pandas-ml-quant

Augment pandas DataFrame with methods for quant analysis


Keywords
pandas, ml, util, quant, machine-learning, python3, quantitative-finance
License
MIT
Install
pip install pandas-ml-quant==0.2.7

Documentation

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:

  • pandas-ml-common - a more general utilities and monkey patched pandas objects provider
  • pandas-ml-quant - provides technical analysis inidcators, plots, loss functions, etc.
  • pandas-ml-utils - apply statistical or ml models directly to data frames

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

Demonstration of all 3 libraries used together -> Better browse the notebooks/Readme.ipynb with rendered outputs

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.data.extraction import extract_with_post_processor
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 0.1.2\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
df = pd.fetch_yahoo("SPY").loc[:'2020-03-17']

# NOTE the access to the q_uant property
df[-200:].ta.plot(figsize=(10, 5))()
[
 {
  "name": "stderr",
  "output_type": "stream",
  "text": "WARNING:pandas_ml_common.utils.index_utils:passed item was None\n"
 },
 {
  "data": {
   "text/plain": "<pandas_ml_quant.df.plot.TaPlot at 0x7f9a21a37320>"
  },
  "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)
[
 {
  "name": "stderr",
  "output_type": "stream",
  "text": "WARNING:pandas_ml_common.utils.index_utils:passed item was None\n"
 },
 {
  "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 0x7f9a0f527fd0>"
  },
  "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)
    ]
)

# NOTE the df.ml property provides access to (raw) data as it is useful/needed by statistical models
(features, req_samples), labels, targets, weights = df._.extract(fnl)
features.describe()
[
 {
  "name": "stderr",
  "output_type": "stream",
  "text": "WARNING:pandas_ml_common.utils.index_utils:passed item was None\nWARNING:pandas_ml_common.utils.index_utils:passed item was None\n"
 },
 {
  "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": {
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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', 'atr_14', 'true_range', 'ADX', '+DM', 'week', 'Close_trix_30', 'cci_14', 'dow', 'histogram_12,26,9', '-DI', 'Close_rsi_14', '-DM', 'Close_apo_12,26,0', 'signal_12,26,9', 'ultimate_osc_7,14,28', 'Close_z_20', 'std +/-', 'Close_ppo_12,26,1', 'Close_roc_10', 'williams_R_14', '+DI', 'macd_12,26,9']\n\nTOP 5 features\n     bop   atr_14  true_range       ADX      +DM\nbop  1.0 -0.02695   -0.063425  0.016357  0.07312\n\nfilter feature atr_14 with correlation 1.0 > 0.5\nFeatures after correlation filer:\n                   bop       +DM  true_range       ADX\nmacd_12,26,9  0.056463 -0.014531   -0.536868 -0.238764\n"
 },
 {
  "data": {
   "image/png": 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lSZIy8m5oSZIk5ZrJoiRJUkZ1HT9YNFmUJElSZSaLkiRJGUUOokWTRUmSJFVkZ1GSJEkVOQwtSZKUUQ5WzjFZlCRJUmUmi5IkSRmZLEqSJCnXTBYlSZIy8uv+JEmSlGsmi5IkSRnlIFg0WZQkSVJlJouSJEkZOWdRkiRJuWayKEmSlFEOgkWTRUmSJFVmsihJkpRRXQ6iRZNFSZIkVWSyKEmSlFEOgkWTRUmSJFVmZ1GSJEkVOQwtSZKUkYtyS5IkKddMFiVJkjKKHMRuObhESZIkZWWyKEmSlJFzFiVJkpRrJouSJEkZ5SBYNFmUJElSZSaLkiRJGTlnUZIkSblmsihJkpRRDoJFk0VJkiRVZrIoSZKUUV0OokWTRUmSJFVksvgZjB77HD//7e9pbGzkkEF7MeTwgxc6/vHHc/nJL37NhH++SrdVunD5maewVt/e/GnUo1x354gF7YqvTeLu31zCxuutw7fOOJ+33plJQ0MDn990Y3469FvU19dX+9JUBcdcdxUDDxjE+9Pf4ryB27d1Oaqi2GhL6g4eDFFH41P/Rxp195LbbbY99cf9hHmX/wgm/wtW60X9ab+Gt/4DQJr0Co13Xl3N0tWKRj87jguu/UPpb8reu3L8IQcsdHzshCIX/u4PvPL6ZC770XfYZ6dtFhw7/pxLeeGVf7HVxhty9VknV7v0XMtBsGhnMauGhgbOvfJ3DL/op/Tp2Z1Dv38ae+6wNeuv3W9Bm7v+OopVu6zM366/kvsfeozLrruZX555Cl/aa1e+tNeuQKmjOPScUkcR4FdnnkKXlVcipcSJ513KXx8dw/577Nwm16jWNeb6W3j4ymEce+M1bV2KqinqqPvqEBquPgfenUH9yZfQ8OLTMG3Kwu2WX4G6XQ8gvV5ceP+MaTRcekrVylV1NDQ0ct41N3Hdz35Mnx7d+dqPfsYe227J+v3XXNBmjZ7dufCkbzH8nr8s9vpvHrwfH82Zw+0PPFzFqpUXDkNnNK44kf5r9KXf6n3ovNxy7LfbTox6YuxCbUaNGctBe+8OwD677sCY58aTUlqozf0PPcZ+u++0YLvLyisBMK+hgblz5+Vi/aa8mjj6CWa/M7Oty1C19d+A9PYbMGMaNMyj8bnHiE23XaxZ3b5H0vjgPTBvbhsUqWob989X6d+3D/369qbzcp3Yb5ftePDp5xZqs2afXhQG9KOubvG/Cztsvgkrr7hCtcpVzthZzGja2++weq+eC7b79urBtBnvLNRmepM2nerrWWXllXj3vfcXavOXR55g/90XTg4Hn34eO31tMCuvtCL77OLwpNSRRLfu8O7bn+yYNYPo2mPhRmutC916kl76++In6N6b+h9eRv33zod1N27dYlU102fMpG/P7gu2+/RYjWkz/DDZHkRE1R5txc5iG3rh5VdYYfnl2XCd/gvtv+7Csxh927V8PHcuTz7/YhtVJ6lNRFB/4HE03vf7xY+9N5OGc4fQcNkPabhvOPVHnwLLr1j9GiXlSrOdxYgYV+ExPiLGLeV1QyLimYh4Ztgf7lq2VdeAPj2788Zbn6QDb741gz49ui/UpneTNvMaGnj/w9l0W3WVBcdHPvw4+++xE0uyfOfO7LXDNowaM3aJxyW1T+ndd6DbJ6MSdO1BmjXjk+3lV4S+/akfej71Z10Da29I/eAzoN960DAPZpdHJ6a8CjPehN5rVPcC1Cp691iNN9/+ZHRq2oyZ9OmxWhtWpJaKqN6jrbQkWWwEGoCbgK8BXyo/Dij/u0QppWEppa1TSlsPOfKQZVFrTRlYWJ9JU99gyhvT+HjuXEY+8jh77rDNQm323GFr7v3fhwF44NExbL/Fpgti5MbGRv7y6JiFhqA//O9/mV4edpjX0MAjTz/Luv3WRFIHMvmfRK/VoXtvqO9E3ZY7kyY0+VD40WwazvoGDeedQMN5J8CkV2i47oLS3dArrwpRftvu0Qd6rl6a+6h2b+AG6zDpjWlMmfYWH8+dx8jRT7HHtlu2dVkS0IK7oVNKW0TERsARwB+Al8r//i2lNK+V66tZnerrOWvotxh8xvk0Njby1X32ZIMB/bjihtvYdMP12HOHbThk0F6cevEVfPHYoXRdpQuXn/HJcgZjx7/E6r160G/1Pgv2/fejOXz37Iv4eO5cUmNi2y025fADvtgWl6cqGPyH4Wy4+8506dmDCye/zJ/OvoAnht/U1mWptTU20vjHa6k/4Wyoq6PxqVHw5mTqBh1Bmjxx4Y7jImK9Tajb9whoaIDUSONdV8PsD6pYvFpLp/p6/t+Qo/nWOZfS2NjIV/bahQ36r8kVt9zNpuuvw57bbcn4f77K9y/8Ne998CEPjX2eX996D3++8gIAjj79Al6d8gazP/qI3b95MucP/SY7bzWwja8qH/JwH2osendusy+IOAy4Crg4pfSLlrwmTRr/6X6IOrzvDFjy8Lvy7cof7NXWJagG1Z1waluXoBpUt9EONdFNm7rlRlXr46z53D/a5JpbtM5iRKwJHA4cDMwETgbuacW6JEmSal4sYSmjjqbZzmJEPAKsAtwBHAfMn4ndOSK6p5TeqfhiSZIktWstSRbXBhJwAjCkvG9+NzoB67ZCXZIkSTUvD3MWW3KDy4Aq1CFJkqQa1NI5i52AfYGNyrteAh7I893QkiRJdTmIFluyKPeawATgh8AawJrAqcCEiHA1WEmSpA6sJcniz4HfppR+1XRnRJwIXAh8ozUKkyRJqnU5CBZb1FncPqV07KI7U0pXRERx2ZckSZKkWtGSzuJ/l3Js9rIqRJIkqb2JHESLLeksdo2IryxhfwCrLuN6JEmSVENa0ll8BPhShWOPLsNaJEmSVGNass7icU23I2LvlNL/tl5JkiRJ7UMORqGbXzpnCS5e5lVIkiSpJrVoUW5JkiQtzhtcyiLi95S+BzqA/hExfP6xlNI3W6k2SZIktbGWJovXN3m+M3DDsi9FkiSpfclBsNiyzmJK6ZH5zyPi/abbkiRJqg0RMQj4H6Ae+F1K6aIltPkacA6lUeMXUkpHLu2cWeYsfpzhNZIkSR1OLc1ZjIh64Cpgb2AKMDYiRqSUXmrSZgPgdGCnlNLMiOjd3Hk/9d3QKaXtP+1rJEmS1Oq2BSamlF5NKX0M3AYcuEib44GrUkozAVJK05s7aZalcyRJkgREXRUfEUMi4pkmjyGLlLMmMLnJ9pTyvqY2BDaMiMcj4snysPVSuXSOJElSO5BSGgYM+4yn6QRsAOwOrAU8GhEDU0rvLu0FkiRJyqCW5iwCU4F+TbbXKu9ragrwVEppLvBaRLxCqfM4ttJJHYaWJEnqGMYCG0TEOhHRGTgcGLFIm3sppYpERE9Kw9KvLu2kJouSJElZ1dVOsphSmhcRQ4EHKC2dMzylNCEizgWeSSmNKB/7YkS8BDQAP04pzVjaee0sSpIkdRAppZHAyEX2/bTJ8wScUn60iJ1FSZKkrGprzmKrcM6iJEmSKrKzKEmSpIochpYkScqoxpbOaRUmi5IkSarIZFGSJCmrGlo6p7WYLEqSJKkik0VJkqSsnLMoSZKkPDNZlCRJyiicsyhJkqQ8M1mUJEnKyjmLkiRJyjOTRUmSpIycsyhJkqRcM1mUJEnKyjmLkiRJyjOTRUmSpKycsyhJkqQ8s7MoSZKkihyGliRJyii8wUWSJEl5ZrIoSZKUlTe4SJIkKc9MFiVJkrJyzqIkSZLyzGRRkiQpo8hB7JaDS5QkSVJWJouSJElZOWdRkiRJeWayKEmSlFG4zqIkSZLyzGRRkiQpK+csSpIkKc9MFiVJkrJyzqIkSZLyzM6iJEmSKnIYWpIkKaPwBhdJkiTlmcmiJElSVt7gIkmSpDwzWZQkScrKOYuSJEnKM5NFSZKkjLwbWpIkSblmsihJkpSVd0NLkiQpz0wWJUmSMnLOoiRJknLNZFGSJCkr5yxKkiQpz0wWJUmSsnLOoiRJkvLMzqIkSZIqchhakiQpo/AGF0mSJOWZyaIkSVJW3uAiSZKkPDNZlCRJyso5i5IkScozk0VJkqSMIgdzFqvSWYxe/avxY9SOXPmDvdq6BNWgob8a1dYlqAZdtfvebV2CatFGO7R1BblhsihJkpSVcxYlSZKUZyaLkiRJWeVgzqLJoiRJkioyWZQkScrKZFGSJEl5ZrIoSZKUlcmiJEmS8sxkUZIkKau6jp+7dfwrlCRJUmZ2FiVJklSRw9CSJElZeYOLJEmS8sxkUZIkKSuTRUmSJOWZyaIkSVJWJouSJEnKM5NFSZKkrFyUW5IkSXlmsihJkpSVcxYlSZKUZyaLkiRJWZksSpIkKc9MFiVJkrIyWZQkSVKemSxKkiRl5TqLkiRJyjM7i5IkSarIYWhJkqSsvMFFkiRJeWayKEmSlJXJoiRJktqLiBgUEcWImBgRpy2l3VcjIkXE1s2d02RRkiQpqxpKFiOiHrgK2BuYAoyNiBEppZcWabcKcBLwVEvOa7IoSZLUMWwLTEwpvZpS+hi4DThwCe3OAy4GPmrJSe0sSpIkZRR1ddV7RAyJiGeaPIYsUs6awOQm21PK+z6pN2IroF9K6f6WXqPD0JIkSe1ASmkYMCzr6yOiDrgcOPbTvM7OoiRJUlY1NGcRmAr0a7K9VnnffKsAmwIPR6nuvsCIiPhySumZSid1GFqSJKljGAtsEBHrRERn4HBgxPyDKaVZKaWeKaUBKaUBwJPAUjuKYLIoSZKUXQ0liymleRExFHgAqAeGp5QmRMS5wDMppRFLP8OS2VmUJEnqIFJKI4GRi+z7aYW2u7fknHYWJUmSsqqhZLG1OGdRkiRJFZksSpIkZVXX8XO3jn+FkiRJyszOoiRJkipyGFqSJCkrb3CRJElSnpksSpIkZWWyKEmSpDwzWZQkScrKZFGSJEl5ZrIoSZKUlYtyS5IkKc9MFiVJkrJyzqIkSZLyzGRRkiQpK5NFSZIk5ZnJoiRJUlbeDS1JkqQ8M1mUJEnKyjmLkiRJyjM7i5IkSarIYWhJkqSsHIaWJElSnpksSpIkZWWyKEmSpDwzWZQkScrKRbklSZKUZyaLkiRJWTlnUZIkSXlmsihJkpSVyaIkSZLyzGRRkiQpq+j4uVvHv0JJkiRlZrIoSZKUVZ1zFiVJkpRjJouSJElZOWdRkiRJeWZnUZIkSRU5DC1JkpSVi3JLkiQpz0wWJUmSsqrr+Llbx79CSZIkZWayKEmSlJVzFiVJkpRnJouSJElZ5WBRbjuLn0FKiZ9fchmPPP4EK6ywAhf97Kd8buONFmv34ksvc/rZ5/LRnDnsttOOnHnqD4lybH3Trbdzyx13UV9Xx2677MSpPziRcS9O4KzzLljwM77/7ePZe889qnptWjZioy2pO3gwRB2NT/0fadTdS2632fbUH/cT5l3+I5j8L1itF/Wn/Rre+g8AadIrNN55dTVLVxs55rqrGHjAIN6f/hbnDdy+rctRFY0uvs6F9z1CQ0ocsu3nOH6PbRY6fv2jz3LX0xPoVBes1mVFzj90b9ZcbdUFxz/4aA5fuuxm9vrcuvy/g/yboWXHzuJn8OhjT/D6vyfzt/v+yAvjX+ScCy7mzpt+v1i7cy64mPPOOoPNB27K8UN/wKOPj2G3nXfkybHPMOrhRxlx+y107tyZGe+8A8AG663HH2+5gU6dOjH9rbc58LCj2GPXXejUyf+52pWoo+6rQ2i4+hx4dwb1J19Cw4tPw7QpC7dbfgXqdj2A9Hpx4f0zptFw6SlVK1e1Ycz1t/DwlcM49sZr2roUVVFDYyPn3/Mwvzv+YPp07cJhv76NPTZZl/X79FjQZuM1enHniYezYufluG3MOC67/zEuP3q/BceveOBJtl5njbYoP9+cs/iJiFipNQtpj0Y98igHHbAfEcEWmw3kvfffZ/pbby/UZvpbb/PBhx+yxWYDiQgOOmA/Rj38CAC33vlHhhz3DTp37gxAj+7dAVhxxRUWdAznfDxnQQqpdqb/BqS334AZ06BhHo3PPUZsuu1izer2PZLGB++BeXPboEjVmomjn2D2OzPbugxV2fjJ0+jfsyv9enSlc6d69t18Qx6c8OpCbbZbvx8rdl4OgM3692XarA8WHJswZRozPpjNjhuuXdW6lQ/NdhYjYseIeBU5Xn4AABn2SURBVAn4R3l784j4TatX1g5Mmz6dvn37LNju26c306ZPX7xN795LbPP6pH/zzHPPc+gxx3H04BMYN+GlBe1eGP8i+3/1ML586JH87MyfmCq2Q9GtO7zb5MPDrBlE1x4LN1prXejWk/TS3xc/Qffe1P/wMuq/dz6su3HrFiupTU2b9QF9u66yYLtv1y5Mf++Diu3vHjuBXTYaAEBjY+KSP4/mx/vv3Nplaknq6qr3aKtLbEGbXwL7ADMAUkovALs296KIGBIRz0TEM8OGX/+ZiuyoGhoamDVrFnfcOJxTTz6RH5x6OiklADYfuCn3//F27rr5eq4ZfgNz5sxp42q1zEVQf+BxNN63+NQF3ptJw7lDaLjshzTcN5z6o0+B5Vesfo2Sas6IZ//Bi1Om883dtgLg1jHj2HWjAfTttkozr5SyaVFclVKavMhQaEMLXjMMGAbA7FkpS3G16Jbb7+SOu+8FYODnNuHNN6ctOPbmtOn0aZIiAvTp3Zs3m6SNTdv06dObvffag4hgs00/R11dHTNnvkv37qstaL/euuuw0kor8srEfzHwc5u05qVpGUvvvkN06/nJjq49SLNmfLK9/IrQtz/1Q88vba/SjfrBZ9Bw3QWlm1xmv1/aP+VVmPEm9F6jtF9Sh9OnaxfenPX+gu03Z31A71W7LNbuiX/+m2EPPs0N3z6EzuURp+cnvcHfX5/KrWPGMXvOXOY2NLJS5+U4ZT+TxqrIwVSxlnQWJ0fEjkCKiOWAk4CXW7es2nXUYYdy1GGHAvDw6Me4+bY72X/QF3lh/Ius0qULvXv1XKh971496bLyyjw/bjybD9yUe/88kmMO/xoAX9h9N54a+3e232ZrXps0iblz57Laat2YPHUqq/fpQ6dOnZj6nzd49bVJrLmGk5bbncn/JHqtDt17w6x3qNtyZxpu/uUnxz+aTcNZ31iwWf+982gYcX2pQ7jyqjD7A0iN0KMP9Fy9NPdRUoe06Vp9mPT2u0x5Zxa9V+3CX154hUuOGLRQm5emTudnf3yQawYfSI8un9xG8IsjP2l3zzMvMWHKNDuKWqZa0ln8NvA/wJrAVOBvwPdas6j2Yredd+KRx55g7y9/hRVXWIELzjlrwbEDDzuK+26/BYCzTz91wdI5u+60I7vuvCMAXz3oy5xxznkccMjhLLfcclx07tlEBH9/7gWu/X3pbui6ujrOOeNUuq/WrU2uUZ9BYyONf7yW+hPOhro6Gp8aBW9Opm7QEaTJE0kTxlZ8aay3CXX7HgENDZAaabzr6lLnUR3e4D8MZ8Pdd6ZLzx5cOPll/nT2BTwx/Ka2LkutrFN9HWceuDvH/+5eGhsTB2+zCRv07cGvHxjD59bqw56fW5dL73+M2R9/zMk3jwRgjW6rcNVxX27jypWHdRZj/hy5VtWBhqG1bMw789i2LkE1aOivRrV1CapBV917UVuXoBpUf+B3a2L8t+GmC6rWx6k/5ow2ueZmk8WIuGIJu2cBz6SU7lv2JUmSJKlWtGQYegVgI+DO8vZXgdeAzSNij5TSD1qrOEmSpJpWVxMBZ6tqSWdxM2CnlFIDQET8FhgN7AyMb8XaJEmS1MZa0llcDehCaegZYGWge0qpISJc/E+SJOVXDm5waUln8RLg+Yh4GAhKC3JfEBErA//XirVJkiSpjTXbWUwpXRcRI4H5X2p7RkrpP+XnP261yiRJkmpdDhblbml2Wge8BcwE1o+IZr/uT5IkSe1fS5bOuRg4DJgANJZ3J+DRVqxLkiSp9jlnEYCDgEJKyZtZJEmScqYlncVXgeUAO4uSJElNuc4iALMp3Q09iiYdxpTSia1WlSRJkmpCSzqLI8oPSZIkNZWDu6FbsnTODdUoRJIkSbWnJXdDbwBcCGxC6XuiAUgprduKdUmSJNW+HNwN3ZIr/D3wW2AesAdwI3BzaxYlSZKk2tCSzuKKKaVRQKSUJqWUzgH2b92yJEmS2oG6qN6jjbTkBpc5EVEH/DMihgJTgS6tW5YkSZJqQUuSxZOAlYATgc8DRwPfaM2iJEmSVBuWmixGRD1wWErpR8AHwHFVqUqSJKk9yPsNLimlBmDnKtUiSZKkGtOSOYvPRcQI4E7gw/k7U0p3t1pVkiRJ7YGLcgOltRVnAHs22ZcAO4uSJEkdXEu+wWWp8xQj4vSU0oXLriRJkqR2Iu9zFlvo0GVwDkmSJNWglgxDN6fjD9ZLkiQtSRsull0tyyJZTMvgHJIkSapBJouSJElZOWexRe5cBueQJElSDWq2sxgRG0bEqIh4sby9WUT8v/nHU0oXtGaBkiRJNSuieo820pJk8VrgdGAuQEppHHB4axYlSZKk2tCSOYsrpZSejoV7tPNaqR5JkqT2o845iwBvR8R6lO96johDgDdatSpJkiTVhJYki98DhgEbRcRU4DXg6FatSpIkqT3wu6EhpfQq8IWIWBmoSym93/plSZIkqRY021mMiJ8usg1ASuncVqpJkiRJNaIlw9AfNnm+AnAA8HLrlCNJktSO5GBR7pYMQ1/WdDsiLgUeaLWKJEmSVDOyfN3fSsBay7oQSZKkdicHN7i05BtcxkfEuPJjAlAEftX6pUmSJOnTiIhBEVGMiIkRcdoSjp8SES+V+3WjImLt5s7ZkmTxgCbP5wHTUkouyi1JklRDi3JHRD1wFbA3MAUYGxEjUkovNWn2HLB1Sml2RHwHuAQ4bGnnXeoVln/oAymlSeXHVDuKkiRJNWlbYGJK6dWU0sfAbcCBTRuklB5KKc0ubz5JC6YWLrWzmFJqAIoR0T9bzZIkSR1YRPUezVsTmNxke0p5XyWDgb80d9KWDEOvBkyIiKdpsoxOSunLLXitJEmSloGIGAIMabJrWEppWMZzHQ1sDezWXNuWdBbnr6244PzAxVkKkyRJ6lCquM5iuWO4tM7hVKBfk+21yvsWEhFfAM4EdkspzWnu57aks9gppfTIIj9kxRa8TpIkSdUzFtggItah1Ek8HDiyaYOI2BK4BhiUUprekpNW7CyW75D5LrBuRIxrcmgV4PFPV7skSVIHVEPrLKaU5kXEUEpfnlIPDE8pTYiIc4FnUkojgF8AXYA7y1/h/O/mphYuLVn8A6VJjxcCTdfpeT+l9E72S5EkSVJrSCmNBEYusu+nTZ5/4dOes2JnMaU0C5gFHPFpTypJkpQLOfhu6I5/hZIkScosy3dDS5IkCaCuduYsthaTRUmSJFVkZ1GSJEkVOQwtSZKUlTe4SJIkKc9MFiVJkrKqoUW5W4vJoiRJkioyWZQkScrKOYuSJEnKM5NFSZKkjMI5i5IkScozk0VJkqSsnLMoSZKkPDNZlCRJyspkUZIkSXlmsihJkpRVnXdDS5IkKcdMFiVJkrJyzqIkSZLyzM6iJEmSKnIYWpIkKSu/7k+SJEl5ZrIoSZKUlTe4SJIkKc9MFiVJkrJyzqIkSZLyzGRRkiQpK+csSpIkKc9MFiVJkrKqc86iJEmScsxkUZIkKSvnLEqSJCnPTBYlSZKycp1FSZIk5ZnJoiRJUlbOWZQkSVKeRUqp1X9ImvZa6/8QtStp5pttXYJqUCo+19YlqAZ976DT2roE1aCr03s1MVmwccLoqvVx6j63S5tcs8miJEmSKrKzKEmSpIq8wUWSJCkrb3CRJElSnpksSpIkZVXX8XO3jn+FkiRJysxkUZIkKaPw6/4kSZKUZyaLkiRJWXk3tCRJkvLMZFGSJCkr5yxKkiQpz0wWJUmSsnLOoiRJkvLMZFGSJCkr5yxKkiQpz0wWJUmSsvK7oSVJkpRndhYlSZJUkcPQkiRJWXmDiyRJkvLMZFGSJCkrF+WWJElSnpksSpIkZeWcRUmSJOWZyaIkSVJmJouSJEnKMZNFSZKkrJyzKEmSpDwzWZQkScrKZFGSJEl5ZrIoSZKUmcmiJEmScsxkUZIkKSvnLEqSJCnP7CxKkiSpIoehJUmSsur4o9Ami5IkSarMZFGSJCmzjh8tmixKkiSpIpNFSZKkrFw6R5IkSXlmsihJkpSVyaIkSZLyzGRRkiQpM5NFSZIk5ZjJoiRJUlbOWZQkSVKemSxKkiRlZrIoSZKkHDNZlCRJyso5i5IkScozO4uSJEmqyGFoSZKkrByGliRJUnsREYMiohgREyPitCUcXz4ibi8ffyoiBjR3TjuLkiRJmUUVH81UElEPXAXsC2wCHBERmyzSbDAwM6W0PvBL4OLmzmtnUZIkqWPYFpiYUno1pfQxcBtw4CJtDgRuKD+/C9grYulj6c5ZlCRJyqiZfla1rQlMbrI9BdiuUpuU0ryImAX0AN6udFKTRUmSpHYgIoZExDNNHkOq8XNNFiVJkrKqYrKYUhoGDFtKk6lAvybba5X3LanNlIjoBHQFZizt55osSpIkdQxjgQ0iYp2I6AwcDoxYpM0I4Bvl54cAD6aU0tJOarIoSZKUWe3MWSzPQRwKPADUA8NTShMi4lzgmZTSCOA64KaImAi8Q6lDuVR2FiVJkjqIlNJIYOQi+37a5PlHwKGf5px2FiVJkrKqrbuhW4VzFiVJklSRyaIkSVJWJouSJEnKM5NFSZKkzEwWJUmSlGN2FiVJklSRw9CSJElZeYOLJEmS8sxkUZIkKauOHyyaLEqSJKkyk0VJkqTMOn60aLIoSZKkikwWJUmSsvJuaEmSJOWZyaIkSVJWJouSJEnKM5NFSZKkzEwWJUmSlGMmi5IkSVk5Z1GSJEl5ZrIoSZKUlcmiJEmS8szO4mcw+qlnGHTUYL54xHEMu/n2xY5//PHHnHz2BXzxiOP42gknMeWNNwGYOes9vn7SqWy1z0Gc+8urFn7N3Lmc9Yv/YZ8jB7Pv0d/igYcfq8q1qHWMfnYc+37nNPY54VSuvevPix0fO6HIV04+m00P/iYPPD52oWPHn3Mp2x75Hb593i+rVa6qZHTxdfa75Ab2ufh6rn1o7GLHr3/0WQ649CYOuvxmjhv2R6bOfG+h4x98NIc9fn4d59/7ULVKVhs75rqruGTavzhr/JNtXYpyyM5iRg0NDZz7y6u49hfn8+cbh3H/qIeZ+Pqkhdrcdf8DrLpKF/526+/5xtcO5rKrhwOwfOfOnDT465z63eMXO+/VN91Gj25deeAP13H/jcPYdouBVbkeLXsNDY2cd81NDDv7FP505QXcP/opJv576kJt1ujZnQtP+hb777r9Yq//5sH7cfEPhlSrXFVJQ2Mj59/zMNcMPog//fAYRj7/ChOnzViozcZr9OLOEw/n3lOOZp+BG3DZ/Qt/aLzigSfZep01qlm22tiY62/h14O+0tZlaImiio+2kbmzGBG5nu847uUi/ddcnX5rrE7n5ZZjv712Y9RjYxZqM+qxMRw06AsA7LPbLox59nlSSqy04gp8frNN6dx5ucXOe/f9DzDk6MMBqKurY7VuXVv/YtQqxv3zVfr37UO/vr3pvFwn9ttlOx58+rmF2qzZpxeFAf2oq1v8TWCHzTdh5RVXqFa5qpLxk6fRv2dX+vXoSudO9ey7+YY8OOHVhdpst34/Viy/P2zWvy/TZn2w4NiEKdOY8cFsdtxw7arWrbY1cfQTzH5nZluXoZxaamcxIv4UEYu9I0XEF4DnW62qdmDa2zNYvXevBdt9e/Vk2lsLpwPTm7Tp1KmeVVZemXdnLTyc1NR775f+IPzPdTfwlcHf46Sfns/bvjm0W9NnzKRvz+4Ltvv0WI1pM/zfM++mzfqAvl1XWbDdt2sXpr/3QcX2d4+dwC4bDQCgsTFxyZ9H8+P9d27tMiW1VET1Hm11iSmlygcjjgLOA64DLgF6Ab8C1ga+m1L6+1JeOwSYP4Y2LKU0bFkVXQsKhcIhwKBisfit8vYxwHbFYnFokzYvlttMKW//6/XXX79qzpw5l5e3jwW2nv+aQqHQE3gLOLRYLN5VKBROAbYsFovHVPPatGy05HcESv+tbLjhhjsCfy4Wi3ctco7dgR8Vi8UDqlS2Wtmn/L2YDQwFdisWi3MKhcJQYKVisXjJou8fyoUBb7/99uM9e/Zcs60LUb4sNVlMKd0CbAn0B14GxgD/B2y/tI5i+bXDUkpblx8dqqNYNhXo12R7rfK+JbYpFAqdgK4ff/zxkUs55wxgNnB3eftOYKtlUq3aQkt+R+CTD1XKhxb9Xqy88so/BM4EvlwsFueUd+8ADC0UCq8DlwJfLxQKF7VqtaopM2fO7N58K2nZasm8w02AbYGnga2BPuXXzW3FutqDscAGhUJhHUpv9IcDi3YERwDfoNTJPgR4EFi30gmLxWIqFAp/AnYvt90LeGmZV65qacnviPKn2d+LQqGwZe/evdcGBhaLxenz9xeLxaOatDmWUrJ4WlWqlpRbzc1ZvA64itKQ85GUUsauwAsR8cUq1FezisXiPErDQw9QSl3vKBaLEwqFwrmFQuHL5WbXAT0KhcJE4BRgwZt6ORm4HDi2UChMKRQKm5QP/QQ4p1AojAOOAX5YjevRsteS35FCobDNuuuuuxlwKHBNoVCYMP/1hUJhNKV0ea/y78g+1b8KLWstfO/4RV1dXT1wZ6FQeL5QKIxoq3pVM24FxqyzzjrLA1OAwW1cj3KkuTmLJwNXpJQaFtk/EPhNSmmXVq6vw4mIIR10WF4Z+TuhJfH3Qkvi74XawlI7i5IkScq3ZtdZjIhvRMSzEfFh+fFMRHy9GsVJkiSpbTU3Z/EbwA8ozZtbA1gTOBU4KSJczkVSrkREt4j4blvXIUnV1Fyy+B3g4JTSQymlWSmld1NKDwJfBb7X+uW1LxExICJebOs6VNsi4vqIeC0iXoiIVyLixohYq8nx1yNi9CKved7frZrQDViss9ha32iV92/KyqOIOCgiUkRsVN4eEBH/jYjnIuLliHg6Io5t0v6UiBjeZPuoiLi/DUpXB9ZcZ3HVlNLri+4s71u1NQqSOpKI2D0irl/CoR+nlDYHCsBzwIMR0bnJ8VUiol/5HBu3fqVqoYuA9cqd97ERMToiRgAvLfphMSJ+FBHnlJ+vFxF/jYi/l1+zUaUfUP4wcXVEPAVcEhHbRsSYcmfhiYgolNsdGxF3l8/7z4i4pMk5Bpc/iDwdEddGxJXl/b0i4o/l2sdGxE6t8/8mfQZHAI+V/53vXymlLVNKG1NaaukHEXFc+dgVwFYRsVNEdAPOB75f1YrV4TXXWfxvxmN51ikibil/ArwrIlaKiL3Kb/TjI2J4RCwPCxKkS8r7n46I9du6eFVXKvkl8Cawb5NDdwCHlZ8fQWnZDLW90yj94d4C+DGlRfNPSilt2MzrhgHfTyl9HvgR8Jtm2q8F7JhSOgX4B7BLSmlL4KfABU3abUHp92QgcFhE9IuINYCzgO2BnYCmHdP/AX6ZUtqG0gjR75q7YFVPRHQBdqa0LM7hS2qTUnqV0lJsJ5a351FKu6+i9E1rw8ttpGWmuSGOjSNi3BL2B0tZXDrnCsDglNLj5aGBU4ATgL1SSq9ExI2Uhvd/VW4/K6U0sHzT0K8Av9Ytn56l9Ef9vvL2H4HfU/qWji8BR1Fad1O15emU0mtLa1DuAOwI3BmffLfr8s2c984mS5Z1BW6IiA2ABCzXpN2olNKs8s95idJXsfYEHkkpvVPefycwvzP7BWCTJnWsGhFdUkqVv5xa1XQg8Nfy34oZEfF5St/staj57xcApJSeiIiXKf3v60iElrlmO4tL2BeUvqrq9GVfTocwOaX0ePn5zZQ+4b+WUnqlvO8GSvM953cWb23y7y+rVqVaVXkIcXmgC9A9Ip4vH/pJpZcssj0DmBkRh1NauHl2qxSqz+rDJs/nsfBozQrlf+uAd8tpZJbzngc8lFI6OCIGAA83OTanyfMGmn9Pr6P0da0ffYpaVD1HUEp/AW4rb1+5hHYLvV+UP5BsTemDRC9Ki3ZLy0xz3w09af4D6E7pWwceBs4FRrZ+ee3SogtXvvsp2rvoZQeRUtqu3Dn4FjAipbRF+fFAhZdsSalT2NTtlIaWHIKuHe8Dq1Q4Ng3oHRE9ylNNDgBIKb0HvBYRhwJEyeaf4md25ZPvjj62Be3HArtFxGrlG2S+2uTY32gyny0iPk0HVq0oIroDewK/i4jXKU1z+BqLf5CExd8vfkYpnPg5hg5qBc0tnbNhRJwdEf8Afg38m9JC3nuklJb0aUfQPyJ2KD8/EngGGNBkPuIxwCNN2h/W5N8x1SlRtaLccTgRWB346yKH76E0B6lSB1NVllKaATxevpHlF4scm0vpg/TTwP9Smms431HA4Ih4AZhAabixpS4BLoyI52g+OSSlNJXSvMangceB14FZ5cMnAltHxLjysPW3P0Udal2HADellNZOKQ1IKfUDXqM0krdAOV2+lNLf5PnfqLY/cDGlubEDImLvKtatHGju6/4agdGU5uBNLO97NaXkfMUlKP9H/FdKHcTPAy9R6hzuQOk/7k6UPvV/J6U0p/zp8XZKNzbMAY6Y//9ndQwRsTtwbErp2Cb7rgd2A94DVgKeBE5PKU0pH38d2Dql9HaT1wwA/pxS2rQ6las9mz8PsZws3kPppod72rouVRYRDwEXp5T+2mTfiZT+PuxO6cPHCpTS7d+klK6P0uTT0cDPU0p/+f/t3TFKBEEQhtG/MsHII3gDAzNDL2Ai4ik8gLGZR9hoI8HA3KOZlEGbKDvsquwqM++FAw01yfBBT9Mfa86TrJOcdffbYd+CudoWi1cZJ7IuMiLoKcmqu08PM968bYoCgN+qqseMww5HGVvPd+1uV+CHdrobuqqOM7ZNbjP+qVgneenu1/2ON29iEZarqu6TXH95/NzdD38xD8CUnWLx04Kqk4wP3E13X+5lKgAA/oVvxyIAAMux7QYXAAAWTCwCADBJLAIAMEksAgAwSSwCADDpHWfni84bAdZ2AAAAAElFTkSuQmCC\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": "+DM      1.000000\n+DM_0    1.000000\n+DM_1    0.966103\n+DM_2    0.932190\n+DM_3    0.902415\n+DM_4    0.874920\n+DM_5    0.847614\n+DM_6    0.823971\n+DM_7    0.803094\n+DM_8    0.786545\nName: +DM, 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": 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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": "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\nbest lags are\n[(1, '-1.00'), (2, '-0.65'), (3, '-0.63'), (4, '-0.61'), (5, '-0.60'), (6, '-0.57'), (7, '-0.56'), (8, '-0.54'), (9, '-0.52'), (10, '-0.50'), (11, '-0.49'), (12, '-0.46'), (13, '-0.45'), (14, '-0.44'), (15, '-0.41'), (16, '-0.39'), (17, '-0.39'), (18, '-0.38'), (19, '-0.36'), (20, '-0.35'), (21, '-0.34'), (22, '-0.33'), (23, '-0.32'), (24, '-0.31'), (25, '-0.30'), (26, '-0.29'), (28, '-0.28'), (27, '-0.28'), (29, '-0.28'), (30, '-0.26'), (31, '-0.25'), (32, '-0.24'), (33, '-0.24'), (34, '-0.23'), (35, '-0.23'), (36, '-0.23'), (37, '-0.22'), (38, '-0.22'), (40, '-0.22'), (39, '-0.21'), (41, '-0.21'), (42, '-0.20'), (45, '-0.20'), (43, '-0.20'), (44, '-0.19'), (46, '-0.19'), (48, '-0.19'), (47, '-0.19'), (52, '-0.18'), (49, '-0.18'), (51, '-0.18'), (50, '-0.17'), (53, '-0.17'), (55, '-0.16'), (57, '-0.16'), (56, '-0.16'), (54, '-0.16'), (58, '-0.16'), (59, '-0.15'), (60, '-0.15'), (62, '-0.15'), (63, '-0.14'), (61, '-0.14'), (64, '-0.14'), (65, '-0.14'), (66, '-0.13'), (99, '-0.13'), (70, '-0.13'), (68, '-0.13'), (97, '-0.13'), (67, '-0.13'), (95, '-0.13'), (100, '-0.13'), (69, '-0.13'), (71, '-0.13'), (98, '-0.13'), (85, '-0.13'), (72, '-0.13'), (91, '-0.12'), (76, '-0.12'), (94, '-0.12'), (93, '-0.12'), (73, '-0.12'), (74, '-0.12'), (96, '-0.12'), (77, '-0.12'), (84, '-0.12'), (81, '-0.12'), (75, '-0.12'), (90, '-0.12'), (78, '-0.12'), (83, '-0.12'), (86, '-0.12'), (87, '-0.12'), (82, '-0.12'), (88, '-0.12'), (89, '-0.11'), (80, '-0.11'), (92, '-0.11'), (79, '-0.11')]\n"
 }
]
features
[
 {
  "data": {
   "text/plain": "['bop', 'atr_14', 'true_range', 'ADX', '+DM']"
  },
  "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"]]
        ]
    )
)
[
 {
  "name": "stderr",
  "output_type": "stream",
  "text": "WARNING:pandas_ml_common.utils.index_utils:passed item was None\n"
 },
 {
  "data": {
   "text/plain": "<seaborn.axisgrid.PairGrid at 0x7f99c85b1e10>"
  },
  "execution_count": 8,
  "metadata": {},
  "output_type": "execute_result"
 },
 {
  "data": {
   "image/png": 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