Time_Series_(Decomposing_of_Time_Series).ipynb

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    {
      "cell_type": "markdown",
      "source": [
        "# **Time Series (Decomposing of Time Series)**"
      ],
      "metadata": {
        "id": "dGSpKLs0K4qd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Decomposing TimeSeries Data**\n",
        "\n",
        "TimeSeriers data is the data in which current data is depending on previous data with respect to time.It can mainly be of two types: Univariate and Multivariate Data. Univariate data has only single time dependent feature whereas multivariate data has multiple time dependent features.\n",
        "\n",
        "I have done timeseries analysis on Univariate data, where we are using past 'close' prices to predict future 'close' prices."
      ],
      "metadata": {
        "id": "ILAEDoJwPhS_"
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    {
      "cell_type": "markdown",
      "source": [
        "**Components of Time-Series Data**\n",
        "\n",
        "Data which varies over time is called as Time -Series Data. The frequency of data changes yearly, monthly, quaterly, weekly, hourly, per min or per second. Few examples of time series data are: weather readings, stock prices,hear-rate monitoring and speech recording to list afew. TimeSeries data can be either continuous or discrete type and stationary or non-stationary. Stationary data maintains a constant mean and variance whereas non-stationary does not have a constant mean and variance. Most of the data found is non-stationary in nature.Trend, Cyclical, Seasonality and Residual(Irregular or Random) are the compnonets of such kind of data.\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "Trend tells us if data likely has an increasing direction of moving ahead or decreasing direction of moving ahead or is stable. Seasonality tells us the seasonal variation in data that is certainly to occur in a regular manner. It occurs due to natuaral or man-made conditions, such as seasons in a year or festivals throughout the year. Cyclical variations occurs in a complete period of time. Irregular variation is an affect that happens on data due to uncontrollable circumstances.They are mostly unpredictable situations.We can check for the above components in timeseries data using statsmodels.tsa.seasonal_decompose in terms of additive model or multiplcaitve model. Addititve model implies the additive nature of compnents in timeseries data, whereas multiplicative model implies multiplicative nature."
      ],
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        "id": "gwLjdA1mK4DC"
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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      "source": [
        "!pip install pmdarima"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install yfinance\n",
        "import os\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from statsmodels.tsa.stattools import adfuller\n",
        "import statsmodels.api as sm\n",
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "from statsmodels.tsa.arima_model import ARIMA\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
        "import math\n",
        "import yfinance as yf\n",
        "from pmdarima.arima import auto_arima\n",
        "from statsmodels.graphics.tsaplots import plot_acf,plot_pacf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V8I0MRvWPGKp",
        "outputId": "8c017fe2-eadd-45a3-9421-8e5d383ef021"
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          ]
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Loading the dataset**\n",
        "We are using historical prices of 3 year for Tesla stock."
      ],
      "metadata": {
        "id": "-7Sg9XxcP0jv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "tsla = yf.Ticker('TSLA')\n",
        "\n",
        "# get historical data as hist\n",
        "hist = tsla.history(period=\"3y\")\n",
        "\n",
        "# Save dataframe as CSV file\n",
        "hist.to_csv('TSLA.csv')"
      ],
      "metadata": {
        "id": "EusIeBpEPRIR"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "stock_data = pd.read_csv('TSLA.csv')\n",
        "stock_data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "lRqe8VgsPYNk",
        "outputId": "b3fb9622-5c68-41f3-8a9c-b4421ed8727f"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "                        Date       Open       High        Low      Close  \\\n",
              "0  2020-03-16 00:00:00-04:00  31.299999  32.991333  29.478001  29.671333   \n",
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        "stock_data.shape"
      ],
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            "text/plain": [
              "(757, 8)"
            ]
          },
          "metadata": {},
          "execution_count": 6
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      ]
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    {
      "cell_type": "code",
      "source": [
        "# As we are performing UniVariate Time Series Analysis so we will conside only close price.\n",
        "\n",
        "stock_data = stock_data[['Date','Close']] # filtering the dataframe to date and close price"
      ],
      "metadata": {
        "id": "bzgwaiT_Prur"
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      "execution_count": 7,
      "outputs": []
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            "text/plain": [
              "                        Date      Close\n",
              "0  2020-03-16 00:00:00-04:00  29.671333\n",
              "1  2020-03-17 00:00:00-04:00  28.680000\n",
              "2  2020-03-18 00:00:00-04:00  24.081333\n",
              "3  2020-03-19 00:00:00-04:00  28.509333\n",
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      "execution_count": 9,
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        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 757 entries, 0 to 756\n",
            "Data columns (total 2 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   Date    757 non-null    object \n",
            " 1   Close   757 non-null    float64\n",
            "dtypes: float64(1), object(1)\n",
            "memory usage: 12.0+ KB\n"
          ]
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    },
    {
      "cell_type": "markdown",
      "source": [
        "pd.to_datetime()#this method we use for coverting into date time"
      ],
      "metadata": {
        "id": "cEH5auf5dLwo"
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    {
      "cell_type": "code",
      "source": [
        "stock_data[\"Date\"] = pd.to_datetime(stock_data[\"Date\"])"
      ],
      "metadata": {
        "id": "OCc2v5LTdiTl"
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      "execution_count": 16,
      "outputs": []
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      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 757 entries, 0 to 756\n",
            "Data columns (total 2 columns):\n",
            " #   Column  Non-Null Count  Dtype              \n",
            "---  ------  --------------  -----              \n",
            " 0   Date    757 non-null    datetime64[ns, UTC]\n",
            " 1   Close   757 non-null    float64            \n",
            "dtypes: datetime64[ns, UTC](1), float64(1)\n",
            "memory usage: 12.0 KB\n"
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      "cell_type": "code",
      "source": [
        "stock_data = stock_data.set_index(\"Date\")"
      ],
      "metadata": {
        "id": "roqWTOwJ8-Sl"
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      "execution_count": 18,
      "outputs": []
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      "execution_count": 20,
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            "text/plain": [
              "                               Close\n",
              "Date                                \n",
              "2020-03-16 04:00:00+00:00  29.671333\n",
              "2020-03-17 04:00:00+00:00  28.680000\n",
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    {
      "cell_type": "code",
      "source": [
        "# plotting close price\n",
        "plt.style.use('ggplot')\n",
        "plt.figure(figsize=(18,8)) \n",
        "plt.grid(True) \n",
        "plt.xlabel('Dates', fontsize = 20) \n",
        "plt.xticks(fontsize = 15)\n",
        "plt.ylabel('Close Prices', fontsize = 20)\n",
        "plt.yticks(fontsize = 15) \n",
        "\n",
        "plt.plot(stock_data['Close'], linewidth = 3, color = 'blue')\n",
        "plt.title('Tesla Stock Closing Price', fontsize = 30)\n",
        "plt.show()"
      ],
      "metadata": {
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      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**A probability distribution can also be used to illustrate the data in our series.**"
      ],
      "metadata": {
        "id": "6GIO_TO19vnS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Distribution of the close price  \n",
        "df_close = stock_data['Close'] \n",
        "df_close.plot(kind='kde',figsize = (18,8), linewidth= 3,color = 'blue')\n",
        "plt.xticks(fontsize = 15)\n",
        "plt.grid(\"both\")\n",
        "plt.ylabel('Density', fontsize = 20)\n",
        "plt.yticks(fontsize = 15)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "DiBvifyl9Zlb",
        "outputId": "9df2fc7f-a2e8-41d9-8a1e-cd8b8613106f"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x576 with 1 Axes>"
            ],
            "image/png": 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zQo7o39+zVObzz8N04AC3bQAAVBU+VQEAgF8xDOmrrzzJEF9bInNEkyYOde7sir2kxKJ332V2CAAAVYVkCAAA8Cs7d9rcW+pGRjrVoYPvVh8dMMCzVGbx4ggTIwEAwL+QDAEAAH7lq688xUa7dSv0mS11j+ef/8xXWJghSdq2LVjbtgWZHBEAAP6BZAgAAPAr/lAv5IjoaENXXHF0IVVmhwAAUBVIhgAAAL9RWCh9/32Iu+2r9UKOdvRSmXffDVdxsYnBAADgJ0iGAAAAv7FxY4jy8123N2eeWaIzznCYHNGp+8c/CtWgget5ZGTY9MUXoeX0AAAA5SEZAgAA/MY33/jPEpkjbDapXz/PNrsslQEA4NSRDAEAAH7ju+88yZALL/SPZIjkvVRm1aowHTxoMTEaAAB8H8kQAADgF7KzLdqyxbV1jMViqEsX/0mGnHNOidq3d20RXFxs0QcfhJscEQAAvo1kCAAA8Avr14fI4XDNmGjVqlhxcYbJEVWtAQM8S2UWL2apDAAAp4JkCAAA8AtHL5Hp1q3IxEiqR58++QoJcSV4Nm8O0S+/BJkcEQAAvotkCAAA8AveyRD/WSJzRJ06hi67rMDdppAqAAAnj2QIAADweQcPWrRtm6teiM1m6Pzz/W9miOS9VGb58nCVlJgYDAAAPoxkCAAA8Hnff++ZFdKuXbEiI/2rXsgR3bsXql49hyRp3z6bvv46tJweAADgeEiGAAAAn+fvS2SOCAqSrrvOs80uS2UAADg5JEMAAIDP++67EPfP/pwMkbyXynz2WZgyMy0mRgMAgG8iGQIAAHzavn1W/fabq15IaKihjh39s17IES1alKhNG9dzLCy06MMPw02OCAAA30MyBAAA+LS1az1LZDp2LFJ4AOQGBgzwLJVZvJilMgAAVBbJEAAA4NMCaYnMEddem6/gYFeR2P/9L0S//WYzOSIAAHwLyRAAAODTAqV46tHi4py69NICd5tCqgAAVA7JEAAA4LP++kv6668gSVJEhFPt2hWbHFHNGTjQs1Rm2bIIORwmBgMAgI8hGQIAAHzW2rWeW5mOHYsVHGxiMDXskksKFBfnyoDs2WPzmiEDAADKRjIEAAD4rG+/9Wwre/75gbFE5oiQEFftkCOWLAmAyrEAAFQRkiEAAMBnffedJxnSubN/b6l7PAMH5rl//vjjMGVnW8o4GwAAHEEyBAAA+KRDhyzavt11KxMUZKhjx8CpF3JEq1YlatHC9bwLCqxasYLZIQAAVATJEAAA4JM2bvRsqdumTbHCww0TozGHxSINGOCZHbJ4MckQAAAqgmQIAADwSRs2eAqGnnde4C2ROeK66/Jls7kSQRs2hOqPP2wmRwQAQO1HMgQAAPikDRs8M0POPz9wkyH16jl1ySWe4rFLl0aYGA0AAL6BZAgAAPA5+fnSli2efXQDsXjq0Y4upLp0abicThODAQDAB5AMAQAAPic5OUTFxa6dU845p1hxcYH9r/+ePQsUG+v6O9i9O0jffx9STg8AAAIbyRAAAOBzjl4iE8j1Qo4IDZX69s13t5csYakMAABlIRkCAAB8DvVCSjt6qcxHH4UpN9diYjQAANRuJEMAAIBPKSmRfviBmSHHSkoq1jnnFEuS8vKsWrEizOSIAACovUiGAAAAn/Lzz8HKzXXdwjRqZKhRI4fJEdUOFos0cKBnqczChXYTowEAoHYjGQIAAHzK+vWeWSFduzplYTWI24ABeQoONiRJP/4Yoq1bg0yOCACA2olkCAAA8ClH1wvp1s0wMZLap149p66+2jM7ZO5cZocAAHA8JEMAAIDPMAzvZMiFF5IMOdZtt3kKqS5fHq7Dh5k6AwDAsUiGAAAAn/HHHzbt32+TJMXEONWyJcmQY3XqVKQWLVyFVAsKrFq8mG12AQA4FskQAADgMzZu9MwK6dSpSFbuZEqxWKTbbst1t+fOtcvpNDEgAABqIW4hAACAz1i/PtT98/nns6XuiVx7bb6iolwZkD/+CNK334aU0wMAgMBCMgQAAPiMo3eSOe88kiEnYrcbGjjQUzuEQqoAAHgjGQIAAHxCerpVu3a5tooNDTXUti3JkLLccosnGbJyZZhSU20mRgMAQO1CMgQAAPiEo3eRad++SKGhZZwMNW1aogsvLJQkOZ0WzZrF7BAAAI4gGQIAAHzC0cmQzp2ZFVIRd9yR4/75rbcilJ3NNrsAAEgkQwAAgI84OhlC8dSKufTSQp19tmub3exsq956i212AQCQSIYAAAAfkJ1t0bZtwZIki8VQx44kQyrCapXuvNOzze6sWXYVF5sYEAAAtQTJEAAAUOv9+GOInE7XEo+WLUsUHW2YHJHv6NcvT3XrOiRJqalB+uijcJMjAgDAfCRDAABAree9RKbQxEh8T3i4dNttntkhr75ql0EuCQAQ4EiGAACAWo/iqafm1lvzFBbmyoBs2RKidetCyukBAIB/IxkCAABqtcJCKTmZ4qmnom5dp/r1y3O3X3kl0sRoAAAwX5DZAezevVuzZ89WSkqK7Ha7evTooQEDBshqLTtPk5eXpzlz5mjjxo1yOp3q2LGjhgwZoqioKK/zNm7cqHfeeUd79+5VQkKCBgwYoK5dux73mk6nU+PGjdPvv/+uhx56SB07dqyy5wkAAE7OTz8Fq6DAVS/kzDNLVL++0+SIfNOdd+Zo4UK7JGn16jBt2xakVq1KTI4KAABzmDozJCcnRxMnTpTFYtGYMWPUr18/rVixQosXLy6375QpU7Rt2zYNGzZMI0aM0M6dO/XCCy94nbNjxw5NnjxZrVq10tixY9WhQwdNnTpVmzdvPu4116xZowMHDlTJcwMAAFVjw4ZQ988skTl5TZs6dNVV+e721KlRZZwNAIB/MzUZsmrVKhUVFemBBx5Q27Ztddlll6l///5asWKF8vLyTtgvJSVFmzdv1ogRI9SlSxedd955GjlypHbs2KEtW7a4z1u2bJlatGihoUOHqnXr1ho8eLDatWunpUuXlrpmTk6O3n77bd14443V8lwBAMDJ8S6eSjLkVNx3X7b7548/DtMvv5g+SRgAAFOYmgzZtGmTkpKSFBER4T7WrVs3FRUVafv27Sfsl5ycrJiYGLVs2dJ9rGnTpkpISNCmTZskScXFxdq6dasuuOACr75du3ZVSkpKqWTLokWLdO6556p169ZV8MwAAEBVcDqljRs9yZDzzmMnmVPRunWJevUqkCQZhkXTplE7BAAQmExNhqSmpqphw4Zex+Lj4xUaGqq0tLQy+yUmJpY6npiYqNTUVEnSvn375HA4Sp2XmJgowzC8rv/nn3/qiy++0C233HIqTwcAAFSxlJQgZWa6blfi4x1q0sRhckS+b9Qoz+yQDz4I186dNhOjAQDAHKbOjczNzZXdbi913G63Kycnp8x+R88mObpfenq6JLn7H3v9yMhI9zWOmD17tq644go1aNDA3b8sq1ev1urVqyVJzz33nOLj48s8PygoqNxz4HsYV//F2PonxtU3bd/u+d7mwgstqlfPewwZ18rr2VPq1cupVauscjotev31eL3xRu1KMjGu/oux9U+Mq3/y93EN+IWi3333ndLS0vTQQw9VuE/Pnj3Vs2dPdzsjI6PM8+Pj48s9B76HcfVfjK1/Ylx905o1sTpyu5KUlK2MjFyvxxnXkzNiRIhWrXLd4L71llV3352hM86oPQkRxtV/Mbb+iXH1T/4wrseuRDmaqctk7Hb7cQul5ubmumdwnKhffn5+qeNHzzQ50v/Y6x89Y6SkpEQLFixQ3759ZRiGcnNz3dctLCw87u8AAAA1Z/16iqdWh86di9Stm6v+isNh0ZQp7CwDAAgspiZDjq7xcURGRoYKCwvLzOAcr58kpaWluWuE1K9fXzabrdR5aWlpslgsatiwoQoLC3XgwAHNmzdPQ4YM0ZAhQ/Tggw9Kkl566SWNGTPmVJ8iAAA4SampNqWluWaFREQ41apVsckR+ZfRoz21Q5YtC2dnGQBAQDH1U69du3b64IMPlJ+fr/DwcEnS2rVrFRIS4rVTzLHat2+vZcuWaceOHWrevLkkaefOndq3b5/atWsnSQoODlbr1q21bt069erVy9137dq1atasmSIiIuRwOPT44497XTszM1NTp07VjTfeyM4yAACY6OhZIR07FiuIf6tXqS5dinTJJQX64oswOZ0W/ec/UZo165DZYQEAUCNMnRnSq1cvBQcHa9KkSdqyZYtWr16tJUuWqHfv3l4FUkeOHKmZM2e6282aNVNSUpKmT5+u9evXa8OGDZo2bZqaN2+utm3bus/r16+ftm3bpjlz5mjbtm1asGCBkpOT1b9/f0mSzWZTq1atvP4755xzJEmNGzd2/wwAAGqe9xIZttStDg8/nOX++dNPw/Xjj8EmRgMAQM0xNRkSGRmp8ePHy+l06vnnn9fixYt19dVXa+DAgV7nOZ1OOZ1Or2OjRo1Sy5YtNXPmTL388stq0qSJ/v3vf3ud07x5c40ePVo//fSTnn76af3www+69957lZSUVO3PDQAAnJqNGz3JkPPOo15IdWjdukR9+3rqqz37bLQMw8SAAACoIRbD4CPvVKWlpZX5uD9U4UVpjKv/Ymz9E+PqWw4etKhNm9MkSUFBhnbs2Kvw8NK3LIzrqfvjD5u6d09QSYlFkrRw4QF1727uTBzG1X8xtv6JcfVP/jCutXY3GQAAgOP54QfPrJA2bYqPmwhB1TjrLIduvPHo2SFROmZCLgAAfodkCAAAqHU2bAh1/8yWutVv1KhshYW5MiBbt4Zo+fJwkyMCAKB6kQwBAAC1ztHFU6kXUv0aNHDqX//KdbeffTZaeXkWEyMCAKB6kQwBAAC1Sn6+RVu2eHY16dyZZEhNuOeeHNWr55Ak7d1r08yZkSZHBABA9SEZAgAAapXk5GB3Mc9zzilWXBwFLGpCZKThtdXujBl2paVxqwgA8E98wgEAgFqFJTLmGTAgX61bu/7OCwqsevbZaJMjAgCgepAMAQAAtcrGjZ5kCMVTa5bNJk2Y4Jkdsnx5hP73v+AyegAA4JtIhgAAgFqjpMR7W11mhtS8Cy4o0lVX5bvb48fHsNUuAMDvkAwBAAC1xrZtwcrNdd2enHaaQ40aOUyOKDA9+miWQkIMSVJycogWL2arXQCAfyEZAgAAao2j64V06VIoC7u7muKMMxy6664cd/vpp6OVmclgAAD8B8kQAABQa1A8tfa4994cJSaWSJIOHrTphRcopgoA8B8kQwAAQK1gGMfODCEZYqbwcMOrmOq8eRHaujXIxIgAAKg6JEMAAECt8OuvQTp0yCZJqlPHoXPOKTE5Ilx5ZYEuvrhAkuR0WjRuXCzFVAEAfoFkCAAAqBWOnhVy/vlF1AupBSwWaeLEwwoOdhVT/fHHEC1ZQjFVAIDvIxkCAABqBeqF1E5nn+3QsGEUUwUA+BeSIQAAwHSGIa1bF+puUy+kdrnvvhw1bOhatnTggE2TJkWZHBEAAKeGZAgAADDd7t027dnjqhditzvVqlWxyRHhaBER3sVU5861U0wVAODTSIYAAADTHb1EplOnIgXx7+xa56qrCnTRRZ5iqo88QjFVAIDvIhkCAABMR72Q2u/YYqo//BCiZcsopgoA8E0kQwAAgOmO3UkGtVPTpg7dead3MdWsLIqpAgB8D8kQAABgqowMq3buDJYkhYQYateOZEhtdt99OWrQwCFJ2r/fphdfpJgqAMD3kAwBAACmOnpWSFJSkcJZeVGr2e2Gxo8/7G7Pnm3XL79Q5AUA4FtIhgAAAFOxRMb39OlToAsuKJQkORwWPfpojAzD5KAAAKgEkiEAAMBUJEN8j8UiPfXUYdlsrgzI2rWh+uCDMJOjAgCg4kiGAAAA02RlWbR9u6teiNVqqFMnkiG+onnzEg0ZkutuP/lkjHJzKaYKAPANJEMAAIBpfvghRE6n6x/QLVsWKzqatRa+5IEHshUf7yqmunevTdOmRZocEQAAFUMyBAAAmIYlMr4tOtrQI49kuduvvhqpnTttJkYEAEDFkAwBAACm+e67UPfPF1xAMsQX9e+f717eVFxs0YQJMSZHBABA+UiGAAAAU+TkWLRli6teiMViqEuXQpMjwsmwWqWnn86UxeJa4rRmTZi+/jq0nF4AAJiLZAgAADDF+vUhcjiO1AspUZ061AvxVa1bl+j66/Pc7SefjJbDYWJAAACUg2QIAAAwxdq1ntkDXbsyK8TXPfhgtiIinJKkn38O1uLFESZHBADAiZEMAQAApli71lM8lWSI72vQwKnhw3Pc7f/8J4qtdgEAtRbJEAAAUOMOH7Zo61ZXvRCr1VCXLhRP9QfDhuWqQQPX+pj0dJtmzGCrXQBA7UQyBAAA1Lj160PkdLpmDbRpU6zoaOqF+IOICEMPP+zZaveVV+xKTeV2EwBQ+/DpBAAAatzRW+p27cqsEH/Sr1++2rRxjWlBgVUvvRRlckQAAJRGMgQAANQ4iqf6L6tVevRRz+yQRYsitHOnzcSIAAAojWQIAACoUQcPWrR9u6teiM1m6LzzmBniby68sEj/+IcryeVwWPTCC9EmRwQAgDeSIQAAoEatW+eZFZKUVKzISOqF+KOja4d8+GG4fvop2MRoAADwRjIEAADUKLbUDQzt2hXrqqvy3e3nn6d2CACg9iAZAgAAatTR9UK6dSMZ4s/GjMmW1eqa+fPFF2Faty6knB4AANQMkiEAAKDGZGRY9csvruUSwcGGOncuNjkiVKdzzilR//6e2SHPPhstg1VRAIBagGQIAACoMd9845kV0qFDkcLD+Zexvxs9OlvBwa5x/uGHEH3zDbNDAADmIxkCAABqzNdfe5IhF13EEplAcPrpDt10U567PWVKFLNDAACmIxkCAABqhGGQDAlUI0bkuGeHbNgQqu+/Z3YIAMBcJEMAAECN+PXXIO3da5MkxcQ4lZREvZBAkZjo0MCB3rNDAAAwE8kQAABQI776ynsXGZvNxGBQ4+65J0c2m2t2yNq1oVq/ntkhAADzkAwBAAA1giUyga1xY4fXzjIvvRRpYjQAgEBHMgQAAFS7wkJ51YkgGRKYRo7MltXqmh3y9ddh+vHHYJMjAgAEKpIhAACg2v34Y4jy8123HWecUaIzznCYHBHMcNZZDl1zjWd2yNSp1A4BAJiDZAgAAKh2LJHBEffdlyOLxTU75PPPw/TLL0EmRwQACEQkQwAAQLUjGYIjmjYt0eWXF7jbr7xC7RAAQM0jGQIAAKrV/v1Wbd7sqhdisxnq2pVkSKC7++4c98/vvhuuPXu4JQUA1Cw+eQAAQLX68kvPrJBOnYoUG2uYGA1qg06ditW5syspVlxs0axZzA4BANQskiEAAKBaff55mPvnHj2YFQKX4cM9s0Pmz49QVpbFxGgAAIGGZAgAAKg2JSXSV195ZoZcemlBGWcjkPTsWaimTYslSTk5Vi1YYDc5IgBAIKl0MmT9+vVyOp3VEQsAAPAzP/wQoqws1+3Gaac51Lx5ickRobawWr1rh8yaZVchE4cAADWk0smQF198UcOHD9eiRYuUkZFRHTEBAAA/sWaN96wQCyshcJRrr81X/foOSdLevTa9/364yREBAAJFpZMhl19+uQoLC7V8+XKNHDlSzz33nH788UcZBsXQAACAt6PrhbBEBscKDZWGDs11t2fNsotbSgBATQiqbIehQ4dq0KBBWrt2rVatWqXk5GQlJycrLi5Ol156qXr06KG4uLjqiBUAAPiQ1FSbduwIliSFhhq68MIikyNCbXTTTbmaMiVSBQVWbd0aoo0bQ3TVVWZHBQDwd5VOhkhSSEiIunfvru7du+uvv/7S6tWr9c0332jJkiVatmyZOnTooF69eqldu3ZVHC4AAPAVn3/uWSJzwQWFiojgK3+UFhdnqF+/fC1c6Cqg+sYbdpIhAIBqd1LJkKM1btzYa7bIokWL9MMPP+iHH35QfHy8Lr/8cl122WUKCws7bv/du3dr9uzZSklJkd1uV48ePTRgwABZrWWv4MnLy9OcOXO0ceNGOZ1OdezYUUOGDFFUVJTXeRs3btQ777yjvXv3KiEhQQMGDFDXrl3dj//999+aN2+e/vrrL2VnZysmJkZJSUm6/vrrVadOnVP96wEAIGCtWsWWuqiYIUNy3cmQTz8N019/FSsiwuSgAAB+rUq21i0oKNDXX3+tTz/9VAcPHpQknXnmmcrJydHChQt1//33a9euXaX65eTkaOLEibJYLBozZoz69eunFStWaPHixeX+zilTpmjbtm0aNmyYRowYoZ07d+qFF17wOmfHjh2aPHmyWrVqpbFjx6pDhw6aOnWqNm/e7D4nLy9PCQkJGjx4sB555BENHDhQP/30k5599lk5HI5T+4sBACBAZWdb9O23npkhl11GvRCcWIsWJerWzZUwczgsevVVm8kRAQD83SnNDPnjjz+0atUqfffddyooKFBISIh69Oihyy+/XGeeeaYKCgr02WefafHixXrzzTf1xBNPePVftWqVioqK9MADDygiIkJt27ZVfn6+lixZoj59+ijiBF8JpKSkaPPmzZowYYJatmwpSYqLi9O4ceO0ZcsWtW3bVpK0bNkytWjRQkOHDpUktW7dWrt379bSpUuVlJQkSTr33HN17rnnuq/dqlUr1a1bV0899ZT+/PNPNWnS5FT+igAACEhr1oSqqMi1dUzr1kU6/XS+YEDZbr89V99950qgzZpl1V13WRQeztIqAED1qHQypLCwUN99951WrVql33//XZKUmJioXr166eKLL/ZKYISFhalv3746cOCA1qxZU+pamzZtUlJSklefbt26aeHChdq+fbs6dep03BiSk5MVExPjToRIUtOmTZWQkKBNmzapbdu2Ki4u1tatWzVkyBCvvl27dtWMGTOUl5d3wmRLZGSkJKmkpKSCfysAAOBon3zi2SL1iiuYFYLy9exZoMaNS/TXX0E6dMii5cvDdfPNeWaHBQDwU5VOhgwbNkz5+fmyWq06//zzdfnll6tVq1Zl9omLi1NxcXGp46mpqaX6xsfHKzQ0VGlpaSe8XmpqqhITE0sdT0xMVGpqqiRp3759cjgcpc5LTEyUYRhKS0tT06ZN3cedTqecTqfS09P11ltv6eyzz/Z6HAAAVExBgWtmyBFXXkkyBOWz2Vy1Q554IkaSa5vdm27Kk8VicmAAAL9U6WRIeHi4evfurZ49eyo2NrZCfS677DJ169at1PHc3FzZ7fZSx+12u3Jyck54vdzc3OPO6rDb7UpPT5ckd/9jr39k1kdubq7X8WeffdZdS6RJkyYaO3ZsuUVcAQBAad98E6rcXNdn6Flnlejcc5lpiYq5/vo8vfBClPLyrPrll2B9+22I/vEPtmQGAFS9SidDXn755UonCSIiIk64JKW2GDp0qHJycrRnzx4tX75czzzzjCZOnKiQkJBS565evVqrV6+WJD333HOKj48v89pBQUHlngPfw7j6L8bWPzGuNefLLz3FL6+7zqJ69arv751x9S/x8dIttxh65RVXe/78OF17Lck0f8Jr1j8xrv7J38e10smQiRMnqnv37rr44otPeM7XX3+tL774Qo8//niZ17Lb7crLK70WNDc31z2D40T9srOzj9vvyEyQI/2Pvf6JZoycdtppkqRzzjlHLVq00D333KNvv/1WPXr0KPV7evbsqZ49e7rbGRkZJ4xVci39Ke8c+B7G1X8xtv6Jca0ZJSXSBx/Ud7cvvvigMjJKL5WtKoyr/7nxRpteecX1/9DHH1u0adMhNWpEAV5/wWvWPzGu/skfxrVhw4YnfKzS60C2b9+u/fv3l3lORkaGtm/fXu61jq7xcXTfwsLCMoM+Xj9JSktLc9cIqV+/vmw2W6nz0tLSZLFYyrx+vXr1FBkZ6V5yAwAAKmbDhhAdPOiaGVK/vkPt21dfIgT+qWlThy691ClJMgyLFiyo3bOLAQC+qVqKYhQVFclmK39/+Hbt2mnz5s3Kz893H1u7dq1CQkK8doo5Vvv27ZWZmakdO3a4j+3cuVP79u1Tu3btJEnBwcFq3bq11q1b59V37dq1atasWZnLdtLS0pSdna2EhIRynwMAAPB4/33vXWQov4WTMWyYZybI229HqIiyIQCAKlbpZTJlMQxDGRkZSk5OVt26dcs9v1evXvrkk080adIk9e3bV+np6VqyZIl69+7tlawYOXKkWrZsqbvvvluS1KxZMyUlJWn69OkaPHiwLBaLFi5cqObNm6tt27bufv369dOECRM0Z84cde7cWcnJyUpOTta4cePc58ybN082m03nnHOOIiIilJqaqg8++ED169dX165dq/BvBwAA/1ZUJK1Y4UmGXHNNfhlnAyd29dWGGjRwaO9emzIybPrkkzD17cuuRACAqlOhZMj111/v1V6yZImWLFlSZp9rr7223OtGRkZq/PjxmjVrlp5//nnZ7XZdffXVGjhwoNd5R7a9PdqoUaM0d+5czZw5U4ZhqEOHDhoyZIjXOc2bN9fo0aO1aNEirVy5UgkJCbr33nuVlJTkPufss8/Wp59+qtWrV6u4uFjx8fE6//zzdc011ygsLKzc5wAAAFy+/DJUmZmuqSCJiSXq1Imv83FygoKkQYNyNWlStCRp3jw7yRAAQJWyGIZhlHfShAkTZPn/Td63b9+u+Pj44y4hsVqtioyMVJs2bdSjR4+A2Zo2LS2tzMf9ofAMSmNc/Rdj658Y1+o3fHis3n/fNbPznnuyNXZs6WLnVY1x9U/x8fHauvWgzjuvvhwO1z3omjXpbNPsB3jN+ifG1T/5w7iWVSu0QjNDJkyY4P75+uuv1yWXXKL+/fufcmAAAMA/5OZa9NlnnhmVLJHBqWrQwKnLLy/Qxx+7ll7Nnx+hp57KMjkqAIC/qPTUjenTp+uqq66qjlgAAICP+vTTMBUUuG4rmjcvVosWfIOPU3fLLbnun5cujVBursXEaAAA/qTSyZB69eqVuRMLAAAIPO+95ymceu21zApB1bjwwiI1aeJKrGVnW/Xuu+Hl9AAAoGLKXSazdOlSSdIVV1yhyMhId7siWEoDAID/27/fqq++CnW3+/YlGYKqYbFIgwfn6oknYiS5CqnefHOeLEwQAQCconKTIUd2jenatasiIyPL3UXmaCRDAADwf0uXhruLXJ53XqFOP91hckTwJwMH5un556NUUGDVtm3B+t//gtWxY7HZYQEAfFy5yZDHH39ckquS7NFtAAAAw5Deesvubt94Y56J0cAfxcYa6tu3QIsWuZZpz5tnV8eOmeYGBQDweeUmQ1q2bFlmGwAABK4NG0L0+++u24nISKd69y4wOSL4o1tuyXUnQz78MFyPP35YcXGGyVEBAHxZpQuoAgAAHPHWW56i6tdck6+ICP6BiqrXrl2x2rYtkiQVFlq0eDHF/AEAp6bSyZD09HT973//U0GB55sfh8OhxYsX68EHH9Sjjz6qDRs2VGmQAACg9jl40KIVKzy7e9x0E0tkUH1uucXz/9f8+XY5nSYGAwDweZVOhixdulTTp09XcHCw+9iyZcu0bNky/fXXX/r11181ZcoUpaSkVGmgAACgdnn7bbsKClyFU9u0KVLbthS1RPXp2zdf0dGuDMiuXUH69tvQcnoAAHBilU6GpKSkqHXr1rLZbJIkp9OplStXqmHDhpoxY4aeeeYZhYaG6qOPPqryYAEAQO1QUiLNmeNZqjB0aC7bnaJaRUQYGjDg6NkhLJUBAJy8SidDDh8+rHr16rnbu3btUnZ2ti6//HLVrVtXZ599tjp16qSdO3dWaaAAAKD2WLkyTGlprsKpcXEO9emTb3JECASDBnmSIZ99FqY9eyh/BwA4OZX+BCkpKZHlqK9+fvnlF0lS69at3cfq1q2rQ4cOVUF4AACgNnr9dc92uoMG5SkszMRgEDCaNSvRBRcUSpIcDovefpvZIQCAk1PpZEjdunX1559/utvJycmKjo5Wo0aN3McOHz6siAg+nAAA8Efr14dowwZXvYbgYEO33JJrckQIJIMHe/5/W7jQrpISE4MBAPisSidDOnTooC1btmjevHl65513tGXLFnXs2NHrnD179ig+Pr7KggQAALXH9OmR7p/79cvTaaexrQdqzpVXFig+3iFJ2rvXptWrmZYEAKi8SidD+vbtq4SEBH300Ud69913VadOHQ0cOND9+OHDh5WSkqIWLVpUaaAAAMB8W7cGac0a1z8+LRZDd9+dY3JECDQhIdINN3hqh8ybx2xkAEDlBVW2Q0xMjCZPnqyffvpJktSyZUuFh4e7H8/OztbgwYOVlJRUdVECAIBaYcqUKPfPV11VoKZNHSZGg0A1aFCeXn45UoZh0VdfhemPP2w66yz+XwQAVNxJleAOCQlRx44d1bFjR69EiCQ1atRIV111lRITE6skQAAAUDv873/B+vRTz+f+vfdmmxgNAtnppzvUo0ehu71ggb2MswEAKI39yAAAQLkMQ3rmmWh3u0+ffLVuTeVKmOfowr2LFoWroMDEYAAAPqfSy2QkKScnR2vWrNFvv/2m3NxcOZ2lC6dZLBaNHz/+lAMEAADm++KLUH3/vWsHGZvN0IMPZpkcEQLdJZcUqlGjEu3eHaRDh2z66KNw9euXb3ZYAAAfUelkSGpqqiZMmKCsLG6CAAAIBIWF0mOPxbjbN9yQpyZNqM8Ac9ls0s035+n5510zlubNs5MMAQBUWKWTIfPnz1dWVpb69u2rnj17Kj4+XlYrq20AAPBXr7wSqV27XLcM0dFOjRlDrRDUDjfemKcXX4xScbFFP/wQou3bg9SyJcu3AADlq3QW4+eff1b79u110003KSEhgUQIAAB+7I8/bJo2LdLdfuihLMXHl14eC5ihXj2nrrzSUyxk/nwKqQIAKuakMhmNGjWq6jgAAEAtU1Ii3XdfHRUUuG4XWrcu0uDBeSZHBXg7upDqsmXhysmxmBgNAMBXVDoZ0qRJE6WlpVVHLAAAoBaZMSNSP/4YIkkKCjI0adJh2WwmBwUco0uXIp1zTrEkKTfXquXLw8vpAQDASSRD+vXrp+TkZG3btq064gEAALXA2rUhmjQpyt0ePTpbbdoUmxgRcHwWi7xmLM2fb5dhmBgQAMAnVLqA6oEDB9S5c2c99dRT6tatm5o0aSK7/fjrMy+++OJTDhAAANSs3bttGjasjhwO13KDjh2LNGJEjslRASfWv3+enn02Svn5Vm3fHqwffwxWp04k7wAAJ1bpZMiMGTPcP3/zzTf65ptvTnguyRAAAHzLwYMW3XJLnA4edK2HqVfPoVdeOaigSt8xADUnJsbQNdfk6+23XV/QzZtnV6dOmeYGBQCo1Sp9a3P33XdXRxwAAMBkhw9bdNNNdfXLL8GSpOBgQ6+/fkgNG7J7DGq/wYPz3MmQFSvCNWHCYcXFsV4GAHB8lU6GdO/evRrCAAAAZkpNterWW+vq559diRCLxdCUKZnq3LnI5MiAiklKKlZSUpE2bw5RYaFFixdH6K67csvvCAAISCe1tS4AAPAf69aF6J//rOdOhEjSf/5zWNdem29iVEDlHb3N7vz5djmZ1AQAOIGTToZkZWVp5cqVevPNN/XKK694Hf/tt99UVMQ3SQAA1GY5ORZNnBit/v3rat8+V42Q4GBDU6Yc0k035ZXTG6h9+vYtUHS0KwOya1eQvv021OSIAAC11UklQ9asWaMRI0Zo1qxZ+vTTT/XFF1+4H8vMzNQjjzyib7/9tsqCBAAAVefwYYtee82url0T9MorkTIM164xsbFOLVx4QAMHMiMEvik83NCAAZ5E3qxZx9/xEACASidDtmzZoldffVWnnXaaHnzwQfXq1cvr8caNG+v000/Xhg0bqixIAABw8pxOadcum5YtC9fdd9dRhw719cQTMTpwwOY+56KLCrR6dbq6dWNmJ3zbrbd6lsp8/nmofv/dVsbZAIBAVekCqu+//77q1KmjCRMmKCIiQn/88Uepcxo3bqxff/21SgIEAACllZRI+/bZdOiQRdnZVmVnW5SVZVVWllWZmRalp9uUkWHVvn02paQEKSfn+N9/JCaW6MEHs9WvX76sVBKDHzj7bIcuvbRAn38eJsOw6M037Zo4McvssAAAtUylkyE7d+5U165dFRERccJz6tatq40bN55SYAAAwCUjw6r160O0eXOwNm8O0R9/2LR3r00Oh+Wkr9myZbFuuSVXAwbkKSysCoMFaoE77sjV55+7/sdetChCDz6YrehottkFAHhUOhlSUlKisHLumnJzc2Xl6yUAAE7a/v1Wvf9+uD75JEwbNoTI6Tz5xIckxcU51Lp1sbp0KVKvXgVq0aJEllO7JFBr/eMfhWrWrFgpKcHKzbXqnXcidOedbLMLAPCodDKkXr16+v3338s857ffflPDhg1POigAAAJVSkqQpk+P1IcfhquoqOxsRb16DsXHOxUV5VRUlKHoaKeio11/JiQ4FR/vUL16Tp1xRolOO81J8gMBw2KRbr89Vw89FCtJevNNu26/PVc2yocAAP5fpZMhnTt31vvvv6/vv/9eF1xwQanHv/jiC/3555+68cYbqyRAAAACwd69Vj33XLSWLQsvNQvEYjHUqVOROncuUlJSsVq0KFZiooPlLUAZ+vXL17PPRisz06q//grSqlVhuuKKArPDAgDUEpVOhvTp00ffffedpk6dqnXr1ikvz7V92aeffqqff/5ZGzZs0GmnnaYrrriiyoMFAMDfOJ3S/PkRevbZaGVney8x7dixSAMH5unyywtUr57TpAgB3xQebmjQoFxNnx4lSXrjDTvJEACAW6WTIZGRkXriiSc0ffp0rVu3zn38zTfflCQ1b95c9913X7l1RQAACHT791t1//2x+uIL78/MSy4p0OjR2erQodikyAD/cMstuZo5M1IOh0Xffx+qLVuC1bYtrysAwEkkQyQpPj5eEyZM0J9//qmUlBRlZ2crIiJCzZo1U5MmTao6RgAA/M6mTcEaMiRO6emeIgZNmpTomWcy9Y9/FJkYGeA/EhOd+uc/8/Xee65dEGfMiNQrrxwyOSoAQG1wUsmQI8444wydccYZVRULAAAB4aOPwnTvvbEqKPAsi7n77hz9+99Z1AEBqtjdd+e4kyEffRSmXbtsOvNMh8lRAQDMdtL73+7fv187d+7U77//royMjKqMCQAAv/XKK3bdeWecOxESG+vUW28d0KOPkggBqkPr1iW6+GJXrRCn06JXXok0OSIAQG1QqZkhWVlZevfdd/Xdd9/p8OHDXo/Fxsbqwgsv1LXXXqvISD5kAAA41rRpkXr++Wh3+8wzSzRv3gGdfTbfUgPVafjwHH31lSvbuHhxhB54IJuixAAQ4Co8M2TPnj0aO3asPv74Yx0+fFhWq1UxMTGKjo6W1WpVZmamVqxYoYcfflj79u2rzpgBAPA5xyZCzjuvUB9+uJ9ECFADunUrUlKSqxZPYaFFs2bZTY4IAGC2Cs0McTqdmjZtmjIyMtSyZUv169dPzZs3V1CQq3txcbF+/vlnvfvuu9q+fbv++9//6qmnnqrWwAEA8BUzZ9q9EiHduhVq7tyDCg83TIwKCBwWi2t2yLBhcZKkefPsuueeHEVG8hoEgEBVoZkhW7Zs0e+//64LLrhA48ePV+vWrd2JEEkKDg5W27ZtNX78eJ1//vn69ddftWXLlmoLGgAAX/Huu+F66qkYd5tECGCOK68s0FlnlUiSDh+2asGCCJMjAgCYqULJkHXr1ikoKEhDhw6VxWI54XkWi0W33367goKCtG7duioLEgAAX/TddyG6//5Yd7tLFxIhgFlsNumuu3Lc7VdfjVR+vokBAQBMVaFkyB9//KHmzZsrOjq63HNjYmLUvHlz/fHHH6ccHAAAvuqXX4J0++1xKi52fYlw7rnFmj2bRAhgpv7989SggatOT3q6TfPnUzsEAAJVhZIhBw4cUKNGjSp80UaNGmn//v0nHRQAAL4sM9OioUPjlJ3t+pht0MCh+fMPKiaGRAhgprAwaeTIbHd7xoxI5eefeNYzAMB/VSgZkp+fL7u94plzu92ufOYdAgACkMMhjRxZR7t2uWprRUQ4NW/eASUmsmsMUBvceGOeTjvN9Xrcv9+muXOpHQIAgahCyZCSkhJZrRXehVcWi0UlJSUnHRQAAL5q0qQorVkT5m5PmZKpVq34TARqi9BQ6d57vWeH5OUxOwQAAk3FMxwAAKBMq1eHatq0KHf7nnuy1bt3gYkRATieG27IU2KiK0l54ACzQwAgEAWVf4rLkiVLtGTJkuqMBQAAn7Vnj9Vr55ju3Qs0Zkz2iTsAME1IiHTvvTl66KFYSa7ZIbfckie7nbo+ABAomBkCAMApOlIn5OBBmyRXwdT//jdTNpvJgQE4oYED89SokWt2yMGDNr32GjvLAEAgqdDMkEWLFlV3HAAA+Kxp0yL1/fehkiSr1dD06YcUF+c0OSoAZQkJke6/P1sPPFBHkjRzZqQGDcpTvXq8dgEgEDAzBACAU7B+fYhefNFTJ2TUqBxdcEGRiREBqKgBA/J17rnFkqTcXKvXaxkA4N9IhgAAcJKysy0aOTJWTqdrJ4ouXQp1333UCQF8hc0mPfJIlru9cGGEfvuN9W0AEAhIhgAAcJKefDJaqamuFaexsU7997+HFFTh0uQAaoMePQrVtWuhJMnhsOjZZ6NNjggAUBNIhgAAcBK++CJUb73lKbj4zDOZatiQWgOAr7FYpMce88wO+fTTcH37bYiJEQEAaoLp31/t3r1bs2fPVkpKiux2u3r06KEBAwbIai07T5OXl6c5c+Zo48aNcjqd6tixo4YMGaKoKO+1nhs3btQ777yjvXv3KiEhQQMGDFDXrl3dj//2229auXKlfv75Zx06dEh169bVhRdeqL59+yokhA9CAEBphw9b9O9/x7rbvXvnq2/fAvMCAnBK2rYt1nXX5Wn58ghJ0mOPxWjlyv0KDjY5MABAtTF1ZkhOTo4mTpwoi8WiMWPGqF+/flqxYoUWL15cbt8pU6Zo27ZtGjZsmEaMGKGdO3fqhRde8Dpnx44dmjx5slq1aqWxY8eqQ4cOmjp1qjZv3uw+Z+3atdq3b5/69u2rsWPH6vLLL9eKFSs0bdq0Kn++AAD/8PjjMdq711VXoG5dh5555rDJEQE4VY88kiW73TW7KyUlWG++yVa7AODPTJ0ZsmrVKhUVFemBBx5QRESE2rZtq/z8fC1ZskR9+vRRRETEcfulpKRo8+bNmjBhglq2bClJiouL07hx47Rlyxa1bdtWkrRs2TK1aNFCQ4cOlSS1bt1au3fv1tKlS5WUlCRJuuaaaxQd7Vkb2qpVK4WEhOi1117T/v37Va9ever8KwAA+JiVK0O1ZInn8+n55w+rbl2WxwC+rkEDp+6/P1tPPRUjSZo8OUp9++arfn1e3wDgj0ydGbJp0yYlJSV5JT26deumoqIibd++/YT9kpOTFRMT406ESFLTpk2VkJCgTZs2SZKKi4u1detWXXDBBV59u3btqpSUFOXl5UmSVyLkiDPPPFOSdOjQoZN9agAAP3TwoEUPPRTrbl97bZ6uvJLlMYC/uP32XDVt6tpqNyfHqqeeopgqAPgrU5Mhqampatiwodex+Ph4hYaGKi0trcx+iYmJpY4nJiYqNTVVkrRv3z45HI5S5yUmJsowjDKvn5KSIovFovr161fm6QAA/Nz48TFKT3ctj0lIcGjiRJbHAP4kJESaONFTTHX58gh9+WWoiREBAKqLqcmQ3Nxc2e2l12Pa7Xbl5OSU2e94S2jsdrtyc3Mlyd3/2OtHRka6r3E8mZmZWr58uS666CLFxMRU7IkAAPzexx+H6d13j14ek6k6dQwTIwJQHS66qFB9+uS722PGxCg312JiRACA6mD6bjK1SUlJiaZMmaKwsDDdeuutJzxv9erVWr16tSTpueeeU3x8fJnXDQoKKvcc+B7G1X8xtv7pVMZ1/35p3DjPthKDBzt0001RkqJO3Ak1gterfzJ7XF9+Wfr2W0MHD1qUmhqkqVMT9OKLDtPi8Sdmjy2qB+Pqn/x9XE1NhtjtdnftjqPl5ua6Z3CcqF92dvZx+x2ZCXKk/7HXP9GMEcMwNH36dP3999+aOHFimb+/Z8+e6tmzp7udkZFxwnMl19Kf8s6B72Fc/Rdj659OdlwNQxo2rI7273dtt96ggUNjx6YrI4NZIbUBr1f/ZPa4Wq3ShAnhuvfeOpKkGTOs6tXroDp3LjYtJn9h9tiiejCu/skfxvXYshxHM3WZzNE1Po7IyMhQYWFhmUEfr58kpaWluWuE1K9fXzabrdR5aWlpslgspa4/Z84cbdy4UWPGjDluPRIAQGD64IMwffRRuLs9aVKmYmJIhAD+7rrr8tWjh6tAsmFYNGpUHZbLAIAfMTUZ0q5dO23evFn5+Z51mWvXrlVISIjXTjHHat++vTIzM7Vjxw73sZ07d2rfvn1q166dJCk4OFitW7fWunXrvPquXbtWzZo186o58u677+rTTz/VyJEj1bx58yp6dgAAX5eebtW4cbHu9s035+qSSwrNCwhAjbFYpOeeO6yoKNfWurt2Benxx9ldBgD8hanJkF69eik4OFiTJk3Sli1btHr1ai1ZskS9e/f2SlaMHDlSM2fOdLebNWumpKQkTZ8+XevXr9eGDRs0bdo0NW/eXG3btnWf169fP23btk1z5szRtm3btGDBAiUnJ6t///7uc7799lu9/fbbuvjiixUXF6eUlBT3f1lZnmriAIDAYhjSww/HKDPT9VGZmFiixx7jcwEIJImJDj39tGfXqLfftuuTT8JMjAgAUFVMrRkSGRmp8ePHa9asWXr++edlt9t19dVXa+DAgV7nOZ1OOZ1Or2OjRo3S3LlzNXPmTBmGoQ4dOmjIkCFe5zRv3lyjR4/WokWLtHLlSiUkJOjee+9VUlKS+5zNmzdLkr788kt9+eWXXv2HDx+u7t27V90TBgD4jOXLw/XZZ57lMZMnZyoqiuUxQKC57rp8ff55qN5/3/VF3b//Hat27dJ12mnOcnoCAGozi2EY3NmdorS0tDIf94fCMyiNcfVfjK1/qsy47tlj1aWXJujwYdeskFtvzdUzzxwupxfMwOvVP9W2cT182KKePespLc31PWLnzoVasuSAgoPL6YhSatvYomowrv7JH8a11hZQBQCgtjEM1ze/RxIhZ5xRokceYXkMEMhiYgz997+Zslpd3yFu3BiqZ5+lfggA+DKSIQAAHGX+/Ah9+aWrJoDFYmjKlEzZ7UyiBAJdly5FeuihbHf71Vcj9fHH1A8BAF9FMgQAgP+3a5dNEyd6vu0dNixX559fZGJEAGqT4cNz1LNngbt9//2xSkkxtQQfAOAkkQwBAECSwyGNGhWrvDzXR2OzZsV68EGWxwDwsFqlqVMP6fTTSyRJOTlW3XZbnA4e5JYaAHwN79wAAEh67TW7Nm4MlSQFBRmaOjVTYcyAB3CM2FhDs2YdVESEazeZP/8M0r/+VUdFTCIDAJ9CMgQAEPB27AjSf/7jWR5z333Zatu22MSIANRmrVqV6L//zZTF4qontG5dqMaOjRF7NAKA7yAZAgAIaPn50vDhdVRUZJEktW1bpJEjc0yOCkBtd8UVBRo71lNQ9Z137HrlFbuJEQEAKoNkCAAgoD3xRIx++SVYkhQW5tS0aZkKDjY5KAA+YfjwHA0YkOduP/VUjJYsCTcxIgBARZEMAQAErI8+CtP8+Z5vcp98MkvnnFNiYkQAfInFIj3/fKa6dCl0H3vggVitXh1qYlQAgIogGQIACEi7d9v04IOx7nbv3vm66aa8E3cAgOMIDZVmzz6oFi1cdYYcDouGDaujjRuZYgYAtRnJEABAwCkulu65J1aHD7s+Bhs1KtF//pMpi8XkwAD4pJgYQwsXHlDjxq6ZZQUFVt16a13t2BFkcmQAgBMhGQIACDhPPRXt3kbXZjP08suHFBPDNhAATl79+k4tXHhA8fEOSdLhw1bdfHNd/f23zeTIAADHQzIEABBQ3n03XG+8EelujxmTrU6d2EYXwKlr0sShBQsOKjLSKUnau9emG26oq337uOUGgNqGd2YAQMDYti1I//53jLt95ZX5GjGCbXQBVJ02bYo1a9ZBhYa6Zpvt2hWkm26qq0OHWIcHALUJyRAAQEDYu1caOjROBQWuj76mTYs1ZQp1QgBUvQsvLNLMmYdks7kSIjt2BGvw4LrKzeUNBwBqC5IhAAC/l5dn0XXXBWn3blcxw8hIp2bNOqSoKOqEAKgel19eoClTMt3t5OSQ/0/ImhcTAMCDZAgAoJTcXIt++82mjRtD9OOPwfr55yBlZ/vmN5oOhzR8eB39+KPrI89qNTRjxiE1bVpicmQA/F2/fvl6+ulMd/vbb0M1fHgdlfD2AwCmY78vAICcTmn9+hC9/3641q0L0a+/Bh/3vIQEhzp1KlLXroW68soCNWjgrOFIK8fplB5+OEarVoW5jz399GFdemmhiVEBCCS33ZanrCyrnn8+WpL02WfhGj3a0EsvZcrK15IAYBqSIQAQwEpKpGXLwjVtWpR27Sr/IyE93aaPPw7Xxx+H67HHDHXpUqR+/fJ1zTV5Cg+vgYArwTCkRx6J0Vtv2d3Hhg/P1i235JkYFYBANHJkjrKyrJo507WT1bJlEYqOdmrixCzqFgGASUiGAECA+uGHYD34YKxSUkrPAgkKMpSY6FDduk4ZhpSVZdHffwepqMhz124YFn3/fai+/z5UTz8dpZtvztPQobmqX9/82SKGIT3+eLTmzfMkQm6+2aGxY7NNjApAoLJYpEceyVJWlkULF7rel958M1LR0YbGjOF9CQDMQDIEAAJMSYn0wgtRevnlSBmGJ7kRE+NU37756t07Xx06FCs83Lu4qMMh/fprkNatC9HHH4fr++9D5HS6+h86ZNP06VF6441IDRqUqxEjcpSQYE5SpLhYGjMmVosXR7iPXXNNnl5/PUiHDpkSEgDIYpGeffawsrOt+uAD11S6qVOjFB3t1F135ZocHQAEHpIhABBADh2yaPjwOvr6a08NDbvdqeHDc3T77bll7q5is0nNm5eoefMS3XZbntLTrVq+PFxz5tj199+uj5OCAoveeCNSCxbYNXiwKylSr17NJUWysy26807v53f11fmaOjVTNlt8jcUBAMdjs0lTpx5STo5Fa9a43qcmToxRVJShm29mCR8A1CTKNgFAgNi3z6prr433ShT84x+FWrNmv0aNyqn0NrMJCa5vM7/7Ll2vv35QbdsWuR8rKLDo9dcj1aVLgp58Mlr791f/x81vvwXpmmu8n9/11+fp5ZcPKYjUP4BaIiREeu21Q+rSxVPI+aGHYvT++2Fl9AIAVDWSIQAQAFJTrbruunivXWLuvz9bb711QI0aOU7p2jabdNVVBfr44wy9+eYBtWlzdFLEqldfrd6kiGFI77wTriuvjNeOHZ7n9+9/Z2ny5EwFH39jHAAwTXi4oTlzPElkw7Do3nvr6PPPQ02ODAACB8kQAPBzBw9adcMN8e7dYoKCDL388iH9+9/ZVbqto8UiXXZZoT75xJUUad36+EmR8eOj9ccftir5nb/+GqQbbqirBx6oo7w815MJDTX00kuHdP/9OezSAKDWiooytHDhQZ1zTrEkqaTEojvvjNO6dSEmRwYAgYFkCAD4sbw8i265JU6//+5KhISEGHrttUO65pr8avudR5Iin36aodmzD6pVq2L3YwUFVs2aFal//CNBt9wSp48/DlP+SYTy889Buv/+WPXoUU/ffuv5JvXss4u1YsV+DRhQfc8PAKpKXJxTb799QKefXiLJtcTw1lvjtGULU9oAoLqxihoA/JRhSKNGxSo52fUto8Vi6L//PaTLLy+okd9vsUiXX16gyy4r0MqVYZo8OUrbtgX/f2wWff55mD7/PEyRkU716lWgLl2K1KlTkZo1Kyk1Y6WoSEpJCdK334bqk0/C9cMP3t+cWq2G/vWvXP3739mKiKhc7RMAMNNpp7kSItddF6/0dJtycqwaNChOK1ZkqHHjU1vGCAA4MZIhAOCnpk+P1EcfhbvbTz11WL1710wi5GhHJ0W++ipUs2bZ3bsoSFJOjlXvvhuhd991bYUbHGyoYUOH7HZDVquhzEyr9u2zqbj4+Gteuncv0NixWWrduqRGng8AVLWzznLorbcOqH//eGVmWnXggE233hqn99/PUHQ0CV4AqA4kQwDAD337bYiefz7K3R4yJEe33Wbuto0Wi9S9e6G6dy/Uzp02LVsWofffD3fXMjmiuNiiP/8s++MpKMjQFVcUaOjQXJ1/flGZ5wKAL2jRokRz5hzUwIF1VVRkUUpKsIYPr6M5cw6yIxYAVANqhgCAn8nMtOi+++rIMFwzKbp0KdTjj2eZHJW3s892aMyYbH37bbo+/XS/HnvssK68Ml8JCSeeEt64cYl6987Xiy8e0o8/7tOrrx4iEQLAr3TuXKRJkzLd7S++CNMTT0SbFxAA+DHyzADgRwxDevjhWO3d69qtJS7OoRkzDtXa7WUtFqlNm2K1aVMsKVeSlJtr0Z49NhUUSA6HRTExTtWr55TdzlRxAP6vX7987dwZpKlTXbP7Zs+OVNOmJbr1VnNn9wGAvyEZAgB+ZPnycH34oadOyAsvHFb9+k4TI6o8u91Q06bU/wAQuP7972z99luQu+7T44/HqFWrYnXqVFxOTwBARbFMBgD8xN69Vj3ySIy7fdNNubriipovmAoAODVWqzR1aqbatHEtBSwutmjYsDilp3PrDgBVhXdUAPAT48fHKDvb9bZ+5pklmjChdtUJAQBUXHi4oddfP6TYWNfsvr17bbrrrjoqZnIIAFQJkiEA4Ac+/zzUaxvdF17IpMYGAPi40093aObMQ7JaXe/n69eH6qmnKKgKAFWBZAgA+Lj8fIvX8pgBA/LUtSu7rACAP7jookKNGZPtbr/xRqQ+/DDMxIgAwD+QDAEAH/fSS5H6+29XPezYWKfGj2d5DAD4k3vuydGVV+a722PGxOqvv2wmRgQAvo9kCAD4sF27bHrttUh3+7HHDisuzrd2jwEAlM1ikV58MVONG7t22srKsmr4cOqHAMCpIBkCAD7smWeiVVRkkSR17FikgQPzy+kBAPBF0dGGZsw4pKAgV/2Q5OQQ/ec/USZHBQC+i2QIAPioDRtCvIqmPv74YVl5VwcAv9W+fbHGjvUshZwxI0pffhlqYkQA4Lu4bQYAH+R0Sk884dlR4Jpr8tSxI/OlAcDf3Xlnri65pMDdvu++WGVkcEsPAJXFOycA+KD33gvXpk0hkqTQUENjx2aX0wMA4A+sVumllzJVv75DkpSRYdPDD8fIYDd1AKgUkiEA4GOKi6VJkzzrxP/1rxw1auQwMSIAQE2Kj3fqxRcz3e1PPgnXsmXhJ+4AACiFZAgA+JhFiyL055+erXRHjMgxOSIAQE3r3r1QgwfnutuPPhqj1FRu7QGgonjHBAAfUlAgvfSSZ1bIiBE5io5mbjQABKLHHsvSmWe6ttvNzrZq9Og6crK7OgBUCMkQAPAhCxfatWePTZJUr55Dt92WW04PAIC/stsNvfRSpqxWV1L8229DNWeO3eSoAMA3kAwBAB+Rl2fRf/8b6W6PHJmjiAhmhQBAIOvcuUjDh3uWSz79dJR++81mYkQA4BtIhgCAj3jzTbv273fd4J52mkM338ysEACANHp0tlq0cG2vXlBg1QMPsFwGAMpDMgQAfEB2tkUzZnhmhYwala2wMBMDAgDUGqGh0tSphxQU5Jot+MMPIZo7N8LkqACgdiMZAgA+YN48uzIzXW/ZZ5xRouuvzzM5IgBAbdKqVYlGjvQsl3nmmWjt3s1yGQA4EZIhAFDLFRRIb7zhKYg3cmSOgoNNDAgAUCuNHJmtc85xLZfJy7PqoYdiZFBaCgCOi2QIANRyS5dGKD3d9e1egwYOXXcds0IAAKWFhkqTJmXKYnFlQL78MkxLl4abHBUA1E4kQwCgFnM4pJkzPbVC/vWvHIWGmhgQAKBW69SpWEOHegpsT5gQo/37ueUHgGPxzggAtdjHH4dp164gSVJMjFODBjErBABQtoceytbpp5dIkjIzrXrkkRiTIwKA2odkCADUUoYhvfyyZ1bIrbfmKjKSxd8AgLLZ7Yb+85/D7vZHH4Vr5UqmFQLA0UiGAEAt9c03ofrppxBJUliYodtvzy2nBwAALhddVKiBAz2zCR99NEZ5eRYTIwKA2oVkCADUUkfPCrnhhjzFxztNjAYA4GseeyxLdeo4JEmpqUGaPDnK5IgAoPYgGQIAtdDmzcH69lvXlGabzdCwYTkmRwQA8DVxcU499liWu/3663Zt2xZkYkQAUHuQDAGAWujoWSF9+uSrcWOHidEAAHzVwIH5uuCCQkmSw2HRQw/FyslEQwAgGQIAtc3OnTZ9/HGYuz18OLNCAAAnx2KRnnvusIKDXQW4k5NDNH9+hMlRAYD5SIYAQC3zyiuRMgxXkbsePQrUsmWJyREBAHxZ06YlGjHCk1h/7rlopafzzwAAgc30RYO7d+/W7NmzlZKSIrvdrh49emjAgAGyWst+g87Ly9OcOXO0ceNGOZ1OdezYUUOGDFFUlHdhqI0bN+qdd97R3r17lZCQoAEDBqhr167ux0tKSvT222/r119/1c6dO1VcXKzFixdXy3MFgPLs3WvV0qWeb+yOvnkFAOBkjRyZrffeC9euXUHKyrJqwoRozZiRaXZYAGAaU1PCOTk5mjhxoiwWi8aMGaN+/fppxYoVFUpGTJkyRdu2bdOwYcM0YsQI7dy5Uy+88ILXOTt27NDkyZPVqlUrjR07Vh06dNDUqVO1efNm9zmFhYVas2aNQkNDde6551b5cwSAynjjjUgVFblmhXTsWKTzzy8yOSIAgD8IC5OefTbT3X7//Qh99VWoeQEBgMlMnRmyatUqFRUV6YEHHlBERITatm2r/Px8LVmyRH369FFExPHXM6akpGjz5s2aMGGCWrZsKUmKi4vTuHHjtGXLFrVt21aStGzZMrVo0UJDhw6VJLVu3Vq7d+/W0qVLlZSUJEmy2+2aPXu2LBaLPv30U23durUGnjkAlHb4sMVrHfeIETmyWEwMCADgVy66qEjXXZen5ctdnzVjx8bo88/TFR5ucmAAYAJTZ4Zs2rRJSUlJXkmPbt26qaioSNu3bz9hv+TkZMXExLgTIZLUtGlTJSQkaNOmTZKk4uJibd26VRdccIFX365duyolJUV5eXnuYxb+tQGgFpg3z66cHNfb8jnnFKtXrwKTIwIA+Jvx47MUE+PaTubPP4M0bVpUOT0AwD+ZmgxJTU1Vw4YNvY7Fx8crNDRUaWlpZfZLTEwsdTwxMVGpqamSpH379snhcJQ6LzExUYZhlHl9AKhp+fnSG2/Y3e3hw3NUTukkAAAqrV49p8aNy3K3Z86MVEqK6WUEAaDGmfrOl5ubK7vdXuq43W5XTs6Jiwbm5uYedwmN3W5Xenq6JLn7H3v9yMhI9zVO1urVq7V69WpJ0nPPPaf4+Pgyzw8KCir3HPgextV/mTG2r75qVUaGTZJ0+umG7rjDrpCQ0u+POHm8Zv0T4+qfGNfqde+90nvvOfX991YVF1v06KPxWr26pEaS8Iytf2Jc/ZO/jytp4JPQs2dP9ezZ093OyMgo8/z4+Phyz4HvYVz9V02PbUmJNHlygrt9++1Zyso6+YQtjo/XrH9iXP0T41r9Jk4M0hVX1FNJiUXffWfVyy/n6cYb88rveIoYW//EuPonfxjXY1eiHM3USdh2u92rdscRubm57hkcJ+qXn59/3H5HZoIc6X/s9U80YwQAzPLRR2H6809Xbjo21qmbbqr+m1EAQGBr0aJEd93lmYn91FPRyshgfSaAwGHqO97RNT6OyMjIUGFhYZkZnOP1k6S0tDR3jZD69evLZrOVOi8tLU0Wi6XM6wNATTEMafp0T/G6oUNzZbcbJkYEAAgUo0blqHHjEklSZqZVTz4ZbXJEAFBzTE2GtGvXTps3b/aa5bF27VqFhIR47RRzrPbt2yszM1M7duxwH9u5c6f27dundu3aSZKCg4PVunVrrVu3zqvv2rVr1axZsxNu2wsANemrr0K1fXuwJCkszKkhQ1geAwCoGeHhhp555rC7vWxZhL75JsTEiACg5piaDOnVq5eCg4M1adIkbdmyRatXr9aSJUvUu3dvr2TFyJEjNXPmTHe7WbNmSkpK0vTp07V+/Xpt2LBB06ZNU/PmzdW2bVv3ef369dO2bds0Z84cbdu2TQsWLFBycrL69+/vFUdycrLWrVunXbt2SZLWrVundevWaf/+/dX7FwAg4E2f7lkSePPNeYqLc5oYDQAg0FxySaH69vUsz3z44VgVsLM7gABgMQzD1PnYu3fv1qxZs5SSkiK73a4ePXpo4MCBsh5VznrEiBFq2bKlRowY4T6Wm5uruXPnasOGDTIMQx06dNCQIUMUHe09vW/Dhg1atGiR9uzZo4SEBA0YMEDdunXzOmfEiBHHTXwMHz5c3bt3L/c5lLdNrz8UnkFpjKv/qqmx/d//gvXPf9aTJAUFGfruu3Q1auSo9t8bqHjN+ifG1T8xrjUrPd2qiy9OUFaW6/571KhsPfhgdrX8LsbWPzGu/skfxrWs8himJ0P8AcmQwMS4+q+aGts77qijTz4JlyT165enadMyq/13BjJes/6JcfVPjGvNmz8/Qg8/HCtJCg42tGrVfp1zTkmV/x7G1j8xrv7JH8a11u4mAwCB6tdfg9yJEEkaPjynjLMBAKheN9+cp44diyRJxcUWPfRQjJys3ATgx0iGAIAJZs701Arp1atAzZtX/bdvAABUlNUqPf98poKCXJPG168P1eLF4eX0AgDfRTIEAGpYWppVy5d7bjBHjGBWCADAfC1alOiuuzyfSRMnxigjg38uAPBPvLsBQA17/fVIFRdbJEnnnVeozp2LTI4IAACXUaNy1Lixa7ZiZqZVTz4ZXU4PAPBNJEMAoAYdOmTRggWercOZFQIAqE3Cww0988xhd3vZsgh9802IiREBQPUgGQIANWj27Ejl5bneeps3L9allxaaHBEAAN4uuaRQffvmudsPPxyrggITAwKAakAyBABqSE6ORbNn293tkSNzZLGYGBAAACcwYUKWoqNd28ns2hWkqVOjTI4IAKoWyRAAqCELFkQoM9P1tnvmmSXq3Tvf5IgAADi+hASnxo3LcrdffjlSW7cGmRgRAFQtkiEAUAMKCqRXX/Vspzt8eI6CuKcEANRiN9+cpy5dXMs5HQ6L7r+/joqo+Q3AT5AMAYAasHhxhNLTbZKkBg0c6t8/r5weAACYy2qVJk3KVFiYa7nM9u3BevnlyHJ6AYBvIBkCANWsuFiaMcNz83jXXTkKDTUxIAAAKuissxwaMybb3Z46NUo//8zURgC+j2QIAFSz998P199/u24c69Rx6OabmRUCAPAdd9yRqw4dXOtjiostGj06ViUlJgcFAKeIZAgAVCOnU5o+3TMr5I47chURYZgYEQAAlWOzSS++mKnQUNfn15YtIV51sADAF5EMAYBq9OmnYfr112BJUmSkU7fdlmtyRAAAVN4555Ro9GjPcpnJk6O0YwfLZQD4LpIhAFBNnE5pypQod/u223IVG8usEACAb7rrrhy1betaLlNYaNHIkXVUWGhyUABwkkiGAEA1+eSTMG3f7poVEh7u1L/+xawQAIDvCgqSXnrJs1xm+/ZgTZoUVU4vAKidSIYAQDVwOl1TiI8YOjRX8fFOEyMCAODUnXtuicaNy3K3Z86M1Pffh5gYEQCcHJIhAFANPvwwTL/84poVYrc7ddddzAoBAPiHoUNz9Y9/uNbHGIZF990Xq6wsi8lRAUDlkAwBgCrmcHjXChk6NFdxccwKAQD4B6tVmjLlkGJjXZ9tqalBevTRGJOjAoDKIRkCAFXsgw/CvXaQGTYsx+SIAACoWqed5tSzz2a628uWReiDD8LMCwgAKolkCABUoZIS6cUXPbNC/vWvXNWpww4yAAD/06dPga67Ls/dfuihWP35p83EiACg4kiGAEAVWrIkQr//HiRJio526l//YlYIAMB/Pf30YZ1+eokkKSvLqrvvZrtdAL6BZAgAVJH8fIvXFoPDhuUoJoZZIQAA/xUdbWjmzEMKDnZ93m3eHKKnn442OSoAKB/JEACoIq+/btfeva7pwfXrO3TnnewgAwDwf+3bF+uRRzzb7c6aFalPPqF+CIDajWQIAFSBAwesevnlSHf7gQeyFRHBrBAAQGC4445cXX55vrs9ejT1QwDUbiRDAKAKTJ0aqZwc11vqOecU6/rr88rpAQCA/7BYpMmTM9Wokad+yO23xykvz2JyZABwfCRDAOAU7dpl07x5dnd73LgsBQWZGBAAACaoU8dVPyQkxDUz8uefgzV6dKwMJkoCqIVIhgDAKXruuWgVF7u++Tr//EL16kUZfQBAYOrQoVhPP33Y3f7ww3DNnBlZRg8AMAfJEAA4BWvXhujDD8Pd7UceyZKFGcEAgAB20015uuUWTxHxZ56J0pdfhpoYEQCURjIEAE5SSYk0fnyMu923b546diw2MSIAAGqHJ544rPPOc82UNAyL7r67jlJSWEMKoPYgGQIAJ2nePLt+/jlYkhQe7tSjj2aV0wMAgMAQEiK99tohNWjgkOQqqDp4cJz27jU5MAD4fyRDAOAkHDhg1aRJUe72ffflqGFDp4kRAQBQu9Sr59ScOQcVEeH6fNy9O0jXXRfEDjMAagWSIQBwEp56KlqHD7veQs88s0R33pljckQAANQ+bdoUa+bMQ7JaXVvK/PijVffcEyuHw+TAAAQ8kiEAUEnffBOixYsj3O0nnjisUOrCAQBwXD17FmriRM8OM599Fq5HH41hy10ApiIZAgCVkJ9v0cMPx7rbV1+dr5492UoXAICy3HZbnu66yzOLct48u557LqqMHgBQvUiGAEAlvPhipHbtclXDj4lx6qmnDpfTAwAASK7t5wcO9KyPmT49StOnR5oYEYBARjIEACpoy5Zgvfqq56bt0UezlJBA0VQAACrCapVmz3aoV68C97Fnn43WnDkRZfQCgOpBMgQAKiA/36KRI2PlcLgq4F9wQaFuvDHP5KgAAPAtwcHSK68cVLduniWmjzwSqwULSIgAqFkkQwCgAp5+Okq//RYsSYqIcOqFFzJlYWdAAAAqLSxMevPNg+rQoch97KGHYjV7tt3EqAAEGpIhAFCOL78M1ZtvepbHPPFEls46iz0BAQA4WXa7ofnzD6hdO09C5LHHYjRzJgkRADWDZAgAlGH/fqtGj451ty+7LJ/lMQAAVIHYWENvv31AnTp5EiJPPRWjF1+MZNtdANWOZAgAnEBJiTR8eB3t22eTJMXHO/TCC4dZHgMAQBWJjjb01lsHdMEFnhoikydH66GHYlRSYmJgAPweyRAAOIEXXojS2rWhkiSLxdDUqZmKj2f3GAAAqpJrycxBXXyxZ5eZhQvtGjIkTrm5fAMBoHqQDAGA41i5MlTTp0e526NHZ6t798IyegAAgJMVHm5ozpyD6tfPsxR1zZow9etXV/v28U8WAFWPdxYAOMZPP1k0cmQdd7t79wKNGpVjYkQAAPi/kBBp6tRM3XtvtvvYTz+F6Kqr6unHH4NNjAyAPyIZAgBH2bvXqmuuCVJOjuvtsVGjEv33v5my8m4JAEC1s1ikhx7K1vPPZ8pmc1VR3bvXpn794rVgQYTJ0QHwJ9zeA8D/y8216Lbb4rR7t2t9clSUU3PnHlRcHHVCAACoSYMG5WnBgoOKjXV9BhcXW/TQQ7F68MEY5eebHBwAv0AyBAAk5edLQ4bE6aefQiRJNpuh1147pObNKWUPAIAZLrqoUJ98sl8tWxa7j731ll1XX11P27cHmRgZAH9AMgRAwCsslO68M07ffRfqPvbss4d10UUUTAUAwEyNGzv0wQcZuu46T2HVX34JVu/e9TRrll2GYWJwAHwayRAAAa2oSBo+vI7WrAlzH5s4sUQ335xXRi8AAFBTwsMNTZuWqf/8J1NhYa5lM4WFFo0fH6ObborT33/bTI4QgC8iGQIgYOXkWHTLLXX16afh7mP335+tMWOoEQIAQG1isUg335ynzz7LUKtWnmUzX38dpksuqafXXrPL4TAxQAA+h2QIgIB04IBVAwfW1TffeJbG3H13jh54ILuMXgAAwExNm5boww/36667cmSxuNbI5Odb9cQTMerTJ16bN7MFL4CKIRkCIOBs3x6kf/4zXps3h7iPPfhglh55JEsWi4mBAQCAcoWGSo89lqUPPshQ8+aeWSKbNoXoqqvq6b77YrVnD//MAVA23iUABJT33w9Tnz7x+vNPVxV6q9XQ889natSoHBIhAAD4kA4divXJJ/s1ZkyWQkI8lVSXLo3QP/6RoBdfjFR2Nh/uAI6PZAiAgJCXZ9G4cTEaPjxO+fmutz673anXXz+kQYMolgoAgC8KCZHuuy9Ha9ak6/LL893H8/Otmjw5Wl261Ne0aZHKySEpAsAbyRAAfm/jxmD16lVPc+fa3ceaNCnRihUZuuKKAhMjAwAAVeGssxyaPfuQFi3KUIsWnqUzmZlWPf98tLp0SdCUKZE6cIB//gBw4d0AgN86eNCqhx+O0XXXxWvXriD38SuvzNdHH+1Xs2YlJkYHAACq2oUXFumzz/brxRcP6YwzPJ/zhw7ZNGlStDp3rq9//ztGO3YElXEVAIGAZAgAv1NQIL3xhl0XXpig+fPtcjpdU2OjopyaMuWQXn/9kKKjjXKuAgAAfJHNJl1/fb6++ipdL754SI0be5IihYUWvf22XZdemqC+feP19tsRLKEBAhTJEAB+Iz/flQTp2rW+Hn88RocPe97iLrmkQJ9/vl8DB+ZTKBUAgAAQHOxKinz9dbpefvmQ2rUr8nr8hx9C9O9/x6p9+/q6995YrVwZqsJCk4IFUOOYHwbA5/3xh03z59u1aFGEMjO9c7xnnlmixx8/rF69CkmCAAAQgIKDpWuuyVffvvn64YcQvf66XZ99FqaSEteNQV6eVcuWRWjZsghFRjp12WUF6tmzQP/4R5Hi4pwmRw+gupieDNm9e7dmz56tlJQU2e129ejRQwMGDJDVWvaklby8PM2ZM0cbN26U0+lUx44dNWTIEEVFRXmdt3HjRr3zzjvau3evEhISNGDAAHXt2vWkrgWg9khPt+qjj8L0/vvh2rgxtNTj9es7NHx4jgYPzlVo6YcBAECAsVikzp2L1LlzkTIyrFq+PFzvvBOhX34Jdp+Tk2PV8uURWr48QhaLoTZtinXRRYW68MJCtW9frMhIltkC/sJiGIZpr+icnBw98MADatSokfr27au9e/dq/vz5uvrqq3XDDTeU2ffpp59WWlqaBg8eLKvVqoULFyomJkZPPvmk+5wdO3ZowoQJuuyyy3TeeecpOTlZK1as0Lhx45SUlFSpa5UlLS2tzMfj4+OVkZFRoWvBdzCuNSs/X/rxxxB9/XWovvoqVFu3hhz3vMaNS3TnnTm68cY8hYWd3O9ibP0T4+qfGFf/xLj6r9o2toYh/fRTsFasCNOKFeH6888Tf1dstRo699wSdehQpI4di9SqVbGaNi056fsNf1LbxhVVwx/GtWHDhid8zNSZIatWrVJRUZEeeOABRUREqG3btsrPz9eSJUvUp08fRUREHLdfSkqKNm/erAkTJqhly5aSpLi4OI0bN05btmxR27ZtJUnLli1TixYtNHToUElS69attXv3bi1dutSdDKnotQDUDMOQDhyw6vffg/Trr0HavDlYmzcHa8eOYPd01mPZbIYuuaRQt96aq+7dC1XOxDIAAABJrtkibdsWq23bYo0dm61t24K0cmWYvv46VP/7X4gcDs+9h9Np0c8/B+vnn4O1cKFdkitBctZZJTr33BI1a1aixo1L1LixQ6ef7tBppzlks5n1zACUx9RkyKZNm5SUlOSV9OjWrZsWLlyo7du3q1OnTsftl5ycrJiYGHfyQpKaNm2qhIQEbdq0SW3btlVxcbG2bt2qIUOGePXt2rWrZsyYoby8PEVERFToWgBOncMh5eRYlJ1tVVaWRfv327Rvn1Xp6Talp7v+/Ptvm37/PUhZWeVnM4KCDHXuXKQ+ffJ19dUFqluXNb0AAODkWSxS69Ylat06R6NH5ygry6K1a10zUjduDNEvvwS5d6g7wum0aOfOYO3cGayPP/a+XlCQocREh+rXdyg+3un+r25dVzsuzqnISEORkU5FRRmKjDQUFmZQ4wyoIaYmQ1JTU9WqVSuvY/Hx8QoNDS1z6UlqaqoSExNLHU9MTFRqaqokad++fXI4HKXOS0xMlGEYSktLU9OmTSt0LX+ydGm49u71TlEfb6FURY9V9tyK9T3+J8CpxHmqz+d4wsJsys/3ritz4muWfk41FfupjcXxz3U4LCouloqKLCoutqioyPPzkeNFRVJBgUU5Oa7kR17eqU/XaNq0WBdeWKSLLy7QBRcUKSqKdbsAAKB6REcbuuKKAl1xRYEk15c6mzYF63//C9GmTcH65Zdg/fmn7YT3riUlFv35Z1CZS2+OZbO5kiJ2u1MhIVJoqKGQEEMhIVJIiFGqbbNJVqtrhorrT9d/NpsrqXJ022p1JXxsNtefxyZdLJbS91UVTcxERlqVmxtZZt/jXauix2AOu730uF5xRb6aNnWYFFHVMjUZkpubK7vdXuq43W5XTk5Omf2Ot4TGbrcrPT1dktz9j71+ZGSk+xoVvZY/mTfPrh9/PH6tBZwMiuxWB7vdqSZNStSkSYlatixRu3ZFatu2WNHRJD8AAIA5IiMNXXhhkS680LNFb16eRb/+GqQdO4L0++9B+vtvm/7+2/Xn/v2VXyPjcFh0+LBFhw/74prfaLMDQLXwHtcmTUpIhgSy1atXa/Xq1ZKk5557TvHx8WWeHxQUVO45NSU4mCGHOSwWQ1FRUnS0FBVlqH59qX59Qw0aSA0auP5MTDTUrJnrZ9e3AkH//1/NViarTa9ZVB3G1T8xrv6JcfVf/ji2jRtLl1567FGH8vIc+vNPKT3dov37LUpPd/185M/MTCkrS8rOtig7W8rOds2qBWqz6OgoxcdHln+iDzD1X8Z2u115eXmljufm5rpncJyoX3Z29nH7HZkJcqT/sdc/dsZIRa51rJ49e6pnz57udnkVdmtTFd5//jNCHTuWzlJXdDraic47lWlvlZkedyrT9yr3e8o/ZrdHHPf/38pds2qfz4l/T9Ues1pd0zODg11TNYOD5Z6yGRxsKDjYUGio61hUlGsdrN1uVLiw6YEDFTuvutSm1yyqDuPqnxhX/8S4+q9AG9t69Vz/VVRRkWs5Tl6eVYWFR5Yeu/47un3kZ6fTtazZ4XD97PnP1XY4XI87nRY5HHKff2ztk1Ndvh0R4X1ffOx5p7JsG+YJD49Qfr73v3fi4/OVkVFiUkSVV2t3kzleXY6MjAwVFhaWGXRiYqI+//zzUsfT0tLUuXNnSVL9+vVls9mUmprqVRw1LS1NFovFff2KXMuf3HZb6X+84+TEx4cpI+PEy7kAAACAyggJkeLiDMXF+dYyhPj4UGVklP6CGb7N38fV1MVo7dq10+bNm5Wfn+8+tnbtWoWEhHglMI7Vvn17ZWZmaseOHe5jO3fu1L59+9SuXTtJUnBwsFq3bq1169Z59V27dq2aNWvmrhNSkWsBAAAAAAD/YWoypFevXgoODtakSZO0ZcsWrV69WkuWLFHv3r29ipqOHDlSM2fOdLebNWumpKQkTZ8+XevXr9eGDRs0bdo0NW/e3Gsr3H79+mnbtm2aM2eOtm3bpgULFig5OVn9+/ev9LUAAAAAAIB/MHWZTGRkpMaPH69Zs2bp+eefl91u19VXX62BAwd6ned0OuV0Or2OjRo1SnPnztXMmTNlGIY6dOigIUOGeJ3TvHlzjR49WosWLdLKlSuVkJCge++9V0lJSZW+FgAAAAAA8A8Ww6BMzalKS0sr8/FAKxQVKBhX/8XY+ifG1T8xrv6JcfVfjK1/Ylz9kz+Ma1m1SH1xA2sAAAAAAICTRjIEAAAAAAAEFJIhAAAAAAAgoJAMAQAAAAAAAYVkCAAAAAAACCgkQwAAAAAAQEAhGQIAAAAAAAIKyRAAAAAAABBQSIYAAAAAAICAQjIEAAAAAAAEFJIhAAAAAAAgoJAMAQAAAAAAAYVkCAAAAAAACCgWwzAMs4MAAAAAAACoKcwMqQEPP/yw2SGgGjCu/oux9U+Mq39iXP0T4+q/GFv/xLj6J38fV5IhAAAAAAAgoJAMAQAAAAAAAYVkSA3o2bOn2SGgGjCu/oux9U+Mq39iXP0T4+q/GFv/xLj6J38fVwqoAgAAAACAgMLMEAAAAAAAEFCCzA7AH+Tl5WnFihVKTk5WWlqaQkJC1KxZM918881q2LBhqXPnzJmjjRs3yul0qmPHjhoyZIiioqK8ztu4caPeeecd7d27VwkJCRowYIC6du1ak08LktauXau1a9cqJSVFmZmZGj58uLp3717qvIMHD2rWrFn66aefFBwcrK5du2rQoEEKDQ31Om/16tX64IMPdODAATVq1EiDBg1SmzZtaujZoCy7d+/W7NmzlZKSIrvdrh49emjAgAGyWskZ10Z79+7VBx98oJSUFP39999q0aKFJkyY4HWOYRh69913tWrVKmVlZalp06YaMmSIzjzzTK/zGPva4/vvv9fXX3+t33//XXl5eWrYsKH++c9/6sILL/Q6ryLvpRV9X0b1W7dunVasWKG0tDQVFhYqPj5eF110kfr27augINetKK9X33fw4EHdd999Kiws1Lx58xQWFiaJsfVFX375pWbMmFHq+B133KHLLrtMEuPqqxwOhz788EOtWbNGGRkZio6OVpcuXXTbbbe5zwmksSUZUgUyMjL0+eef65JLLtGNN96owsJCvffee3rkkUf0wgsvKD4+3n3ulClTlJaWpmHDhslqtWrhwoV64YUX9OSTT7rP2bFjhyZPnqzLLrtMQ4YMUXJysqZOnSq73a6kpCQznmLAWrdunfbv368OHTpozZo1xz2npKRETz/9tIKCgjRq1Cjl5uZq3rx5ys3N1b333us+79tvv9Xrr7+uAQMGqHnz5vryyy/13HPP6dlnn1Xjxo1r6inhOHJycjRx4kQ1atRIY8aM0d69ezV//nwZhqEbbrjB7PBwHH///beSk5N1zjnnyOFwHPec9957T8uWLdPgwYPVsGFDffTRR5o4caImT56s2NhYSYx9bbNixQolJCTo1ltvVXR0tP73v/9p2rRpys7O1pVXXimpYu+lFX1fRs3Izs5W69at1adPH0VEROi3337TkiVLlJmZqdtvv10Sr1d/MH/+fIWFhamwsNDrOGPru8aPH6+QkBB3u379+u6fGVff9PLLL2vbtm3q37+/EhMTlZGRod27d3udE1Bja+CU5efnG4WFhV7HsrOzjUGDBhmLFy92H/vll1+MAQMGGNu2bXMf+/XXX40BAwYYmzdvdh976qmnjAkTJnhd75lnnjEeffTRanoGOBGHw2EYhmuMBwwYYHzxxRelzvnmm2+MgQMHGvv27XMf++6774yBAwcaaWlp7mP33nuv8fLLL3tde/To0cbUqVOr7wmgQpYvX27cdtttRm5urvvYe++9Z9x8881ex1B7HHltGoZhTJo0yXj88ce9Hi8sLDRuueUWY8mSJe5j+fn5xtChQ423337bfYyxr10OHz5c6thLL71kDB8+3N2uyHtpRd+XYZ633nrLuPXWWw2n08nr1Q9s27bNuO2224z333/fGDBggJGfn28YBu/FvuqLL77wGsdjMa6+KTk52bjhhhuMv//++4TnBNrY+s4cllosLCzMK2sqSZGRkapXr54OHTrkPpacnKyYmBi1bNnSfaxp06ZKSEjQpk2bJEnFxcXaunWrLrjgAq/rde3aVSkpKcrLy6u+J4JSKjLNa9OmTe5xPOK8885TUFCQe1z37dunPXv2eC11slqtuuCCC9znwDybNm1SUlKSIiIi3Me6deumoqIibd++3cTIcCLlvTZTUlKUn5/v9V4aFhamjh07Kjk52X2Msa9doqOjSx0766yz3J+lFX0vrcj7MswVFRWlkpISSbxefZ3T6dSbb76p/v37l3oNM7b+iXH1TWvWrFHr1q3VqFGjE54TaGNLMqSaZGVlae/evTrttNPcx1JTU5WYmFjq3MTERKWmpkpy3eg5HI5S5yUmJsowDKWlpVVv4Ki01NTUUrVhgoKCVL9+ffe4Hvnz2PMSExOVk5OjrKysmgkWx3W8MYyPj1doaCivOR+Vmpoqq9Xq9R4sSY0aNfIaU8a+9ktJSXGPY0XfSyvyvoya53Q6VVhYqB07duiTTz7RZZddJovFwuvVx61cuVLFxcW6/PLLSz3G2Pq2kSNH6oYbbtB9992nVatWuY8zrr7pt99+02mnnaZZs2bp1ltv1aBBgzRp0iQdPHjQfU6gjS01Q6rJkcJRRxfbzM3N9cqeHWG325Weni7Jtf7qyLGjRUZGuq+B2iU3N7fUeEmuMTwyXkf+PPa8I+2cnJzjfiOKmlHWGB55TcK35ObmKiwsrNQMErvdrsLCQpWUlCgoKIixr+V++uknbdy4UXfffbekir+XVuR9GTVv8ODBKi4uliRddNFFGjRokCRer74sOztbixYt0siRI93FcI/G2Pqm2NhYXX/99WratKmcTqe+++47vf766yosLFTv3r0ZVx+VmZmpL7/8UmeccYbuu+8+FRQUaMGCBZo0aZKefvppWSyWgBtbkiEnkJeX57XE5USON9Nj5cqV+uabb/TAAw+U2iUG5jqVcQUA1Jz09HRNmzZNnTp1Ou4uXvA9EydOVFFRkX777TctXbpUs2fP1h133GF2WDgFb7/9tpo1a6YOHTqYHQqqULt27dSuXTt3u3379iouLtby5ct11VVXmRcYTolhGDIMQ2PGjHH/GzU2NlYTJkzQ1q1bA3KHS5IhJ/D999/r1VdfLfe8xYsXe7V/+OEHzZ49WzfffLPOO+88r8fsdruys7NLXePozNqRGSDH1gY50YwRVM7JjmtZ7Hb7cWu55Obm6owzznCfI7nG9egxPPIN5ZFxhznKGkPGxjfZ7XYVFBTI6XR6fbuRm5ur0NBQ9zeYjH3tlJOTo2effVbx8fFeu79U9L20Iu/LqHlNmjSRJDVv3lxRUVF6+eWX1bt3b16vPurvv//WF198oSeeeML9Gjyyk0xeXp6sVitj60e6dOmi77//Xvv372dcfVRkZKQSEhK8vqxv3ry5goKCtHv3brVp0ybgxpZkyAlceumluvTSSyvVZ8eOHXrppZfUq1cv9enTp9TjiYmJ+vzzz0sdT0tLU+fOnSW5tqyy2WxKTU31KrSalpYmi8VSam0WKudkxrU8R9d8OaKkpET79u1Tr1693OdIrvV19erVc5+XmpqqyMhIlsiY7HhjmJGRocLCQl5zPioxMVFOp1N79+71GsNj17gy9rVPYWGhnnvuOZWUlOjhhx9WaGio+7GKvpdW5H0Z5jrrrLMkuWYA8Xr1TXv27JHD4dCjjz5a6rG77rpLPXr00IUXXsjY+gmLxeL+k9esb0pMTHQvVTyaYRju8Q20saWAahX5+++/9fzzz6tdu3YaMmTIcc9p3769MjMztWPHDvexnTt3at++fe6paMHBwWrdurXWrVvn1Xft2rVq1qzZcWuOwFzt2rXTzp07tX//fvexH374QSUlJe5xrV+/vk477TSvcXU6nVq3bp3XNESYo127dtq8ebPy8/Pdx9auXauQkBCvpCR8R7NmzRQeHq7vv//efaywsFA//vij2rdv7z7G2NcuDodDL774ovbs2aNx48YpJibG6/GKvpdW5H0Z5vrll18kSQkJCbxefVTz5s31+OOPe/3Xt29fSdLYsWPVp08fxtaPrFu3TlFRUYqPj2dcfVSHDh30119/eW3c8PPPP8vhcOjMM8+UFHj3T8wMqQKHDx/WM888o7CwMF155ZX67bff3I9FRES4ty9q1qyZkpKSNH36dA0ePFgWi0ULFy5U8+bN1bZtW3effv36acKECZozZ446d+6s5ORkJScna9y4cTX+3ALd7t27tXv3bhUVFUlyJa/CwsIUHR3tfqF36dJF7777riZNmqTrr79eeXl5mjt3rrp16+ZViXnAgAH673//q3r16uncc8/VV199pT179nhNAYc5evXqpU8++USTJk1S3759lZ6eriVLlqh3794kIGupwsJC9xZvBw8eVH5+vvsfyO3bt1doaKiuueYaLVu2THa7XYmJiVqxYoUMw9AVV1zhvg5jX7u88cYbSk5O1m233abs7GyvpaVnnXWWgoODK/ReWtH3ZdSMp59+Wm3atNHpp58uq9WqX375RR9++KG6du2qBg0aSBKvVx8UHR2tVq1aeR07koBs0aKFwsLCJDG2vmjSpElq2rSpzjjjDDmdTq1du1Zr167VkCFDZLVaFRISwrj6oJ49e+qTTz7R888/r2uvvVYFBQVauHCh2rRpo+bNm0tSwI2txTAMw+wgfN22bdv0xBNPHPexli1basKECe52bm6u5s6dqw0bNsgwDHXo0EFDhgwptUxiw4YNWrRokfbs2aOEhAQNGDBA3bp1q86ngeNYvHixli5dWur4seN64MABzZo1Sz/99JOCg4PVtWtXDR482Gt6tyStXr1a77//vg4cOKDTTz9dgwYNCshiRbXR7t27NWvWLKWkpMhut6tHjx4aOHBgqWraqB3S09N1zz33HPex6dOnKyEhQYZh6N1339XKlSuVnZ2ts88+W0OGDHFPzz+Csa89RowY4TWb42hHxlWq2HtpRd+XUf3eeecdbdy4Uenp6bLZbKpfv766d++uXr16udef83r1D19++aVmzJjh3lVRYmx90VtvvaX169frwIEDMgxDjRo10tVXX62LLrrIfQ7j6pv27t2rN998U9u3b1dQUJA6deqkW2+91avORyCNLckQAAAAAAAQUHwnbQMAAAAAAFAFSIYAAAAAAICAQjIEAAAAAAAEFJIhAAAAAAAgoJAMAQAAAAAAAYVkCAAAAAAACCgkQwAAAAAAQEAhGQIAAAAAAAIKyRAAAAAAABBQ/g9RSd1NmJ4ksQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<hr style=\"border:1px solid black\"> </hr>\n",
        "A time series is also thought to include three systematic components: level, trend, and seasonality, as well as one non-systematic component termed noise.\n",
        "\n",
        "The components' definitions are as follows:\n",
        "- The **level** is the sum of all the values in a series.\n",
        "- The **trend** is the upward or downward movement of the series' value.\n",
        "- The series' short-term cycle is known as **seasonality**.\n",
        "- **Noise** is the term for the random variation in the series.\n",
        "------------------------------------\n",
        "## Check for stationarity\n",
        "\n",
        "Time series analysis only works with stationary data, so we must first determine **whether a series is stationary.**\n",
        "Stationary time series is when the mean and variance are constant over time. It is easier to predict when the series is stationary.\n",
        "\n",
        "**What does it mean for data to be stationary?**\n",
        "\n",
        "- The mean of the series should not be a function of time. Because the mean increases over time, the red graph below is not stationary.\n",
        "\n",
        "<img src=\"https://imgur.com/LjtBXwf.png\">\n",
        "- The variance of the series should not be a function of time. Homoscedasticity is the term for this characteristic. The varying spread of data over time can be seen in the red graph.\n",
        "\n",
        "<img src=\"https://imgur.com/v2Uye7X.png\">\n",
        "\n",
        "- Finally, neither the I th term nor the (I + m) th term's covariance should be a function of time. As you can see in the graph below, the spread gets less as time goes on. As a result, the'red series' covariance does not remain constant throughout time.\n",
        "\n",
        "<img src=\"https://i.imgur.com/6HVlvg2.png\">\n",
        "\n",
        "<hr style=\"border:1px solid black\"> </hr>"
      ],
      "metadata": {
        "id": "33lAxwZz95ph"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "iZmNY-Vu9yfi",
        "outputId": "adeea8b7-d88c-44e1-ab8d-4f6949a1d1bb"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                Close\n",
              "Date                                 \n",
              "2020-03-16 04:00:00+00:00   29.671333\n",
              "2020-03-17 04:00:00+00:00   28.680000\n",
              "2020-03-18 04:00:00+00:00   24.081333\n",
              "2020-03-19 04:00:00+00:00   28.509333\n",
              "2020-03-20 04:00:00+00:00   28.502001\n",
              "...                               ...\n",
              "2023-03-10 05:00:00+00:00  173.440002\n",
              "2023-03-13 04:00:00+00:00  174.479996\n",
              "2023-03-14 04:00:00+00:00  183.259995\n",
              "2023-03-15 04:00:00+00:00  180.449997\n",
              "2023-03-16 04:00:00+00:00  181.999893\n",
              "\n",
              "[757 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1ff3bcf5-8485-4e52-b33f-7a7f8017f13b\">\n",
              "    <div 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>Close</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-03-16 04:00:00+00:00</th>\n",
              "      <td>29.671333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-17 04:00:00+00:00</th>\n",
              "      <td>28.680000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-18 04:00:00+00:00</th>\n",
              "      <td>24.081333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-19 04:00:00+00:00</th>\n",
              "      <td>28.509333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-20 04:00:00+00:00</th>\n",
              "      <td>28.502001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-03-10 05:00:00+00:00</th>\n",
              "      <td>173.440002</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-03-13 04:00:00+00:00</th>\n",
              "      <td>174.479996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-03-14 04:00:00+00:00</th>\n",
              "      <td>183.259995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-03-15 04:00:00+00:00</th>\n",
              "      <td>180.449997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-03-16 04:00:00+00:00</th>\n",
              "      <td>181.999893</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>757 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1ff3bcf5-8485-4e52-b33f-7a7f8017f13b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-1ff3bcf5-8485-4e52-b33f-7a7f8017f13b 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-1ff3bcf5-8485-4e52-b33f-7a7f8017f13b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(stock_data[\"Close\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9iw9RfR_-Fnr",
        "outputId": "9d459977-2ecf-4900-d6f2-4fa39128e116"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.series.Series"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.mean(stock_data[\"Close\"].head(12))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w9m44UGj-Kti",
        "outputId": "63f41deb-365d-453a-ab4c-4d015ca2282d"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31.326944986979168"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15,7))\n",
        "plt.plot(stock_data[\"Close\"])\n",
        "plt.plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 446
        },
        "id": "LLptVq_1-RwX",
        "outputId": "fec68a24-43d0-4986-8aeb-63bace5e491e"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[]"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15,7))\n",
        "plt.plot(stock_data[\"Close\"].rolling(12).mean()) # we are goining over the window (window size = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "8ZPDDMq2-YFz",
        "outputId": "ac539b47-041e-47dc-b8a2-7495e7cde84b"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15,7))\n",
        "plt.plot(stock_data[\"Close\"].rolling(365).mean())\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "iXuYcunD-hsf",
        "outputId": "7cc893e4-6274-4017-9b5d-d0c32ac71da5"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "adfuller(stock_data[\"Close\"],autolag = \"AIC\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0tXKLONS-tdz",
        "outputId": "6629e6ff-0abe-4c8a-f726-8ea72fbb8eec"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-2.3412408543998935,\n",
              " 0.1590116271109105,\n",
              " 9,\n",
              " 747,\n",
              " {'1%': -3.439134355513998,\n",
              "  '5%': -2.865416893922985,\n",
              "  '10%': -2.56883447171999},\n",
              " 5358.815855647926)"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Note**\n",
        "\n",
        "### **1. p > 0.05 (Accept the Null Hypo and Reject the Alternate Hypo)**\n",
        "\n",
        "### **2. P < 0.05 (Accept the Alternate Hypo and Reject the Null Hypo)**"
      ],
      "metadata": {
        "id": "LxI7rUlY_n1Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "rolmean = stock_data[\"Close\"].rolling(12).mean() # rolling mean\n",
        "rolstd = stock_data[\"Close\"].rolling(12).std() # rolling standard deviation"
      ],
      "metadata": {
        "id": "8CJyoeHz_bQe"
      },
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rolmean.head(12)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TZbeaYwPAveL",
        "outputId": "0177f67e-02e1-4bfd-c14c-4b6939cfb044"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2020-03-16 04:00:00+00:00          NaN\n",
              "2020-03-17 04:00:00+00:00          NaN\n",
              "2020-03-18 04:00:00+00:00          NaN\n",
              "2020-03-19 04:00:00+00:00          NaN\n",
              "2020-03-20 04:00:00+00:00          NaN\n",
              "2020-03-23 04:00:00+00:00          NaN\n",
              "2020-03-24 04:00:00+00:00          NaN\n",
              "2020-03-25 04:00:00+00:00          NaN\n",
              "2020-03-26 04:00:00+00:00          NaN\n",
              "2020-03-27 04:00:00+00:00          NaN\n",
              "2020-03-30 04:00:00+00:00          NaN\n",
              "2020-03-31 04:00:00+00:00    31.326945\n",
              "Name: Close, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.mean(stock_data[\"Close\"].head(12))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "riItXcitAxyk",
        "outputId": "219fbb8c-23bc-4320-c843-c7a0d483e0f5"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31.326944986979168"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Test for staionarity\n",
        "def test_stationarity(timeseries):\n",
        "    # Determing rolling statistics\n",
        "    rolmean = timeseries.rolling(12).mean() # rolling mean\n",
        "    rolstd = timeseries.rolling(12).std() # rolling standard deviation\n",
        "    # Plot rolling statistics:\n",
        "    plt.figure(figsize = (18,8))\n",
        "    plt.grid('both')\n",
        "    plt.plot(timeseries, color='blue',label='Original', linewidth = 3)\n",
        "    plt.plot(rolmean, color='red', label='Rolling Mean',linewidth = 3)\n",
        "    plt.plot(rolstd, color='black', label = 'Rolling Std',linewidth = 4)\n",
        "    plt.legend(loc='best', fontsize = 20, shadow=True,facecolor='lightpink',edgecolor = 'k')\n",
        "    plt.title('Rolling Mean and Standard Deviation', fontsize = 25)\n",
        "    plt.xticks(fontsize = 15)\n",
        "    plt.yticks(fontsize = 15)\n",
        "    plt.show(block=False)\n",
        "    print()\n",
        "    \n",
        "    print(\"Results of dickey fuller test\")\n",
        "    adft = adfuller(timeseries,autolag='AIC')\n",
        "    # output for dft will give us without defining what the values are.\n",
        "    # hence we manually write what values does it explains using a for loop\n",
        "    output = pd.Series(adft[0:4],index=['Test Statistics','p-value','No. of lags used','Number of observations used'])\n",
        "    for key,values in adft[4].items():\n",
        "        output['critical value (%s)'%key] =  values\n",
        "    print(output)"
      ],
      "metadata": {
        "id": "rCgn8DRJBCNH"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test_stationarity(stock_data['Close'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 698
        },
        "id": "1EG7iOM-BabY",
        "outputId": "4a0d2e60-0742-4cf4-f870-07c70de35d0b"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Results of dickey fuller test\n",
            "Test Statistics                 -2.341241\n",
            "p-value                          0.159012\n",
            "No. of lags used                 9.000000\n",
            "Number of observations used    747.000000\n",
            "critical value (1%)             -3.439134\n",
            "critical value (5%)             -2.865417\n",
            "critical value (10%)            -2.568834\n",
            "dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<hr style=\"border:1px solid black\"> </hr>\n",
        "We can't reject the Null hypothesis because the p-value is bigger than 0.05. Furthermore, the test statistics exceed the critical values. As a result, the data is not stationary.\n",
        "\n",
        "Differencing is a method of transforming a non-stationary time series into a stationary one. This is an important step in preparing data to be used in an ARIMA model.\n",
        "So, to make the data stationary, we need to take the first-order difference of the data. Which is just another way of saying, subtract today’s close price from yesterday’s close price.\n"
      ],
      "metadata": {
        "id": "UEwlmHVyByHT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_data[\"Close\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3-hQxzwiBhPx",
        "outputId": "bb1785fd-5fef-4787-fb9b-2e64b9b21433"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2020-03-16 04:00:00+00:00     29.671333\n",
              "2020-03-17 04:00:00+00:00     28.680000\n",
              "2020-03-18 04:00:00+00:00     24.081333\n",
              "2020-03-19 04:00:00+00:00     28.509333\n",
              "2020-03-20 04:00:00+00:00     28.502001\n",
              "                                ...    \n",
              "2023-03-10 05:00:00+00:00    173.440002\n",
              "2023-03-13 04:00:00+00:00    174.479996\n",
              "2023-03-14 04:00:00+00:00    183.259995\n",
              "2023-03-15 04:00:00+00:00    180.449997\n",
              "2023-03-16 04:00:00+00:00    181.999893\n",
              "Name: Close, Length: 757, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        " 28.680000 - 29.671333"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wWXphi-PCF35",
        "outputId": "3bb01e0c-592b-4ec7-edf4-6f27e69ea9ba"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-0.9913330000000009"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "28.509333 -  24.081333"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4B4ZU4c-CXj4",
        "outputId": "0ac570d1-28d4-464a-c49e-42eb4ea460db"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4.428000000000001"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# differencing (log 1) \n",
        "\n",
        "stock_data[\"Close\"].diff() "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kmGDHlDSCOXF",
        "outputId": "1de14b16-5bea-4ea7-dd33-d8a63ad2f212"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2020-03-16 04:00:00+00:00         NaN\n",
              "2020-03-17 04:00:00+00:00   -0.991333\n",
              "2020-03-18 04:00:00+00:00   -4.598667\n",
              "2020-03-19 04:00:00+00:00    4.427999\n",
              "2020-03-20 04:00:00+00:00   -0.007332\n",
              "                               ...   \n",
              "2023-03-10 05:00:00+00:00    0.520004\n",
              "2023-03-13 04:00:00+00:00    1.039993\n",
              "2023-03-14 04:00:00+00:00    8.779999\n",
              "2023-03-15 04:00:00+00:00   -2.809998\n",
              "2023-03-16 04:00:00+00:00    1.549896\n",
              "Name: Close, Length: 757, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Get the difference of each Adj Close point\n",
        "tsla_close_diff_1 = df_close.diff()  # Here we can provide values (for Differencing eg:(2))"
      ],
      "metadata": {
        "id": "b4xOlGrQCVav"
      },
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tsla_close_diff_1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8oMhewlGCrSV",
        "outputId": "99cbd824-fd94-4f3a-9b56-16f90e42bd77"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2020-03-16 04:00:00+00:00         NaN\n",
              "2020-03-17 04:00:00+00:00   -0.991333\n",
              "2020-03-18 04:00:00+00:00   -4.598667\n",
              "2020-03-19 04:00:00+00:00    4.427999\n",
              "2020-03-20 04:00:00+00:00   -0.007332\n",
              "                               ...   \n",
              "2023-03-10 05:00:00+00:00    0.520004\n",
              "2023-03-13 04:00:00+00:00    1.039993\n",
              "2023-03-14 04:00:00+00:00    8.779999\n",
              "2023-03-15 04:00:00+00:00   -2.809998\n",
              "2023-03-16 04:00:00+00:00    1.549896\n",
              "Name: Close, Length: 757, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Do differencing until it converts into stationary data where mean and variance are constant**"
      ],
      "metadata": {
        "id": "rx70nn1SDTkl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "tsla_close_diff_1.dropna(inplace = True)"
      ],
      "metadata": {
        "id": "gOHzH-6gDDuk"
      },
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot the tsla Adj Close 1st order difference\n",
        "test_stationarity(tsla_close_diff_1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 698
        },
        "id": "qYYQ2Fp6DIbj",
        "outputId": "06b631b7-bb0f-4b6b-c417-3a672019d4a6"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x576 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Results of dickey fuller test\n",
            "Test Statistics               -8.073682e+00\n",
            "p-value                        1.525542e-12\n",
            "No. of lags used               9.000000e+00\n",
            "Number of observations used    7.460000e+02\n",
            "critical value (1%)           -3.439146e+00\n",
            "critical value (5%)           -2.865422e+00\n",
            "critical value (10%)          -2.568837e+00\n",
            "dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The p-value is obtained is less than significance level of 0.05 and the ADF statistic is lower than any of the critical values.\n",
        "\n",
        "We can reject the null hypothesis. So, the time series is in fact stationary.\n",
        "\n",
        "**Decompose the time series :**\n",
        "To start with, we want to decompose the data to seperate the seasonality, trend and residual. Since we have 3 years of stock data. We would expect there's a yearly or weekly pattern. Let's use a function seasonal_decompose in statsmodels to help us find it."
      ],
      "metadata": {
        "id": "GhyCmScsDlhF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "we will try to check the treand in the data\n",
        "\n",
        "breakdown\n",
        "\n",
        "season cycle error as well\n"
      ],
      "metadata": {
        "id": "Ht64yjF_Dpk1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So after taking Difference, we have converted Non-Stationary Data to Stationary Data using Difference Method. We Subtracted Present Time-Stamp from the Previous Time-stamp.\n",
        "\n",
        "From the above graph, we can see that Rolling Mean Rolling Std Deviation has constant mean\n",
        "\n",
        "The p value has become very very less\n",
        "\n",
        "PLOTTING SEASONALITY, TREND and RESIDUAL in BOTH THE ADDITIVE and MULTIPLICATIVE FORMS"
      ],
      "metadata": {
        "id": "EbK6DfufOow6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_data[[\"Close\"]]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "jOJmYV-qDLUP",
        "outputId": "9a8e1f8c-f6ea-4558-8d86-5527eb3b8477"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                Close\n",
              "Date                                 \n",
              "2020-03-16 04:00:00+00:00   29.671333\n",
              "2020-03-17 04:00:00+00:00   28.680000\n",
              "2020-03-18 04:00:00+00:00   24.081333\n",
              "2020-03-19 04:00:00+00:00   28.509333\n",
              "2020-03-20 04:00:00+00:00   28.502001\n",
              "...                               ...\n",
              "2023-03-10 05:00:00+00:00  173.440002\n",
              "2023-03-13 04:00:00+00:00  174.479996\n",
              "2023-03-14 04:00:00+00:00  183.259995\n",
              "2023-03-15 04:00:00+00:00  180.449997\n",
              "2023-03-16 04:00:00+00:00  181.999893\n",
              "\n",
              "[757 rows x 1 columns]"
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-aa7a373f-1ade-4f94-a17d-315ae1de3c6b 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-aa7a373f-1ade-4f94-a17d-315ae1de3c6b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **seasonal_decompose -> responsible for Decomposing the Time Series**"
      ],
      "metadata": {
        "id": "58-y7KpWF8XH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **PLOTTING SEASONALITY, TREND and RESIDUAL in BOTH THE ADDITIVE and MULTIPLICATIVE FORMS**"
      ],
      "metadata": {
        "id": "p6aqKQvgOuef"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "Q9WL7zELOuYt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**additive time series**"
      ],
      "metadata": {
        "id": "fLXYbxcWLiZV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# additive time series\n",
        "\n",
        "result=seasonal_decompose(stock_data[[\"Close\"]],period=30)\n",
        "fig=plt.figure(figsize=(20,10))\n",
        "fig=result.plot()\n",
        "fig.set_size_inches(17,10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 688
        },
        "id": "YB1Ji2P4GcKp",
        "outputId": "e1e6285b-4859-4b4b-e185-2c44bc7863b4"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1224x720 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "DfaOpyaPJEHq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**multiplicative time series**"
      ],
      "metadata": {
        "id": "B3Ztvt5NLmNa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# multiplicative time series\n",
        "\n",
        "result=seasonal_decompose(stock_data[[\"Close\"]],model=\"multiplicative\",period=30)\n",
        "fig=plt.figure(figsize=(20,10))\n",
        "fig=result.plot()\n",
        "fig.set_size_inches(17,10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 688
        },
        "id": "lT06lJk3EEKb",
        "outputId": "b1175efd-82e7-45f0-fedd-f7dcd9e3e44e"
      },
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1224x720 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "iHXe29DuESel"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}