/pandas-ml-quant

Master repository for the pandas-ml modules

Primary LanguageJupyter Notebook

pandas-ml-qunat - The Pandas Machine Leraning and Quant Finance Library

Python 3.7

[![Actions Status](https://github.com/KIC/pandas-ml- qunat/workflows/Python%20package/badge.svg)](https://github.com/KIC/pandas-ml- qunat/actions?query=branch%3Amaster)

This is the root repository of the follwoing 3 core components:

You will also find an integration test module which is used mainly for testing but may also serve as a source of documentation.

Last but not least there are some notebooks which I use for my experiments feel free to use them as well.

Installation

Currenty all 3 libraries are very much entangled. This dependency will weaken up as we reach stablity. Never the less it is possible to only use pandas-ml- utils together with pandas-ml-common.

pip install pandas-ml-common pandas-ml-utils pandas-ml-quant pandas-ml-quant-
data-provider

Demonstration of all 4 libraries used together

First import needed objects

%matplotlib inline
%load_ext autoreload
%autoreload 2

import warnings
warnings.filterwarnings('ignore')

import os
import sys
import matplotlib.pyplot as plt

from sklearn.neural_network import MLPClassifier
from pandas_ml_utils.ml.summary import ClassificationSummary
from pandas_ml_utils import FeaturesAndLabels, Model, SkModel
from pandas_ml_quant import pd, np
[
 {
  "name": "stderr",
  "output_type": "stream",
  "text": "automatically imported pandas_ml_utils 0.1.9\npandas_ml_quant_data_provider module not avialable!\n"
 }
]

Next fetch some stock data and plot it

Note that:

  1. all indicators and charting functionalities are behind the qand property attached to all pandas objects
  2. the machinelearning proptery provides access to (raw) data as it is useful/needed by statistical and ml models
  3. all model relevant functionalities are behind the model property
import pandas_ml_quant_data_provider
df = pd.fetch_yahoo("SPY").loc[:'2020-03-17']

# NOTE the access to the q_uant property
df[-200:].ta.plot(figsize=(10, 5))()
[
 {
  "data": {
   "text/plain": "<pandas_ml_quant.df.plot.TaPlot at 0x7f30b8713be0>"
  },
  "execution_count": 2,
  "metadata": {},
  "output_type": "execute_result"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 720x360 with 2 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 }
]
plt = df[-100:].ta.plot(figsize=(10, 6))
plt.candlestick()
plt.line(df[-100:]["Close"].ta.sma(period=20))
plt.bar("Volume")
plt.line(df[-100:]["Volume"].ta.sma(period=20), panel=1)
[
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 720x432 with 2 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 }
]

Now think of a predictive model

Lets say we want to predict in which quantile of a bolliner bands indicator the price in the future will be:

  • 0 means below lower band
  • 1 means in the middle band
  • 2 means above the upper band
# NOTE all technical analysis starts with the "ta_" prefix
df["Close"].ta.future_bband_quantile(5, 5).hist()
[
 {
  "data": {
   "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f3074ad3ef0>"
  },
  "execution_count": 4,
  "metadata": {},
  "output_type": "execute_result"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 432x288 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 }
]

And we want to predict this event based on a set of indicators like the RSI (Relative Strength Index) and such.

So we can build up a features and labels definition like so:

fnl = FeaturesAndLabels(
    features=[
        lambda df: df["Close"].ta.macd(),
        lambda df: df["Close"].ta.apo(),
        lambda df: df["Close"].ta.rsi(),
        lambda df: df["Close"].ta.roc(),
        lambda df: df["Close"].ta.trix(),
        lambda df: df["Close"].ta.ppo(),
        lambda df: df["Close"].pct_change().ta.zscore() / 4.,
        lambda df: df["Close"].ta.week_day(),
        lambda df: df["Close"].ta.week(),
        lambda df: df["Close"].ta.up_down_volatility_ratio(),
        lambda df: df.ta.adx(), 
        lambda df: df.ta.atr(),
        lambda df: df.ta.tr(),
        lambda df: df.ta.williams_R(),
        lambda df: df.ta.ultimate_osc(),
        lambda df: df.ta.bop(),
        lambda df: df.ta.cci(),
    ],
    labels=[
        lambda df: df["Close"].ta.future_bband_quantile(5, 5)
    ],
    targets=[
        lambda df: df["Close"].ta.bbands(5, stddev=2.0)
    ]
)

# NOTE the df.ml property provides access to (raw) data as it is useful/needed by statistical models
(features, req_samples), labels, targets, weights, gross_loss = df._.extract(fnl)
display(labels.tail())
display(targets.tail())
features.describe()
[
 {
  "data": {
   "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Close_quantile</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-03-04</th>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2020-03-05</th>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2020-03-06</th>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2020-03-09</th>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2020-03-10</th>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
   "text/plain": "            Close_quantile\nDate                      \n2020-03-04             0.0\n2020-03-05             0.0\n2020-03-06             0.0\n2020-03-09             0.0\n2020-03-10             0.0"
  },
  "metadata": {},
  "output_type": "display_data"
 },
 {
  "data": {
   "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>lower</th>\n      <th>mean</th>\n      <th>quantile</th>\n      <th>upper</th>\n      <th>z</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-03-04</th>\n      <td>286.764336</td>\n      <td>301.418</td>\n      <td>2.0</td>\n      <td>316.071664</td>\n      <td>1.311890</td>\n    </tr>\n    <tr>\n      <th>2020-03-05</th>\n      <td>289.040912</td>\n      <td>302.402</td>\n      <td>1.0</td>\n      <td>315.763088</td>\n      <td>-0.256267</td>\n    </tr>\n    <tr>\n      <th>2020-03-06</th>\n      <td>289.954725</td>\n      <td>302.640</td>\n      <td>1.0</td>\n      <td>315.325275</td>\n      <td>-1.091029</td>\n    </tr>\n    <tr>\n      <th>2020-03-09</th>\n      <td>267.428165</td>\n      <td>295.710</td>\n      <td>1.0</td>\n      <td>323.991835</td>\n      <td>-1.632143</td>\n    </tr>\n    <tr>\n      <th>2020-03-10</th>\n      <td>264.287381</td>\n      <td>293.360</td>\n      <td>1.0</td>\n      <td>322.432619</td>\n      <td>-0.456099</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
   "text/plain": "                 lower     mean  quantile       upper         z\nDate                                                           \n2020-03-04  286.764336  301.418       2.0  316.071664  1.311890\n2020-03-05  289.040912  302.402       1.0  315.763088 -0.256267\n2020-03-06  289.954725  302.640       1.0  315.325275 -1.091029\n2020-03-09  267.428165  295.710       1.0  323.991835 -1.632143\n2020-03-10  264.287381  293.360       1.0  322.432619 -0.456099"
  },
  "metadata": {},
  "output_type": "display_data"
 },
 {
  "data": {
   "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>macd_12,26,9</th>\n      <th>signal_12,26,9</th>\n      <th>histogram_12,26,9</th>\n      <th>Close_apo_12,26,0</th>\n      <th>Close_rsi_14</th>\n      <th>Close_roc_10</th>\n      <th>Close_trix_30</th>\n      <th>Close_ppo_12,26,1</th>\n      <th>Close_z_20</th>\n      <th>dow</th>\n      <th>...</th>\n      <th>-DM</th>\n      <th>+DI</th>\n      <th>-DI</th>\n      <th>ADX</th>\n      <th>atr_14</th>\n      <th>true_range</th>\n      <th>williams_R_14</th>\n      <th>ultimate_osc_7,14,28</th>\n      <th>bop</th>\n      <th>cci_14</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>...</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n      <td>6696.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>0.002469</td>\n      <td>0.002483</td>\n      <td>-0.000013</td>\n      <td>1.002586</td>\n      <td>0.549412</td>\n      <td>0.004074</td>\n      <td>0.036966</td>\n      <td>0.002469</td>\n      <td>-0.001884</td>\n      <td>0.336768</td>\n      <td>...</td>\n      <td>0.003465</td>\n      <td>0.238837</td>\n      <td>0.231782</td>\n      <td>0.231414</td>\n      <td>0.014070</td>\n      <td>0.014121</td>\n      <td>0.377358</td>\n      <td>0.546979</td>\n      <td>0.035894</td>\n      <td>0.240861</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.010855</td>\n      <td>0.010182</td>\n      <td>0.003328</td>\n      <td>0.015171</td>\n      <td>0.113711</td>\n      <td>0.031287</td>\n      <td>0.104870</td>\n      <td>0.010855</td>\n      <td>0.061558</td>\n      <td>0.233431</td>\n      <td>...</td>\n      <td>0.002748</td>\n      <td>0.072071</td>\n      <td>0.074269</td>\n      <td>0.083658</td>\n      <td>0.007752</td>\n      <td>0.010766</td>\n      <td>0.301345</td>\n      <td>0.102044</td>\n      <td>0.535648</td>\n      <td>1.052047</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>-0.074430</td>\n      <td>-0.067671</td>\n      <td>-0.026187</td>\n      <td>0.891758</td>\n      <td>0.167836</td>\n      <td>-0.267694</td>\n      <td>-0.558607</td>\n      <td>-0.074430</td>\n      <td>-0.243069</td>\n      <td>0.000000</td>\n      <td>...</td>\n      <td>0.000383</td>\n      <td>0.045037</td>\n      <td>0.042940</td>\n      <td>0.076231</td>\n      <td>0.003777</td>\n      <td>0.001403</td>\n      <td>0.000000</td>\n      <td>0.213803</td>\n      <td>-1.000000</td>\n      <td>-3.528658</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>-0.002274</td>\n      <td>-0.001852</td>\n      <td>-0.001824</td>\n      <td>0.995353</td>\n      <td>0.468869</td>\n      <td>-0.010744</td>\n      <td>-0.004643</td>\n      <td>-0.002274</td>\n      <td>-0.040082</td>\n      <td>0.166667</td>\n      <td>...</td>\n      <td>0.001731</td>\n      <td>0.185271</td>\n      <td>0.178014</td>\n      <td>0.168644</td>\n      <td>0.008947</td>\n      <td>0.007425</td>\n      <td>0.104751</td>\n      <td>0.475005</td>\n      <td>-0.417732</td>\n      <td>-0.565217</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.004366</td>\n      <td>0.004196</td>\n      <td>-0.000020</td>\n      <td>1.004714</td>\n      <td>0.557337</td>\n      <td>0.006633</td>\n      <td>0.053196</td>\n      <td>0.004366</td>\n      <td>-0.001925</td>\n      <td>0.333333</td>\n      <td>...</td>\n      <td>0.002673</td>\n      <td>0.238903</td>\n      <td>0.223312</td>\n      <td>0.217027</td>\n      <td>0.012001</td>\n      <td>0.011422</td>\n      <td>0.306316</td>\n      <td>0.550474</td>\n      <td>0.052632</td>\n      <td>0.465194</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.009252</td>\n      <td>0.008942</td>\n      <td>0.001735</td>\n      <td>1.011811</td>\n      <td>0.634132</td>\n      <td>0.021463</td>\n      <td>0.100423</td>\n      <td>0.009252</td>\n      <td>0.038237</td>\n      <td>0.500000</td>\n      <td>...</td>\n      <td>0.004238</td>\n      <td>0.290433</td>\n      <td>0.278001</td>\n      <td>0.278861</td>\n      <td>0.017153</td>\n      <td>0.017474</td>\n      <td>0.628268</td>\n      <td>0.621145</td>\n      <td>0.500000</td>\n      <td>1.055233</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.030255</td>\n      <td>0.026992</td>\n      <td>0.018458</td>\n      <td>1.059530</td>\n      <td>0.871774</td>\n      <td>0.215947</td>\n      <td>0.248461</td>\n      <td>0.030255</td>\n      <td>0.209840</td>\n      <td>0.666667</td>\n      <td>...</td>\n      <td>0.027590</td>\n      <td>0.498814</td>\n      <td>0.682994</td>\n      <td>0.588012</td>\n      <td>0.073397</td>\n      <td>0.145189</td>\n      <td>1.000000</td>\n      <td>0.846383</td>\n      <td>1.000000</td>\n      <td>3.223022</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows \u00d7 23 columns</p>\n</div>",
   "text/plain": "       macd_12,26,9  signal_12,26,9  histogram_12,26,9  Close_apo_12,26,0  \\\ncount   6696.000000     6696.000000        6696.000000        6696.000000   \nmean       0.002469        0.002483          -0.000013           1.002586   \nstd        0.010855        0.010182           0.003328           0.015171   \nmin       -0.074430       -0.067671          -0.026187           0.891758   \n25%       -0.002274       -0.001852          -0.001824           0.995353   \n50%        0.004366        0.004196          -0.000020           1.004714   \n75%        0.009252        0.008942           0.001735           1.011811   \nmax        0.030255        0.026992           0.018458           1.059530   \n\n       Close_rsi_14  Close_roc_10  Close_trix_30  Close_ppo_12,26,1  \\\ncount   6696.000000   6696.000000    6696.000000        6696.000000   \nmean       0.549412      0.004074       0.036966           0.002469   \nstd        0.113711      0.031287       0.104870           0.010855   \nmin        0.167836     -0.267694      -0.558607          -0.074430   \n25%        0.468869     -0.010744      -0.004643          -0.002274   \n50%        0.557337      0.006633       0.053196           0.004366   \n75%        0.634132      0.021463       0.100423           0.009252   \nmax        0.871774      0.215947       0.248461           0.030255   \n\n        Close_z_20          dow  ...          -DM          +DI          -DI  \\\ncount  6696.000000  6696.000000  ...  6696.000000  6696.000000  6696.000000   \nmean     -0.001884     0.336768  ...     0.003465     0.238837     0.231782   \nstd       0.061558     0.233431  ...     0.002748     0.072071     0.074269   \nmin      -0.243069     0.000000  ...     0.000383     0.045037     0.042940   \n25%      -0.040082     0.166667  ...     0.001731     0.185271     0.178014   \n50%      -0.001925     0.333333  ...     0.002673     0.238903     0.223312   \n75%       0.038237     0.500000  ...     0.004238     0.290433     0.278001   \nmax       0.209840     0.666667  ...     0.027590     0.498814     0.682994   \n\n               ADX       atr_14   true_range  williams_R_14  \\\ncount  6696.000000  6696.000000  6696.000000    6696.000000   \nmean      0.231414     0.014070     0.014121       0.377358   \nstd       0.083658     0.007752     0.010766       0.301345   \nmin       0.076231     0.003777     0.001403       0.000000   \n25%       0.168644     0.008947     0.007425       0.104751   \n50%       0.217027     0.012001     0.011422       0.306316   \n75%       0.278861     0.017153     0.017474       0.628268   \nmax       0.588012     0.073397     0.145189       1.000000   \n\n       ultimate_osc_7,14,28          bop       cci_14  \ncount           6696.000000  6696.000000  6696.000000  \nmean               0.546979     0.035894     0.240861  \nstd                0.102044     0.535648     1.052047  \nmin                0.213803    -1.000000    -3.528658  \n25%                0.475005    -0.417732    -0.565217  \n50%                0.550474     0.052632     0.465194  \n75%                0.621145     0.500000     1.055233  \nmax                0.846383     1.000000     3.223022  \n\n[8 rows x 23 columns]"
  },
  "execution_count": 5,
  "metadata": {},
  "output_type": "execute_result"
 }
]

Since we have no idea which features are actually "good" to predict the label, we want to do some feature analysis fist.

features, lags = df.model.feature_selection(fnl)
[
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 864x720 with 2 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "              macd_12,26,9  Close_ppo_12,26,1  signal_12,26,9  \\\nmacd_12,26,9           1.0                1.0        0.951949   \n\n              Close_apo_12,26,0       -DM  Close_rsi_14       -DI       +DI  \\\nmacd_12,26,9           0.904932 -0.758217      0.744916 -0.716031  0.673393   \n\n              Close_trix_30  Close_roc_10  ...  williams_R_14    cci_14  \\\nmacd_12,26,9       0.618245      0.598297  ...      -0.482684  0.465316   \n\n              histogram_12,26,9       ADX  Close_z_20   std +/-       bop  \\\nmacd_12,26,9           0.349434 -0.238764    -0.09685 -0.063415  0.056463   \n\n                  week       +DM       dow  \nmacd_12,26,9 -0.025925 -0.014531 -0.001901  \n\n[1 rows x 23 columns]\nlabel is continuous: True\n"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 864x720 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "Feature ranking:\n['bop', 'true_range', 'atr_14', 'ADX', 'Close_trix_30', '+DM', 'week', 'cci_14', 'dow', '-DI', 'histogram_12,26,9', '-DM', 'Close_rsi_14', 'Close_apo_12,26,0', 'signal_12,26,9', 'Close_z_20', 'std +/-', 'ultimate_osc_7,14,28', 'Close_roc_10', 'Close_ppo_12,26,1', 'williams_R_14', '+DI', 'macd_12,26,9']\n\nTOP 5 features\n     bop  true_range   atr_14       ADX  Close_trix_30\nbop  1.0   -0.063425 -0.02695  0.016357       0.003776\n\nfilter feature atr_14 with correlation 1.0 > 0.5\nFeatures after correlation filer:\n                   bop  true_range       ADX  Close_trix_30\nmacd_12,26,9  0.056463   -0.536868 -0.238764       0.618245\n"
 },
 {
  "data": {
   "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAJxCAYAAADijxK+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdebxd493//9fnnIyGDCQRQxCaLEVIUbRVRQ0pfkJpKU11IB1Qdwc/tO4OWlPv9i5ttRVFS6lSd2poipKgSsxDTFsihiRIkIiYQs65vn/snTiZ1jlZOetMXs/HYz+y11rX2vuzV3fjyntd17UjpYQkSZLU2urauwBJkiR1TXY0JUmSVAo7mpIkSSqFHU1JkiSVwo6mJEmSSmFHU5IkSaXo1t4FvI9cCOwPzAG2budaVKIsywI4B9gXeBP4YqVSuX8F7bYH/gj0BiYAx1cqlVQ7dhxwDNAA/KNSqfz/WZbtCIyrnR7AjyqVyviSP45aSZZlo6h+L+qBP1QqlTOXOd4TuBjYHngFOLRSqTyTZdm6wN+ADwN/rFQqxzY5pwfwG2A3oBH4fqVSuaoNPo5WQ9HvQu3YycBXqP7d8M1KpXJDlmW9gNuAnlT/u/63SqXyw1r7TwL/QzVYep3q30fTSv+QUo2JZtv5IzCqvYtQm/gUMKz2GAv8biXtfgcc3aTtKIAsy3YHRgPbViqVrYCf19o/AuxQqVRG1tqel2WZ/1jsBLIsqwfOpfrd2BL4XJZlWy7T7CvAvEql8gHgl8BZtf1vA/8NfHcFL/19YE6lUhlee91bSyhfrWh1vgu1docBW1H9O+C3tddbCOxRqVS2BUYCo7Is27n2Wr8Djqj9vXEZcEqZn0/tLyIujIg5EfHISo5HRPwqIqZFxMMRsV2TY0dGxNTa48jWqMeOZtu5DZjb3kWoTYwGLq5UKqlSqUwG+mVZtn7TBrXtPpVKZXItxbwYOLB2+OvAmZVKZSFApVKZU/vzzUqlsqjWphfgry10HjsC0yqVyvRKpfIOcDnV70lTo4E/1Z7/DfhklmVRqVTeqFQqt1PtcC7ry8AZAJVKpbFSqbxcTvlqRYW/C7X9l1cqlYWVSuVpYBqwY+3vmtdr7bvXHov/fkhAn9rzvsDzZXwodSh/JD/YWmEYEhHrAD8EdqL6Pf1hRPRf3WLsaEqtb0NgRpPtmbV9y7aZuZI2w4GPZ1l2V5Zlt2ZZ9uHFjbIs2ynLskeBKcDXmnQ81bG19DsxA6D2v+t8YN2VvWCWZf1qT3+SZdn9WZZdmWXZeq1XskqyOt+FlZ6bZVl9lmUPUh2e9a9KpXJXrc1RwIQsy2YCY4ClbtOr60kpNRdsjQYuTlWTgX4RsT6wD/CvlNLclNI84F+0wp3YFnc0I2KziLg2Il6uRbJXR8Rmq1uApOV0A9YBdgZOAK6opRlUKpW7arfTPwycXBubpfenbsBGwB2VSmU74E7eG2ah95lKpdJQuz2+EbBjlmWL5wJ8C9i3UqlsBFwE/G971agOY2X/YGnJP4JWWbT0t84jYjLVcSV/qe06DDgupbTTStqPpRrJ8nF6br8lPVa31k5v3U025hvXXcFPRuzcfOP3gXOvP6e9S2g1l912H1fe+RAAIzZen52Gb8J+21eHXe3703H86bjDGdh3rSXtX5r/Ol/89WX845SxAPzjvse4e+pz/PiwUYz97V/5yp47s9PwTQDY58e/5y/f/gLrrL3GUu/5pV9fxndG787WGy91V75ze2VOe1dQigdnzOHcWx/g/M/vA8C4f1e/K2M/vu2SNkf/+QaO+cSHGDlkEIsaG9n153/hPyccTkQAMP7BqTz6/Mucsu9HAEgpscMZl3DPyWOoi+CF+a8z9tIbufYbn27jT9cGunWdocgPPjebcyfdx/lH7gvAuFsfAGDsJz60pM3Rf5rAMbtvz8iN12NRQyO7/uwS/nPSFzj/tgeXatu0XVO/nXQfvbp348APDedz5/2dG779OQCef/V1xl48geu++dnSP2dbqf/sd6K9a/ha9GmzYUznseCr1PpWNeNSSuOWbRcRmwLXpZSWm3wcEdcBZ6aUbq9t3wycSHVSYa+U0k9r+/8beCultFr/gF2VW+drpJQuSSktqj3+THWc2AqllMallHZIKe1gJ1Nd3eG7bs/4E7/M+BO/zCe3GcbVdz9CSomHnp7F2r16LtXJBBjYdy3W6tWTh56eRUqJq+9+hD1GDANgj22Gc/fUZwF4Zs5c3m1ooP9avZn5yqssamgEYNbc+UyfPZcN1+nbth9UhWy94QCefWU+M+ct4J2GBv756HR2zzZeqs3uw4fw94emAnDjY8+w09D1l3QyVyQi2G34EO5+5gUAJj/9ApsP7LfS9uoYtt5wYO278BrvLGrgn1OeYvctNlmqze5bbMLfH3wSgBsfnc5OQzckIth9i03455SneGdRAzPnvcazr8xnxEYDmfvGW7z21kIA3n53EXc8NYvNBvajT6+eLFj4Ds+8/CoAdz410+9IJ9e0b1V7LNfJbIFZwJAm2xvV9q1s/2pZlUTzLGAe1YHLCTgU6E912QRSSisdD9CWvf2O6iuXXcjw3XZhrQHr8trsOVz7w9O548JL2rusdtWVEs2mUkr89Mp/cfvj0+nVozunHbHvktTxoLMuZPyJXwbgkede4HuX/oOF7yzi41tuxvcP2YuI4J1FDZxy2QSemDWb7vX1nHDg7uw8fFOuufsRzr9pMt3q66iL4OujPsae2wxvz4/a+rpooglw69QZnHn9XTSmxEEjh/G1XUfy60n3s9UGA9gj25iFixZx4vjbePyFV+jXuyc/P2Q3hvSvzuHY8+wreH3hO7zb0EifXj04f8w+fGBgf2a9+jonjb+VBW+/Q/81e3Ha6I+zwTL/qOkSulCiCXDrk89x5oQ7aWxs5KDtMr6223b8+uZ7q9+FD27KwncXceJVk977Lnz2kwxZp/pd+P0t9zP+/gr1dXWctO9H2HX4xlRefIWTr7qFxpRoTIlRW2/GN3bfHoCbHnuaX998L3UR9Ondk58e9Iklr9UVdIRE8xtt2Mf5bXqtRZ+3mURzP+BYqkvw7QT8KqW0Y20y0H3A4lno9wPb5/XvWlTLKnQ0n845nFJKKx2vaUdTK9JVO5paDV24o6nV0MU6mmo9djSXFxF/oXobfAAwm+pM8u4AKaXfR/VWyW+oTvR5E/hSSune2rlfBr5Xe6nTUkoXrW7NLf5/b0pp6Oq+mSRJksqTUvpcM8cT1R8EWdGxC6n+wEyraXFHMyK6U13fb9farluA81JK77ZmQZIkSZ1FXc5Yaq3aT1D+jmr0+tva9pjavqNauyhJkiR1fqvS0fxwSmnbJtsTI+Kh1i5IkiSps/CXb/KtyvVpiIjNF2/UFmtvaP2SJEmS1BWsSqJ5AjApIqbXtjcFvtTqFUmSJHUSdQ7RzLUqieZ/gPOARqq/oXke1Z88kyRJkpazKonmxcBrwE9q24cDlwCfae2iJEmSOgPHaOZblY7m1imlLZtsT4qIx1q7IEmSJHUNq9LRvD8idk4pTQaIiJ2Ae8spS5IkqeNzHc18zXY0I2IK1d827w7cERHP1bY3AZ4otzxJkiR1Vi1JNPcvvQpJkqROyDGa+ZrtaKaUnm2LQiRJktS1rMoYTUmSJDXhOpr5THwlSZJUChNNSZKkgkzs8nl9JEmSVAo7mpIkSSqFt84lSZIKChdsz2WiKUmSpFKYaEqSJBVkYpfP6yNJkqRSmGhKkiQV5ILt+Uw0JUmSVAoTTUmSpIJM7PJ5fSRJklQKE01JkqSC6lxHM5eJpiRJkkphoilJklSQiV0+r48kSZJKYaIpSZJUkOto5jPRlCRJUilMNCVJkgoyscvn9ZEkSVIp7GhKkiSpFN46lyRJKqgOZwPlMdGUJElSKUw0JUmSCnJ5o3wmmpIkSSqFiaYkSVJBJnb5vD6SJEkqhYmmJElSQY7RzGeiKUmSpFKYaEqSJBXkOpr5TDQlSZJUChNNSZKkghyjmc9EU5IkSaUw0ZQkSSrIxC6f10eSJEmlMNGUJEkqyDGa+Uw0JUmSVAo7mpIkSSqFt84lSZIKcsH2fCaakiRJKoWJpiRJUkFOBspnoilJkqRSmGhKkiQVZKCZz0RTkiRJpTDRlCRJKsgxmvlMNCVJklQKE01JkqSCXEczn4mmJEmSSmGiKUmSVJBjNPOZaEqSJKkUJpqSJEkFmdjl8/pIkiSpFCaakiRJBTlEM5+JpiRJkkphR1OSJEml8Na5JElSQXXhzfM8JpqSJEkqhYmmJElSQeaZ+Uw0JUmSVAoTTUmSpIJMNPOZaEqSJKkUJpqSJEkFmWjmM9GUJElSKUw0JUmSCgrX0cxloilJkqRSmGhKkiQVZJ6Zz0RTkiRJpTDRlCRJKsjELp/XR5IkSaUw0ZQkSSrISef5TDQlSZJUCjuakiRJKkWb3Do/9/pz2uJt1MkcM+r49i5BHcxvvrN3e5egDqjbqRe0dwnSSoULHOUy0ZQkSeoiImJURFQiYlpEnLSC47+MiAdrjycj4tUmxxqaHLumNepxMpAkSVJBHSnPjIh64FxgL2AmcE9EXJNSemxxm5TSt5q0Pw74UJOXeCulNLI1azLRlCRJ6hp2BKallKanlN4BLgdG57T/HPCXMguyoylJklRQtOUjYmxE3NvkMXaZcjYEZjTZnlnbt3zdEZsAQ4GJTXb3qr3u5Ig4cNWvxvK8dS5JktQJpJTGAeNa6eUOA/6WUmposm+TlNKsiNgMmBgRU1JKT63Om9jRlCRJKqiuIw3ShFnAkCbbG9X2rchhwDFNd6SUZtX+nB4Rt1Adv7laHU1vnUuSJHUN9wDDImJoRPSg2plcbvZ4RGwB9AfubLKvf0T0rD0fAHwMeGzZc1eViaYkSVJBHWkdzZTSoog4FrgBqAcuTCk9GhGnAvemlBZ3Og8DLk8ppSanfxA4LyIaqQaRZzadrV6UHU1JkqQuIqU0AZiwzL4fLLP9oxWcdwcworXrsaMpSZJUUMfJMzsmx2hKkiSpFCaakiRJBYWRZi4TTUmSJJXCRFOSJKkgA818JpqSJEkqhYmmJElSQXVmmrlMNCVJklQKO5qSJEkqhbfOJUmSCvLGeT4TTUmSJJXCRFOSJKkgF2zPZ6IpSZKkUphoSpIkFWSgmc9EU5IkSaUw0ZQkSSoozDRzmWhKkiSpFCaakiRJBdUZaOYy0ZQkSVIpTDQlSZIKMtDMZ6IpSZKkUphoSpIkFWSimc9EU5IkSaUw0ZQkSSrIdTTzmWhKkiSpFHY0JUmSVApvnUuSJBUU3jnPZaIpSZKkUphoSpIkFWRil8/rI0mSpFKYaEqSJBXkEM18JpqSJEkqhYmmJElSQeG081wmmpIkSSqFiaYkSVJB5pn5TDQlSZJUChNNSZKkgkw085loSpIkqRQmmpIkSQU56zyfiaYkSZJKYaIpSZJUUJ2BZi4TTUmSJJXCjqYkSZJK4a1zSZKkgsJ757lMNCVJklQKE01JkqSCXN0on4mmJEmSSmGiKUmSVJCJZj4TTUmSJJXCRFOSJKkgf4Iyn4mmJEmSSmGiKUmSVJCBZj4TTUmSJJXCRFOSJKkgx2jmM9GUJElSKUw0JUmSCjLQzGeiKUmSpFKYaEqSJBVUZ6SZy0RTkiRJpbCjKUmSpFJ461ySJKkg75znM9GUJElSKUw0JUmSCnLB9nwmmpIkSSqFiaYkSVJBYWSXy8sjSZKkUphoSpIkFeQYzXwmmpIkSSqFiaYkSVJBBpr5TDQlSZJUChNNSZKkghyjmc9EU5IkSaUw0ZQkSSrIQDOfiaYkSZJKYaIpSZJUUJ2RZi4TTUmSJJXCRHM1pZQ4/aqbuO2xp+jdozunH7EfWw4ZvFy7R597ke9d+g/efvdddt1yc7538J5LZqr9+dZ7+cu/76euro5PbLU53x29Ow8/+zw/vPz6xW/CMZ/ahT23zdryo6kNjLngXEbsP4oFc17iJyN2bu9y1EYiG0nd6C9BXR2Nd91MmvT3pY/vuj91O30SGhpJb7xG4xXnwryX32vQszf1J5xNevRuGsdf0MbVqywpJU772S+49T930KtXL8788Q/Y6oNbrLT9147/DjNnzeK6v12+1P4LL76Us355DndOvJF1+vcru2wplx3N1XTbY9N59qV5XP/fX+XhZ57nx1fcwF+/c+Ry7U694gZOPWwU22y6AV/9/ZX8+/Hp7Lrl5tz15LNMnDKV8Sd+mR7du/HKgjcAGLb+QK787hfpVl/HS/Nf56CzLmS3rYfRrd4Quiu584+XcstvxvHFi89r71LUVqKOuoOOomHcqTB/LvXHn0nDY/fC7JnvtZn1NA1nnwjvvkN8ZG/q9htD459/ueRw3ajDSNMfa4fiVabbbr+DZ56bwY1XX8VDUx7hR6efxZWXXLTCtjfePIk11+i93P4XXpzNfyZPZoPBywceKod3zvPZa1lNE6dMZfSOWxMRbDt0Qxa8tZCX5r++VJuX5r/O628vZNuhGxIRjN5xa25+eCoAl9/+AEft9RF6dK/2+ddde00AevfovqRTuXDRIr/IXdS0f9/Bm3PntXcZaksbf4D0yoswdw40LKLxwf8QW314qSbpqUfh3Xeqz5+dSvRd972DG24Ga/UjPflQW1atNnDzrbdx4P77EhGM3GYEry1YwJyXXl6u3RtvvslFf76Mrx/15eWOnfHzX3LC8ce5tqM6jBYnmhGxRkrpzTKL6YzmzF/A4H5rL9ler9/azJ6/gIF911qyb/b8Bay3TJs58xcA8MxLc7nvqRmcc92t9OzWjRMO3IMRm6wPwEPPPM8pl03g+bnzOWvM/qaZUhcQfdeBV5t0Hl59hdhkGGkl7et22oPGJx6onRzUH3AkDZedQwzbpvRa1bZmz5nD4MHrLdkevN4gZs+Zw6CBA5Zqd85vf8+XxxxOr969ltp/06RbGTRoIFtkw9ukXlXZqc/XbM8lIj4aEY8BT9S2t42I35Ze2ftEQ2Mj8998i8u//QW+e+DufPuiv5NS9T852266Add+7yiu+O6RnP+vySx8d1E7VyupLcV2Hyc22px0y9XV7Y/uQ+Pj98P8ue1cmdrL45UneW7GLPbaY/el9r/11tucd+EfOf7rX22nyqQVa0mi+UtgH+AagJTSQxGxa3MnRcRYYCzA7775BY7ed7fVKLNjuey2+7jyzuptqxEbr8+Lry5Ycmz2qwtYr+/aS7Vfr+/azF6mzaBam8F912avbTIigm022YC6COa9/hbrrL3GkvabDx7AGj27M/WFl9h64/XL/GiSSpbmzyX6NUmo+q1LWkHHMYaNoO6TB9Pwux9AQ/UfmbFJRgzdAj66D/TsBfXdqFv4No0TLm2r8tXKLv3rlVzxf9XJYCO22pIXX5y95NiLs+ew3qBBS7V/4KGHeeSxx9lj39Esamhg7ty5jDnqa5xy4neZOet5Rh96RPXcOXP49OFjuPKSixg4YOlEVK3LQDNfi26dp5RmLBMNN7TgnHHAOICGGy5a2V2hTunwXbfn8F23B+DWR6dx6W33s+92H+ThZ55n7V49l7ptDjCw71qs1asnDz09i2023YCr736EI2rn77HNcO6e+iw7Dd+EZ+bM5d2GBvqv1ZuZr7zK4H596FZfx6y585k+ey4brtO3zT+rpFY2YxoxYH1YZxDMn0vdyI/RcOnZS7fZYCh1B3+Vhj/8FF5/bcnuxsvOWfI8dtiNGLK5ncxO7ohDP8MRh34GgFv+fTt/vvxK9hu1Nw9NeYS111prudvmh3/2EA7/7CEAzHz+eb72zW9zyR9+D8CdE29Y0m6PfUfzt0v/5KxztbuWdDRnRMRHgRQR3YHjgcfLLavz2HXLzbnt0emMOvU8evXozmlH7Lvk2EFnXcj4E6uDtf/7s3vzvUv/wcJ3FvHxLTdj1y03A+DTO2/DKZdN4IAz/kD3+npO//x+RAT3PzWT82+aTLf6Ouoi+O/P7k3/tdZYYQ3qvL5y2YUM320X1hqwLmfMeJxrf3g6d1x4SXuXpTI1NtI4/g/UH30KRB2N90yE2TOp2+dQ0oynSI/dS93+Y6BnL+rHfAeA9OrLNF50VjsXrrJ9YpePcevtd7DXAZ+md69enP6j/15ybPShR3D1X/1HRUdkopkvFo8HXGmDiAHAOcCeQAA3AsenlF5p6Zt0tURTreOYUce3dwnqYH7znb3buwR1QN1Oda1QrcQafdu9mzfrQ1u0WR9nwweeaPfPu6qanQyUUno5pXRESmm9lNKglNLnV6WTKUmS1FVFXbTZo0X1RIyKiEpETIuIk1Zw/IsR8VJEPFh7HNXk2JERMbX2WH5R8AKavXUeEb9awe75wL0ppatbowhJkiStnoioB84F9gJmAvdExDUppWV/4eGvKaVjlzl3HeCHwA5AAu6rnbtaiz23ZGHGXsBIYGrtsQ2wEfCViDg770RJkqSuLKLtHi2wIzAtpTQ9pfQOcDkwuoUfZR/gXymlubXO5b+AUUWuSVMtmQy0DfCxlFIDQET8Dvg3sAswZXULkCRJUqvYEJjRZHsmsNMK2h1cW6rySeBbKaUZKzl3w9UtqCWJZn+g6Xo9awLr1DqeC1e3AEmSpM6qLqLNHhExNiLubfIYW6Dka4FNU0rbUE0t/9S6V2RpLUk0fwY8GBG3UJ11vitwekSsCdxUYm2SJEmqabpG+UrMAoY02d6otq/pazSd0P0Hqv28xefutsy5txQsdYlmO5oppQsiYgLV+/4A30spPV97fsLqFiBJktRZdbB1NO8BhkXEUKodx8OAw5s2iIj1U0ov1DYP4L210W+gGiT2r23vDZy8ugW16JeBqN5if6nW/gMR8YGU0m2r++aSJElqHSmlRRFxLNVOYz1wYUrp0Yg4lepqQdcA34yIA4BFwFzgi7Vz50bET6h2VgFOTSkt//u4q6glyxudBRwKPAo0Lv4sgB1NSZKkDiSlNAGYsMy+HzR5fjIrSSpTShcCF7ZmPS1JNA8EspSSE38kSZKaiA5277yjacms8+lA97ILkSRJUtfSkkTzTaqzzm+myXJGKaVvllaVJElSJ2Cgma8lHc1rag9JkiSpxVqyvFGpC3lKkiR1Vo7RzNeSWefDgDOALan+7jkAKaXNSqxLkiRJnVxLbp1fBPwQ+CWwO/AlWjaJSJIkqUsz0MzXkg5j75TSzUCklJ5NKf0I2K/csiRJktTZtSTRXBgRdcDU2mrzs4C1yi1LkiSp43OMZr6WJJrHA2sA3wS2Bz4PHFlmUZIkSer8chPNiKgHDk0pfRd4ner4TEmSJAHhrJVcuZcnpdQA7NJGtUiSJKkLackYzQci4hrgSuCNxTtTSv9XWlWSJEmdgGM087Wko9kLeAXYo8m+BNjRlCRJ0kq15JeBcsdlRsTJKaUzWq8kSZKkTqLORDNPawxh/UwrvIYkSZK6mNboaNqVlyRJ0nJaMkazOakVXkOSJKnzcTJQLhNNSZIklaI1Es0rW+E1JEmSOh2XN8rXbKIZEcMj4uaIeKS2vU1EnLL4eErp9DILlCRJUufUklvn5wMnA+8CpJQeBg4rsyhJkqROoS7a7tEJtaSjuUZK6e5l9i0qoxhJkiR1HS0Zo/lyRGxObXZ5RBwCvFBqVZIkSZ2BYzRztaSjeQwwDtgiImYBTwOfL7UqSZIkdXot+QnK6cCeEbEmUJdSWlB+WZIkSR1fdNKxk22l2Y5mRPxgmW0AUkqnllSTJEmSuoCW3Dp/o8nzXsD+wOPllCNJktSJOEYzV0tunf+i6XZE/By4obSKJEmS1CUU+WWgNYCNWrsQSZKkzsYxmvlaMkZzCrWljYB6YCDg+ExJkiTlakmiuX+T54uA2SklF2yXJElyjGau3I5mRNQDN6SUtmijeiRJktRF5P4EZUqpAahExMZtVI8kSZK6iJbcOu8PPBoRd9NkqaOU0gGlVSVJktQZOBkoV0s6movXzlwsgLPKKUeSJEldRUs6mt1SSrc23RERvUuqR5IkqdMIJwPlWmlHMyK+DnwD2CwiHm5yaG3gP2UXJkmSpM4tL9G8DPgncAZwUpP9C1JKc0utSpIkqTNwjGaulXY0U0rzgfnA59quHEmSJHUVRX6CUpIkSeCC7c3IXUdTkiRJKspEU5IkqaAwssvl5ZEkSVIpTDQlSZKKcoxmLhNNSZIklcJEU5IkqaBwHc1cJpqSJEkqhYmmJElSUY7RzGWiKUmSpFLY0ZQkSVIpvHUuSZJUlJOBcploSpIkqRQmmpIkSQWFk4FymWhKkiSpFCaakiRJRTlGM5eJpiRJkkphoilJklSUYzRzmWhKkiSpFCaakiRJBTnrPJ+JpiRJkkphoilJklSUs85zmWhKkiSpFCaakiRJBTlGM5+JpiRJkkphoilJklSUYzRzmWhKkiSpFHY0JUmSVApvnUuSJBXlZKBcJpqSJEkqhYmmJElSQeFkoFwmmpIkSSqFiaYkSVJRjtHMZaIpSZKkUphoSpIkFeUYzVwmmpIkSSqFiaYkSVJB4RjNXG3T0XxlTpu8jTqX33xn7/YuQR3Msb+4sb1LUAd07gHXt3cJ6qDqdz20vUtQM0w0JUmSinKMZi7HaEqSJKkUJpqSJElFOUYzl4mmJEmSSmGiKUmSVJSJZi4TTUmSJJXCRFOSJKkoE81cJpqSJEldRESMiohKREyLiJNWcPzbEfFYRDwcETdHxCZNjjVExIO1xzWtUY+JpiRJUhcQEfXAucBewEzgnoi4JqX0WJNmDwA7pJTejIivAz8DFq98/1ZKaWRr1mRHU5Ikqai6DnVzeEdgWkppOkBEXA6MBpZ0NFNKk5q0nwx8vsyCOtTVkSRJUmEbAjOabM+s7VuZrwD/bLLdKyLujYjJEXFgaxRkoilJklRUG04GioixwNgmu8allMYVfK3PAzsAn2iye5OU0qyI2AyYGBFTUkpPFa/YjqYkSVKnUOtU5nUsZwFDmmxvVNu3lIjYE/g+8ImU0sImrz+r9uf0iLgF+BCwWh1Nb51LkiQVFdF2j+bdAwyLiKER0QM4DFhq9nhEfAg4DzggpTSnyf7+EdGz9nwA8DGajO0sykRTkiSpC0gpLYqIY4EbgHrgwpTSo54dokwAACAASURBVBFxKnBvSuka4H+AtYAro9p5fS6ldADwQeC8iGikGkSeucxs9ULsaEqSJBXVwRZsTylNACYss+8HTZ7vuZLz7gBGtHY93jqXJElSKUw0JUmSiupY62h2OF4dSZIklcJEU5IkqagONkazozHRlCRJUilMNCVJkooy0cxloilJkqRSmGhKkiQVZaKZy0RTkiRJpbCjKUmSpFJ461ySJKkoF2zP5dWRJElSKUw0JUmSinIyUC4TTUmSJJXCRFOSJKkoE81cJpqSJEkqhYmmJElSUSaauUw0JUmSVAoTTUmSpILCdTRzeXUkSZJUChNNSZKkohyjmctEU5IkSaUw0ZQkSSrKRDOXiaYkSZJKYaIpSZJUlIlmLhNNSZIklcKOpiRJkkrhrXNJkqSiXLA9l1dHkiRJpTDRlCRJKsrJQLlMNCVJklQKE01JkqSiTDRzmWhKkiSpFCaakiRJRZlo5jLRlCRJUilMNCVJkopyHc1cXh1JkiSVwkRTkiSpKMdo5jLRlCRJUilMNCVJkooy0cxloilJkqRSmGhKkiQV5azzXF4dSZIklcKOpiRJkkrhrXNJkqSinAyUy0RTkiRJpTDRlCRJKspEM5eJpiRJkkphoilJklSUiWYuE01JkiSVwkRTkiSpKBdsz+XVkSRJUilMNCVJkopyjGYuE01JkiSVwkRTkiSpKBPNXCaakiRJKoWJpiRJUlFhZpfHqyNJkqRSmGhKkiQVVecYzTwmmpIkSSqFHU1JkiSVwlvnkiRJRTkZKJdXR5IkSaUw0ZQkSSrKBdtzmWhKkiSpFCaakiRJRdWZ2eXx6kiSJKkUJpqSJElFOUYzl4mmJEmSSmGiKUmSVJTraOayo7ka/j1tJmdcP5mGxsQh2w3n6F22Xer4O4saOOnvt/Ho8y/Tb42e/O8hu7Nhv7V59c23+a8rJzJl1sscNHIYp+z7kffOaWjgtAl3cvczL1IXwfF7bM/eW27axp9MrSmykdSN/hLU1dF4182kSX9f+viu+1O30yehoZH0xms0XnEuzHv5vQY9e1N/wtmkR++mcfwFbVy92sOYC85lxP6jWDDnJX4yYuf2LkftJKXE6ZdP4LYpU+ndozunf+kgttxkg+XanT3+Jq6580Hmv/k29/3mlHaoVFo5u+EFNTQ28tMJd3LeEXtz7TGfZsIj05n20ryl2lz1wJP06dWDG775GY7ceWt+cdO9APToVs9xu2/HCXvvuNzrnnfbQ6yzZm/+edwhXHvMp/nwpoPb5POoJFFH3UFH0fCH02j4n29R96FdYL2Nlm4z62kazj6Rhv/9DunhO6nbb8xSh+tGHUaa/lgbFq32ducfL+XXoz7d3mWond32yFSenfMK1592PD8ecwA/vvTaFbbbfZuMv37vq21cnZaIaLtHJ1S4oxkR7+s0dMqsl9l4nT4M6d+HHvX1fGqrzZj4xHNLtZlYeY4Dtx0GwN5bbsrk6c+TUmKNHt3ZfuPB9OxWv9zrjn9wKkfvsg0AdRH0X6NX+R9G5dn4A6RXXoS5c6BhEY0P/ofY6sNLNUlPPQrvvlN9/uxUou+67x3ccDNYqx/pyYfasmq1s2n/voM3585rvqG6tIkPPsHonUcSEWy7+RAWvPk2L726YLl2224+hIH91m6HCqXm5XY0I+LaiNhkBfv3BB4srapOYPaCNxjcZ80l24P7rMmcBW8u3ea1Nxjct9qmW10da/fqwatvLVzpa772dvXYryfdz8HnXc1/XTmRl19/q4Tq1Vai7zrwapPb4K++Ut23EnU77UHjEw/UTg7qDziSxuv+VHKVkjqiOfNeY/A6fZdsr9e/D7Nffa0dK9IK1dW13aMTaq7qy4FJEfH9iOgeERtExBXAacCReSdGxNiIuDci7j1/4l2tVW+X1tCYePG1Nxg5ZBBXfXU0IzcaxP/86+72LkttJLb7OLHR5qRbrq5uf3QfGh+/H+bPbefKJEkqJvf2d0rp0oi4DvgZ8DjQnWon8/yUUmrm3HHAOICGy87KbdsZrbf2mrz42htLtl987Q0Grb3G0m36rMmL86vJ56LGRha8/Q79evdc6Wv2692T3t27sdcHNwVgny035aoHniylfrWNNH8u0W/Aezv6rUtaQccxho2g7pMH0/C7H0DDouq+TTJi6Bbw0X2gZy+o70bdwrdpnHBpW5UvqY1dNukurrztPgBGDN2QF+fOX3Js9rzXWK9fn/YqTSvTScdOtpWWjLPcEtgRuBvYAVivdt67JdbV4W294QCefWU+M+ctYFCfNfjno9P52ad3W6rN7sOH8PeHpjJyyCBufOwZdhq6PpHzhYwIdhs+hLufeYGdh27A5KdfYPOB/Ur+JCrVjGnEgPVhnUEwfy51Iz9Gw6VnL91mg6HUHfxVGv7wU3j9vdtijZeds+R57LAbMWRzO5lSF3f47jtx+O47AXDrwxUunXQX++44goenz2Tt3r0ci6lOJ7ejGREXAB8CvpFSujMi1gR+DDwUEf+VUrqxLYrsiLrV1fH9fT/C0X++gcaUOGjkMIYN6s+vJ93PVhsMYI9sYw7ebjgnjr+NfX51Jf169+Tnh+y25Pw9z76C1xe+w7sNjdz8xLOcP2YfPjCwP9/e88OcNP5Wzrz+Lvqv2YvTRn+8/T6kVl9jI43j/0D90adA1NF4z0SYPZO6fQ4lzXiK9Ni91O0/Bnr2on7MdwBIr75M40VntXPhak9fuexChu+2C2sNWJczZjzOtT88nTsuvKS9y1Ib23XEcG6bMpVR3z+bXj26c9oXD1py7KAf/5bxP/wGAD//2w38464pvP3Ou+x+ws85+OPbcewBe7RX2dJSIu8OeER8C/hVSqlhmf0jgN+mlFrUC+qKt861+tL997R3Cepgjv3F+/bfrspx7q3nt3cJ6qDqdz203e9bN1xyepv1cerHfK/dP++qam6M5i9Xsn8KYNQmSZKklWp2rnxEHBkR90fEG7XHvRHxhbYoTpIkqUOri7Z7dELNjdE8Evgv4NvA/UAA2wH/ExEppeSgIUmSJK1Qc7POvw4clFJ6psm+iRFxMNU1Nu1oSpKk96/onAupt5Xmrk6fZTqZANT2uZiXJEmSVqq5RDPv9w/9bURJkvT+5oLtuZrraH4wIh5ewf4ANiuhHkmSJHURzXY0V7AvgCHAya1fjiRJUifSwcZoRsQo4BygHvhDSunMZY73BC4GtgdeAQ5dPEwyIk4GvgI0AN9MKd2wuvU0t47ms00K+xBwOPAZ4GngqtV9c0mSJLWOiKgHzgX2AmYC90TENSmlx5o0+wowL6X0gYg4DDgLODQitgQOA7YCNgBuiojhy/5oz6pqbnmj4cDnao+Xgb9S/TWh3VfnTSVJkrqEjrW+5Y7AtJTSdICIuBwYDTTtaI4GflR7/jfgNxERtf2Xp5QWAk9HxLTa6925OgU1l/c+AewB7J9S2iWl9GuqcaokSZI6lg2BGU22Z9b2rbBNSmkRMB9Yt4XnrrLmOpqfBl4AJkXE+RHxSapjNCVJkhTRZo+IGFv7hcbFj7Ht/fGb09wYzb8Df4+INalGqv8FDIqI3wHjU0o3tkGNkiRJ73sppXHAuJwms6hO2F5so9q+FbWZGRHdgL5UJwW15NxV1qKpUimlN1JKl6WU/r/aGz8AnLi6by5JktSpRV3bPZp3DzAsIoZGRA+qk3uuWabNNcCRteeHABNTSqm2/7CI6BkRQ4FhwN2re3maW95oOSmleVR703k9akmSJLWhlNKiiDgWuIHq8kYXppQejYhTgXtTStcAFwCX1Cb7zKXaGaXW7gqqE4cWAces7oxzKNDRlCRJUseUUpoATFhm3w+aPH+b6lKVKzr3NOC01qzHjqYkSVJRHWt5ow6nYy1nL0mSpC7DRFOSJKmoDvYTlB2NV0eSJEmlMNGUJEkqKhyjmcdEU5IkSaUw0ZQkSSrKMZq5vDqSJEkqhYmmJElSUa6jmctEU5IkSaUw0ZQkSSrKMZq5vDqSJEkqhYmmJElSUa6jmctEU5IkSaUw0ZQkSSqqzswuj1dHkiRJpbCjKUmSpFJ461ySJKkoJwPlMtGUJElSKUw0JUmSinLB9lxeHUmSJJXCRFOSJKkox2jmMtGUJElSKUw0JUmSinLB9lxeHUmSJJXCRFOSJKkox2jmMtGUJElSKUw0JUmSinIdzVxeHUmSJJXCRFOSJKkox2jmMtGUJElSKUw0JUmSinKMZi6vjiRJkkphR1OSJEml8Na5JElSUXVOBspjoilJkqRSmGhKkiQV5WSgXF4dSZIklcJEU5IkqSgXbM9loilJkqRSmGhKkiQV5RjNXF4dSZIklcJEU5IkqaBwjGYuE01JkiSVwkRTkiSpKMdo5vLqSJIkqRQmmpIkSUWZaOby6kiSJKkUJpqSJElF1TnrPI+JpiRJkkphR1OSJEml8Na5JElSUU4GyuXVkSRJUilMNCVJkoryJyhzmWhKkiSpFCaakiRJRTlGM5dXR5IkSaUw0ZQkSSrKMZq5TDQlSZJUChNNSZKkohyjmcurI0mSpFKYaEqSJBVV5xjNPCaakiRJKoWJpiRJUlGO0czl1ZEkSVIpTDQlSZKKch3NXCaakiRJKoWJpiRJUlGO0czl1ZEkSVIp2ibR7GZwquV1O/WC9i5BHcy5B1zf3iWoAzrmE0e3dwnqoH6fDm3vEtQMe4CSJElFORkol7fOJUmSVAoTTUmSpKKcDJTLqyNJkqRSmGhKkiQVVWdml8erI0mSpFKYaEqSJBUUzjrPZaIpSZKkUphoSpIkFeWs81xeHUmSJJXCRFOSJKkox2jmMtGUJElSKUw0JUmSinKMZi6vjiRJkkphoilJklSUYzRzmWhKkiS9D0TEOhHxr4iYWvuz/wrajIyIOyPi0Yh4OCIObXLsjxHxdEQ8WHuMbO497WhKkiS9P5wE3JxSGgbcXNte1pvAF1JKWwGjgLMjol+T4yeklEbWHg8294beOpckSSqqrlNldqOB3WrP/wTcApzYtEFK6ckmz5+PiDnAQODVIm/Yqa6OJEmSClsvpfRC7fmLwHp5jSNiR6AH8FST3afVbqn/MiJ6NveGJpqSJElFteFkoIgYC4xtsmtcSmncMm1uAgav4PTvN91IKaWISDnvtT5wCXBkSqmxtvtkqh3UHsA4qmnoqXk129GUJEnqBGqdynHNtNlzZcciYnZErJ9SeqHWkZyzknZ9gH8A308pTW7y2ovT0IURcRHw3eZq9ta5JElSUVHXdo/Vdw1wZO35kcDVy32ciB7AeODilNLfljm2fu3PAA4EHmnuDe1oSpIkvT+cCewVEVOBPWvbRMQOEfGHWpvPArsCX1zBMkaXRsQUYAowAPhpc2/orXNJkqSiOtGC7SmlV4BPrmD/vcBRted/Bv68kvP3WNX3NNGUJElSKUw0JUmSCus8iWZ7MNGUJElSKUw0JUmSiupEYzTbg4mmJEmSSmGiKUmSVJSJZi4TTUmSJJXCRFOSJKkwE808JpqSJEkqhR1NSZIklcJb55IkSUU5GSiXiaYkSZJKYaIpSZJUlIFmLhNNSZIklcJEU5IkqTAjzTwmmpIkSSqFiaYkSVJRzjrPZaIpSZKkUphoSpIkFWWimctEU5IkSaUw0ZQkSSrMRDOPiaYkSZJKYaIpSZJUlGM0c5loSpIkqRQmmpIkSYWZaOYx0ZQkSVIp7GhKkiSpFN46lyRJKsrJQLlMNCVJklQKE01JkqSiTDRzmWhKkiSpFCaakiRJhZlo5jHRlCRJUilMNCVJkgoKx2jmMtGUJElSKUw0JUmSijLRzGWiKUmSpFKYaEqSJBVmopnHRFOSJEmlMNGUJEkqyjGauUw0JUmSVAoTTUmSpKJMNHOZaEqSJKkUdjQlSZJUCm+dS5IkFeat8zwmmpIkSSqFiaYkSVJRTgbKZaIpSZKkUphoSpIkFWWgmctEU5IkSaUw0ZQkSSrMSDOPiaYkSZJKYaIpSZJUlLPOc5loSpIkqRQmmpIkSUWZaOYy0ZQkSVIpTDQlSZIKM9HMY6IpSZKkUphoSpIkFeUYzVwmmpIkSSqFHU1JkiSVwlvnkiRJRXnrPJcdzVX076kzOOMfd9CQEodsvwVH7zpyqePvLGrgpKsm8ejzL9NvjZ7872f3ZMP+awMw7tYHuOr+CvURfG+/j7LLsCEsfHcRX7jgWt5Z1MCixsTeWw3luE/uAMCdT83i5zdMpjHBmj26cdqnd2OTdfu2+WfW6kkpcdrPfsGt/7mDXr16ceaPf8BWH9xipe2/dvx3mDlrFtf97fKl9l948aWc9ctzuHPijazTv1/ZZasNpZQ4/fIJ3DZlKr17dOf0Lx3ElptssFy7s8ffxDV3Psj8N9/mvt+c0g6Vqj2NueBcRuw/igVzXuInI3Zu73KkFvHW+SpoaGzkp9feznlf+BTXHvcZJjw8jWlz5i3V5qr7nqBP757c8K3DOPIjI/jFjXcBMG3OPP455SmuPe4zjDvyU/zk2ttpaGykR7d6LvzS/ow/9hD+75iDuX3aDB6aMRuAU6+9nZ8dsgfjjzmY/bb5AOfd+kCbf2atvttuv4NnnpvBjVdfxU9OOZkfnX7WStveePMk1lyj93L7X3hxNv+ZPJkNBg8us1S1k9semcqzc17h+tOO58djDuDHl167wna7b5Px1+99tY2rU0dx5x8v5dejPt3eZWg50YaPzseO5iqYMvMlNl63L0PW6UOPbvV8asTmTHz8maXaTHziWQ4cORyAvbfajMnTZ5FSYuLjz/CpEZvTo1s9G/Xvw8br9mXKzJeICNbs2R2ARQ2NLGpoZPGXKYDXF74LwIK332Hg2mu01UdVK7r51ts4cP99iQhGbjOC1xYsYM5LLy/X7o033+SiP1/G14/68nLHzvj5Lznh+OMIb9F0SRMffILRO48kIth28yEsePNtXnp1wXLttt18CAP7rd0OFaojmPbvO3hz7rzmG0odSItunUfEPsCBwIa1XbOAq1NK15dVWEc0+7U3GNx3zSXbg/uuycMz56y0Tbf6Otbu2YNX31zInAVvsM1G6y1pt16fNZn92htANSk95HfjeW7ufA7fcSu2HTIIgFMP3JWvXfJPenXvxpo9u3P52APL/ogqwew5cxg8+L3/7QevN4jZc+YwaOCApdqd89vf8+Uxh9Ord6+l9t806VYGDRrIFtnwNqlXbW/OvNcYvM57w2LW69+H2a++ZqdS6gwMAHJFSim/QcTZwHDgYmBmbfdGwBeAqSml41dy3lhgbG1zXEppXKtU3I6yLDsEGFWpVI6qbY8BdqpUKsc2afNIrc3M2vZTwE7Aj4DJTz755BoppXFZll0A/LNSqfytybn9gPHAcZVK5ZEsy/4POKtSqdyVZdkJQLb4vdV5ZFl2HXBmpVK5vbZ9M3BipVK5d3GbPn36nLr++uuPrFQqB2RZtilwXaVS2TrLsjWAScDelUplfpZlzwA7VCqV5SNRdVor+448+eST263o784sy16vVCprtXWd6hA2ffnll/8zYMCADZtvKrW/liSa+6aUlotSIuKvwJPACjuatb8cO33nchmzgCFNtjeq7VtRm5lZlnUD+gKvNNl/MNXrsty5lUrl1SzLJgGjsiybDWxbqVTuqh3+K/C+SpA7syzLjgGOrm3eQzPfm27duh0JdK91JLsBg7IsuwU4DhgKPJRl2eJz78+ybMdKpfJiiR9BJWvhd+T3dL2/R7Wa5s2bt86AAQOabyh1AC3paL4dER9OKd2zzP4PA2+XUFNHdg8wLMuyoVT/I3AYcPgyba4BjgTuBA4BJlYqlZRl2TXAZRGxqHb+MODuLMsGAu/WOpm9gb2As4B5QN8sy4ZXKpUna/sfb4PPqFZQqVTOBc4FyLJsP+DYLMsup5puz69UKi80bT9v3ryX5s6du0Ot/aZUE83daocHLW5notl1tOQ74phcSZ1dSyYDfRH4TUQ8FhE31h6PA7+qHXvfqFQqi4BjgRuodvquqFQqj2ZZdmqWZQfUml0ArJtl2TTg28BJtXMfBa7YdNNNt6KaTB5TqVQagPWBSVmWPUy1I/uvSqVyXe29jgauyrLsIWAMcEKbfVi1pgnAdGAacD7wjcUHsix7sL2KUofSou9IlmU/y7JsJrBGlmUzsyz7UVsXqnb1F+DOoUOH9qQ6lO0r7VyP1Kxmx2guaRgxmCaTgVJK3rYrICLGdoXxqmpdfi+0In4vtCJ+L9SZtKijWetkklJ6MSIGAh8HnkgpPVZyfZIkSeqkmr11HhFfpTrecHJEfB24DtgPGB8RxvaSJElaoZYsbzSF6uD03sCzwAdqyWZ/YFJKaWTuC0idVET0Aw5PKf22vWuRJKkzaslkoHdTSm+mlF4Bnlo8NjOlNA9o2QDP95GI2DQiHmnvOtQq+tFkUsZiEdGiHzpYVWW9rjqmiDgwIlJEbFHb3jQi3oqIByLi8Yi4OyK+2KT9tyPiwibbR0TEP9qhdElqsZZ0NFNEdK8932/xzojo1cLzpc7qTGDziHgwIu6J+H/t3XuMXWW9xvHvw61FuXgDBCktCkVsqUIH0QM5Fqh/aLyjkoooBk0weIvxRNGYcJTqgYNRkXCJN5CLGMRGg5Wg4AVBaEsLtkVATFsBg+aIlEuwLfCcP9532t3pzOy9yt4z7Jnnk6zMWu9ae+3f7Jm992+9t6WbJP0MuGvoBYWkz0g6s66/QtJ1km6vj3nlSE8g6RJJF0m6DThH0msl/aEmG7dIOqQed4qkn9Tz/lnSOS3nOFXSvTUx+bak82v5XpKuqbEvlXR0b16m2E4LgN/Xn4P+Yvtw24dSpk/7lKQP1X3nAUdIOrrWtp9FmWc1xpikl0q6StJf6vt8saSZY1HJIOnzbfYvrv8fTc45XdLy+lm3WtJpLfvmSlop6T5J5ylzbkVTtkddgAOAnYYpfxkwv93jJ9sCzADuBq6gTIH0Y+B5wPHACmAl8D1gSj1+LXBOLV9C6Zow7r9Hls1/y1V1fR7wBHDg0H11+zPAmXX9BuDgun4UcOMoz3EJpd/zjnV7j8H3GzAfuKaun0KZ/mZPYCqlG8s0YL/6P/QiYGfgJuD8+pgrgWPq+gHAn8b7Nc2y+e++G2Uu3pnAPcP9T9Wy44AVLdv/AdxBmcT9i+P9e0zGBRBl3MJpLWWvpgySXTUGz//4KHHtsJ3n3KXlO2m3+pmyX91eAryunv8XwJvG+2+Qpb+WtjWStv9q+6lhyh+0/avBbUl/aHeuSeQQ4AKXWolHKfNpXgKcaPswykT5H205fn0tPx/4xhjHGp1bYnvNaAdI2o2SDFwt6Q7gYspcqaO52vbTdX3P+thVwNeBWS3H3WB7ve1/A3cB04HXAr+1/bDtTcDVLcfPp8yBewflRgJ71Phi/L0duM72vcA/Jc0d4bjlwOYacdu3UC5g51MuUGPsHUvpUnbRYIHtO4H7B7clTZX0/VoTuELSsbV8Vm15uEPSHyUdXMvf31J+saQdh3tiSf8D7FqPu6K2rNwj6QfAKmCapLWSXiLpyPocUyU9v9ZUzh7uvLY32t5QN6dQWysl7QvsYftW26bcivodz+7li8mmm03fU7t4rn53v+2b6/rllNrMNfVLBeBS4D9bjv9hy8/Xj02IsR2eaFl/iq3fP4P//zsAj9h+TctyaIPzfpkyyG428Fa2fl9taFl/mvZ39toBeF1LHC+z/Xibx8TYWABcVdevYuvm81ZbNVPWC4UBSu31Xj2LLkYzG7i9zTGnA64VCAuAS2t3s9OAb7oMoh0AHpB0KHAicHQtfxo4abiT2v4c8GR9Pw8eczClYmOW7XUtxy6lXGCeRbkoudz2iE37kqZJ+iMlYT7b9t8oLZcPtBz2AFvm047oSDcTzQwM2mLoa/FIg+PzOj53PAbsPsK+vwN7S3qxpCnAWwBsPwqskfQeABWvbvCce7LlPuindHD8UuANkl5YBxOd0LLvelr68EnKDBHPAZJeRGkS/46ktZQ7fr2XIUlldThb33r2vykXrwspNd7x3HQM5e+E7bspXV1mUprcPy/ps8B0209SKiLmAktr68PxwMsbPNc627eOsO9LlNsXD9CmBtz2/bbnAAcBH5S0T4MYIkaUwTy9cYCkwZrJ9wHLgBmSDqplJwO/bTn+xJaf6YLwHOEy08LNtRn7f4fs20T5EF8C/JLSL3fQScCpku4EVlOaSTt1DvBVSStoX2OJ7QeBr9Q4bqb0rVpfd38CGKjNZ3dRalNi/L0buMz2dNszbE8D1lD63G4maQZwLvCtun0YZUDm2ZQ+mjMkvXEM445iNSUxbMz2lcDbgCeBxZKOo1xgXNrS8nCI7TMbnPaJUfa9mNLncnc6bHWsNZmrKH1OHwT2b9m9P1suhCM60vEtKNueSFph+/CunKyP1S+H6yjJ5VxKX7qTKU3i51KSh6XAR21vqDUaPwLeRGkaXWD7vjEPPPqWpN1sP15rNBcB37O9aLzjiuFJ+jWlafK6lrJPUD4D5lEuWqZSatQvsH1JHel7E7DQ9i/qYwYofeZeY3vj2P4Wk1f9W9wKfNf1NpCS5lBaIy60PVvSp4FZtk+VNJNyMTqT0uy8xrYlnUtpir4e+Cml6fwftcZ799Zm8CHP/y9gb9ub6vfNtbWrzeD+tcCA7f9TmSXjKuBAYF/bHxvhnPsD/7T9pMoc2bcBJ9heKWkJ5aL1NmAx8C3bi7f39YvJp8m9zl/lIbeclDTP9m/q+uzR+n/E8Fo/FMY7luhP9QtrPiU5uR74pLt1BRkR25C0H2Xg5lzg35SWhE8Bi2qiORW4kNJk/RTwadu/lvQ5SsXDJuAhyg0hHpZ0InAGpZVxE3D6SM3hks6m1IouB77ACIkm8Gbg7bZPqIOLbgHOsH3jMOd8I/A1StctUWauGEyiByiDWXeljDr/eD5fookmieYq4DJK097U+nPAdgavPAtJNCcHSV8A82YfEAAABCVJREFU3jOk+GrbC8cjnoiIiLHQJNF8PqVv0FxKf48rKM0/z/QuvIiIiIjoV01uebeJ0oF5V0qN5pokmREREd2ncrewKUOKT7a98lmc8zBKy2SrDbaP2t5zRrTTpEbzTkqH5S8DLwEuAjbaHtocGBERERHRKNEcsL1sSNnJtodeHUVEREREtE80Je1h+9E65cI2bD/ck8giIiIioq91kmhea/stktawZeqDQbbd5A4GERERETFJdNR0XieonWb7r70PKSIiIiImgo5uQVknZ/15j2OJiIiIiAmkyb3Ol0s6smeRRERERMSE0mTU+d3AQcA64AlKX03bntO78CIiIiKiXzVJNKcPV257XVcjioiIiIgJoUnT+Vm217UuwFm9CiwiIiIi+luTRHNW64akHSn3PY+IiIiI2EbbRFPSGZIeA+ZIerQujwH/oNySMiIiIiJiG036aH7V9hmj7J9le3XXIouIiIiIvtZxotn2RNJy20d05WQRERER0fea9NFsR+0PiYiIiIjJopuJZneqRiMiIiJiQuhmohkRERERsVk3E82NXTxXRERERPS5JqPOBZwEvNz2lyQdALzU9pJeBhgRERER/alJonkh8AxwnO1DJb0QuN72kb0MMCIiIiL6004Njj3K9hGSVgDY/pekXXoUV0RERET0uSZ9NDfV204aQNJelBrOiIiIiIhtNEk0zwMWAXtLWgj8HvhKT6KKiIiIiL7X6M5Akl4JHE+ZnP0G23/qVWARERER0d+aDAZ6BfCA7Q2S5gFzgB/YfqSH8UVEREREn2rSdH4N8LSkg4CLgWnAlT2JKiIiIiL6XpNE8xnbTwHvAs63/V/Avr0JKyIiIiL6XdNR5wuADwDX1rKdux9SREREREwETRLNDwGvBxbaXiPpQOCy3oQVEREREf2u6ajzXYCZdfMe25t6ElVERERE9L0mo87nAZcCaynTG00DPmj7d70KLiIiIiL6V5NE83bgfbbvqdszgR/antvD+CIiIiKiTzXpo7nzYJIJYPteMhgoIiIiIkawU4Njl0n6DnB53T4JWNb9kCIiIiJiImjSdD4FOB04phbdBFxge0OPYouIiIiIPtZo1HlERERERKfaNp1LWgmMmI3antPViCIiIiJiQmhboynpYGAf4P4hu6YBD9m+r0exRUREREQf62TU+deB9bbXtS7A+rovIiIiImIbnSSa+9heObSwls3oekQRERERMSF0kmi+YJR9u3YrkIiIiIiYWDpJNJdJ+sjQQkkfBm7vfkgRERERMRF0MhhoH2ARsJEtieUAsAvwTtsP9TTCiIiIiOhLTSZsPxaYXTdX276xZ1FFRERERN/LhO0RERER0ROd9NGMiIiIiGgsiWZERERE9EQSzYiIiIjoiSSaEREREdETSTQjIiIioif+HyGw2z8t/vdcAAAAAElFTkSuQmCC\n",
   "text/plain": "<Figure size 864x720 with 2 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 864x216 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "bop       1.000000\nbop_0     1.000000\nbop_51    0.034063\nbop_17    0.031165\nbop_12    0.030627\nbop_75    0.024850\nbop_57    0.024030\nbop_69    0.023068\nbop_13    0.022725\nbop_84    0.021626\nName: bop, dtype: float64\n"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 864x216 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "true_range      1.000000\ntrue_range_0    1.000000\ntrue_range_1    0.643817\ntrue_range_2    0.636503\ntrue_range_3    0.602148\ntrue_range_4    0.579398\ntrue_range_5    0.568577\ntrue_range_6    0.553030\ntrue_range_7    0.547112\ntrue_range_8    0.536870\nName: true_range, dtype: float64\n"
 },
 {
  "data": {
   "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsIAAADYCAYAAADhwIUNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de7zcdX3n8dfnnNwIECOQBBICUYmYYCVgFrTqyopdQSu4XbcFa70sFLsrrXbtWnVd67pb1+5uu1tWeqFeixd0te1SZau7CK1WoASJQBJDYrjkRhJCkpPbuc189o+ZOZlzmXNmTubcZl7Px+M8cuYzv5n5zpn8wvt8+Xy/v8hMJEmSpHbTMdUDkCRJkqaCQViSJEltySAsSZKktmQQliRJUlsyCEuSJKktGYQlSZLUlgzCkiRJaksGYUlqsoi4NCIKEfH3I9yXVV/HImJbRHwlIl4z5Lh/GhF9EXH5kPqNEXEkIl400e9DklqdQViSmu9G4I+Al0bEqhHu/1XgHGAVcAPQC/xtRPzbygGZ+V3gM8AXI+IUgIhYAfwB8FuZ+dOJfAOS1A7CK8tJUvOUQ+tu4DXA+4EDmflbVfcn8C8y8xtDHvdJ4IPASzJza7l2KvBj4Nvl57oH6M7MqybjvUhSq3NGWJKa663AU5n5KHA78I6ImF3H436f0r/Jb6kUMvMo8C7gvcCXgYspzSBLkprAICxJzXUDpQAM8LfAMeDasR6UmfuBvcALh9R/AHwJuB74QGbubOpoJamNGYQlqUki4gLg1cBXALLUe/Zl6p/FDWBQv1pELAHeRClQ/+NxjuvJiHj9OB/7mojYPJ7HStJ0ZxCW1PYi4t6IOBARcxt4TJaDb7UbgU7g6Yjoj4h+4EPAP42I5WM831nAImDbkLtuA7YArwfeHhFvrneM4zH0fWXm9zPzwol8TUmaKgZhSW2tvBPDayjNxF5zEs8zC3gn8GFgTdXXxcAjwLvHeIoPAEXgr6qe812UAvA7M/M+4L8AfxoRZwx5XUnSOBiEJbW7dwD3A1+gFGSBgVniG6tuvysiflD+/u/K5R+X9/T9JUrtC4uAm4C/Az4JPJeZjwF3ADdFxP8tP+6zEfHJiDivvF/wRkozx0eBX4+IueUZ5E9T2lrtFyLiGeB84DiwIyJ+u1z7fHlMPx8R6yPiYET8MCJeNtKbjYjLIuK+8nG7I+LTETGn1vuKiCsiYkfV41eVfzYHI2JDRFxTdd8XIuLWiPh2RByOiAfc71jSdGYQltTu3kGpj/fLwBvKPbmjysxKr+7FmXlaZn4N+G1KM7pvpbRH8FOUAjDAXcAyTrQ9LKA0c/w48DVgMaUFdRcAlwEfBT4HbAZOB86gFIJvBP4zcApwebl2U0RcUj7+PcCZwJ8Cd9Zo9SgAvwmcBbwSuBL416O8rwHl3S/+Gvhuecy/Dnw5IqpbJ64D/gPwfGAr8Lu1f5KSNLUMwpLaVkS8mlKY/HpmPgT8FHjbOJ9uE/A/MvNHmdlDKei+stx68VJgfWa+JzOj6mse8Bzwjsy8MzP3UQqRv5KZP8eJdonfycyezDxOKVz2AW+rqt0E/GlmPpCZhcz8ItADvGLoIDPzocy8PzP7M/NJSqH5tXW+x1cApwGfyszezPwe8C1KO1pU/GVm/kNm9lP65WJNvT9ASZpsBmFJ7eydwHcz89ny7a9Q1R7RoKWUZoEByMwjwH5KM8HLKYXsMR9X/n5p1e19mdk95DFDa+cDHyi3KxyMiIPl11w65HFExIsj4lsR8UxEdFFq4TirrndYer7tmVkcMt5lVbefqfr+GKXgLEnTkossJLWl8hXgfhHoLPfaAswFFkbExZT6dedXPeTsMZ5yF6VAWnn+Uym1KewEtlNqGRjtcRvKt88r1ypGuvzn0Np24Hczs542hD8GHgauz8zDEfF+Su0c9dgFLI+IjqowfB6lFg9JmnGcEZbUrt5CqV92NSd2eFgFfJ9S3/B6SovU5pe3Exu6F/AeBl/84qvAuyNiTbk395PAA+X2g28B50TE+8sL4U6PiMurHvfRiFhU3kLtY5QuoNGIPwN+LSIuj5JTI+JNEXH6CMeeDnQBRyLiJcC/GuN9VXuA0izvByNidkRcAbyZE73QkjSjGIQltat3Ap/PzKcz85nKF6WdGn4Z+O+UdmzYA3yRUr9rtY8DXyy3IvxiZv4/4N8D3wR2Ay+iPAucmYeBn6MUGp+htC/wPyk/z38C1lHaYu1R4EflWt0ycx3wq+WxH6DUR/yuGof/FqU+6MOUAvTXhtw/6H0NeZ3e8nu4GngW+CNK/c0/aWS8kjRdROnCR5IkSVJ7cUZYkiRJbckgLEmSpLZkEJYkSVJbMghLkiSpLRmEJUmS1Jam7IIaZ511Vq5YsWKqXl6SJElt4qGHHno2MxcNrU9ZEF6xYgXr1q2bqpeXJElSm4iIp0aq2xohSZKktjRmEI6Iz0XE3oh4rMb9ERG3RMTWiHgkIi5t/jAlSZKk5qpnRvgLwFWj3H81sLL8dRPwxyc/rIlRKCZ3b9rDLXdv4e5NeygUvaqeJElSuxqzRzgz/y4iVoxyyLXAn2fpWs33R8TCiDgnM3c3aYxNUSgmv/LZB1i//SDHewucMqeTNcsXcvsNlwNw7+a9bNjVxUVLF3DFhYvp7IgpHrEkSZImUjMWyy0Dtlfd3lGuTasgfO/mvazffpBjvQUAjvUWWL/9IN/btIfP//DJEQOyYViSJKl1TepiuYi4KSLWRcS6ffv2TeZLs2FXF8fLIbjieG+Bbz+6eyAgJycC8r2b907q+CRJkjS5mhGEdwLLq26fW64Nk5m3ZebazFy7aNGwrdwm1EVLF3DKnM5BtcrtkQLyxl1d9hRLkiS1sGa0RtwJ3BwRdwCXA4emW38wwBUXLmbN8oXc9/husmMW8+fOZs3yhbzpZefw3Y17BlomoBSQX3L26TV7im2ZkCRJmvnGDMIR8VXgCuCsiNgB/A4wGyAz/wS4C3gjsBU4Brx7ogZ7Mjo7gttvuJxX/sIN9J66mN//6G9yxYWLAUYMyAQj9hTfu3kvV65aMpVvRZIkSU1Qz64R149xfwLvbdqIJlBnRzD/4DbmH9w2KMyOFJBvvWdrzZaJKy5c7C4TkiRJM9yUXWJ5OhkpIFd6im2ZkCRJak1eYrmGSk9xFHohi8wvB97qlgl3mZAkSZq5DMI1VHqKF235axbu+Hv+5/WXcPsNl7Np9+GaLROSJEmaOWyNGEUjLROrly6YqmFKkiRpHJwRblCtlokrLlzsvsOSJEkziDPCDRptGzYX0UmSJM0czgiPQ6VlYuHO+7ly1RI6O4J7N+91EZ0kSdIMYhBukg27ulxEJ0mSNIMYhJuksoiumovoJEmSpi+DcJO4iE6SJGlmcbFck7iITpIkaWZxRriJXEQnSZI0cxiEJ5iL6CRJkqYng/AEcxGdJEnS9GQQnmAuopMkSZqeXCw3wVxEJ0mSND05IzwJXEQnSZI0/dQVhCPiqojYHBFbI+JDI9x/XkTcExEPR8QjEfHG5g+1tbiITpIkaWqNGYQjohO4FbgaWA1cHxGrhxz2UeDrmXkJcB3wR80eaKtxEZ0kSdLUqmdG+DJga2Zuy8xe4A7g2iHHJFBJcM8DdjVviK1ptEV0kiRJmnj1LJZbBmyvur0DuHzIMR8HvhsRvw6cCry+KaNrYbUW0XV2BIVicu/mvWzY1cVFSxcM1CVJktQ8zdo14nrgC5n5+xHxSuD2iHhpZharD4qIm4CbAM4777wmvfTMVVlEN//gNq5ctQSAQjHdTUKSJGkS1NMasRNYXnX73HKt2g3A1wEy8z5gHnDW0CfKzNsyc21mrl20aNH4Rtzi3E1CkiRpctQThB8EVkbECyJiDqXFcHcOOeZp4EqAiFhFKQjva+ZA24W7SUiSJE2OMYNwZvYDNwPfATZR2h1iQ0R8IiKuKR/2AeBXI+LHwFeBd2Wml0kbB3eTkCRJmhx19Qhn5l3AXUNqH6v6fiPwquYOrT1VdpO47/HdZMcs5s+d7W4SkiRJE8BLLE8z7iYhSZI0OQzC05C7SUiSJE28ui6xrKnnbhKSJEnNZRCeIdxNQpIkqbkMwjOEu0lIkiQ1l0F4hqjsJhGFXsgi88s9wpXdJArF5O5Ne7jl7i3cvWkPhaK710mSJI3GxXIzxFi7SbiQTpIkqTHOCM8gld0kFu68nytXLRkIuS6kkyRJapxBuAW4kE6SJKlxBuEW4EI6SZKkxhmEW8BYC+kkSZI0nIvlWoCXZZYkSWqcQbhFeFlmSZKkxtga0cLcTUKSJKk2g3ALczcJSZKk2gzCLczdJCRJkmozCLcwd5OQJEmqzcVyLczdJCRJkmqrKwhHxFXAHwKdwGcy81MjHPOLwMeBBH6cmW9r4jg1Tu4mIUmSNLIxWyMiohO4FbgaWA1cHxGrhxyzEvgw8KrMvAh4/wSMVU3ibhKSJEn19QhfBmzNzG2Z2QvcAVw75JhfBW7NzAMAmWmimsbcTUKSJKm+ILwM2F51e0e5Vu3FwIsj4u8j4v5yK8UwEXFTRKyLiHX79u0b34h10txNQpIkqXm7RswCVgJXANcDfxYRC4celJm3ZebazFy7aNGiJr20GjXabhKFYnL3pj3ccvcW7t60h0Ixp3q4kiRJE6KexXI7geVVt88t16rtAB7IzD7giYh4nFIwfrApo1RT1dpNAnARnSRJahv1zAg/CKyMiBdExBzgOuDOIcf8FaXZYCLiLEqtEtuaOE41WWU3iYU77+fKVUvo7AgX0UmSpLYyZhDOzH7gZuA7wCbg65m5ISI+ERHXlA/7DrA/IjYC9wD/NjP3T9SgNTFcRCdJktpJXfsIZ+ZdwF1Dah+r+j6Bf1P+0gxVWUR3rCoMu4hOkiS1Ki+xrAFeklmSJLUTL7GsAV6SWZIktRODsAbxksySJKld2BqhMbmbhCRJakUGYY3J3SQkSVIrMghrTF6SWZIktSKDsMbkJZklSVIrcrGcxuQlmSVJUityRlh18ZLMkiSp1RiENW4uopMkSTOZQVjj5iI6SZI0kxmENW4uopMkSTOZi+U0bi6ikyRJM5kzwjopLqKTJEkzlUFYTeciOkmSNBMYhNV0LqKTJEkzgUFYTeciOkmSNBPUtVguIq4C/hDoBD6TmZ+qcdw/B74B/KPMXNe0UWpGcRGdJEmaCcacEY6ITuBW4GpgNXB9RKwe4bjTgfcBDzR7kJp5XEQnSZKmu3paIy4DtmbmtszsBe4Arh3huP8I/B7Q3cTxqYW4iE6SJE0n9QThZcD2qts7yrUBEXEpsDwzv93EsanFuIhOkiRNJye9WC4iOoA/AD5Qx7E3RcS6iFi3b9++k31pzTCjLaIDXEgnSZImVT2L5XYCy6tun1uuVZwOvBS4NyIAzgbujIhrhi6Yy8zbgNsA1q5da8ppM7UW0XV2BIViupBOkiRNqnpmhB8EVkbECyJiDnAdcGflzsw8lJlnZeaKzFwB3A8MC8ESjLyIDnAhnSRJmnRjBuHM7AduBr4DbAK+npkbIuITEXHNRA9Q7cGFdJIkabLVtY9wZt4F3DWk9rEax15x8sNSu6kspDtWFYYrC+kKxeTezXvZsKuLi5YuGGinkCRJOhl1BWFpolUW0t33+G6yYxbz585mzfKFvGblInuHJUnShPASy5oWKgvpFm35axbu+Hv+5/WXcPsNl/P9LfvsHZYkSRPCIKxpY6SFdPYOS5KkiWJrhKY1e4clSdJEMQhrWrN3WJIkTRRbIzSt2TssSZImikFY0569w5IkaSLYGqEZyd5hSZJ0sgzCmpHsHZYkSSfL1gjNSPYOS5Kkk2UQ1oxl77AkSToZtkaopdg7LEmS6mUQVkuxd1iSJNXL1gi1FHuHJUlSvQzCajmN9g4Xisndm/Zwy91buHvTHgrFnKKRS5KkyWRrhNpCrd7hl5x9ui0TkiS1KWeE1RYqvcNR6IUsMr8ceAlsmZAkqU3VFYQj4qqI2BwRWyPiQyPc/28iYmNEPBIRd0fE+c0fqjR+tXqHN+0+7HZrkiS1qTGDcER0ArcCVwOrgesjYvWQwx4G1mbmy4BvAP+l2QOVTtZIvcOVlolq1dut2TssSVLrqqdH+DJga2ZuA4iIO4BrgY2VAzLznqrj7wfe3sxBShPF7dYkSWpf9bRGLAO2V93eUa7VcgPwf05mUNJkcbs1SZLaV1N3jYiItwNrgdfWuP8m4CaA8847r5kvLY1bpWVi/sFtXLlqCcCo261dceFir1AnSVILqCcI7wSWV90+t1wbJCJeD/w74LWZ2TPSE2XmbcBtAGvXrrXhUtOW261JktT66mmNeBBYGREviIg5wHXAndUHRMQlwJ8C12Sm/+9YM57brUmS1PrGDMKZ2Q/cDHwH2AR8PTM3RMQnIuKa8mH/FTgN+F8RsT4i7qzxdNKMMJ7t1txlQpKkmaWuHuHMvAu4a0jtY1Xfv77J45Km3Ei9w7ZMSJLUOryynNSA8bZMOFssSdL009RdI6RWV2mZeOUv3EDvqYv5/Y/+JldcuJhb79k66i4TzhZLkjT9OCMsNajRK9Tdu3mvC+wkSZqGDMJSE9RqmbjiwsWj7klsy4QkSVPH1gipCWq1TFTPFrvATpKk6cUZYalJRmqZgPEtsHOmWJKkieeMsDTBGl1g99jOQ3z2B084U6xJkTnxv2Q16yWaNdLxvOdGH1HPS2Qdz9rMj2es5xprPGM/vtbjxnje0Z+2rteu98nq+Zk38nr1jX16/H2r/VoNPvgkXmvh/DnMmTW95mANwmqKBPoKRYqZZEIxc2AW89DxPijXipn0FYoA7O3qJmHg+AR6+kv3Pb3/GEnpuRLo7ivNmm7de4TKWZhZCo4J/OSZroFaJuVZ1uSxnYdOjDHhaE8/AI/sODjwD0cCR8r1h58+MFCjXM+Eh546UPVO4XB36fh1Tz436OdQqT9YVa+8TuGZx+nkcU6f90EeeuoAszs7mDurg+7yewaYM6uDp/Yf40dPHRioH+st8NBTB/iTv/0plyxfyMPbD/Lk/qOsOPNULlm+kI6TDMeTkIMkSeKiZZ0GYU2dYjHpL5YCaiFL35Ow73APxfLtYjHp7ivNUm7de5hC8USoPdrTTwI/evoAmTlwX9fxPgDWPXlg0OtVQufGXV2D6pVZ0J/uOzpsjD3l19558Pigem85FO473DOoXgnVB472Dar3l+uVYFpRCedHewbPxBbL9e6+4oj13v7B9cpv+H2FHLHeXxieLiv3VcbwsmXP40WLT2PD089C5yzmzp7FBYtPoyNi4BeCit7+Ik/sO8Jdj+5m694j9PYXmTOrgwsWn8ZHrl510mFYkqR2ZBCegSozpP3FpL9QpK+Q9BeL9PQXyUy27Dk8EHj7CkUOd/eTJA88MXj28lg5qJZmWU84ETp7B9UrAa5nSFjU+HR0BB+5ehXved8HKJy2hJt/7SbWLF/I+u0HmTOrY1AYnjOrg2KWPqtKvae/yNa9R1i//eDA4yozxWuaMFMsSVKrMwhPI4Vi0tNfoLe/WG4zgCeePUpfoThQO9zdT2by8NMHhz2+Mpv67JHBAXYyegA1Ph0dwZz9W2H/Vi49/7cBWLN8IRfUmCkeOjPd21/kiWePcNdjzhRLktQog/AkqvSodvcV6OkvzeAe6y1QzOQfnnhu0M4AlfaBZw51D3kOQ22rc6ZYkqTJYRCeAMVMDhzt5XhfofTVWxiYyX1kx6FBx1Z6Wd0eS9UmeqYYMCBLktqeQfgkHenp51hPP0d7Cxzt6R8IvD955vCg45zJ1clq1kzxj54+wN9seMZWCklS2zMIN6C/3KPb1d3H0Z5+Cpk8OmSG18CridSMmeL7t+23lUKSJAzCo+orFOkv78jwyI7yFcAqe8LayqBpotGZYhi+HVw9i+6KxTQkS5JaikG4SibsP9JDV3c/h7v7ONpT4FhvaYuxofvOStNJIzPFr3jhmax76kDDi+4++X822W8sSWopdQXhiLgK+EOgE/hMZn5qyP1zgT8HXg7sB34pM59s7lCbr79Q5ODxPg5393Okp59iMXl8z5GxHyjNALVmioGGWime3F+68Emj/cYwckB2ZlmSNF2MGYQjohO4Ffg5YAfwYETcmZkbqw67ATiQmRdExHXA7wG/NBEDbqZ9R3p48tljwIkriEmtZKSZYqChVooVZ57Kk/uPNtRvXCsgf+gNL+FT3/mJM8uSpGmhnhnhy4CtmbkNICLuAK4FqoPwtcDHy99/A/h0RES6ckyalhpppajMIjfSb1wrIP/l+p0TPrPsjLMkqV4xVlaNiLcCV2XmjeXbvwJcnpk3Vx3zWPmYHeXbPy0f82yt5z3j/FX5cx/5XBPeQmPW/3g9AGsuXkNvoUh3+WpsWzY+BsDK1S8ddPxMqU/HMbXje5jp7y0zeXzrNuicw9Kl53Da3E4igszk6eeOc6ynDwiiIzhldidnzJ/NzkPdVP8zEgGnz51FV3f/sJ/B/DmdHOsd3m+/YN4sDvf0D3uepc+bx4FjfRzvKy1UjYBTZney/Pnz2H6gu+76eWecAsCRngLdfQXmze4ceG+V913rPklSc5w6ZxadUzQx8fVf+9mHMnPt0PqkBuGIuAm4CeC0c1708jf+zu0n965OUnUQljS6Sljs6SswtxwWAZ5+7viw4FkrIJ8xfw7PHeutOzjXCsi1nqdWvRKohwb5SkAeKeRX7qv1i8FIdfCXrYmoT8cxteN7aOX3Nh3H1IrvbaYG4VcCH8/MN5RvfxggM/9z1THfKR9zX0TMAp4BFo3WGrF27dpct27duN5Ms+w+dHygR1jS+IzUigCMuMtErR7hqy46m0/fs3VQ68XcWR2sPf/5/PCn+6n+hySA1UsXsHFXV931n33R8J0y5s7q4DdetxKAW763Zdh9N/+TC/ibDc8MaxWpvIeh9Uobx9De60q7xkh1gPe+7RoAbv3KnYN+ro3Wm/lc060+HcfUju+hld/bdBxTK763i5YtYMG82cPGNxkiYsQgXE+P8IPAyoh4AbATuA5425Bj7gTeCdwHvBX4nv3BUnvo6AguPf/5XHr+8wfVP3L1qhF7dUeqQ2kni6EBudZWbxcuOX1Qr/FYdRi5l7myI8Zofc7MmgMM73MeWq/0OR9Z/RbonMUt39syKDgPrVeCc++ZF1A4bQk/euqA/cySNMnGDMKZ2R8RNwPfobR92ucyc0NEfAJYl5l3Ap8Fbo+IrcBzlMLytHfmqXPpjKCru49Dx/uH/cdQ0vjVCsiNBGcYOSD/szXL2LzncN31WoF6xZmnDnxfb3jevOfwhAbn0QJysZgGZ0lqorr2Ec7Mu4C7htQ+VvV9N/Avmju0iTdnVgeLF8xj8YJ5AHT3Fejq7qPreOkyyj19BmNpsjRjZrnRGedmzkZDc4LzeGaWDcmSND5eWa7KvNmdzJvdyeLTS7erg/Hh7j66DcbSpGt0ZrnRQF3rPmhsNrpZwbnRmeXqK/85uyxJjTEIj2JoMO7pLwzMFncdNxhLM0mtgDzafc2YdW40OENjM8vVV/6zb1mSGmMQbsDcWZ0sOr2TRafPBUqXaD7aW+BoTz/Hevs52lMY2EZK0szXrFnniVwgWM+V/+xblqSRGYRPwqzODp53SgfPO+XEViDFYnKsr8Dx3tLm/MervvcqzlJrm4oFguO58t9k9C2DwVnS9GcQbrKOjuC0ubM4be7gH21m0tNfLH8V6Okr/dndV6r1FYrOJEttplkLBCuXx54ufcvNbsmoFZ4N1dLkafQ8HKk+HRmEJ0lEDPQcw/DNpDOT3kKR3v7yV/n7vkKR3v6kr1Asf5mWpVY3ngWC06lvudktGSMtBHQ2WjphtL/bzQqwjZyHtepfuvHyqfwxjcggPE1EBHNndTJ3Vueox2UmfYVSMO4vJH3F8p+FIv3FpFAs/dlfyIHbfYV0tllqcdOpbxmaE5zXbz8IjLwQcDJmow3OapZmhNFGQ+p4fpGsVb/qorMbOg9r1X+w5VnefPHSKfgEajMIzzARwZxZMfAfm3oVi5VgnBQyKRSS/mKRQibFIuU/T9xfHPgTilmqF7PyVXo+e56l6W8q+pabFZxHu/LfRM9GNzs4G6pnpuk0m9poSB3PL5K16vefsr+h87Bm/ZnDvPniJn9IJ8kg3CY6OoI5E/CP7kBgztKscyaDAnOW68VMEgYdlww+plIr/VmuQ3k2u7pedVw5jFduV1SOOfF9pV6uVR3HoEr1czKsduL24MLQ3wmcgddMNZ22khvtyn8TPRvd7ODcrH2eDdQnNGuWtdZzwfSaTW00pI7nF8ladWjsPKxZP/v0uj/fyWIQ1knp6Ag6aM9/hMdjaIA+UW/weZowFg1X6/NRyeUvPGPEv3uXvfCMYbVv/quf5W8f38em3V2sOmcBr33xIjo7gm++cHgd4Ic/3c+PdxzkeG+BU+Z0cvG5C/mXr34BAD/Y+uyw+z5x7UvZfah7WP2XX3EeD28/yLHewsBYTpnTyWtfvIgnnj06rH7GqXNG/A//rkPHR6w/vvcwTzx7dFAYeeLZo9z3xP4R6109fWQy4n0HjvXypQee4uhFbyE7ZnHrvVt52bnP40/e/nJ+7UsPjVh/z+2D6z+z7Hn82TvWAtBx9oX0nrqY/Ud7eM3K0s+7UMxh9Y5gcP1ID69eedaw45+tUd93pIdXX1CqQ+m54uwL6avc96ITjxmoHz7xmP5isarezasuGHL8/MXs7RpSX1I6vlJP4L1fPvGz+PQ9W/mZZQu45fpL+Y2v/mhQ/aXLFnDLdZfwG3c8PKz+6bddCsDNXxn+mOv+0Xls2zf4c9u27yj3btnXUH3Drq4R/y49feDYyPXnGqufPm8W82Z3crzvxN/tebM7ecULzyQTvvXI7mH3Xb7iTLbtO1p3/Zo1S+npL7JhVxfdfQXmze7koqULeN/rV/L0c8fqqq9euoArVy1mujEIS5MoYuRfGmqUNen8IJpldie84aKzecNFZ9dV/9KNl3Pv5r1s3NXF6qULuOLCxQNBq9Z9I9UBvnT/06zffiIgr1m+kPe//sWs335wWP2aNUu5+yd7hwXky1acwSM7Dg2rd0ZwvKoGcLy3MPC8Q+tb9xwhy4svMecAAAbKSURBVN8Pve//bdrDIzsOkZ2l4HSst8AjOw7xuR88UbP+6M7B9Ud3HuKBbfv5/A+fZP+L30x2zOKD33iENcsX8oV3X8a7/vwfRq5/vqr+zZHrv12j/qFy/fYbSguffuWzD/DckPsqjxmo/0V1/aGq+qMjHv/hvxxSv3Bw/d2vWsFju7oGfhbH+wo8tquLrzzw1LD6hl1dfPUfnmbDCPXHdh4CGPG+72/ZR3ff4M+tu6/Apt1dDdXnze7glDmdw/4u/ewLz2Tjrq7h9Redycbd9df/+aXn0tXdP+zv9lsuWQbAXzy8Y9h9H3rjS/jJnq666299+XLe+vLlI56HX3vPKxuqTzcGYUnSlOvsCK5ctYQrVy2p+75a9dtvGDk4j1QHWLN84bD/8N/8upWse+rAsPqbXnYO3924Z1gYWXv+81k/wkz06qULBr4feh+MHJDXPXWgofq3H93N+u0HBwXk9dsP8unvbZnQ+r2b9wJMyWt/+5HdTfnZbdzVVfMXlVqfW63Pulb9TT9zDnsP99T9d6zR+utWLeF1q5bUDJ2NnA+j1YGGzsPRzunpxCAsSWop0yk4j/aYRkN1rTo0J1A3M0RO9GtX3vvJ/uxG+0WlWQF2tKA60SEVGj8fZkqAbRaDsCSprU1kcB5tVg4aC9XNmqVuVn20EDnRr92skDra59DMAAvNmU1tt5A6GWKqFoesXbs2161bNyWvLUnSdFAo5ojBqZE6lPp0hwa5Sn/tRNWre4Sn6rVP9mdXveBvJvSzavwi4qHMXDusbhCWJGlma0agbnaInIzXluplEJYkSVJbqhWEG7s8mSRJktQiDMKSJElqSwZhSZIktaUp6xGOiH3AU1Py4nAW8OwUvbYmj59ze/Bzbh9+1u3Bz7k9TPbnfH5mLhpanLIgPJUiYt1IDdNqLX7O7cHPuX34WbcHP+f2MF0+Z1sjJEmS1JYMwpIkSWpL7RqEb5vqAWhS+Dm3Bz/n9uFn3R78nNvDtPic27JHWJIkSWrXGWFJkiS1ubYKwhFxVURsjoitEfGhqR6PmiMilkfEPRGxMSI2RMT7yvUzIuL/RsSW8p/Pn+qx6uRFRGdEPBwR3yrffkFEPFA+r78WEXOmeow6eRGxMCK+ERE/iYhNEfFKz+nWExG/Wf53+7GI+GpEzPOcbg0R8bmI2BsRj1XVRjyHo+SW8mf+SERcOlnjbJsgHBGdwK3A1cBq4PqIWD21o1KT9AMfyMzVwCuA95Y/2w8Bd2fmSuDu8m3NfO8DNlXd/j3gv2fmBcAB4IYpGZWa7Q+Bv8nMlwAXU/rMPadbSEQsA34DWJuZLwU6gevwnG4VXwCuGlKrdQ5fDawsf90E/PEkjbF9gjBwGbA1M7dlZi9wB3DtFI9JTZCZuzPzR+XvD1P6D+YySp/vF8uHfRF4y9SMUM0SEecCbwI+U74dwOuAb5QP8XNuARHxPOAfA58FyMzezDyI53QrmgWcEhGzgPnAbjynW0Jm/h3w3JByrXP4WuDPs+R+YGFEnDMZ42ynILwM2F51e0e5phYSESuAS4AHgCWZubt81zPAkikalprnfwAfBIrl22cCBzOzv3zb87o1vADYB3y+3AbzmYg4Fc/plpKZO4H/BjxNKQAfAh7Cc7qV1TqHpyyjtVMQVouLiNOAbwLvz8yu6vuytD2KW6TMYBHx88DezHxoqseiCTcLuBT448y8BDjKkDYIz+mZr9wfei2lX3yWAqcy/H+lq0VNl3O4nYLwTmB51e1zyzW1gIiYTSkEfzkz/6Jc3lP5XyvlP/dO1fjUFK8CromIJym1Nr2OUh/pwvL/VgXP61axA9iRmQ+Ub3+DUjD2nG4trweeyMx9mdkH/AWl89xzunXVOoenLKO1UxB+EFhZXo06h1JD/p1TPCY1QblP9LPApsz8g6q77gTeWf7+ncD/nuyxqXky88OZeW5mrqB0/n4vM38ZuAd4a/kwP+cWkJnPANsj4sJy6UpgI57TreZp4BURMb/873jlc/acbl21zuE7gXeUd494BXCoqoViQrXVBTUi4o2Uegw7gc9l5u9O8ZDUBBHxauD7wKOc6B39CKU+4a8D5wFPAb+YmUMb9zUDRcQVwG9l5s9HxAspzRCfATwMvD0ze6ZyfDp5EbGG0qLIOcA24N2UJm88p1tIRPwH4Jco7f7zMHAjpd5Qz+kZLiK+ClwBnAXsAX4H+CtGOIfLvwh9mlJrzDHg3Zm5blLG2U5BWJIkSapop9YISZIkaYBBWJIkSW3JICxJkqS2ZBCWJElSWzIIS5IkqS0ZhCVJktSWDMKSJElqSwZhSZIktaX/D1XiUhwUF5xvAAAAAElFTkSuQmCC\n",
   "text/plain": "<Figure size 864x216 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "ADX      1.000000\nADX_0    1.000000\nADX_1    0.992782\nADX_2    0.973950\nADX_3    0.946559\nADX_4    0.912868\nADX_5    0.874735\nADX_6    0.833628\nADX_7    0.790635\nADX_8    0.746548\nName: ADX, dtype: float64\n"
 },
 {
  "data": {
   "image/png": "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\n",
   "text/plain": "<Figure size 864x216 with 1 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 },
 {
  "name": "stdout",
  "output_type": "stream",
  "text": "Close_trix_30      1.000000\nClose_trix_30_0    1.000000\nClose_trix_30_1    0.999278\nClose_trix_30_2    0.997125\nClose_trix_30_3    0.993575\nClose_trix_30_4    0.988672\nClose_trix_30_5    0.982472\nClose_trix_30_6    0.975039\nClose_trix_30_7    0.966443\nClose_trix_30_8    0.956758\nName: Close_trix_30, dtype: float64\nbest lags are\n[(1, '-1.00'), (2, '-0.65'), (3, '-0.65'), (4, '-0.63'), (5, '-0.62'), (6, '-0.60'), (7, '-0.59'), (8, '-0.58'), (9, '-0.56'), (10, '-0.54'), (11, '-0.53'), (12, '-0.51'), (13, '-0.50'), (14, '-0.48'), (15, '-0.45'), (16, '-0.44'), (17, '-0.43'), (18, '-0.42'), (19, '-0.40'), (20, '-0.39'), (21, '-0.38'), (22, '-0.36'), (23, '-0.35'), (24, '-0.34'), (25, '-0.33'), (26, '-0.31'), (27, '-0.30'), (28, '-0.30'), (29, '-0.29'), (30, '-0.28'), (31, '-0.26'), (32, '-0.26'), (33, '-0.25'), (34, '-0.24'), (35, '-0.24'), (36, '-0.23'), (37, '-0.23'), (38, '-0.22'), (40, '-0.21'), (39, '-0.21'), (41, '-0.21'), (42, '-0.20'), (43, '-0.19'), (45, '-0.19'), (44, '-0.18'), (46, '-0.18'), (48, '-0.17'), (47, '-0.17'), (49, '-0.16'), (52, '-0.16'), (51, '-0.16'), (50, '-0.15'), (53, '-0.15'), (55, '-0.14'), (57, '-0.14'), (56, '-0.14'), (54, '-0.14'), (58, '-0.14'), (59, '-0.12'), (60, '-0.12'), (62, '-0.12'), (63, '-0.12'), (61, '-0.12'), (64, '-0.12'), (65, '-0.11'), (66, '-0.11'), (70, '-0.11'), (68, '-0.11'), (67, '-0.11'), (69, '-0.10'), (71, '-0.10'), (72, '-0.10'), (76, '-0.10'), (73, '-0.10'), (74, '-0.10'), (75, '-0.09'), (77, '-0.09'), (85, '-0.09'), (78, '-0.09'), (81, '-0.09'), (84, '-0.09'), (82, '-0.09'), (83, '-0.09'), (80, '-0.08'), (79, '-0.08'), (91, '-0.08'), (86, '-0.08'), (87, '-0.08'), (99, '-0.08'), (95, '-0.08'), (97, '-0.08'), (90, '-0.08'), (93, '-0.08'), (88, '-0.08'), (94, '-0.08'), (89, '-0.08'), (98, '-0.07'), (100, '-0.07'), (96, '-0.07'), (92, '-0.07')]\n"
 }
]
features
[
 {
  "data": {
   "text/plain": "['bop', 'true_range', 'atr_14', 'ADX', 'Close_trix_30']"
  },
  "execution_count": 7,
  "metadata": {},
  "output_type": "execute_result"
 }
]

Now Lets have a closer look at this features - we try to see distinct clusters.

df.model.plot_features(
    FeaturesAndLabels(
        features=[
            lambda df: df["Close"].ta.week_day(),
            lambda df: df.ta.adx()[["ADX"]], 
            lambda df: df.ta.atr(),
            lambda df: df.ta.bop(),
            lambda df: df.ta.cci(),
        ],
        labels=[
            lambda df: df["Close"].ta.future_bband_quantile(5, 5, stddev=2.0)

        ],
        targets=[
            lambda df: df["Close"].ta.bbands(5, stddev=2.0)[["lower", "upper"]]
        ]
    )
)
[
 {
  "data": {
   "text/plain": "<seaborn.axisgrid.PairGrid at 0x7f3074b5f278>"
  },
  "execution_count": 8,
  "metadata": {},
  "output_type": "execute_result"
 },
 {
  "data": {
   "image/png": "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