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Copy pathK-Mean clustering in Sector Classification using sklearn.py
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K-Mean clustering in Sector Classification using sklearn.py
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# Databricks notebook source
from pyspark.sql.functions import *
# COMMAND ----------
# MAGIC %sql
# MAGIC Use deltabase
# COMMAND ----------
# MAGIC %sql
# MAGIC set spark.databricks.delta.properties.defaults.autoOptimize.optimizeWrite = true;
# MAGIC set spark.databricks.delta.properties.defaults.autoOptimize.autoCompact = true;
# COMMAND ----------
# 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 \
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 \
WHERE DATE_FORMAT(AAPL_dateTime,'HHmm') =='1600' and DATE_FORMAT(AAPL_dateTime,'yyyy-MM-dd') between '2005-01-03' and '2021-12-31'\
ORDER BY AAPL_dateTime asc \
")
display(df)
# 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, \
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IDXX_adjClose, \
IEX_adjClose, \
IFF_adjClose, \
IGT_adjClose, \
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INCY_adjClose, \
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INTC_adjClose, \
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IP_adjClose, \
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IQV_adjClose, \
IR_adjClose, \
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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, \
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LLY_adjClose, \
LMT_adjClose, \
LNC_adjClose, \
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LRCX_adjClose, \
LSI_adjClose, \
LU_adjClose, \
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LUV_adjClose, \
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LYB_adjClose, \
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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, \
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NE_adjClose, \
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NI_adjClose, \
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NKTR_adjClose, \
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NLSN_adjClose, \
NOC_adjClose, \
NOV_adjClose, \
NOW_adjClose, \
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NTAP_adjClose, \
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NVDA_adjClose, \
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NYT_adjClose, \
O_adjClose, \
ODFL_adjClose, \
ODP_adjClose, \
OGN_adjClose, \
OI_adjClose, \
OKE_adjClose, \
OMC_adjClose, \
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ORCL_adjClose, \
ORLY_adjClose, \
OTIS_adjClose, \
OXY_adjClose, \
PAR_adjClose, \
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PBCT_adjClose \
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PEAK_adjClose, \
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POOL_adjClose, \
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PRGO_adjClose, \
PRI_adjClose, \
PRU_adjClose, \
PSA_adjClose, \
PSX_adjClose, \
PTC_adjClose, \
PVH_adjClose, \
PWR_adjClose, \
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PYPL_adjClose, \
QCOM_adjClose, \
QGEN_adjClose, \
QRVO_adjClose, \
R_adjClose, \
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REG_adjClose, \
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ROST_adjClose, \
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RRD_adjClose, \
RSG_adjClose, \
RTX_adjClose, \
RYAAY_adjClose, \
S_adjClose, \
SAIC_adjClose, \
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SBAC_adjClose, \
SBNY_adjClose, \
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SCHW_adjClose, \
SE_adjClose, \
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SEE_adjClose, \
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SIG_adjClose, \
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SITC_adjClose, \
SIVB_adjClose, \
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SLM_adjClose, \
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SO_adjClose, \
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STE_adjClose, \
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T_adjClose, \
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TXT_adjClose, \
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UA_adjClose, \
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UAL_adjClose, \
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URI_adjClose, \
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V_adjClose, \
VAL_adjClose, \
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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 \