diff --git a/images/Application_ Crytpo-Currency Create Daily Dev v2.ipynb - Colaboratory.html b/images/Application_ Crytpo-Currency Create Daily Dev v2.ipynb - Colaboratory.html deleted file mode 100644 index 4c7882d61a16520c4057dadd5a390a83aa42aa66..0000000000000000000000000000000000000000 --- a/images/Application_ Crytpo-Currency Create Daily Dev v2.ipynb - Colaboratory.html +++ /dev/null @@ -1,35451 +0,0 @@ - - -Application: Crytpo-Currency Create Daily Dev v2.ipynb - Colaboratory - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Google Account
Daniel Covarrubias
danielwcovarrubias@gmail.com
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Table of contents

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Import Packages

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/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.
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Install Yahoo Finance

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utc_now = pytz.utc.localize(datetime.utcnow())
today = utc_now.astimezone(pytz.timezone("America/Chicago"))
new_today = today.strftime("%m-%d-%Y")
print(today, new_today)
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2022-04-10 12:49:41.860788-05:00 04-10-2022
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!pip install yfinance

import yfinance as yf

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Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.70)
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-Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->yfinance) (2018.9)
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-Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.12)
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Import Coinbase Tickers

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##############################################
# Use this code to read and write coins to DB from Google Sheets
##############################################

from google.colab import auth
auth.authenticate_user()
print('Google Authenticated')

# ##############################################
# # read in historical data previously created #
# ##############################################

# Here the data is stored in G drive and then written to BQ
# Only run this if needed

# drive.mount('/content/drive')
# coinsDF = pd.read_excel("drive/My Drive/Data/coinbase_coins.xlsx")
# drive.flush_and_unmount()

# ############################
# # Write to BigQuery
# # Run this only write new coins file to G drive
# ############################

# table_id = 'my_dataset.coinbase_coins'
# coinsDF.to_gbq(table_id, project_id = 'sports-betting1', if_exists = 'replace')

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# variable_name = "" #@param [""]

###########################
# Let's test a form field #
###########################


# import ipywidgets as widgets

# fruit_list = coinbase_coins['Coin']
# fruit_picker = widgets.Dropdown(options=fruit_list)

# fruit_picker

# fruit_picker.value


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##############################################
# read in coins from DB
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# %%bigquery --project sports-betting1 coinbase_coins
%%bigquery --project crypto1-307915 coinbase_coins
SELECT 
  * 
# FROM `my_dataset.coinbase_coins`
FROM `my_dataset.coins`
--order by Coin asc
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coinbase_coins['Coin']
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0         TBTC
-1          KRL
-2         IDEX
-3          KNC
-4         BAND
-5          TRU
-6          SYN
-7         CTSI
-8         WBTC
-9          OGN
-10         CTX
-11         ICP
-12        ARPA
-13       COVAL
-14        LOOM
-15         ZEN
-16        BOND
-17         CLV
-18         XRP
-19         CRO
-20         LCX
-21         RLY
-22        AGLD
-23         PRO
-24        DASH
-25         IMX
-26        COMP
-27         NKN
-28        PERP
-29         ORN
-30         DDX
-31         LTC
-32         UNI
-33         FOX
-34         BTC
-35         APE
-36         MKR
-37         CVC
-38        MASK
-39         ASM
-40         GFI
-41        FIDA
-42         QNT
-43        IOTX
-44        CGLD
-45       SUPER
-46         AMP
-47         CHZ
-48        FARM
-49         RGT
-50        USDC
-51         BNT
-52         BAT
-53        LQTY
-54         RAI
-55        SHIB
-56        TRAC
-57        GODS
-58         SNX
-59         AXS
-60         REN
-61        MANA
-62         SOL
-63         UPI
-64       SPELL
-65         BCH
-66         CRV
-67      BADGER
-68       TRIBE
-69       ALICE
-70        DOGE
-71         STX
-72         ENJ
-73         PAX
-74         PLA
-75         ADA
-76         RBN
-77         REQ
-78         OXT
-79         ETH
-80       FORTH
-81         PLU
-82       JASMY
-83         UST
-84        USDT
-85         FIL
-86       STORJ
-87         ERN
-88         GTC
-89      SHPING
-90        UNFI
-91        COTI
-92        RARI
-93        SUKU
-94        MUSD
-95         MDT
-96       MATIC
-97        BICO
-98         ZRX
-99         ACH
-100        BAL
-101       AAVE
-102       ANKR
-103        XLM
-104        LPT
-105        AVT
-106    AUCTION
-107         FX
-108       GYEN
-109        DIA
-110      SUSHI
-111      BTRST
-112        REP
-113        XYO
-114       AVAX
-115        DOT
-116        ZEC
-117        GRT
-118        OMG
-119      AERGO
-120        FET
-121       ATOM
-122       WCFG
-123       CRPT
-124        YFI
-125       YFII
-126        DNT
-127       POWR
-128        NMR
-129        MIR
-130        EOS
-131        UMA
-132       KEEP
-133        BLZ
-134        TRB
-135        LRC
-136      QUICK
-137        MPL
-138        SNT
-139       ALGO
-140        ETC
-141       POLS
-142         NU
-143        NCT
-144       MINA
-145       MCO2
-146        INV
-147       RNDR
-148       API3
-149       ORCA
-150        QSP
-151        DAI
-152       GALA
-153        SKL
-154        RAD
-155        VGX
-156       POLY
-157        RLC
-158        GLM
-159      WLUNA
-160      1INCH
-161        ENS
-162        GNT
-163        MLN
-164       HIGH
-165       LINK
-166       DESO
-167        XTZ
-168       ALCX
-169       AIOZ
-Name: Coin, dtype: object
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# from google.colab import drive
# drive.mount('/content/drive')
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# coinbase_coins.iloc[0,0]

# test_coin = (str(fruit_picker.value) + '-' +   str('USD'))
# # test_coin = ('SHIB' + '-' +   str('USD'))
# test_coin

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# tmp = yf.download(tickers=test_coin, period = '90d', interval = '1d')
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########################
# test a single ticker #
########################

# tmp = yf.download(tickers=test_coin, period = '90d', interval = '1d')

# tmp.reset_index(inplace=True)

# # pd.datetime(np.where(tmp['Date'] > (datetime.today() - timedelta(days = 1)), datetime.today(), tmp['Date']))

# # tmp

# tmp.loc[tmp['Date'] > (datetime.today() - timedelta(days = 1)),'Date'] = (datetime.today() - timedelta(days = 1)).strftime('%Y-%m-%d 00:00:00')

# # (datetime.today() - timedelta(days = 1)).strftime('%Y-%m-%d')

# ## tmp.set_index('Date', inplace = True) 

# tmp.set_index(pd.to_datetime(tmp['Date']), inplace = True)

# tmp.drop(columns = ['Date', inplace = True)

# tmp

########################
# Hourly data
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# tmp = yf.download(tickers=test_coin, period = '24h', interval = '30m', progress = True)
# .sort_values(ascending = False, by = 'Datetime')
# tmp = (yf.download(tickers=(str(coinbase_coins.iloc[x, 0]) + '-' +   str('USD')), period = '72h', interval = '1h', progress=False))
# tmp = tmp[tmp['Volume'] != 0].tail(1)
## tmp.reset_index(inplace=True)
# tmp
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# utc_now = pytz.utc.localize(datetime.utcnow())
# today = utc_now.astimezone(pytz.timezone("America/Chicago"))
# new_today = today.strftime("%m-%d-%Y")
# print(today, new_today)
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# here we take in UTC time and convert to local time 
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# tmp.set_index(pd.DatetimeIndex(tmp['Datetime'])).tz_convert('US/Central')
# plt.figure(figsize=(16,8))
# plt.plot(tmp['Datetime'], tmp['Adj Close'])
# plt.xticks(rotation = 90)
# plt.grid()
# plt.show()

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# from vega_datasets import data
# stocks = data.stocks()

# import altair as alt
# alt.Chart(tmp).mark_line().encode(
#   x='Datetime:T',
#   y='Adj Close'
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# tmp.drop(['Datetime', 'Date'], axis = 1)
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#(tmp['Date'].min()).astimezone(pytz.timezone("America/Chicago")) + timedelta(minutes = 30)
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# (tmp.index).apply(pytz.utc.localize)

# df15['Type of day'] = np.where(df15.index.weekday > 5, "Weekend", "Working Day")

# tmp['Type of day'] = 

# np.where(tmp.index > (datetime.today() - timedelta(days = 0)), datetime.today(), tmp.index)

# tmp[tmp.index > datetime.today()].index = datetime.today()
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Grab Data

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dfOut = []
dfOut = pd.DataFrame()

for x in range(len(coinbase_coins)):
  # print(coinbase_coins.iloc[x, 0])
  # print(coinbase_coins.iloc[x, 0])
  ########################
  # Hourly data
  ########################
  ## tmp = (yf.download(tickers=(str(coinbase_coins.iloc[x, 0]) + '-' +   str('USD')), period = '72h', interval = '1h', progress=False))
  ## tmp = tmp[tmp['Volume'] != 0].tail(1)
  ########################
  # Daily Data
  ########################
  # tmp = (yf.download(tickers=(str(coinbase_coins.iloc[x, 0]) + '-' +   str('USD')), period = '24h', interval = '30m', progress = False))
  tmp = (yf.download(tickers=(str(coinbase_coins.iloc[x, 0]) + '-' +   str('USD')), period = '180d', interval = '1d', progress=False))
  tmp = tmp[tmp['Volume'] != 0]

  # print(tmp)

  ###########################
  # Clean up data alignment # 
  ###########################

  # tmp.reset_index(inplace=True)
  # tmp.loc[tmp['Date'] > (datetime.today() - timedelta(days = 1)),'Date'] = (datetime.today() - timedelta(days = 1)).strftime('%Y-%m-%d 00:00:00')
  # tmp.set_index(pd.to_datetime(tmp['Date']), inplace = True)
  # tmp.drop(columns = ['Date'], inplace = True)

  ###########################
  ###########################
  
  # print(tmp.shape)
  tmp['Coin'] = coinbase_coins.iloc[x, 0]

  if (tmp.shape[0] != 0):
    print(coinbase_coins.iloc[x, 0])
    dfOut = dfOut.append(tmp)
    print(dfOut.shape)
  # dfOut = dfOut.append(tmp)
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TBTC
-(180, 7)
-KRL
-(360, 7)
-IDEX
-(540, 7)
-KNC
-(720, 7)
-BAND
-(900, 7)
-TRU
-(1080, 7)
-
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:34: SettingWithCopyWarning: 
-A value is trying to be set on a copy of a slice from a DataFrame.
-Try using .loc[row_indexer,col_indexer] = value instead
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SYN
-(1172, 7)
-CTSI
-(1352, 7)
-WBTC
-(1532, 7)
-OGN
-(1712, 7)
-CTX
-(1892, 7)
-ICP
-(1893, 7)
-ARPA
-(2005, 7)
-COVAL
-(2185, 7)
-LOOM
-(2365, 7)
-ZEN
-(2545, 7)
-BOND
-(2725, 7)
-CLV
-(2905, 7)
-XRP
-(3085, 7)
-CRO
-(3265, 7)
-LCX
-(3445, 7)
-RLY
-(3625, 7)
-AGLD
-(3805, 7)
-PRO
-(3985, 7)
-DASH
-(4165, 7)
-IMX
-(4343, 7)
-COMP
-(4432, 7)
-NKN
-(4612, 7)
-PERP
-(4792, 7)
-ORN
-(4972, 7)
-DDX
-(5152, 7)
-LTC
-(5332, 7)
-UNI
-(5511, 7)
-FOX
-(5691, 7)
-BTC
-(5871, 7)
-APE
-(6042, 7)
-MKR
-(6222, 7)
-CVC
-(6402, 7)
-MASK
-(6462, 7)
-ASM
-(6642, 7)
-GFI
-(6643, 7)
-FIDA
-(6751, 7)
-QNT
-(6931, 7)
-IOTX
-(7111, 7)
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-1 Failed download:
-- CGLD-USD: No data found, symbol may be delisted
-SUPER
-(7145, 7)
-AMP
-(7325, 7)
-CHZ
-(7480, 7)
-FARM
-(7660, 7)
-RGT
-(7840, 7)
-USDC
-(8020, 7)
-BNT
-(8200, 7)
-BAT
-(8380, 7)
-LQTY
-(8560, 7)
-RAI
-(8740, 7)
-SHIB
-(8920, 7)
-TRAC
-(9100, 7)
-GODS
-(9264, 7)
-SNX
-(9444, 7)
-AXS
-(9624, 7)
-REN
-(9804, 7)
-MANA
-(9984, 7)
-SOL
-(10164, 7)
-UPI
-(10344, 7)
-SPELL
-(10524, 7)
-BCH
-(10704, 7)
-CRV
-(10884, 7)
-BADGER
-(11064, 7)
-TRIBE
-(11244, 7)
-ALICE
-(11424, 7)
-DOGE
-(11604, 7)
-STX
-(11784, 7)
-ENJ
-(11964, 7)
-
-1 Failed download:
-- PAX-USD: No data found, symbol may be delisted
-PLA
-(12144, 7)
-ADA
-(12324, 7)
-RBN
-(12504, 7)
-REQ
-(12684, 7)
-OXT
-(12864, 7)
-ETH
-(13044, 7)
-FORTH
-(13224, 7)
-PLU
-(13404, 7)
-JASMY
-(13584, 7)
-UST
-(13764, 7)
-USDT
-(13944, 7)
-FIL
-(14124, 7)
-STORJ
-(14304, 7)
-ERN
-(14484, 7)
-GTC
-(14664, 7)
-SHPING
-(14844, 7)
-UNFI
-(15024, 7)
-COTI
-(15204, 7)
-RARI
-(15384, 7)
-SUKU
-(15564, 7)
-MUSD
-(15742, 7)
-MDT
-(15922, 7)
-MATIC
-(16102, 7)
-BICO
-(16233, 7)
-ZRX
-(16413, 7)
-ACH
-(16593, 7)
-BAL
-(16773, 7)
-AAVE
-(16953, 7)
-ANKR
-(17133, 7)
-XLM
-(17313, 7)
-LPT
-(17493, 7)
-AVT
-(17668, 7)
-AUCTION
-(17848, 7)
-FX
-(18028, 7)
-GYEN
-(18208, 7)
-DIA
-(18388, 7)
-SUSHI
-(18568, 7)
-BTRST
-(18748, 7)
-REP
-(18928, 7)
-XYO
-(19108, 7)
-AVAX
-(19288, 7)
-DOT
-(19410, 7)
-ZEC
-(19590, 7)
-GRT
-(19761, 7)
-OMG
-(19935, 7)
-AERGO
-(20115, 7)
-FET
-(20295, 7)
-ATOM
-(20475, 7)
-WCFG
-(20655, 7)
-CRPT
-(20835, 7)
-YFI
-(21015, 7)
-YFII
-(21195, 7)
-DNT
-(21375, 7)
-POWR
-(21555, 7)
-NMR
-(21735, 7)
-MIR
-(21915, 7)
-EOS
-(22095, 7)
-UMA
-(22275, 7)
-KEEP
-(22455, 7)
-BLZ
-(22635, 7)
-TRB
-(22815, 7)
-LRC
-(22995, 7)
-QUICK
-(23175, 7)
-MPL
-(23355, 7)
-SNT
-(23535, 7)
-ALGO
-(23636, 7)
-ETC
-(23816, 7)
-POLS
-(23996, 7)
-NU
-(24176, 7)
-NCT
-(24356, 7)
-MINA
-(24536, 7)
-MCO2
-(24716, 7)
-INV
-(24896, 7)
-RNDR
-(25076, 7)
-API3
-(25256, 7)
-ORCA
-(25436, 7)
-QSP
-(25616, 7)
-DAI
-(25796, 7)
-GALA
-(25797, 7)
-SKL
-(25977, 7)
-RAD
-(26157, 7)
-VGX
-(26337, 7)
-POLY
-(26517, 7)
-RLC
-(26697, 7)
-GLM
-(26877, 7)
-WLUNA
-(27057, 7)
-1INCH
-(27237, 7)
-ENS
-(27390, 7)
-GNT
-(27570, 7)
-MLN
-(27750, 7)
-HIGH
-(27929, 7)
-LINK
-(28109, 7)
-DESO
-(28110, 7)
-XTZ
-(28290, 7)
-ALCX
-(28470, 7)
-AIOZ
-(28650, 7)
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##########################
# make dates locak #
##########################
# dfOut.reset_index(inplace=True)

# dfOut['Date'] = pd.DatetimeIndex(dfOut['Datetime'])
# dfOut = dfOut.set_index(dfOut['Date']).tz_convert('US/Central')
# dfOut.drop(['Datetime', 'Date'], axis = 1, inplace=True)


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array(['TBTC', 'KRL', 'IDEX', 'KNC', 'BAND', 'TRU', 'SYN', 'CTSI', 'WBTC',
-       'OGN', 'CTX', 'ICP', 'ARPA', 'COVAL', 'LOOM', 'ZEN', 'BOND', 'CLV',
-       'XRP', 'CRO', 'LCX', 'RLY', 'AGLD', 'PRO', 'DASH', 'IMX', 'COMP',
-       'NKN', 'PERP', 'ORN', 'DDX', 'LTC', 'UNI', 'FOX', 'BTC', 'APE',
-       'MKR', 'CVC', 'MASK', 'ASM', 'GFI', 'FIDA', 'QNT', 'IOTX', 'SUPER',
-       'AMP', 'CHZ', 'FARM', 'RGT', 'USDC', 'BNT', 'BAT', 'LQTY', 'RAI',
-       'SHIB', 'TRAC', 'GODS', 'SNX', 'AXS', 'REN', 'MANA', 'SOL', 'UPI',
-       'SPELL', 'BCH', 'CRV', 'BADGER', 'TRIBE', 'ALICE', 'DOGE', 'STX',
-       'ENJ', 'PLA', 'ADA', 'RBN', 'REQ', 'OXT', 'ETH', 'FORTH', 'PLU',
-       'JASMY', 'UST', 'USDT', 'FIL', 'STORJ', 'ERN', 'GTC', 'SHPING',
-       'UNFI', 'COTI', 'RARI', 'SUKU', 'MUSD', 'MDT', 'MATIC', 'BICO',
-       'ZRX', 'ACH', 'BAL', 'AAVE', 'ANKR', 'XLM', 'LPT', 'AVT',
-       'AUCTION', 'FX', 'GYEN', 'DIA', 'SUSHI', 'BTRST', 'REP', 'XYO',
-       'AVAX', 'DOT', 'ZEC', 'GRT', 'OMG', 'AERGO', 'FET', 'ATOM', 'WCFG',
-       'CRPT', 'YFI', 'YFII', 'DNT', 'POWR', 'NMR', 'MIR', 'EOS', 'UMA',
-       'KEEP', 'BLZ', 'TRB', 'LRC', 'QUICK', 'MPL', 'SNT', 'ALGO', 'ETC',
-       'POLS', 'NU', 'NCT', 'MINA', 'MCO2', 'INV', 'RNDR', 'API3', 'ORCA',
-       'QSP', 'DAI', 'GALA', 'SKL', 'RAD', 'VGX', 'POLY', 'RLC', 'GLM',
-       'WLUNA', '1INCH', 'ENS', 'GNT', 'MLN', 'HIGH', 'LINK', 'DESO',
-       'XTZ', 'ALCX', 'AIOZ'], dtype=object)
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# Reference Date

## datetime.now() - timedelta(days = (120 + 0))
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# Max Date

## datetime.now() - timedelta(days = 0)

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# Min Date

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###################################################
# Need logic to handle date changes in data
###################################################

## dfOut[dfOut['Coin'] == 'ADA']['Date'].max() > date.today()


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# dfOut[dfOut['Coin'] == 'ADA'][(dfOut[dfOut['Coin'] == 'ADA']['Date'] >= (datetime.now() - timedelta(days = (120 + 0)))) & (dfOut[dfOut['Coin'] == 'ADA']['Date'] < (datetime.now() - timedelta(days = 0)))]

# dfOut[dfOut['Coin'] == 'KNC']
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#############################
# address time difference 
#############################

## dfOut[dfOut['Date'] > (datetime.today() - timedelta(hours = 5))]['Date'] = (datetime.today() - timedelta(days = 1))

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###########################
# assume long data
###########################

def get_sim(inputData, histDays, backcastDays, numLags, forecastDays):

  resultsOut = pd.DataFrame()
  tmp = []

###########################
# Loop over backcast days
###########################

  for day in range(backcastDays):
    print(day)

###########################
# partition data by last X days 
# and previous Y days
###########################

    ref_date = datetime.now() - timedelta(days = (histDays + day))
    print("Reference Date:" )
    print(ref_date)

    max_date = datetime.now() - timedelta(days = day)
    print("Max Date:")
    print(max_date)

###############################
#
# IMPORTANT!!
# 
###############################

    fcst_date = datetime.now() - timedelta(days = (day - 1))
    ## fcst_date = datetime.now() - timedelta(days = (day))
    print("Forecast Date:")
    print(fcst_date)
    # max_date = pd.Timestamp('now').floor('D') 
    

# + pd.Timedelta(-1, unit='D')

#################################
# Take last Z days
# loop over backCast days
#################################

    tmp = inputData[(inputData['Date'] >= ref_date) & (inputData['Date'] < max_date)]
    print("Observed Min Date:")
    print(tmp['Date'].min())
    print("Observed Max Date:")
    print(tmp['Date'].max())

    tmp = tmp.set_index(['Date'])

#################################
# Loop over Coins
#################################

    for coin in inputData['Coin'].unique():

      print(coin)

###########################
# ETL long data to wide 
# add Log(Volume)
###########################

      mytmp = tmp[tmp['Coin'] == coin]

      # yf.download(tickers='DOGE-USD', period = '90d', interval = '1d')

      ## print(mytmp.head(), mytmp.tail())

      myBTC = tmp[tmp['Coin'] == 'BTC']
      myBTC.columns = ('BTC-' + myBTC.columns)

      mytmp2 = mytmp.merge(myBTC, how = 'left', on='Date')

      mytmp2['logVolume'] = np.log(mytmp2.loc[:, 'Volume'])
      mytmp2['BTC-logVolume'] = np.log(mytmp2.loc[:, 'BTC-Volume'])

      # print(mytmp2)

      # yf.download(tickers='BTC-USD', period = '90d', interval = '1d')

      # tmp1 = tmp[tmp['Coin'] == coin]  

      # tmp2 = tmp1.pivot_table(index=['Date', 'Coin'], columns=['Variable'], values='Value').reset_index()

      # mytmp2 = mytmp2.set_index(['Date'])

      # tmp2 = tmp2.sort_values(['Coin', 'Date'], ascending = True)

      # tmp2['logVolume'] = np.log(tmp2.loc[:,'5. volume'])

      ###########################
      # Create Daily High-Low Diff
      ###########################
      
      mytmp2['dailyHighLow'] = mytmp2['High'] - mytmp2['Low']

      # mytmp2_use = mytmp2[['Open', 'High', 'Low', 'Close', 'Adj Close', 'BTC-Open', 'BTC-High', 'BTC-Low', 'BTC-Close', 'BTC-Adj Close', 'logVolume', 'BTC-logVolume', 'dailyHighLow']]
      
      mytmp2_use = mytmp2[['Open', 'High', 'Low', 'Close', 'logVolume', 'dailyHighLow', 'BTC-Close', 'BTC-logVolume']]


      # print((mytmp2_use.shape))

      if mytmp2_use.shape[0] > 9:
      
      # tmp2_out = tmp2[['1b. open (USD)', '2b. high (USD)', '3b. low (USD)', '4b. close (USD)', 'logVolume', 'Coin']]

      #########################
      # Remove Closing Price.  Lag1Close = Lag0Open
      #########################

      # tmp2_use = tmp2[['1b. open (USD)', '2b. high (USD)', '3b. low (USD)', 'logVolume', 'dailyHighLow']]

      # tmp2_out = tmp2[['1b. open (USD)', '2b. high (USD)', '3b. low (USD)', 'logVolume', 'dailyHighLow', 'Coin']]

      # print(tmp2_out.tail())

      # print(tmp['Date'].max())

      # print(mytmp2_use.head(), mytmp2_use.tail())

  ###################################
  # compute changes
  ###################################

        data_ret = (mytmp2_use).diff(1).dropna()

        # data_ret = data_ret.set_index(['Date'])

        # print(data_ret.head())

        # print(data_ret.head(), data_ret.tail())

        # print(data_ret.info(verbose=True))

  ###################################
  # construct model
  ###################################

        model = VAR(data_ret, freq='D')

        # print(data_ret)

  ###################################
  # Fit model using 8 lags
  ###################################

        results = model.fit(numLags)

      # print(results.summary())

  ###########################
  # append forecast
  ###########################

        mytmp2_use_fcst = pd.DataFrame(results.forecast(data_ret.values[-numLags:], forecastDays))

        mytmp2_use_fcst.columns = mytmp2_use.columns

        mytmp2_use_fcst['Coin'] = coin

        mytmp2_use_fcst['Date'] = (fcst_date).strftime('%Y-%m-%d')
        # print((datetime.datetime.now() + datetime.timedelta(day)).strftime('%Y-%m-%d'))
        mytmp2_use_fcst = mytmp2_use_fcst.set_index(['Date'])

        # tmp2_out = data_ret.append(tmp2_use_fcst, ignore_index = False)

        # print(tmp2_use_fcst)

        resultsOut = resultsOut.append(mytmp2_use_fcst, ignore_index = False)

    #     # print(resultsOut)

    # resultsOut.columns = ['TS', 'P', 'Variable', 'Coin', 'prev30dayAvg', 'prior30dayAvg']
    
  return resultsOut

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# (myfcasts['Date'] - timedelta(days = (-1)))
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##############################
# IMPORTANT!!
# reset Forecast Date to Today
##############################

myfcasts['priorDate'] = (myfcasts['Date'] - timedelta(days = (1)))
## myfcasts['priorDate'] = (myfcasts['Date'] - timedelta(days = (0)))

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myfcasts.rename(columns={"Date": "Forecast Date", "priorDate": "Date"}, inplace=True)

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# the fcasts data output  
##############################

myfcasts.head()

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# go back to original data.  
##############################

dfOut.tail()

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Open         float64
-High         float64
-Low          float64
-Close        float64
-Adj Close    float64
-Volume         int64
-Coin          object
-dtype: object
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<class 'pandas.core.frame.DataFrame'>
-DatetimeIndex: 10577 entries, 2021-05-09 to 2021-11-04
-Data columns (total 7 columns):
- #   Column     Non-Null Count  Dtype  
----  ------     --------------  -----  
- 0   Open       10577 non-null  float64
- 1   High       10577 non-null  float64
- 2   Low        10577 non-null  float64
- 3   Close      10577 non-null  float64
- 4   Adj Close  10577 non-null  float64
- 5   Volume     10577 non-null  int64  
- 6   Coin       10577 non-null  object 
-dtypes: float64(5), int64(1), object(1)
-memory usage: 661.1+ KB
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<class 'pandas.core.frame.DataFrame'>
-DatetimeIndex: 1530 entries, 2021-11-04 to 2021-10-06
-Data columns (total 10 columns):
- #   Column         Non-Null Count  Dtype         
----  ------         --------------  -----         
- 0   Forecast Date  1530 non-null   datetime64[ns]
- 1   Open           1530 non-null   float64       
- 2   High           1530 non-null   float64       
- 3   Low            1530 non-null   float64       
- 4   Close          1530 non-null   float64       
- 5   logVolume      1530 non-null   float64       
- 6   dailyHighLow   1530 non-null   float64       
- 7   BTC-Close      1530 non-null   float64       
- 8   BTC-logVolume  1530 non-null   float64       
- 9   Coin           1530 non-null   object        
-dtypes: datetime64[ns](1), float64(8), object(1)
-memory usage: 131.5+ KB
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final_output = myfcasts.merge(dfOut, how='left', on=('Date', 'Coin'), )

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# QA this mudder 
###############################

final_output[final_output['Coin'] == 'ADA'].head(10)

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-RangeIndex: 1530 entries, 0 to 1529
-Data columns (total 17 columns):
- #   Column             Non-Null Count  Dtype         
----  ------             --------------  -----         
- 0   Date               1530 non-null   datetime64[ns]
- 1   Forecast Date      1530 non-null   datetime64[ns]
- 2   Open               1530 non-null   float64       
- 3   High               1530 non-null   float64       
- 4   Low                1530 non-null   float64       
- 5   Close              1530 non-null   float64       
- 6   logVolume          1530 non-null   float64       
- 7   dailyHighLow       1530 non-null   float64       
- 8   BTC-Close          1530 non-null   float64       
- 9   BTC-logVolume      1530 non-null   float64       
- 10  Coin               1530 non-null   object        
- 11  Actual: Open       1530 non-null   float64       
- 12  Actual: High       1530 non-null   float64       
- 13  Actual: Low        1530 non-null   float64       
- 14  Actual: Close      1530 non-null   float64       
- 15  Actual: Adj Close  1530 non-null   float64       
- 16  Actual: Volume     1530 non-null   int64         
-dtypes: datetime64[ns](2), float64(13), int64(1), object(1)
-memory usage: 203.3+ KB
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# format column names
####################

final_output.columns = final_output.columns.str.replace('[#,@,&,:, ,-]', '_')

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# paste previous day price
##############################

dfOut[dfOut['Coin'] == 'ADA'].sort_values(by = 'Date', ascending = False).head(10)

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# extract only necessary data
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tmpfcast = final_output[['Coin', 'Date', 'Actual__Close', 'Forecast_Date', 'Close']]

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# tmpfcast['Miss'] = tmpfcast['Close Price'] - tmpfcast['Actual__Close']

# .sort_values(['Coin', 'Date'], ascending = False).head(30)

tmpfcast.sort_values(['Coin', 'Date'], ascending = False).head(10)

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# compare to actuals  #
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tmpdfOut_lag1[tmpdfOut_lag1['Coin'] == 'ADA'].tail()

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#######################################################

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       'Forecast_Price', 'Actual_PM', 'Actual_Price']]
       
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# calc avg abs miss
# calc avg sq miss 
###################

(tmpfcast2.groupby('Coin')['absMiss'].mean()).sort_values(ascending = True)
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Coin
-SHIB        0.000009
-MIR         0.000292
-USDC        0.000403
-USDT        0.000443
-ACH         0.007573
-IOTX        0.008994
-DNT         0.009602
-ANKR        0.010465
-CRO         0.013413
-XLM         0.014450
-DOGE        0.016835
-OXT         0.039436
-FET         0.040219
-NKN         0.040902
-CHZ         0.043270
-COTI        0.043946
-XRP         0.056233
-ZRX         0.077928
-CVC         0.082446
-BAT         0.086313
-LRC         0.100664
-MATIC       0.143131
-ENJ         0.158678
-STORJ       0.171876
-BNT         0.179655
-EOS         0.257915
-RLC         0.300727
-XTZ         0.408985
-BAND        0.419635
-SNX         0.511751
-UMA         0.697998
-OMG         0.966044
-MANA        1.007439
-BAL         1.491386
-REP         1.599674
-LINK        1.618269
-ETC         2.358549
-AVAX        3.691565
-ZEN         4.584268
-FIL         5.512985
-MLN         7.905663
-LTC         8.084823
-ZEC         9.136212
-DASH       11.012556
-QNT        18.729430
-BCH        21.631537
-COMP       22.646309
-MKR       113.445509
-ETH       174.683899
-BTC      1470.787377
-YFI      1740.134741
-Name: absMiss, dtype: float64
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# write to DB
####################

table_id = 'my_dataset.actuals_forecasts'
tmpfcast2.to_gbq(table_id, project_id = 'crypto1-307915', if_exists = 'replace')
print(datetime.now())

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2021-11-04 23:38:26.026163
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# add section to create multi model output 
###############################################



# final_output.dtypes

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# final_output[['Coin', 'priorDate', 'Date', 'Actual__Close', 'Forecast_Date', 'Close']].sort_values(['Coin', 'Date'], ascending = False).head(30)


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######################
# pull a single ticker 
######################

# mytmp = yf.download(tickers='DOGE-USD', period = '48h', interval = '5m')

mytmp = yf.download(tickers='ADA-USD', period = '90d', interval = '1d', tz='CST')

# myBTC = yf.download(tickers='BTC-USD', period = '90d', interval = '1d')

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# mytmp = mytmp[mytmp['Volume'] != 0].head()
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# myBTC.tail()
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# myBTC.head()
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# mytmp2['logVolume'] = np.log(mytmp2.loc[:, 'Volume'])
# mytmp2['BTC-logVolume'] = np.log(mytmp2.loc[:, 'BTC-Volume'])

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# mytmp2.head()
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# mytmp2_use = mytmp2[['Open', 'High', 'Low', 'Adj Close', 'logVolume', 'BTC-Open', 'BTC-High', 'BTC-Low', 'BTC-Adj Close', 'BTC-logVolume']]

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# data_ret = (mytmp2_use).diff(1).dropna()
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# model = VAR(data_ret)

###################################
# Fit model using 8 lags
###################################

# results = model.fit(10)

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##################################
# create 1 day head forecast 
##################################

# pd.DataFrame(results.forecast(data_ret.values[-10:],1))

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# tmp.pivot_table(index=['Variable', 'Date'], 
#                     columns='Coin', 
#                     values='Value').reset_index().round(3)
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# coinbase_coins.iloc[1,0]
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yf.download(tickers=(str(coinbase_coins.iloc[1,0]) + '-' +   str('USD')), period = '2h', interval = '15m', tz = 'CST').tail(5)


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# yf.download(tickers=(str('ETC') + '-' +   str('USD')), period = '90d', interval = '1d')
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