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Copy pathPair Trading.py
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Pair Trading.py
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# Databricks notebook source
import numpy as np
import pandas as pd
import pyspark.pandas as ps
import statsmodels
from statsmodels.tsa.stattools import coint
# just set the seed for the random number generator
np.random.seed(107)
import matplotlib.pyplot as plt
import seaborn
# COMMAND ----------
# Generate the daily returns
Xreturns = np.random.normal(0, 1, 100)
# sum them and shift all the prices up
X = pd.Series(np.cumsum(Xreturns), name='X') + 50
X.plot(figsize=(15,7))
plt.show()
# COMMAND ----------
noise = np.random.normal(0, 1, 100)
Y = X + 5 + noise
Y.name = 'Y'
pd.concat([X, Y], axis=1).plot(figsize=(15,7))
plt.show()
# COMMAND ----------
(Y/X).plot(figsize=(15,7))
plt.axhline((Y/X).mean(), color='red', linestyle='--')
plt.xlabel('Time')
plt.legend(['Price Ratio', 'Mean'])
plt.show()
# COMMAND ----------
# compute the p-value of the cointegration test
# will inform us as to whether the ratio between the 2 timeseries is stationary
# around its mean
score, pvalue, _ = coint(X,Y)
# COMMAND ----------
"""
data = spark.sql("SELECT AAPL_adjClose, \
AA_adjClose, \
AAL_adjClose, \
AAP_adjClose, \
A_adjClose, \
ABBV_adjClose, \
ABC_adjClose, \
ABMD_adjClose, \
ABT_adjClose, \
ACN_adjClose, \
ACV_adjClose, \
ADBE_adjClose, \
ADI_adjClose, \
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ADS_adjClose, \
ADSK_adjClose, \
ADT_adjClose, \
AEE_adjClose, \
AEP_adjClose, \
AES_adjClose, \
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AINV_adjClose, \
AIV_adjClose, \
AIZ_adjClose, \
AJG_adjClose, \
AKAM_adjClose, \
ALB_adjClose, \
ALGN_adjClose, \
ALK_adjClose, \
ALL_adjClose, \
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ALTR_adjClose, \
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AMBC_adjClose, \
AMCR_adjClose, \
AMD_adjClose, \
AME_adjClose, \
AMG_adjClose, \
AMGN_adjClose, \
AMP_adjClose, \
AMT_adjClose, \
AMZN_adjClose, \
AN_adjClose, \
ANET_adjClose, \
ANF_adjClose, \
ANSS_adjClose, \
ANTM_adjClose, \
AON_adjClose, \
AOS_adjClose, \
APA_adjClose, \
APD_adjClose, \
APH_adjClose, \
APTV_adjClose, \
ARE_adjClose, \
ARNC_adjClose, \
ASH_adjClose, \
ASO_adjClose, \
ATGE_adjClose, \
ATI_adjClose, \
ATO_adjClose, \
ATVI_adjClose, \
AVB_adjClose, \
AVGO_adjClose, \
AVY_adjClose, \
AWK_adjClose, \
AXP_adjClose, \
AYI_adjClose, \
AZO_adjClose, \
BA_adjClose, \
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BAX_adjClose, \
BBBY_adjClose, \
BBY_adjClose, \
BC_adjClose, \
BDX_adjClose, \
BEN_adjClose, \
BFB_adjClose, \
BIDU_adjClose, \
BIG_adjClose, \
BIIB_adjClose, \
BIO_adjClose, \
BK_adjClose, \
BKNG_adjClose, \
BLK_adjClose, \
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BMRN_adjClose, \
BMY_adjClose, \
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BRKB_adjClose, \
BRO_adjClose, \
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BTU_adjClose, \
BUD_adjClose, \
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C_adjClose, \
CAG_adjClose, \
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CAR_adjClose, \
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CBRE_adjClose, \
CC_adjClose, \
CCI_adjClose, \
CCK_adjClose, \
CCL_adjClose, \
CCU_adjClose, \
CDAY_adjClose, \
CDNS_adjClose, \
CDW_adjClose, \
CE_adjClose, \
CERN_adjClose, \
CF_adjClose, \
CFG_adjClose, \
CHD_adjClose, \
CHIR_adjClose, \
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CIEN_adjClose, \
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COP_adjClose, \
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O_adjClose, \
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RYAAY_adjClose, \
S_adjClose, \
SAIC_adjClose, \
SANM_adjClose, \
SBAC_adjClose, \
SBNY_adjClose, \
SBUX_adjClose, \
SCHW_adjClose, \
SE_adjClose, \
SEDG_adjClose, \
SEE_adjClose, \
SHW_adjClose, \
SIG_adjClose, \
SIRI_adjClose, \
SITC_adjClose, \
SIVB_adjClose, \
SJM_adjClose, \
SLB_adjClose, \
SLG_adjClose, \
SLM_adjClose, \
SNA_adjClose, \
SNPS_adjClose, \
SO_adjClose, \
SPG_adjClose \
SPGI_adjClose, \
SRCL_adjClose, \
SRE_adjClose, \
SSP_adjClose, \
STE_adjClose, \
STT_adjClose, \
STX_adjClose, \
STZ_adjClose, \
SUN_adjClose, \
SWK_adjClose, \
SWKS_adjClose, \
SWN_adjClose, \
SYF_adjClose, \
SYK_adjClose, \
SYY_adjClose, \
T_adjClose, \
TAP_adjClose, \
TDC_adjClose, \
TDG_adjClose, \
TDY_adjClose, \
TEL_adjClose, \
TER_adjClose, \
TEVA_adjClose, \
TEX_adjClose, \
TFC_adjClose, \
TFX_adjClose, \
TGNA_adjClose, \
TGT_adjClose, \
THC_adjClose, \
TJX_adjClose, \
TMO_adjClose, \
TMUS_adjClose, \
TPR_adjClose, \
TRIP_adjClose, \
TRMB_adjClose, \
TROW_adjClose, \
TRV_adjClose, \
TSCO_adjClose, \
TSLA_adjClose, \
TSN_adjClose, \
TTWO_adjClose, \
TUP_adjClose, \
TWTR_adjClose, \
TXN_adjClose, \
TXT_adjClose, \
TYL_adjClose, \
UA_adjClose, \
UAA_adjClose, \
UAL_adjClose, \
UCL_adjClose, \
UDR_adjClose, \
UHS_adjClose, \
ULTA_adjClose, \
UNH_adjClose, \
UNM_adjClose, \
UNP_adjClose, \
UPC_adjClose, \
UPS_adjClose, \
URBN_adjClose, \
URI_adjClose, \
USB_adjClose, \
V_adjClose, \
VAL_adjClose, \
VFC_adjClose, \
VIAV_adjClose, \
VLO_adjClose, \
VMC_adjClose, \
VNO_adjClose, \
VNT_adjClose, \
VOD_adjClose \
VRSK_adjClose, \
VRSN_adjClose, \
VRTS_adjClose, \
VRTX_adjClose, \
VTR_adjClose, \
VTRS_adjClose, \
VZ_adjClose, \
WAB_adjClose, \
WAT_adjClose, \
WBA_adjClose, \
WDC_adjClose, \
WEC_adjClose, \
WELL_adjClose, \
WFC_adjClose, \
WHR_adjClose, \
WLTW_adjClose, \
WM_adjClose, \
WMB_adjClose, \
WMT_adjClose, \
WOR_adjClose, \
WRB_adjClose, \
WRK_adjClose, \
WST_adjClose, \
WU_adjClose, \
WY_adjClose, \
WYNN_adjClose, \
X_adjClose, \
XEL_adjClose, \
XLNX_adjClose, \
XOM_adjClose, \
XRAY_adjClose, \
XRX_adjClose, \
XYL_adjClose, \
YUM_adjClose, \
ZBH_adjClose, \
ZBRA_adjClose, \
ZION_adjClose, \
ZTS_adjClose \
FROM deltabase.aapl_30min_delta \
FULL JOIN deltabase.aa_30min_delta ON AAPL_dateTime = AA_dateTime \
FULL JOIN deltabase.aal_30min_delta ON AAPL_dateTime = AAL_dateTime \
FULL JOIN deltabase.aap_30min_delta ON AAPL_dateTime = AAP_dateTime \
FULL JOIN deltabase.a_30min_delta ON AAPL_dateTime = A_dateTime \
FULL JOIN deltabase.abbv_30min_delta ON AAPL_dateTime = ABBV_dateTime \
FULL JOIN deltabase.abc_30min_delta ON AAPL_dateTime = ABC_dateTime \
FULL JOIN deltabase.abmd_30min_delta ON AAPL_dateTime = ABMD_dateTime \
FULL JOIN deltabase.abt_30min_delta ON AAPL_dateTime = ABT_dateTime \
FULL JOIN deltabase.acn_30min_delta ON AAPL_dateTime = ACN_dateTime \
FULL JOIN deltabase.acv_30min_delta ON AAPL_dateTime = ACV_dateTime \
FULL JOIN deltabase.adbe_30min_delta ON AAPL_dateTime = ADBE_dateTime \
FULL JOIN deltabase.adi_30min_delta ON AAPL_dateTime = ADI_dateTime \
FULL JOIN deltabase.adm_30min_delta ON AAPL_dateTime = ADM_dateTime \
FULL JOIN deltabase.adp_30min_delta ON AAPL_dateTime = ADP_dateTime \
FULL JOIN deltabase.ads_30min_delta ON AAPL_dateTime = ADS_dateTime \
FULL JOIN deltabase.adsk_30min_delta ON AAPL_dateTime = ADSK_dateTime \
FULL JOIN deltabase.adt_30min_delta ON AAPL_dateTime = ADT_dateTime \
FULL JOIN deltabase.aee_30min_delta ON AAPL_dateTime = AEE_dateTime \
FULL JOIN deltabase.aep_30min_delta ON AAPL_dateTime = AEP_dateTime \
FULL JOIN deltabase.aes_30min_delta ON AAPL_dateTime = AES_dateTime \
FULL JOIN deltabase.afl_30min_delta ON AAPL_dateTime = AFL_dateTime \
FULL JOIN deltabase.aig_30min_delta ON AAPL_dateTime = AIG_dateTime \
FULL JOIN deltabase.ainv_30min_delta ON AAPL_dateTime = AINV_dateTime \
FULL JOIN deltabase.aiv_30min_delta ON AAPL_dateTime = AIV_dateTime \
FULL JOIN deltabase.aiz_30min_delta ON AAPL_dateTime = AIZ_dateTime \
FULL JOIN deltabase.ajg_30min_delta ON AAPL_dateTime = AJG_dateTime \
FULL JOIN deltabase.akam_30min_delta ON AAPL_dateTime = AKAM_dateTime \
FULL JOIN deltabase.alb_30min_delta ON AAPL_dateTime = ALB_dateTime \
FULL JOIN deltabase.algn_30min_delta ON AAPL_dateTime = ALGN_dateTime \
FULL JOIN deltabase.alk_30min_delta ON AAPL_dateTime = ALK_dateTime \
FULL JOIN deltabase.all_30min_delta ON AAPL_dateTime = ALL_dateTime \
FULL JOIN deltabase.alle_30min_delta ON AAPL_dateTime = ALLE_dateTime \
FULL JOIN deltabase.altr_30min_delta ON AAPL_dateTime = ALTR_dateTime \
FULL JOIN deltabase.amat_30min_delta ON AAPL_dateTime = AMAT_dateTime \
FULL JOIN deltabase.ambc_30min_delta ON AAPL_dateTime = AMBC_dateTime \
FULL JOIN deltabase.amcr_30min_delta ON AAPL_dateTime = AMCR_dateTime \
FULL JOIN deltabase.amd_30min_delta ON AAPL_dateTime = AMD_dateTime \
FULL JOIN deltabase.ame_30min_delta ON AAPL_dateTime = AME_dateTime \
FULL JOIN deltabase.amg_30min_delta ON AAPL_dateTime = AMG_dateTime \
FULL JOIN deltabase.amgn_30min_delta ON AAPL_dateTime = AMGN_dateTime \
FULL JOIN deltabase.amp_30min_delta ON AAPL_dateTime = AMP_dateTime \
FULL JOIN deltabase.amt_30min_delta ON AAPL_dateTime = AMT_dateTime \
FULL JOIN deltabase.amzn_30min_delta ON AAPL_dateTime = AMZN_dateTime \
FULL JOIN deltabase.an_30min_delta ON AAPL_dateTime = AN_dateTime \
FULL JOIN deltabase.anet_30min_delta ON AAPL_dateTime = ANET_dateTime \
FULL JOIN deltabase.anf_30min_delta ON AAPL_dateTime = ANF_dateTime \
FULL JOIN deltabase.anss_30min_delta ON AAPL_dateTime = ANSS_dateTime \
FULL JOIN deltabase.antm_30min_delta ON AAPL_dateTime = ANTM_dateTime \
FULL JOIN deltabase.aon_30min_delta ON AAPL_dateTime = AON_dateTime \
FULL JOIN deltabase.aos_30min_delta ON AAPL_dateTime = AOS_dateTime \
FULL JOIN deltabase.apa_30min_delta ON AAPL_dateTime = APA_dateTime \
FULL JOIN deltabase.apd_30min_delta ON AAPL_dateTime = APD_dateTime \
FULL JOIN deltabase.aph_30min_delta ON AAPL_dateTime = APH_dateTime \
FULL JOIN deltabase.aptv_30min_delta ON AAPL_dateTime = APTV_dateTime \
FULL JOIN deltabase.are_30min_delta ON AAPL_dateTime = ARE_dateTime \
FULL JOIN deltabase.arnc_30min_delta ON AAPL_dateTime = ARNC_dateTime \
FULL JOIN deltabase.ash_30min_delta ON AAPL_dateTime = ASH_dateTime \
FULL JOIN deltabase.aso_30min_delta ON AAPL_dateTime = ASO_dateTime \
FULL JOIN deltabase.atge_30min_delta ON AAPL_dateTime = ATGE_dateTime \
FULL JOIN deltabase.ati_30min_delta ON AAPL_dateTime = ATI_dateTime \
FULL JOIN deltabase.ato_30min_delta ON AAPL_dateTime = ATO_dateTime \
FULL JOIN deltabase.atvi_30min_delta ON AAPL_dateTime = ATVI_dateTime \
FULL JOIN deltabase.avb_30min_delta ON AAPL_dateTime = AVB_dateTime \
FULL JOIN deltabase.avgo_30min_delta ON AAPL_dateTime = AVGO_dateTime \
FULL JOIN deltabase.avy_30min_delta ON AAPL_dateTime = AVY_dateTime \
FULL JOIN deltabase.awk_30min_delta ON AAPL_dateTime = AWK_dateTime \
FULL JOIN deltabase.axp_30min_delta ON AAPL_dateTime = AXP_dateTime \
FULL JOIN deltabase.ayi_30min_delta ON AAPL_dateTime = AYI_dateTime \
FULL JOIN deltabase.azo_30min_delta ON AAPL_dateTime = AZO_dateTime \
FULL JOIN deltabase.ba_30min_delta ON AAPL_dateTime = BA_dateTime \
FULL JOIN deltabase.bac_30min_delta ON AAPL_dateTime = BAC_dateTime \
FULL JOIN deltabase.bax_30min_delta ON AAPL_dateTime = BAX_dateTime \
FULL JOIN deltabase.bbby_30min_delta ON AAPL_dateTime = BBBY_dateTime \
FULL JOIN deltabase.bby_30min_delta ON AAPL_dateTime = BBY_dateTime \
FULL JOIN deltabase.bc_30min_delta ON AAPL_dateTime = BC_dateTime \
FULL JOIN deltabase.bdx_30min_delta ON AAPL_dateTime = BDX_dateTime \
FULL JOIN deltabase.ben_30min_delta ON AAPL_dateTime = BEN_dateTime \
FULL JOIN deltabase.bfb_30min_delta ON AAPL_dateTime = BFB_dateTime \
FULL JOIN deltabase.bidu_30min_delta ON AAPL_dateTime = BIDU_dateTime \
FULL JOIN deltabase.big_30min_delta ON AAPL_dateTime = BIG_dateTime \
FULL JOIN deltabase.biib_30min_delta ON AAPL_dateTime = BIIB_dateTime \
FULL JOIN deltabase.bio_30min_delta ON AAPL_dateTime = BIO_dateTime \
FULL JOIN deltabase.bk_30min_delta ON AAPL_dateTime = BK_dateTime \
FULL JOIN deltabase.bkng_30min_delta ON AAPL_dateTime = BKNG_dateTime \
FULL JOIN deltabase.blk_30min_delta ON AAPL_dateTime = BLK_dateTime \
FULL JOIN deltabase.bll_30min_delta ON AAPL_dateTime = BLL_dateTime \
FULL JOIN deltabase.bmrn_30min_delta ON AAPL_dateTime = BMRN_dateTime \
FULL JOIN deltabase.bmy_30min_delta ON AAPL_dateTime = BMY_dateTime \
FULL JOIN deltabase.br_30min_delta ON AAPL_dateTime = BR_dateTime \
FULL JOIN deltabase.brkb_30min_delta ON AAPL_dateTime = BRKB_dateTime \
FULL JOIN deltabase.bro_30min_delta ON AAPL_dateTime = BRO_dateTime \
FULL JOIN deltabase.bsx_30min_delta ON AAPL_dateTime = BSX_dateTime \
FULL JOIN deltabase.btu_30min_delta ON AAPL_dateTime = BTU_dateTime \
FULL JOIN deltabase.bud_30min_delta ON AAPL_dateTime = BUD_dateTime \
FULL JOIN deltabase.bwa_30min_delta ON AAPL_dateTime = BWA_dateTime \
FULL JOIN deltabase.bxp_30min_delta ON AAPL_dateTime = BXP_dateTime \
FULL JOIN deltabase.c_30min_delta ON AAPL_dateTime = C_dateTime \
FULL JOIN deltabase.cag_30min_delta ON AAPL_dateTime = CAG_dateTime \
FULL JOIN deltabase.cah_30min_delta ON AAPL_dateTime = CAH_dateTime \
FULL JOIN deltabase.car_30min_delta ON AAPL_dateTime = CAR_dateTime \
FULL JOIN deltabase.carr_30min_delta ON AAPL_dateTime = CARR_dateTime \
FULL JOIN deltabase.cat_30min_delta ON AAPL_dateTime = CAT_dateTime \
FULL JOIN deltabase.cb_30min_delta ON AAPL_dateTime = CB_dateTime \
FULL JOIN deltabase.cbh_30min_delta ON AAPL_dateTime = CBH_dateTime \
FULL JOIN deltabase.cboe_30min_delta ON AAPL_dateTime = CBOE_dateTime \
FULL JOIN deltabase.cbre_30min_delta ON AAPL_dateTime = CBRE_dateTime \
FULL JOIN deltabase.cc_30min_delta ON AAPL_dateTime = CC_dateTime \
FULL JOIN deltabase.cci_30min_delta ON AAPL_dateTime = CCI_dateTime \
FULL JOIN deltabase.cck_30min_delta ON AAPL_dateTime = CCK_dateTime \
FULL JOIN deltabase.ccl_30min_delta ON AAPL_dateTime = CCL_dateTime \
FULL JOIN deltabase.ccu_30min_delta ON AAPL_dateTime = CCU_dateTime \
FULL JOIN deltabase.cday_30min_delta ON AAPL_dateTime = CDAY_dateTime \
FULL JOIN deltabase.cdns_30min_delta ON AAPL_dateTime = CDNS_dateTime \
FULL JOIN deltabase.cdw_30min_delta ON AAPL_dateTime = CDW_dateTime \
FULL JOIN deltabase.ce_30min_delta ON AAPL_dateTime = CE_dateTime \
FULL JOIN deltabase.cern_30min_delta ON AAPL_dateTime = CERN_dateTime \
FULL JOIN deltabase.cf_30min_delta ON AAPL_dateTime = CF_dateTime \
FULL JOIN deltabase.cfg_30min_delta ON AAPL_dateTime = CFG_dateTime \
FULL JOIN deltabase.chd_30min_delta ON AAPL_dateTime = CHD_dateTime \
FULL JOIN deltabase.chir_30min_delta ON AAPL_dateTime = CHIR_dateTime \
FULL JOIN deltabase.chk_30min_delta ON AAPL_dateTime = CHK_dateTime \
FULL JOIN deltabase.chkp_30min_delta ON AAPL_dateTime = CHKP_dateTime \
FULL JOIN deltabase.chrw_30min_delta ON AAPL_dateTime = CHRW_dateTime \
FULL JOIN deltabase.chtr_30min_delta ON AAPL_dateTime = CHTR_dateTime \
FULL JOIN deltabase.ci_30min_delta ON AAPL_dateTime = CI_dateTime \
FULL JOIN deltabase.cien_30min_delta ON AAPL_dateTime = CIEN_dateTime \
FULL JOIN deltabase.cinf_30min_delta ON AAPL_dateTime = CINF_dateTime \
FULL JOIN deltabase.cit_30min_delta ON AAPL_dateTime = CIT_dateTime \
FULL JOIN deltabase.cl_30min_delta ON AAPL_dateTime = CL_dateTime \
FULL JOIN deltabase.clf_30min_delta ON AAPL_dateTime = CLF_dateTime \
FULL JOIN deltabase.clx_30min_delta ON AAPL_dateTime = CLX_dateTime \
FULL JOIN deltabase.cma_30min_delta ON AAPL_dateTime = CMA_dateTime \
FULL JOIN deltabase.cmcsa_30min_delta ON AAPL_dateTime = CMCSA_dateTime \
FULL JOIN deltabase.cme_30min_delta ON AAPL_dateTime = CME_dateTime \
FULL JOIN deltabase.cmg_30min_delta ON AAPL_dateTime = CMG_dateTime \
FULL JOIN deltabase.cmi_30min_delta ON AAPL_dateTime = CMI_dateTime \
FULL JOIN deltabase.cms_30min_delta ON AAPL_dateTime = CMS_dateTime \
FULL JOIN deltabase.cnc_30min_delta ON AAPL_dateTime = CNC_dateTime \
FULL JOIN deltabase.cnp_30min_delta ON AAPL_dateTime = CNP_dateTime \
FULL JOIN deltabase.cnx_30min_delta ON AAPL_dateTime = CNX_dateTime \
FULL JOIN deltabase.cof_30min_delta ON AAPL_dateTime = COF_dateTime \
FULL JOIN deltabase.coo_30min_delta ON AAPL_dateTime = COO_dateTime \
FULL JOIN deltabase.coop_30min_delta ON AAPL_dateTime = COOP_dateTime \
FULL JOIN deltabase.cop_30min_delta ON AAPL_dateTime = COP_dateTime \
FULL JOIN deltabase.cost_30min_delta ON AAPL_dateTime = COST_dateTime \
FULL JOIN deltabase.coty_30min_delta ON AAPL_dateTime = COTY_dateTime \
FULL JOIN deltabase.cpb_30min_delta ON AAPL_dateTime = CPB_dateTime \
FULL JOIN deltabase.cpri_30min_delta ON AAPL_dateTime = CPRI_dateTime \
FULL JOIN deltabase.cprt_30min_delta ON AAPL_dateTime = CPRT_dateTime \
FULL JOIN deltabase.cpt_30min_delta ON AAPL_dateTime = CPT_dateTime \
FULL JOIN deltabase.crm_30min_delta ON AAPL_dateTime = CRM_dateTime \
FULL JOIN deltabase.csco_30min_delta ON AAPL_dateTime = CSCO_dateTime \
FULL JOIN deltabase.csx_30min_delta ON AAPL_dateTime = CSX_dateTime \
FULL JOIN deltabase.ctas_30min_delta ON AAPL_dateTime = CTAS_dateTime \
FULL JOIN deltabase.ctlt_30min_delta ON AAPL_dateTime = CTLT_dateTime \
FULL JOIN deltabase.ctsh_30min_delta ON AAPL_dateTime = CTSH_dateTime \
FULL JOIN deltabase.ctva_30min_delta ON AAPL_dateTime = CTVA_dateTime \
FULL JOIN deltabase.ctxs_30min_delta ON AAPL_dateTime = CTXS_dateTime \
FULL JOIN deltabase.cvs_30min_delta ON AAPL_dateTime = CVS_dateTime \
FULL JOIN deltabase.cvx_30min_delta ON AAPL_dateTime = CVX_dateTime \
FULL JOIN deltabase.czr_30min_delta ON AAPL_dateTime = CZR_dateTime \
FULL JOIN deltabase.d_30min_delta ON AAPL_dateTime = D_dateTime \
FULL JOIN deltabase.dal_30min_delta ON AAPL_dateTime = DAL_dateTime \
FULL JOIN deltabase.dan_30min_delta ON AAPL_dateTime = DAN_dateTime \
FULL JOIN deltabase.dd_30min_delta ON AAPL_dateTime = DD_dateTime \
FULL JOIN deltabase.dds_30min_delta ON AAPL_dateTime = DDS_dateTime \
FULL JOIN deltabase.de_30min_delta ON AAPL_dateTime = DE_dateTime \
FULL JOIN deltabase.dell_30min_delta ON AAPL_dateTime = DELL_dateTime \
FULL JOIN deltabase.dfs_30min_delta ON AAPL_dateTime = DFS_dateTime \
FULL JOIN deltabase.dg_30min_delta ON AAPL_dateTime = DG_dateTime \
FULL JOIN deltabase.dgx_30min_delta ON AAPL_dateTime = DGX_dateTime \
FULL JOIN deltabase.dhi_30min_delta ON AAPL_dateTime = DHI_dateTime \
FULL JOIN deltabase.dhr_30min_delta ON AAPL_dateTime = DHR_dateTime \
FULL JOIN deltabase.dis_30min_delta ON AAPL_dateTime = DIS_dateTime \
FULL JOIN deltabase.disca_30min_delta ON AAPL_dateTime = DISCA_dateTime \
FULL JOIN deltabase.disck_30min_delta ON AAPL_dateTime = DISCK_dateTime \
FULL JOIN deltabase.dish_30min_delta ON AAPL_dateTime = DISH_dateTime \
FULL JOIN deltabase.dlr_30min_delta ON AAPL_dateTime = DLR_dateTime \
FULL JOIN deltabase.dltr_30min_delta ON AAPL_dateTime = DLTR_dateTime \
FULL JOIN deltabase.dlx_30min_delta ON AAPL_dateTime = DLX_dateTime \
FULL JOIN deltabase.dnb_30min_delta ON AAPL_dateTime = DNB_dateTime \
FULL JOIN deltabase.dov_30min_delta ON AAPL_dateTime = DOV_dateTime \
FULL JOIN deltabase.dow_30min_delta ON AAPL_dateTime = DOW_dateTime \
FULL JOIN deltabase.dpz_30min_delta ON AAPL_dateTime = DPZ_dateTime \
FULL JOIN deltabase.dre_30min_delta ON AAPL_dateTime = DRE_dateTime \
FULL JOIN deltabase.dri_30min_delta ON AAPL_dateTime = DRI_dateTime \
FULL JOIN deltabase.dte_30min_delta ON AAPL_dateTime = DTE_dateTime \
FULL JOIN deltabase.duk_30min_delta ON AAPL_dateTime = DUK_dateTime \
FULL JOIN deltabase.dva_30min_delta ON AAPL_dateTime = DVA_dateTime \
FULL JOIN deltabase.dvn_30min_delta ON AAPL_dateTime = DVN_dateTime \
FULL JOIN deltabase.dxc_30min_delta ON AAPL_dateTime = DXC_dateTime \
FULL JOIN deltabase.dxcm_30min_delta ON AAPL_dateTime = DXCM_dateTime \
FULL JOIN deltabase.ea_30min_delta ON AAPL_dateTime = EA_dateTime \
FULL JOIN deltabase.ebay_30min_delta ON AAPL_dateTime = EBAY_dateTime \
FULL JOIN deltabase.ecl_30min_delta ON AAPL_dateTime = ECL_dateTime \
FULL JOIN deltabase.ed_30min_delta ON AAPL_dateTime = ED_dateTime \
FULL JOIN deltabase.efx_30min_delta ON AAPL_dateTime = EFX_dateTime \
FULL JOIN deltabase.eix_30min_delta ON AAPL_dateTime = EIX_dateTime \
FULL JOIN deltabase.el_30min_delta ON AAPL_dateTime = EL_dateTime \
FULL JOIN deltabase.emn_30min_delta ON AAPL_dateTime = EMN_dateTime \
FULL JOIN deltabase.emr_30min_delta ON AAPL_dateTime = EMR_dateTime \
FULL JOIN deltabase.endp_30min_delta ON AAPL_dateTime = ENDP_dateTime \
FULL JOIN deltabase.enph_30min_delta ON AAPL_dateTime = ENPH_dateTime \
FULL JOIN deltabase.eog_30min_delta ON AAPL_dateTime = EOG_dateTime \
FULL JOIN deltabase.epam_30min_delta ON AAPL_dateTime = EPAM_dateTime \
FULL JOIN deltabase.eq_30min_delta ON AAPL_dateTime = EQ_dateTime \
FULL JOIN deltabase.eqix_30min_delta ON AAPL_dateTime = EQIX_dateTime \
FULL JOIN deltabase.eqr_30min_delta ON AAPL_dateTime = EQR_dateTime \
FULL JOIN deltabase.eqt_30min_delta ON AAPL_dateTime = EQT_dateTime \
FULL JOIN deltabase.es_30min_delta ON AAPL_dateTime = ES_dateTime \
FULL JOIN deltabase.ess_30min_delta ON AAPL_dateTime = ESS_dateTime \
FULL JOIN deltabase.etn_30min_delta ON AAPL_dateTime = ETN_dateTime \
FULL JOIN deltabase.etr_30min_delta ON AAPL_dateTime = ETR_dateTime \
FULL JOIN deltabase.etsy_30min_delta ON AAPL_dateTime = ETSY_dateTime \
FULL JOIN deltabase.evrg_30min_delta ON AAPL_dateTime = EVRG_dateTime \
FULL JOIN deltabase.ew_30min_delta ON AAPL_dateTime = EW_dateTime \
FULL JOIN deltabase.exc_30min_delta ON AAPL_dateTime = EXC_dateTime \
FULL JOIN deltabase.expd_30min_delta ON AAPL_dateTime = EXPD_dateTime \
FULL JOIN deltabase.expe_30min_delta ON AAPL_dateTime = EXPE_dateTime \
FULL JOIN deltabase.exr_30min_delta ON AAPL_dateTime = EXR_dateTime \
FULL JOIN deltabase.f_30min_delta ON AAPL_dateTime = F_dateTime \
FULL JOIN deltabase.fang_30min_delta ON AAPL_dateTime = FANG_dateTime \
FULL JOIN deltabase.fast_30min_delta ON AAPL_dateTime = FAST_dateTime \
FULL JOIN deltabase.fb_30min_delta ON AAPL_dateTime = FB_dateTime \
FULL JOIN deltabase.fbhs_30min_delta ON AAPL_dateTime = FBHS_dateTime \
FULL JOIN deltabase.fcx_30min_delta ON AAPL_dateTime = FCX_dateTime \
FULL JOIN deltabase.fds_30min_delta ON AAPL_dateTime = FDS_dateTime \
FULL JOIN deltabase.fdx_30min_delta ON AAPL_dateTime = FDX_dateTime \
FULL JOIN deltabase.fe_30min_delta ON AAPL_dateTime = FE_dateTime \
FULL JOIN deltabase.ffiv_30min_delta ON AAPL_dateTime = FFIV_dateTime \
FULL JOIN deltabase.fhn_30min_delta ON AAPL_dateTime = FHN_dateTime \
FULL JOIN deltabase.fis_30min_delta ON AAPL_dateTime = FIS_dateTime \
FULL JOIN deltabase.fisv_30min_delta ON AAPL_dateTime = FISV_dateTime \
FULL JOIN deltabase.fitb_30min_delta ON AAPL_dateTime = FITB_dateTime \
FULL JOIN deltabase.fl_30min_delta ON AAPL_dateTime = FL_dateTime \
FULL JOIN deltabase.flex_30min_delta ON AAPL_dateTime = FLEX_dateTime \
FULL JOIN deltabase.flr_30min_delta ON AAPL_dateTime = FLR_dateTime \
FULL JOIN deltabase.fls_30min_delta ON AAPL_dateTime = FLS_dateTime \
FULL JOIN deltabase.flt_30min_delta ON AAPL_dateTime = FLT_dateTime \
FULL JOIN deltabase.fmc_30min_delta ON AAPL_dateTime = FMC_dateTime \
FULL JOIN deltabase.fosl_30min_delta ON AAPL_dateTime = FOSL_dateTime \
FULL JOIN deltabase.fox_30min_delta ON AAPL_dateTime = FOX_dateTime \
FULL JOIN deltabase.foxa_30min_delta ON AAPL_dateTime = FOXA_dateTime \
FULL JOIN deltabase.fpl_30min_delta ON AAPL_dateTime = FPL_dateTime \
FULL JOIN deltabase.frc_30min_delta ON AAPL_dateTime = FRC_dateTime \
FULL JOIN deltabase.frt_30min_delta ON AAPL_dateTime = FRT_dateTime \
FULL JOIN deltabase.fslr_30min_delta ON AAPL_dateTime = FSLR_dateTime \
FULL JOIN deltabase.fti_30min_delta ON AAPL_dateTime = FTI_dateTime \
FULL JOIN deltabase.ftnt_30min_delta ON AAPL_dateTime = FTNT_dateTime \
FULL JOIN deltabase.ftv_30min_delta ON AAPL_dateTime = FTV_dateTime \
FULL JOIN deltabase.gci_30min_delta ON AAPL_dateTime = GCI_dateTime \
FULL JOIN deltabase.gd_30min_delta ON AAPL_dateTime = GD_dateTime \
FULL JOIN deltabase.ge_30min_delta ON AAPL_dateTime = GE_dateTime \
FULL JOIN deltabase.ghc_30min_delta ON AAPL_dateTime = GHC_dateTime \
FULL JOIN deltabase.gild_30min_delta ON AAPL_dateTime = GILD_dateTime \
FULL JOIN deltabase.gis_30min_delta ON AAPL_dateTime = GIS_dateTime \
FULL JOIN deltabase.gl_30min_delta ON AAPL_dateTime = GL_dateTime \
FULL JOIN deltabase.glw_30min_delta ON AAPL_dateTime = GLW_dateTime \
FULL JOIN deltabase.gm_30min_delta ON AAPL_dateTime = GM_dateTime \
FULL JOIN deltabase.gme_30min_delta ON AAPL_dateTime = GME_dateTime \
FULL JOIN deltabase.gnrc_30min_delta ON AAPL_dateTime = GNRC_dateTime \
FULL JOIN deltabase.gnw_30min_delta ON AAPL_dateTime = GNW_dateTime \
FULL JOIN deltabase.goog_30min_delta ON AAPL_dateTime = GOOG_dateTime \
FULL JOIN deltabase.googl_30min_delta ON AAPL_dateTime = GOOGL_dateTime \
FULL JOIN deltabase.gp_30min_delta ON AAPL_dateTime = GP_dateTime \
FULL JOIN deltabase.gpc_30min_delta ON AAPL_dateTime = GPC_dateTime \
FULL JOIN deltabase.gpn_30min_delta ON AAPL_dateTime = GPN_dateTime \
FULL JOIN deltabase.gps_30min_delta ON AAPL_dateTime = GPS_dateTime \
FULL JOIN deltabase.grmn_30min_delta ON AAPL_dateTime = GRMN_dateTime \
FULL JOIN deltabase.gs_30min_delta ON AAPL_dateTime = GS_dateTime \
FULL JOIN deltabase.gt_30min_delta ON AAPL_dateTime = GT_dateTime \
FULL JOIN deltabase.gww_30min_delta ON AAPL_dateTime = GWW_dateTime \
FULL JOIN deltabase.hal_30min_delta ON AAPL_dateTime = HAL_dateTime \
FULL JOIN deltabase.has_30min_delta ON AAPL_dateTime = HAS_dateTime \
FULL JOIN deltabase.hban_30min_delta ON AAPL_dateTime = HBAN_dateTime \
FULL JOIN deltabase.hbi_30min_delta ON AAPL_dateTime = HBI_dateTime \
FULL JOIN deltabase.hca_30min_delta ON AAPL_dateTime = HCA_dateTime \
FULL JOIN deltabase.hd_30min_delta ON AAPL_dateTime = HD_dateTime \
FULL JOIN deltabase.hes_30min_delta ON AAPL_dateTime = HES_dateTime \
FULL JOIN deltabase.hfc_30min_delta ON AAPL_dateTime = HFC_dateTime \
FULL JOIN deltabase.hig_30min_delta ON AAPL_dateTime = HIG_dateTime \
FULL JOIN deltabase.hii_30min_delta ON AAPL_dateTime = HII_dateTime \
FULL JOIN deltabase.hlt_30min_delta ON AAPL_dateTime = HLT_dateTime \
FULL JOIN deltabase.hog_30min_delta ON AAPL_dateTime = HOG_dateTime \
FULL JOIN deltabase.holx_30min_delta ON AAPL_dateTime = HOLX_dateTime \
FULL JOIN deltabase.hon_30min_delta ON AAPL_dateTime = HON_dateTime \
FULL JOIN deltabase.hp_30min_delta ON AAPL_dateTime = HP_dateTime \
FULL JOIN deltabase.hpe_30min_delta ON AAPL_dateTime = HPE_dateTime \
FULL JOIN deltabase.hpq_30min_delta ON AAPL_dateTime = HPQ_dateTime \
FULL JOIN deltabase.hrb_30min_delta ON AAPL_dateTime = HRB_dateTime \
FULL JOIN deltabase.hrl_30min_delta ON AAPL_dateTime = HRL_dateTime \
FULL JOIN deltabase.hsic_30min_delta ON AAPL_dateTime = HSIC_dateTime \
FULL JOIN deltabase.hst_30min_delta ON AAPL_dateTime = HST_dateTime \
FULL JOIN deltabase.hsy_30min_delta ON AAPL_dateTime = HSY_dateTime \
FULL JOIN deltabase.hum_30min_delta ON AAPL_dateTime = HUM_dateTime \
FULL JOIN deltabase.iac_30min_delta ON AAPL_dateTime = IAC_dateTime \
FULL JOIN deltabase.ibm_30min_delta ON AAPL_dateTime = IBM_dateTime \
FULL JOIN deltabase.ice_30min_delta ON AAPL_dateTime = ICE_dateTime \
FULL JOIN deltabase.idxx_30min_delta ON AAPL_dateTime = IDXX_dateTime \