/LFNmj+2R9kefVEsPpaCTCZD06ZNERERodmmUqkQERGh81eyZ7Vq1QqRkZE628LDw9GqVSt9hqp3oihi4cKFOHbsGLZs2YI6deqU+BxKpRI3btzQ/ACsTNLT03Hv3r0CX1tlvS+etXfvXjg6OqJbt24lOq4y3xeurq6oXr26zmdIWloaLl++XOBnSGk+dyqK3EbenTt3sHnzZjg4OJT4HEW91yqyuLg4JCcnF/jaKvO9kWv37t1o2rQpGjduXOJjK/O9QaaN7VFdbJMWjO1RNbZJdbE9mhfbpAVje5Tt0RfFYdelNHr0aMyaNQvNmjVDixYtsGXLFmRmZmLQoEEAgJkzZ6JmzZqYPn06AGDkyJEYMWIENm7ciK5duyI0NBRXr17FwoULjfkyXtiCBQsQEhKCtWvXwsbGRjN3iJ2dHSwtLQHkzcXq1avRqlUr1KtXDykpKQgODkZMTEyl6H68bNkydO/eHS4uLnj06BG+/vprSCQS+Pv7AzCd+yKXSqXC3r17MWDAAJiZ6X7cVPb7Ij09XecvW/fv38c///wDe3t7uLi4YOTIkfjmm29Qr149uLq64quvvkKNGjXQq1cvzTFvv/02evfujeHDhwMo+nOnvCosF9WrV8ekSZPw999/Y926dVAqlZrPEXt7e8hkMgB5c1HUe608Kywf9vb2WL16Nfr27QsnJyfcu3cPn332GerVq4fOnTtrjjGFe8PFxQWA+hehsLAwzJo1K99zVKZ7g6ik2B7VYptUi+3RvEy1Tcr2qC62SbXYHtVie9QwWHwsJV9fXyQmJmLVqlV4/PgxmjRpgg0bNmi6FMfGxkIi0XYsbdOmDT7//HOsXLkSK1asQP369bFmzZpCJ8GuCH744QcAwIgRI3S2L1myRPMh83wuUlJSMHfuXDx+/Bj29vZo2rQpdu7ciQYNGhgucD2Ji4vDtGnTkJycjGrVqqFt27b46aefUK1aNQCmc1/kCg8PR0xMDAYPHpznucp+X1y9ehUjR47UPF6yZAkAYODAgVi6dCneffddZGZm4pNPPkFKSgratm2LDRs26Mwfcu/ePZ1V5Yr63CmvCsvFxIkT8euvvwIAXn31VZ3jtm7divbt2wPIm4ui3mvlWWH5mD9/Pm7cuIGff/4ZqampqFGjBjp16oTJkydrGr2AadwbS5cuBQAcOnQIoigW2FirTPcGUUmxParFNqkW26N5mWqblO1RXWyTarE9qsX2qGEIoiiKxg6CiIiIiIiIiIiIKh/O+UhERERERERERER6weIjERERERERERER6QWLj0RERERERERERKQXLD4SERERERERERGRXrD4SERERERERERERHrB4iMRERERERERERHpBYuPREREREREREREpBcsPhIREREREREREZFesPhIRGREnp6eOH78uLHDICIiIiITxfYoEembmbEDICIyltmzZ2Pfvn15tnt7eyM4ONgIERERERGRKWF7lIhMAYuPRGTSOnfujCVLluhsk8lkRoqGiIiIiEwN26NEVNlx2DURmTSZTIbq1avrfNnb2wNQD0HZsWMH3nnnHbRo0QI9e/ZEWFiYzvHXr1/HyJEj0aJFC7Rv3x5z585Fenq6zj67d++Gn58fmjVrBm9vbyxcuFDn+aSkJEyYMAEtW7ZEnz598Msvv2iee/LkCaZPn44OHTqgRYsW6NOnD/bs2aOnbBARERGRobE9SkSVHYuPRESF+Oqrr9C3b1/s378fAQEBmDZtGm7dugUAyMjIQGBgIOzt7bF7926sXLkS4eHh+PTTTzXH79ixAwsXLsRrr72GgwcPYu3atahbt67ONVavXg0fHx8cOHAAXbp0wYwZM5CcnKy5/q1bt7B+/XqEhoZi/vz5cHBwMNjrJyIiIiLjYnuUiCo6DrsmIpN28uRJtG7dWmfb2LFjMW7cOABAv379MHToUADAlClTEB4ejm3btmH+/PkICQmBXC7HsmXLYG1tDQD45JNPMG7cOMyYMQNOTk745ptvMHr0aLz99tua87do0ULnegMHDoS/vz8AYNq0adi2bRuuXLmCLl26ICYmBk2aNEHz5s0BAK6urvpJBBEREREZBdujRFTZsfhIRCatffv2mD9/vs623GEuAPI0BFu1aoV//vkHAHDr1i14enpqGnoA0KZNG6hUKkRFRUEQBDx69AgdO3YsNAZPT0/N99bW1rC1tUViYiIA4M0338SkSZPw999/o1OnTujVqxfatGlTqtdKREREROUP26NEVNmx+EhEJs3Kygr16tXTy7ktLCyKtZ+5ubnOY0EQoFKpAABdu3bFiRMncOrUKZw9exajRo3CsGHDMGvWrDKPl4iIiIgMj+1RIqrsOOcjEVEh/vzzT53Hly9fhoeHBwDAw8MD169fR0ZGhub5S5cuQSKRwM3NDba2tqhduzYiIiJeKIZq1aph4MCB+Pzzz/HRRx/hxx9/fKHzEREREVHFwfYoEVV0LD4SkUmTy+V4/PixzlfuEBMACAsLw+7duxEVFYVVq1bhypUrGD58OAAgICAAMpkMs2fPxo0bNxAZGYlPP/0Ur776KpycnAAA77//PjZt2oStW7ciOjoa165dw7Zt24od31dffYXjx4/jzp07uHnzJk6ePKlpbBIRERFRxcf2KBFVdhx2TUQm7fTp0/D29tbZ5ubmhrCwMADqxlpoaCgWLFiA6tWr44svvkCDBg0AqIfIBAcHY9GiRRgyZAisrKzQp08fzJ49W3OugQMHIjs7G5s3b8by5ctRtWpV9OvXr9jxmZubY8WKFXjw4AEsLS3Rtm1brFixogxeORERERGVB2yPElFlJ4iiKBo7CCKi8sjT0xNr1qxBr169jB0KEREREZkgtkeJqDLgsGsiIiIiIiIiIiLSCxYfiYiIiIiIiIiISC847JqIiIiIiIiIiIj0gj0fiYiIiIiIiIiISC9YfCQiIiIiIiIiIiK9YPGRiIiIiIiIiIiI9ILFRyIiIiIiIiIiItILFh+JiIiIiIiIiIhIL1h8JCIiIiIiIiIiIr1g8ZGIiIiIiIiIiIj0gsVHIiIiIiIiIiIi0ov/AxRwctQvRpWDAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "epochs = [i for i in range(20)]\n",
+        "fig , ax = plt.subplots(1,2)\n",
+        "train_acc = history.history['accuracy']\n",
+        "train_loss = history.history['loss']\n",
+        "val_acc = history.history['val_accuracy']\n",
+        "val_loss = history.history['val_loss']\n",
+        "fig.set_size_inches(16,9)\n",
+        "\n",
+        "ax[0].plot(epochs , train_acc , 'go-' , label = 'Training Accuracy')\n",
+        "ax[0].plot(epochs , val_acc , 'ro-' , label = 'Testing Accuracy')\n",
+        "ax[0].set_title('Training & Validation Accuracy')\n",
+        "ax[0].legend()\n",
+        "ax[0].set_xlabel(\"Epochs\")\n",
+        "ax[0].set_ylabel(\"Accuracy\")\n",
+        "\n",
+        "ax[1].plot(epochs , train_loss , 'g-o' , label = 'Training Loss')\n",
+        "ax[1].plot(epochs , val_loss , 'r-o' , label = 'Testing Loss')\n",
+        "ax[1].set_title('Testing Accuracy & Loss')\n",
+        "ax[1].legend()\n",
+        "ax[1].set_xlabel(\"Epochs\")\n",
+        "ax[1].set_ylabel(\"Loss\")\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 120,
+      "id": "a3b9ab36-0dfa-43f2-8fa9-d5612c789e80",
+      "metadata": {
+        "id": "a3b9ab36-0dfa-43f2-8fa9-d5612c789e80",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "0fe03ac4-056d-423b-8adf-c42c018ba03d"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "4/4 [==============================] - 0s 3ms/step\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([3, 4, 3, 1, 1])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 120
+        }
+      ],
+      "source": [
+        "# Predicting the first five test data\n",
+        "preds = model.predict(x_test)\n",
+        "predictions = np.argmax(preds, axis=1)\n",
+        "for i in range(len(predictions)):\n",
+        "    if(predictions[i] >= 9):\n",
+        "        predictions[i] += 1\n",
+        "predictions[:5]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now model is saved for our further use"
+      ],
+      "metadata": {
+        "id": "jOpgNUW8KnMg"
+      },
+      "id": "jOpgNUW8KnMg"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 121,
+      "id": "804ae0d9-9783-432b-8548-87952cfecbec",
+      "metadata": {
+        "id": "804ae0d9-9783-432b-8548-87952cfecbec",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "66d06cef-5bf0-458f-99a7-368b844ba5d1"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3103: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
+            "  saving_api.save_model(\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Save the model\n",
+        "model.save('sign_language_model.h5')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Step 6:** Deployment\n"
+      ],
+      "metadata": {
+        "id": "CyQWzM7nO4Fa"
+      },
+      "id": "CyQWzM7nO4Fa"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### System commands"
+      ],
+      "metadata": {
+        "id": "pfATzd5_UaZn"
+      },
+      "id": "pfATzd5_UaZn"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!sudo apt-get install espeak"
+      ],
+      "metadata": {
+        "id": "cHhBY0f4T1eY",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "7852746b-0092-45dc-ad39-63146bf88f7c"
+      },
+      "id": "cHhBY0f4T1eY",
+      "execution_count": 122,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "The following additional packages will be installed:\n",
+            "  espeak-data libespeak1 libportaudio2 libsonic0\n",
+            "The following NEW packages will be installed:\n",
+            "  espeak espeak-data libespeak1 libportaudio2 libsonic0\n",
+            "0 upgraded, 5 newly installed, 0 to remove and 45 not upgraded.\n",
+            "Need to get 1,382 kB of archives.\n",
+            "After this operation, 3,178 kB of additional disk space will be used.\n",
+            "Get:1 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libportaudio2 amd64 19.6.0-1.1 [65.3 kB]\n",
+            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsonic0 amd64 0.2.0-11build1 [10.3 kB]\n",
+            "Get:3 http://archive.ubuntu.com/ubuntu jammy/universe amd64 espeak-data amd64 1.48.15+dfsg-3 [1,085 kB]\n",
+            "Get:4 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libespeak1 amd64 1.48.15+dfsg-3 [156 kB]\n",
+            "Get:5 http://archive.ubuntu.com/ubuntu jammy/universe amd64 espeak amd64 1.48.15+dfsg-3 [64.2 kB]\n",
+            "Fetched 1,382 kB in 0s (3,998 kB/s)\n",
+            "debconf: unable to initialize frontend: Dialog\n",
+            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 5.)\n",
+            "debconf: falling back to frontend: Readline\n",
+            "debconf: unable to initialize frontend: Readline\n",
+            "debconf: (This frontend requires a controlling tty.)\n",
+            "debconf: falling back to frontend: Teletype\n",
+            "dpkg-preconfigure: unable to re-open stdin: \n",
+            "Selecting previously unselected package libportaudio2:amd64.\n",
+            "(Reading database ... 123589 files and directories currently installed.)\n",
+            "Preparing to unpack .../libportaudio2_19.6.0-1.1_amd64.deb ...\n",
+            "Unpacking libportaudio2:amd64 (19.6.0-1.1) ...\n",
+            "Selecting previously unselected package libsonic0:amd64.\n",
+            "Preparing to unpack .../libsonic0_0.2.0-11build1_amd64.deb ...\n",
+            "Unpacking libsonic0:amd64 (0.2.0-11build1) ...\n",
+            "Selecting previously unselected package espeak-data:amd64.\n",
+            "Preparing to unpack .../espeak-data_1.48.15+dfsg-3_amd64.deb ...\n",
+            "Unpacking espeak-data:amd64 (1.48.15+dfsg-3) ...\n",
+            "Selecting previously unselected package libespeak1:amd64.\n",
+            "Preparing to unpack .../libespeak1_1.48.15+dfsg-3_amd64.deb ...\n",
+            "Unpacking libespeak1:amd64 (1.48.15+dfsg-3) ...\n",
+            "Selecting previously unselected package espeak.\n",
+            "Preparing to unpack .../espeak_1.48.15+dfsg-3_amd64.deb ...\n",
+            "Unpacking espeak (1.48.15+dfsg-3) ...\n",
+            "Setting up libportaudio2:amd64 (19.6.0-1.1) ...\n",
+            "Setting up libsonic0:amd64 (0.2.0-11build1) ...\n",
+            "Setting up espeak-data:amd64 (1.48.15+dfsg-3) ...\n",
+            "Setting up libespeak1:amd64 (1.48.15+dfsg-3) ...\n",
+            "Setting up espeak (1.48.15+dfsg-3) ...\n",
+            "Processing triggers for man-db (2.10.2-1) ...\n",
+            "Processing triggers for libc-bin (2.35-0ubuntu3.4) ...\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!ls /usr/lib | grep libespeak"
+      ],
+      "metadata": {
+        "id": "NRl3AGcTT9Mi"
+      },
+      "id": "NRl3AGcTT9Mi",
+      "execution_count": 123,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!sudo apt-get install alsa-utils"
+      ],
+      "metadata": {
+        "id": "T4FQ11RDT9HG",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "ec460e5a-34db-47d0-c514-c1981ecafc3b"
+      },
+      "id": "T4FQ11RDT9HG",
+      "execution_count": 124,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "The following additional packages will be installed:\n",
+            "  libatopology2 libfftw3-single3\n",
+            "Suggested packages:\n",
+            "  dialog libfftw3-bin libfftw3-dev\n",
+            "The following NEW packages will be installed:\n",
+            "  alsa-utils libatopology2 libfftw3-single3\n",
+            "0 upgraded, 3 newly installed, 0 to remove and 45 not upgraded.\n",
+            "Need to get 2,028 kB of archives.\n",
+            "After this operation, 5,142 kB of additional disk space will be used.\n",
+            "Get:1 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatopology2 amd64 1.2.6.1-1ubuntu1 [51.3 kB]\n",
+            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libfftw3-single3 amd64 3.3.8-2ubuntu8 [800 kB]\n",
+            "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 alsa-utils amd64 1.2.6-1ubuntu1 [1,177 kB]\n",
+            "Fetched 2,028 kB in 0s (7,936 kB/s)\n",
+            "debconf: unable to initialize frontend: Dialog\n",
+            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 3.)\n",
+            "debconf: falling back to frontend: Readline\n",
+            "debconf: unable to initialize frontend: Readline\n",
+            "debconf: (This frontend requires a controlling tty.)\n",
+            "debconf: falling back to frontend: Teletype\n",
+            "dpkg-preconfigure: unable to re-open stdin: \n",
+            "Selecting previously unselected package libatopology2:amd64.\n",
+            "(Reading database ... 123919 files and directories currently installed.)\n",
+            "Preparing to unpack .../libatopology2_1.2.6.1-1ubuntu1_amd64.deb ...\n",
+            "Unpacking libatopology2:amd64 (1.2.6.1-1ubuntu1) ...\n",
+            "Selecting previously unselected package libfftw3-single3:amd64.\n",
+            "Preparing to unpack .../libfftw3-single3_3.3.8-2ubuntu8_amd64.deb ...\n",
+            "Unpacking libfftw3-single3:amd64 (3.3.8-2ubuntu8) ...\n",
+            "Selecting previously unselected package alsa-utils.\n",
+            "Preparing to unpack .../alsa-utils_1.2.6-1ubuntu1_amd64.deb ...\n",
+            "Unpacking alsa-utils (1.2.6-1ubuntu1) ...\n",
+            "Setting up libfftw3-single3:amd64 (3.3.8-2ubuntu8) ...\n",
+            "Setting up libatopology2:amd64 (1.2.6.1-1ubuntu1) ...\n",
+            "Setting up alsa-utils (1.2.6-1ubuntu1) ...\n",
+            "Processing triggers for man-db (2.10.2-1) ...\n",
+            "Processing triggers for libc-bin (2.35-0ubuntu3.4) ...\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install opencv-python tensorflow pyttsx"
+      ],
+      "metadata": {
+        "id": "6-tWQ3z_T9Du",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "e4c954a6-de43-4a6e-8c53-b2e151acbe77"
+      },
+      "id": "6-tWQ3z_T9Du",
+      "execution_count": 125,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n",
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.15.0)\n",
+            "Collecting pyttsx\n",
+            "  Downloading pyttsx-1.1.tar.gz (23 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python) (1.25.2)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.9.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n",
+            "Requirement already satisfied: ml-dtypes~=0.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.1)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (67.7.2)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.2)\n",
+            "Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.14.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.1)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n",
+            "Requirement already satisfied: tensorboard<2.16,>=2.15 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.2)\n",
+            "Requirement already satisfied: tensorflow-estimator<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: keras<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\n",
+            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.27.0)\n",
+            "Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (1.2.1)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.6)\n",
+            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.31.0)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (0.7.2)\n",
+            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.0.3)\n",
+            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (5.4.0)\n",
+            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.4.0)\n",
+            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (4.9)\n",
+            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (1.3.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2024.7.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow) (2.1.5)\n",
+            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (3.2.2)\n",
+            "Building wheels for collected packages: pyttsx\n",
+            "  Building wheel for pyttsx (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for pyttsx: filename=pyttsx-1.1-py3-none-any.whl size=22441 sha256=6d0a253c69749e12ca78683f9958f17a4697361e445b65bec2537d8efe346f49\n",
+            "  Stored in directory: /root/.cache/pip/wheels/5f/1b/16/30b2d882bd9e7c4d452c657e2127b3d7bad3a6093dae9118c7\n",
+            "Successfully built pyttsx\n",
+            "Installing collected packages: pyttsx\n",
+            "Successfully installed pyttsx-1.1\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install opencv-python-headless"
+      ],
+      "metadata": {
+        "id": "oDfMKTFRlh_W",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "e495ab0f-f387-484b-c530-7389d4a9517a"
+      },
+      "id": "oDfMKTFRlh_W",
+      "execution_count": 126,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: opencv-python-headless in /usr/local/lib/python3.10/dist-packages (4.10.0.84)\n",
+            "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python-headless) (1.25.2)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Deployment of the ml model using esp32 cam\n"
+      ],
+      "metadata": {
+        "id": "DcMjgfGHUi9c"
+      },
+      "id": "DcMjgfGHUi9c"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import cv2\n",
+        "import numpy as np\n",
+        "import tensorflow as tf\n",
+        "import pyttsx3 as ps\n",
+        "import threading"
+      ],
+      "metadata": {
+        "id": "oEISe6Egm1RC"
+      },
+      "id": "oEISe6Egm1RC",
+      "execution_count": 127,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Initialize the pyttsx3 engine once to avoid multiple instances\n",
+        "engine = ps.init()"
+      ],
+      "metadata": {
+        "id": "lieUST35Sb9l"
+      },
+      "id": "lieUST35Sb9l",
+      "execution_count": 128,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def speak(text):\n",
+        "    def speak_thread(text):\n",
+        "        # Ensure the global engine is used\n",
+        "        engine.say(text)\n",
+        "        engine.runAndWait()\n",
+        "    thread = threading.Thread(target=speak_thread, args=(text,))\n",
+        "    thread.start()"
+      ],
+      "metadata": {
+        "id": "qNnMlA3uTGkZ"
+      },
+      "id": "qNnMlA3uTGkZ",
+      "execution_count": 129,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Load the TensorFlow model\n",
+        "model = tf.keras.models.load_model(\"sign_language_model.h5\") # you should change these file path according to your file path"
+      ],
+      "metadata": {
+        "id": "KodOAaLmnBEy"
+      },
+      "id": "KodOAaLmnBEy",
+      "execution_count": 130,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Run this if you want to use pc web cam for this project."
+      ],
+      "metadata": {
+        "id": "H-igxkbvQ9A-"
+      },
+      "id": "H-igxkbvQ9A-"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define the video capture object\n",
+        "vc = cv2.VideoCapture(0)"
+      ],
+      "metadata": {
+        "id": "Cw8ZZn_lnBCY"
+      },
+      "id": "Cw8ZZn_lnBCY",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Run this if you want to use esp32 cam as a camera for this project."
+      ],
+      "metadata": {
+        "id": "TKJc8OAeRHne"
+      },
+      "id": "TKJc8OAeRHne"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Replace with your ESP32-CAM stream URL\n",
+        "stream_url = 'http://192.168.92.123:81/stream'"
+      ],
+      "metadata": {
+        "id": "GlCcAqUbnA_Q"
+      },
+      "id": "GlCcAqUbnA_Q",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Open a connection to the IP camera using OpenCV VideoCapture\n",
+        "vc = cv2.VideoCapture(stream_url)"
+      ],
+      "metadata": {
+        "id": "L8Q9ee2SQ6RI"
+      },
+      "id": "L8Q9ee2SQ6RI",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Check if the webcam opened successfully\n",
+        "if not vc.isOpened():\n",
+        "    print(\"Error: Could not open webcam.\")\n",
+        "    exit()"
+      ],
+      "metadata": {
+        "id": "GyYxpsURTTC4"
+      },
+      "id": "GyYxpsURTTC4",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Map the predicted class to the corresponding gesture\n",
+        "gestures = {\n",
+        "        0: 'empty', 1: 'A', 2: 'B', 3: 'C', 4: 'D', 5: 'E',\n",
+        "        6: 'F', 7: 'G', 8: 'H', 9: 'I', 10: 'J', 11: 'K',\n",
+        "        12: 'L', 13: 'M', 14: 'N', 15: 'O', 16: 'P', 17: 'Q',\n",
+        "        18: 'R', 19: 'S', 20: 'T', 21: 'U', 22: 'V', 23: 'W',\n",
+        "        24: 'X', 25: 'Y', 26: 'Z'\n",
+        "}"
+      ],
+      "metadata": {
+        "id": "gKwiEJgtnOYO"
+      },
+      "id": "gKwiEJgtnOYO",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Loop until the user presses the 'q' key\n",
+        "while True:\n",
+        "    # Capture a frame from the webcam\n",
+        "    ret, frame = vc.read()\n",
+        "    if not ret:\n",
+        "        print(\"Failed to capture image\")\n",
+        "        break\n",
+        "\n",
+        "    # Convert the frame to grayscale\n",
+        "    gray_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
+        "\n",
+        "    # Resize the frame to 40x40\n",
+        "    resized_frame = cv2.resize(gray_frame, (40, 40))\n",
+        "\n",
+        "    # Normalize the pixel values\n",
+        "    normalized_frame = resized_frame / 127.5 - 1.0\n",
+        "\n",
+        "    # Add a batch dimension and ensure it has the right shape\n",
+        "    input_data = np.expand_dims(normalized_frame, axis=(0, -1)).astype(np.float32)\n",
+        "\n",
+        "    # Perform inference using the model\n",
+        "    output_data = model.predict(input_data)\n",
+        "\n",
+        "    # Get the predicted class\n",
+        "    predicted_class = np.argmax(output_data)\n",
+        "\n",
+        "    predicted_gesture = gestures.get(predicted_class, 'unknown')\n",
+        "\n",
+        "    # Print the predicted class\n",
+        "    print(\"Predicted gesture:\", predicted_gesture)\n",
+        "    if predicted_gesture != 'empty':\n",
+        "        speak(predicted_gesture)\n",
+        "\n",
+        "    # Display the frame\n",
+        "    cv2.imshow('Webcam_Gesture_Recognition', gray_frame)\n",
+        "\n",
+        "    # Press 'q' to exit\n",
+        "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
+        "        break\n",
+        "\n",
+        "# Release the video capture object\n",
+        "vc.release()\n",
+        "\n",
+        "# Close all windows\n",
+        "cv2.destroyAllWindows()\n"
+      ],
+      "metadata": {
+        "id": "ye9kubkQnXWg"
+      },
+      "id": "ye9kubkQnXWg",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Author"
+      ],
+      "metadata": {
+        "id": "8EtNvZONBAIS"
+      },
+      "id": "8EtNvZONBAIS"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Developed by Harsh Raj\n",
+        "Contacts :\n",
+        "- [Email](mailto:developerharshraj@gmail.com)\n",
+        "- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)\n",
+        "- [GitHub](https://github.com/HarshRajTiwary)\n",
+        "\n",
+        "### Happy Learning"
+      ],
+      "metadata": {
+        "id": "zbZgH_AYA78l"
+      },
+      "id": "zbZgH_AYA78l"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.9"
+    },
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "accelerator": "GPU"
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/README.md b/Machine Learning/Indian-Sign-Language-to-speech-device-main/README.md
new file mode 100644
index 0000000..2750649
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/README.md
@@ -0,0 +1,117 @@
+# Indian-Sign-Language-to-speech-device
+developed and deployed Indian sign language ml model to edge device that converts hand gesture to alphabet character and then to speech.
+# Task : Indian Sign Language Recognition(gesture recognition) and Conversion to speech
+
+![sign.png](https://github.com/HarshRajTiwary/Indian-Sign-Language-to-speech-device/blob/main/sign.png)
+
+## Objective:
+Develop instructional materials for students to learn machine learning using
+Jupyter Notebook and other ML tools. The aim is to accurately recognize
+ISL(Indian Sign Language Recognition) gestures, convert them into
+corresponding text, and then convert the text into speech.
+
+## Tools and Technologies:
+  * **Jupyter Notebook:** For data preprocessing, model development, and
+training.
+
+  * **Programming Language:** Python - Widely used for its simplicity,
+extensive libraries, and ecosystem support.
+
+## Starting the Exciting Journey for this project by following these
+
+To make this interesting project we will be following some steps and sub-steps so that our project can be made without any errors. This is the most useful project which we are going to make, which deals with the real life problem of deaf and dumb people.
+
+So let us start this exciting journey with the following steps:
+* **Step1:** Making our system ready for this project, for that you need to download some libraries of python using `pip` command.
+  * OpenCV ----> `pip install opencv-python` ----> open-source library for computer vision, machine learning, and image processing.
+  * PIL ----> `pip install pillow` ----> Pillow provides the ImageDraw module that provides simple 2D graphics for Image objects.
+  * tensorflow ----> `pip install tensorflow` ----> used to build and train deep learning models as it facilitates the creation of computational graphs and efficient execution on various hardware platforms
+  * sklearn ----> `pip install scikit-learn` used here for spliting data into test and train.
+  * pyttsx3 ----> `pip install pyttsx3` used to convert text to speech.
+
+  Do not worry you are not supposed to copy these commends and install one by one in your terminal because you will see these commands installed at the time of there use in this notebook file only, so chill....
+* **Step2:** Making Hardware ready for this project,for that we will be following some sub steps which are as followed:
+  * Getting the Arduino code
+  * Interfacing the Hardware
+  * Installing the code to the Hardware
+  * Getting the esp32_url for this project
+* **Step3:** Now after sucessfully installing these libraries of python, you need to import these libraries for this project.
+* **Step4:** Data collection and processing, this very steps have some sub steps which is needed to be followed:
+  * **Data Collection:** Capture image form esp32-cam and save them with there class name(in our project it is A to Z gestures).
+  * **Data storing:** Now after creating your data with there class name you need to store these data into csv file, in our case we are taking the image data of any pixel, resizing it to 40x40, spliting the data into test and train and after this we will be storing these data in to csv files named as `train.csv` and `test.csv`.
+  * **Data Loading:** We will be loading these csv files in our code.
+  * **Data Processing:** Now its time to process the data for this project which will be helpful for us to develop the model and test it for the accuracy.
+  * **Debugging:** Debugging the data is most essential before model development as it debugs our process and alearts us when there is any error.
+  * **Previewing Data:** After some more data processing now we will be previewing the data in grayscale as this gives us the correct image data for developing our model.
+* **Step5:** Developing our ML model.
+* **step6:** Deploying this ML model using esp32-cam, for this we will be following some sub steps which are as follows:
+  * some necessary system commands
+  * Import some libraries
+  * Load ML model
+  * Connect to esp32-cam
+  * Prediction
+  * Converting the predicted value to text
+  * Converting the text to speech
+
+and yes if you follow these steps, you will be getting your project ready.
+
+### Interfacing the Hardware
+
+See the beloy diagram and interface the esp32-cam as ot is (Do not forget to connect GPIO0 pin to GND).
+
+Now connect the FTDI to the computer through the usb cable
+* 5V ---> VCC
+* GND ---> GND
+* U0T ---> Rx
+* U0R ---> Tx
+* IO0 ---> GND
+
+pin diagram for your ease.
+
+![interfacing.png](https://github.com/HarshRajTiwary/Indian-Sign-Language-to-speech-device/blob/main/interfacing.jpg)
+
+### Installing code to Hardware
+
+Follow these steps to install code to your Hardware:
+* **Step 1:** Open the example code and do some necessary changes so that it can be used in our project, which are as follows:
+  * Comment the line no 17 which is `#define CAMERA_MODEL_ESP_EYE  // Has PSRAM`
+  * uncomment the line no 25 which is `#define CAMERA_MODEL_AI_THINKER // Has PSRAM`
+  * change the ssid and password
+  ```
+  const char *ssid = "**********";
+  const char *password = "**********";
+  ```
+
+Now Install the code on esp32cam by selecting the correct board and port to which the esp32-cam is connected. To do so
+
+Go to `Tools---> Board---> esp32---> AI Thinker ESP32-CAM`
+
+Go to `Tools---> Port---> your port`
+
+and hit the upload button (it will take some time to verify and upload the code to the esp32-cam).
+
+if it shows any error the for debugging follow these steps:
+* Press the reset button present on the esp32-cam module.
+* Check the connection for any loose fitting.
+
+
+Your Hardware is ready with the code now, only you need to get your esp32_url to get the camera access for this project. To do so you need to follow some steps which are as follows:
+* Open the serial monitor
+* Set the baud rate to `115200 baud`
+* Remove the jumper wire which is connected to IO0 to GND of esp32-cam module
+* Press the reset button present on the esp32-cam module, you will notice some url is printed on the serial monitor.
+* Copy this url and paste on the browser of your PC (ensure that your pc is also connected to the same hotspot to which the esp32-cam module is connected).
+* Now serach for the start stream button red in colour.
+* Click that button for starting the video stream, now video will start streaming on the web page
+* Now right click on the video displayed and go to open in new tab and cose the previous tab
+* Copy the url of the current page and thats it you got your esp32 url.
+
+## About Author
+
+### Developed by Harsh Raj
+Contacts :
+- [Email](mailto:developerharshraj@gmail.com)
+- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)
+- [GitHub](https://github.com/HarshRajTiwary)
+
+### Happy Learning
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_x.csv b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_x.csv
new file mode 100644
index 0000000..5d462a6
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_x.csv
@@ -0,0 +1,10 @@
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diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_y.csv b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_y.csv
new file mode 100644
index 0000000..9521844
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/csv_y.csv
@@ -0,0 +1 @@
+4,3,4,4,4,1,0,3,2,1
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/test.csv b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/test.csv
new file mode 100644
index 0000000..9c83116
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/test.csv
@@ -0,0 +1,101 @@
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diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/train.csv b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/train.csv
new file mode 100644
index 0000000..55469c9
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/csv/train.csv
@@ -0,0 +1,401 @@
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,36,33,28,24,38,57,43,99,114,46,45,44,16,131,134,137,141,144,59,33,34,39,38,36,33,109,173,169,169,170,171,171,172,170,170,166,165,160,162,74,33,32,27,34,55,54,32,99,111,45,44,46,26,130,132,136,144,97,33,28,30,35,36,29,94,172,166,166,168,169,169,169,167,166,166,164,162,160,162,125,32,31,29,36,49,44,28,105,106,46,47,42,39,130,135,141,110,49,30,28,33,33,26,62,163,165,163,165,169,168,170,169,164,161,159,157,155,153,144,150,55,26,28,32,37,31,28,109,106,50,40,39,40,127,133,117,62,38,31,34,36,31,22,118,168,161,162,161,161,163,165,161,154,150,148,146,143,142,138,135,81,23,27,27,28,24,24,93,109,53,38,36,34,103,102,65,41,35,32,35,34,28,60,114,117,115,114,113,111,112,113,112,112,113,110,111,107,101,100,103,95,36,25,27,25,22,21,89,112,60,39,37,35,87,53,42,35,34,33,33,27,49,127,133,133,135,132,131,132,130,130,127,129,131,130,122,119,145,125,118,119,59,23,26,24,22,20,61,110,72,38,38,36,67,46,36,33,33,33,30,34,118,139,139,140,142,141,144,148,150,149,149,151,152,149,142,142,109,124,142,141,110,24,24,23,23,22,36,103,83,37,37,36
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/dataset.zip b/Machine Learning/Indian-Sign-Language-to-speech-device-main/dataset.zip
new file mode 100644
index 0000000..56623e1
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/dataset.zip
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/interfacing.jpg b/Machine Learning/Indian-Sign-Language-to-speech-device-main/interfacing.jpg
new file mode 100644
index 0000000..6d96a29
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/interfacing.jpg
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/model/sign_language_model.h5 b/Machine Learning/Indian-Sign-Language-to-speech-device-main/model/sign_language_model.h5
new file mode 100644
index 0000000..7c3c49f
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/model/sign_language_model.h5
diff --git a/Machine Learning/Indian-Sign-Language-to-speech-device-main/sign.png b/Machine Learning/Indian-Sign-Language-to-speech-device-main/sign.png
new file mode 100644
index 0000000..b5aa597
--- /dev/null
+++ b/Machine Learning/Indian-Sign-Language-to-speech-device-main/sign.png
diff --git a/Machine Learning/Weather-Prediction-Device-main/Deployment_code/DecisionTree.h b/Machine Learning/Weather-Prediction-Device-main/Deployment_code/DecisionTree.h
new file mode 100644
index 0000000..0279da6
--- /dev/null
+++ b/Machine Learning/Weather-Prediction-Device-main/Deployment_code/DecisionTree.h
@@ -0,0 +1,37 @@
+#pragma once

+// #include <cstdarg>

+namespace Eloquent {

+    namespace ML {

+        namespace Port {

+            class DecisionTree {

+                public:

+                    /**

+                    * Predict class for features vector

+                    */

+                    int predict(float *x) {

+                        if (x[1] <= 79.95000076293945) {

+                            if (x[1] <= 50.0) {

+                                return 3;

+                            }

+

+                            else {

+                                return 2;

+                            }

+                        }

+

+                        else {

+                            if (x[0] <= 24.049999237060547) {

+                                return 0;

+                            }

+

+                            else {

+                                return 1;

+                            }

+                        }

+                    }

+

+                protected:

+                };

+            }

+        }

+    }
\ No newline at end of file
diff --git a/Machine Learning/Weather-Prediction-Device-main/Deployment_code/weather_prediction_model.ino b/Machine Learning/Weather-Prediction-Device-main/Deployment_code/weather_prediction_model.ino
new file mode 100644
index 0000000..6cbb87a
--- /dev/null
+++ b/Machine Learning/Weather-Prediction-Device-main/Deployment_code/weather_prediction_model.ino
@@ -0,0 +1,107 @@
+#include "DecisionTree.h"
+Eloquent::ML::Port::DecisionTree weatherClassifier;
+#include <math.h>
+#include "DHT.h"
+
+// Variable Declaration
+float t;
+float h;
+float hic;
+int prediction;
+
+#define DHTPIN 4     // Digital pin connected to the DHT sensor
+#define DHTTYPE DHT11   // DHT 11
+DHT dht(DHTPIN, DHTTYPE);
+
+
+void setup() {
+  // put your setup code here, to run once:
+  Serial.begin(9600);
+  Serial.print("Welcome!");
+  delay(10);
+
+  dht.begin();
+}
+
+void loop() {
+  // put your main code here, to run repeatedly:
+  delay(2000);
+  // Read humidity
+  float h = dht.readHumidity();
+  // Read temperature as Celsius
+  float t = dht.readTemperature();
+
+  // Check if any reads failed and exit early (to try again).
+  if (isnan(h) || isnan(t)) {
+    Serial.println(F("Failed to read from DHT sensor!"));
+    return;
+  }
+
+  // Compute heat index in Celsius (the default)
+  float hic = calculate_heat_index(t,h);
+
+
+
+  // Print values of temperature, humidity and heat index to serial monitor
+  Serial.print(F("Humidity: "));
+  Serial.print(h);
+  Serial.print(F("%  Temperature: "));
+  Serial.print(t);
+  Serial.print(F("°C  Heat index: "));
+  Serial.print(hic);
+  Serial.println(F("°C"));
+
+  float input[3] = {t,h,hic};
+  // Giving input values to predict Function
+  int prediction = weatherClassifier.predict(input);
+
+  // Checking Condition of weather
+  Serial.print("Prediction: ");
+  // Serial.print(prediction);
+  if (prediction == 0){
+    Serial.println("Foggy \U0001F32B");
+  }
+  else if(prediction == 1){
+    Serial.println("Rainy \U0001F327");
+  }
+  else if(prediction == 2){
+    Serial.println("Cloudy \u2601️");
+  }
+  else if(prediction == 3){
+    Serial.println("Sunny \u2600");
+  }
+
+  Serial.println();
+
+  delay(1000);
+}
+
+double calculate_heat_index(double temperature, double humidity) {
+    // Coefficients for the heat index formula
+    double c1 = -42.379;
+    double c2 = 2.04901523;
+    double c3 = 10.14333127;
+    double c4 = -0.22475541;
+    double c5 = -6.83783e-3;
+    double c6 = -5.481717e-2;
+    double c7 = 1.22874e-3;
+    double c8 = 8.5282e-4;
+    double c9 = -1.99e-6;
+
+    // Calculate the heat index
+    double heat_index = (c1 + (c2 * temperature) + (c3 * humidity) + (c4 * temperature * humidity) +
+                         (c5 * pow(temperature, 2)) + (c6 * pow(humidity, 2)) +
+                         (c7 * pow(temperature, 2) * humidity) + (c8 * temperature * pow(humidity, 2)) +
+                         (c9 * pow(temperature, 2) * pow(humidity, 2)));
+
+    // Adjustments for specific conditions
+    if (humidity < 13 && (80 <= temperature && temperature <= 112)) {
+        double adjustment = ((13 - humidity) / 4.0) * sqrt((17 - fabs(temperature - 95.0)) / 17);
+        heat_index -= adjustment;
+    } else if (humidity > 85 && (80 <= temperature && temperature <= 87)) {
+        double adjustment = ((humidity - 85) / 10.0) * ((87 - temperature) / 5.0);
+        heat_index += adjustment;
+    }
+
+    return heat_index;
+}
diff --git a/Machine Learning/Weather-Prediction-Device-main/README.md b/Machine Learning/Weather-Prediction-Device-main/README.md
new file mode 100644
index 0000000..8089e58
--- /dev/null
+++ b/Machine Learning/Weather-Prediction-Device-main/README.md
@@ -0,0 +1,64 @@
+# Weather-Prediction-Device
+Developed ML model and deployed on esp32 which uses DHT11 sensor to get temperature and humidity with this it calculates heat index and then predicts weather condition.
+
+# **Introduction to Machine Learning with Jupyter Notebooks**
+Welcome to the world of Machine Learning. This instructional materials will guide you to learn machine learning using Jupyter Notebook.
+
+## **Getting Started**
+### **1. Setting Up Your Environment**
+Before we go deep into machine learning, you'll need to set up your environment.
+follow these steps to set up your environment.
+
+**Install Jupyter Notebook**:
+
+Install the classic Jupyter Notebook by writting the below command in your terminal:
+
+`pip install notebook`
+
+### **2. Launching Jupyter Notebook**
+
+To run the notebook:
+
+`jupyter notebook`
+
+or if this doesnt work, write this insteade.
+
+`python -m notebook`
+
+## **Basics of Machain Learning (ML)**
+### **What is Machine Learning?**
+It is a subset of Artificial Inteligence (AI). It focuses on making a model capable of learning from data to make predictions or decisions.
+
+### **Types of Machaine Learning:**
+1. *Supervised Learning*: Learning from labeled data (e.g., classification, regression).
+2. *Unsupervised Learning*: Finding patterns in unlabeled data (e.g., clustering, dimensionality reduction).
+3. *Reinforcement Learning*: Learning through rewards and punishments.
+
+## **Building your first ML Model**
+
+**Task**: Develop a weather forecasting model capable of predicting
+weather conditions, including sunny, cloudy, rainy, foggy, etc.
+
+**Objective**:
+Develop instructional materials for students to learn machine learning using
+Jupyter Notebook and other ML tools. Use a weather forecasting model as an
+example, incorporating TensorFlow and a Decision Tree Classifier. The aim is
+to accurately predict weather conditions and display predictions such as
+sunny, cloudy, rainy, and foggy.
+
+**Tools and Technologies**:
+1. *Jupyter Notebook*: For data preprocessing, model development, and
+training.
+2. *Programming Language*: Python - Widely used for its simplicity,
+extensive libraries, and ecosystem support.
+3. *TensorFlow*: For building and training the weather prediction model.
+4. *NumPy*: For numerical computations and data manipulation.
+5. *Pandas*: For data manipulation and analysis.
+
+## Developed by Harsh Raj
+Contacts :
+- [Email](mailto:developerharshraj@gmail.com)
+- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)
+- [GitHub](https://github.com/HarshRajTiwary)
+
+## Happy Learning
diff --git a/Machine Learning/Weather-Prediction-Device-main/Weather_prediction_model.ipynb b/Machine Learning/Weather-Prediction-Device-main/Weather_prediction_model.ipynb
new file mode 100644
index 0000000..f67ab33
--- /dev/null
+++ b/Machine Learning/Weather-Prediction-Device-main/Weather_prediction_model.ipynb
@@ -0,0 +1,4422 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "id": "hrPMSSu2taoh",
+      "metadata": {
+        "id": "hrPMSSu2taoh"
+      },
+      "source": [
+        "# **Introduction to Machine Learning with Jupyter Notebooks**\n",
+        "Welcome to the world of Machine Learning. This instructional materials will guide you to learn machine learning using Jupyter Notebook."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "hmsg3MWmvNjq",
+      "metadata": {
+        "id": "hmsg3MWmvNjq",
+        "jp-MarkdownHeadingCollapsed": true
+      },
+      "source": [
+        "## **Getting Started**\n",
+        "### **1. Setting Up Your Environment**\n",
+        "Before we go deep into machine learning, you'll need to set up your environment.\n",
+        "follow these steps to set up your environment.\n",
+        "\n",
+        "**Install Jupyter Notebook**:\n",
+        "\n",
+        "Install the classic Jupyter Notebook by writting the below command in your terminal:\n",
+        "\n",
+        "`pip install notebook`\n",
+        "\n",
+        "### **2. Launching Jupyter Notebook**\n",
+        "\n",
+        "To run the notebook:\n",
+        "\n",
+        "`jupyter notebook`\n",
+        "\n",
+        "or if this doesnt work, write this insteade.\n",
+        "\n",
+        "`python -m notebook`"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "1z9COW_-v4_2",
+      "metadata": {
+        "id": "1z9COW_-v4_2",
+        "jp-MarkdownHeadingCollapsed": true
+      },
+      "source": [
+        "## **Basics of Machain Learning (ML)**\n",
+        "### **What is Machine Learning?**\n",
+        "It is a subset of Artificial Inteligence (AI). It focuses on making a model capable of learning from data to make predictions or decisions.\n",
+        "\n",
+        "### **Types of Machaine Learning:**\n",
+        "1. *Supervised Learning*: Learning from labeled data (e.g., classification, regression).\n",
+        "2. *Unsupervised Learning*: Finding patterns in unlabeled data (e.g., clustering, dimensionality reduction).\n",
+        "3. *Reinforcement Learning*: Learning through rewards and punishments."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "07hppMV2tpwd",
+      "metadata": {
+        "id": "07hppMV2tpwd"
+      },
+      "source": [
+        "## **Building your first ML Model**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "wUZ2m_AbAsvg",
+      "metadata": {
+        "id": "wUZ2m_AbAsvg"
+      },
+      "source": [
+        "**Task**: Develop a weather forecasting model capable of predicting\n",
+        "weather conditions, including sunny, cloudy, rainy, foggy, etc."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "Vm2gWCn5C-0l",
+      "metadata": {
+        "id": "Vm2gWCn5C-0l"
+      },
+      "source": [
+        "**Objective**:\n",
+        "Develop instructional materials for students to learn machine learning using\n",
+        "Jupyter Notebook and other ML tools. Use a weather forecasting model as an\n",
+        "example, incorporating TensorFlow and a Decision Tree Classifier. The aim is\n",
+        "to accurately predict weather conditions and display predictions such as\n",
+        "sunny, cloudy, rainy, and foggy.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "IBzg9QTEDEeI",
+      "metadata": {
+        "id": "IBzg9QTEDEeI"
+      },
+      "source": [
+        "**Tools and Technologies**:\n",
+        "1. *Jupyter Notebook*: For data preprocessing, model development, and\n",
+        "training.\n",
+        "2. *Programming Language*: Python - Widely used for its simplicity,\n",
+        "extensive libraries, and ecosystem support.\n",
+        "3. *TensorFlow*: For building and training the weather prediction model.\n",
+        "4. *NumPy*: For numerical computations and data manipulation.\n",
+        "5. *Pandas*: For data manipulation and analysis.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "lVtdjpVNDQdj",
+      "metadata": {
+        "id": "lVtdjpVNDQdj"
+      },
+      "source": [
+        "## **Task Steps:**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "GmqCkoG9Juf5",
+      "metadata": {
+        "id": "GmqCkoG9Juf5"
+      },
+      "source": [
+        "### **1. Import libraries:**\n",
+        "We will import the necessary libraries first"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install tensorflow"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "8n6dfiIM4Ekz",
+        "outputId": "c6917575-aae3-490e-e76c-e464566dd22f"
+      },
+      "id": "8n6dfiIM4Ekz",
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.15.0)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.9.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n",
+            "Requirement already satisfied: ml-dtypes~=0.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.25.2)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.1)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (67.7.2)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.2)\n",
+            "Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.14.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.1)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n",
+            "Requirement already satisfied: tensorboard<2.16,>=2.15 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.2)\n",
+            "Requirement already satisfied: tensorflow-estimator<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: keras<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.15.0)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\n",
+            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.27.0)\n",
+            "Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (1.2.1)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.6)\n",
+            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (2.31.0)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (0.7.2)\n",
+            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow) (3.0.3)\n",
+            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (5.4.0)\n",
+            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.4.0)\n",
+            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (4.9)\n",
+            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (1.3.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2024.7.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow) (2.1.5)\n",
+            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (3.2.2)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install seaborn"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rkyeDjbR4Efg",
+        "outputId": "89747bfa-021f-4902-8e0c-862ba16eb0f8"
+      },
+      "id": "rkyeDjbR4Efg",
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.1)\n",
+            "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.10/dist-packages (from seaborn) (1.25.2)\n",
+            "Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.10/dist-packages (from seaborn) (2.0.3)\n",
+            "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /usr/local/lib/python3.10/dist-packages (from seaborn) (3.7.1)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.1)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n",
+            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.4.0)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.2)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2023.4)\n",
+            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2024.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install scikit-learn"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "9fVJM4vp4EcH",
+        "outputId": "95eafd84-f32c-4a4b-a9ab-3ec0486ebe20"
+      },
+      "id": "9fVJM4vp4EcH",
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.25.2)\n",
+            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.11.4)\n",
+            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.4.2)\n",
+            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.5.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install micromlgen"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "LvFn6tnl4EYh",
+        "outputId": "14cd304d-c5d1-4bd7-b4c9-6af236cc6bc4"
+      },
+      "id": "LvFn6tnl4EYh",
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting micromlgen\n",
+            "  Downloading micromlgen-1.1.28.tar.gz (12 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from micromlgen) (3.1.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->micromlgen) (2.1.5)\n",
+            "Building wheels for collected packages: micromlgen\n",
+            "  Building wheel for micromlgen (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for micromlgen: filename=micromlgen-1.1.28-py3-none-any.whl size=32152 sha256=0004e20b26a748989a91938b095a57ea272e21f7b751f1deb19968b53ce397dc\n",
+            "  Stored in directory: /root/.cache/pip/wheels/97/54/64/5d82c310920abe1be0d120313ceb9e12c88f5701f53f6ed248\n",
+            "Successfully built micromlgen\n",
+            "Installing collected packages: micromlgen\n",
+            "Successfully installed micromlgen-1.1.28\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "id": "cxf2RSmXJhoG",
+      "metadata": {
+        "id": "cxf2RSmXJhoG"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd     # for data acquisition\n",
+        "import numpy as np      # for data processing\n",
+        "import tensorflow as tf # for making the model"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "id": "966398fd-64a6-4e87-a59f-7f7efe754613",
+      "metadata": {
+        "id": "966398fd-64a6-4e87-a59f-7f7efe754613"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.tree import DecisionTreeClassifier\n",
+        "from micromlgen import port\n",
+        "from sklearn import metrics\n",
+        "import seaborn as sns\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "da6EwHUXBLr2",
+      "metadata": {
+        "id": "da6EwHUXBLr2"
+      },
+      "source": [
+        "### **2. Dataset Acquisition:**\n",
+        "We will use the provided rainfall dataset for this project.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "id": "26760d37-0b57-41dc-888b-4f96562a4296",
+      "metadata": {
+        "id": "26760d37-0b57-41dc-888b-4f96562a4296"
+      },
+      "outputs": [],
+      "source": [
+        "data = pd.read_csv('rainfall.csv')  # Load the dataset"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "id": "b2mNI5xxLvSF",
+      "metadata": {
+        "id": "b2mNI5xxLvSF",
+        "outputId": "ebbc73a6-543f-4c37-951e-f0cb47c6ee8b",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "     datetime  temp   dew  humidity  sealevelpressure  winddir  \\\n",
+              "0  01-01-2016  28.4  11.9      37.8            1016.4    147.5   \n",
+              "1  02-01-2016  26.8  13.0      44.8            1017.2    110.3   \n",
+              "2  03-01-2016  25.5  14.6      52.8            1015.7    145.3   \n",
+              "3  04-01-2016  26.4  13.1      46.6            1015.3    126.9   \n",
+              "4  05-01-2016  27.1  13.5      44.9            1014.4    125.5   \n",
+              "\n",
+              "   solarradiation  windspeed  precipprob  preciptype  \n",
+              "0           216.1       16.6           0           0  \n",
+              "1           215.7       16.6           0           0  \n",
+              "2           221.1       18.4           0           0  \n",
+              "3           216.2       16.6           0           0  \n",
+              "4           208.1       16.6           0           0  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-3c9446bc-da46-4e83-9b6d-845e16747770\" class=\"colab-df-container\">\n",
+              "    <div>\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>datetime</th>\n",
+              "      <th>temp</th>\n",
+              "      <th>dew</th>\n",
+              "      <th>humidity</th>\n",
+              "      <th>sealevelpressure</th>\n",
+              "      <th>winddir</th>\n",
+              "      <th>solarradiation</th>\n",
+              "      <th>windspeed</th>\n",
+              "      <th>precipprob</th>\n",
+              "      <th>preciptype</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>01-01-2016</td>\n",
+              "      <td>28.4</td>\n",
+              "      <td>11.9</td>\n",
+              "      <td>37.8</td>\n",
+              "      <td>1016.4</td>\n",
+              "      <td>147.5</td>\n",
+              "      <td>216.1</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>02-01-2016</td>\n",
+              "      <td>26.8</td>\n",
+              "      <td>13.0</td>\n",
+              "      <td>44.8</td>\n",
+              "      <td>1017.2</td>\n",
+              "      <td>110.3</td>\n",
+              "      <td>215.7</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>03-01-2016</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>52.8</td>\n",
+              "      <td>1015.7</td>\n",
+              "      <td>145.3</td>\n",
+              "      <td>221.1</td>\n",
+              "      <td>18.4</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>04-01-2016</td>\n",
+              "      <td>26.4</td>\n",
+              "      <td>13.1</td>\n",
+              "      <td>46.6</td>\n",
+              "      <td>1015.3</td>\n",
+              "      <td>126.9</td>\n",
+              "      <td>216.2</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>05-01-2016</td>\n",
+              "      <td>27.1</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>44.9</td>\n",
+              "      <td>1014.4</td>\n",
+              "      <td>125.5</td>\n",
+              "      <td>208.1</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
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+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
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+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
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+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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+              "                                                    [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",
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+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
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+              "        const charts = await google.colab.kernel.invokeFunction(\n",
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+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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+              "\n",
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+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "data",
+              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 1781,\n  \"fields\": [\n    {\n      \"column\": \"datetime\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1781,\n        \"samples\": [\n          \"04-04-2018\",\n          \"10-01-2020\",\n          \"21-08-2016\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"temp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.9600266457661053,\n        \"min\": 20.2,\n        \"max\": 32.8,\n        \"num_unique_values\": 107,\n        \"samples\": [\n          27.9,\n          25.1,\n          27.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dew\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.532064757752514,\n        \"min\": 5.0,\n        \"max\": 27.5,\n        \"num_unique_values\": 184,\n        \"samples\": [\n          11.2,\n          21.0,\n          23.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"humidity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.533809054667492,\n        \"min\": 28.6,\n        \"max\": 98.2,\n        \"num_unique_values\": 546,\n        \"samples\": [\n          65.1,\n          69.4,\n          88.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sealevelpressure\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.7061573121763307,\n        \"min\": 994.1,\n        \"max\": 1017.4,\n        \"num_unique_values\": 177,\n        \"samples\": [\n          1014.5,\n          1009.4,\n          1000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"winddir\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 47.07555884115642,\n        \"min\": 65.6,\n        \"max\": 316.0,\n        \"num_unique_values\": 1089,\n        \"samples\": [\n          138.9,\n          200.3,\n          254.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"solarradiation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 57.03486504026343,\n        \"min\": 52.8,\n        \"max\": 330.9,\n        \"num_unique_values\": 1194,\n        \"samples\": [\n          206.7,\n          223.5,\n          289.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"windspeed\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6.3606694437461515,\n        \"min\": 9.4,\n        \"max\": 128.1,\n        \"num_unique_values\": 172,\n        \"samples\": [\n          25.3,\n          39.6,\n          18.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"precipprob\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 49,\n        \"min\": 0,\n        \"max\": 100,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          100,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preciptype\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ],
+      "source": [
+        "data.head(5)  # Display the first few rows of the dataset"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "e3d9a693-bdcd-42f0-8b99-3691ce96af7f",
+      "metadata": {
+        "id": "e3d9a693-bdcd-42f0-8b99-3691ce96af7f"
+      },
+      "source": [
+        "**Heat Index function**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "id": "ff7a52c2-7d93-4a21-bab4-bb3c230f67ab",
+      "metadata": {
+        "id": "ff7a52c2-7d93-4a21-bab4-bb3c230f67ab"
+      },
+      "outputs": [],
+      "source": [
+        "def calculate_heat_index(row):\n",
+        "    temperature = row['temp']\n",
+        "    humidity = row['humidity']\n",
+        "    # Coefficients for the heat index formula\n",
+        "    c1 = -42.379\n",
+        "    c2 = 2.04901523\n",
+        "    c3 = 10.14333127\n",
+        "    c4 = -0.22475541\n",
+        "    c5 = -6.83783e-3\n",
+        "    c6 = -5.481717e-2\n",
+        "    c7 = 1.22874e-3\n",
+        "    c8 = 8.5282e-4\n",
+        "    c9 = -1.99e-6\n",
+        "\n",
+        "    # Calculate the heat index\n",
+        "    heat_index = (c1 + (c2 * temperature) + (c3 * humidity) + (c4 * temperature * humidity) +\n",
+        "                  (c5 * temperature**2) + (c6 * humidity**2) +\n",
+        "                  (c7 * temperature**2 * humidity) + (c8 * temperature * humidity**2) +\n",
+        "                  (c9 * temperature**2 * humidity**2))\n",
+        "\n",
+        "    # Adjustments for specific conditions\n",
+        "    if humidity < 13 and (80 <= temperature <= 112):\n",
+        "        adjustment = ((13 - humidity) / 4) * ((17 - abs(temperature - 95.0)) / 17)**0.5\n",
+        "        heat_index -= adjustment\n",
+        "    elif humidity > 85 and (80 <= temperature <= 87):\n",
+        "        adjustment = ((humidity - 85) / 10) * ((87 - temperature) / 5)\n",
+        "        heat_index += adjustment\n",
+        "\n",
+        "    return heat_index\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "id": "7acdb25d-d6fa-43f5-9293-aba2a66d3fde",
+      "metadata": {
+        "id": "7acdb25d-d6fa-43f5-9293-aba2a66d3fde"
+      },
+      "outputs": [],
+      "source": [
+        "# Apply the function to the DataFrame to create the 'heat_index' column\n",
+        "data['heat_index'] = data.apply(calculate_heat_index, axis=1)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "id": "bfe276d7-0ea8-41e8-962d-94075819d91a",
+      "metadata": {
+        "id": "bfe276d7-0ea8-41e8-962d-94075819d91a",
+        "outputId": "a96df4c1-a546-4e5d-8da9-52f4b91dfdda",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "      datetime  temp   dew  humidity  sealevelpressure  winddir  \\\n",
+            "0   01-01-2016  28.4  11.9      37.8            1016.4    147.5   \n",
+            "1   02-01-2016  26.8  13.0      44.8            1017.2    110.3   \n",
+            "2   03-01-2016  25.5  14.6      52.8            1015.7    145.3   \n",
+            "3   04-01-2016  26.4  13.1      46.6            1015.3    126.9   \n",
+            "4   05-01-2016  27.1  13.5      44.9            1014.4    125.5   \n",
+            "5   06-01-2016  26.9  14.3      48.2            1014.2    110.2   \n",
+            "6   07-01-2016  26.1  17.0      58.0            1015.1    149.4   \n",
+            "7   08-01-2016  26.6  16.5      55.2            1015.4    157.7   \n",
+            "8   09-01-2016  26.3  13.5      47.6            1013.8    117.5   \n",
+            "9   10-01-2016  26.0  12.5      45.3            1014.2    124.7   \n",
+            "10  11-01-2016  26.1  14.6      50.4            1014.3    153.7   \n",
+            "11  12-01-2016  25.1  17.5      64.5            1013.1    200.7   \n",
+            "12  13-01-2016  24.6  17.0      64.0            1012.5    195.6   \n",
+            "13  14-01-2016  23.9  16.5      64.2            1012.6    158.4   \n",
+            "14  15-01-2016  23.6  16.3      64.8            1012.3    193.9   \n",
+            "15  16-01-2016  24.1  15.7      60.7            1011.8    162.5   \n",
+            "16  17-01-2016  24.0  14.7      58.3            1011.6    154.6   \n",
+            "17  18-01-2016  23.7  14.4      58.2            1011.2    141.4   \n",
+            "18  19-01-2016  23.5  10.3      45.8            1012.1    180.5   \n",
+            "19  20-01-2016  23.2   8.6      41.5            1014.0    155.7   \n",
+            "\n",
+            "    solarradiation  windspeed  precipprob  preciptype  heat_index  \n",
+            "0            216.1       16.6           0           0  143.886492  \n",
+            "1            215.7       16.6           0           0  164.714809  \n",
+            "2            221.1       18.4           0           0  184.766321  \n",
+            "3            216.2       16.6           0           0  169.873735  \n",
+            "4            208.1       16.6           0           0  163.735238  \n",
+            "5            200.8       14.8           0           0  170.741030  \n",
+            "6            189.9       15.8           0           0  188.981224  \n",
+            "7            185.0       13.0           0           0  182.978596  \n",
+            "8            203.1       16.6           0           0  172.189610  \n",
+            "9            203.7       16.6           0           0  168.927795  \n",
+            "10           212.6       24.1           0           0  178.052817  \n",
+            "11           201.9       16.6           0           0  200.835604  \n",
+            "12           211.4       16.6           0           0  203.264168  \n",
+            "13           209.6       25.9           0           0  207.475417  \n",
+            "14           210.8       16.6           0           0  209.768439  \n",
+            "15           201.5       13.0         100           1  202.757773  \n",
+            "16           187.2       16.6           0           0  200.353209  \n",
+            "17           220.5       16.6           0           0  201.834913  \n",
+            "18           228.0       20.5           0           0  180.482995  \n",
+            "19           239.6       32.4           0           0  171.299693  \n"
+          ]
+        }
+      ],
+      "source": [
+        "# Display the updated DataFrame\n",
+        "print(data.head(20))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "id": "03e1d982-17ba-4819-a17e-df440271ef2b",
+      "metadata": {
+        "id": "03e1d982-17ba-4819-a17e-df440271ef2b"
+      },
+      "outputs": [],
+      "source": [
+        "def determine_weather(row):\n",
+        "    temp_c = row['temp']\n",
+        "    humidity = row['humidity']\n",
+        "    heat_index_c = row['heat_index']\n",
+        "    # Determine weather condition\n",
+        "    if humidity >= 80 and temp_c < 24:\n",
+        "        weather = 1 # \"Foggy\"\n",
+        "    elif humidity >= 80 and heat_index_c > temp_c:\n",
+        "        weather = 2 # \"Rainy\"\n",
+        "    elif 50 <= humidity < 80:\n",
+        "        weather = 3 # \"Cloudy\"\n",
+        "    else:\n",
+        "        weather = 4 # \"Sunny\"\n",
+        "\n",
+        "    return weather"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "id": "a8b74b68-eb53-4b24-9857-afb086227634",
+      "metadata": {
+        "id": "a8b74b68-eb53-4b24-9857-afb086227634",
+        "outputId": "31e3be4f-36a0-47a7-d3eb-7718511fcb95",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "      datetime  temp   dew  humidity  sealevelpressure  winddir  \\\n",
+            "0   01-01-2016  28.4  11.9      37.8            1016.4    147.5   \n",
+            "1   02-01-2016  26.8  13.0      44.8            1017.2    110.3   \n",
+            "2   03-01-2016  25.5  14.6      52.8            1015.7    145.3   \n",
+            "3   04-01-2016  26.4  13.1      46.6            1015.3    126.9   \n",
+            "4   05-01-2016  27.1  13.5      44.9            1014.4    125.5   \n",
+            "5   06-01-2016  26.9  14.3      48.2            1014.2    110.2   \n",
+            "6   07-01-2016  26.1  17.0      58.0            1015.1    149.4   \n",
+            "7   08-01-2016  26.6  16.5      55.2            1015.4    157.7   \n",
+            "8   09-01-2016  26.3  13.5      47.6            1013.8    117.5   \n",
+            "9   10-01-2016  26.0  12.5      45.3            1014.2    124.7   \n",
+            "10  11-01-2016  26.1  14.6      50.4            1014.3    153.7   \n",
+            "11  12-01-2016  25.1  17.5      64.5            1013.1    200.7   \n",
+            "12  13-01-2016  24.6  17.0      64.0            1012.5    195.6   \n",
+            "13  14-01-2016  23.9  16.5      64.2            1012.6    158.4   \n",
+            "14  15-01-2016  23.6  16.3      64.8            1012.3    193.9   \n",
+            "15  16-01-2016  24.1  15.7      60.7            1011.8    162.5   \n",
+            "16  17-01-2016  24.0  14.7      58.3            1011.6    154.6   \n",
+            "17  18-01-2016  23.7  14.4      58.2            1011.2    141.4   \n",
+            "18  19-01-2016  23.5  10.3      45.8            1012.1    180.5   \n",
+            "19  20-01-2016  23.2   8.6      41.5            1014.0    155.7   \n",
+            "\n",
+            "    solarradiation  windspeed  precipprob  preciptype  heat_index  weather  \n",
+            "0            216.1       16.6           0           0  143.886492        4  \n",
+            "1            215.7       16.6           0           0  164.714809        4  \n",
+            "2            221.1       18.4           0           0  184.766321        3  \n",
+            "3            216.2       16.6           0           0  169.873735        4  \n",
+            "4            208.1       16.6           0           0  163.735238        4  \n",
+            "5            200.8       14.8           0           0  170.741030        4  \n",
+            "6            189.9       15.8           0           0  188.981224        3  \n",
+            "7            185.0       13.0           0           0  182.978596        3  \n",
+            "8            203.1       16.6           0           0  172.189610        4  \n",
+            "9            203.7       16.6           0           0  168.927795        4  \n",
+            "10           212.6       24.1           0           0  178.052817        3  \n",
+            "11           201.9       16.6           0           0  200.835604        3  \n",
+            "12           211.4       16.6           0           0  203.264168        3  \n",
+            "13           209.6       25.9           0           0  207.475417        3  \n",
+            "14           210.8       16.6           0           0  209.768439        3  \n",
+            "15           201.5       13.0         100           1  202.757773        3  \n",
+            "16           187.2       16.6           0           0  200.353209        3  \n",
+            "17           220.5       16.6           0           0  201.834913        3  \n",
+            "18           228.0       20.5           0           0  180.482995        4  \n",
+            "19           239.6       32.4           0           0  171.299693        4  \n"
+          ]
+        }
+      ],
+      "source": [
+        "# Apply the function to the DataFrame to create the 'weather' column\n",
+        "data['weather'] = data.apply(determine_weather, axis=1)\n",
+        "\n",
+        "# Display the updated DataFrame\n",
+        "print(data.head(20))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "4jcYMC2SERMm",
+      "metadata": {
+        "id": "4jcYMC2SERMm"
+      },
+      "source": [
+        "**Data Preprocessing & Visualization**:\n",
+        "\n",
+        "Handle missing values and encode categorical variables."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "id": "wbtz2oV9KY5_",
+      "metadata": {
+        "id": "wbtz2oV9KY5_"
+      },
+      "outputs": [],
+      "source": [
+        "# Dataset Preprocessing\n",
+        "X = data[['temp', 'humidity', 'heat_index']] #features\n",
+        "y = data['weather'] #target\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "id": "e2bddac5-4d2c-4199-b63c-011ae9bce559",
+      "metadata": {
+        "id": "e2bddac5-4d2c-4199-b63c-011ae9bce559",
+        "outputId": "d83d203e-15d1-4ce6-feac-9f47fd1ad180",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 447
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 15
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['temp']].plot()  # plot of temperature"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "id": "a2b2272a-b25c-4954-8d34-5797f053a0fa",
+      "metadata": {
+        "id": "a2b2272a-b25c-4954-8d34-5797f053a0fa",
+        "outputId": "6818c332-64a9-437f-e4d9-bb6a5bd7cb42",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 447
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 16
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['humidity']].plot() # plot of humidity"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "id": "a92df9c2-60f8-43f8-9c41-f81772755b63",
+      "metadata": {
+        "id": "a92df9c2-60f8-43f8-9c41-f81772755b63",
+        "outputId": "2004ac72-e3f0-48ba-b506-69f76729b54d",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 451
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 17
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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w9ttvY8aMGbjwwgsBANOmTUPXrl2xbNkynH322fjmm2+wceNGzJs3Dy1atEDv3r3x1FNPYfLkyXj88ceRkpISct+qqipUVVUFfpeXl9t5VkuYHRi3HqyIbEEaAFotyYP/XYsr+7RCstdDeQpsYJiojaNBqZtJUl3HAm2tU5t3Du2SAlaCH7YUH8exk9U4+7SmTheLMElYPihlZWUAgNzcXADAqlWrUFNTg6FDhwaO6dKlCwoLC7F06VIAwNKlS9GjRw+0aNEicMywYcNQXl6ODRs2cO8zZcoUZGdnB/5r06ZNOMU2BXUR0YPXH3+z4aBwX0VVLZ7/ejM27o+8oJooGM7KaSbpGkg+sYYsyzhQdoprGtOaeCpDTDxihv11Ma7/5zLsPXrSiWISNrAtoPj9ftx7770499xz0b17dwBAcXExUlJSkJOTozq2RYsWKC4uDhzDCifKfmUfj4ceeghlZWWB//bujYIfAvUSUYNX00dOVNXvC9075ctNmPrtDlzy9+8iXLL4hO8kq06troWcZGOHdmAlDYo1vlpfjKIpC/DE5xtD9hlVpRkTz/ZDpCWPFbYFlPHjx2P9+vX48MMPnSwPl9TUVGRlZan+IxIITi+iOLPxZv4/7qJwbquw9agdEGVZJmfBGELiSHj8b9WvAIDpS3ZZPtdMu9f6sRDRw5aAMmHCBMyePRvffvstWrduHdien5+P6upqlJaWqo4/ePAg8vPzA8doo3qU38oxboA6jejBq2tleQGe2vZEFS09oAdP66Ra4VWz2y+HziR/oVmj45iNziENijXKTtXYPteMBoUyW8cOSwKKLMuYMGECZs6ciQULFqB9+/aq/f369UNycjLmz58f2LZlyxbs2bMHRUVFAICioiKsW7cOJSUlgWPmzp2LrKwsdOvWLZxncRTqI6IH18+kui7snKdBOUVrI+nCd5LVO14OCTO+8/1VDpeKEL0DnsDYEPns5/246KVF2F5y3NJ54eQ2EQkorDCpTe5GRA9LUTzjx4/HjBkz8OmnnyIzMzPgM5KdnY309HRkZ2dj7NixmDhxInJzc5GVlYW7774bRUVFOPvsswEAF198Mbp164abbroJzz33HIqLi/GnP/0J48ePR2pqqvNPaBPKMBg9eDPGk1ViDcrJanflzIkH9HxQeBqUX4+dinyhGhhmNSMNNQ+Kssjf5P+tw//uOsf0eWazfvPhSyhsSnzKiRU7LGlQXnvtNZSVlWHQoEFo2bJl4L+PPvoocMzLL7+MSy+9FFdffTUGDhyI/Px8fPLJJ4H9Xq8Xs2fPhtfrRVFREW688UbcfPPNePLJJ517KgdooH1EVCkuq0Stz8+ta2UxNd4+rSc+oYa/Fo/M/bvueDmkm6b27zxizYjWSVZ8jQkzVqPG58fuIycSVpCxKhCwocObDliL7BNpUL7fHlycUbuwIxE9LGlQzHwQaWlpmDp1KqZOnSo8pm3btvjyyy+t3DrqUJOMLEt3HMENby7D+R2bYVDnvJD9Pr/iJEtvwiq871S1OF1I5tK6NaWIyGJWK6vXz85eewDLfjmCwxXVePrK7hg9oK1TxXMNyV5rbZEVaMbPWG3p3IWbS1BZ40NasjewTZZl3DLtx8BvbagyET1oLR4BNC5GlnfrPe6/23aY2yEri3zR5MUZ1Cae0ErVyidk4nQePR8Udpd2xV0thyuqAQAvfrPVoZK5i5Qka8PS/rLKwN+nqq35p+0vq8RDn6xTbTt2Uu1066dOKGaQgELEBCPNSMDEQwOlZfgmHmZ/iFNmqJMs4TyiNi9Do+Eyeb1EfWPJXvPDkhNmrpk/7VP9LmYEHoC/uCYRHUhAEUADY2Rha5fvg+IX7iP04UbxQMaxE9VYv68sxAFWlkMHO6p359GNpGK+CLN1n6gyZaoFDYpW22S27vKz0oT7jleqNSgJWs1xgSUflAYFddARRTYwOSgmnoY0UMqyHDFfEL8f6PPUXP59wTPxEE4j1KDIUFW4+clRYg6dVjQodh1YeetRKWjTGNC3EDtIgyLAbqNMVM96p2H7FV4fo8yMGoqT7ImqWpz/3Ld44OOfw78YNw+KuB4jKRgRQfTGUnbXnPX8JT+0JOors+KDwmpQrFhi9OquUiOgkA9K7CABRYBdQYPasjn0MpsCwVVIE0lAeX3RDlz88iIcrqgK2ffFugP49dgp/Lc+bXc48Gbgeu3SzzHx0LQxAoicZCGrvodHP+UvmqolUV0jrPhD1fpYAcX8eXrHajUolEg2dpCAIsDuuJhIA2ok8RuotH0J6IPy7FebsfVgBd7jrBni5FhjtFhg6AmJOxt3E3rvwM7EJlHXT7IyOWSzvHokybR5TE+4O1WtDismrXjsIAFFgN0maRQiSNThN9CgJLIPihUbu1PomxdCo3jISdx59HxQ7ExsEnUyZOWp2P7WSpvVi8zRZqpO1HqOB0hAcRhqy+YwqqfaBDPxsB1pTqOUkP1O+oDwakzfB4WieKKBSEjU+MiaJlEnQ1baXg1TB1bqQ8/Eo/VBoTxtsYMEFAF2O2hf/YkLNh/E5P+utZw4qKGg1qBwongCeVCMqazxuX69DNauncFkrYwEvPqs0qmfuiiexDQXuAm9Gb4dMwK9MsDHOIjU+VKZqxSvBR+URJkkxSMkoAgwUhde1quAu12R4m+bvhIfrdyLd37Y6XjZEgG91OsAUOszl+q+ssaH7o99jfP+ssDJ4jkO+xy8vjHSYw27XokWvyxTmHEUEGeSlUEL5gax0va0Kw2bNfPoCXfkg+IeSEARYNQmRXH02sZ8pD4tNaFGvXhd6H5F0DN6D9tLKlDrl1FyPDQyxk3ITJ/HeyYnZ8O8KqvRCUWQyUk2KugJ2+TzE8SKQKA165g1x1iJ4jleWQu/X9YV8onIQAKKTUQNXPvBpCZTFfNQp/bWMfFY6KzcnK/Ax5q0OPsdFVCYG1zem6/pUx3PcZIlnEdkhly+8yi+3nDQxhUT851Z+Yq1grdZc4xeojatD8obi3/B6LeWo9cT36DsVI3gLCIS0OgpwGhgFLVv7RhpJW2zW5m/6SDO/PM8LN1xxLFrGkXxKPutyByvLdoRbrEihpHPTaS4d2gn44O4TrLuFfbcjnaAA4C1v5bigucXco+fsXxPhEsUZ1hoetoJoVkBRT/MOPT9Lf3lCCpr/Fi4pcR84Yiwif/RM0IYNXPRjFP7gaRF2CEyGox9dyUOV1ThhjeXOTZw+Q00Cv6Ak6z5+z3/9ZZwixUxjAQyJ1HqTJLMzbH9cqiTLIkn9njmy03o8sgcrNx1VLX96S82OX4vUnqF+qCYjeTRcwrXmniI2EECik1EcfR+WVaZGtLiVIMiyzJKyitDtu85etKZ66tvFrJfMYkkivMg+4g+zvM6mnRLVq5pbhCTwXGSJQnFFv9c/AsA4C9zNqu2J2pIcKzRrsVj1syrp0HRCj0sFO0WXeJz9IwCRh20qIH7/LIqpDM5hgLKf1buxTcbzK3roeXRTzfgrGfm47Of96u2Hyx3xhlVnUmWs9+vHKf/IuKlv/AZ5GtgnyNcLRV7thnBR5atpQknrMMTSsMlUd+YFa1pbYgPirnz9HxQ9ITJRK1zt0KrGQsw+kiEJh6/JqQ0Rk1679GTePC/awEAu54dafn8fy3bDQB4TjMTrHUoa5HRWjxmbcnxMtO34oPi88tI8obfbiRJMqlBoY430pAGxTxWvumQKB6TJ+tpQvS0tiTHRxfSoAiwq0Hxy7IrEvscPREMb/7jzHX4YfthW9eRZSA7PTnwu8ahjlYdZhx6zaCTbOzr0glUJh6DOgy3ipV7me1L/f5QEw8RHtqJiXamT4ix4gNSo82D4oCTrJ6Qk6jrH7kVElAEGDrJClq4T5YNF8KLBuxdP1i+Bze9vdzWdfyyjKaNg6nZfQ45hbCX4dWQoqgx6m/iZWaqMvFw86AE21O4Qhnb5swKHg2x49168Dh+2nMsKvdKFEE7GizccgilJ83lj/JpPiaz/YGeSZPelXsgAUWAsQZFnKjNjSGaZsfxNXtLsb/0FHOejKqaoDShl/DLCuxV9MOMDcwhLqxrHiqNEc8HRXBsOEiSOac+baI2N+eTscMvhyrw4H9/xu4jJ1TbL355Ma58dQkORSHJn9aZ0wkSWeu1aOshU8eFOMkKqrlNbrrqt66AkmDtP54hHxQh9vKg+PwaB9A4autbDx7HFVN/UG3zy0AN43filKpa5YPCqWuzeVBi0Zls2F+GltnpyNUs+ldeWYOstGTuOWwxuVE8THsKVysUNPGY04vURfEEj4wXoc8s176xDIcrqrBy9zEsuH9QyP4DZafQPDPV2ZtqKj4Smr5E1nqZjZYxW6+NUpLgkYLfod5qxromHgeqfNkvR9A8MxUdmjcO/2IJDmlQbCKSwOesL1bNgF/4xr25ObQs33k0ZJssy6pZil4InhVUWgLmzxvPLgTAdjz6HVAkZqZ6rN9XhpF//x59n5qr2v7sV5vR8/FvMG8jPyOokc+N+tjwyqiK4jHjJCtHRoPjFg5X1GlIfjkU1KCwgm00mlC8mCIjxd6jJ/HYp+ux5wg/TYFW66znI8Jitj+SJEnVZ+v6oOhcMtxPY+/Rk7j+n8sw5MVF4V2ogUACigBDE4+ghb88b6uqgy89WYNjJ+JjPZ5KTgZFvwzU1Dpv4mH76/+u+hUAMG7gabj9vNMABOvfbRqUJTv4zsav12exfXL2Ru5+YxOPpLvfFpK5WbZfluFhegK35Z5Zv68MP+8tdfSaPgsCox20td7QBZRbpq3Au0t347dvLePu174Cs9ohKxpdVli3a+IJV7t4kMktVVFVG9a1GgIkoAiwG8Vj5lw3seNQBd5dsgvVtX6c5AoosspT3jEnWaaSjtQLcBKCHYfSoRsN1lWC9U0ihVHHKRqI2GozitQO20m2/vy6+jRxPNTPZbUTLjtZg1k/7cOJCHS41bV+XPrK97h86g9hX98jMKNZ9Rkrr6zBhv1lls5xSvPIEk8+KDvqtVe/HjvF3a99A6KJgBbTmWOhNhvZjeIJt/9rnBb0qjhQyq8LIggJKALs5kEBQgcYN8srQ15chMc+24Ax76zAW9//ErLf75dVWhOrGpR3vt+JB//7c4igwV/RVwrM5JVOwuhut07/0VJ5wsVoUBAJF+x2XgfItrdwZ2mq082aeFgnWYv3H/evlbj3ozV45NP1ls4zAyuUnKgOT0BJ8tY1LlmWMe2HXYHtVpUbQ19chJF//x5LLITuR0qDUl3rx+o9x+JeQ6Ntcx+YXJ9IG2ash8esBkWn/Yfrg8cWN9qTq3iEBBQBRn20bqIfWfs78p2HNoGa1Vnh0l+O4Hhl6ADgl9Wdq9VEbU/O3oj/rPwVi7epvfJ55fNIwQyPyn6rdbdkx2Es/8W5RQ21GDnvCTUoBonaVC45Tll4TJp4AFntg2Iw2FXX+vGflXuxr34GqPgufbpmv95ptmA7ca8NlYFq4b76x/pi3QFVKnqrJrWS+qifry1kaY6Ur9Tk/63FVa8uwctzt0bk+tHCbpu3IpipfVBsmnjCdWBnJiI1DiW9TGRIQOFwsroWm4uP6x6j11lqG3ikBZR/Lt6Bro/OUeV04N3TTvizdol4ux2tdply3mU8jCNboCOweLvfvrkc1/1zGXdFWScwGiLFAor+MSoNi0ODmQRzmWS1iwUa3f71RTvw4H/XYqjG0S/Zgey3WtikXX65Lgx+4HPfmloB+HhlDa7/Z9Dnodrnh98vY+bqfarjouIkG4FEbRKAmT/VPYuyBlC8ItJYlxyvxLtLdqG8soa735IPCvO3R2fk09NghitospfedrAirGs1BEhA4XDl1CVYt0/fxmzWyxyIvE/KM19uRo1PxsMzgyp23odrxymrWiPl23WSDV0zg69BUQQUpR+w2x/w/GmcwGjAF3Vu7PPO2VCM8TNW4zjT6bKnhe+DEvzblP7EosZvcX2OCm3Gz2S9Xt8mp5j3KMsy/rfqV+w5ehIPz1xneO7f5m3DGsa5tlVOOv6+YBvmby5RHWc3b5GVheMi0QWw90+No0VJS8or8efZG7HrcDCqSvQKrn9jGR77bAOmfLmZu998FI9aa2I31X24S32wz/ng/9aq6oAIJX5adRTZclBfewKIo3gkKbSDj1bYJtvR8gbKIxXqaCI70SJ2P1BtRyL0QdEkDLNbd06tGaTFaFE90UyZretfDp3AF2sP4JUF24P7mec8yFlF2grKbNR0ojaokws++xV/MAgezycSC2OeqgkK1T5ZNlU3xWWVeHPxL1ilyRLbt20T/HXetpDjo5FELdLJG1OT3deVl52qwe3vrsQXaw+ott/975/w1vc7cc3rSwyv8Uv9AP79dn7iNivvThTFo31XehrMcJuKtj9bufuY4EgCoERtthH1+/0Km3B8UCJfnrr7BG+0vSRUfXi4ogrtmjUK/LbiYKZg17Gr2pQGRVKtMuqT7S8UECmbv30NSug2dcbe4PY3F+9Ev5ty7RRPhQTzGhS2eErYt/h4/jMmWVErmqC61o9yxi/q0PEqfLfN2DH1wf+tDWh5WD7/me8jE4kIm2iTmuSNdRFC+Nu8bZi36SDmbVLnBlpVPygfZiZMRvJbi8w07nYrpjNWWGetkdpWq/RNXfIzQ0z94S9DofkdTyGfMcB9YnecIPJB8XEWC4xkrg52UUD2No9+uiHk2BMas4cdYcOub0etz48Zy/dg4kdrUOvzczskj6TWTIWz8GKkFmdzwkmWd+yzX20K/M0KkXZQmXhM+aDIlsyQQg2K17nuxOeXcd5fFuDWacEorcv+8YOpheR4wokeTuX20SPSd3CjBuWdH3Zyt3s5gqzRd54i0M5ZmYiIoni037RSlkdHdQu5RrgCSqIlQYw0pEGxiUjV75dDpeJItcknP9+o6gSMGr9WuLj57RWW72lXg1Lrk/HE53V+Axd1a8HXoHjU2R79fvszDK3vjFMYjffCMGNOR8p2ruxssqkmhb5VlKtKkrlk93UalPAbqZN+EKUnqwPRMpEmEsJstNPQu02DUlwmNsXxBBTeGzAzsYuED4oycUji+FQ5tdI4YQ73id1xgqh91/lNaLZFqFVqZyhGt9EKF2tsZOe0q0FhzUmnanzCKB5WM2V1Zs8SKbW9oQ+KiSgeo2PtmN54SIH/GWPllqJ38svhE/j3CnP5K4yIhD+LCLttxUrUc6ScthWcNq+FS0UVP+oG4GufeRMR9jsQ1bVdHxS9+lK+SzuaHmMiMxYcPVGNez/8yTDB3eOfbcDE/6yJG9MSCSg2EWtQOCaeKDUGo/scF4TqWaEyDA2KQmqSV5gHhZ201JnLbN0uJDzaKYwTtYm2izUo2rqoqQ03iid4vtm1eKzcUeWMrXnghz5Zh5NhJlRTymSlHHqc1lzfZBYJEw9b7+sNIgKdQG/xOzscPVGNEX/7Dm99Zy98We/V8MrKO5xtWyKNlFkflLqQe8YHhXFCCfVBqfuXFzYfblceKWv/819vxqw1+/HbN5cL86v4/TKmL9mFT1bvw56j/DWR3AYJKDbhSddAXQPUTsj8cp0PxkOfrMXMn/QdEMPBSED548zwM33a1aCw56UmeYROsmoTj2xb0o9UEiQ7w8C2g8dx70drQrYrabO1A2S42p/A1SSTTrIwrmfR/v+u2huyjZfwzypm3rtZwaJRir4l227El1kzTunJ8CcG3PurfCqcvfar327HpgPl+PMXm4wPtgjXxMN5lez7DVeDUmfiCf5mNSiiKB6uBsXBPCiAc/qU/aVBk9qX6w5wj2Ed+OMlSRwJKDYRdQi80FhZljF77QH8e8Ve3PfRzxErUzSCEVhBo8bn17U1s7CJltKSvdyZhCRBY+KxP+OoDlMLIcLO+ie3TPtR5cysoAhjWoHErv/MzsMncOu0FVi1qy5KQrv+iAgzdazKdMts50XVlJ8Kf0A2I5ea7WSNBu+aCIfZRUqDyr5aO1l29aisDX7nom/8x11HMfE/a3CgTL2mTEVVLXYJVi0G+NpnnkBqJmGhSJi/a1AH3fuywodW0FTeF8/pWxnk9x49iZfnbkXpSWsLwUaqLaQnB32QTlTxJ5HqbNYRKYbjkIBiE1HHz/Ob8Mvq3BaRsv9Fw674w/bDWF2fX+LGt5bj7CnzsfbXUsPzKphZtccjDjNmq9UXhgYlYk6yTAHNlm2fYFEw5Vpak45dp8273l+Fb7ccwoP/Wxu4vrkwY+NoKXYveyjPOVOU9dMKZjpynoDy7pJdoQcaDN6RyJkjScCBslMYO/1HfG9hzR67OG3iYQfzuz5YxT3mqdkb8cnqfRj91nLV9sEvLMQd760UXvtwhdr5+WR1LXfA1F6XB0+I8UjA5OFdQrazNaTng6K0Pd4xyu0e/O9a/G3+Nox7j183IiLVRbOmcV6KCUA9gY0T+YQEFLuE44OiDfe1A29wNDMRtNsZ92/XJHCPq15dgm0HjwfWYPnox1A1v5aKKvWaKLysth5JnaxNDiMPSo2DPiiyHBSU2LduduItMgcqm7VOsXbfEc+ubMoHBcYdJ9ve2LfCC//ULmtgBzNVqxVCt5ccx2OfhYbXN07Vj3CxKxDq1a0sA5P/tw7zN5dEJQ290yYetn/7aU8p95i1v9b51vxySJ0N9ZCF6Kt5Gw+i26Nfq5IWKr4fmw6UB7aJJoQ8M58o3F3lg8KO6AITDy+KR/kOltav97Vi11HuvUREahLJTkXY4ImykzWB75E0KA0IUcqHOrNEqIDCzvaOVlhTC4ruE7otuDFNkBfBTB4JHgU56arfbAZE0QDMol6V1sfPg1J/HeV6vJwyZnHKxirLMm54cxmueX0p/H5Z7SNjsmyi8NuFWw7hQNmpkLJqk9qZRVses4sFmnGSFWlQeK9+xc5joRstYs7EU3eQ31+XYfbnvXxn1AHtmwb+TvF6cNu57dXXiZBt9NcIOyLuPRrUzBlFl1nF4csJ+cMndakH2EGVJ2CIisPXoIQeLUGtZRCtGyUzjvlezjHKN5aVZi9DR0hpBe289GQ1Rv7dvJNyt4KskG2VNT70evIb9HriG/g0rgdOpBWIBiSg2ETPxBMSZuxXO3MdORF+fgf+gnPBfZU1/E7XroCSnZ6s+s2Gk5rpHE8wkR0iu61Sp8q/Pk7ItlmcMvGUn6rFsl+OYtXuYzhUURViggKALQYLS+pxx3srQ2bwdjUo2rqq80ExPo/VEImP4f/N4/VFO4xvaqJMRigOi3+ctR4DnpmP+z/m+3exl3pweGc8OLyzar9tDYrePilygg8PxwUU5ulSOAKDU2vI8ARcKyHTPCdZ0ensM6l9UIKwl+OVQ/k001Ps5Z0xO6n55+JfsGG/eSdlnvPu/1YHAzKqa/1qE098yCeUqE2L2SgVUYfA85v4wydrsWF/UF3Jc5i0it5qxVobL8vh49WADORl8VNHi8hKS4ZHCn7A7CJuZjQorA+KyPlNuYzi8CfLYSRqc8jEww4yWh8Z5R3sOKS/Kqle7azfV85ZkNGmgGJTmjNj4nn00/W4qagtzijIVs29csNMKqdXJiO+3VICSZIMc69c178N+rbNwYLNJbipqG3ItxupdZsilc2Yh9M+KGwV8bSxImHQKtq+Q5KAJJ4GRfB4Po4QKOqb2XuJonjYfpUnoCj9EeuUagWz3ZmZ/uvZrzZjw/4yTLulv0pQ69k6GxVVtaqoTa02mgSUOOWyf3xv6jhRfyBzIk9Y4QRwJuyQ18CUBjjgmfnC8y75+3cAgMt7F1i6X3Z6smrQyGRUnEkCdSnLccbEIwoNVDoWpW7rhD1LxQzgVG4LVmD1+WXVLEx5jHDHhgWb1KvrKlquFTuP4s3vfsGjl3ZDm9wMw+uEmngkkxoUY4Hgwx/34sMf92LexAtUvgHhZr3VK5MRvOUctHz34GDkZ6chPzsN53dsDiBUkLMbxWNUt5FaD4qHiU/QEmybzuCEaYv8TKxOKLTChAS+YCB6PN53Lnov7HVZHxT2m2YnT/xMsnX70+wKKCaPMyNwKprKxdsOacotqUzqQF2+GLZ/iJeU+2Ti0bD1oP5sWEGcB8XYb+LrDcWWy8W7T+g28+d/uiZ04bTZd5+HKVf14B6flZ6kGjTYztfMzP1klXkNivJx+mXZtq20utaZzJ2sqazG5+eaeLSvorLGhyum/oDxM1YbXj8jxYvnv96i2nawvK7zv/aNpZi78WDIfi1K/XNNPKZ8UMxHSz1c7zOgwJMDW2Zb087xcKoDzeCo4rWdf0SieCCp2nykcdrEw16Pp0ERmWGsTgy0EW6SJPF9UHQ01lpEgzurmWG1lKzZW6VB4fqg1N/DRjSf9vp6iN5njc+Pu//9E/61dBezTVZpen1+OUQD45NlVR4UElASHL0Pxujlf7MxuLpn2cka7D5i3Z7LF1DCa3T52WnCfApZaWofFDYKRySfsB8u2wkYaVC8jIBi14wfCQ1KnYAS2jFpo7Jmrz2ANXtL8cXaA4a5HM7p0AxX92ul2rZmb6kq669eVMzhiir0f3oeHudErwBmFws0P7Or1Ah+POHUTP4KI5zqPnmzYABY8fAQXNarTosYCU3H8p1HHInWM4vTJh4WnsAgul+4vl8SzJmMFfg+KPzzWcdYtj9ihVi27eqlumfvaqmvkbU/+eeKBMCvNxTj85/34xFGe/i7f63CG4uCzrQ+WUaV5jut9fuFE0w3QwKKTYSJ2mRr9r2+f56LC55fiL0WPf557et4Za1K/W6WZ67sgb/f0AfNGqcKB7QsjZMsmy1UJBixm9ny8uzGAGviUZxk7QtdTjnJsh96rV9WvXelM9Omdj/G+BhVVNbqJkvzeoAW9f5A7ZlVjLcxuQz0hIxpP+zEkRPVmM7J/1EXxWOMDPPRUtrjfJzznKh7p1YA50ViAHU+WMqq0fbDjMW1G40Vkll+qs9N5BSsUKJ1kAfEA2iVTSd8hTofFJ5zqoy9R0/i6w3FqokPT/ul9B9z7xsY2CZrysymITj39GaBv9muiSfo8Bf9NN/eTWtQBPVrZk2nWl9okMSPO49hxN++C5aDBJTExkoeFD2UQe5Hi/H0ogbGNkKzDO2WF5hNip4rLzNV9Zt1ehU9rqgWhBqU+taolMEfRh4Up5xk2Q9de03lMbTb2aR8RknLan1y4F0OaJ+r2q6gqKOtdyqScBCdeFGnwN/fbi4xLVRrj+NpSyK1DpId9CJCkuv3iQaYeOnEgbrVsJ0sryqNPqcORVqOsDUoksR9ZzU+P85/7lv87l+rMI/x2eKtrq6UvWOLzMA2WVZr09g+SDXpYBq41yOFTESV01RCkoV6N/udsZrsV+ZvC/xtZsVwvyyHvIfxM1argjNIg5Lg6AsoxufX+vz43b+C2RatthcnbYis+YanEW+SkYzT8xqrtonstiwi26yoI+U7ydp7TqfyoLARUbUap13lubWdwVvf7wz8bSSg7DxyItBZpCV70b1VXT4DNix7/b5yfPbzfvR68hv8oMlKalQ9ouF53MDT0Ko+t82b3+3Er8f42W61hGRJjpCA4lTz1jMXKD4JPG3Hxv3l6PXEN/jnYnHI9O4jJ1y1KqyTYc01HAFZwe+XQxz/FcJ993VOsqGdELvg4kpmMsdbADVZYJphu2z2mXjfNBBMHKm9jhYrGjjzPijBv1+cuzXwNy/kO6Q8fhlVgjQTgXLU+6nM23jQkUVkIwUJKDaxshYPjy/XF+PrDUFfFKsChxmBZvgZ+biwSx5+06+17nGsRzpPnfvwJV111dlCAUVwvEh6lzQ+KLyIKLM4JaDsYEwttT6/6pkU/xS91YeNsmr+cuhEYGaT5JECERMnmcy7ZadqcM+/f8Lxylrc/M4K02WXJLF5SJLUkVhm0T4pz8RT65fDns07JYDrrVGj+CTwzAR3/3s1jlfV4pkvNwvP/3qDsQNzNHEyrJmtE+23NHfTQe3hAIBP1+zDBc8vDOu+ksRPolbOamyZ7byFKXlhyoB6UsnWFXs9pd1qs1oH9tcfzGoOrThZa9+QqJlrtVYl5ZV48vON+MVE/hm/P1SDosUny3hx7hbc/t5K/O5f1tL1RxMSUGwi1qCY8+ouKdcswGWxbzFzj8cvOwPv3NIfz/+ml+nrDupUJ9A8PqqbhbJY224YxaP4oMj2w4y31EdjrdlbioteWoSFW0oMzuDD2nwXbz2kqvdnv6obvPSEoVum/Wj4rtbVzw69HgmN6h32tGGCClYcUCWI/SS0y8+bRfssq5iMwiw81bul+9g8r0VWKj75v3MCv/WcRxVTwqw1+0MSj+01qVF6dWH4SemcwlEBhWlnWgGcpz1Zv68Mv/9wTdj3lSBZcpJVBJRLeuQHtvF8WGRZrR0WaVAUgVspgzYKTmn/bP1YM/GYO1ZbB09/uQnv/LDTlEBc65fxv1W/Gh7z/tLdAIAlO46YKlMsIAHFJoLgANORJ1rJ32kNSm6jFOTrhHvefeHpuKpvK/zt+t6q7R6PhOd/0wu3MOnAjUomjOIRnGmYB6W+bs1ERIlYvPUQvtlQjCum/oBtJRW4ZdqPtq7DlvXvC7arOrOv1hejvLLGUFtj5DAZ6PClYIZKbbSM03hMOtBq2azJmstbzRgAjleFpza2azpp17QRerfOwYD2uYa5ftiZ9g1vLlPtc5MfjVnCNfGo/SrEGpS/Mz4RCpe+Yi5/lBGiRG0sSjllWQ5EEz5+2RmB/cm8NXSgnlR2UJmsZZSdrMGFLy7EC1/XmVOUY7UyvDJBYJ2BrQiG2mYto064O6VxftVq/qxkq/b7ZeF6ROwxlXHQxklAsUm4TrLayI8/aPJLGGF0jzSNM1W3lsG1Gv52fW/cf3FnvHRtb1zeu5X21BCMlnJnO7bKGh++XHcAZSdrbGtQgplkw1sxYpwDqkutA6W2RHe9vyqgTi0QCIQ8dev/cZaD/3lvKRPBFP5sWHltvNenzYrrNOWnwssBYvfx7xnSER6PhI9+V4S/Xd9H91jWlHCgrFLnyPggHA3K7LX7ceaf52FZ/SJ4KiftMAWfW85pZ/pYjyQJ18lRePO7nVj2yxHV5CHVGzRTJyfxNCjqdbRuOaed6nudtmQnfjl0IpAePqBBEZh42MHdSv1o39DnP+/Hpa98HyIgazV/RgIHizbaUHSME31MpCEBxSZCAcVvrnMNVwVu1Li0a+68NeZM3H3h6Vg8abApoQQAbj23Hbq2zMLIni11j/NrzB7/98FqjJm2QiigiDpSKaBBCQ7SsXZC1JZVW5wfth8JzDDPYcIVjeD5bvj9QbODzy+bSqetVzuBWSBnnyQZJ/fq0LyR7n49jJyDjbH33s/p0NT4oHpEOVL0iHV71OORT9eHJD4zy4QZP+HIiWrcMq3Ox0nlJKvjY2VEYW6GSrthRF0eFOP3cuNby9XZUxmhRvRe2UE7LdmL3w/tCKDum9Z+59qUBwrK+6+0qUHRTiwV88qavaWq7VoZbR3jJGzmHkZa3XgQTgBKdW8bPQ2KmU7MyMvaCOUW7Po4LMc06fQLctJx/8WdQw/U4bFR5joW9nFn/rQPQN0HJ9J/mM2D4pdjH+rJztJOa9aIK3Qp5gAr69LwnkuGrBbOwkxXFlRTSyGSlZk0+FZ8AbSU6ySXM4PZ196uaQZm3HE2Hv10PTq2yLTkV2NmiQa75YoFczcexP7SU/jinvNRVetDapL1dOxKWL3IxGNVQLuwS561Akj8KBwttX5ZlZGbbau8UFy/RoNSZ+Ks19Ryrq/1h1PwyTI2F5erfNOs5EExU33hmhdr/bKhWdmpIIJIQxoUm4i+IZ/JMGNtpj/A2mCsSOIZKUl40YITbDiwjmjqsgT/ZutFqEERPKeixfQGBJTYLwrOeuj7BOVROoMmGeYFlOHdQ7VSfjn47GbbkR5BRz8+RsNAOOnTyznRFVYwOw6+eG1vFOSk460x/TF5eBfb9+vM5MzQw+0pwjfsL8ejn65Ht0e/xi8Gi1jqoV59vRpvf78TJccrLc+8rQq5koVzWKfcJI+ERy/thmaNU/DnK7qHHCvLanONxGQx5Aldom/nq3XFGP5Xda4pJ8OMv1p3AJ3+9BUe/3yj6Wtq8QmieNhcVlqfF7diWUBZvHgxRo0ahYKCAkiShFmzZqn2V1RUYMKECWjdujXS09PRrVs3vP7666pjKisrMX78eDRt2hSNGzfG1VdfjYMH+aFrbkUUHSDLfPW9lvmbQ6NKrCQ5Uhq6JAEdWzQ2ONoZXvxNb9zPJPhSYD9w1RoVguuIPlIpMOOv+13nJGuvrE6hWnNIoB1T3ls6s2bJree2E15zcOfm6FuYE0iOpyDLcjDNv0nzlt4hIjt6AAMBJJYalGiIpuzAUmFy3Ry3CSg8bcF7S3fD55fDijDShs4+NXsjbp32o3BycdPZbbHkDxfiDyPUQqJlAUWwFo8RXo+E285rjx//OFSVoE2BV2qJ2adtb6Jvh9dHW9GgGHHXB8brd/HweqRAf3K8shZzN4aOp2y9VoaZ8TdaWG4JJ06cQK9evTB16lTu/okTJ2LOnDl4//33sWnTJtx7772YMGECPvvss8Ax9913Hz7//HN8/PHHWLRoEfbv34+rrrrK/lPEAL3ZpZm4eF78vhW1G7toFU+dd3Vf/dwndkhP8eLiM0K1KGynLak0KIIoHsGMg7cWT6Rs/scra/DS3K3YXqLvHc+W1e/nCwRfrD0AAEhmBguRNuXhS7pg2q1nQZIkVWp7BeXZax0QzpSxQbRgoNHYEY6A8td529DuD18EMiR/umYf3mYS2Blhts/v0ybHRunqYLUB+0pPYbWJdPEuk08i5ujM+0Y37C8P0aC8dfOZ2DnlEjx1RXcU5KTjdwNPw9f3BlPMWy2fKNW9Fm3blFhzJgdeP6JnDvQYXI/FyrIGkRJwVz9yESYN0zfhs87HrJOvmey0scKyD8qIESMwYsQI4f4lS5ZgzJgxGDRoEABg3LhxeOONN7BixQpcdtllKCsrw9tvv40ZM2bgwgsvBABMmzYNXbt2xbJly3D22Wfbe5Ioo9d3240IsGJ7VD44jxTaSd92bnvcxYkScQLeyqZsnyWZ0KAYRvHU/zHxPz+r0jM7yVOzN+I/K3/FG4t2YMufxe2ZnTEa+YUkez148vIz8OOuY7ikR0u8VJ8B8sXf9MKw7vn4cedRFDFOnKmauvTLUGlQwu3MvEEJhUskTTxKBt7fvL4Uu54dGVDHn9UuFz1aZ+ue+8XaA3h14XbDe2SnJ4e1SJ42+uLluVvxr7EDdM9xmwYlUtQIvlGtBsXrUefTkSQJnfODGgxtBKDXI+maiTySuTwoHgmwogPQe2u8V6qUwUzzsmL20ms+dn1PrurTCtnpyYbCIBu+zZp4qmr9eOmbLThQVonJI7qgWeNU3ukxwXHR6ZxzzsFnn32Gffv2QZZlfPvtt9i6dSsuvvhiAMCqVatQU1ODoUOHBs7p0qULCgsLsXTpUu41q6qqUF5ervov1uhJ1nazS1oz8dT965EkeDwS2uTWpS0fN/A0PDqqG5pnRqaRpXEiS9hvLhwfFO2sJVLCSdmpGvxnZV04oVE0Fau+9RskjktN8uDmonZ45YY+qlnJ5b0L0Dg1CYO75KnqT5u2WoYzSeoU9KJ4AOPZYbiRZjzW7zeORhg/Y7UwlToLT1i2gnZg0Vu3R0FvLIqFXV+rHWO/+3CUKyItsLbOGqXqz3G1wsa1Z7bBmKK2+OdN/fDRuNDJqAR+HhOjchjCOVxl4tHst6ZBsd5v8/hg+W7T11GYPLwLnrumJwAgMzVJN/KPbd/avvXvC7bj41W/4jHBquixwvEonldeeQXjxo1D69atkZSUBI/HgzfffBMDB9ap/YqLi5GSkoKcnBzVeS1atEBxcTHnisCUKVPwxBNPOF3UsLCr/k5L9oSsNKlgJZxP+UCVD+jDcUVYsOkgrunXxla5zJLGiQxQZpW1Pr/aB0Vk4hHo75VTbQRXWOKp2WoHtMoaH1fwAtQdoZHTLmvjbZObgf8b1AG5jVKEiadStfdkfFDMro2jh5EPilE1bzpQDk4AkC689s36d+w+Ym3Vbv17WY9SYdE+f/tmxr5cehqUKV9tCqs8dpAkYOx57QPmM1ZICsf8I5pEsN/uVX1aoX+7JrrX0WrhBrTPxRV96tIcHCgLbeOSJF6BmsWOfKJ9dUrReP1UcOFS42tbS9QmPnZ7iXWn5p6tswP9iyRJaJaZgr1Hg/XKfo8pzKTpoDaTeT07bJQhkjiuQXnllVewbNkyfPbZZ1i1ahVefPFFjB8/HvPmzbN9zYceeghlZWWB//bu3etgie1h99vXS3pW7TM/A1M6SmXsa5WTjpuK2gUykUYKfhppGQs2H0THP32lMm9ZT9SmDjOOFKs16dm/4TiUKbCdj8+vr9XQOvc9OLwLbj//NOHxqRwNijLL+XTNfvGNVOfoq8sBsQ+KmWq2+iZ4azkdZtYj2nvUQQHFRhgty5V9W6sWwRT5UrHIOpPlOev5E6xI88il3bDsoSEA1AkgRe+dh3YgNtKgJHslvHRdb6GGQWnHAzs1BwAsmjQIf7u+t8oxnN8XSqbCjK3C90ERHx8sm3FZLKW619m3fKf+ivb92oYKg1oNlvabUNb2AtQaFHYRVDfjqAbl1KlTePjhhzFz5kyMHDkSANCzZ0+sWbMGL7zwAoYOHYr8/HxUV1ejtLRUpUU5ePAg8vP5YaypqalITXWPXQww7/WvRc9mbkWlHsyDEmF1gwaeh73fD4x9dyU3jTMP0fccTHXv/DMpK/cCoR2TnlMzO2M8drImJAMwi1EGTC0pGue0Hq2yHX12j4Ed3Yz6mpdDRfd4Tod+5ESwM9SrP6ukhSmMN05NwryJF2Dqt9vx/NdbhOsfsehpULQ+RdFAqW1lYqL2B6v7t6rWhxqfjMY65phkr0fV/4gGXUVAMdIgL31oCPYeO4m+hXWDatumjdC2qdopnNfWzaS6twM/ikfsLxdIGmlGg2IpD4p9DUp+dhruOL893vwu6GzeSPMNaPuUjBQvjtYvM9WrTQ5W7ykFAByu4JvP3eZi5WhLqKmpQU1NDTwaG6LX64W//iX269cPycnJmD9/fmD/li1bsGfPHhQVFTlZHMdJ8ki4oncB2jdrhJ4Gjn4i9D5sK9FqSkcZfQGFo0ERiCKij1GU70Wb6t5J2Etq34HeBEjbUeuFbppZCl1UJgC476JOjj678qrECwY6zwhOrpwjTGdoZbZpRJsm6cYHmUB5b2Z8CfQElHA1OuHA859RynrBcwvR/bGvdSdVbNsd884KYWSKYqIzysLbPDM1IJxYKbNHMucLZBW9gZe3L6A/cdzEY/rQEJI9Ev44shteuaFPYJtWg6IVUBoxGpQHmESdvx5zTpMZSSxrUCoqKrB9e9DDfufOnVizZg1yc3NRWFiICy64AJMmTUJ6ejratm2LRYsW4b333sNLL70EAMjOzsbYsWMxceJE5ObmIisrC3fffTeKiopcH8HjkST89fo+kGXZdker9/FZyf3A5kGJJlK9l73aN4N/rDCKxyAPio0M5IawQpFWqNMbdLTmKD3H3WSL4XrabMKNU5Mc1aAYJmqLgImHN0svZXKiGDk3fv6zOdNWl/xM05mOjQj4Ipg4VtdJNga5JSQds+iJah9kWUZxvb/BT3uO4fyOzbnXSUnyAPWKrkVbDwnvN/qt5QDsa5BZuBoUSCFm5JQkT9jZVXl9a/C9iyUUMxNAp5xkjVA0S2yZWAEECJ0kDerSHFsO1qVSaJSahMdGdcMTn2+0vMBrrLAsoKxcuRKDBw8O/J44cSIAYMyYMZg+fTo+/PBDPPTQQxg9ejSOHj2Ktm3b4umnn8add94ZOOfll1+Gx+PB1VdfjaqqKgwbNgyvvvqqA48TYZgZqWTzReo1eCvSNRvFE22SNAKKLIg4seqDEgztc/6ZWKFI26HoqV2thJVaTTClHdAkh2ePgXoUOsmaMfFYuyfvcDOmA4W7//2Tqft89Lsirr+LHdilFYwQtZU/z97oiGOzVfRm+scra/Hop8GojJveXoEnLjsDYziL99lJjhYuPG2hJKnX4vnTyK748Me9uuYPM21UTzutq0ExvrS1MOMwBADlHbF9WUaqvonnmr6t0aNVNnq1zgEQGfNZJLEsoAwaNEi3Q8/Pz8e0adN0r5GWloapU6cKk725CXatG7axWlnzgyWc5FcsQROPI5ezhNZebVUaFw36ovUvnIDtRLRJ8vQmQFbMblZNPFqHZgnmckCo0OnvjDQoZjRVdUKMtU71/I7N8N22w4Hf7NL0K3YexU97jqGPgfpfRPPMVAzs2Nwx4QQItjuVkyz4Ty1q629ZSEIXCXjfTNmpGvxr2W7Vtsc+28AXUDgrAANAflZaQAPjNLy2LkG9Fo9HkgyFdrv9hdKHy7J4MmUqzNjSEiWmDw1B8Tdhfea0gqV2/aWUJA8u7Rl0TE6JdIikw8SXOBUDWIlTtZaDzevpalAsXEcxWUTCodQIrQpWqGWwGcXjlBCnveeyX47ggY9/Drm/3tIEVjQoek6IPC7vrU517/RjB8OMRT4oEbDxSJIqMgYIdf6+8tUlFi8aZMXDQ/DCb3raPp9HcKAyfteRTNTGCl2ms3sGhPrQXWz0lBEiDcoFnfgmISfgCiiSpOpzPZJxZlk9v63z6lcYH312YYimRfkpIzQBo3bZDT3MZA4PEEb7aVnv6K+nhdS2G+17tbOCdyyJr9LGAFaaZzt0u5N8vcH3iqk/oN0fvsAbi4zX0IitiUfdbEQCh+g7Em2XAp1tZASU6/+5DP9d9SuOaPxI9DoYs/3JLee0Q2HTDEtlSk3yqgZzp5/bY9DJRsIHpe4c9Vnh+g+ori1JtrWXIgIaFBPF5AkoTq24zXYNikre/LmhdbKv1LzJSaT9M5OTxC4iEw+rMfF6JJXJh4dec3jz5jPx8Z1F+N3A0Mzaeucpu8x8k4qT7NpfS/H6oh26/YmVtPhaCrLTAAAXdW2BlCQPzmGyUitoTTwhAorB+0zoKJ5EhBUoVBoUm52kGR+DKV9tNpzNyTE08WjVhCIvdqGJxzAPShiFE6A3hogS59WdZ+6LnXhx6CKKZkgRaOhYrtBoWswOiAaZ7k3htA8KAGSlOZ4fMiwCGhSmvYrXdAnd5pRWRZ0y3uQ5Fo8HgJ2HT4Rs0w5s2utHAnGYMVsP4Zl40lO86N8uF16PJBx8uT4okvpfHs0a1623pWg0LvvHD3j2q82YsWKP8Bwr2cK1KBqUJo1S8POjF+N9zrIMWkFT+9vI18htSzmQgGKAysTjwPXMmi94q1GyxFSD4jWnQRE6yQp9UCJr4hGht7Kn2Q8206J5R4GdHEqSFCKYSlJop3LApE+AkYnHDFaSfYmoqlXXb68wFviLBDwnWWGIPGe7mdXLzcDWtNXvuk6zZO7YZzkZb0WnRj1KEGoTT50GxcDEY7O/UNq2Xo4UvfdwUbcWAEI1sGv2lgrPMaNNFJmK2VxO6SleroCn1ZBofYuMhD3lG5j+w060+8MX+OPMdYbljSQkoBig1qCE/7Wa/ZjG/WuV7v5gmHHsfVBEiYpE3bZRHpRI+NXohYBW1or3mR177L4HrQCgvY5HCg27ZLOx6hXPaC0eU+WzqkHhHK/VoERijZ9wUJqbOR+U0G1OTTrZujPrKsC2F7NCzUnOmkFGyRO1dG6Ryd0eLiEmHhMaFLtdYOA8GxqUm85ui/TkOkHixfpFQRX0JjxmBBRRCLeZ9dW0k5mQ3wa+TUpf/vjndcuBzK5fqT1WkIBiQJLKB0UfM+OqUxoPXwxNPNrFvMQaFP52wzwoYdaR2QgPZR0RbT4SFpEGpVGKN2CqeO5q+06b2kfVJsLzSKFCi9mwRqO1eMxoh2z5oGhO0tavkz4pTqCUV7QqNwtXg+JY8jnrwoZKqDH5srLSQr8PI8d1Le+NPcvczQz48xXdVd+rBE2fKxlP6uxrUOpYu68Ubyz6RfcYLR5JvZYQW396i0aaMfHwfEvMou0/tMKd0UKMPo25vozJYRQLSEAxQNX4Db4DM51KuOaLWp8ff5q1DrN/PuDI9eygvafIq1ycB4W/PZhJ1m7J6mA/yqeu6C487vS8ulmg1gTBIhp72uRmYO3jw7Dr2ZG4tr/9BRq1j6q1Gdfl3NGWSZ2DRkRQE2XenyKkfA4I1F+tV8/C3KZBsRLFwzvGKbu9qquxUe9mz+H5homeQXTJFllppsulx41nt8WkYcEMp5JGY+j1hGpQPhx3Nu68IOj0aj/MuO5fPR800bUlSVLlU2L/1rueGeH8+rMKDY8RoTW/a9uE0XIcTpkrnYIEFAOSLfigmPlOwjVffPLTPry/bA/+t/rX+ntGX0DR3tLqDFI0EISzWKDi4Q6oBShRuObHdxbhtGZ1a4PYcZJ1atasfX8pmjwGHil0Rmb21kqUhKg6TQko5m7FHB96htakUC0QCFft1l8sLVJYSdTGO8ZKrhw97GhD2MPMZjQ9wlmHRdSe2fd579CO5gplEfZ7rzPxeFT7tFE8Z5/WFH8Y0YU5xvky8cKM2X7FI0no3y438Pu+j9YE/tYTWPUmQwots+0Lf0YLLWZytGcsB8urTAnq0YIEFAPU6kYjW6jxl2IlUyiv0zikyW0QCxOPVoAQaVBEH+rm4uPc7YFMspyH0lvWPbdRiuqcJMHf6uvlBhZ307MZW3X0tYqxiUcKqccx76xA2cma+vPFDcBobSNTWS0j0L5Eau5/Luar2RVuP6+984WBOFGbwvHKoJo7sk6y1k08LGaLwVuuwYwW6LcDCpGR4lWtSOwE7KRfgvob8Hgk5GToD6r2TcLi85Q97LXZ78gjAbeeG2yPX5lcydqM9pAXafPk5eaWdTCK0sk2qEsAeH+5OAop2pCAYoAozJiHGWHBymJwvHVJtKfHIopH+5xWo3hESDoD6vkdm+PCLnn886CuB1ZY0TOBmVkkTuhH45QGRVsmjcbHI0n4/dBOyNM4yL31/S/4Yu0B3UHdKCrKzCNY1qCYOOFUNb++9d7VdWe2wZ8u7WaxNOZQyizLdSG4r8zfphqwFYH612MncaAsNILKuTDj4N+mNSg2vv9jJ0P9CkRtgTW35GWmYfUjF+Fv1/e2fE891BoUtcbEIwEPDu/MO417vhV086Bw9rGKHI9HQkqSx3L2aMXEc0n9oppKJBBLsjcYuTSqVwE2PDEMNxe1M3V9o1T2ZvzzpjFZkVlNVSwgAcUAVUy+A9cz8s5/dXTfwN+8zjDkejHQoGg7RVFCKKvddsDEw6kjjwSkCZazlyRJVQ/aRE8ikgICil4mWf52pwQUbec6ULOYW5JXQvtmjbD84SHozYTnVtf6MX7Gav2L119a1ObM5FOJhAmx/FQNV/DTG2gimTE5aOKRccM/l+HFuVvVDrMATlTV4ry/fItbp/0Ycr5zidrMa2vZspkl6HMRqjHkCek3F7UNMZGmJXsjkChP3ceqfFAkCXmZaehbmKNzvrn7dG2Zpfqtd5pSJNXEh5OnRpQ/RoTSbxSd1hTrnxiGRzlCd4rXg2m39MdVfVrh/os6haxYrIeRj0mjFBMrbktAi6y6CZGSiTdWkIBigFdjD9XDTD9l5NTaoXkwsyivsRmFpUYD7SOIHL+2HeSbcsTXFfug1DmL8p/VI6nPYcPx9ExqSv3qaVCU2fFYjXnBqUFJ+6hNGqWoEjAp5dcKYeYicOo1KII2YsY0YTnMGMDVfVvrHlPt83P9fvS+r0g2c3ZNFt66MzU+WRWxoSWc5FsinJTHrunXGjueuQRL/nAhAOBkdW2IgMj7hvsU5uDWc9ujdZN0jB8cmonVKbRaavabVQRT/bZhrrLGDz4dd194Oj6fcJ7hecq3o/JB4QgrVld1Dqyh5pGEq5cnez0Y2Kk5XrquN9rV+8mZxcjEY3W8iMHwooIEFAO0IW+6mBizjIQc9mPlNTbt6VZMRk5hVqVqlMsl9Lri63skSTjlkSSghvFULGASGumlyVbqd8mOI3h45jquVkTZpM37EAm/A4X2zYOdkmgGZ0Y+CvigiEw8joXHqulWkIUVDw/BPUNCnSoVofCZL0OThemVJpKtnOeDwuLz81frVrAbNt0lX92m1CYekxoUE4e1b9YIXo8UmIn75bplNdhy84QsjyQht1EKvntwMCYNi5yqX/vcWidZ9l8eZnPGpKd4cf/FndGjdbbpMolMx3oC5Mb95Xh14XbMWL4Hl77yHYoZTbg2wSZPo2GUq0QPo1T2ZnGLnywJKAaoO3f9l2/G6dBIglU5eJpobLFY+ylSfi9K3fAGVI9YPoFHklQzctbOqqdBYffNWL4HcziObspMU6vKjdDYDiCYQhuoMy0oqAUU89oPkYBiSoNieAT/nnlZadwIqmaN67Rb/1q2G6v3HLN83Uig1KuoOmr9ft0v2+76KtrvyI6AYgalnWckBwfDn38tw7xNwWzVPCHLiUzEZtC2z2RVmDHqyyA+37YPipljWA2KJopHxPGqWjw3ZwsenrkO6/eV42lGGNcuUcKLqjEy0+jhxIS1qibY3p3IJB0OJKAYkKxaF0L/WDNSp5Hqti2z4BxvjRvt6bFwko1Um+XNWhQ8kniROO3xPFsxD62Giqfe9wsElKaNUkKOtQOvfOyS6SeYEF32WHMhwvqzT55lQts+wxmcePdt0yTYvq2sthvJGZ1SyhW7+GHOtT59Dcp32w7Zuq92cmG23aoxPlAZWJO8aqfO3UeCGYl5AoqViMNw8KqeWwIve7defdgdlPUmd8oVRZl6rXwX+46dxPaSCgDBiY3eZMyq4y2LnbxYnVqoVx8/XlkTaO9k4nE5rLrR6F2ZmdUaCRSSJOGqvq0A8J3ZtKe7wQfFKZTL8q6vY+EJwezyBFoNFc8XRelQtJ1Gj1bGamIzWHl9bNsxk6vASIOiNfEM6tw8RFNgXYMSOvtlOa252Kau90yR1FgZfUO1fllXO/rnL0LNVWYoKVcLaGwpnJx4sII462j+lzmbceh4Ffx+mZsqIFqTH9UiiVCXVxE+9MqSmmzC8ZOD7irJimDEbGI/I+XvZ67sYXif1XtKMfSlRVi4pSTog6LzPEZ+JHpYNfGMH9wBEy5Um2LrggeUpVRsF8URSEAxwIoPip2wzYGdmocco8ygeevHaFVubsiD4hT6Jh7xYmjafkYloOjcT9sR8GaRIg3Kn0Y6E/JqRYXKPqeptqZTn0CoiSdJs+LrpT1bhtVB8dpJd0aw0woGeo8UyeRRRt+Qzy87loyNRSsUqGfr5q5h5v3oCexLdhwWOvmK8hs5TYiTrCaTLKDf54ii+4zQS2rGmyzxTDy/HVBoevHLD5bvCWpQmO0vXdsLZxQEI4zCEVDYerqAM7ZomTC4Y8i31a9tk8DfZOJxOerBLvyXxX5n53dshvduOyukk0mp/0D/Om+bYcccmzwoERJQlH+5Jh59HxS93yK0tt6X5m7F2c/MVy/Gp2hQGAHlN/1am0p4ZAa7GpRwfFACTqGaAUib8fXFa3shHHueSNBU+MP/1qoSDxboZNCM5DLwRu2l1u+PyP21Ttl2NChmjmLbufY5th2sEAoo+46JI5echB2P65xkQyeFetWRlmRPg6KXMyR4X76JRxXMYFKabNY4JeiDwtz6qr6t8ebNZwavF4YPCqvxn8qkrOBxUbcWSOc46VbX+slJNl5IsuCDYo7Q2Yy2MRxlEilpF2vSliEWAkqkbhkcUEP3eT1iHxTtVvWaJuL7JXFUvMXllRj7bl2ui1qfP2D2YQWUcLzstVh5f+zz7zpywvj4+n+1NnoldNHISTY1yRvWuxY5OyscOVGNxz5bH/itl+/hhM4CbOFi9Iy1Pr4JJFz0cuk4abpVtXPNLf/x7XZ8tGJv4Pfyh4cgs34RzP7tcxENVCYeSV3e4HINzmtQ9Pw1eBoUthrZ4pjVeKR4PYG+XvvdF+Sk489XdMdfr+sd1rtXa3nsXaOq1hd0ko2xicd8BpgGiteCD4oZ2Bcuuh4rkReXVyIno84h85sNxSH27oQy8ejk7eAtmicqjzrxk7isInvt1oMV8PllXPTy4kBqatYHxcml5q1UJVvcH7YfMTw+mPhOfRNltqYdIHkdttU3bRSJot22ufg4bn93Jdo1zeDO5hROWMw3YQUzGhRfBGw8tdprqswJ5q5hpv2w7fw4px7f/K4uG3GSR0KLrDQsnjQYvx47ZSoc1wlUTrLgC6p6/VyqTQ2KnqYi4JzLvBReHhTAvGPqyWpfQIPFE0JuPLutqevoYTbSiEU7T6ms8Qc0PTGWT0iDYoSVtXjMwLblnwRhlqwalo2h5+UVcUOqe8euGwgpFAxsovuGaJWYXTpl1au7kuOV2Hk4qKVgNSitmDwr0cTquw5opJjznrumZyAZoLlMspZuqYIr8Gg2/XLoBOZtOoi3vt+pq6VIt+kIaQZDDYpfth1KrIeezOOk7Z+nKWRRMqwqgmyTRilRE04ATbuWJFWaAMXsyGv7yvIPI3u2tHVfvXoJmpuZcoapnTh4vIpxkrV+vhm8Ai2PFapq/aRBiRecDrVjOx6tzV+B7aeLDdLdxyIPSiQY2bNlICeAOA8K/12E5pNQz8hEtMnNEO6r0mQ6ZTUoigrcCawIvZazQNb/q00drmAuD4rVe+rPLJtkiMOz9UweRR2aWiqHFYwEP59fdmxpA9V1ZR0fFLMaFAthxiIU4S8WSR8BjekE6slAef1CjbxHmHPvQGw6UI5zbLYNM74eokSJdkLCF289FNC+RmpiaSXzuYI2Qq2q1sdoVWIroZCAYkAaM3Nzok2ZuQbbXHi5OdTXi34DioT/1HNX9wz8zeuMdKN4QjQo+nY0RcBonJqEnq2zsfbXspBjPlq5V/Wb7TSzTCy4ZRYr0SlWZWWlbaizYQb3m8nQHpYGhXOyaMFHgB9F1atNDi7t0RKjB4Sv/hZh1JHX2PRBkST9/C1O+KCYOcxoID5RXWf2sZNDwwm8OoO9ktiPVx+5jVJwbhhrxej6oEih5dHma+H9bcSW+uU/IlXVKo2/yXO0bZSdnMVag5Ig8+/IwTpgOS2giK7HmngOGggosTDxRCL6UKRKZfeLLTzqPSoTD7MvxevB74d0xOy7zwtsSxOYDl5buEP1O8kr4co+rTCoc3NHfVAOWUhWZtvEI7BLm1vPxxqqDp2nCfNI+Mdv+3DPVZJZsfRunY07Bp4W0cHT2EnWj1ob6+1Yf198TVe48OqufbNGgVWCg2YUx25pCQ+nfb4/dgAevqRLQDsSibLpObfykhyKTDx2tOyRmliKtDw82tc7y2tTKNRpUNwRxkMCigEqDYoTYcZsFI/gemOYpbWNVjR2aOmFmOMx6JyTvR7hQBIS2SToMLIzknHfRZ3QtmkwWZjZ9Wg8koSXr+uN6bee5ejKuq2bmPdnsWrO43Wy7GBlxmwRViZZQT2JonW+3344ZJtuMi2HMHpEv2wvJ0g4QobZU80cxhuIkzxSIDx31e46X7hYaVC0qxkDwHkdm2HcwA5cZ1Wn0E1qxtGgqBO18b+pCYNPN3XvSNW0majTD8edjZvObhtYK+vibvkoOq0pLumRD0Cb6j62kIBigNMmHjNv/Kz2uXj2qroMhYY+KLEw8URYuuY9U5JXbzVj9XaRlop3NpsgyWqZnODJy7vjN/1a44t7zjM81u5KpNo8Ewp2tAKG92T+1g7Qb485E1aJZP4TBaN3K8OeD4rRgP/X63qrfrNHa8vEW9fITjly65doGNwlLyRqKnYCSvBvoRk3AiOVngCp7JEEgohIg3LfRZ2w9KELkeSRVCnktUtjRKo/MZOO/+zTmuKpK7qjcf1EISXJg3+POxuTh9ctCHm8qjagVYuFCwELCSgG2AnbMo3O5XoX5gCoC8M8FcEcEG7ByMST5BH7oIRoUAROsrzzHxjW2ZQWI1J9d0FOOp7/TS+cUWAcNWG1/Sll5q0OCwA1DkXxXNOvNXe7duKu+BNoHZD1uGPgaaaPtYuhgCLzl0EwwmjAP7NdE+E+tkh/GtkVLQVJ7MwMIKwPymcTzsVTl5+BiRd1ColGi8m6XjCXDDMiA6WeAkUKPUQ0+GsFl5bZ6Vj/xDC8fmO/wHZtO46UYjCcoA6edpU0KC7HjtORLsyYoHe9AqbzWPaLOOdFqSaRWzwh8hXhaV6TPGITT2geFOa6kn7nl5mWjAX3D8LlvQswfnAHYVljNZNg7cO2nWQ9/M5Uq0HhPaOZxxYdIhrweloIYY1GSLehicdmFI/RdfU0f1qHzH5t7SdNY81krZtk4KaidkhL9uL0vMaa42Jv4hE1pkgIT3rXDJpHg9tEk1We4JKW7FVpqLq1zEIWE/0Xqf6kW0EWOuY1xvkdrTsPm0kLEG1IQDHA6zH+eKxgVmWdxSzDffREtfC4ScM6h10mqzildddmkFTgalC8EkQvQC+Kx4xTckqSB3+7vg8mDeuiU1bhrojSiOnkLDtd1v/LCnxsXWnHXN7sy4ztX1THogGvICcdC+6/wJL/TSQxGpdl8FcWN8JoNqs7QGq6nUdHdVOtkeJEOXKjZHYwQuTnwdKtpTlTrBX0Qt4VROsjmTFLsSn405K96JIffIZI1XWy14Ov7x2I9247y/K5sRJQ9SABxYAWWUHVqhOvjx3cjRrpZb0KAABvf78Ts9fu5x7TycGIErPorexqBVZYSxLMToL7xRoUSOpF7kR5UMy8v//8rijEq11Upkhy7ul10Qs3Mw7TVovA06DoOfja7aBEdaN3r9OaNw7YwEW88JtetspjFaPZrF+2F2ZsVJ/a3awwqBWys9OT8cDF+pMRNjpN5SMhcAbVRrC5QYMiEohvO68dJl7UCZ+OP9ex+3o9El65oQ93n1IkkWOsmf6ArV+vR50/KZJV7dFZFkQPbgZvyoPiXt677SxVo3JCLccOyqkGa0goM5yNB8oxYcZPIfuHndEiJp1KJFZ2FS3KpVDnJMsnVIPCXpd/DxFntc/FZxPOxfC/fqfaHu0kVq/f2A+rdh9T5XlwIpOs3nNwNShmTDxCU53+yVWcvCcsIt8WpzGqV78MW6nujdqb3n6ekG00MQhZKbq+rzHKJKsQKwHFjJYzNckbiDpxksaCpIvBcvDNo2a+C9axWZIkjYDiPm0Fr53EupikQdFhYKfmQodLu7BdjNEiU0ZrM8Raug0XkamIVy3JXh0nWWjVxFb1JmoyktWd1is39NFdJyYSZKYlY1DnPFUbsSokKUfzlq/n4cRaPCxGJg5eYrZYYDguy/ZS3RubeNS/1eYxdnv9Dk4RRBF1ZvN0vMaseBur3Bd2srI6hVApa8EHRYTHI6FFVp1jeJf8zECmbL37xhI3ZiUnDYoFrKvYQwdh9neKgYByel5jtG2agd1HTnL3O2VqsUqk78v7+L0ej+kwY1F/bPb9scLIVX1bYVS9qS3WWM6DElBTmxsAeAKzGa2TyJfIaNVn3TwUUcScBsV6mze6rhknzbrj6v61UoK6a9drUHTq+cKuwcy+lRaiq5xEPZ2IbpsQrpAuqf8FxBmZ9Vj84GDU+GRkpCQ5ro13GtKgxCEi9TUA3HJOO91zeTMXdpZiZi2IbJ206rFK9hfp+/J9UPRS3ev4oJhQH2vJyQjWuVtm+YD1Tk2pR3bmp6eFsatBER2TY7AkQJrOKrQdmjcS7nMarbOoFr8so8aGicfYB0W8X3Vq/XG8707UJth762lq2ZWAK2tjk85A9L1G5d4G+9V+J/ztetdITfIGfK1YDYoL/VHJSTYeUWV+1by/xy87A4+N6iY8l9cBsX1Mkok11cfp5IFwRzJi5+F9KMlej7gjCPFB4XceZmdnbIfuJgHFcphx4DxzJh6uKcCiDwpLjkGUhJ6Pydtj+hvf2CGaNtYvpwzAZ8PEY9ThSzqfP88HhRcBKDLLsHc2O/BU1sRKQGH/jrYGRbRdCtmv9kGxXk7W38XJbNROwQ8zjm05SUAJE73Xx3vhosgVEZf2LMDL1/GjGWKmQYnw9XnfRJJX7JnukcShinZnZ1f1bYVGKV48OFwcehxtUnU0DgqDOzcP/qh/4CRBx/rxnUXo3SYn8Ju3SrOZKhNpAvS0fwBw67nt8MZN/VR+EECdz0+7ZtHToBjVq90oHqPPW6vNEiX/0nFBEcKWlxeVxiNWJh6n/fysYDRpETnv25Ev1CkDrJ8faWzOTyIKCSgGGEn3ehImT0BhhQqzM5szBUmaYragU4Rvy6sXPWEu1AdFpEExzwvX9MKKPw4NSWYVSwpzMwyPuaRHy8DfSpWpTDzM3/3b5WLW+HPxxGVnoHebHIznrCNiygdFcHxKkgd3DRInv0vyejDsjHw0rc8wG0sWTRok3ikDtVE28fA0f7zvXfQpsj4zRr5usYZjzYrevUUaFM2/gPUwYy0ZKe72QbGbqDGSuLvlugyr74rrg8L8bWT7VmiTm4HFkwajqyZZ0SB2thxFrK6PYjWrIc9PwiPpp7pX+6Dw/7bSqXg8knBRu1ihRATowUsbrsoky6mDMee0w6zx53JNMqZ8UHTqdTKjgRK1mh6tslXvyU5a+XBhF5DUYl+DYjQ71/xmz+VpUEwUIb0+98Z5zDfndgElthoUwfb6HSLzqC0NSqr9pIuxItaRou5uuS6D16b02hlfgxLsZZ65sofpexc2zcBXvz8/8DsjxYvfDtAPQ3YLHZo3Rt/6tYXMwBvwvB7ziwUKEz/FR58gxEw+C17EDiuUpBnk3tFiph+VTFaxaF96ihcbnxge+G0na2sk8cuR8UGxkkkW4EfPaYWW7yYPxow7BmBw52B0jhv9HVhi6YMiapTKZpVjbJg+KKwGxeWvxDWQgMLAU6EaRYGE44PSxoTKXkuv+nVMXh3dN2Ze11a76iSPhHdvO8u0JoX3XF6dKB4tonE83vsEr4moLw9nlsdu02YPNcJUqnuDY4afkY9erbNVicS0sKHd1THQoOjx9vc7UV5pfc0ry5lkmd9ejqDZu00Tw3s2a5yKczo0sxUWHStE/mOxJOgkGywQG3VpRwPCalBirZkwS6wVPe7SYccYIxUqt1HpvEGe8124biPv3z4AOw+fQA+dzj7SWPV98XokZKYl44JOzfHdtsOGx3OdtSSxgKEdCMRr8cRHpyDCTKI27SJzgLo+rSacs6xB4Rz/+k39IMuy6frXLmLoBv6z8lfL5xg9r36YcagWMLdRCk5r3gi/HDpheG8rAkrTRik4cqI6ZqagcBMrhoNw9WTlX2Y3Wz/2nGRZHxTr58eCWBeTNCgMvE+alzBJvV8MT51u1X9DS2ZaMnq2zonpYGtVc2P1eJ5KWtcHRftbcGCsP7ZwMVOPvDGGNZmkW9SgmCFcPxUtdrK2uoEOzRvhRWb9IKMovRAfFJGgx/yda2KBOwCWfGamXNUDLbJS8ahOyoRIYidXUSTuzdvO9v9Gmb+NyIhyNmpHIA2KezAy8fBas94HFQkNihswu7aHgjKwmh2kxE6yZn1Qgn/Hy0zFDKbSa3O0R6zJxLKJx0wUj8NuPs0yzQ3CbiM1yasyL2rb8QMXd8JpzRvj/z5YDUC/bo3WpjLCytpBF5+Rj4vPyLd8D6dwo5OsAtuXsAKKX+WUb67UrNN9VYyS4lkl1qYoElAYjGQH3qvSe4GpnPwDCSCfWE5RrggoKSbP43XIHh0Tj7aDEDnJxruwYk6DEjqwscnmrGqzzBztVETCmzefieW/HMFlvVo5cr1oI0OjcdV8/m2bNsIlPVpixR+HINUbKiiqF1pkt6vvob6nYC0etzhzmMBgDhjZewtvqEyqgluSk4I/7GjC2fHgVLX7zJhuhAQUBn4qaf7fZuDNVmOWu8RBzCSYY1FmkmYTRvEUNJKOE4rp1Yxjra8MEzPVzpuNhpMh1FSbd8jP56JuLXBRtxa2z3cbWmFQqZq8zDTDc3lhxgDQpkk6Vu0+Znj+jWe3xWdr9mNE95aGx8aacLVF4d1bfztbHtYHxW/DCZl9zlito2aVWE/qSEBhMGo0XA2Kzgvk+aAkgHwCr1UTj9eagMI38YgFDG2nFu5aPG7FzKyYN7CdqI6sOjneBT+nqHMEDv4OaZeGWUvZY/nbH7m0G6pq/fhqfbHutbLSkjHn3oFGRXYFMfVBMdjOloc1bdsNkrpnSEds3F+OczpYyw0VK2L9ZZOTLANXg6IyEXB8UHSul8rRoITrJOsGzCxyyKIIHGadzHgDsdcjCTUIWnkpXpIgWcXMc6mieOpb54mqWtv3PFheZaJcwb8TtOptIdKgmEHivEcAaNo4FX+7vk/gdwJ0J6p2He3nMXSSZQ5gTds+mwWdeFEnvDXmTFcuzMcj1pGPJKAIeO6angCMHQB1NSg8J9kwy+UG7EbxmA1j5F1eP5Os1geF2WcgYMYTZsKM2WdXNIIVlfYFlMMVxgJKnFdrWOh9CiFr7Rhci92v940lWn3H9nH4d1f6DZEmizXVJ9jrUBHrZyMBhYEVikf2CLXd8hO1iV+h1qTxp5FdE2LGYzXcLiCgmDTxiNaEMMpZoCDMg2Lq7u7FzMCUnRFcoE9pa/de1BEA8NsBhZEoFpl4GFT+FGFoUPS0UolW27HUeFrxQWHbOZtnJgG6dNdCPigMrA9KMA4+CD9Rm/h6WlPI7eefhs9/3h9GCd1BM4Pl6bVY16DwfFDEGpRQHxTmb8H2eERvVt08MxUTBp+uWlBQ6UPP6dAMax69yHB1YbO0a5qBXUdOBn57EkgItIrWF0GlBQlpcAa1IxgMQw9LsFp2ow+KpP4XULfzeMrUGw6xbmqkQREQUPGpJRTOcWJ4A20iNOsJF3bEwE7N8Zerza0lpAysPVqby34rNPGYPF6cSdbU7V2LSEAZ0T0f8++/AGPOaSc8JicjxbGBLS3Zi3M6NA1uiPeKDQO9ZGvh+aCwf4tNRYnQn4hMsm5A1JeoFieNYnmiTazfBwkoDMap7sMnEZxks9OT8d5tZ+G6/oUYN/A0w+OVmWRmWjJeuraXwdHiPCiiHl5vsUD2rcX6YwsXXr10a5mF127sh6y05JBjIhXKKEmS2FzXwIQVPb8RrQaVfFD4iKLuon1v1XbO21KZeBKgHzcFaVDcA9vkgu1W/+PRzwYZus1Cgse4YER34wyUbGerDKR6iOpZrI7VCij8a8V7x56ZFmqR1UYwiWZ5TiJB3W/FSUCCIf3bNQEA/PGSrphxxwDcN7ST4TmqKA/NitvpKUnCY43QX+k4QSq8HvX3Gt1nE96N54PCHNyscWrEyuQmYt3UyAeFwSiJGl+q1rseZ5vFMrkdq9lNzTR4Uecs9kHRHieaFcU3LbLS8Piobnj8842Bbfrao8gQ6rTJaqnil2m3noW1v5ZiQPum8HokbD5w3NL52hW3tWuvGGpQRIK1zjmJMJE3Wu8sovcW3E/ZrBWeXr+xL37+tQxDu+ZFvGwEaVBU8DQoRjNwvfGAJ/AkQiZZFlO5OZwSUEwmahM6bcZ6OuAAt5zbXqVJ0UvzHykkKbZq+UjRODUJ53RoFmivZgZL1mSrXaMqPdlrW4OXiPUrIpaRdsLIwPpCacs2vHtLTB7eJeG0WCJi/ZQkoDCoHZ/qGyiz36qA0hAcvS0LKCaavGhgEGpQPAArXqqzqSbG7J6FrXO9NP+REoYlzVtM1ERtZgYhtoq9HnW9pKd4LfUfwjpNmJbLRx0pE2UTj6EGJXbaHTcQa0HMsoCyePFijBo1CgUFBZAkCbNmzQo5ZtOmTbjsssuQnZ2NRo0aoX///tizZ09gf2VlJcaPH4+mTZuicePGuPrqq3Hw4MGwHsQRVCtUhu7mfTxs56F1HOQ5xCaCkyyLKROPwRTptGaNVL+tm2jMaVASpYPx6HTosehQYt2JRQoz7eWtm88M/J3kVZt40pK9woywwW18zCTlSxQ8sVShCAgUKYb+MW4g1k9sWUA5ceIEevXqhalTp3L379ixA+eddx66dOmChQsXYu3atXjkkUeQlhZcIOu+++7D559/jo8//hiLFi3C/v37cdVVV9l/CodQ5UFR/jVolOzuf99xtmofT4OSaFoVM524SIj5z++KcFWfVph2a39T19T3QRFoTRKwg2E7dL2BLGJOspLY9JlI8reZ9jKUWdxQ287Tkj3qtszVoIjabWK0VTOoJxHu0KAoiJxkGwqxfmbLTrIjRozAiBEjhPv/+Mc/4pJLLsFzzz0X2NahQ4fA32VlZXj77bcxY8YMXHjhhQCAadOmoWvXrli2bBnOPvvskGtWVVWhqiqYcru8vNxqsU2hMvEoNkiEbhNRmJuB289rj7e+36lckXMPcQ9udZVgN2BmATu1iSdI5xaZeOm63qHXFDrJmvVB4c9a4692+cTaP0H7ZSSqCcJq3dZ9v5Lqd13d1H3zvMuJbmHedyX+JULeCtzRwig7tan+PzGbP4DYf9uO+qD4/X588cUX6NSpE4YNG4a8vDwMGDBAZQZatWoVampqMHTo0MC2Ll26oLCwEEuXLuVed8qUKcjOzg7816ZNGyeLHUDlJMvZb+ZV1TIqEl5IsV53Ei8LSLGYUUV7BT4hogq1Oouqu7ys+a3cz9Kl4gI9Ew9LlkOZY0MIMSsF/47/4TKI1XZYkJOu8SmRDE0EYh+UxBOsRcQyFYBQ5qjfwb6H5Djsn+MdRwWUkpISVFRU4Nlnn8Xw4cPxzTff4Morr8RVV12FRYsWAQCKi4uRkpKCnJwc1bktWrRAcTF/CfGHHnoIZWVlgf/27t3rZLEDqBaAktT/av8OblPPZtlrcP1NdHrweBRQrDrJsog7B6vbxRoUM+fHGyrHPZ0v2KnU9lokxDbyIlqY/RzfHnMmRvZoifsv6hziFGu0DIBohsquCqEfKWiujG7GyE8nsvcWbOfsN6MtTjRi3Wc6mgfFX68yuPzyy3HfffcBAHr37o0lS5bg9ddfxwUXXGDruqmpqUhNjXxiHHWYMWe2wzlHu43NMMjrO/ScZONSQDEh4opMPKKnFXUEZsOMxZ1O/NUvD7MalLzMyHwzkoSQgThAIoyY9ZhtL0O6tsCQri1Cttctz2DeHJeI/lJWMdOfRIXABFVtskt0nrumJx7879pYFyOAo82hWbNmSEpKQrdu3VTbu3btGojiyc/PR3V1NUpLS1XHHDx4EPn5xllJIwmvb1V3MPoqWgDwMWYdfhSP+P7x+AGYEaqMcg1oCddJVujYFn/Vy8XImfK+oZ1wZZ9WKGLXy3Hy/iG/E6RiNdiREbQaVStCiWq7zq/EJsoaFKEPilT/b5B4nEBapVVOuup3rOVkRwWUlJQU9O/fH1u2bFFt37p1K9q2bQsA6NevH5KTkzF//vzA/i1btmDPnj0oKipysjiWUaJ4RGYdIxWtBODSni0B1DnM8i08ehoUt0wfzGPGxMMznQE6GhSLYcZ1GhfWB4U/gCdK98I2E16f+fuhHfHydb0jNguXJEn4jSSO/sReRInWj0QtHxv5oJgQshMc12SSrd/OvgdtIr5ExG2TD8smnoqKCmzfvj3we+fOnVizZg1yc3NRWFiISZMm4brrrsPAgQMxePBgzJkzB59//jkWLlwIAMjOzsbYsWMxceJE5ObmIisrC3fffTeKioq4ETxRpb53Fb0Svg+K+ve5pzfDnHvPR5smGXh45rqQ43mOs2e2bYKVu4/huv6trZXXBZjpxFmtkRmVt+XtIWXi70uUjt5smHGkkGCsWUwEwn2sOh8UC4IGs78hzNZ5RN1J1mi/6p2IrpE47+qs9rmxLoIKywLKypUrMXjw4MDviRMnAgDGjBmD6dOn48orr8Trr7+OKVOm4J577kHnzp3xv//9D+edd17gnJdffhkejwdXX301qqqqMGzYMLz66qsOPE54KOOouMM11xC75GdZuu+0W/tj5a5jOK9jM0vnuQEzHalfoEERYTXVfchy9IJBIVE6Eq8UW+FAe8vEqNVQbGlQtH4kFjSwK3Ye5V9H536JpLEC3JMHRdnsUQkofAklUquGx4Ikrwf3DOmIv8/fBiD2kzrLAsqgQYMMU2jfdtttuO2224T709LSMHXqVGGyt1ghczQoVkLgzEST8OouMy0Zg7vE5+JTVtcrYTHr9Bo43rQPCv8esf7YnEIVWRCDZ5IgxbwM0cCeD0rwb4+kES5MaGCDhya+hopHbPSBnK2S8i9r4mk470Eh1k+c+EY1C/B8UFj4MyAxvOskXCZZEx+teo0j5m9dgcNCGSQ9HxTj+8Ub6vVBYiKhCCNOEiiIJ2zBQIKkXheK54MiONcoPFkh0RYfjbYwZiQgqk081jS78Yq6j47ts5GAwhDUoPBnL4YaFM1vnn9AIqkDAXM+EFbXHxKuxWMy6seqiSjeMJsHJVJoa1HlJJtAA6adCbPa0dVYIBe1afJBidL9mL/7tW0SUg72fTYUDYqbkgSSgMIQ6FpNqF0D23TeIG+gTDRPcDMz+D6FwQ9fZZO3qEER3kknD4oZjU28Eet8GXWuFe7pxCKFLe2U5t0YRZGJ7mD2vcZ6hus00U/UJjANS6HbGkqiNjc1qcQaLcNEmf2pBjX2b+6LE79Nnizy6ui+yM9Kw9+u722jhO5DT97q2Tobqx+5CLmNUrj7nfJBCS2TSf14nBJzEw8g/DASR38SftOpi+Jhf/NUKOJzeX9rSSSNFVC3wGI0Uff1oT2/Osw4ATsTDm6a1DmaSTbeCZh4BJ2D0WAQEt3AOb5Xmxwse3iI3SK6Dj0TT1qSN0Q4MeO0ajUPina72Ek2MToYVij0xsQFhdeVJx567eXaM1tjKCd7LHtGXTvWb+9iHxTzpuVE4MazC7Hu1zLceHbbqN5XEjTkoJNscFtDNLvFus8kAYWDUM1o8V01hPZstQGbCZ8U50Exdy+hk6yps90PG+4YCw2K9pZsGRJpQq/3/T53TS/udq1Jx277U4WS65yZKNX95yt6xLoIfBOcSoPC1+4kmgDppuchEw8HUe4Mo/em7UhikUQr2lgVwswcLhp0zd7Lmoku/mBVzZGe4Tx3dc+QbZJkzXk8XrFTtyoNisd4ZW2xQ7jlWxM2EGl0Jc2/QMPRoMRaa8JCAgoDdy0eAxuy3rt004uOFLrPaNAhW12LR7iIoHaz4J0lyttgBd9I95kXdeOZMSSNKSP4d6LM6AEnfFCMjWGmughdHxTLxSIYhJPR+j/Vidr4LyIzLbEMEW4SxEhAYQjkQRHs56oAda7nphftRszY31nMaqTUJgc2i21ivA+2XTlt4hnVqwAA0Lcwp+5eHCeXEF+rhBH91NgK4tHMwo2cXa1+A0Tk4AkrbJ8hSnX/+yEdMaB9LlfbGI+4yRk4sUS/MAk6yfJn3YZ9Roht3pFiJRRmohOEzrMmEyWxv2QADw7vjLe+24k/jexqvqAuJokRGpyOWp9yVQ+cf3qzgOZE1FmJnAsTCXtRxmrh0aiazJh49IpBckx4iPojngZF9K5yMlLw0e9iu9Ctk5CA4lICa/EI9lvpYACaBRk1dKsJ2UQaFL3oKVkG/m/Q6bjrgg4Jo0ERrdbsBI1Tk3Bt/zbce7H3VJt4EqNencajzYPCq0vBuWZz3ZCJJzzUeVA4E1M3hPRHmSSRqigGkIDCIHMX42H+tBhm3LWltUUDE4HXb+yLQ8er8OrCHXjy8u4h+8P5xJNMxtSqNSjK8gWJ07mwgl+kHbF5QqaOy09C5eWwY7rSzsKNNCFCLWKiqqVchlhArNuT4CmVuKS4SEBxT0lcAE+DolXZWuGyent+Q2Fkz5YY3r0lbipqh6UPDcHpeY1tX2v6rf1Dtpmtf0ktoSQcah+U6N1LoaFE8dhBaxI2NmnyK6+hrsUTbYzabjj9f7xidiIYDUhAYeD5oLCYmU2yNJTUyFYw+40P6pwXcqxZp2O2U0nE7tsbxTBjkVmiQbTsMB9SgqQxG5i/oBlfLSJ8jAQQozDxRMRNwR0koKgIXc2Y/dtI4HDPa3UzFjppzW+zGWYlplUn4gQzklE8ZtAKLYnacdt6LLa/kIyd7MV1l6CV6jKMnGQboqCY7CITD/mgMBi4oHDDzBpKo3UKK/UlSZJKwjAVUQIgMzUJF3RqjhqfHy2yUu0U09UkRdHEw0MK/C+URBQIraCakXvUTrJch2PRdVQmHupkIoWor+eFGTcYE4+LNCgkoDAEfFBs5uFIJEfMSGGlhrTHmjbxSBLeve0sC3eKL1hNXkZq9D9hSWoYg2a437MErQaWdw/+uQ1tLZ6YodKQhNa5kQYsEXGTBsU9JXEBXA0KK0ELHAYJ87Rt2sj0sdq6FWeSbVgvgZ3hFOZmRPx+53Roqrtf7fOTOCoUO61KGx7MXoOvQTE2W+o6yVoqHaEHr85dsXJ4lHGTkyxpUBhkng8Ks7+hNNBIktsoBfPvvwAZKV7DY+s672AXrKfBakimBXaxwKaNU3SOdIYPbh+ABZtLMPbdlfVbJBLMBYRG8eib46wmKyScRbgWD88HJUplijVd8t2THoMEFIbgICcw8ZCTrCN0aG4v/NjprKnxCquBTY2COlaSJJXaV5LEvi+JJCjayiSrmXEbZSI1c4vGemu9JFB9xwL1K+FF8bACTMPo4ZtnpmLhA4PQKAbmYy2xL4GLCIYZB7epbMgWVLQNEcdrQnNB0XLnDQ22HpKTolMn2plkQ/CRCPfb9mh8dURZeXnIMvDk5Wdg37FT6NEqO6xyEGJEPibKe2mIUTwA0K6ZeVN8JCEBhcFosUDuZLUBNVojnJ7MhTrJ6hzbgN4Dq8mLlkObViChHD98tNE36gmO+evIAG4uaudUsQgBwuU2ONvIxB99aErKwNWgWMgkSO3XWUKcZEWdiZRYpgUj2IEuOUoObWzVez2S2MQTldJEB1smHp3zee232ufnXocyxEYH4Svm7CCZPPqQgMJBpdo1NPEQCk7XhVbF7qYMh7GEbYfRWjdDa4tvCLPJcJ/Qo6knXpVV1vi455J4Eh2srIVE5vzoQwIKA0+DwmLsJEsN2EnMprpvaPXOqqWjtfKoNtxSJKA09Im/1mfByIdNJKCYpYFXd9gIw7x5EVc0WkYdqnIGng+KkQ25oXh2x4JQHxRxZ9KQXgMrk8TCxOORtANxgla+rcdSC3JGTpY1Pr6IYVbQI1NQmAjCiHmvPkFbuashAYWBt1gg2yjJMTC6aAc+vRTMDamfjo2JR31/UU6aRErUFi514djmfdjUUD1GAyuvpCGYNd0GCSgMRl2Ccap758pChJLiNU7u1hBghbFoRfFohXYS1vmEaJoE+xRaZqcBAJppEu6ZFbgTVnsVJUS1xzXxUFVHHRJQGBR1qUh9zTMxUJuNHqnJ1FwBwMeMXtHKg6J1khVl2EwkTZYd3ya1QKK2hfFm4O/ddhZG9SrAh+POVl+HRsOoI4reVCANSvShPCgczCzgRYTidKeqvVqqYDCW0LBmN36/8QrPTuPRaAYawrcQbiZZ7em8OuvYIhOv3NAnZHuH5u5IlJXosO8rNcnLbOcdG40SESw0JWXgTf5UPijUaHVx2mHvNE0nnZbMN/FIElDrT6CpuwHsk0ZLUGBnlCdrfJQTwgQeTYIeK3VGGpTowNYyuz4Y30mW3km0IQGFIbiaMT93AX8tDWq0keIfv+2LkT1aYtb4cwHoO4SerA4vXDOeYAXBaOWGYZv+0h1HVP5YiTqW2nks9t00Sk1SCZMkdLgP9pWoJkCcd0VCefQhE4+KUB8UFqMG2tD7H6c74Da5GZg6um/gt8gxU4KE6lp+Rs5EJ1qdpp8ZeLPSkhrEYCt6xt8P6Sg8hxWUMzWL/NEA5z7YCSYroHA1KA2gzbsNElAYghqUIOqsstRACXcRrU6zoqo28HfjtKQG4YOiZfgZ+XhgWGdd/5DyUzWBv9OSvSqn4YZYZ26HfSUqEw/nVZGAGX1IQGFQ+hJJoL421KCQuScmNLR+PxaRMiergpoBr6Rei4dt94mUOCxkLR0PcHpeY91ztJl92bwwJKC4m6w0/eGQNCjRhwQUBp4GhYW7PgO1WVcwons+vlpfjGvPbB3rokScWIgA53VspvrdEPKgNMlQ5yYxMwG5sEseru7bGn3b5gBQC5PUV7iPtGQvHr20G3x+Gc0yUwPblXedQPJ2XEICCoNsIKFwQ88iVxzCAi9e2wtX920dMpAmIrHoNFn7vAyxNiCROvTT8xrjkUu74anZG02f4/VIePHaXtx9pEFxJ7ed1x4A8MXaA4Ft9KrcAUXxMARMPIL9Rm2WGnXsyEhJwtBuLYShyIlErNPJy7La3JnI7X5s/eAFwNZsRO2DEn55iOigvKpEbtvxAAkoDNy1eIw6YmrARANDhizWoES5LNHETlK8WOSsIexh2NcTUYcEFAbuasZsThSSRlxJQ3Nec4MZpYFVOYDwF2ZsiHUWrzS0PsWtkIDCEtCgCPYbRvEQROJTZ+Lhp3R3g/AUKeysBcVGNdGgF38kcnuOB0hAYQj6oAhMPJxzSKsSJFY10bN1dozu3DCR5ehlsHUTtJp2YtPwWrT7IQGFQeZoUNRr8eg3YZohxYb+7XJjXYSoEutcI3VRPDEtQkyg1bQbDtSVuwP64hiMoiNohcvY0xAHRjciciSPdYRRJBGtpq0HmQjiE9KMuwMSUBj4UTz6i6JRM44uDdG0oCXWY54si6N4EhmjLLI8EllgSzQoisd9UKI2BuM8KAYmHkdLQ/CoGxgbdqfvhlm5Wk5kU91HvSgR5993nI01e0sxskfLWBeFiBLUl7sDElAYstOT0b9dE7RrGlwMTBVybKPVpid7carGZ3wgYQrSoMR+Vi7LDSPVvUJRh6Yo6tDU1rmJKLAlLvraciL6kIDC0LtNDj6+8xzVNrXaz8hJNnTb+7cPwKSPf8ajo7o5UcQGj5d6jpgPeg01UZsdqD7iE/JBcQckoFiAG2ZsMGD2a9sECx4YFJHyNERIPok9shy+ZpEgCMIIcpI1wI7WhIgc2uXs7aQfJ8JDhk67j7V6hyBswnOSvaBTcwBAj1aUaykWkAbFApQHRZ9oPL72HTQkXwgFN4gADbypmybWOWuI8GjSKAWbnhyOFBsh5kT4kIBiAQoz1icafbF2OZSG6JMS6zFPO+iqUt1Htyiuh+ojPmEnm+kplEE4VpBYaIEGOFl3HVrntYYY1XNxtxYAgNxGKTG5vwxyIiQSD0nwNxE7SINiidBm2wAn8ELOPd1eKGY4NEQBZVDn5vjfXeegQ/NGxgdHApnavWlIhRKXUPt2BySgEGHzwx8uxJo9pRjRPT/i99J2HA1RQJEkCf3aNonZ/Tu2UGdUbei+V7GEaj4yUL26A8smnsWLF2PUqFEoKCiAJEmYNWuW8Ng777wTkiThr3/9q2r70aNHMXr0aGRlZSEnJwdjx45FRUWF1aJEnQY4FpqiVU46RvZsGRWHVe0d/jCiS8TvSdTx+YTzcMNZhXj6yh7CY2LtH0MQdiFB231YFlBOnDiBXr16YerUqbrHzZw5E8uWLUNBQUHIvtGjR2PDhg2YO3cuZs+ejcWLF2PcuHFWixJ1+A2YGnWsWPbQEFx7ZptYF6PB0KN1NqZc1QPNGqdSZ24Wqqa4hNq3O7Bs4hkxYgRGjBihe8y+fftw99134+uvv8bIkSNV+zZt2oQ5c+bgxx9/xJlnngkAeOWVV3DJJZfghRde4Ao0boGarLvIz06LdREIaKN4SIVily75mdhcfByNU8nyHgso+aD7cDyKx+/346abbsKkSZNwxhlnhOxfunQpcnJyAsIJAAwdOhQejwfLly/nXrOqqgrl5eWq/2IBN8yYGjLRAKFmbw4r9fTmzWfiujPbYOb/nWN8MBFRqH27A8cFlL/85S9ISkrCPffcw91fXFyMvLw81bakpCTk5uaiuLiYe86UKVOQnZ0d+K9Nm9io9SkPSuwh1as7EL0G8kGxT5vcDPzlmp7o2CIz1kUhqJ9xBY4KKKtWrcLf/vY3TJ8+3dGB5KGHHkJZWVngv7179zp2bSvQ4EgQodBnIYb6jPhBleo+dsUgGBwVUL777juUlJSgsLAQSUlJSEpKwu7du3H//fejXbt2AID8/HyUlJSozqutrcXRo0eRn88PU01NTUVWVpbqv1hAjZYg6hAlaiMFSnSh+o4MJFe6A0e9sW666SYMHTpUtW3YsGG46aabcOuttwIAioqKUFpailWrVqFfv34AgAULFsDv92PAgAFOFsdxeLMhmiFFF6pud8BbWI0IhaomPqFMye7AsoBSUVGB7du3B37v3LkTa9asQW5uLgoLC9G0qTqbaHJyMvLz89G5c2cAQNeuXTF8+HDccccdeP3111FTU4MJEybg+uuvd3UED0CdDUGIuLmoLWb9tA+3ntMu1kUhCFuQoO0+LAsoK1euxODBgwO/J06cCAAYM2YMpk+fbuoaH3zwASZMmIAhQ4bA4/Hg6quvxt///nerRYk6vAacnZ4c/YIQRIzRfgpPXt4dj406o0Fm9tWDBr34hN6bO7AsoAwaNMjSEuK7du0K2Zabm4sZM2ZYvXXM4an92jdrhD9e0hVNYrRwW0ODOg53oHYorPtBwgkRz7D9O7Vkd0AZgSwgGhzvGHhadAvSgCHbMBFPUHuNT2gi5A4cz4OSyDTPTI11EQjCJVAPTiQuJFi6A9KgmODNm89EcXklOlECJYIAoJlhUl8uhGbicQS1addBAooJLurWItZFIOqhDp8giEhD3Yw7IBMPQRCWoQ6cIIhIQwIKQRCWYRMUkrAihhI5xg/q1YzpvbkBElCIuIK6DYIgIg31M+6ABBQirqCZjTugt2AOqqf4QaUVpBfnCkhAIQjCMuq1eKg3JxILatLugAQUgiCICEEDXXxCeVDcAQkoRFxB3YY7oIHXHFRP8YPaSTZmxSAYSEAh4gvqOFwBrVtiDpqJE4R9SEAhCIIgCAbyq3IHJKAQBGEdlZNs7Irhdqhu4gf2XXnpxbkCElCIuIK6DXdA78EcfxjeBQBw27ntY1wSwgoeauCugNbiIQiCiBDnnN4M658Yhsap1NXGEx6SUFwBaVAIgrCMOtU9deZ6RFI4oZp3DrYdk4nHHZCAQsQV5LzmDugtEImMh0ZGV0CvgYgraGAkCCISsHMfD02EXAEJKARBWEaiKB4igfGSD4orIAGFIAjLkN8JkciQBsUdkIBCxBXUbxAEEQnYroUEFHdAAgoRV9DM3R2oTDyxKwZBRAQy8bgDElAIgrAMdd/u4LTmjWJdhITESyOjK6DXQBAEEWd8PuE8XNarAP/4bd9YFyVxUDl+kwjuBii9IRFXUL/hEiTB30RU6NE6G3+/oU+si5GwUKI2d0AaFIIgLEO+QESiocokSz4oroAEFIIgCIJgIAWKOyABhSAIy6ijeKg3JxIL0qC4AxJQiLiCnNfcAb0FItFguxbyQXEHJKAQBBEW1JcTiQZNhNwBCSgEQViGOnAi0WDNOmTicQckoBBxBXUb7oDkEyLRyEjxBv4mE487IAGFiCuo33Af9EqIRKBxajAtmIdGRldAr4EgCMuQUEIkGo1SKW+p2yABhSAIy5Ami0g0WA1KVa0/hiUhFEhAIeKK9s1ocTS3QQ6zRCKQmhQcDps1So1hSQgF0mkRccUTl52BtGQvru/fJtZFaeCQUEIkFpIk4dsHBuFUtQ/ZGcmxLg4BElCIOKNp41S88JtesS5Gg4eUJkQiQhpad0EmHoIgwoKEFYIgIgEJKARBWIZkEoIgIg0JKARBWIYcYwmCiDQkoBAEERYkqhAEEQlIQCEIwjIklBAEEWlIQCEIwjJk4SEIItKQgEIQRFiQsEIQRCQgAYUgCMtIZOQhCCLCkIBCEIRlWK0JRfQQBBEJSEAhCCIsPCSgEAQRAUhAIQgiLDwknxAEEQFIQCEIwjKs0oQ0KARBRAISUAiCCAuSTwiCiAQkoBAEYRk2ioc0KARBRAISUAiCsAyZeAiCiDQkoBAEERbkJEsQRCQgAYUgCMtQHhSCICKNZQFl8eLFGDVqFAoKCiBJEmbNmhXYV1NTg8mTJ6NHjx5o1KgRCgoKcPPNN2P//v2qaxw9ehSjR49GVlYWcnJyMHbsWFRUVIT9MARBRAe1D0oMC0IQRMJiWUA5ceIEevXqhalTp4bsO3nyJFavXo1HHnkEq1evxieffIItW7bgsssuUx03evRobNiwAXPnzsXs2bOxePFijBs3zv5TEAQRM8gHhSCISJBk9YQRI0ZgxIgR3H3Z2dmYO3euats//vEPnHXWWdizZw8KCwuxadMmzJkzBz/++CPOPPNMAMArr7yCSy65BC+88AIKCgpCrltVVYWqqqrA7/LycqvFJgjCQchJliCISBNxH5SysjJIkoScnBwAwNKlS5GTkxMQTgBg6NCh8Hg8WL58OfcaU6ZMQXZ2duC/Nm3aRLrYBEHowIokJJ8QBBEJIiqgVFZWYvLkybjhhhuQlZUFACguLkZeXp7quKSkJOTm5qK4uJh7nYceeghlZWWB//bu3RvJYhMEYQEPOaEQBBEBLJt4zFJTU4Nrr70WsizjtddeC+taqampSE1NdahkBEGEi9rEE7tyEASRuEREQFGEk927d2PBggUB7QkA5Ofno6SkRHV8bW0tjh49ivz8fEfL4fP5UFNT4+g1CXeSnJwMr9cb62I0IIJSiZdsPARBRADHBRRFONm2bRu+/fZbNG3aVLW/qKgIpaWlWLVqFfr16wcAWLBgAfx+PwYMGOBIGWRZRnFxMUpLSx25HhEf5OTkID8/n/JyRBmqb4IgIoFlAaWiogLbt28P/N65cyfWrFmD3NxctGzZEtdccw1Wr16N2bNnw+fzBfxKcnNzkZKSgq5du2L48OG444478Prrr6OmpgYTJkzA9ddfz43gsYMinOTl5SEjI4M60ARHlmWcPHkyoJlr2bJljEvUsCATD0EQkcCygLJy5UoMHjw48HvixIkAgDFjxuDxxx/HZ599BgDo3bu36rxvv/0WgwYNAgB88MEHmDBhAoYMGQKPx4Orr74af//7320+ghqfzxcQTrTaGyJxSU9PBwCUlJQgLy+PzD0RRw78RWHGBEFEAssCyqBBgyDLsnC/3j6F3NxczJgxw+qtTaH4nGRkZETk+oR7Ud55TU0NCSgRxs985iSgEAQRCRJ2LR4y6zQ86J1HD3YeIiVsL0IQRCyhroUgCMvIZOIhCCLCkIBCEIRl/P7g3+QkSxBEJCABxUUMGjQI9957b6yLoWL69OmBZQrCwY3PRtiHNCgEQUQaElAaGO3atcNf//pX08dfd9112Lp1a+QKRMQlKh8Ukk8IgogAEUt1TyQG6enpgRBeglCQKYqHIIgI0yA0KLIs42R1bUz+MxN2zeL3+/Hggw8iNzcX+fn5ePzxxwP7SktLcfvtt6N58+bIysrChRdeiJ9//jmwf8eOHbj88svRokULNG7cGP3798e8efMC+wcNGoTdu3fjvvvugyRJpqJetCaexx9/HL1798a//vUvtGvXDtnZ2bj++utx/PjxwDEnTpzAzTffjMaNG6Nly5Z48cUXQ65bVVWFBx54AK1atUKjRo0wYMAALFy4EEDdIpNnnHEGxo0bp3q2zMxMvPPOO2aqkYgwZOIhCCLSNAgNyqkaH7o9+nVM7r3xyWHISDFfze+++y4mTpyI5cuXY+nSpbjllltw7rnn4qKLLsJvfvMbpKen46uvvkJ2djbeeOMNDBkyBFu3bkVubi4qKipwySWX4Omnn0Zqairee+89jBo1Clu2bEFhYSE++eQT9OrVC+PGjcMdd9xh+5l27NiBWbNmYfbs2Th27BiuvfZaPPvss3j66acBAJMmTcKiRYvw6aefIi8vDw8//DBWr16tSt43YcIEbNy4ER9++CEKCgowc+ZMDB8+HOvWrUPHjh3xwQcfYMCAARg5ciQuvfRS3Hjjjbjoootw22232S434RxqDUrsykEQROLSIASUeKJnz5547LHHAAAdO3bEP/7xD8yfPx/p6elYsWIFSkpKAis7v/DCC5g1axb++9//Yty4cejVqxd69eoVuNZTTz2FmTNn4rPPPsOECROQm5sLr9eLzMzMsBZm9Pv9mD59OjIzMwEAN910E+bPn4+nn34aFRUVePvtt/H+++9jyJAhAOqErtatWwfO37NnD6ZNm4Y9e/YEljd44IEHMGfOHEybNg3PPPMMevfujT//+c+4/fbbcf3112P37t2YPXu27TITzuJnJBTKP0MQRCRoEAJKerIXG58cFrN7W6Fnz56q3y1btkRJSQl+/vlnVFRUhKTvP3XqFHbs2AGgbp2kxx9/HF988QUOHDiA2tpanDp1Cnv27AnvITS0a9cuIJywZQTqtCvV1dWqhR9zc3PRuXPnwO9169bB5/OhU6dOqutWVVWpnu/+++/HrFmz8I9//ANfffUVLV3gIqwZLgmCIKzTIAQUSZIsmVliSXJysuq3JEnw+/2oqKhAy5YtA34aLIqPyAMPPIC5c+fihRdewOmnn4709HRcc801qK6ujkoZzVJRUQGv14tVq1aFpKRv3Lhx4O+SkhJs3boVXq8X27Ztw/Dhw8MrOOEYVn2rCIIgrBIfozaBvn37ori4GElJSWjXrh33mB9++AG33HILrrzySgB1gsCuXbtUx6SkpMDn80WsnB06dEBycjKWL1+OwsJCAMCxY8ewdetWXHDBBQCAPn36wOfzoaSkBOeff77wWrfddht69OiBsWPH4o477sDQoUPRtWvXiJWdME9eZlqsi0AQRIJDAkqcMHToUBQVFeGKK67Ac889h06dOmH//v344osvcOWVV+LMM89Ex44d8cknn2DUqFGQJAmPPPJIiGajXbt2WLx4Ma6//nqkpqaiWbNmjpazcePGGDt2LCZNmoSmTZsiLy8Pf/zjH+HxBAPGOnXqhNGjR+Pmm2/Giy++iD59+uDQoUOYP38+evbsiZEjR2Lq1KlYunQp1q5dizZt2uCLL77A6NGjsWzZMqSkpDhaZsI6bXIz8PqN/ZCTkWx8MEEQhA0aRJhxIiBJEr788ksMHDgQt956Kzp16hRwHm3RogUA4KWXXkKTJk1wzjnnYNSoURg2bBj69u2rus6TTz6JXbt2oUOHDmjevHlEyvr888/j/PPPx6hRozB06FCcd9556Nevn+qYadOm4eabb8b999+Pzp0744orrsCPP/6IwsJCbN68GZMmTcKrr76KNm3aAABeffVVHD58GI888khEykxYZ3j3fJx9GvkFEQQRGSQ5Do3J5eXlyM7ORllZGbKyslT7KisrsXPnTrRv3x5paaSGbkjQuycIgnA3euO3FtKgEARBEAThOkhAaeCMGDECjRs35v73zDPPxLp4BEEQRAOFnGQbOG+99RZOnTrF3Zebmxvl0hAEQRBEHSSgNHBatWoV6yIQBEEQRAgJa+KxkjiMSAzonRMEQSQOCadBSUlJgcfjwf79+9G8eXOkpKTQWiEJjizLqK6uxqFDh+DxeChPCkEQRAKQcAKKx+NB+/btceDAAezfvz/WxSGiSEZGBgoLC1VJ4QiCIIj4JOEEFKBOi1JYWIja2tqIpnUn3IPX60VSUhJpywiCIBKEhBRQgLrMq8nJySEL2xEEQRAE4X5IF04QBEEQhOsgAYUgCIIgCNdBAgpBEARBEK4jLn1QlPUNy8vLY1wSgiAIgiDMoozbZtYpjksB5fjx4wCANm3axLgkBEEQBEFY5fjx48jOztY9RpLNiDEuw+/3Y//+/cjMzHQ8rLS8vBxt2rTB3r17DZeCTjTo2RvmswMN+/np2RvmswMN+/lj9eyyLOP48eMoKCgwzFkVlxoUj8eD1q1bR/QeWVlZDa7BKtCzN8xnBxr289OzN8xnBxr288fi2Y00JwrkJEsQBEEQhOsgAYUgCIIgCNdBAoqG1NRUPPbYY0hNTY11UaIOPXvDfHagYT8/PXvDfHagYT9/PDx7XDrJEgRBEASR2JAGhSAIgiAI10ECCkEQBEEQroMEFIIgCIIgXAcJKARBEARBuA4SUAiCIAiCcB0koDBMnToV7dq1Q1paGgYMGIAVK1bEukhhM2XKFPTv3x+ZmZnIy8vDFVdcgS1btqiOGTRoECRJUv135513qo7Zs2cPRo4ciYyMDOTl5WHSpEmora2N5qNY5vHHHw95ri5dugT2V1ZWYvz48WjatCkaN26Mq6++GgcPHlRdIx6fW6Fdu3Yhzy9JEsaPHw8gsd774sWLMWrUKBQUFECSJMyaNUu1X5ZlPProo2jZsiXS09MxdOhQbNu2TXXM0aNHMXr0aGRlZSEnJwdjx45FRUWF6pi1a9fi/PPPR1paGtq0aYPnnnsu0o9miN6z19TUYPLkyejRowcaNWqEgoIC3Hzzzdi/f7/qGry28uyzz6qOceOzA8bv/pZbbgl5tuHDh6uOScR3D4D7/UuShOeffz5wjKvfvUzIsizLH374oZySkiK/88478oYNG+Q77rhDzsnJkQ8ePBjrooXFsGHD5GnTpsnr16+X16xZI19yySVyYWGhXFFRETjmggsukO+44w75wIEDgf/KysoC+2tra+Xu3bvLQ4cOlX/66Sf5yy+/lJs1ayY/9NBDsXgk0zz22GPyGWecoXquQ4cOBfbfeeedcps2beT58+fLK1eulM8++2z5nHPOCeyP1+dWKCkpUT373LlzZQDyt99+K8tyYr33L7/8Uv7jH/8of/LJJzIAeebMmar9zz77rJydnS3PmjVL/vnnn+XLLrtMbt++vXzq1KnAMcOHD5d79eolL1u2TP7uu+/k008/Xb7hhhsC+8vKyuQWLVrIo0ePltevXy//+9//ltPT0+U33ngjWo/JRe/ZS0tL5aFDh8offfSRvHnzZnnp0qXyWWedJffr1091jbZt28pPPvmkqi2wfYRbn12Wjd/9mDFj5OHDh6ue7ejRo6pjEvHdy7KseuYDBw7I77zzjixJkrxjx47AMW5+9ySg1HPWWWfJ48ePD/z2+XxyQUGBPGXKlBiWynlKSkpkAPKiRYsC2y644AL597//vfCcL7/8UvZ4PHJxcXFg22uvvSZnZWXJVVVVkSxuWDz22GNyr169uPtKS0vl5ORk+eOPPw5s27RpkwxAXrp0qSzL8fvcIn7/+9/LHTp0kP1+vyzLifvetR213++X8/Pz5eeffz6wrbS0VE5NTZX//e9/y7Isyxs3bpQByD/++GPgmK+++kqWJEnet2+fLMuy/Oqrr8pNmjRRPfvkyZPlzp07R/iJzMMbpLSsWLFCBiDv3r07sK1t27byyy+/LDwnHp5dlvnPP2bMGPnyyy8XntOQ3v3ll18uX3jhhaptbn73ZOIBUF1djVWrVmHo0KGBbR6PB0OHDsXSpUtjWDLnKSsrAwDk5uaqtn/wwQdo1qwZunfvjoceeggnT54M7Fu6dCl69OiBFi1aBLYNGzYM5eXl2LBhQ3QKbpNt27ahoKAAp512GkaPHo09e/YAAFatWoWamhrVO+/SpQsKCwsD7zyen1tLdXU13n//fdx2222qFcAT9b2z7Ny5E8XFxap3nZ2djQEDBqjedU5ODs4888zAMUOHDoXH48Hy5csDxwwcOBApKSmBY4YNG4YtW7bg2LFjUXqa8CkrK4MkScjJyVFtf/bZZ9G0aVP06dMHzz//vMqUF+/PvnDhQuTl5aFz58646667cOTIkcC+hvLuDx48iC+++AJjx44N2efWdx+Xqxk7zeHDh+Hz+VQdMQC0aNECmzdvjlGpnMfv9+Pee+/Fueeei+7duwe2//a3v0Xbtm1RUFCAtWvXYvLkydiyZQs++eQTAEBxcTG3bpR9bmXAgAGYPn06OnfujAMHDuCJJ57A+eefj/Xr16O4uBgpKSkhnXSLFi0CzxSvz81j1qxZKC0txS233BLYlqjvXYtSVt6zsO86Ly9PtT8pKQm5ubmqY9q3bx9yDWVfkyZNIlJ+J6msrMTkyZNxww03qFawveeee9C3b1/k5uZiyZIleOihh3DgwAG89NJLAOL72YcPH46rrroK7du3x44dO/Dwww9jxIgRWLp0Kbxeb4N59++++y4yMzNx1VVXqba7+d2TgNKAGD9+PNavX4/vv/9etX3cuHGBv3v06IGWLVtiyJAh2LFjBzp06BDtYjrGiBEjAn/37NkTAwYMQNu2bfGf//wH6enpMSxZ9Hn77bcxYsQIFBQUBLYl6nsn+NTU1ODaa6+FLMt47bXXVPsmTpwY+Ltnz55ISUnB7373O0yZMsXVa7WY4frrrw/83aNHD/Ts2RMdOnTAwoULMWTIkBiWLLq88847GD16NNLS0lTb3fzuycQDoFmzZvB6vSERHAcPHkR+fn6MSuUsEyZMwOzZs/Htt9+idevWuscOGDAAALB9+3YAQH5+PrdulH3xQk5ODjp16oTt27cjPz8f1dXVKC0tVR3DvvNEee7du3dj3rx5uP3223WPS9T3rpRV7/vOz89HSUmJan9tbS2OHj2aEO1BEU52796NuXPnqrQnPAYMGIDa2lrs2rULQHw/u5bTTjsNzZo1U7XzRH73APDdd99hy5Ythn0A4K53TwIKgJSUFPTr1w/z588PbPP7/Zg/fz6KiopiWLLwkWUZEyZMwMyZM7FgwYIQVR2PNWvWAABatmwJACgqKsK6detUH7HSyXXr1i0i5Y4EFRUV2LFjB1q2bIl+/fohOTlZ9c63bNmCPXv2BN55ojz3tGnTkJeXh5EjR+oel6jvvX379sjPz1e96/Lycixfvlz1rktLS7Fq1arAMQsWLIDf7w8IbkVFRVi8eDFqamoCx8ydOxedO3d2tYpfEU62bduGefPmoWnTpobnrFmzBh6PJ2D6iNdn5/Hrr7/iyJEjqnaeqO9e4e2330a/fv3Qq1cvw2Nd9e4j7oYbJ3z44YdyamqqPH36dHnjxo3yuHHj5JycHFUEQzxy1113ydnZ2fLChQtVYWQnT56UZVmWt2/fLj/55JPyypUr5Z07d8qffvqpfNppp8kDBw4MXEMJN7344ovlNWvWyHPmzJGbN2/uynBTlvvvv19euHChvHPnTvmHH36Qhw4dKjdr1kwuKSmRZbkuzLiwsFBesGCBvHLlSrmoqEguKioKnB+vz83i8/nkwsJCefLkyartifbejx8/Lv/000/yTz/9JAOQX3rpJfmnn34KRKo8++yzck5Ojvzpp5/Ka9eulS+//HJumHGfPn3k5cuXy99//73csWNHVahpaWmp3KJFC/mmm26S169fL3/44YdyRkZGzENN9Z69urpavuyyy+TWrVvLa9asUfUBSlTGkiVL5Jdfflles2aNvGPHDvn999+XmzdvLt98882Be7j12WVZ//mPHz8uP/DAA/LSpUvlnTt3yvPmzZP79u0rd+zYUa6srAxcIxHfvUJZWZmckZEhv/baayHnu/3dk4DC8Morr8iFhYVySkqKfNZZZ8nLli2LdZHCBgD3v2nTpsmyLMt79uyRBw4cKOfm5sqpqany6aefLk+aNEmVD0OWZXnXrl3yiBEj5PT0dLlZs2by/fffL9fU1MTgicxz3XXXyS1btpRTUlLkVq1aydddd528ffv2wP5Tp07J//d//yc3adJEzsjIkK+88kr5wIEDqmvE43OzfP311zIAecuWLartifbev/32W247HzNmjCzLdaHGjzzyiNyiRQs5NTVVHjJkSEidHDlyRL7hhhvkxo0by1lZWfKtt94qHz9+XHXMzz//LJ933nlyamqq3KpVK/nZZ5+N1iMK0Xv2nTt3CvsAJR/OqlWr5AEDBsjZ2dlyWlqa3LVrV/mZZ55RDeCy7M5nl2X95z958qR88cUXy82bN5eTk5Pltm3bynfccUfIxDMR373CG2+8Iaenp8ulpaUh57v93UuyLMsRVdEQBEEQBEFYhHxQCIIgCIJwHSSgEARBEAThOkhAIQiCIAjCdZCAQhAEQRCE6yABhSAIgiAI10ECCkEQBEEQroMEFIIgCIIgXAcJKARBEARBuA4SUAiCIAiCcB0koBAEQRAE4TpIQCEIgiAIwnX8P+GdsUYKvlYtAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "X[['heat_index']].plot()  # plot of heat index"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "id": "7d1bd566-ef1c-4ddb-9d46-9863d413ac9a",
+      "metadata": {
+        "id": "7d1bd566-ef1c-4ddb-9d46-9863d413ac9a",
+        "outputId": "5f87dcf9-f4f1-466c-ca3d-06a46c77dccc",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "datetime            1781\n",
+              "temp                 107\n",
+              "dew                  184\n",
+              "humidity             546\n",
+              "sealevelpressure     177\n",
+              "winddir             1089\n",
+              "solarradiation      1194\n",
+              "windspeed            172\n",
+              "precipprob             2\n",
+              "preciptype             2\n",
+              "heat_index          1708\n",
+              "weather                4\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 18
+        }
+      ],
+      "source": [
+        "data.nunique()  # finding for the count of unique values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "id": "5e5828fb-19f6-407d-9b77-790da197a092",
+      "metadata": {
+        "id": "5e5828fb-19f6-407d-9b77-790da197a092",
+        "outputId": "7cbdacac-609c-45ab-bee0-cb5401b631a9",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1781, 12)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 19
+        }
+      ],
+      "source": [
+        "data.shape # gives the shape of data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 20,
+      "id": "5f27f2c0-c9ef-4a15-afe9-749a52866eb8",
+      "metadata": {
+        "id": "5f27f2c0-c9ef-4a15-afe9-749a52866eb8",
+        "outputId": "fbd3aa85-522e-4e69-82d8-30a99f989a4a",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['datetime', 'temp', 'dew', 'humidity', 'sealevelpressure', 'winddir',\n",
+              "       'solarradiation', 'windspeed', 'precipprob', 'preciptype', 'heat_index',\n",
+              "       'weather'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 20
+        }
+      ],
+      "source": [
+        "data.columns # gives the columns of data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 21,
+      "id": "9e77009e-deaf-4457-a240-13d5813950b0",
+      "metadata": {
+        "id": "9e77009e-deaf-4457-a240-13d5813950b0",
+        "outputId": "0a3682a2-d075-4434-ff6f-85154405685c",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1781 entries, 0 to 1780\n",
+            "Data columns (total 12 columns):\n",
+            " #   Column            Non-Null Count  Dtype  \n",
+            "---  ------            --------------  -----  \n",
+            " 0   datetime          1781 non-null   object \n",
+            " 1   temp              1781 non-null   float64\n",
+            " 2   dew               1781 non-null   float64\n",
+            " 3   humidity          1781 non-null   float64\n",
+            " 4   sealevelpressure  1781 non-null   float64\n",
+            " 5   winddir           1781 non-null   float64\n",
+            " 6   solarradiation    1781 non-null   float64\n",
+            " 7   windspeed         1781 non-null   float64\n",
+            " 8   precipprob        1781 non-null   int64  \n",
+            " 9   preciptype        1781 non-null   int64  \n",
+            " 10  heat_index        1781 non-null   float64\n",
+            " 11  weather           1781 non-null   int64  \n",
+            "dtypes: float64(8), int64(3), object(1)\n",
+            "memory usage: 167.1+ KB\n"
+          ]
+        }
+      ],
+      "source": [
+        "data.info() # All information about data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 22,
+      "id": "27265752-7453-4e5d-b26b-3012eb44e0c2",
+      "metadata": {
+        "id": "27265752-7453-4e5d-b26b-3012eb44e0c2"
+      },
+      "outputs": [],
+      "source": [
+        "data= data[[\"temp\",\"humidity\",\"heat_index\",\"weather\"]] # taking only the required data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "id": "9fc570ff-263a-40b4-a651-b0e94a2d3e9a",
+      "metadata": {
+        "id": "9fc570ff-263a-40b4-a651-b0e94a2d3e9a",
+        "outputId": "72b23390-fef9-4acd-9cc2-dd7345acd1f0",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   temp  humidity  heat_index  weather\n",
+              "0  28.4      37.8  143.886492        4\n",
+              "1  26.8      44.8  164.714809        4\n",
+              "2  25.5      52.8  184.766321        3\n",
+              "3  26.4      46.6  169.873735        4\n",
+              "4  27.1      44.9  163.735238        4"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-62dde354-348d-4b81-9d30-d42bc6524db0\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>temp</th>\n",
+              "      <th>humidity</th>\n",
+              "      <th>heat_index</th>\n",
+              "      <th>weather</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>28.4</td>\n",
+              "      <td>37.8</td>\n",
+              "      <td>143.886492</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>26.8</td>\n",
+              "      <td>44.8</td>\n",
+              "      <td>164.714809</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>25.5</td>\n",
+              "      <td>52.8</td>\n",
+              "      <td>184.766321</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>26.4</td>\n",
+              "      <td>46.6</td>\n",
+              "      <td>169.873735</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>27.1</td>\n",
+              "      <td>44.9</td>\n",
+              "      <td>163.735238</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-62dde354-348d-4b81-9d30-d42bc6524db0')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-62dde354-348d-4b81-9d30-d42bc6524db0 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-62dde354-348d-4b81-9d30-d42bc6524db0');\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",
+              "\n",
+              "\n",
+              "<div id=\"df-1fa8591d-8ed1-4164-a5e3-a728adac2d48\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1fa8591d-8ed1-4164-a5e3-a728adac2d48')\"\n",
+              "            title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-1fa8591d-8ed1-4164-a5e3-a728adac2d48 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "data",
+              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 1781,\n  \"fields\": [\n    {\n      \"column\": \"temp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.9600266457661053,\n        \"min\": 20.2,\n        \"max\": 32.8,\n        \"num_unique_values\": 107,\n        \"samples\": [\n          27.9,\n          25.1,\n          27.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"humidity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.533809054667492,\n        \"min\": 28.6,\n        \"max\": 98.2,\n        \"num_unique_values\": 546,\n        \"samples\": [\n          65.1,\n          69.4,\n          88.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"heat_index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.930881214526531,\n        \"min\": 114.19163260497601,\n        \"max\": 215.22089103168406,\n        \"num_unique_values\": 1708,\n        \"samples\": [\n          182.53844174300394,\n          181.19936980480003,\n          189.022414764184\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"weather\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 4,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          3,\n          1,\n          4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 23
+        }
+      ],
+      "source": [
+        "data.head()  # shows some data from starting"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 24,
+      "id": "757db057-87e1-4b0d-b6db-8d1314fea1ff",
+      "metadata": {
+        "id": "757db057-87e1-4b0d-b6db-8d1314fea1ff",
+        "outputId": "75d0ac61-0453-41c1-a7b8-a5a77cb48310",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1781 entries, 0 to 1780\n",
+            "Data columns (total 4 columns):\n",
+            " #   Column      Non-Null Count  Dtype  \n",
+            "---  ------      --------------  -----  \n",
+            " 0   temp        1781 non-null   float64\n",
+            " 1   humidity    1781 non-null   float64\n",
+            " 2   heat_index  1781 non-null   float64\n",
+            " 3   weather     1781 non-null   int64  \n",
+            "dtypes: float64(3), int64(1)\n",
+            "memory usage: 55.8 KB\n"
+          ]
+        }
+      ],
+      "source": [
+        "data.info()  # again checking the data info"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "id": "2615bc26-feb7-49cb-ab9b-b91ba60289af",
+      "metadata": {
+        "id": "2615bc26-feb7-49cb-ab9b-b91ba60289af",
+        "outputId": "ffb252da-fc3f-43b5-872d-f56144b0fd77",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "temp          0\n",
+              "humidity      0\n",
+              "heat_index    0\n",
+              "weather       0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 25
+        }
+      ],
+      "source": [
+        "data.isna().sum() # searching for null values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 26,
+      "id": "e5ea2699-6047-4202-91b0-0b8c48aa49a1",
+      "metadata": {
+        "id": "e5ea2699-6047-4202-91b0-0b8c48aa49a1",
+        "outputId": "3604e243-a4ff-4b2f-b023-aeca31139ea9",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "73"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 26
+        }
+      ],
+      "source": [
+        "data.duplicated().sum() # searching for the duplicate values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 27,
+      "id": "00502630-e742-4528-b743-90ddd7820823",
+      "metadata": {
+        "id": "00502630-e742-4528-b743-90ddd7820823",
+        "outputId": "40d9efec-6d84-45e8-d5e9-ef4d383aa41b",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1708, 4)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 27
+        }
+      ],
+      "source": [
+        "data.drop_duplicates(inplace=True)  # deleting the duplicate values\n",
+        "data.shape"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "id": "2a4d0a7c-f8da-46e6-be1b-c92802f045c1",
+      "metadata": {
+        "id": "2a4d0a7c-f8da-46e6-be1b-c92802f045c1",
+        "outputId": "04bff355-e4cc-428a-b23e-5f91e0c0e540",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([4, 3, 2, 1])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 28
+        }
+      ],
+      "source": [
+        "data[\"weather\"].unique() # gives the unique values of weather"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 29,
+      "id": "36b10ad8-e3e2-40fa-880a-5afce71c6acf",
+      "metadata": {
+        "id": "36b10ad8-e3e2-40fa-880a-5afce71c6acf",
+        "outputId": "66aea85f-fc50-4d69-bbf4-471c9ac41957",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 461
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: xlabel='weather'>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 29
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "data[\"weather\"].value_counts().plot.bar()  # plot of weather"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 30,
+      "id": "0917a262-f412-448c-a85f-8b29e7163370",
+      "metadata": {
+        "id": "0917a262-f412-448c-a85f-8b29e7163370",
+        "outputId": "a7c2b92b-4a20-4ae0-99e0-abcaac3fc5a7",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "weather\n",
+              "3    1030\n",
+              "2     462\n",
+              "4     215\n",
+              "1       1\n",
+              "Name: count, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 30
+        }
+      ],
+      "source": [
+        "data[\"weather\"].value_counts()  # gives the value count of every unique weather conditions"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "-s6FjDfTiWXC",
+      "metadata": {
+        "id": "-s6FjDfTiWXC"
+      },
+      "source": [
+        "**A Seaborn heatmap is a data visualization tool that displays a matrix of values as a grid of colors, making it easy to identify patterns, correlations, and variations in the data. It is particularly useful for visualizing correlation matrices, confusion matrices, and other types of matrix data.**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 31,
+      "id": "b0639500-5651-454e-8326-80e0b38c325d",
+      "metadata": {
+        "id": "b0639500-5651-454e-8326-80e0b38c325d",
+        "outputId": "d8f3d7eb-a141-45d2-9e32-b2d1516ed6b5",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 452
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 31
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.heatmap(data.corr())  # plot the heat map of the data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 32,
+      "id": "_YsaJoHziqPC",
+      "metadata": {
+        "id": "_YsaJoHziqPC"
+      },
+      "outputs": [],
+      "source": [
+        "# Fill missing values\n",
+        "data.fillna(method='ffill', inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 33,
+      "id": "6NpNPZOiivE4",
+      "metadata": {
+        "id": "6NpNPZOiivE4"
+      },
+      "outputs": [],
+      "source": [
+        "# Convert all feature columns to numeric\n",
+        "for col in data.columns:\n",
+        "    data[col] = pd.to_numeric(data[col], errors='coerce')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 34,
+      "id": "fthKrROZiu33",
+      "metadata": {
+        "id": "fthKrROZiu33"
+      },
+      "outputs": [],
+      "source": [
+        "# Fill any remaining NaNs that might have been introduced\n",
+        "data.fillna(0, inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 35,
+      "id": "scg8GT-siukT",
+      "metadata": {
+        "id": "scg8GT-siukT"
+      },
+      "outputs": [],
+      "source": [
+        "# Encode the target variable\n",
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "label_encoder = LabelEncoder()\n",
+        "data['weather'] = label_encoder.fit_transform(data['weather'])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 36,
+      "id": "6ff31ff3-13bc-419a-aa3b-b68b4866299c",
+      "metadata": {
+        "id": "6ff31ff3-13bc-419a-aa3b-b68b4866299c"
+      },
+      "outputs": [],
+      "source": [
+        "# Define features and target\n",
+        "X = data.drop('weather', axis=1)\n",
+        "y = data['weather']"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "JXHwmjcQFEug",
+      "metadata": {
+        "id": "JXHwmjcQFEug"
+      },
+      "source": [
+        "### **3. Model Development:**\n",
+        "Split the dataset into training and testing sets, and implement a Decision Tree Classifier using TensorFlow."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 37,
+      "id": "6oaWSvJtjMjX",
+      "metadata": {
+        "id": "6oaWSvJtjMjX"
+      },
+      "outputs": [],
+      "source": [
+        "# Split the dataset into training and testing sets\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 38,
+      "id": "S-4Y0tTHjN36",
+      "metadata": {
+        "id": "S-4Y0tTHjN36"
+      },
+      "outputs": [],
+      "source": [
+        "# Build the Decision Tree Classifier model\n",
+        "model = tf.keras.Sequential([\n",
+        "    tf.keras.layers.Input(shape=(X_train.shape[1],)),\n",
+        "    tf.keras.layers.Dense(128, activation='relu'),\n",
+        "    tf.keras.layers.Dense(64, activation='relu'),\n",
+        "    tf.keras.layers.Dense(len(label_encoder.classes_), activation='softmax')\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 39,
+      "id": "XFWm3eccKkzK",
+      "metadata": {
+        "id": "XFWm3eccKkzK"
+      },
+      "outputs": [],
+      "source": [
+        "# Compile the model\n",
+        "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "XAEHkelZFhfZ",
+      "metadata": {
+        "id": "XAEHkelZFhfZ"
+      },
+      "source": [
+        "### **4. Model Training**\n",
+        "Train the model using the training data and monitor its performance."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 40,
+      "id": "3a198884-0e31-4304-b56c-56a2cdb9de92",
+      "metadata": {
+        "id": "3a198884-0e31-4304-b56c-56a2cdb9de92"
+      },
+      "outputs": [],
+      "source": [
+        "X = data.loc[:,[\"temp\",\"humidity\",\"heat_index\"]]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 41,
+      "id": "686e0661-2ed9-4ba8-80a0-ee1389fa098b",
+      "metadata": {
+        "id": "686e0661-2ed9-4ba8-80a0-ee1389fa098b",
+        "outputId": "02ef979d-5371-4a47-bc6f-09af57088f04",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      temp  humidity  heat_index\n",
+              "0     28.4      37.8  143.886492\n",
+              "1     26.8      44.8  164.714809\n",
+              "2     25.5      52.8  184.766321\n",
+              "3     26.4      46.6  169.873735\n",
+              "4     27.1      44.9  163.735238\n",
+              "...    ...       ...         ...\n",
+              "1776  27.4      41.5  155.554949\n",
+              "1777  28.0      40.9  152.141608\n",
+              "1778  28.4      56.9  176.390640\n",
+              "1779  29.5      61.3  175.058042\n",
+              "1780  29.7      65.4  176.508394\n",
+              "\n",
+              "[1708 rows x 3 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-e8221a14-dcbc-4ead-9b92-5d1d5a4ee20f\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>temp</th>\n",
+              "      <th>humidity</th>\n",
+              "      <th>heat_index</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>28.4</td>\n",
+              "      <td>37.8</td>\n",
+              "      <td>143.886492</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>26.8</td>\n",
+              "      <td>44.8</td>\n",
+              "      <td>164.714809</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>25.5</td>\n",
+              "      <td>52.8</td>\n",
+              "      <td>184.766321</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>26.4</td>\n",
+              "      <td>46.6</td>\n",
+              "      <td>169.873735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>27.1</td>\n",
+              "      <td>44.9</td>\n",
+              "      <td>163.735238</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1776</th>\n",
+              "      <td>27.4</td>\n",
+              "      <td>41.5</td>\n",
+              "      <td>155.554949</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1777</th>\n",
+              "      <td>28.0</td>\n",
+              "      <td>40.9</td>\n",
+              "      <td>152.141608</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1778</th>\n",
+              "      <td>28.4</td>\n",
+              "      <td>56.9</td>\n",
+              "      <td>176.390640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1779</th>\n",
+              "      <td>29.5</td>\n",
+              "      <td>61.3</td>\n",
+              "      <td>175.058042</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1780</th>\n",
+              "      <td>29.7</td>\n",
+              "      <td>65.4</td>\n",
+              "      <td>176.508394</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>1708 rows × 3 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e8221a14-dcbc-4ead-9b92-5d1d5a4ee20f')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-e8221a14-dcbc-4ead-9b92-5d1d5a4ee20f 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-e8221a14-dcbc-4ead-9b92-5d1d5a4ee20f');\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",
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+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-29203abc-4e82-4037-af48-e9dbbcff84cf\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-29203abc-4e82-4037-af48-e9dbbcff84cf')\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
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+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
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+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
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+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "      border-left-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-29203abc-4e82-4037-af48-e9dbbcff84cf button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_022bb369-2e36-4a10-832a-b5cc35e60680\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\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-generate: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-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate: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",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('X')\"\n",
+              "            title=\"Generate code using this dataframe.\"\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=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_022bb369-2e36-4a10-832a-b5cc35e60680 button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('X');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "X",
+              "summary": "{\n  \"name\": \"X\",\n  \"rows\": 1708,\n  \"fields\": [\n    {\n      \"column\": \"temp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.9807687225735109,\n        \"min\": 20.2,\n        \"max\": 32.8,\n        \"num_unique_values\": 107,\n        \"samples\": [\n          27.9,\n          25.1,\n          27.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"humidity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.595732459721276,\n        \"min\": 28.6,\n        \"max\": 98.2,\n        \"num_unique_values\": 546,\n        \"samples\": [\n          65.1,\n          69.4,\n          88.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"heat_index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12.123115446136252,\n        \"min\": 114.19163260497601,\n        \"max\": 215.22089103168406,\n        \"num_unique_values\": 1708,\n        \"samples\": [\n          182.53844174300394,\n          181.19936980480003,\n          189.022414764184\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 41
+        }
+      ],
+      "source": [
+        "X"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "id": "1c574e38-29a7-44fc-8983-e24a3f264f6b",
+      "metadata": {
+        "id": "1c574e38-29a7-44fc-8983-e24a3f264f6b"
+      },
+      "outputs": [],
+      "source": [
+        "y = data.iloc[:,3].astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 43,
+      "id": "51060de4-0256-4e3e-915f-488cc6f28cb7",
+      "metadata": {
+        "id": "51060de4-0256-4e3e-915f-488cc6f28cb7",
+        "outputId": "2c88dcf7-3663-4d8a-ddfc-98b36bbdfa6d",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0       3\n",
+              "1       3\n",
+              "2       2\n",
+              "3       3\n",
+              "4       3\n",
+              "       ..\n",
+              "1776    3\n",
+              "1777    3\n",
+              "1778    2\n",
+              "1779    2\n",
+              "1780    2\n",
+              "Name: weather, Length: 1708, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 43
+        }
+      ],
+      "source": [
+        "y"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 44,
+      "id": "fbe2290c-0f0d-4331-ad3a-ecb9242f3c9e",
+      "metadata": {
+        "id": "fbe2290c-0f0d-4331-ad3a-ecb9242f3c9e"
+      },
+      "outputs": [],
+      "source": [
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.7, random_state=42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 45,
+      "id": "dd998b57-56c1-4e20-ab77-b565e45693f6",
+      "metadata": {
+        "id": "dd998b57-56c1-4e20-ab77-b565e45693f6",
+        "outputId": "d98f4d21-76ee-4dd8-a505-004216045dfc",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
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+              " [28.1, 53.1, 173.1454280221809],\n",
+              " [31.2, 60.1, 166.06194206864396],\n",
+              " [28.3, 74.0, 186.13373270709994],\n",
+              " [25.0, 66.9, 203.15029583179992],\n",
+              " [28.7, 84.7, 179.87478901070108],\n",
+              " [26.7, 95.8, 181.07541725553602],\n",
+              " [31.7, 46.8, 149.52867643447598],\n",
+              " [23.3, 53.3, 196.37557325034106],\n",
+              " [26.7, 48.9, 172.827746925749],\n",
+              " [26.8, 94.9, 181.63402729832407],\n",
+              " [31.3, 70.3, 169.583010464541],\n",
+              " [28.3, 82.9, 183.48787972794895],\n",
+              " [28.3, 80.7, 184.6176610328209],\n",
+              " [26.8, 44.8, 164.71480925001597],\n",
+              " [28.6, 69.5, 183.86655916540005],\n",
+              " [23.3, 91.2, 210.312392199676],\n",
+              " [27.8, 89.1, 181.79017435602407],\n",
+              " [27.1, 82.4, 191.21040069319605],\n",
+              " [27.7, 69.8, 188.97064389505607],\n",
+              " [26.8, 62.4, 189.75807664342403],\n",
+              " [26.9, 59.8, 186.84623041598405],\n",
+              " [28.1, 79.6, 186.2690604738359],\n",
+              " [30.5, 73.6, 173.83103531429995],\n",
+              " [27.7, 71.3, 189.3358615463411],\n",
+              " [26.3, 59.0, 189.09443023959994],\n",
+              " [29.1, 84.2, 177.799091310544],\n",
+              " [29.6, 82.8, 175.73423947254398],\n",
+              " [26.0, 71.6, 199.35674332959994],\n",
+              " [30.6, 48.7, 156.45854185154394],\n",
+              " [26.7, 87.6, 190.25334424156406],\n",
+              " [29.6, 80.4, 177.03943692553605],\n",
+              " [30.6, 73.1, 173.3237964872559],\n",
+              " [28.2, 61.6, 181.80494820614396],\n",
+              " [29.1, 86.0, 176.45021977269997],\n",
+              " [27.3, 56.6, 181.3442423273439],\n",
+              " [25.3, 58.7, 193.95247031598092],\n",
+              " [26.8, 70.1, 194.20962653544404],\n",
+              " [29.0, 64.4, 179.6022833152],\n",
+              " [28.2, 85.2, 182.59239574457595],\n",
+              " [27.9, 80.7, 187.04751737930894],\n",
+              " [28.5, 79.7, 183.82976977652493],\n",
+              " [28.9, 83.7, 179.34305374334897],\n",
+              " [27.9, 87.2, 182.88876147924404],\n",
+              " [27.5, 59.1, 183.09560504792503],\n",
+              " ...]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 45
+        }
+      ],
+      "source": [
+        "X_train.values.tolist()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 46,
+      "id": "Sc6NkbVfjYJt",
+      "metadata": {
+        "id": "Sc6NkbVfjYJt"
+      },
+      "outputs": [],
+      "source": [
+        "# Convert to Pandas Series if y_train is a NumPy array\n",
+        "if isinstance(y_train, np.ndarray):\n",
+        "    y_train = pd.Series(y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 47,
+      "id": "437734ae-7a8b-4634-9679-1c440212bd7f",
+      "metadata": {
+        "id": "437734ae-7a8b-4634-9679-1c440212bd7f",
+        "outputId": "4e5bac10-6bf3-4e11-c906-5bbc2132317e",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[3, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 3, 3, 1, 2, 2, 3, 3, 3, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 3, 1, 1, 2, 2, 2, 3, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 2, 3, 2, 1, 1, 2, 1, 2, 1, 1, 2, 3, 3, 1, 3, 3, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 3, 3, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 3, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 3, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2, 3, 2, 1, 1, 3, 2, 2, 3, 2, 2, 2, 2, 2, 3, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 3, 2, 1, 1, 2, 2, 1, 3, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 3, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 3, 3, 1, 3, 1, 2, 2, 2, 3, 1, 2, 1, 2, 1, 2, 2, 3, 2, 2, 2, 3, 3, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 3, 2, 2, 2, 1, 2, 2, 1, 3, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 3, 2, 3, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 3, 3, 2, 1, 2, 2, 3, 1, 2, 3, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 3, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 3, 2, 1, 1, 2, 1, 2, 2, 2, 3, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 3, 1, 2, 1, 1, 3, 1, 3, 1, 2, 2, 2, 2, 1, 2, 2, 2, 3, 3, 2, 2, 2, 1, 2, 3, 1, 1, 3, 2, 2, 1, 3, 2, 1, 2, 1, 3, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 3, 2, 2, 3, 2, 2, 2, 1, 2, 2, 1, 3, 2, 3, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 2, 1, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 3, 2, 1, 2, 2, 2, 3, 3, 2, 1, 3, 2, 2, 2, 2, 2, 3, 2, 2, 2, 1, 2, 1, 3, 3, 2, 1, 2, 3, 1, 2, 2, 1, 2, 3, 2, 3, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 3, 2, 2, 2, 1, 3, 1, 1, 2, 2, 2, 3, 2, 2, 2, 1, 2, 3, 1, 2, 2, 2, 2, 2, 3, 1, 2, 1, 3, 3, 2, 2, 1, 1, 1, 3, 3, 2, 3, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 3, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 3, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 3, 2, 1, 2, 2, 1, 2, 1, 2, 1, 3, 2, 1, 1, 1, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 3, 1, 3, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 3, 2, 2, 2, 3, 3, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 3, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 3, 1, 3, 2, 2, 2, 2, 2, 2, 1, 2, 1, 3, 2, 2, 3, 2, 2, 1, 1, 1, 2, 3, 1, 2, 3, 3, 2, 2, 1, 2, 2, 3, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 3, 2, 2, 3, 3, 2, 1, 2, 2, 2, 2, 3, 2, 2, 3, 2, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 3, 3, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 3, 2, 2, 2, 3, 2, 2, 1, 2, 2, 3, 2, 1, 2, 2, 2, 2, 2, 1, 2, 3, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 3, 1, 2, 2, 2, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 3, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 3, 3, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 3, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 3, 2, 3, 1, 2, 1, 1, 3, 2, 0, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 3, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 3, 1, 3, 1, 2, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 3, 1, 3, 1, 3, 3, 2, 2, 2, 2, 1, 3, 1, 1, 1, 2, 2, 2, 3, 2, 2, 2, 3, 3, 1, 3, 1, 2, 2, 2, 2, 1, 2, 2, 2, 3, 3, 1, 2, 2, 3, 2, 1, 3, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 3, 2, 3, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 3, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 3, 1, 3, 1, 2, 2, 3, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 3, 2, 2, 2, 1, 1, 2, 3, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 3, 3, 2, 2, 2, 3]\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Now you can use y_train.values.tolist() if necessary\n",
+        "y_train_list = y_train.values.tolist()\n",
+        "print(y_train_list)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 48,
+      "id": "01aa50dd-9ffe-430a-9325-78fb8a3dec0e",
+      "metadata": {
+        "id": "01aa50dd-9ffe-430a-9325-78fb8a3dec0e",
+        "outputId": "7273f6c8-a9cf-4304-84a9-d1d6486b6262",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 74
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "DecisionTreeClassifier(random_state=0)"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=0)</pre></div></div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 48
+        }
+      ],
+      "source": [
+        "weather_classifier = DecisionTreeClassifier(random_state = 0)\n",
+        "weather_classifier.fit(X_train, y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 49,
+      "id": "82c869a1-bb28-48ee-996f-52ab26ec0cbc",
+      "metadata": {
+        "id": "82c869a1-bb28-48ee-996f-52ab26ec0cbc",
+        "outputId": "434187cf-9ef5-48fa-814f-502b0876f045",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 221
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "sklearn.tree._classes.DecisionTreeClassifier"
+            ],
+            "text/html": [
+              "<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n",
+              "      pre.function-repr-contents {\n",
+              "        overflow-x: auto;\n",
+              "        padding: 8px 12px;\n",
+              "        max-height: 500px;\n",
+              "      }\n",
+              "\n",
+              "      pre.function-repr-contents.function-repr-contents-collapsed {\n",
+              "        cursor: pointer;\n",
+              "        max-height: 100px;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <pre style=\"white-space: initial; background:\n",
+              "         var(--colab-secondary-surface-color); padding: 8px 12px;\n",
+              "         border-bottom: 1px solid var(--colab-border-color);\"><b>sklearn.tree._classes.DecisionTreeClassifier</b><br/>def __init__(*, criterion=&#x27;gini&#x27;, splitter=&#x27;best&#x27;, max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, class_weight=None, ccp_alpha=0.0)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.10/dist-packages/sklearn/tree/_classes.py</a>A decision tree classifier.\n",
+              "\n",
+              "Read more in the :ref:`User Guide &lt;tree&gt;`.\n",
+              "\n",
+              "Parameters\n",
+              "----------\n",
+              "criterion : {&quot;gini&quot;, &quot;entropy&quot;, &quot;log_loss&quot;}, default=&quot;gini&quot;\n",
+              "    The function to measure the quality of a split. Supported criteria are\n",
+              "    &quot;gini&quot; for the Gini impurity and &quot;log_loss&quot; and &quot;entropy&quot; both for the\n",
+              "    Shannon information gain, see :ref:`tree_mathematical_formulation`.\n",
+              "\n",
+              "splitter : {&quot;best&quot;, &quot;random&quot;}, default=&quot;best&quot;\n",
+              "    The strategy used to choose the split at each node. Supported\n",
+              "    strategies are &quot;best&quot; to choose the best split and &quot;random&quot; to choose\n",
+              "    the best random split.\n",
+              "\n",
+              "max_depth : int, default=None\n",
+              "    The maximum depth of the tree. If None, then nodes are expanded until\n",
+              "    all leaves are pure or until all leaves contain less than\n",
+              "    min_samples_split samples.\n",
+              "\n",
+              "min_samples_split : int or float, default=2\n",
+              "    The minimum number of samples required to split an internal node:\n",
+              "\n",
+              "    - If int, then consider `min_samples_split` as the minimum number.\n",
+              "    - If float, then `min_samples_split` is a fraction and\n",
+              "      `ceil(min_samples_split * n_samples)` are the minimum\n",
+              "      number of samples for each split.\n",
+              "\n",
+              "    .. versionchanged:: 0.18\n",
+              "       Added float values for fractions.\n",
+              "\n",
+              "min_samples_leaf : int or float, default=1\n",
+              "    The minimum number of samples required to be at a leaf node.\n",
+              "    A split point at any depth will only be considered if it leaves at\n",
+              "    least ``min_samples_leaf`` training samples in each of the left and\n",
+              "    right branches.  This may have the effect of smoothing the model,\n",
+              "    especially in regression.\n",
+              "\n",
+              "    - If int, then consider `min_samples_leaf` as the minimum number.\n",
+              "    - If float, then `min_samples_leaf` is a fraction and\n",
+              "      `ceil(min_samples_leaf * n_samples)` are the minimum\n",
+              "      number of samples for each node.\n",
+              "\n",
+              "    .. versionchanged:: 0.18\n",
+              "       Added float values for fractions.\n",
+              "\n",
+              "min_weight_fraction_leaf : float, default=0.0\n",
+              "    The minimum weighted fraction of the sum total of weights (of all\n",
+              "    the input samples) required to be at a leaf node. Samples have\n",
+              "    equal weight when sample_weight is not provided.\n",
+              "\n",
+              "max_features : int, float or {&quot;auto&quot;, &quot;sqrt&quot;, &quot;log2&quot;}, default=None\n",
+              "    The number of features to consider when looking for the best split:\n",
+              "\n",
+              "        - If int, then consider `max_features` features at each split.\n",
+              "        - If float, then `max_features` is a fraction and\n",
+              "          `max(1, int(max_features * n_features_in_))` features are considered at\n",
+              "          each split.\n",
+              "        - If &quot;auto&quot;, then `max_features=sqrt(n_features)`.\n",
+              "        - If &quot;sqrt&quot;, then `max_features=sqrt(n_features)`.\n",
+              "        - If &quot;log2&quot;, then `max_features=log2(n_features)`.\n",
+              "        - If None, then `max_features=n_features`.\n",
+              "\n",
+              "        .. deprecated:: 1.1\n",
+              "            The `&quot;auto&quot;` option was deprecated in 1.1 and will be removed\n",
+              "            in 1.3.\n",
+              "\n",
+              "    Note: the search for a split does not stop until at least one\n",
+              "    valid partition of the node samples is found, even if it requires to\n",
+              "    effectively inspect more than ``max_features`` features.\n",
+              "\n",
+              "random_state : int, RandomState instance or None, default=None\n",
+              "    Controls the randomness of the estimator. The features are always\n",
+              "    randomly permuted at each split, even if ``splitter`` is set to\n",
+              "    ``&quot;best&quot;``. When ``max_features &lt; n_features``, the algorithm will\n",
+              "    select ``max_features`` at random at each split before finding the best\n",
+              "    split among them. But the best found split may vary across different\n",
+              "    runs, even if ``max_features=n_features``. That is the case, if the\n",
+              "    improvement of the criterion is identical for several splits and one\n",
+              "    split has to be selected at random. To obtain a deterministic behaviour\n",
+              "    during fitting, ``random_state`` has to be fixed to an integer.\n",
+              "    See :term:`Glossary &lt;random_state&gt;` for details.\n",
+              "\n",
+              "max_leaf_nodes : int, default=None\n",
+              "    Grow a tree with ``max_leaf_nodes`` in best-first fashion.\n",
+              "    Best nodes are defined as relative reduction in impurity.\n",
+              "    If None then unlimited number of leaf nodes.\n",
+              "\n",
+              "min_impurity_decrease : float, default=0.0\n",
+              "    A node will be split if this split induces a decrease of the impurity\n",
+              "    greater than or equal to this value.\n",
+              "\n",
+              "    The weighted impurity decrease equation is the following::\n",
+              "\n",
+              "        N_t / N * (impurity - N_t_R / N_t * right_impurity\n",
+              "                            - N_t_L / N_t * left_impurity)\n",
+              "\n",
+              "    where ``N`` is the total number of samples, ``N_t`` is the number of\n",
+              "    samples at the current node, ``N_t_L`` is the number of samples in the\n",
+              "    left child, and ``N_t_R`` is the number of samples in the right child.\n",
+              "\n",
+              "    ``N``, ``N_t``, ``N_t_R`` and ``N_t_L`` all refer to the weighted sum,\n",
+              "    if ``sample_weight`` is passed.\n",
+              "\n",
+              "    .. versionadded:: 0.19\n",
+              "\n",
+              "class_weight : dict, list of dict or &quot;balanced&quot;, default=None\n",
+              "    Weights associated with classes in the form ``{class_label: weight}``.\n",
+              "    If None, all classes are supposed to have weight one. For\n",
+              "    multi-output problems, a list of dicts can be provided in the same\n",
+              "    order as the columns of y.\n",
+              "\n",
+              "    Note that for multioutput (including multilabel) weights should be\n",
+              "    defined for each class of every column in its own dict. For example,\n",
+              "    for four-class multilabel classification weights should be\n",
+              "    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead of\n",
+              "    [{1:1}, {2:5}, {3:1}, {4:1}].\n",
+              "\n",
+              "    The &quot;balanced&quot; mode uses the values of y to automatically adjust\n",
+              "    weights inversely proportional to class frequencies in the input data\n",
+              "    as ``n_samples / (n_classes * np.bincount(y))``\n",
+              "\n",
+              "    For multi-output, the weights of each column of y will be multiplied.\n",
+              "\n",
+              "    Note that these weights will be multiplied with sample_weight (passed\n",
+              "    through the fit method) if sample_weight is specified.\n",
+              "\n",
+              "ccp_alpha : non-negative float, default=0.0\n",
+              "    Complexity parameter used for Minimal Cost-Complexity Pruning. The\n",
+              "    subtree with the largest cost complexity that is smaller than\n",
+              "    ``ccp_alpha`` will be chosen. By default, no pruning is performed. See\n",
+              "    :ref:`minimal_cost_complexity_pruning` for details.\n",
+              "\n",
+              "    .. versionadded:: 0.22\n",
+              "\n",
+              "Attributes\n",
+              "----------\n",
+              "classes_ : ndarray of shape (n_classes,) or list of ndarray\n",
+              "    The classes labels (single output problem),\n",
+              "    or a list of arrays of class labels (multi-output problem).\n",
+              "\n",
+              "feature_importances_ : ndarray of shape (n_features,)\n",
+              "    The impurity-based feature importances.\n",
+              "    The higher, the more important the feature.\n",
+              "    The importance of a feature is computed as the (normalized)\n",
+              "    total reduction of the criterion brought by that feature.  It is also\n",
+              "    known as the Gini importance [4]_.\n",
+              "\n",
+              "    Warning: impurity-based feature importances can be misleading for\n",
+              "    high cardinality features (many unique values). See\n",
+              "    :func:`sklearn.inspection.permutation_importance` as an alternative.\n",
+              "\n",
+              "max_features_ : int\n",
+              "    The inferred value of max_features.\n",
+              "\n",
+              "n_classes_ : int or list of int\n",
+              "    The number of classes (for single output problems),\n",
+              "    or a list containing the number of classes for each\n",
+              "    output (for multi-output problems).\n",
+              "\n",
+              "n_features_in_ : int\n",
+              "    Number of features seen during :term:`fit`.\n",
+              "\n",
+              "    .. versionadded:: 0.24\n",
+              "\n",
+              "feature_names_in_ : ndarray of shape (`n_features_in_`,)\n",
+              "    Names of features seen during :term:`fit`. Defined only when `X`\n",
+              "    has feature names that are all strings.\n",
+              "\n",
+              "    .. versionadded:: 1.0\n",
+              "\n",
+              "n_outputs_ : int\n",
+              "    The number of outputs when ``fit`` is performed.\n",
+              "\n",
+              "tree_ : Tree instance\n",
+              "    The underlying Tree object. Please refer to\n",
+              "    ``help(sklearn.tree._tree.Tree)`` for attributes of Tree object and\n",
+              "    :ref:`sphx_glr_auto_examples_tree_plot_unveil_tree_structure.py`\n",
+              "    for basic usage of these attributes.\n",
+              "\n",
+              "See Also\n",
+              "--------\n",
+              "DecisionTreeRegressor : A decision tree regressor.\n",
+              "\n",
+              "Notes\n",
+              "-----\n",
+              "The default values for the parameters controlling the size of the trees\n",
+              "(e.g. ``max_depth``, ``min_samples_leaf``, etc.) lead to fully grown and\n",
+              "unpruned trees which can potentially be very large on some data sets. To\n",
+              "reduce memory consumption, the complexity and size of the trees should be\n",
+              "controlled by setting those parameter values.\n",
+              "\n",
+              "The :meth:`predict` method operates using the :func:`numpy.argmax`\n",
+              "function on the outputs of :meth:`predict_proba`. This means that in\n",
+              "case the highest predicted probabilities are tied, the classifier will\n",
+              "predict the tied class with the lowest index in :term:`classes_`.\n",
+              "\n",
+              "References\n",
+              "----------\n",
+              "\n",
+              ".. [1] https://en.wikipedia.org/wiki/Decision_tree_learning\n",
+              "\n",
+              ".. [2] L. Breiman, J. Friedman, R. Olshen, and C. Stone, &quot;Classification\n",
+              "       and Regression Trees&quot;, Wadsworth, Belmont, CA, 1984.\n",
+              "\n",
+              ".. [3] T. Hastie, R. Tibshirani and J. Friedman. &quot;Elements of Statistical\n",
+              "       Learning&quot;, Springer, 2009.\n",
+              "\n",
+              ".. [4] L. Breiman, and A. Cutler, &quot;Random Forests&quot;,\n",
+              "       https://www.stat.berkeley.edu/~breiman/RandomForests/cc_home.htm\n",
+              "\n",
+              "Examples\n",
+              "--------\n",
+              "&gt;&gt;&gt; from sklearn.datasets import load_iris\n",
+              "&gt;&gt;&gt; from sklearn.model_selection import cross_val_score\n",
+              "&gt;&gt;&gt; from sklearn.tree import DecisionTreeClassifier\n",
+              "&gt;&gt;&gt; clf = DecisionTreeClassifier(random_state=0)\n",
+              "&gt;&gt;&gt; iris = load_iris()\n",
+              "&gt;&gt;&gt; cross_val_score(clf, iris.data, iris.target, cv=10)\n",
+              "...                             # doctest: +SKIP\n",
+              "...\n",
+              "array([ 1.     ,  0.93...,  0.86...,  0.93...,  0.93...,\n",
+              "        0.93...,  0.93...,  1.     ,  0.93...,  1.      ])</pre>\n",
+              "      <script>\n",
+              "      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n",
+              "        for (const element of document.querySelectorAll('.filepath')) {\n",
+              "          element.style.display = 'block'\n",
+              "          element.onclick = (event) => {\n",
+              "            event.preventDefault();\n",
+              "            event.stopPropagation();\n",
+              "            google.colab.files.view(element.textContent, 595);\n",
+              "          };\n",
+              "        }\n",
+              "      }\n",
+              "      for (const element of document.querySelectorAll('.function-repr-contents')) {\n",
+              "        element.onclick = (event) => {\n",
+              "          event.preventDefault();\n",
+              "          event.stopPropagation();\n",
+              "          element.classList.toggle('function-repr-contents-collapsed');\n",
+              "        };\n",
+              "      }\n",
+              "      </script>\n",
+              "      </div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 49
+        }
+      ],
+      "source": [
+        "type(weather_classifier)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "vULqmNvVF4q4",
+      "metadata": {
+        "id": "vULqmNvVF4q4"
+      },
+      "source": [
+        "### **5. Model Evaluation**\n",
+        "Evaluate the model's performance using metrics such as accuracy, precision, recall, and F1-score."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 50,
+      "id": "lYjAaucHjeij",
+      "metadata": {
+        "id": "lYjAaucHjeij"
+      },
+      "outputs": [],
+      "source": [
+        "# Make predictions\n",
+        "y_pred_array = weather_classifier.predict(X_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 51,
+      "id": "68E1R0hGjee_",
+      "metadata": {
+        "id": "68E1R0hGjee_"
+      },
+      "outputs": [],
+      "source": [
+        "# Ensure y_test is a Pandas Series to access its index\n",
+        "if isinstance(y_test, np.ndarray):\n",
+        "    y_test = pd.Series(y_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 52,
+      "id": "UL0yIOXcjeYi",
+      "metadata": {
+        "id": "UL0yIOXcjeYi"
+      },
+      "outputs": [],
+      "source": [
+        "# Create DataFrame from the predictions\n",
+        "y_pred = pd.DataFrame(y_pred_array, columns=[\"weather\"])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 53,
+      "id": "chg9gMVRjkH9",
+      "metadata": {
+        "id": "chg9gMVRjkH9"
+      },
+      "outputs": [],
+      "source": [
+        "# Set the index of the DataFrame to match y_test index\n",
+        "y_pred.index = y_test.index"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 54,
+      "id": "acb6ff0f-e48c-4184-9cd7-75281b5a5c9b",
+      "metadata": {
+        "id": "acb6ff0f-e48c-4184-9cd7-75281b5a5c9b"
+      },
+      "outputs": [],
+      "source": [
+        "# Ensure the data type is int\n",
+        "y_pred = y_pred.astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 55,
+      "id": "rHo5wG80jpeR",
+      "metadata": {
+        "id": "rHo5wG80jpeR",
+        "outputId": "c50535fd-7b87-43ab-c6cb-d8fa9930ec92",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "      weather\n",
+            "571         1\n",
+            "1369        2\n",
+            "1394        2\n",
+            "115         2\n",
+            "456         2\n",
+            "...       ...\n",
+            "1730        2\n",
+            "873         2\n",
+            "1083        3\n",
+            "1733        2\n",
+            "329         3\n",
+            "\n",
+            "[513 rows x 1 columns]\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(y_pred)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 56,
+      "id": "65aab513-c6cf-4489-96f9-7d750754233e",
+      "metadata": {
+        "id": "65aab513-c6cf-4489-96f9-7d750754233e"
+      },
+      "outputs": [],
+      "source": [
+        "y_test = np.array(y_test,dtype = int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 57,
+      "id": "05ca175a-a41b-42c3-92bc-97375c6aab73",
+      "metadata": {
+        "id": "05ca175a-a41b-42c3-92bc-97375c6aab73",
+        "outputId": "c1c02c65-a259-45cf-c960-3af1d0fb8cad",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "numpy.ndarray"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 57
+        }
+      ],
+      "source": [
+        "type(y_test)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 58,
+      "id": "c1e80c44-e162-4ca1-83a5-13f64b036b19",
+      "metadata": {
+        "id": "c1e80c44-e162-4ca1-83a5-13f64b036b19",
+        "outputId": "fbbd3fcd-3549-4a38-f49a-ef8cba6c7a0a",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 3, 1, 3, 1, 3,\n",
+              "       2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 3, 2, 2, 2,\n",
+              "       2, 2, 3, 3, 3, 1, 1, 2, 2, 2, 1, 2, 3, 2, 2, 1, 1, 1, 3, 1, 3, 2,\n",
+              "       2, 1, 1, 2, 2, 1, 3, 2, 2, 2, 2, 2, 2, 3, 1, 2, 2, 2, 1, 1, 3, 2,\n",
+              "       2, 2, 1, 2, 2, 1, 1, 2, 3, 2, 2, 3, 1, 2, 2, 1, 2, 2, 1, 2, 3, 2,\n",
+              "       2, 2, 2, 1, 1, 2, 2, 3, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2,\n",
+              "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 1, 2, 2, 3,\n",
+              "       2, 2, 2, 1, 2, 1, 3, 1, 2, 3, 1, 1, 2, 1, 2, 3, 3, 2, 2, 2, 2, 2,\n",
+              "       2, 2, 2, 3, 2, 2, 2, 2, 2, 1, 2, 3, 3, 3, 1, 2, 3, 2, 2, 2, 2, 1,\n",
+              "       1, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2,\n",
+              "       2, 2, 3, 2, 1, 2, 3, 1, 2, 2, 2, 2, 3, 2, 2, 2, 3, 1, 2, 2, 2, 2,\n",
+              "       1, 2, 1, 1, 1, 3, 2, 1, 2, 2, 3, 2, 1, 2, 1, 3, 1, 2, 1, 1, 2, 2,\n",
+              "       1, 1, 2, 2, 2, 2, 3, 2, 1, 2, 2, 2, 2, 1, 2, 2, 3, 2, 3, 1, 2, 2,\n",
+              "       1, 2, 1, 2, 1, 2, 2, 1, 2, 3, 2, 1, 1, 2, 1, 2, 2, 1, 2, 3, 2, 2,\n",
+              "       1, 1, 1, 2, 1, 2, 3, 2, 3, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2,\n",
+              "       1, 2, 2, 1, 2, 2, 3, 2, 3, 2, 2, 2, 2, 2, 3, 2, 2, 1, 1, 3, 2, 2,\n",
+              "       2, 3, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 3, 2, 2, 2, 1, 2, 1, 2, 1, 1,\n",
+              "       1, 1, 1, 3, 1, 2, 2, 2, 2, 2, 3, 2, 3, 2, 2, 2, 2, 3, 1, 1, 2, 2,\n",
+              "       2, 1, 3, 2, 2, 2, 1, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1,\n",
+              "       2, 1, 2, 3, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2,\n",
+              "       2, 2, 3, 2, 3, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 3, 2, 1, 2,\n",
+              "       1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 3, 2, 1, 2, 1, 2, 2,\n",
+              "       2, 3, 3, 3, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2,\n",
+              "       1, 2, 2, 2, 3, 2, 3])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 58
+        }
+      ],
+      "source": [
+        "y_test"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 59,
+      "id": "42c4582e-1a9e-4ca5-9133-d4ff0bc7ca92",
+      "metadata": {
+        "id": "42c4582e-1a9e-4ca5-9133-d4ff0bc7ca92",
+        "outputId": "45c2cec0-dfa9-4687-dc61-84a91c222f78",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.9980506822612085"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 59
+        }
+      ],
+      "source": [
+        "# Measure Accuracy\n",
+        "metrics.accuracy_score(y_test,y_pred)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 60,
+      "id": "181bd3c2-6026-4092-ac0b-4a51c928d6b6",
+      "metadata": {
+        "id": "181bd3c2-6026-4092-ac0b-4a51c928d6b6",
+        "outputId": "a2b2a35e-f938-4e6f-cd74-1de0cc01b42b",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           1       1.00      1.00      1.00       136\n",
+            "           2       1.00      1.00      1.00       311\n",
+            "           3       0.99      1.00      0.99        66\n",
+            "\n",
+            "    accuracy                           1.00       513\n",
+            "   macro avg       1.00      1.00      1.00       513\n",
+            "weighted avg       1.00      1.00      1.00       513\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(metrics.classification_report(y_test, y_pred))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "566afdb7-c26f-46b0-9ae2-0e0ca73ef037",
+      "metadata": {
+        "id": "566afdb7-c26f-46b0-9ae2-0e0ca73ef037"
+      },
+      "source": [
+        "### **6. Model Deployment**\n",
+        "Save the trained model for future use and deploying it in real-world applications."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 61,
+      "id": "2f755dff-26ee-407e-8c0b-2a3056d0c1cb",
+      "metadata": {
+        "id": "2f755dff-26ee-407e-8c0b-2a3056d0c1cb",
+        "outputId": "536a7788-0967-4762-bd2e-dff2fcb60308",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "#pragma once\n",
+            "#include <cstdarg>\n",
+            "namespace Eloquent {\n",
+            "    namespace ML {\n",
+            "        namespace Port {\n",
+            "            class DecisionTree {\n",
+            "                public:\n",
+            "                    /**\n",
+            "                    * Predict class for features vector\n",
+            "                    */\n",
+            "                    int predict(float *x) {\n",
+            "                        if (x[1] <= 79.95000076293945) {\n",
+            "                            if (x[1] <= 50.0) {\n",
+            "                                return 3;\n",
+            "                            }\n",
+            "\n",
+            "                            else {\n",
+            "                                return 2;\n",
+            "                            }\n",
+            "                        }\n",
+            "\n",
+            "                        else {\n",
+            "                            if (x[0] <= 24.049999237060547) {\n",
+            "                                return 0;\n",
+            "                            }\n",
+            "\n",
+            "                            else {\n",
+            "                                return 1;\n",
+            "                            }\n",
+            "                        }\n",
+            "                    }\n",
+            "\n",
+            "                protected:\n",
+            "                };\n",
+            "            }\n",
+            "        }\n",
+            "    }\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(port(weather_classifier))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "ScKF5VgskBQq",
+      "metadata": {
+        "id": "ScKF5VgskBQq"
+      },
+      "source": [
+        "Now copy the above Decision Tree classifier code and save in any text file with name `DecisionTree.h`\n",
+        "\n",
+        "Then copy the below arduino code and save it named as `Weather_determining_model.ino`\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "q_eDDNaljuW6",
+      "metadata": {
+        "id": "q_eDDNaljuW6"
+      },
+      "source": [
+        "\n",
+        "\n",
+        "```\n",
+        "#include \"DecisionTree.h\"\n",
+        "Eloquent::ML::Port::DecisionTree weatherClassifier;\n",
+        "#include <math.h>\n",
+        "#include \"DHT.h\"\n",
+        "\n",
+        "// Variable Declaration\n",
+        "float t;\n",
+        "float h;\n",
+        "float hic;\n",
+        "int prediction;\n",
+        "\n",
+        "#define DHTPIN 4     // Digital pin connected to the DHT sensor\n",
+        "#define DHTTYPE DHT11   // DHT 11\n",
+        "DHT dht(DHTPIN, DHTTYPE);\n",
+        "\n",
+        "\n",
+        "void setup() {\n",
+        "  // put your setup code here, to run once:\n",
+        "  Serial.begin(9600);\n",
+        "  Serial.print(\"Welcome!\");\n",
+        "  delay(10);\n",
+        "\n",
+        "  dht.begin();\n",
+        "}\n",
+        "\n",
+        "void loop() {\n",
+        "  // put your main code here, to run repeatedly:\n",
+        "  delay(2000);\n",
+        "  // Read humidity\n",
+        "  float h = dht.readHumidity();\n",
+        "  // Read temperature as Celsius\n",
+        "  float t = dht.readTemperature();\n",
+        "\n",
+        "  // Check if any reads failed and exit early (to try again).\n",
+        "  if (isnan(h) || isnan(t)) {\n",
+        "    Serial.println(F(\"Failed to read from DHT sensor!\"));\n",
+        "    return;\n",
+        "  }\n",
+        "\n",
+        "  // Compute heat index in Celsius (the default)\n",
+        "  float hic = calculate_heat_index(t,h);\n",
+        "\n",
+        "\n",
+        "\n",
+        "  // Print values of temperature, humidity and heat index to serial monitor\n",
+        "  Serial.print(F(\"Humidity: \"));\n",
+        "  Serial.print(h);\n",
+        "  Serial.print(F(\"%  Temperature: \"));\n",
+        "  Serial.print(t);\n",
+        "  Serial.print(F(\"°C  Heat index: \"));\n",
+        "  Serial.print(hic);\n",
+        "  Serial.println(F(\"°C\"));\n",
+        "\n",
+        "  float input[3] = {t,h,hic};\n",
+        "  // Giving input values to predict Function\n",
+        "  int prediction = weatherClassifier.predict(input);\n",
+        "\n",
+        "  // Checking Condition of weather\n",
+        "  Serial.print(\"Prediction: \");\n",
+        "  // Serial.print(prediction);\n",
+        "  if (prediction == 0){\n",
+        "    Serial.println(\"Foggy \\U0001F32B\");\n",
+        "  }\n",
+        "  else if(prediction == 1){\n",
+        "    Serial.println(\"Rainy \\U0001F327\");\n",
+        "  }\n",
+        "  else if(prediction == 2){\n",
+        "    Serial.println(\"Cloudy \\u2601️\");\n",
+        "  }\n",
+        "  else if(prediction == 3){\n",
+        "    Serial.println(\"Sunny \\u2600\");\n",
+        "  }\n",
+        "\n",
+        "  Serial.println();\n",
+        "\n",
+        "  delay(1000);\n",
+        "}\n",
+        "\n",
+        "double calculate_heat_index(double temperature, double humidity) {\n",
+        "    // Coefficients for the heat index formula\n",
+        "    double c1 = -42.379;\n",
+        "    double c2 = 2.04901523;\n",
+        "    double c3 = 10.14333127;\n",
+        "    double c4 = -0.22475541;\n",
+        "    double c5 = -6.83783e-3;\n",
+        "    double c6 = -5.481717e-2;\n",
+        "    double c7 = 1.22874e-3;\n",
+        "    double c8 = 8.5282e-4;\n",
+        "    double c9 = -1.99e-6;\n",
+        "\n",
+        "    // Calculate the heat index\n",
+        "    double heat_index = (c1 + (c2 * temperature) + (c3 * humidity) + (c4 * temperature * humidity) +\n",
+        "                         (c5 * pow(temperature, 2)) + (c6 * pow(humidity, 2)) +\n",
+        "                         (c7 * pow(temperature, 2) * humidity) + (c8 * temperature * pow(humidity, 2)) +\n",
+        "                         (c9 * pow(temperature, 2) * pow(humidity, 2)));\n",
+        "\n",
+        "    // Adjustments for specific conditions\n",
+        "    if (humidity < 13 && (80 <= temperature && temperature <= 112)) {\n",
+        "        double adjustment = ((13 - humidity) / 4.0) * sqrt((17 - fabs(temperature - 95.0)) / 17);\n",
+        "        heat_index -= adjustment;\n",
+        "    } else if (humidity > 85 && (80 <= temperature && temperature <= 87)) {\n",
+        "        double adjustment = ((humidity - 85) / 10.0) * ((87 - temperature) / 5.0);\n",
+        "        heat_index += adjustment;\n",
+        "    }\n",
+        "\n",
+        "    return heat_index;\n",
+        "}\n",
+        "\n",
+        "\n",
+        "```\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "ecTNmC1xmal_",
+      "metadata": {
+        "id": "ecTNmC1xmal_"
+      },
+      "source": [
+        "Now move these both files in same folder then open the `Weather_determining_model.ino` file in your arduino IDE and upload the code to your Esp32 microcontroller.\n",
+        "\n",
+        "Before uploading the code to the board, do verify that the `DecisionTree.h` file is also opened in the same arduino IDE beside the `Weather_determining_model.ino` file.\n",
+        "\n",
+        "If any error occurs then open the `DecisionTree.h` file and comment the line containing `#include <cstdarg>`.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Now note the COM port of the esp32 and then close the Arduino IDE, so that serial connection with the Arduino IDE is disconnected.\n",
+        "\n",
+        "Replace the ``` COM10``` in the below python code with the COM port noted earlier."
+      ],
+      "metadata": {
+        "id": "ejzfGmwfMhbT"
+      },
+      "id": "ejzfGmwfMhbT"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "3ab7a75f-a119-40b0-a116-4c8e8a7d9d44",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 383
+        },
+        "id": "3ab7a75f-a119-40b0-a116-4c8e8a7d9d44",
+        "outputId": "76a8e7bc-f347-47d1-d261-f45e2676ea84"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Humidity: 95.00%  Temperature: 27.70°C  Heat index: 175.56°C\n",
+            "Prediction: Rainy 🌧\n",
+            "\n",
+            "Humidity: 95.00%  Temperature: 27.70°C  Heat index: 175.56°C\n",
+            "Prediction: Rainy 🌧\n",
+            "\n",
+            "Humidity: 95.00%  Temperature: 27.70°C  Heat index: 175.56°C\n",
+            "Prediction: Rainy 🌧\n",
+            "\n",
+            "Serial read stopped.\n"
+          ]
+        }
+      ],
+      "source": [
+        "import serial\n",
+        "import time\n",
+        "\n",
+        "# Replace 'COM10' with the appropriate serial port for your system\n",
+        "SERIAL_PORT = 'COM10'\n",
+        "BAUD_RATE = 9600  # the baud rate set on your ESP32\n",
+        "\n",
+        "def read_from_esp32():\n",
+        "    # Open the serial connection\n",
+        "    with serial.Serial(SERIAL_PORT, BAUD_RATE, timeout=1) as ser:\n",
+        "        # Give some time for the serial connection to establish\n",
+        "        time.sleep(2)\n",
+        "\n",
+        "        # Clear any existing input in the buffer\n",
+        "        ser.flushInput()\n",
+        "\n",
+        "        try:\n",
+        "            while True:\n",
+        "                # Read data from the ESP32\n",
+        "                if ser.in_waiting > 0:\n",
+        "                    line = ser.readline().decode('utf-8').rstrip()\n",
+        "                    print(f\"{line}\")\n",
+        "                time.sleep(0.1)\n",
+        "\n",
+        "        except KeyboardInterrupt:\n",
+        "            print(\"Serial read stopped.\")\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    read_from_esp32()\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Author"
+      ],
+      "metadata": {
+        "id": "twxwhNy56gPu"
+      },
+      "id": "twxwhNy56gPu"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Developed by Harsh Raj\n",
+        "Contacts :\n",
+        "- [Email](mailto:developerharshraj@gmail.com)\n",
+        "- [LinkedIn](https://in.linkedin.com/in/harsh-raj-416a0b27b)\n",
+        "- [GitHub](https://github.com/HarshRajTiwary)\n",
+        "\n",
+        "### Happy Learning"
+      ],
+      "metadata": {
+        "id": "So055cQR58gK"
+      },
+      "id": "So055cQR58gK"
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.11"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/Machine Learning/Weather-Prediction-Device-main/data/rainfall.csv b/Machine Learning/Weather-Prediction-Device-main/data/rainfall.csv
new file mode 100644
index 0000000..0bc96cc
--- /dev/null
+++ b/Machine Learning/Weather-Prediction-Device-main/data/rainfall.csv
@@ -0,0 +1,1782 @@
+datetime,temp,dew,humidity,sealevelpressure,winddir,solarradiation,windspeed,precipprob,preciptype

+01-01-2016,28.4,11.9,37.8,1016.4,147.5,216.1,16.6,0,0

+02-01-2016,26.8,13,44.8,1017.2,110.3,215.7,16.6,0,0

+03-01-2016,25.5,14.6,52.8,1015.7,145.3,221.1,18.4,0,0

+04-01-2016,26.4,13.1,46.6,1015.3,126.9,216.2,16.6,0,0

+05-01-2016,27.1,13.5,44.9,1014.4,125.5,208.1,16.6,0,0

+06-01-2016,26.9,14.3,48.2,1014.2,110.2,200.8,14.8,0,0

+07-01-2016,26.1,17,58,1015.1,149.4,189.9,15.8,0,0

+08-01-2016,26.6,16.5,55.2,1015.4,157.7,185,13,0,0

+09-01-2016,26.3,13.5,47.6,1013.8,117.5,203.1,16.6,0,0

+10-01-2016,26,12.5,45.3,1014.2,124.7,203.7,16.6,0,0

+11-01-2016,26.1,14.6,50.4,1014.3,153.7,212.6,24.1,0,0

+12-01-2016,25.1,17.5,64.5,1013.1,200.7,201.9,16.6,0,0

+13-01-2016,24.6,17,64,1012.5,195.6,211.4,16.6,0,0

+14-01-2016,23.9,16.5,64.2,1012.6,158.4,209.6,25.9,0,0

+15-01-2016,23.6,16.3,64.8,1012.3,193.9,210.8,16.6,0,0

+16-01-2016,24.1,15.7,60.7,1011.8,162.5,201.5,13,100,1

+17-01-2016,24,14.7,58.3,1011.6,154.6,187.2,16.6,0,0

+18-01-2016,23.7,14.4,58.2,1011.2,141.4,220.5,16.6,0,0

+19-01-2016,23.5,10.3,45.8,1012.1,180.5,228,20.5,0,0

+20-01-2016,23.2,8.6,41.5,1014,155.7,239.6,32.4,0,0

+21-01-2016,23.9,9.2,41.5,1014.5,120.7,232.8,18.4,0,0

+22-01-2016,25.6,7.2,32.2,1014.5,128.9,234.9,18.4,0,0

+23-01-2016,25.9,9.1,36.4,1014.5,115,224.2,18.4,0,0

+24-01-2016,26.7,11.2,39.8,1014.5,172.7,220.8,18.4,0,0

+25-01-2016,25.2,11.7,45.3,1013.7,166.1,242.7,18.4,0,0

+26-01-2016,23.8,12,49.7,1013.4,174.1,239.5,22.3,0,0

+27-01-2016,23.7,16.1,64.4,1013.8,208.5,240.8,18.4,0,0

+28-01-2016,25.1,15.4,57,1013.2,165.7,240.4,14.8,0,0

+29-01-2016,26.5,16.6,57.2,1014.2,155.9,237.3,18.4,0,0

+30-01-2016,26.8,17.9,59.5,1014.2,230.7,235.6,16.6,0,0

+31-01-2016,26.4,18.3,62.3,1013.3,163.8,233.9,16.6,0,0

+01-02-2016,26.5,17.5,59.9,1014.1,193.7,231.2,18.4,0,0

+02-02-2016,26.7,15.7,53,1014.2,247.5,244.9,16.6,0,0

+03-02-2016,25.7,13.7,49.9,1013.9,184.3,257.1,16.6,0,0

+04-02-2016,24.6,14.6,55.4,1013.1,164.6,252,22.3,0,0

+05-02-2016,24.1,18,69.7,1012,173.6,237.6,22,0,0

+06-02-2016,23.6,16.5,66.5,1012,203.5,241.4,16.6,0,0

+07-02-2016,24,16.6,64.2,1014.5,247,231.7,20.5,0,0

+08-02-2016,24,16.6,64.4,1013.2,172.1,251.7,18.4,0,0

+09-02-2016,25.5,18.6,67.2,1012,173.5,230.1,18.4,0,0

+10-02-2016,25.9,17.4,62.9,1011.9,183.5,229,18.4,0,0

+11-02-2016,24.6,18.8,71,1012.5,232.3,251.2,20.5,0,0

+12-02-2016,23.8,17.1,67.8,1013,189.1,252.4,20.5,0,0

+13-02-2016,23.8,16,62.6,1013.6,179.3,257.2,18.4,0,0

+14-02-2016,24.8,12.7,50.3,1012.7,178.1,253.1,24.1,0,0

+15-02-2016,25.3,11.6,43.5,1012.7,234.5,236.8,18.4,0,0

+16-02-2016,26,16,56.4,1012.5,208.8,237.5,18.4,0,0

+17-02-2016,26,20.9,75,1013,183.5,209.6,24.1,0,0

+18-02-2016,26.5,18.9,64.4,1012.4,157.4,238.8,22.3,0,0

+19-02-2016,26.6,20.5,69.9,1014.3,215.4,237.1,18.4,0,0

+20-02-2016,27.6,19,60.4,1014.2,216.5,162.8,20.5,0,0

+21-02-2016,28.2,14.9,46.3,1013.3,234.9,231.8,18.4,0,0

+22-02-2016,27.4,9.4,34.3,1013.6,253.2,268.4,22.3,0,0

+23-02-2016,26,16.3,57,1011.3,199.3,260.7,20.5,0,0

+24-02-2016,25.7,21,76.3,1011.3,180.1,261.5,25.9,0,0

+25-02-2016,25.9,19.4,69.5,1012.2,171.8,214.7,18.4,0,0

+26-02-2016,26.3,19.6,68.4,1013.1,152.7,230.5,20.5,0,0

+27-02-2016,27.6,20.5,67.8,1012.9,153.7,236.1,20.5,0,0

+28-02-2016,27.5,22,72.9,1013.9,200.3,210.2,20.5,0,0

+29-02-2016,27.7,21.4,69.6,1013.9,200.3,242.6,18.4,100,1

+01-03-2016,28.6,20.5,62.9,1011.8,148.8,238.4,20.5,100,1

+02-03-2016,29.5,21.5,63.5,1012.5,170.4,243.7,20.5,100,1

+03-03-2016,30.8,19.4,52.6,1013.4,173.7,232.2,18.4,100,1

+04-03-2016,28.8,18,52.9,1012.7,128,246.3,18.4,100,1

+05-03-2016,28.8,18.4,55.6,1011.1,225.3,277.9,20.5,0,0

+06-03-2016,27.8,18,57.5,1011.4,183,278.8,20.5,0,0

+07-03-2016,28,17.3,53.9,1010.5,225.1,286.3,20.5,0,0

+08-03-2016,29.3,15.9,46.9,1009.9,188.4,279.3,18.4,0,0

+09-03-2016,29.1,17,49.3,1010.7,259.9,278.9,24.1,0,0

+10-03-2016,29.3,17.6,51.6,1011.1,277,290.5,22.3,0,0

+11-03-2016,29.7,20.3,59.7,1011.2,238.5,273.3,18.4,100,1

+12-03-2016,28,19.9,62.6,1011.3,233,273.6,22.3,0,0

+13-03-2016,27,20.6,69.1,1012.7,296.2,291.7,18.4,0,0

+14-03-2016,26.6,20.1,68,1012.9,203.8,296.8,24.1,0,0

+15-03-2016,27.4,19,61.6,1011.4,253.4,293.3,25.9,0,0

+16-03-2016,27.5,20.9,68.5,1011.2,258.5,293.8,20.5,0,0

+17-03-2016,27.5,21.8,72.1,1011.6,221.2,292.1,18.4,0,0

+18-03-2016,28.9,21.6,66.1,1011.1,220.2,287.8,24.1,0,0

+19-03-2016,31.2,18.8,51.8,1011,201,281.6,18.4,0,0

+20-03-2016,31.4,18.7,49.3,1011.8,260.8,290.1,14.8,0,0

+21-03-2016,30.4,18.2,52,1011.1,271.7,295.8,20.5,0,0

+22-03-2016,29.7,17.9,51.4,1009.1,171,302.8,24.1,0,0

+23-03-2016,31.7,16,43,1008.7,217.5,296.3,20.5,0,0

+24-03-2016,29.1,22.9,70,1010.7,239.4,285.7,22.3,0,0

+25-03-2016,28.4,24.1,78.1,1012,212.4,267.1,23.4,0,0

+26-03-2016,28.9,23.5,73.6,1011.6,218.3,272.7,22.3,0,0

+27-03-2016,30.7,21.1,58.3,1010.8,236.9,252.1,20.5,100,1

+28-03-2016,30.4,18.6,53.4,1011.1,197.1,295.2,18.4,0,0

+29-03-2016,29,22.4,69.4,1011.6,205.8,287.4,22.3,100,1

+30-03-2016,29.1,21.6,66.5,1012,211.5,294.7,18.4,0,0

+31-03-2016,28.3,22.1,70.6,1011.5,204.7,295.5,22.3,0,0

+01-04-2016,28.2,22.9,73.9,1009.4,264.3,304.7,22.3,0,0

+02-04-2016,28.3,23.7,76.6,1010.1,299.8,299.9,22.3,0,0

+03-04-2016,28.5,23.6,75.5,1011.5,254.6,271.9,20.5,0,0

+04-04-2016,29.1,23.8,73.7,1009.5,242.2,261.9,18.4,0,0

+05-04-2016,28.6,23.9,75.7,1009.3,253.2,269.4,20.5,100,1

+06-04-2016,28.8,22.2,67.9,1010.7,211.5,309.3,24.1,0,0

+07-04-2016,29.8,20.7,60.9,1010,242.5,306.2,24.1,100,1

+08-04-2016,30.6,17.4,48.9,1009.3,240.6,307.3,20.5,0,0

+09-04-2016,30.5,20.2,56.3,1009.4,271.8,283.3,17.6,0,0

+10-04-2016,30.3,21.9,62.1,1010.8,261.5,302.1,25.9,0,0

+11-04-2016,31,21.5,59.3,1010.4,272,301.5,22.3,0,0

+12-04-2016,30.7,21.8,61,1008.8,269.8,307.7,24.1,0,0

+13-04-2016,29.3,23.6,71.7,1007.8,271.8,321.6,20.5,0,0

+14-04-2016,29.2,22.9,69.8,1007.7,206,325.2,20.5,0,0

+15-04-2016,29.4,22.9,69.2,1008.5,236.9,326.8,22.3,0,0

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+01-11-2020,28.9,18.8,56,1011.7,143.6,220,15.3,0,0

+02-11-2020,29.7,21.5,62.9,1012,176.2,203.9,15.4,0,0

+03-11-2020,29.8,21.1,60.8,1011.8,159.2,207,16.1,0,0

+04-11-2020,29.8,19.8,57.6,1011.5,133.2,214.1,13,0,0

+05-11-2020,29.5,17.9,51.9,1012.2,78.8,217.4,14.2,0,0

+06-11-2020,29.3,16.2,47.4,1013.9,81,231.9,18.4,0,0

+07-11-2020,28.8,17.7,52.9,1013.8,124.2,226.3,16.6,0,0

+08-11-2020,29.8,17.1,48,1013.6,106.1,218.2,17.2,0,0

+09-11-2020,29,16.1,48.2,1013.2,85,223.6,13.5,0,0

+10-11-2020,28.1,15.3,48.7,1011.2,139.4,223.4,18.7,0,0

+11-11-2020,27.4,12.2,41.5,1011.8,108.3,220.4,17.2,0,0

+12-11-2020,28,13,40.9,1012.6,148.4,225.1,16.6,0,0

+13-11-2020,28.4,18.7,56.9,1011.9,131.8,223.4,18.4,0,0

+14-11-2020,29.5,20.9,61.3,1010.2,154.2,232.7,19.3,0,0

+15-11-2020,29.7,22.3,65.4,1010.7,150.5,225.9,17.1,0,0