diff --git a/qf_docstring.mustache b/qf_docstring.mustache
index 6ae2f759..964b9e23 100644
--- a/qf_docstring.mustache
+++ b/qf_docstring.mustache
@@ -1,9 +1,7 @@
{{! QF Docstring Template }}
-Summary
--------
{{summaryPlaceholder}}
-[Explainer Video]()
+[Video]()
{{#parametersExist}}
Parameters
diff --git a/quantfreedom/enums.py b/quantfreedom/enums.py
index 73f14e70..9c8dd43c 100644
--- a/quantfreedom/enums.py
+++ b/quantfreedom/enums.py
@@ -17,8 +17,6 @@ class CandleBodyTypeT(NamedTuple):
class IncreasePositionTypeT(NamedTuple):
"""
- Summary
- -------
The different ways you can increase your position
Parameters
@@ -56,8 +54,6 @@ class LeverageModeTypeT(NamedTuple):
class LeverageStrategyTypeT(NamedTuple):
"""
- Summary
- -------
Choosing which leverage strategy you would like to use.
Parameters
@@ -136,8 +132,6 @@ class StopLossStrategyTypeT(NamedTuple):
class TakeProfitStrategyTypeT(NamedTuple):
"""
- Summary
- -------
How you want to process the take profit
Parameters
@@ -195,27 +189,25 @@ class AccountState(NamedTuple):
class BacktestSettings(NamedTuple):
"""
- Summary
- -------
Settings for filtering the results of your backtest. The main purpose of this is to save on memory and also there is sometimes no point in wanting to see strategies that are negative gains or below a specific qf score because they are useless.
Parameters
----------
- array_size : int = 10000
- _description_
gains_pct_filter : float = -np.inf
Will not record any strategies whos gains % result is below gains_pct_filter
- total_trade_filter : int = -1
- Will not record any strategies whos total trades result is below total trades filter.
qf_filter : float = -np.inf
Will not record any strategies whos qf score result is below the qf filter. qf_score is between -1 to 1,
+ total_trade_filter : int = -1
+ Will not record any strategies whos total trades result is below total trades filter.
+ record_size : int = 10000
+ The amount of records you want to to save. Keep this number as low as possible to save memory.
"""
- array_size: int = 10000
gains_pct_filter: float = -np.inf
- total_trade_filter: int = -1
qf_filter: float = -np.inf
+ total_trade_filter: int = -1
+ record_size: int = 10000
class DynamicOrderSettingsArrays(NamedTuple):
@@ -249,18 +241,18 @@ class DynamicOrderSettings(NamedTuple):
class ExchangeSettings(NamedTuple):
- limit_fee_pct: float = None
- max_leverage: float = None
- market_fee_pct: float = None
- mmr_pct: float = None
- min_leverage: float = None
- max_asset_size: float = None
- min_asset_size: float = None
- asset_tick_step: int = None
- position_mode: int = None
- leverage_mode: int = None
- price_tick_step: int = None
- leverage_tick_step: int = None
+ asset_tick_step: int
+ leverage_mode: int
+ leverage_tick_step: int
+ limit_fee_pct: float
+ market_fee_pct: float
+ max_asset_size: float
+ max_leverage: float
+ min_asset_size: float
+ min_leverage: float
+ mmr_pct: float
+ position_mode: int
+ price_tick_step: int
class OrderResult(NamedTuple):
diff --git a/quantfreedom/helper_funcs.py b/quantfreedom/helper_funcs.py
index 3df62775..c637fc88 100644
--- a/quantfreedom/helper_funcs.py
+++ b/quantfreedom/helper_funcs.py
@@ -23,8 +23,6 @@ def dl_ex_candles(
candles_to_dl: int = None,
):
"""
- Summary
- -------
Download candles from the exchange of your choice
Parameters
@@ -103,8 +101,6 @@ def candles_to_df(
candles: np.array,
) -> pd.DataFrame:
"""
- Summary
- -------
Converts your numpy array candles to a pandas dataframe
Parameters
diff --git a/quantfreedom/indicators/tv_indicators.py b/quantfreedom/indicators/tv_indicators.py
index 6590b961..e421e9b4 100644
--- a/quantfreedom/indicators/tv_indicators.py
+++ b/quantfreedom/indicators/tv_indicators.py
@@ -9,8 +9,6 @@ def wma_tv(
length: int,
) -> np.array:
"""
- Summary
- -------
[Weighted Moving Average From Tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.wma)
[Explainer Video](https://youtu.be/eHlHoWC4W8k)
@@ -75,9 +73,7 @@ def ema_tv(
length: int,
) -> np.array:
"""
- Summary
- -------
- Exponential Moving average from tradingview https://www.tradingview.com/pine-script-reference/v5/#fun_ta.ema
+ [Exponential Moving average from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.ema)
Parameters
----------
@@ -109,8 +105,6 @@ def rma_tv(
length: int,
) -> np.array:
"""
- Summary
- -------
[Relative strength index Moving average from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.rma)
Parameters
@@ -144,8 +138,6 @@ def rma_tv_2(
length: int,
):
"""
- Summary
- -------
[Relative strength index Moving average from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.rma)
Parameters
@@ -184,8 +176,6 @@ def stdev_tv(
length: int,
) -> np.array:
"""
- Summary
- -------
[Standard deviation from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.stdev)
[Explainer Video](https://youtu.be/Hejf_bzLfL4)
@@ -234,8 +224,6 @@ def macd_tv(
signal_ma_type: Callable = ema_tv,
) -> tuple[np.array, np.array, np.array]:
"""
- Summary
- -------
[Moving average convergence divergence from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.macd)
Parameters
@@ -273,8 +261,6 @@ def bb_tv(
basis_ma_type: Callable = sma_tv,
) -> tuple[np.array, np.array, np.array]:
"""
- Summary
- -------
[Bollinger bands from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.bb)
Parameters
@@ -304,8 +290,6 @@ def true_range_tv(
candles: np.array,
) -> np.array:
"""
- Summary
- -------
[True Range from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.tr)
Parameters
@@ -338,8 +322,6 @@ def atr_tv(
smoothing_type: Callable = rma_tv,
) -> np.array:
"""
- Summary
- -------
[Average true range smoothing from tradingview](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.atr)
Parameters
@@ -366,8 +348,6 @@ def rsi_tv(
length: int,
) -> np.array:
"""
- Summary
- -------
[Relative strength index](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.rsi)
Parameters
@@ -409,8 +389,6 @@ def supertrend_tv(
factor: int,
) -> tuple[np.array, np.array]:
"""
- Summary
- -------
[Super Trend](https://www.tradingview.com/pine-script-reference/v5/#fun_ta.supertrend)
Parameters
@@ -477,8 +455,6 @@ def vwap_tv(
candles: np.array,
) -> np.array:
"""
- Summary
- -------
[Volume Weighted Average Price](https://blog.quantinsti.com/vwap-strategy/)
Parameters
@@ -532,8 +508,6 @@ def squeeze_momentum_lazybear_tv(
multi_kc: int,
) -> tuple[np.array, np.array, np.array]:
"""
- Summary
- -------
[LazyBear Pinescript](https://www.tradingview.com/script/nqQ1DT5a-Squeeze-Momentum-Indicator-LazyBear/)
Parameters
@@ -601,8 +575,6 @@ def linear_regression_candles_ugurvu_tv(
smoothing_type: Callable = sma_tv,
) -> tuple[np.array, np.array]:
"""
- Summary
- -------
[Linear regression indicator](https://www.tradingview.com/script/hMaQO1FX-Linear-Regression-Candles/)
Parameters
diff --git a/quantfreedom/live_mode.py b/quantfreedom/live_mode.py
index c0e1298d..e0758bd2 100644
--- a/quantfreedom/live_mode.py
+++ b/quantfreedom/live_mode.py
@@ -16,33 +16,34 @@
RejectedOrder,
StaticOrderSettings,
)
+
+from quantfreedom.order_handler.order import OrderHandler
+from quantfreedom.strategies.strategy import Strategy
from quantfreedom.exchanges.live_exchange import LiveExchange
from datetime import datetime, timedelta
-from dash_bootstrap_templates import load_figure_template
-from jupyter_dash import JupyterDash
-from dash import Dash
-from IPython import get_ipython
-import dash_bootstrap_components as dbc
import plotly.graph_objects as go
import pandas as pd
-from quantfreedom.order_handler.order import OrderHandler
-from quantfreedom.strategies.strategy import Strategy
-
-load_figure_template("darkly")
-dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
-try:
- shell = str(get_ipython())
- if "ZMQInteractiveShell" in shell:
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- elif shell == "TerminalInteractiveShell":
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- else:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-except NameError:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-
-bg_color = "#0b0b18"
+# from dash_bootstrap_templates import load_figure_template
+# from jupyter_dash import JupyterDash
+# from dash import Dash
+# from IPython import get_ipython
+# import dash_bootstrap_components as dbc
+
+# load_figure_template("darkly")
+# dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
+# try:
+# shell = str(get_ipython())
+# if "ZMQInteractiveShell" in shell:
+# app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# elif shell == "TerminalInteractiveShell":
+# app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# else:
+# app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# except NameError:
+# app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+
+# bg_color = "#0b0b18"
logger = getLogger("info")
trade_logger = getLogger("trades")
diff --git a/quantfreedom/order_handler/order.py b/quantfreedom/order_handler/order.py
index cdc90e0c..a69bc1f5 100644
--- a/quantfreedom/order_handler/order.py
+++ b/quantfreedom/order_handler/order.py
@@ -209,8 +209,13 @@ def check_liq_hit(self, current_candle: np.array):
liq_price=self.liq_price,
)
- def check_take_profit_hit(self, current_candle: np.array):
+ def check_take_profit_hit(
+ self,
+ current_candle: np.array,
+ exit_price: float,
+ ):
self.obj_take_profit.checker_tp_hit(
+ exit_price=exit_price,
current_candle=current_candle,
tp_price=self.tp_price,
)
diff --git a/quantfreedom/order_handler/take_profit.py b/quantfreedom/order_handler/take_profit.py
index cf656e39..00d3a2f9 100644
--- a/quantfreedom/order_handler/take_profit.py
+++ b/quantfreedom/order_handler/take_profit.py
@@ -33,6 +33,9 @@ def __init__(
if tp_strategy_type == TakeProfitStrategyType.RiskReward:
self.tp_calculator = self.tp_rr
self.checker_tp_hit = self.c_tp_hit_regular
+ if tp_strategy_type == TakeProfitStrategyType.Provided:
+ self.tp_calculator = self.tp_provided
+ self.checker_tp_hit = self.c_tp_hit_provided
def short_tp_price(
self,
@@ -108,12 +111,32 @@ def tp_rr(
tp_pct,
)
+ def tp_provided(
+ self,
+ average_entry: float,
+ position_size_usd: float,
+ possible_loss: float,
+ ):
+ can_move_sl_to_be = True
+ tp_price = np.nan
+ tp_pct = np.nan
+
+ return (
+ can_move_sl_to_be,
+ tp_price,
+ tp_pct,
+ )
+
def c_tp_hit_regular(
self,
current_candle: np.array,
+ exit_price: float,
tp_price: float,
):
- if self.get_check_tp_candle_price(current_candle=current_candle, tp_price=tp_price):
+ if self.get_check_tp_candle_price(
+ current_candle=current_candle,
+ tp_price=tp_price,
+ ):
logger.debug(f"TP Hit tp_price= {tp_price}")
raise DecreasePosition(
exit_fee_pct=self.tp_fee_pct,
@@ -123,3 +146,20 @@ def c_tp_hit_regular(
else:
logger.debug("No Tp Hit")
pass
+
+ def c_tp_hit_provided(
+ self,
+ current_candle: np.array,
+ exit_price: float,
+ tp_price: float,
+ ):
+ if not np.isnan(exit_price):
+ logger.debug(f"TP Hit tp_price= {exit_price}")
+ raise DecreasePosition(
+ exit_fee_pct=self.tp_fee_pct,
+ exit_price=exit_price,
+ order_status=OrderStatus.TakeProfitFilled,
+ )
+ else:
+ logger.debug("No Tp Hit")
+ pass
diff --git a/quantfreedom/plotting/plotting_base.py b/quantfreedom/plotting/plotting_base.py
index f4f4236f..ed8307e2 100644
--- a/quantfreedom/plotting/plotting_base.py
+++ b/quantfreedom/plotting/plotting_base.py
@@ -1,29 +1,30 @@
import numpy as np
import pandas as pd
+from quantfreedom.enums import CandleBodyType
import plotly.graph_objects as go
from plotly.subplots import make_subplots
-from dash import Dash
-from dash_bootstrap_templates import load_figure_template
-from jupyter_dash import JupyterDash
-from IPython import get_ipython
-import dash_bootstrap_components as dbc
-from quantfreedom.enums import CandleBodyType
+# from dash import Dash
+# from dash_bootstrap_templates import load_figure_template
+# from jupyter_dash import JupyterDash
+# from IPython import get_ipython
+# import dash_bootstrap_components as dbc
+
-load_figure_template("darkly")
-dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
-try:
- shell = str(get_ipython())
- if "ZMQInteractiveShell" in shell:
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- elif shell == "TerminalInteractiveShell":
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- else:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-except NameError:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# load_figure_template("darkly")
+# dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
+# try:
+# shell = str(get_ipython())
+# if "ZMQInteractiveShell" in shell:
+# app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# elif shell == "TerminalInteractiveShell":
+# app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# else:
+# app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
+# except NameError:
+# app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-bg_color = "#0b0b18"
+# bg_color = "#0b0b18"
def plot_candles_1_ind_same_pane(
@@ -32,7 +33,7 @@ def plot_candles_1_ind_same_pane(
ind_name: str,
ind_color: str = "yellow",
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = go.Figure(
data=[
go.Candlestick(
@@ -61,7 +62,7 @@ def plot_candles_1_ind_dif_pane(
ind_name: str,
ind_color: str = "yellow",
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = make_subplots(
cols=1,
rows=2,
@@ -266,7 +267,7 @@ def plot_bollinger_bands(
ul_rgb: str = "48, 123, 255",
basis_color_rgb: str = "255, 176, 0",
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = go.Figure(
data=[
go.Scatter(
@@ -318,7 +319,7 @@ def plot_macd(
candles: np.array,
indicator: np.array,
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = make_subplots(
cols=1,
rows=2,
@@ -382,7 +383,7 @@ def plot_squeeze_mom_lazybear(
candles: np.array,
indicator: np.array,
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = make_subplots(
cols=1,
rows=2,
@@ -443,7 +444,7 @@ def plot_or_results(
# Candles
fig.add_trace(
go.Candlestick(
- x=pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms"),
+ x=candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]"),
open=candles[:, 1],
high=candles[:, 2],
low=candles[:, 3],
@@ -562,8 +563,8 @@ def plot_or_results(
go.Scatter(
x=tp_filled_df["datetime"],
y=tp_filled_df["exit_price"],
- mode="markers",
name="Take Profit Filled",
+ mode="markers",
marker=dict(
size=10,
symbol="star",
@@ -606,7 +607,7 @@ def plot_or_results(
try:
pnl_dt_df = order_records_df[~order_records_df["realized_pnl"].isna()]["datetime"]
dt_list = pnl_dt_df.to_list()
- dt_list.insert(0, pd.to_datetime(candles[0, 0], unit="ms"))
+ dt_list.insert(0, candles[0, 0].astype("datetime64[ms]"))
pnl_df = order_records_df[~order_records_df["realized_pnl"].isna()]["realized_pnl"]
pnl_list = pnl_df.to_list()
@@ -634,7 +635,7 @@ def plot_supertrend(
candles: np.array,
indicator: np.array,
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
lower = np.where(indicator[:, 1] < 0, indicator[:, 0], np.nan)
upper = np.where(indicator[:, 1] > 0, indicator[:, 0], np.nan)
fig = go.Figure(
@@ -678,7 +679,7 @@ def plot_linear_regression_candles_ugurvu_tv(
lin_reg_candles: np.array,
signal: np.array,
):
- datetimes = pd.to_datetime(lin_reg_candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = lin_reg_candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = go.Figure(
data=[
go.Candlestick(
@@ -707,7 +708,7 @@ def plot_range_detextor_LuxAlgo(
box_x: np.array,
box_y: np.array,
):
- datetimes = pd.to_datetime(candles[:, CandleBodyType.Timestamp], unit="ms")
+ datetimes = candles[:, CandleBodyType.Timestamp].astype("datetime64[ms]")
fig = go.Figure(
data=[
go.Candlestick(
diff --git a/quantfreedom/simulate.py b/quantfreedom/simulate.py
index ef8e4cc0..7a47c7dc 100644
--- a/quantfreedom/simulate.py
+++ b/quantfreedom/simulate.py
@@ -30,7 +30,7 @@ def run_df_backtest(
exchange_settings: ExchangeSettings,
logger_bool: bool,
static_os: StaticOrderSettings,
- strategy: Strategy ,
+ strategy: Strategy,
):
if logger_bool == False:
logger.disabled = True
@@ -72,10 +72,8 @@ def run_df_backtest(
logger.info(f"Total candles: {total_bars:,}")
logger.info(f"Total candles to test: {total_indicator_settings * total_order_settings * total_bars:,}")
- array_size = int(backtest_settings.array_size)
-
strategy_result_records = np.empty(
- array_size,
+ backtest_settings.record_size,
dtype=strat_df_array_dt,
)
result_records_filled = 0
@@ -121,7 +119,10 @@ def run_df_backtest(
logger.debug("Checking liq hit")
order.check_liq_hit(current_candle=current_candle)
logger.debug("Checking take profit hit")
- order.check_take_profit_hit(current_candle=current_candle)
+ order.check_take_profit_hit(
+ current_candle=current_candle,
+ exit_price=strategy.exit_prices[bar_index],
+ )
logger.debug("Checking to move stop to break even")
sl_to_be_price, sl_to_be_pct = order.check_move_sl_to_be(current_candle=current_candle)
@@ -164,7 +165,7 @@ def run_df_backtest(
logger.debug("Not in a pos so not checking SL Liq or TP")
logger.debug("strategy evaluate")
- if strategy.entries_strat[bar_index]:
+ if strategy.entries[bar_index]:
strategy.entry_message(bar_index=bar_index)
try:
logger.debug("calculate_stop_loss")
@@ -376,7 +377,10 @@ def or_backtest(
logger.debug("Checking liq hit")
order.check_liq_hit(current_candle=current_candle)
logger.debug("Checking take profit hit")
- order.check_take_profit_hit(current_candle=current_candle)
+ order.check_take_profit_hit(
+ current_candle=current_candle,
+ exit_price=strategy.exit_prices[bar_index],
+ )
logger.debug("Checking to move stop to break even")
sl_to_be_price, sl_to_be_pct = order.check_move_sl_to_be(current_candle=current_candle)
@@ -452,7 +456,7 @@ def or_backtest(
logger.debug("Not in a pos so not checking SL Liq or TP")
logger.debug("strategy evaluate")
- if strategy.entries_strat[bar_index]:
+ if strategy.entries[bar_index]:
strategy.entry_message(bar_index=bar_index)
try:
logger.debug("calculate_stop_loss")
diff --git a/quantfreedom/strategies/ex_strat_01.py b/quantfreedom/strategies/ex_strat_01.py
index d5812458..04412506 100644
--- a/quantfreedom/strategies/ex_strat_01.py
+++ b/quantfreedom/strategies/ex_strat_01.py
@@ -9,53 +9,13 @@
import os
import numpy as np
import pandas as pd
-from dash_bootstrap_templates import load_figure_template
-from jupyter_dash import JupyterDash
-from dash import Dash
-from IPython import get_ipython
-import dash_bootstrap_components as dbc
import plotly.graph_objects as go
-
from quantfreedom.strategies.strategy import Strategy
logger = getLogger("info")
-load_figure_template("darkly")
-dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
-try:
- shell = str(get_ipython())
- if "ZMQInteractiveShell" in shell:
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- elif shell == "TerminalInteractiveShell":
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- else:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-except NameError:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-
-bg_color = "#0b0b18"
-
class IndicatorSettingsArrays(NamedTuple):
- """
- Summary
- -------
- Named tuple for all of our indicators paramaters
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- rsi_is_above : np.array
- Numbers for rsi is above
- rsi_is_below : np.array
- Numbers for rsi is below
- rsi_length : np.array
- Numbers for rsi length
- """
-
rsi_is_above: np.array
rsi_is_below: np.array
rsi_length: np.array
@@ -71,27 +31,6 @@ def __init__(
rsi_is_above: np.array = np.array([0]),
rsi_is_below: np.array = np.array([0]),
) -> None:
- """
- Summary
- -------
- _summary_
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- long_short : str
- _description_
- rsi_length : np.array
- _description_
- rsi_is_above : np.array
- _description_
- rsi_is_below : np.array
- _description_
-
- """
logger.debug("Creating Strategy class init")
self.long_short = long_short
@@ -132,23 +71,6 @@ def short_set_entries_exits_array(
candles: np.array,
ind_set_index: int,
):
- """
- Summary
- -------
- _summary_
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- candles : np.array
- _description_
- ind_set_index : int
- _description_
-
- """
try:
self.rsi_is_above = self.indicator_settings_arrays.rsi_is_above[ind_set_index]
self.rsi_length = self.indicator_settings_arrays.rsi_length[ind_set_index]
@@ -159,8 +81,8 @@ def short_set_entries_exits_array(
self.rsi = np.around(rsi, 2)
logger.info(f"Created RSI rsi_is_above= {self.rsi_is_above} rsi_length= {self.rsi_length}")
- self.entries_strat = np.where(self.rsi > self.rsi_is_above, True, False)
- self.exits_strat = np.full_like(self.rsi, np.nan)
+ self.entries = np.where(self.rsi > self.rsi_is_above, True, False)
+ self.exit_prices = np.full_like(self.rsi, np.nan)
except Exception as e:
logger.info(f"Exception short_set_entries_exits_array -> {e}")
@@ -202,8 +124,8 @@ def long_set_entries_exits_array(
self.rsi = np.around(rsi, 2)
logger.info(f"Created RSI rsi_is_below= {self.rsi_is_below} rsi_length= {self.rsi_length}")
- self.entries_strat = np.where(self.rsi < self.rsi_is_below, True, False)
- self.exits_strat = np.full_like(self.rsi, np.nan)
+ self.entries = np.where(self.rsi < self.rsi_is_below, True, False)
+ self.exit_prices = np.full_like(self.rsi, np.nan)
except Exception as e:
logger.info(f"Exception long_set_entries_exits_array -> {e}")
diff --git a/quantfreedom/strategies/ex_strat_02.py b/quantfreedom/strategies/ex_strat_02.py
index e27ef413..a340c050 100644
--- a/quantfreedom/strategies/ex_strat_02.py
+++ b/quantfreedom/strategies/ex_strat_02.py
@@ -9,39 +9,17 @@
import os
import numpy as np
import pandas as pd
-from dash_bootstrap_templates import load_figure_template
-from jupyter_dash import JupyterDash
-from dash import Dash
-from IPython import get_ipython
-import dash_bootstrap_components as dbc
import plotly.graph_objects as go
-
from quantfreedom.strategies.strategy import Strategy
logger = getLogger("info")
-load_figure_template("darkly")
-dbc_css = "https://cdn.jsdelivr.net/gh/AnnMarieW/dash-bootstrap-templates/dbc.min.css"
-try:
- shell = str(get_ipython())
- if "ZMQInteractiveShell" in shell:
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- elif shell == "TerminalInteractiveShell":
- app = JupyterDash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
- else:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-except NameError:
- app = Dash(__name__, external_stylesheets=[dbc.themes.DARKLY, dbc_css])
-
-bg_color = "#0b0b18"
-
class IndicatorSettingsArrays(NamedTuple):
volatility_lb: np.array
max_high_lb: np.array
-# https://www.youtube.com/watch?v=s8uyLscRl-Q
class SimpleBreakoutDynamicLookback(Strategy):
starting_bar: int
@@ -51,25 +29,6 @@ def __init__(
volatility_lb: np.array,
max_high_lb: np.array,
) -> None:
- """
- Summary
- -------
- _summary_
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- long_short : str
- _description_
- volatility_lb : np.array
- _description_
- max_high_lb : np.array
- _description_
-
- """
logger.debug("Creating Strategy class init")
self.long_short = long_short
@@ -157,8 +116,8 @@ def long_set_entries_exits_array(
self.entry_prices = np.where(close >= self.max_high, close, np.nan)
- self.entries_strat = np.where(np.isnan(self.entry_prices), False, True)
- self.exits_strat = np.full_like(self.entries_strat, np.nan)
+ self.entries = np.where(np.isnan(self.entry_prices), False, True)
+ self.exit_prices = np.full_like(self.entries, np.nan)
except Exception as e:
logger.info(f"Exception long_set_entries_exits_array -> {e}")
diff --git a/quantfreedom/strategies/strategy.py b/quantfreedom/strategies/strategy.py
index 040f1635..a6f2bc56 100644
--- a/quantfreedom/strategies/strategy.py
+++ b/quantfreedom/strategies/strategy.py
@@ -3,51 +3,21 @@
class IndicatorSettingsArrays(NamedTuple):
- """
- Summary
- -------
- _summary_
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- NamedTuple : _type_
- _description_
-
- """
-
pass
class Strategy:
- set_entries_exits_array: Callable
- log_indicator_settings: Callable
+ entries: np.array
entry_message: Callable
- entries_strat: np.array
+ exit_prices: np.array
indicator_settings_arrays: IndicatorSettingsArrays
+ log_indicator_settings: Callable
+ set_entries_exits_array: Callable
def __init__(
self,
long_short: str,
) -> None:
- """
- Summary
- -------
- _summary_
-
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
- Parameters
- ----------
- long_short : str
- _description_
-
- """
self.long_short = long_short
def testing(self):
diff --git a/quantfreedom/utils.py b/quantfreedom/utils.py
index 7e6e06ef..aa28322d 100644
--- a/quantfreedom/utils.py
+++ b/quantfreedom/utils.py
@@ -11,8 +11,6 @@ def delete_dir(
p: Path,
):
"""
- Summary
- -------
Delete info in directory
Parameters
@@ -43,27 +41,25 @@ def clear_cache():
def pretty_qf(
- object: NamedTuple,
+ named_tuple: NamedTuple,
):
"""
- Summary
- -------
Prints named tuples in a pretty way
Parameters
----------
- object : namedtuple
+ named_tuple : namedtuple
must only be a named tuple
"""
try:
- object._fields[0]
+ named_tuple._fields[0]
items = []
indent = str(" ")
- for x in range(len(object)):
- items.append(indent + object._fields[x] + " = " + str(object[x]) + ",\n")
- return print(type(object).__name__ + "(" + "\n" + "".join(items) + ")")
+ for x in range(len(named_tuple)):
+ items.append(indent + named_tuple._fields[x] + " = " + str(named_tuple[x]) + ",\n")
+ return print(type(named_tuple).__name__ + "(" + "\n" + "".join(items) + ")")
except:
- return object
+ return named_tuple
def generate_candles(
@@ -72,14 +68,8 @@ def generate_candles(
seed: int = None,
):
"""
- Summary
- -------
Generate a dataframe filled with random candles
- Explainer Video
- ---------------
- Coming Soon but if you want/need it now please let me know in discord or telegram and i will make it for you
-
Parameters
----------
number_of_candles : int, 100
diff --git a/tests/strategy/full_strat_long.ipynb b/tests/strategy/full_strat_long.ipynb
index 0cb9eaa4..5b7f39f6 100644
--- a/tests/strategy/full_strat_long.ipynb
+++ b/tests/strategy/full_strat_long.ipynb
@@ -2,18 +2,28 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ }
+ ],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from my_stuff import MufexKeys\n",
+ "from datetime import datetime\n",
"from quantfreedom.exchanges.mufex_exchange.mufex import Mufex\n",
"from quantfreedom.enums import *\n",
"from quantfreedom.simulate import run_df_backtest, or_backtest\n",
"from quantfreedom.strategies.strategy import Strategy\n",
- "\n",
+ "from quantfreedom.strategies.ex_strat_01 import RSIBelowAbove\n",
"\n",
"mufex_main = Mufex(\n",
" api_key=MufexKeys.api_key,\n",
@@ -27,21 +37,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"candles = mufex_main.get_candles(\n",
" symbol=\"BTCUSDT\",\n",
" timeframe=\"5m\",\n",
- " since_timestamp=1697328000000,\n",
- " until_timestamp=1698105600000,\n",
+ " since_datetime=datetime(2023, 10, 15),\n",
+ " until_datetime=datetime(2023, 10, 24),\n",
")"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -54,16 +64,10 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
- "# backtest_settings = BacktestSettings(\n",
- "# array_size=200,\n",
- "# gains_pct_filter=-90,\n",
- "# total_trade_filter=10,\n",
- "# upside_filter=-np.inf,\n",
- "# )\n",
"backtest_settings = BacktestSettings()\n",
"dos_arrays = DynamicOrderSettingsArrays(\n",
" max_equity_risk_pct=np.array([12]),\n",
@@ -82,7 +86,6 @@
"static_os = StaticOrderSettings(\n",
" increase_position_type=IncreasePositionType.RiskPctAccountEntrySize,\n",
" leverage_strategy_type=LeverageStrategyType.Dynamic,\n",
- " logger_bool=True,\n",
" pg_min_max_sl_bcb=\"min\",\n",
" sl_strategy_type=StopLossStrategyType.SLBasedOnCandleBody,\n",
" sl_to_be_bool=False,\n",
@@ -98,11 +101,11 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
- "strategy = Strategy(\n",
+ "strategy = RSIBelowAbove(\n",
" rsi_is_below=np.array([60]),\n",
" rsi_length=np.array([14]),\n",
" long_short=\"long\",\n",
@@ -111,9 +114,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "ename": "AttributeError",
+ "evalue": "'NoneType' object has no attribute 'market_fee_pct'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[10], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mrun_df_backtest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mbacktest_settings\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbacktest_settings\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mcandles\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcandles\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mdos_arrays\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdos_arrays\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mexchange_settings\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmufex_main\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexchange_settings\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatic_os\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstatic_os\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mstrategy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstrategy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mlogger_bool\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 9\u001b[0m \u001b[43m)\u001b[49m\n",
+ "File \u001b[1;32mE:\\Coding\\backtesters\\QuantFreedom\\quantfreedom\\simulate.py:47\u001b[0m, in \u001b[0;36mrun_df_backtest\u001b[1;34m(backtest_settings, candles, dos_arrays, exchange_settings, logger_bool, static_os, strategy)\u001b[0m\n\u001b[0;32m 41\u001b[0m starting_equity \u001b[38;5;241m=\u001b[39m static_os\u001b[38;5;241m.\u001b[39mstarting_equity\n\u001b[0;32m 43\u001b[0m dos_cart_arrays \u001b[38;5;241m=\u001b[39m dos_cart_product(\n\u001b[0;32m 44\u001b[0m dos_arrays\u001b[38;5;241m=\u001b[39mdos_arrays,\n\u001b[0;32m 45\u001b[0m )\n\u001b[1;32m---> 47\u001b[0m order \u001b[38;5;241m=\u001b[39m \u001b[43mOrderHandler\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 48\u001b[0m \u001b[43m \u001b[49m\u001b[43mlong_short\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstrategy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlong_short\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 49\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatic_os\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstatic_os\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 50\u001b[0m \u001b[43m \u001b[49m\u001b[43mexchange_settings\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexchange_settings\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 51\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 53\u001b[0m \u001b[38;5;66;03m# Creating Settings Vars\u001b[39;00m\n\u001b[0;32m 54\u001b[0m total_order_settings \u001b[38;5;241m=\u001b[39m dos_cart_arrays[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39msize\n",
+ "File \u001b[1;32mE:\\Coding\\backtesters\\QuantFreedom\\quantfreedom\\order_handler\\order.py:37\u001b[0m, in \u001b[0;36mOrderHandler.__init__\u001b[1;34m(self, exchange_settings, long_short, static_os)\u001b[0m\n\u001b[0;32m 32\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 33\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlong or short are the only options for long_short\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 35\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj_stop_loss \u001b[38;5;241m=\u001b[39m StopLoss(\n\u001b[0;32m 36\u001b[0m long_short\u001b[38;5;241m=\u001b[39mlong_short,\n\u001b[1;32m---> 37\u001b[0m market_fee_pct\u001b[38;5;241m=\u001b[39m\u001b[43mexchange_settings\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmarket_fee_pct\u001b[49m,\n\u001b[0;32m 38\u001b[0m pg_min_max_sl_bcb\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mpg_min_max_sl_bcb,\n\u001b[0;32m 39\u001b[0m price_tick_step\u001b[38;5;241m=\u001b[39mexchange_settings\u001b[38;5;241m.\u001b[39mprice_tick_step,\n\u001b[0;32m 40\u001b[0m sl_strategy_type\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39msl_strategy_type,\n\u001b[0;32m 41\u001b[0m sl_to_be_bool\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39msl_to_be_bool,\n\u001b[0;32m 42\u001b[0m trail_sl_bool\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mtrail_sl_bool,\n\u001b[0;32m 43\u001b[0m z_or_e_type\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mz_or_e_type,\n\u001b[0;32m 44\u001b[0m )\n\u001b[0;32m 45\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj_inc_pos \u001b[38;5;241m=\u001b[39m IncreasePosition(\n\u001b[0;32m 46\u001b[0m asset_tick_step\u001b[38;5;241m=\u001b[39mexchange_settings\u001b[38;5;241m.\u001b[39masset_tick_step,\n\u001b[0;32m 47\u001b[0m increase_position_type\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mincrease_position_type,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 53\u001b[0m sl_strategy_type\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39msl_strategy_type,\n\u001b[0;32m 54\u001b[0m )\n\u001b[0;32m 55\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj_leverage \u001b[38;5;241m=\u001b[39m Leverage(\n\u001b[0;32m 56\u001b[0m leverage_strategy_type\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mleverage_strategy_type,\n\u001b[0;32m 57\u001b[0m leverage_tick_step\u001b[38;5;241m=\u001b[39mexchange_settings\u001b[38;5;241m.\u001b[39mleverage_tick_step,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 64\u001b[0m static_leverage\u001b[38;5;241m=\u001b[39mstatic_os\u001b[38;5;241m.\u001b[39mstatic_leverage,\n\u001b[0;32m 65\u001b[0m )\n",
+ "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'market_fee_pct'"
+ ]
+ }
+ ],
"source": [
"run_df_backtest(\n",
" backtest_settings=backtest_settings,\n",
@@ -122,15329 +139,15 @@
" exchange_settings=mufex_main.exchange_settings,\n",
" static_os=static_os,\n",
" strategy=strategy,\n",
+ " logger_bool=True,\n",
")"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "config": {
- "plotlyServerURL": "https://plot.ly"
- },
- "data": [
- {
- "close": [
- 26831.5,
- 26834.4,
- 26829.8,
- 26827.4,
- 26822.2,
- 26821.2,
- 26815.8,
- 26803.9,
- 26823.5,
- 26819.4,
- 26814.6,
- 26834.9,
- 26836.6,
- 26841.6,
- 26840.2,
- 26845.4,
- 26845.8,
- 26847,
- 26849,
- 26865.8,
- 26883.3,
- 26888.3,
- 26874.5,
- 26874.3,
- 26887.7,
- 26872.1,
- 26870.4,
- 26863.2,
- 26860.1,
- 26866.3,
- 26869.9,
- 26869.6,
- 26874.3,
- 26875,
- 26871.2,
- 26869.9,
- 26864.1,
- 26871.4,
- 26879.4,
- 26886.1,
- 26886.4,
- 26883,
- 26889.1,
- 26876.2,
- 26877.9,
- 26874.5,
- 26861.5,
- 26871.2,
- 26874.3,
- 26872.9,
- 26870.2,
- 26866.6,
- 26868.9,
- 26870.6,
- 26875.1,
- 26861.6,
- 26865.1,
- 26864.7,
- 26868.4,
- 26873.2,
- 26868.4,
- 26867.5,
- 26866.7,
- 26872.6,
- 26873.7,
- 26873.6,
- 26872.6,
- 26869.1,
- 26871.4,
- 26871.8,
- 26871.4,
- 26868.4,
- 26865.7,
- 26868.1,
- 26861.4,
- 26865.6,
- 26865.9,
- 26864,
- 26862.6,
- 26864.7,
- 26862.9,
- 26865.7,
- 26865.9,
- 26868.5,
- 26870.1,
- 26868.6,
- 26868.5,
- 26862.6,
- 26861.2,
- 26864.8,
- 26867.2,
- 26867,
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- 26863.6,
- 26867.5,
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- 26889.9,
- 26888,
- 26874.4,
- 26876.5,
- 26868.7,
- 26883,
- 26892,
- 26893,
- 26896.7,
- 26890.7,
- 26896,
- 26895,
- 26905.7,
- 26903,
- 26905.8,
- 26902.5,
- 26888.5,
- 26886.3,
- 26890.6,
- 26886.4,
- 26886.3,
- 26884.9,
- 26889.7,
- 26890.3,
- 26885.6,
- 26885.6,
- 26885,
- 26883.3,
- 26883.2,
- 26883.2,
- 26879.1,
- 26887.8,
- 26886.5,
- 26887.8,
- 26887.9,
- 26882.8,
- 26853.4,
- 26847.3,
- 26847.5,
- 26840.6,
- 26848.1,
- 26856.5,
- 26856.5,
- 26853,
- 26852.3,
- 26843,
- 26843.6,
- 26840.1,
- 26835.5,
- 26829.7,
- 26825.1,
- 26827.8,
- 26825.1,
- 26832.7,
- 26829.9,
- 26823.8,
- 26821.7,
- 26821.9,
- 26825.9,
- 26824.1,
- 26808.6,
- 26810.1,
- 26868,
- 26885.9,
- 26908.2,
- 26915.7,
- 26900.1,
- 26882.4,
- 26870.2,
- 26841.1,
- 26836.1,
- 26849.8,
- 26872,
- 26874.1,
- 26879.8,
- 26876.1,
- 26885.9,
- 26891.6,
- 26892.3,
- 26885.9,
- 26876.8,
- 26871.9,
- 26872.1,
- 26861.8,
- 26859.5,
- 26844.4,
- 26861.7,
- 26885.2,
- 26887.6,
- 26884.2,
- 26888.8,
- 26886.4,
- 26895.6,
- 26885.4,
- 26887.6,
- 26885.7,
- 26900.7,
- 26883.6,
- 26894.1,
- 26885.7,
- 26881.5,
- 26895.8,
- 26895.3,
- 26904.3,
- 26913.8,
- 26916.3,
- 26913.4,
- 26915.9,
- 26916.2,
- 26913.6,
- 26917.5,
- 26928.2,
- 26942.5,
- 26983.6,
- 26946.9,
- 26968.1,
- 26963.4,
- 26953.8,
- 26957.4,
- 26969.6,
- 26966,
- 26950.5,
- 26955.3,
- 26950.9,
- 26954.9,
- 26974.2,
- 26990.6,
- 27001.5,
- 27031.2,
- 27044.9,
- 27048.2,
- 27046.1,
- 27028.8,
- 27068.2,
- 27055.6,
- 27030.5,
- 27027.3,
- 27021.2,
- 26999.2,
- 27005,
- 26991.4,
- 26983.4,
- 26998,
- 27030.2,
- 27018.8,
- 27019.9,
- 27020.8,
- 27010.1,
- 27033.3,
- 27051,
- 27079.2,
- 27087,
- 27174.7,
- 27205.6,
- 27183.4,
- 27193.7,
- 27193,
- 27129.8,
- 27085.6,
- 27127.9,
- 27179.7,
- 27153.2,
- 27172.8,
- 27159.5,
- 27155.5,
- 27158.6,
- 27169.1,
- 27164.4,
- 27210,
- 27260.8,
- 27248.3,
- 27246.2,
- 27228,
- 27247.1,
- 27235.1,
- 27213.7,
- 27169.7,
- 27103.6,
- 27077.4,
- 27085.5,
- 27063.3,
- 27045.1,
- 27054.4,
- 27030.6,
- 27041.5,
- 27038.8,
- 27052.9,
- 27071.2,
- 27094.7,
- 27126.9,
- 27121.3,
- 27139.7,
- 27150,
- 27171.2,
- 27146.6,
- 27121.3,
- 27127.8,
- 27142.2,
- 27153.2,
- 27125.8,
- 27097.5,
- 27115.3,
- 27137.2,
- 27128.9,
- 27156.7,
- 27177.4,
- 27184.4,
- 27206.5,
- 27190.1,
- 27226.6,
- 27259.2,
- 27200.6,
- 27197.9,
- 27204.7,
- 27204,
- 27181,
- 27177.8,
- 27191.9,
- 27198.2,
- 27225,
- 27240,
- 27245.4,
- 27222.3,
- 27200.1,
- 27181.6,
- 27169.6,
- 27169.9,
- 27175.9,
- 27163.2,
- 27159,
- 27150,
- 27152.4,
- 27180,
- 27205.3,
- 27201.8,
- 27190.9,
- 27216.2,
- 27214.4,
- 27218.7,
- 27221.4,
- 27229.6,
- 27212.2,
- 27223.7,
- 27198.7,
- 27195.4,
- 27195.4,
- 27192.7,
- 27189.9,
- 27204.2,
- 27239.9,
- 27250,
- 27238.6,
- 27260,
- 27267.6,
- 27274.8,
- 27717.3,
- 27716.6,
- 27752.8,
- 27797.5,
- 27955.9,
- 27847.3,
- 27845.8,
- 27864.9,
- 27903.3,
- 27927.9,
- 27891,
- 27942.3,
- 27870.1,
- 27839.9,
- 27814.4,
- 27872.4,
- 27874.2,
- 27849.4,
- 27816.8,
- 27784.8,
- 27799.9,
- 27832.1,
- 27832.6,
- 27840.2,
- 27863,
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- 27879.6,
- 27882,
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- 27868.1,
- 27837.9,
- 27836,
- 27837.5,
- 27888.6,
- 27880.3,
- 27850.2,
- 27841.2,
- 27836.4,
- 27805,
- 27823.9,
- 27813.3,
- 27825.7,
- 27810.8,
- 27823.9,
- 27792.8,
- 27775.8,
- 27680,
- 27678.3,
- 27659.7,
- 27656.3,
- 27682.6,
- 27699,
- 27733.2,
- 27707.6,
- 27731.1,
- 27740.2,
- 27757.5,
- 27734.8,
- 27738,
- 27734.8,
- 27707,
- 27707.1,
- 27699.9,
- 27721,
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- 27762.3,
- 27770,
- 27761,
- 27752.4,
- 27743,
- 27738.3,
- 27738.4,
- 27739.3,
- 27743.4,
- 27728.9,
- 27678,
- 27717.1,
- 27704.8,
- 27712.8,
- 27725.5,
- 27736.9,
- 27705.2,
- 27731.7,
- 27742.6,
- 27774.9,
- 27789.5,
- 27777.4,
- 27771.9,
- 27788.9,
- 27774.4,
- 27805.7,
- 27828.3,
- 27872.9,
- 27905.6,
- 27945.8,
- 27915,
- 27938.3,
- 27999.4,
- 29467.6,
- 29245.7,
- 28859.8,
- 28227.1,
- 27844.5,
- 28091.9,
- 27978.9,
- 28050.7,
- 27991.3,
- 27967.7,
- 28028.7,
- 28178.5,
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- 28229.4,
- 28110.1,
- 28230.7,
- 28187.6,
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- 28180,
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- 28104.1,
- 28142.1,
- 28092.2,
- 28030.1,
- 28097.7,
- 28081,
- 28079.8,
- 28044.3,
- 28076.4,
- 28054.7,
- 28054,
- 28086.6,
- 28129.8,
- 28147.1,
- 28138.1,
- 28111.7,
- 28090.2,
- 28064.7,
- 28125.5,
- 28080.4,
- 28086.6,
- 28077.5,
- 28078.3,
- 28136.6,
- 28157.8,
- 28177.6,
- 28203.5,
- 28137.4,
- 28135.3,
- 28116.8,
- 28141,
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- 28179.1,
- 28165,
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- 28263.9,
- 28289,
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- 28392.4,
- 28323,
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- 28315.8,
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- 28352.6,
- 28414.2,
- 28514.3,
- 28535.3,
- 28652.5,
- 28727,
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- 28583.8,
- 28608.3,
- 28572.4,
- 28514.9,
- 28385.5,
- 28444.6,
- 28471.3,
- 28456.7,
- 28452.8,
- 28440.1,
- 28473.8,
- 28545.5,
- 28524.8,
- 28605.9,
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- 28501.9,
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- 28447,
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- 28384.6,
- 28264,
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- 28320.7,
- 28320.3,
- 28348.5,
- 28373.8,
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- 28407.7,
- 28406,
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- 28403.6,
- 28400.6,
- 28394.8,
- 28431,
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- 28391.1,
- 28425.6,
- 28486.4,
- 28512.3,
- 28480.6,
- 28492.3,
- 28494.2,
- 28464.7,
- 28521.4,
- 28473.3,
- 28452.7,
- 28446.2,
- 28452.1,
- 28450,
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- 28484.4,
- 28486.4,
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- 28466.1,
- 28447.5,
- 28431.4,
- 28443.9,
- 28329.6,
- 28377.5,
- 28359.4,
- 28316.7,
- 28340.7,
- 28270.4,
- 28263.8,
- 28312.6,
- 28280.5,
- 28310,
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- 28333.9,
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- 28339.1,
- 28317,
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- 28337.2,
- 28337.2,
- 28325.2,
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- 28348.9,
- 28320,
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- 28369,
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- 28338.4,
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- 28263,
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- 28260.9,
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- 28257.4,
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- 28107.3,
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- 28176.9,
- 28202.4,
- 28211.5,
- 28217.3,
- 28210.1,
- 28182.5,
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- 28186,
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- 28153.8,
- 28158.8,
- 28166.2,
- 28165.7,
- 28194.6,
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- 28173.7,
- 28125.3,
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- 28114.6,
- 28150,
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- 28241.9,
- 28231,
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- 28228.8,
- 28207.1,
- 28222.7,
- 28236.1,
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- 28405.8,
- 28466.1,
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- 28442.3,
- 28377,
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- 28374.1,
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- 28374.8,
- 28411.4,
- 28445.6,
- 28425.3,
- 28407.3,
- 28394.7,
- 28388.7,
- 28372.3,
- 28366.8,
- 28381.6,
- 28395.8,
- 28372.2,
- 28358.3,
- 28386.5,
- 28423.6,
- 28432.3,
- 28450.1,
- 28457.6,
- 28459.9,
- 28523.1,
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- 28505,
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- 28460,
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- 28450.4,
- 28420,
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- 28408.5,
- 28433.3,
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- 28329.3,
- 28340.1,
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- 28331.9,
- 28211.1,
- 28201.7,
- 28291.3,
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- 28337,
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- 28231,
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- 28282,
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- 28298.6,
- 28347.8,
- 28380.3,
- 28380.7,
- 28373.2,
- 28371.2,
- 28381.6,
- 28424.1,
- 28412.4,
- 28440.3,
- 28400.2,
- 28450.1,
- 28483.7,
- 28477.1,
- 28542.6,
- 28515,
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- 28484.1,
- 28512,
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- 28423.5,
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- 28430.8,
- 28423.9,
- 28440.5,
- 28490.1,
- 28512.8,
- 28497.1,
- 28496.4,
- 28520.7,
- 28537.5,
- 28550.1,
- 28539.6,
- 28566.6,
- 28518.7,
- 28499.8,
- 28493.7,
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- 28406.9,
- 28414.4,
- 28395.5,
- 28372.2,
- 28413.9,
- 28426.3,
- 28402.5,
- 28414.9,
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- 28460.3,
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- 28445.7,
- 28415,
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- 28449.8,
- 28455,
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- 28334.1,
- 28342.5,
- 28378.7,
- 28377.8,
- 28426.3,
- 28423.7,
- 28412.3,
- 28431.2,
- 28457.6,
- 28461.2,
- 28462.9,
- 28490.1,
- 28499,
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- 28495.7,
- 28500,
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- 28484.9,
- 28504.8,
- 28504.8,
- 28480.1,
- 28496.1,
- 28479.3,
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- 28431.6,
- 28423.9,
- 28472.2,
- 28482.9,
- 28529.9,
- 28521.2,
- 28537.4,
- 28520.4,
- 28487.2,
- 28483.8,
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- 28439,
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- 28375.1,
- 28379,
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- 28398.2,
- 28409.7,
- 28424,
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- 28429.8,
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- 28426.2,
- 28413.7,
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- 28392.5,
- 28382,
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- 28418.8,
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- 28321.5,
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- 28341,
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- 28339.9,
- 28335,
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- 28331.9,
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- 28321.5,
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- 28342.9,
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- 28367.3,
- 28386,
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- 28458.7,
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- 28498.3,
- 28477.1,
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- 28481.3,
- 28463.2,
- 28479.5,
- 28466.4,
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- 28489.8,
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- 28713.5,
- 28713.3,
- 28716,
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- 28734,
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- 28666.8,
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- 28717.5,
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- 28557.4,
- 28556.3,
- 28573,
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- 28480.7,
- 28485.1,
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- 28516.5,
- 28476.5,
- 28465.4,
- 28506.8,
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- 28517.2,
- 28478.3,
- 28511.1,
- 28507.8,
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- 28543.4,
- 28525,
- 28522.4,
- 28541.3,
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- 28575.7,
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- 28567.6,
- 28542.7,
- 28553.3,
- 28527.1,
- 28248.5,
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- 28324.5,
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- 28349.6,
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- 28361.7,
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- 28326.9,
- 28279.2,
- 28287.5,
- 28315.6,
- 28288.3,
- 28326.7,
- 28321.9,
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- 28342.3,
- 28357.6,
- 28306.1,
- 28289.3,
- 28317.9,
- 28337.5,
- 28313.3,
- 28289.5,
- 28280.2,
- 28286.3,
- 28292.5,
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- 28270.6,
- 28252.9,
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- 28187.2,
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- 28179.7,
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- 28252.5,
- 28259,
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- 28235,
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- 28231.7,
- 28249.8,
- 28235.4,
- 28284.4,
- 28345.5,
- 28330,
- 28327.7,
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- 28492.5,
- 28526.6,
- 28534.4,
- 28486.8,
- 28447.5,
- 28453.7,
- 28444,
- 28385.9,
- 28402.2,
- 28362.4,
- 28349.1,
- 28346.2,
- 28272.1,
- 28318.2,
- 28320,
- 28317.9,
- 28310,
- 28336.2,
- 28343.8,
- 28341.2,
- 28339.2,
- 28408.3,
- 28391.1,
- 28373.6,
- 28338.6,
- 28339,
- 28325.2,
- 28350.1,
- 28349.1,
- 28320,
- 28329.6,
- 28352.3,
- 28375.8,
- 28369,
- 28374.6,
- 28378.7,
- 28359.2,
- 28359.3,
- 28352,
- 28339.7,
- 28338.4,
- 28336.9,
- 28293.6,
- 28278.5,
- 28270.7,
- 28300.3,
- 28299.7,
- 28262.5,
- 28257.4,
- 28259.8,
- 28170.9,
- 28137.2,
- 28189.9,
- 28202.5,
- 28211.8,
- 28217.3,
- 28230.5,
- 28210.1,
- 28190,
- 28201,
- 28193.2,
- 28187.2,
- 28214,
- 28190.5,
- 28174.5,
- 28175.1,
- 28195.9,
- 28192.9,
- 28162.6,
- 28172.4,
- 28192,
- 28199,
- 28219.2,
- 28212.1,
- 28173.7,
- 28138.8,
- 28138.8,
- 28160,
- 28169.8,
- 28150.2,
- 28153.7,
- 28169.4,
- 28168.6,
- 28155.5,
- 28227,
- 28230.3,
- 28247.1,
- 28249.6,
- 28263.8,
- 28243.6,
- 28231.7,
- 28227.3,
- 28237.4,
- 28331.8,
- 28374.3,
- 28452.2,
- 28452.6,
- 28466.2,
- 28507.8,
- 28488.1,
- 28447.2,
- 28403.5,
- 28396,
- 28396.3,
- 28394.8,
- 28391.3,
- 28436.3,
- 28474.8,
- 28452.2,
- 28439,
- 28407.3,
- 28395,
- 28400.1,
- 28388.8,
- 28384.2,
- 28407.9,
- 28407.3,
- 28377.1,
- 28386.5,
- 28435.1,
- 28462.2,
- 28455,
- 28465.9,
- 28465.3,
- 28577.8,
- 28600.5,
- 28527.3,
- 28474.1,
- 28449.1,
- 28472.3,
- 28548.3,
- 28549.1,
- 28517.7,
- 28517.1,
- 28489.2,
- 28467,
- 28475.9,
- 28469.7,
- 28460.7,
- 28460,
- 28477.7,
- 28469.2,
- 28462.6,
- 28441.3,
- 28444.3,
- 28458.6,
- 28458.4,
- 28427.2,
- 28418.7,
- 28435.4,
- 28438.9,
- 28402.5,
- 28387,
- 28375.9,
- 28375.7,
- 28386.6,
- 28340.3,
- 28237.6,
- 28291.3,
- 28302.6,
- 28357,
- 28380.3,
- 28339.5,
- 28273,
- 28267.4,
- 28247.1,
- 28223.9,
- 28282.1,
- 28326.8,
- 28314.1,
- 28357.1,
- 28387.3,
- 28433,
- 28389.6,
- 28383.9,
- 28383.6,
- 28449.4,
- 28496.6,
- 28448,
- 28460.1,
- 28475.7,
- 28496.1,
- 28532.6,
- 28549.5,
- 28544.5,
- 28561.3,
- 28547.7,
- 28485.9,
- 28525.2,
- 28523.7,
- 28494.8,
- 28475.7,
- 28454.5,
- 28471.6,
- 28439.1,
- 28447.5,
- 28506.6,
- 28536.9,
- 28552.6,
- 28527.6,
- 28520.8,
- 28537.7,
- 28550.2,
- 28559.5,
- 28585.4,
- 28595.4,
- 28535.5,
- 28518.1,
- 28493.7,
- 28419.4,
- 28419,
- 28432.6,
- 28406.4,
- 28414.7,
- 28429.2,
- 28444.9,
- 28434.8,
- 28437.1,
- 28460.3,
- 28462.1,
- 28472.3,
- 28452,
- 28430.9,
- 28422.1,
- 28439,
- 28466.3,
- 28455.4,
- 28455,
- 28364.8,
- 28367.5,
- 28390.2,
- 28387.9,
- 28426.8,
- 28430.1,
- 28433.8,
- 28441.3,
- 28463.9,
- 28467.5,
- 28465.1,
- 28490.1,
- 28500,
- 28528,
- 28495.7,
- 28500,
- 28508.2,
- 28491.7,
- 28507.4,
- 28511.9,
- 28504.8,
- 28500.9,
- 28498,
- 28479.3,
- 28453.1,
- 28431.6,
- 28472.2,
- 28486.2,
- 28537.5,
- 28544.3,
- 28540,
- 28540.2,
- 28520.6,
- 28490.9,
- 28483.8,
- 28478,
- 28476.3,
- 28468.8,
- 28445.1,
- 28441.9,
- 28439,
- 28447.9,
- 28442.6,
- 28472.1,
- 28457.6,
- 28440.9,
- 28393.6,
- 28382.8,
- 28408.1,
- 28415.1,
- 28431.4,
- 28426.3,
- 28424.7,
- 28430.1,
- 28432.8,
- 28429.1,
- 28431.6,
- 28424.3,
- 28404.3,
- 28396,
- 28394.6,
- 28393.5,
- 28418,
- 28424,
- 28417.7,
- 28418.8,
- 28418.9,
- 28408,
- 28370.4,
- 28338,
- 28334,
- 28354.7,
- 28365.1,
- 28364.9,
- 28383.4,
- 28405.6,
- 28405.9,
- 28339.9,
- 28351.1,
- 28341,
- 28365,
- 28365.1,
- 28349.6,
- 28354.2,
- 28347.4,
- 28391.8,
- 28390.6,
- 28374.1,
- 28386,
- 28410.9,
- 28459.9,
- 28459.2,
- 28494.7,
- 28477.3,
- 28449.7,
- 28453.9,
- 28457.4,
- 28475.5,
- 28478.6,
- 28467.1,
- 28457.4,
- 28451.8,
- 28461.9,
- 28469.6,
- 28474.8,
- 28485.1,
- 28485.1,
- 28499.7,
- 28499.6,
- 28505.2,
- 28482.2,
- 28489.6,
- 28481.3,
- 28481.9,
- 28479.5,
- 28469.2,
- 28493.7,
- 28502.2,
- 28542,
- 28588.6,
- 29077,
- 28777.1,
- 28743.6,
- 28730.1,
- 28711.7,
- 28697.1,
- 28742.8,
- 28757,
- 28786.4,
- 28841.4,
- 28744.2,
- 28672.2,
- 28671,
- 28712.9,
- 28691.3,
- 28716.9,
- 28728.3,
- 28726.7,
- 28706.3,
- 28681.5,
- 28676,
- 28656.2,
- 28665.1,
- 28681.7,
- 28670.2,
- 28659.6,
- 28582.8,
- 28575,
- 28587.3,
- 28590.1,
- 28569.9,
- 28585.8,
- 28580.2,
- 28550.7,
- 28549.3,
- 28503.5,
- 28490.1,
- 28520.3,
- 28539,
- 28517.7,
- 28503.3,
- 28510.4,
- 28524.9,
- 28519.4,
- 28517.5,
- 28513.7,
- 28516,
- 28520.3,
- 28546.5,
- 28546.3,
- 28531.2,
- 28543,
- 28564.6,
- 28581.3,
- 28583.5,
- 28583.6,
- 28585.1,
- 28567.6,
- 28553.7,
- 28566.2,
- 28529.3,
- 28336.4,
- 28380.5,
- 28381,
- 28400.3,
- 28402.8,
- 28366.6,
- 28360.1,
- 28383.8,
- 28389.8,
- 28393.6,
- 28377.8,
- 28365,
- 28363.9,
- 28351.8,
- 28339.3,
- 28379.1,
- 28387.4,
- 28368.1,
- 28372.4,
- 28382.9,
- 28372.6,
- 28378.7,
- 28371.2,
- 28358.6,
- 28363.8,
- 28352.7,
- 28342.5,
- 28354.6,
- 28370.1,
- 28368.7,
- 28392.9,
- 28365.2,
- 28345.4,
- 28327.1,
- 28316,
- 28333.8,
- 28315.8,
- 28333,
- 28342.2,
- 28360,
- 28352.7,
- 28362.3,
- 28373.1,
- 28364.4,
- 28309.4,
- 28343.1,
- 28342.2,
- 28337.5,
- 28313.3,
- 28313.8,
- 28296.4,
- 28294.9,
- 28354.1,
- 28343.5,
- 28282.2,
- 28252.9,
- 28236.8,
- 28210.7,
- 28204.9,
- 28200.4,
- 28218.7,
- 28201.9,
- 28240.8,
- 28258.3,
- 28255,
- 28273.9,
- 28259.7,
- 28265.3,
- 28235.2,
- 28245,
- 28252.5,
- 28258.6,
- 28292.1,
- 28366.5,
- 28357.6,
- 28354.8,
- 28349.5,
- 28333.9,
- 28326,
- 28319.6,
- 28346.7,
- 28383.9,
- 28367.6,
- 28354.7,
- 28379.6,
- 28395,
- 28394.9,
- 28398,
- 28422.4,
- 28396.1,
- 28395.5,
- 28359.7,
- 28345,
- 28344,
- 28342.5,
- 28337.4,
- 28315,
- 28346,
- 28344.6,
- 28349.5,
- 28352.6,
- 28337.5,
- 28351.7,
- 28350,
- 28327.9,
- 28324.2,
- 28306.2,
- 28286.5,
- 28284.3,
- 28262.7,
- 28251.2,
- 28272.3,
- 28279.3,
- 28270.2,
- 28267.6,
- 28264.5,
- 28284.2,
- 28307.6,
- 28314.8,
- 28327.4,
- 28260.9,
- 28264.9,
- 28271.8,
- 28272.4,
- 28281.2,
- 28293.9,
- 28274.7,
- 28249.8,
- 28228.3,
- 28219.6,
- 28217.7,
- 28239.5,
- 28243.2,
- 28237.3,
- 28232.3,
- 28245.7,
- 28264.1,
- 28264.2,
- 28264.8,
- 28249.4,
- 28271.2,
- 28272.1,
- 28267.5,
- 28267.5,
- 28267.4,
- 28298.1,
- 28315.9,
- 28305.6,
- 28324,
- 28317.5,
- 28300,
- 28299.7,
- 28299.9,
- 28315.1,
- 28322.7,
- 28330.2,
- 28360.5,
- 28337,
- 28319.1,
- 28314.8,
- 28308.6,
- 28318.9,
- 28345.5,
- 28303,
- 28311.8,
- 28320.5,
- 28313,
- 28309.7,
- 28307.1,
- 28313.9,
- 28320.3,
- 28316.2,
- 28333.4,
- 28340.3,
- 28339.4,
- 28332.5,
- 28324.9,
- 28360,
- 28380.8,
- 28381.4,
- 28391.3,
- 28404.2,
- 28400,
- 28387.1,
- 28375.1,
- 28375.9,
- 28390.6,
- 28381.3,
- 28322.5,
- 28228.3,
- 28225.3,
- 28233.3,
- 28232.3,
- 28259.6,
- 28235,
- 28216.7,
- 28196.2,
- 28196.9,
- 28191.1,
- 28214.4,
- 28200,
- 28222.6,
- 28202.1,
- 28195,
- 28218,
- 28224,
- 28235.2,
- 28248.7,
- 28246.2,
- 28240.1,
- 28244.8,
- 28249.5,
- 28239.3,
- 28249.7,
- 28245,
- 28247.7,
- 28247.7,
- 28242.9,
- 28234.2,
- 28231.5,
- 28263.9,
- 28263.9,
- 28256.5,
- 28273.9,
- 28267.8,
- 28275,
- 28271.5,
- 28273.6,
- 28304.3,
- 28316.6,
- 28318.2,
- 28314.5,
- 28325.4,
- 28333.5,
- 28335.8,
- 28318.1,
- 28308,
- 28302.1,
- 28304.5,
- 28302.5,
- 28302.5,
- 28300.8,
- 28307.2,
- 28314.3,
- 28310.1,
- 28298.8,
- 28300,
- 28295.5,
- 28294.1,
- 28299,
- 28294.3,
- 28284.8,
- 28294.1,
- 28295.1,
- 28269.6,
- 28251.3,
- 28249.9,
- 28247.9,
- 28273,
- 28302.9,
- 28306.9,
- 28322.1,
- 28324.8,
- 28324.8,
- 28327.1,
- 28349.3,
- 28362.7,
- 28338,
- 28361,
- 28340,
- 28348.5,
- 28326.2,
- 28336.7,
- 28331.8,
- 28339.9,
- 28324.2,
- 28313.2,
- 28305.2,
- 28303,
- 28340.1,
- 28353.1,
- 28350.5,
- 28372.1,
- 28380.8,
- 28390.1,
- 28397,
- 28376.5,
- 28393.9,
- 28395.6,
- 28495.3,
- 28498.2,
- 28481.7,
- 28438.6,
- 28432,
- 28419,
- 28423,
- 28436,
- 28472.7,
- 28475.1,
- 28479,
- 28478.8,
- 28447.4,
- 28441.1,
- 28434.6,
- 28433.2,
- 28418.2,
- 28410.8,
- 28422,
- 28430,
- 28427.8,
- 28427.7,
- 28436.8,
- 28472.5,
- 28466.5,
- 28544,
- 28526,
- 28559.7,
- 28470.1,
- 28468.6,
- 28449.8,
- 28440,
- 28507,
- 28522,
- 28517.1,
- 28464.1,
- 28494.8,
- 28508,
- 28524.9,
- 28536.1,
- 28535.4,
- 28573.4,
- 28493.4,
- 28483,
- 28486.1,
- 28487,
- 28479,
- 28466.9,
- 28494.1,
- 28569,
- 28573.4,
- 28545.9,
- 28540,
- 28518.9,
- 28553.8,
- 28589.9,
- 28597,
- 28738,
- 28688.5,
- 28800.3,
- 28793.5,
- 28795.3,
- 28705.6,
- 28663.6,
- 28620.4,
- 28640.5,
- 28648.7,
- 28732.6,
- 28746.6,
- 28713.1,
- 28689.5,
- 28745.6,
- 28746.7,
- 28764.6,
- 28925.3,
- 28865.9,
- 28876.8,
- 28731.6,
- 28660.1,
- 28667.9,
- 28677.1,
- 28686.6,
- 28655.2,
- 28641.2,
- 28658.9,
- 28676.1,
- 28666.3,
- 28667.4,
- 28651.8,
- 28639.5,
- 28591.5,
- 28533.1,
- 28544,
- 28528,
- 28536.1,
- 28555.6,
- 28588.5,
- 28590.4,
- 28625.1,
- 28629.5,
- 28630,
- 28624.5,
- 28653.8,
- 28653.2,
- 28680.2,
- 28674.9,
- 28657.5,
- 28671.3,
- 28672.7,
- 28680.6,
- 28696.9,
- 28696,
- 28697.9,
- 28699,
- 28750.1,
- 28739.8,
- 28719.3,
- 28738.3,
- 28747.1,
- 28761.7,
- 28765.4,
- 28769.8,
- 28749.4,
- 28744,
- 28710,
- 28725.7,
- 28766.1,
- 28876.9,
- 28823.1,
- 28803,
- 28758.2,
- 28710.1,
- 28723.2,
- 28677.3,
- 28684.3,
- 28673.9,
- 28667.5,
- 28641.9,
- 28633.3,
- 28639.5,
- 28629.7,
- 28626.5,
- 28643.7,
- 28627,
- 28608.4,
- 28628,
- 28634.7,
- 28666.6,
- 28676.3,
- 28688.4,
- 28688.6,
- 28678.2,
- 28670.7,
- 28647.7,
- 28646.6,
- 28648.4,
- 28656.8,
- 28656.7,
- 28653.2,
- 28655.1,
- 28640,
- 28649.7,
- 28652.7,
- 28644.4,
- 28670.1,
- 28690.8,
- 28700,
- 28748.3,
- 28756.8,
- 28743.1,
- 28706.1,
- 28677.8,
- 28674.8,
- 28674.8,
- 28673.8,
- 28654.5,
- 28641.6,
- 28644.8,
- 28632.3,
- 28624.6,
- 28602.8,
- 28585.9,
- 28594.3,
- 28594.6,
- 28624.6,
- 28627.1,
- 28643.2,
- 28630.3,
- 28642.2,
- 28632.6,
- 28643.4,
- 28642.3,
- 28640.8,
- 28687.5,
- 28736,
- 28817.7,
- 28804.4,
- 28926,
- 28920,
- 28898.5,
- 29098.5,
- 29058.7,
- 29022.2,
- 29005.4,
- 28947.7,
- 29003,
- 29261.6,
- 29310.4,
- 29397.8,
- 29335.4,
- 29219.8,
- 29243.1,
- 29202.2,
- 29191.7,
- 29243.1,
- 29286.5,
- 29286,
- 29197.1,
- 29243.8,
- 29249.9,
- 29317.1,
- 29296.9,
- 29236,
- 29264.9,
- 29253.7,
- 29285.9,
- 29340.2,
- 29330.8,
- 29307.9,
- 29299,
- 29279.2,
- 29244.6,
- 29175.7,
- 29173.1,
- 29175.8,
- 29206.2,
- 29216.3,
- 29200,
- 29211,
- 29211.8,
- 29245.3,
- 29243.1,
- 29190.4,
- 29199.7,
- 29195.1,
- 29247.2,
- 29255.6,
- 29253.5,
- 29254.9,
- 29255.3,
- 29274.2,
- 29283.4,
- 29290,
- 29311.7,
- 29302.2,
- 29273.1,
- 29256.3,
- 29265,
- 29278.9,
- 29358.3,
- 29399.4,
- 29326.9,
- 29244.6,
- 29255.9,
- 29376.9,
- 29388.5,
- 29487.6,
- 29430,
- 29689.1,
- 29797.5,
- 29722.3,
- 29836.9,
- 29830.2,
- 29772.1,
- 29835.7,
- 29746.7,
- 29745.1,
- 29759,
- 29696.8,
- 29789.8,
- 29807,
- 29780.8,
- 29821,
- 29796.9,
- 29755.4,
- 29787.2,
- 29808.9,
- 29817.6,
- 29903.8,
- 29890.6,
- 29949.2,
- 30020.9,
- 29952.6,
- 29928.7,
- 30007.1,
- 30224,
- 29998.2,
- 29983.5,
- 29892.7,
- 29890,
- 29909.3,
- 29951.4,
- 29984.8,
- 29982,
- 29953.9,
- 30023.8,
- 30005.5,
- 29936.1,
- 29927.5,
- 29910.4,
- 29889.4,
- 29876.1,
- 29899.5,
- 29900,
- 29875.5,
- 29833.8,
- 29743.9,
- 29661,
- 29674.7,
- 29675.1,
- 29615.4,
- 29492.7,
- 29520,
- 29553.4,
- 29558.4,
- 29525.3,
- 29498.2,
- 29525.8,
- 29524.9,
- 29526.1,
- 29616.4,
- 29598.5,
- 29606.9,
- 29638.6,
- 29650.8,
- 29685.7,
- 29717.1,
- 29613.5,
- 29527.2,
- 29548.9,
- 29556.7,
- 29519.6,
- 29563.9,
- 29560.1,
- 29603.7,
- 29593.7,
- 29577.4,
- 29577.9,
- 29576.3,
- 29588,
- 29573.9,
- 29553.5,
- 29584.1,
- 29585,
- 29538,
- 29508.3,
- 29513,
- 29539.9,
- 29544.4,
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- 26872.6,
- 26885.4,
- 26873.2,
- 26874.4,
- 26868.6,
- 26868.6,
- 26883,
- 26888.6,
- 26893,
- 26886.7,
- 26890.6,
- 26892.4,
- 26890.6,
- 26902.2,
- 26901.4,
- 26902.5,
- 26887.8,
- 26886.3,
- 26886.2,
- 26884,
- 26886.3,
- 26883,
- 26884.7,
- 26889.7,
- 26885.6,
- 26885.5,
- 26883.8,
- 26883.3,
- 26883.2,
- 26883.2,
- 26877.9,
- 26879.1,
- 26885,
- 26886.5,
- 26887.8,
- 26882.7,
- 26849.9,
- 26842.8,
- 26845.1,
- 26830.2,
- 26840.6,
- 26848,
- 26856.5,
- 26851.5,
- 26848.2,
- 26840.1,
- 26840.3,
- 26840.1,
- 26821.4,
- 26826.7,
- 26825,
- 26813.1,
- 26824.9,
- 26825.1,
- 26829.5,
- 26823.8,
- 26821.5,
- 26818.1,
- 26821.9,
- 26824.1,
- 26793,
- 26792.5,
- 26810.1,
- 26859.1,
- 26868.2,
- 26900,
- 26888.1,
- 26874.7,
- 26870.2,
- 26834.3,
- 26830.7,
- 26827.9,
- 26842.6,
- 26872,
- 26872.4,
- 26875.5,
- 26870.4,
- 26885.9,
- 26891.6,
- 26874.1,
- 26871.7,
- 26868,
- 26871.9,
- 26860.4,
- 26859.5,
- 26838.3,
- 26844.2,
- 26861.7,
- 26874.7,
- 26880.7,
- 26882.2,
- 26886.4,
- 26881.8,
- 26882.9,
- 26882.3,
- 26883.2,
- 26884.7,
- 26881.1,
- 26883.4,
- 26883.3,
- 26880.1,
- 26881.5,
- 26893,
- 26895,
- 26904.3,
- 26909.2,
- 26909.9,
- 26913.2,
- 26910.3,
- 26905.5,
- 26913.4,
- 26913.2,
- 26927.8,
- 26942.5,
- 26939.9,
- 26946.9,
- 26950.2,
- 26953.7,
- 26948.7,
- 26954.8,
- 26964.6,
- 26950.5,
- 26950.5,
- 26943.1,
- 26947.3,
- 26954.9,
- 26974.2,
- 26989.9,
- 26996.5,
- 27024,
- 27036.3,
- 27037.9,
- 27006.6,
- 27027.1,
- 27055,
- 27024.3,
- 27024.2,
- 27010.7,
- 26997.6,
- 26992.3,
- 26989.7,
- 26971.7,
- 26983.3,
- 26998,
- 27017.5,
- 27001,
- 27013.2,
- 27009.9,
- 27009.9,
- 27029.4,
- 27050.1,
- 27076.2,
- 27084,
- 27142.3,
- 27159.9,
- 27175.1,
- 27178.1,
- 27123.2,
- 27074.9,
- 27078.7,
- 27127.9,
- 27152.3,
- 27153,
- 27157.8,
- 27111.9,
- 27155.5,
- 27158.1,
- 27164.2,
- 27164.4,
- 27207.4,
- 27217.9,
- 27227.6,
- 27221.1,
- 27226,
- 27234.6,
- 27211.8,
- 27162.4,
- 27089.7,
- 27075.6,
- 27056.3,
- 27046.2,
- 27044.2,
- 27019.1,
- 27030.2,
- 27020.2,
- 27037.3,
- 27029.8,
- 27052.9,
- 27071.2,
- 27094.7,
- 27120.2,
- 27121.3,
- 27115.5,
- 27149.8,
- 27141.5,
- 27113.1,
- 27119.9,
- 27115,
- 27139.9,
- 27122.6,
- 27095.7,
- 27095.8,
- 27115.3,
- 27110.2,
- 27127.8,
- 27156.7,
- 27167,
- 27183.8,
- 27184,
- 27190.1,
- 27223.3,
- 27200.1,
- 27193.7,
- 27197.9,
- 27200.2,
- 27172.1,
- 27162,
- 27175.6,
- 27190.3,
- 27195,
- 27223.2,
- 27239.9,
- 27221,
- 27199.4,
- 27180.2,
- 27168,
- 27169.6,
- 27167.9,
- 27152.2,
- 27154.8,
- 27150,
- 27143,
- 27152.4,
- 27180,
- 27201.3,
- 27190.9,
- 27190.8,
- 27200.4,
- 27211.6,
- 27215.9,
- 27221.4,
- 27207.8,
- 27207.5,
- 27198.7,
- 27193.4,
- 27190.1,
- 27187.6,
- 27176.8,
- 27189.9,
- 27204.2,
- 27236.1,
- 27227.6,
- 27235,
- 27255.2,
- 27255,
- 27268.7,
- 27676.2,
- 27711.3,
- 27738.7,
- 27789.6,
- 27843.8,
- 27784.2,
- 27825.2,
- 27855.6,
- 27903.3,
- 27853.4,
- 27889.7,
- 27864.3,
- 27838.2,
- 27806.2,
- 27808.6,
- 27843.2,
- 27841.9,
- 27809.7,
- 27784.8,
- 27774.1,
- 27794.5,
- 27805.8,
- 27830.7,
- 27819.7,
- 27851.1,
- 27858.7,
- 27871.5,
- 27872.2,
- 27866.1,
- 27837.9,
- 27835.8,
- 27823,
- 27837,
- 27878.8,
- 27850.2,
- 27837.2,
- 27801.8,
- 27805,
- 27801.2,
- 27802.7,
- 27810.1,
- 27805.7,
- 27793.1,
- 27792.6,
- 27773.1,
- 27679.8,
- 27655.7,
- 27629.2,
- 27627.6,
- 27652.9,
- 27661.2,
- 27695.5,
- 27701.4,
- 27707.6,
- 27724.6,
- 27732.1,
- 27731.7,
- 27728.9,
- 27732.2,
- 27705.2,
- 27705.5,
- 27682.8,
- 27699.9,
- 27720.9,
- 27727.2,
- 27732.9,
- 27743.3,
- 27752.2,
- 27735.1,
- 27733.6,
- 27732,
- 27737.8,
- 27731.3,
- 27728.8,
- 27660.7,
- 27663.9,
- 27682.3,
- 27694.6,
- 27710.9,
- 27724.1,
- 27701.9,
- 27695.7,
- 27730.4,
- 27742.4,
- 27753.9,
- 27773.9,
- 27760.7,
- 27771.9,
- 27763.7,
- 27774.3,
- 27805.1,
- 27822.8,
- 27825.6,
- 27870.3,
- 27879.3,
- 27892.4,
- 27893.3,
- 27985.1,
- 29197.3,
- 28726.5,
- 28011,
- 27720.1,
- 27828.4,
- 27903,
- 27961.1,
- 27877.4,
- 27915.4,
- 27961,
- 28016.5,
- 28074.6,
- 28190.2,
- 28107.1,
- 28056.8,
- 28124.6,
- 28138.5,
- 28156.3,
- 28130.4,
- 28103.9,
- 28089.8,
- 28092.2,
- 28023.9,
- 28030.1,
- 28080.1,
- 28059.5,
- 28024.8,
- 28021.1,
- 28054.6,
- 28037.2,
- 28052.4,
- 28086.6,
- 28115.9,
- 28117.8,
- 28105.8,
- 28060.9,
- 28061,
- 28063.2,
- 28061,
- 28076.8,
- 28077.5,
- 28059.7,
- 28072.9,
- 28125,
- 28151.3,
- 28175.2,
- 28130.7,
- 28119.8,
- 28091.6,
- 28116.8,
- 28133.9,
- 28155.4,
- 28160.4,
- 28165,
- 28213.6,
- 28240.6,
- 28277.9,
- 28341.3,
- 28313.5,
- 28323,
- 28284.2,
- 28300.3,
- 28319.5,
- 28352.6,
- 28396.9,
- 28504.6,
- 28492.6,
- 28652.5,
- 28655.5,
- 28583.8,
- 28546.5,
- 28550.5,
- 28513.8,
- 28380.9,
- 28381.7,
- 28397.3,
- 28425,
- 28383.3,
- 28418.7,
- 28431.2,
- 28466.2,
- 28514.2,
- 28523.2,
- 28559.8,
- 28490.3,
- 28491.6,
- 28443.2,
- 28417.6,
- 28389.2,
- 28305.1,
- 28356.3,
- 28249,
- 28221.3,
- 28289.1,
- 28312.2,
- 28320.3,
- 28348.5,
- 28373.3,
- 28370.8,
- 28359.8,
- 28385.5,
- 28378.7,
- 28411.8,
- 28401.1,
- 28400.4,
- 28383.9,
- 28394.8,
- 28385.2,
- 28367.5,
- 28388.7,
- 28425.1,
- 28482.6,
- 28468.4,
- 28460,
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- 28462.7,
- 28464.7,
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- 28439.2,
- 28422,
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- 28441.6,
- 28471.4,
- 28471.4,
- 28470.7,
- 28472.8,
- 28459.3,
- 28443.1,
- 28426.5,
- 28431.4,
- 28297.3,
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- 28358.2,
- 28300,
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- 28265.6,
- 28222.6,
- 28254,
- 28280.5,
- 28275.2,
- 28265.9,
- 28297.9,
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- 28330.2,
- 28314.9,
- 28314.4,
- 28361,
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- 28327.5,
- 28291,
- 28296.1,
- 28316.5,
- 28320,
- 28278.2,
- 28277,
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- 28347.2,
- 28363.2,
- 28356.3,
- 28357.3,
- 28352.7,
- 28350.9,
- 28339.4,
- 28334.9,
- 28295.1,
- 28293.6,
- 28264.8,
- 28256.3,
- 28255.1,
- 28249.9,
- 28256.1,
- 28239.2,
- 28239.3,
- 28141.8,
- 28054.4,
- 28090.4,
- 28101.2,
- 28172.4,
- 28175.8,
- 28197.1,
- 28203.9,
- 28172.6,
- 28140.3,
- 28136.6,
- 28170.6,
- 28152.7,
- 28181.6,
- 28139.1,
- 28138.5,
- 28153.3,
- 28157.5,
- 28153.8,
- 28129.4,
- 28148.1,
- 28161.2,
- 28160.3,
- 28186.1,
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- 28115.1,
- 28115,
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- 28119.8,
- 28112.9,
- 28105.3,
- 28128,
- 28129.3,
- 28124.8,
- 28121.7,
- 28142.9,
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- 28217.1,
- 28223.2,
- 28224.4,
- 28220.4,
- 28201.8,
- 28190.6,
- 28214.9,
- 28234.7,
- 28311.6,
- 28373.8,
- 28389.9,
- 28377.4,
- 28462.7,
- 28440,
- 28375.1,
- 28375.2,
- 28372.1,
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- 28370.6,
- 28397,
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- 28404.5,
- 28388.3,
- 28374.9,
- 28368.7,
- 28366.5,
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- 28371.5,
- 28365,
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- 28353.2,
- 28386.5,
- 28423.2,
- 28408.8,
- 28449.8,
- 28453.2,
- 28453.5,
- 28503.9,
- 28459.8,
- 28393.3,
- 28402.1,
- 28413.2,
- 28458.1,
- 28498.4,
- 28471.1,
- 28468.4,
- 28453.1,
- 28437.1,
- 28436,
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- 28435.4,
- 28429.7,
- 28445.7,
- 28439,
- 28428.7,
- 28422.3,
- 28405.3,
- 28408.6,
- 28396.9,
- 28384.5,
- 28380.5,
- 28406,
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- 28339.4,
- 28303.4,
- 28310.4,
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- 28128,
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- 28268.6,
- 28275,
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- 28224.8,
- 28202.8,
- 28209.8,
- 28208.9,
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- 28156.4,
- 28270,
- 28260.3,
- 28285.5,
- 28321.4,
- 28336.9,
- 28337.3,
- 28350.8,
- 28343.5,
- 28381.6,
- 28378.3,
- 28403.2,
- 28394.7,
- 28385.2,
- 28428.7,
- 28473.2,
- 28460.9,
- 28481.1,
- 28505.1,
- 28442.9,
- 28429.5,
- 28480.4,
- 28455.9,
- 28433.2,
- 28421.2,
- 28415.4,
- 28427.5,
- 28411.1,
- 28423.9,
- 28437.2,
- 28477.7,
- 28492.1,
- 28496,
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- 28512.4,
- 28532.3,
- 28514.6,
- 28532.5,
- 28483,
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- 28488,
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- 28397.5,
- 28371,
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- 28396,
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- 28396,
- 28392.2,
- 28428.8,
- 28429.8,
- 28413.9,
- 28415,
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- 28421.5,
- 28433.9,
- 28411.6,
- 28312.5,
- 28293.8,
- 28331.2,
- 28338.6,
- 28367.3,
- 28377.8,
- 28403.7,
- 28402.4,
- 28401.9,
- 28431.2,
- 28445,
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- 28458.1,
- 28457.3,
- 28488.7,
- 28461,
- 28474.3,
- 28457.3,
- 28470.3,
- 28481.8,
- 28486.6,
- 28479.9,
- 28480.1,
- 28474.6,
- 28436.1,
- 28429.7,
- 28393,
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- 28469.7,
- 28482.8,
- 28514.2,
- 28521.2,
- 28502.2,
- 28484.4,
- 28476.9,
- 28435.5,
- 28459.9,
- 28464.2,
- 28393.1,
- 28423.9,
- 28426.3,
- 28404.9,
- 28431.6,
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- 28438.3,
- 28440.9,
- 28383.4,
- 28370,
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- 28378.8,
- 28396.5,
- 28398.2,
- 28409.6,
- 28409.9,
- 28419.4,
- 28420.7,
- 28409.7,
- 28409.8,
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- 28371.5,
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- 28381.9,
- 28375.5,
- 28380,
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- 28361.5,
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- 28391.1,
- 28368.5,
- 28322.6,
- 28321.5,
- 28309.3,
- 28323.2,
- 28328.8,
- 28338.4,
- 28340,
- 28379.1,
- 28333.8,
- 28307.6,
- 28329.9,
- 28318.9,
- 28331.9,
- 28315.7,
- 28321.5,
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- 28338.9,
- 28357,
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- 28342.8,
- 28380.8,
- 28408.9,
- 28428,
- 28451,
- 28445.5,
- 28419.6,
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- 28455.6,
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- 28442.4,
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- 28431.1,
- 28442.8,
- 28450,
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- 28470,
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- 28454,
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- 28445.3,
- 28487,
- 28487.3,
- 28534.5,
- 28546.2,
- 28656.7,
- 28668.6,
- 28632.3,
- 28632.9,
- 28634.7,
- 28678.4,
- 28678.2,
- 28715,
- 28730.5,
- 28647.8,
- 28634.6,
- 28639.9,
- 28661,
- 28646.2,
- 28657.3,
- 28697,
- 28689.8,
- 28655.7,
- 28637.1,
- 28639.8,
- 28628.2,
- 28608.7,
- 28653.6,
- 28657.2,
- 28515.3,
- 28539.9,
- 28551.9,
- 28550.4,
- 28545.3,
- 28512.8,
- 28532.3,
- 28539.3,
- 28529.7,
- 28460.5,
- 28474.9,
- 28477.3,
- 28454.6,
- 28500.5,
- 28464.9,
- 28455.9,
- 28459.3,
- 28501.8,
- 28489,
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- 28478.3,
- 28486.5,
- 28492.9,
- 28518.5,
- 28517.9,
- 28516.9,
- 28514,
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- 28553.1,
- 28541.1,
- 28539.8,
- 28563.1,
- 28541.6,
- 28542.7,
- 28527.1,
- 28237,
- 28239.8,
- 28321,
- 28342.4,
- 28348.8,
- 28357.9,
- 28319.9,
- 28306.6,
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- 28343.8,
- 28350.4,
- 28352,
- 28341.1,
- 28337.5,
- 28326.9,
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- 28358.1,
- 28327.4,
- 28330.7,
- 28363,
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- 28349.8,
- 28345,
- 28327,
- 28319.7,
- 28314.3,
- 28316.6,
- 28325.3,
- 28345.7,
- 28335.8,
- 28353.5,
- 28341.5,
- 28324.1,
- 28272.2,
- 28267.3,
- 28276.3,
- 28287.3,
- 28285,
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- 28301.9,
- 28334.6,
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- 28333.5,
- 28306,
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- 28286.2,
- 28249.3,
- 28303,
- 28270.6,
- 28273.3,
- 28242.9,
- 28243.2,
- 28284.6,
- 28268.7,
- 28159.5,
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- 28174.4,
- 28156.8,
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- 28171.7,
- 28142,
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- 28222.1,
- 28227,
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- 28307,
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- 28298.6,
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- 28322,
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- 28329.8,
- 28320.1,
- 28324.1,
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- 28299.6,
- 28299.1,
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- 28322.4,
- 28332.9,
- 28325,
- 28333.6,
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- 28310.4,
- 28306.2,
- 28272.3,
- 28264.4,
- 28251.1,
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- 28228.5,
- 28237.9,
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- 28233.5,
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- 28236.1,
- 28253,
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- 28230.7,
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- 28253.5,
- 28255,
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- 28238.6,
- 28209,
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- 28185.7,
- 28184.6,
- 28210.1,
- 28220.3,
- 28208.3,
- 28201.1,
- 28220.9,
- 28245.5,
- 28235.7,
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- 28228.5,
- 28238.3,
- 28250,
- 28250,
- 28252.9,
- 28230.9,
- 28264.5,
- 28279.6,
- 28287.5,
- 28300.5,
- 28293.3,
- 28295.9,
- 28285.5,
- 28292.7,
- 28288.3,
- 28305.9,
- 28313.9,
- 28325.1,
- 28309.1,
- 28308.8,
- 28290.1,
- 28293.8,
- 28303,
- 28295.1,
- 28292.3,
- 28293.2,
- 28295.9,
- 28300.5,
- 28304.5,
- 28276.7,
- 28289.8,
- 28304.6,
- 28291.2,
- 28297.4,
- 28324.2,
- 28326.4,
- 28308,
- 28309.1,
- 28311.2,
- 28351,
- 28368.7,
- 28367.7,
- 28375.4,
- 28382.3,
- 28363.2,
- 28350.1,
- 28344.7,
- 28348,
- 28310.7,
- 28083.2,
- 28093.1,
- 28175.4,
- 28202.4,
- 28187,
- 28216.6,
- 28195.8,
- 28179,
- 28180,
- 28166.6,
- 28151.9,
- 28186.4,
- 28173,
- 28180.5,
- 28177.2,
- 28185.1,
- 28182.9,
- 28202.9,
- 28208,
- 28226.6,
- 28231.1,
- 28229.9,
- 28230,
- 28234.1,
- 28215.2,
- 28212.6,
- 28230.3,
- 28223.9,
- 28236.3,
- 28226.5,
- 28214.7,
- 28214.6,
- 28231.5,
- 28244,
- 28240.2,
- 28240.7,
- 28256,
- 28261.9,
- 28255,
- 28247.9,
- 28258.6,
- 28293.7,
- 28297.8,
- 28296.3,
- 28305,
- 28312.4,
- 28311.2,
- 28292.2,
- 28290.7,
- 28282,
- 28282,
- 28293.3,
- 28292,
- 28284.7,
- 28279.9,
- 28298.4,
- 28289.8,
- 28289.4,
- 28262.5,
- 28266.2,
- 28285.1,
- 28282.5,
- 28282,
- 28262.8,
- 28273.6,
- 28262.8,
- 28237,
- 28226.8,
- 28235.4,
- 28226.9,
- 28245.2,
- 28270.7,
- 28296,
- 28293.8,
- 28296.9,
- 28310.9,
- 28301,
- 28307.5,
- 28329.4,
- 28323.4,
- 28315,
- 28315.1,
- 28325.1,
- 28301.2,
- 28287.9,
- 28323.4,
- 28321,
- 28296.7,
- 28297.6,
- 28269.3,
- 28275.1,
- 28275.1,
- 28336,
- 28334.6,
- 28335.2,
- 28347.5,
- 28370.6,
- 28355,
- 28358.1,
- 28367.5,
- 28376.6,
- 28392.4,
- 28440,
- 28405.8,
- 28414,
- 28359.2,
- 28386.8,
- 28392.6,
- 28406.1,
- 28421,
- 28454.7,
- 28455.9,
- 28424.6,
- 28429,
- 28420.5,
- 28414.5,
- 28405.1,
- 28406.6,
- 28392,
- 28395.1,
- 28397.3,
- 28395.2,
- 28410.9,
- 28421.2,
- 28436.1,
- 28444.3,
- 28450.8,
- 28459.1,
- 28464,
- 28405.8,
- 28402.2,
- 28420.1,
- 28415.3,
- 28421,
- 28492.8,
- 28452.6,
- 28417.3,
- 28438.4,
- 28485.2,
- 28494,
- 28495.7,
- 28506.1,
- 28487.6,
- 28440,
- 28457.2,
- 28455,
- 28454.4,
- 28450.1,
- 28423.6,
- 28439,
- 28489.8,
- 28487.9,
- 28496.3,
- 28489.1,
- 28470.5,
- 28518.8,
- 28545.1,
- 28528.1,
- 28580.5,
- 28602.4,
- 28665.8,
- 28692.8,
- 28697.7,
- 28634,
- 28555.4,
- 28555.2,
- 28565,
- 28608.1,
- 28635,
- 28694.3,
- 28657.7,
- 28659.1,
- 28637.1,
- 28666.1,
- 28700,
- 28747.8,
- 28775.8,
- 28701.6,
- 28644.3,
- 28603.9,
- 28627.3,
- 28620,
- 28625,
- 28585.6,
- 28590.4,
- 28602.8,
- 28646.3,
- 28633.2,
- 28642.2,
- 28590,
- 28581.3,
- 28512.8,
- 28438.8,
- 28471.4,
- 28494,
- 28511.6,
- 28506,
- 28524.7,
- 28574.7,
- 28578.9,
- 28601.2,
- 28606.2,
- 28596.1,
- 28580,
- 28605.3,
- 28646.2,
- 28638.4,
- 28613.1,
- 28630.5,
- 28643.2,
- 28641.9,
- 28664.6,
- 28674.9,
- 28678.3,
- 28676.7,
- 28696.7,
- 28706.4,
- 28700.6,
- 28711.5,
- 28692.7,
- 28704.2,
- 28700.8,
- 28721.8,
- 28721.8,
- 28691.4,
- 28669.9,
- 28685.3,
- 28719.5,
- 28737,
- 28765,
- 28756.4,
- 28680.7,
- 28652.1,
- 28633.1,
- 28619.8,
- 28660.5,
- 28629.9,
- 28626.8,
- 28598.7,
- 28593.6,
- 28611.2,
- 28599.8,
- 28608.7,
- 28590.2,
- 28579.8,
- 28595.5,
- 28597.1,
- 28614.3,
- 28633.3,
- 28656.9,
- 28657.3,
- 28655.8,
- 28659.4,
- 28643,
- 28630.6,
- 28630.9,
- 28628.6,
- 28640.1,
- 28640.7,
- 28640.7,
- 28616.1,
- 28614.9,
- 28622.1,
- 28625.1,
- 28614.1,
- 28644.3,
- 28661,
- 28671.5,
- 28686.3,
- 28722.2,
- 28692.8,
- 28665.5,
- 28656.3,
- 28652.8,
- 28650.1,
- 28640.3,
- 28639.4,
- 28623,
- 28616.5,
- 28619,
- 28599.9,
- 28567.6,
- 28560.2,
- 28570.2,
- 28575.4,
- 28583.3,
- 28603.6,
- 28620.5,
- 28605.8,
- 28606.2,
- 28621,
- 28623.7,
- 28628,
- 28625.1,
- 28639.3,
- 28675.1,
- 28728.6,
- 28738.4,
- 28753.4,
- 28856,
- 28850.7,
- 28898.5,
- 28955,
- 28955.8,
- 28929.1,
- 28904.7,
- 28913.3,
- 28996.7,
- 29078,
- 29229,
- 29175,
- 29161.8,
- 29175,
- 29149.9,
- 29142.6,
- 29161.1,
- 29203.6,
- 29163.9,
- 29159,
- 29164.3,
- 29222.8,
- 29219.9,
- 29211.1,
- 29177.1,
- 29216.4,
- 29214.1,
- 29203.9,
- 29279,
- 29273,
- 29263.8,
- 29262.1,
- 29244.6,
- 29145.4,
- 29139.7,
- 29110,
- 29125.8,
- 29173.2,
- 29175.9,
- 29187.2,
- 29188.8,
- 29185.4,
- 29187.8,
- 29182.1,
- 29165.5,
- 29166,
- 29182.5,
- 29170,
- 29227.4,
- 29215.4,
- 29221.1,
- 29218.2,
- 29222.1,
- 29242.1,
- 29249,
- 29282.7,
- 29244.2,
- 29229.4,
- 29225.6,
- 29224.7,
- 29250.3,
- 29261.8,
- 29295.9,
- 29231.9,
- 29205.3,
- 29214.4,
- 29252.1,
- 29328.7,
- 29320.7,
- 29377.5,
- 29409.6,
- 29589.9,
- 29653.2,
- 29674.6,
- 29727.6,
- 29713.8,
- 29712.4,
- 29645.4,
- 29651.3,
- 29686.5,
- 29638.4,
- 29677.8,
- 29757.2,
- 29731,
- 29725.9,
- 29735.5,
- 29691.5,
- 29741.1,
- 29748.1,
- 29756,
- 29761.5,
- 29827.9,
- 29836.4,
- 29908.4,
- 29815.3,
- 29791.5,
- 29914.3,
- 29944.1,
- 29874.9,
- 29857.5,
- 29838.4,
- 29788.5,
- 29846.8,
- 29905.6,
- 29931,
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- 29918.2,
- 29939.1,
- 29906.8,
- 29856.6,
- 29870,
- 29858,
- 29811.6,
- 29822.8,
- 29860.5,
- 29861.2,
- 29821.4,
- 29715.9,
- 29528.5,
- 29527.6,
- 29532.3,
- 29545.2,
- 29421.6,
- 29359.4,
- 29467.4,
- 29477.8,
- 29494.1,
- 29469.4,
- 29452.9,
- 29489.5,
- 29474.3,
- 29448.8,
- 29524.2,
- 29544.5,
- 29541.9,
- 29591.2,
- 29612.2,
- 29613,
- 29594.3,
- 29395.8,
- 29451.5,
- 29498.5,
- 29501.3,
- 29437.9,
- 29471.8,
- 29517.3,
- 29543.9,
- 29528.6,
- 29530.1,
- 29500,
- 29507.8,
- 29538.5,
- 29509.2,
- 29505.5,
- 29549.3,
- 29510.8,
- 29507.7,
- 29469.7,
- 29471.5,
- 29509.9,
- 29528.6,
- 29477.7,
- 29486.8,
- 29456.1,
- 29429.1,
- 29496,
- 29533,
- 29541,
- 29536,
- 29528.4,
- 29523.9,
- 29472.3,
- 29465.1,
- 29432,
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- 29355.9,
- 29379.1,
- 29420,
- 29438.3,
- 29450.3,
- 29435.4,
- 29448.5,
- 29472.4,
- 29484.6,
- 29478.9,
- 29483.5,
- 29498.8,
- 29458,
- 29457.9,
- 29453.1,
- 29483.2,
- 29490.5,
- 29491.1,
- 29474.4,
- 29474.1,
- 29472.3,
- 29465.5,
- 29469,
- 29475.1,
- 29463.3,
- 29424.3,
- 29403,
- 29382.9,
- 29417.4,
- 29434.8,
- 29388.3,
- 29397,
- 29460.1,
- 29517.5,
- 29495.9,
- 29529.8,
- 29536.3,
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- 29556.2,
- 29536,
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- 29584.8,
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- 29589,
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- 29681,
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- 29497,
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- 29468,
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- 29647,
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- 29878,
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- 29903.5,
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- 30034.4,
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- 30085.9,
- 30075,
- 30086,
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- 30158.4,
- 30105.8,
- 30061.9,
- 30050,
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- 30014.6,
- 30039.3,
- 30043.7,
- 30094.1,
- 30088.3,
- 30124.6,
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- 30056.9,
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- 30002.6,
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- 29832,
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- 29985,
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- 29990.1,
- 29999,
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- 29828.5,
- 29815.2,
- 29809.4,
- 29785.7,
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- 28236.1,
- 28325.8,
- 28373.8,
- 28452.2,
- 28405.8,
- 28466.1,
- 28470.3,
- 28442.3,
- 28377,
- 28386.7,
- 28374.1,
- 28351.2,
- 28391.3,
- 28374.8,
- 28411.4,
- 28445.6,
- 28425.3,
- 28407.3,
- 28394.7,
- 28388.7,
- 28372.3,
- 28366.8,
- 28381.6,
- 28395.8,
- 28372.2,
- 28358.3,
- 28386.5,
- 28423.6,
- 28432.3,
- 28450.1,
- 28457.6,
- 28459.9,
- 28523.1,
- 28505.2,
- 28463.3,
- 28415.6,
- 28413.3,
- 28464.2,
- 28532.4,
- 28505,
- 28494.9,
- 28468.4,
- 28453.1,
- 28450,
- 28438.7,
- 28443.6,
- 28460,
- 28449.4,
- 28469.2,
- 28444.1,
- 28428.7,
- 28439.9,
- 28408.9,
- 28450.4,
- 28420,
- 28390.1,
- 28408.5,
- 28433.3,
- 28397.8,
- 28372.7,
- 28329.3,
- 28340.1,
- 28375.5,
- 28331.9,
- 28211.1,
- 28201.7,
- 28291.3,
- 28288.6,
- 28337,
- 28339.5,
- 28247.6,
- 28231,
- 28235.9,
- 28218.9,
- 28169.9,
- 28282,
- 28276.4,
- 28298.6,
- 28347.8,
- 28380.3,
- 28380.7,
- 28373.2,
- 28371.2,
- 28381.6,
- 28424.1,
- 28412.4,
- 28440.3,
- 28400.2,
- 28450.1,
- 28483.7,
- 28477.1,
- 28542.6,
- 28515,
- 28547.7,
- 28444.5,
- 28484.1,
- 28512,
- 28464,
- 28452.7,
- 28423.5,
- 28445.4,
- 28430.8,
- 28423.9,
- 28440.5,
- 28490.1,
- 28512.8,
- 28497.1,
- 28496.4,
- 28520.7,
- 28537.5,
- 28550.1,
- 28539.6,
- 28566.6,
- 28518.7,
- 28499.8,
- 28493.7,
- 28397.4,
- 28406.9,
- 28414.4,
- 28395.5,
- 28372.2,
- 28413.9,
- 28426.3,
- 28402.5,
- 28414.9,
- 28397.3,
- 28460.3,
- 28429.8,
- 28445.7,
- 28415,
- 28422.1,
- 28421.6,
- 28437.2,
- 28449.8,
- 28455,
- 28337.3,
- 28334.1,
- 28342.5,
- 28378.7,
- 28377.8,
- 28426.3,
- 28423.7,
- 28412.3,
- 28431.2,
- 28457.6,
- 28461.2,
- 28462.9,
- 28490.1,
- 28499,
- 28490.3,
- 28495.7,
- 28500,
- 28470.5,
- 28484.9,
- 28504.8,
- 28504.8,
- 28480.1,
- 28496.1,
- 28479.3,
- 28437.4,
- 28431.6,
- 28423.9,
- 28472.2,
- 28482.9,
- 28529.9,
- 28521.2,
- 28537.4,
- 28520.4,
- 28487.2,
- 28483.8,
- 28459.9,
- 28464.3,
- 28468.8,
- 28427.3,
- 28433.2,
- 28439,
- 28435.2,
- 28442.6,
- 28438.3,
- 28457.6,
- 28440.9,
- 28388.3,
- 28375.1,
- 28379,
- 28405.4,
- 28398.2,
- 28409.7,
- 28424,
- 28424.7,
- 28429.8,
- 28420.7,
- 28426.2,
- 28413.7,
- 28401.2,
- 28385.1,
- 28392.5,
- 28382,
- 28393.4,
- 28417.4,
- 28361.6,
- 28407.7,
- 28418.8,
- 28406.1,
- 28370.3,
- 28337.7,
- 28321.5,
- 28330.2,
- 28340.6,
- 28361.4,
- 28341,
- 28379.1,
- 28391.3,
- 28339.9,
- 28335,
- 28332.7,
- 28331.9,
- 28360.2,
- 28321.5,
- 28346.6,
- 28342.9,
- 28340.1,
- 28390.4,
- 28358.3,
- 28367.3,
- 28386,
- 28409,
- 28455.8,
- 28458.7,
- 28474.5,
- 28447,
- 28424.9,
- 28439,
- 28455.6,
- 28467.7,
- 28465.5,
- 28442.4,
- 28450.7,
- 28431.1,
- 28461.9,
- 28450,
- 28471.5,
- 28485.1,
- 28473.3,
- 28496.6,
- 28498.3,
- 28477.1,
- 28470.3,
- 28481.3,
- 28463.2,
- 28479.5,
- 28466.4,
- 28445.3,
- 28489.8,
- 28495.6,
- 28539.7,
- 28546.6,
- 28713.5,
- 28713.3,
- 28716,
- 28663.1,
- 28650.8,
- 28696.7,
- 28688.5,
- 28717.9,
- 28764.5,
- 28734,
- 28647.8,
- 28639.9,
- 28666.8,
- 28691.2,
- 28657.3,
- 28699.6,
- 28717.5,
- 28699.7,
- 28666.1,
- 28652.7,
- 28646.1,
- 28648.5,
- 28664.7,
- 28667.6,
- 28657.2,
- 28559.7,
- 28561.2,
- 28560.7,
- 28569.6,
- 28557.4,
- 28556.3,
- 28573,
- 28550.7,
- 28549.1,
- 28479.1,
- 28480.7,
- 28485.1,
- 28507.2,
- 28516.5,
- 28476.5,
- 28465.4,
- 28506.8,
- 28510.6,
- 28517.2,
- 28478.3,
- 28511.1,
- 28507.8,
- 28518.5,
- 28543.4,
- 28525,
- 28522.4,
- 28541.3,
- 28559.3,
- 28575.7,
- 28545.4,
- 28573.2,
- 28567.6,
- 28542.7,
- 28553.3,
- 28527.1,
- 28248.5,
- 28334.9,
- 28353.1,
- 28374.9,
- 28377.2,
- 28362.5,
- 28348.5,
- 28346.2,
- 28360.1,
- 28375.5,
- 28367.2,
- 28365,
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- 28342.9,
- 28328.9,
- 28318,
- 28374.9,
- 28366,
- 28330.7,
- 28364.7,
- 28363.1,
- 28355.3,
- 28367.5,
- 28351.1,
- 28327.2,
- 28324.5,
- 28326.5,
- 28337.9,
- 28350.7,
- 28349.6,
- 28360.6,
- 28361.7,
- 28342.3,
- 28326.9,
- 28279.2,
- 28287.5,
- 28315.6,
- 28288.3,
- 28326.7,
- 28321.9,
- 28352.5,
- 28337.1,
- 28342.3,
- 28357.6,
- 28306.1,
- 28289.3,
- 28317.9,
- 28337.5,
- 28313.3,
- 28289.5,
- 28280.2,
- 28286.3,
- 28292.5,
- 28343.5,
- 28270.6,
- 28252.9,
- 28211.9,
- 28174.4,
- 28182.3,
- 28187.2,
- 28180.5,
- 28179.7,
- 28198.4,
- 28231.6,
- 28244.6,
- 28252.5,
- 28259,
- 28232.9,
- 28235,
- 28211.1,
- 28231.7,
- 28249.8,
- 28235.4,
- 28284.4,
- 28345.5,
- 28330,
- 28327.7,
- 28298.7,
- 28306,
- 28298,
- 28282.9,
- 28341.6,
- 28362.8,
- 28347.9,
- 28332.7,
- 28351.8,
- 28380.1,
- 28392.7,
- 28388.1,
- 28395.1,
- 28387.9,
- 28354.7,
- 28329.8,
- 28335.7,
- 28334.2,
- 28328.9,
- 28312.2,
- 28299.6,
- 28340.6,
- 28336.8,
- 28337.2,
- 28335.4,
- 28333.7,
- 28350,
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- 28323.6,
- 28306.2,
- 28272.3,
- 28284.3,
- 28259.5,
- 28241.9,
- 28249.9,
- 28269.4,
- 28270.1,
- 28264.2,
- 28261.5,
- 28257.3,
- 28283.9,
- 28298.7,
- 28313.7,
- 28233.3,
- 28234,
- 28264.9,
- 28259.3,
- 28255,
- 28274.6,
- 28272.7,
- 28247,
- 28216.3,
- 28219.6,
- 28188.3,
- 28216.3,
- 28236.9,
- 28228.7,
- 28220.7,
- 28229.6,
- 28245.5,
- 28257.7,
- 28261.5,
- 28244.1,
- 28246.1,
- 28271.2,
- 28250,
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- 28252.9,
- 28267.4,
- 28281.1,
- 28298.6,
- 28303.2,
- 28303.3,
- 28296.1,
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- 28292.7,
- 28294,
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- 28315.6,
- 28329.9,
- 28333.2,
- 28313.5,
- 28314.7,
- 28293.8,
- 28308.6,
- 28318.9,
- 28300.7,
- 28293.2,
- 28295.9,
- 28303.6,
- 28309.6,
- 28307.1,
- 28289.8,
- 28308,
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- 28297.5,
- 28333.4,
- 28331.5,
- 28332.5,
- 28324.8,
- 28314.8,
- 28357.8,
- 28377.9,
- 28370.2,
- 28387.4,
- 28390.3,
- 28387.1,
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- 28350.1,
- 28370.1,
- 28381.3,
- 28322.5,
- 28093.1,
- 28193.6,
- 28202.4,
- 28223.3,
- 28219.8,
- 28221.3,
- 28216.2,
- 28184.6,
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- 28191.1,
- 28186.4,
- 28196.4,
- 28195.7,
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- 28195,
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- 28208,
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- 28240.1,
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- 28242.7,
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- 28255,
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- 28335.5,
- 28333,
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- 28323.4,
- 28321.3,
- 28307.7,
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- 28462,
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- 28460,
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- 28417,
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- 28621,
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- 28776,
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- 28699,
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- 28593.8,
- 28597,
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- 28638.5,
- 28694.9,
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- 28721.4,
- 28708,
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- 28821.7,
- 28852.9,
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- 28661.6,
- 28632.1,
- 28603.2,
- 28604.1,
- 28657.9,
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- 28651.8,
- 28616.4,
- 28584,
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- 28481.9,
- 28516,
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- 28532.8,
- 28555.2,
- 28574.7,
- 28583.4,
- 28609.3,
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- 28656.6,
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- 28662.8,
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- 28608.9,
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- 28630.9,
- 28643.5,
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- 28642.4,
- 28652.9,
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- 28649.7,
- 28625.1,
- 28644.4,
- 28669.7,
- 28677.9,
- 28697,
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- 28698.8,
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- 28645.5,
- 28641.6,
- 28625.8,
- 28631,
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- 28602.8,
- 28582.7,
- 28576.7,
- 28582.2,
- 28591.5,
- 28606.8,
- 28627,
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- 28606.2,
- 28625.4,
- 28626.6,
- 28642.3,
- 28639.3,
- 28639.3,
- 28677.8,
- 28728.7,
- 28791,
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- 28888.2,
- 28893,
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- 28978.6,
- 29022.2,
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- 29193,
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- 30000,
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- 29589,
- 29609,
- 29622.6,
- 29610.8,
- 29618.2,
- 29605.8,
- 29609.4,
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"order_records_df = or_backtest(\n",
" backtest_settings=backtest_settings,\n",
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"text/plain": [
" ind_set_idx dos_index total_trades wins losses gains_pct win_rate \\\n",
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},
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