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Copy pathK-Mean clustering in Sector Classification using SparkML.py
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K-Mean clustering in Sector Classification using SparkML.py
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# Databricks notebook source
from pyspark.mllib.stat import Statistics
from pyspark.sql.functions import *
import pyspark.pandas as ps
import matplotlib.pyplot as plt
%sql
Use deltabase
%sql
set spark.databricks.delta.properties.defaults.autoOptimize.optimizeWrite = true;
set spark.databricks.delta.properties.defaults.autoOptimize.autoCompact = true;
set spark.sql.cbo.enabled = true;
# Enable Arrow-based columnar data transfers
spark.conf.set("spark.sql.execution.arrow.pyspark.enabled", "true")
#spark.conf.set("spark.sql.execution.arrow.pyspark.fallback.enabled", "true");
ps.set_option('compute.max_rows', 10000000)
# COMMAND ----------
df = 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, \
ADM_adjClose, \
ADP_adjClose, \
ADS_adjClose, \
ADSK_adjClose, \
ADT_adjClose, \
AEE_adjClose, \
AEP_adjClose, \
AES_adjClose, \
AFL_adjClose, \
AIG_adjClose, \
AINV_adjClose, \
AIV_adjClose, \
AIZ_adjClose, \
AJG_adjClose, \
AKAM_adjClose, \
ALB_adjClose, \
ALGN_adjClose, \
ALK_adjClose, \
ALL_adjClose, \
ALLE_adjClose, \
ALTR_adjClose, \
AMAT_adjClose, \
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, \
BAC_adjClose, \
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, \
BLL_adjClose, \
BMRN_adjClose, \
BMY_adjClose, \
BR_adjClose, \
BRKB_adjClose, \
BRO_adjClose, \
BSX_adjClose, \
BTU_adjClose, \
BUD_adjClose, \
BWA_adjClose, \
BXP_adjClose, \
C_adjClose, \
CAG_adjClose, \
CAH_adjClose, \
CAR_adjClose, \
CARR_adjClose, \
CAT_adjClose, \
CB_adjClose, \
CBH_adjClose, \
CBOE_adjClose, \
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, \
CHK_adjClose, \
CHKP_adjClose, \
CHRW_adjClose, \
CHTR_adjClose, \
CI_adjClose, \
CIEN_adjClose, \
CINF_adjClose, \
CIT_adjClose, \
CL_adjClose, \
CLF_adjClose, \
CLX_adjClose, \
CMA_adjClose, \
CMCSA_adjClose, \
CME_adjClose, \
CMG_adjClose, \
CMI_adjClose, \
CMS_adjClose, \
CNC_adjClose, \
CNP_adjClose, \
CNX_adjClose, \
COF_adjClose, \
COO_adjClose, \
COOP_adjClose, \
COP_adjClose, \
COST_adjClose, \
COTY_adjClose, \
CPB_adjClose, \
CPRI_adjClose, \
CPRT_adjClose, \
CPT_adjClose, \
CRM_adjClose, \
CSCO_adjClose, \
CSX_adjClose, \
CTAS_adjClose, \
CTLT_adjClose, \
CTSH_adjClose, \
CTVA_adjClose, \
CTXS_adjClose, \
CVS_adjClose, \
CVX_adjClose, \
CZR_adjClose, \
D_adjClose, \
DAL_adjClose, \
DAN_adjClose, \
DD_adjClose, \
DDS_adjClose, \
DE_adjClose, \
DELL_adjClose, \
DFS_adjClose, \
DG_adjClose, \
DGX_adjClose, \
DHI_adjClose, \
DHR_adjClose, \
DIS_adjClose, \
DISCA_adjClose, \
DISCK_adjClose, \
DISH_adjClose, \
DLR_adjClose, \
DLTR_adjClose, \
DLX_adjClose, \
DNB_adjClose, \
DOV_adjClose, \
DOW_adjClose, \
DPZ_adjClose, \
DRE_adjClose, \
DRI_adjClose, \
DTE_adjClose, \
DUK_adjClose, \
DVA_adjClose, \
DVN_adjClose, \
DXC_adjClose, \
DXCM_adjClose, \
EA_adjClose, \
EBAY_adjClose, \
ECL_adjClose, \
ED_adjClose, \
EFX_adjClose, \
EIX_adjClose, \
EL_adjClose, \
EMN_adjClose, \
EMR_adjClose, \
ENDP_adjClose, \
ENPH_adjClose, \
EOG_adjClose, \
EPAM_adjClose, \
EQ_adjClose, \
EQIX_adjClose, \
EQR_adjClose, \
EQT_adjClose, \
ES_adjClose, \
ESS_adjClose, \
ETN_adjClose, \
ETR_adjClose, \
ETSY_adjClose, \
EVRG_adjClose, \
EW_adjClose, \
EXC_adjClose, \
EXPD_adjClose, \
EXPE_adjClose, \
EXR_adjClose, \
F_adjClose, \
FANG_adjClose, \
FAST_adjClose, \
FB_adjClose, \
FBHS_adjClose, \
FCX_adjClose, \
FDS_adjClose, \
FDX_adjClose, \
FE_adjClose, \
FFIV_adjClose, \
FHN_adjClose, \
FIS_adjClose, \
FISV_adjClose, \
FITB_adjClose, \
FL_adjClose, \
FLEX_adjClose \
FLR_adjClose, \
FLS_adjClose, \
FLT_adjClose, \
FMC_adjClose, \
FOSL_adjClose, \
FOX_adjClose, \
FOXA_adjClose, \
FPL_adjClose, \
FRC_adjClose, \
FRT_adjClose, \
FSLR_adjClose, \
FTI_adjClose, \
FTNT_adjClose, \
FTV_adjClose, \
GCI_adjClose, \
GD_adjClose, \
GE_adjClose, \
GHC_adjClose, \
GILD_adjClose, \
GIS_adjClose, \
GL_adjClose, \
GLW_adjClose, \
GM_adjClose, \
GME_adjClose, \
GNRC_adjClose, \
GNW_adjClose, \
GOOG_adjClose, \
GOOGL_adjClose, \
GP_adjClose, \
GPC_adjClose, \
GPN_adjClose, \
GPS_adjClose, \
GRMN_adjClose, \
GS_adjClose, \
GT_adjClose, \
GWW_adjClose, \
HAL_adjClose, \
HAS_adjClose, \
HBAN_adjClose, \
HBI_adjClose, \
HCA_adjClose, \
HD_adjClose, \
HES_adjClose, \
HFC_adjClose, \
HIG_adjClose, \
HII_adjClose, \
HLT_adjClose, \
HOG_adjClose, \
HOLX_adjClose, \
HON_adjClose, \
HP_adjClose, \
HPE_adjClose, \
HPQ_adjClose, \
HRB_adjClose, \
HRL_adjClose, \
HSIC_adjClose, \
HST_adjClose, \
HSY_adjClose, \
HUM_adjClose, \
IAC_adjClose, \
IBM_adjClose, \
ICE_adjClose, \
IDXX_adjClose, \
IEX_adjClose, \
IFF_adjClose, \
IGT_adjClose, \
IHRT_adjClose, \
ILMN_adjClose, \
INCY_adjClose, \
INFO_adjClose \
INFY_adjClose, \
INTC_adjClose, \
INTU_adjClose, \
IP_adjClose, \
IPG_adjClose, \
IPGP_adjClose, \
IQV_adjClose, \
IR_adjClose, \
IRM_adjClose, \
ISRG_adjClose, \
IT_adjClose, \
ITT_adjClose, \
ITW_adjClose, \
IVZ_adjClose, \
J_adjClose, \
JBHT_adjClose, \
JBL_adjClose, \
JCI_adjClose, \
JD_adjClose, \
JEF_adjClose, \
JKHY_adjClose, \
JNJ_adjClose, \
JNPR_adjClose, \
JP_adjClose, \
JPM_adjClose, \
JWN_adjClose, \
K_adjClose, \
KBH_adjClose, \
KEY_adjClose, \
KEYS_adjClose, \
KHC_adjClose, \
KIM_adjClose, \
KLAC_adjClose, \
KMB_adjClose, \
KMI_adjClose, \
KMX_adjClose, \
KO_adjClose, \
KODK_adjClose, \
KR_adjClose, \
KSS_adjClose, \
KSU_adjClose, \
L_adjClose, \
LBTYK_adjClose, \
LDOS_adjClose, \
LEG_adjClose, \
LEN_adjClose, \
LH_adjClose, \
LHX_adjClose, \
LIFE_adjClose, \
LIN_adjClose, \
LKQ_adjClose, \
LLY_adjClose, \
LMT_adjClose, \
LNC_adjClose, \
LNT_adjClose, \
LOGI_adjClose, \
LOW_adjClose, \
LRCX_adjClose, \
LSI_adjClose, \
LU_adjClose, \
LUMN_adjClose, \
LUV_adjClose, \
LVS_adjClose, \
LW_adjClose, \
LYB_adjClose, \
LYV_adjClose, \
M_adjClose, \
MA_adjClose, \
MAA_adjClose, \
MAC_adjClose, \
MAR_adjClose, \
MAS_adjClose, \
MAT_adjClose, \
MBI_adjClose, \
MCD_adjClose, \
MCHP_adjClose, \
MCK_adjClose, \
MCO_adjClose, \
MDLZ_adjClose, \
MDP_adjClose, \
MDT_adjClose, \
MET_adjClose, \
MGM_adjClose, \
MHK_adjClose, \
MKC_adjClose \
MKTX_adjClose, \
MLM_adjClose, \
MMC_adjClose, \
MMI_adjClose, \
MMM_adjClose, \
MNST_adjClose, \
MO_adjClose, \
MOH_adjClose, \
MOS_adjClose, \
MPC_adjClose, \
MPWR_adjClose, \
MRK_adjClose, \
MRO_adjClose, \
MRVL_adjClose, \
MS_adjClose, \
MSCI_adjClose, \
MSFT_adjClose, \
MSI_adjClose, \
MTB_adjClose, \
MTCH_adjClose, \
MTD_adjClose, \
MTW_adjClose, \
MU_adjClose, \
MUR_adjClose, \
NAVI_adjClose, \
NBR_adjClose, \
NCLH_adjClose, \
NDAQ_adjClose, \
NDSN_adjClose, \
NE_adjClose, \
NEE_adjClose, \
NEM_adjClose, \
NFLX_adjClose, \
NI_adjClose, \
NKE_adjClose, \
NKTR_adjClose, \
NLOK_adjClose, \
NLSN_adjClose, \
NOC_adjClose, \
NOV_adjClose, \
NOW_adjClose, \
NRG_adjClose, \
NSC_adjClose, \
NTAP_adjClose, \
NTES_adjClose, \
NTRS_adjClose, \
NUE_adjClose, \
NVDA_adjClose, \
NVR_adjClose, \
NWL_adjClose, \
NWS_adjClose, \
NWSA_adjClose, \
NXPI_adjClose, \
NYT_adjClose, \
O_adjClose, \
ODFL_adjClose, \
ODP_adjClose, \
OGN_adjClose, \
OI_adjClose, \
OKE_adjClose, \
OMC_adjClose, \
ONE_adjClose, \
ORCL_adjClose, \
ORLY_adjClose, \
OTIS_adjClose, \
OXY_adjClose, \
PAR_adjClose, \
PAYC_adjClose, \
PAYX_adjClose, \
PBCT_adjClose \
PBI_adjClose, \
PCAR_adjClose, \
PCG_adjClose, \
PDCO_adjClose, \
PEAK_adjClose, \
PEG_adjClose, \
PENN_adjClose, \
PEP_adjClose, \
PFE_adjClose, \
PFG_adjClose, \
PG_adjClose, \
PGR_adjClose, \
PH_adjClose, \
PHM_adjClose, \
PKG_adjClose, \
PKI_adjClose, \
PLD_adjClose, \
PLL_adjClose, \
PM_adjClose, \
PNC_adjClose, \
PNR_adjClose, \
PNW_adjClose, \
POOL_adjClose, \
PPG_adjClose, \
PPL_adjClose, \
PRGO_adjClose, \
PRI_adjClose, \
PRU_adjClose, \
PSA_adjClose, \
PSX_adjClose, \
PTC_adjClose, \
PVH_adjClose, \
PWR_adjClose, \
PXD_adjClose, \
PYPL_adjClose, \
QCOM_adjClose, \
QGEN_adjClose, \
QRVO_adjClose, \
R_adjClose, \
RCL_adjClose, \
RE_adjClose, \
REG_adjClose, \
REGN_adjClose, \
RF_adjClose, \
RHI_adjClose, \
RIG_adjClose, \
RJF_adjClose, \
RL_adjClose, \
RLGY_adjClose, \
RMD_adjClose, \
ROK_adjClose, \
ROL_adjClose, \
ROP_adjClose, \
ROST_adjClose, \
RRC_adjClose, \
RRD_adjClose, \
RSG_adjClose, \
RTX_adjClose, \
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 \
FULL JOIN deltabase.iex_30min_delta ON AAPL_dateTime = IEX_dateTime \
FULL JOIN deltabase.iff_30min_delta ON AAPL_dateTime = IFF_dateTime \
FULL JOIN deltabase.igt_30min_delta ON AAPL_dateTime = IGT_dateTime \
FULL JOIN deltabase.ihrt_30min_delta ON AAPL_dateTime = IHRT_dateTime \
FULL JOIN deltabase.ilmn_30min_delta ON AAPL_dateTime = ILMN_dateTime \
FULL JOIN deltabase.incy_30min_delta ON AAPL_dateTime = INCY_dateTime \
FULL JOIN deltabase.info_30min_delta ON AAPL_dateTime = INFO_dateTime \
FULL JOIN deltabase.infy_30min_delta ON AAPL_dateTime = INFY_dateTime \
FULL JOIN deltabase.intc_30min_delta ON AAPL_dateTime = INTC_dateTime \
FULL JOIN deltabase.intu_30min_delta ON AAPL_dateTime = INTU_dateTime \
FULL JOIN deltabase.ip_30min_delta ON AAPL_dateTime = IP_dateTime \
FULL JOIN deltabase.ipg_30min_delta ON AAPL_dateTime = IPG_dateTime \
FULL JOIN deltabase.ipgp_30min_delta ON AAPL_dateTime = IPGP_dateTime \
FULL JOIN deltabase.iqv_30min_delta ON AAPL_dateTime = IQV_dateTime \
FULL JOIN deltabase.ir_30min_delta ON AAPL_dateTime = IR_dateTime \
FULL JOIN deltabase.irm_30min_delta ON AAPL_dateTime = IRM_dateTime \
FULL JOIN deltabase.isrg_30min_delta ON AAPL_dateTime = ISRG_dateTime \
FULL JOIN deltabase.it_30min_delta ON AAPL_dateTime = IT_dateTime \
FULL JOIN deltabase.itt_30min_delta ON AAPL_dateTime = ITT_dateTime \
FULL JOIN deltabase.itw_30min_delta ON AAPL_dateTime = ITW_dateTime \
FULL JOIN deltabase.ivz_30min_delta ON AAPL_dateTime = IVZ_dateTime \
FULL JOIN deltabase.j_30min_delta ON AAPL_dateTime = J_dateTime \
FULL JOIN deltabase.jbht_30min_delta ON AAPL_dateTime = JBHT_dateTime \
FULL JOIN deltabase.jbl_30min_delta ON AAPL_dateTime = JBL_dateTime \
FULL JOIN deltabase.jci_30min_delta ON AAPL_dateTime = JCI_dateTime \
FULL JOIN deltabase.jd_30min_delta ON AAPL_dateTime = JD_dateTime \
FULL JOIN deltabase.jef_30min_delta ON AAPL_dateTime = JEF_dateTime \