Dash Shi bxshi

## NLTK's list of english stopwords
i
me
my
myself
we
our
ours
ourselves
you
your

## d-cat0716-3dx.txt
PERMNO	date	VOL	RET	vwretd	ewretd	sprtrn
18542	20070103	6138900	-0.002772	-0.001347	-0.000159	-0.001199
18542	20070104	4060000	-0.002616	0.000547	0.000591	0.001228
18542	20070105	6267100	-0.012787	-0.007288	-0.009809	-0.006085
18542	20070108	3977500	0.001162	0.002567	0.001731	0.002220
18542	20070109	3929100	0.005474	-0.000001	0.000262	-0.000517
18542	20070110	6825100	-0.004949	0.002096	0.001338	0.001940
18542	20070111	7440900	-0.005305	0.007322	0.007760	0.006340
18542	20070112	6560800	-0.004333	0.006142	0.006821	0.004853
18542	20070116	6842100	-0.008370	0.000314	0.000561	0.000818

## q-gnp4791.txt
0.00632
0.00366
0.01202
0.00627
0.01761
0.00918
0.00820
-0.01170
-0.00587
0.00757

## m-gm3dx7508.txt
date	gm	vw	ew	sp
19750131	0.252033	0.141600	0.299260	0.122812
19750228	0.028571	0.058411	0.053918	0.059886
19750331	0.054487	0.030191	0.081497	0.021694
19750430	0.045593	0.046497	0.031093	0.047265
19750530	0.037209	0.055140	0.072876	0.044101
19750630	0.107955	0.051473	0.071792	0.044323
19750731	0.053846	-0.060385	-0.008960	-0.067654
19750829	-0.029684	-0.023557	-0.048118	-0.021070
19750930	0.015228	-0.038010	-0.038867	-0.034645

## d-3stocks9908.txt
date	axp	cat	sbux
19990104	-0.009756	0.029891	-0.040089
19990105	-0.019089	-0.002639	-0.034803
19990106	0.043063	0.026455	-0.008413
19990107	0.012063	0.009021	0.003636
19990108	0.030393	0.042146	0.021739
19990111	-0.016773	0.039216	0.002364
19990112	-0.036471	-0.044811	0.003538
19990113	-0.03602	-0.050617	-0.008813
19990114	-0.027232	-0.027308	0.000593

## d-ibm3dx7008.txt
Date	rtn	vwretd	ewretd	sprtrn
19700102	0.000686	0.012137	0.033450	0.010211
19700105	0.009596	0.006375	0.018947	0.004946
19700106	0.000679	-0.007233	-0.005776	-0.006848
19700107	0.000678	-0.001272	0.003559	-0.002047
19700108	0.002034	0.000564	0.002890	0.000540
19700109	-0.001353	-0.002797	-0.002923	-0.003021
19700112	-0.003388	-0.007766	-0.009646	-0.007576
19700113	0.017335	0.000737	-0.001090	0.000981
19700114	-0.001002	-0.002005	-0.005280	-0.001525

## tmux_local_install.sh
#!/bin/bash

# Script for installing tmux on systems where you don't have root access.
# tmux will be installed in $INSTALL_DIR/local/bin.
# It's assumed that wget and a C/C++ compiler are installed.

# exit on error
set -e

TMUX_VERSION=2.3

## gpu_runner.py
#!/usr/bin/env python3
import argparse
import subprocess


def gpu_ok(gpu_usage, mem_usage, max_gpu_usage, max_mem_usage):
    return gpu_usage <= max_gpu_usage and mem_usage < max_mem_usage


if __name__ == '__main__':

## mr_hits.py
def create_eval_ops(model_input, pred_y, all_triples, eval_triples, n_entity,
                    top_k, idx_1=0, idx_2=1, idx_3=2):
    """ Evaluation operations for any model.

    For given <h,r> predict t, idx_1 = 0, idx_2 = 1, idx_3 = 2
    For given <t,r> predict h, idx_1 = 2, idx_2 = 1, idx_3 = 0

    :param model_input: N by 3 matrix, each row is a h,r,t pair
    :param pred_y: N by ENTITY_VOCAB matrix
    :param all_triples: M by 3 matrix, contains all triples in the KG

## Hits_at_K_TensorFlow.py
import tensorflow as tf

with tf.Session() as sess:
    """
        idx (h,r)   top_3
       [           [
        [0,1],      [0,8,3],
        [1,3],      [7,2,1],
        [2,4],      [4,3,9],
       ]           ]
	PERMNO date VOL RET vwretd ewretd sprtrn
	18542 20070103 6138900 -0.002772 -0.001347 -0.000159 -0.001199
	18542 20070104 4060000 -0.002616 0.000547 0.000591 0.001228
	18542 20070105 6267100 -0.012787 -0.007288 -0.009809 -0.006085
	18542 20070108 3977500 0.001162 0.002567 0.001731 0.002220
	18542 20070109 3929100 0.005474 -0.000001 0.000262 -0.000517
	18542 20070110 6825100 -0.004949 0.002096 0.001338 0.001940
	18542 20070111 7440900 -0.005305 0.007322 0.007760 0.006340
	18542 20070112 6560800 -0.004333 0.006142 0.006821 0.004853
	18542 20070116 6842100 -0.008370 0.000314 0.000561 0.000818
	0.00632
	0.00366
	0.01202
	0.00627
	0.01761
	0.00918
	0.00820
	-0.01170
	-0.00587
	0.00757
	date gm vw ew sp
	19750131 0.252033 0.141600 0.299260 0.122812
	19750228 0.028571 0.058411 0.053918 0.059886
	19750331 0.054487 0.030191 0.081497 0.021694
	19750430 0.045593 0.046497 0.031093 0.047265
	19750530 0.037209 0.055140 0.072876 0.044101
	19750630 0.107955 0.051473 0.071792 0.044323
	19750731 0.053846 -0.060385 -0.008960 -0.067654
	19750829 -0.029684 -0.023557 -0.048118 -0.021070
	19750930 0.015228 -0.038010 -0.038867 -0.034645
	date axp cat sbux
	19990104 -0.009756 0.029891 -0.040089
	19990105 -0.019089 -0.002639 -0.034803
	19990106 0.043063 0.026455 -0.008413
	19990107 0.012063 0.009021 0.003636
	19990108 0.030393 0.042146 0.021739
	19990111 -0.016773 0.039216 0.002364
	19990112 -0.036471 -0.044811 0.003538
	19990113 -0.03602 -0.050617 -0.008813
	19990114 -0.027232 -0.027308 0.000593
	Date rtn vwretd ewretd sprtrn
	19700102 0.000686 0.012137 0.033450 0.010211
	19700105 0.009596 0.006375 0.018947 0.004946
	19700106 0.000679 -0.007233 -0.005776 -0.006848
	19700107 0.000678 -0.001272 0.003559 -0.002047
	19700108 0.002034 0.000564 0.002890 0.000540
	19700109 -0.001353 -0.002797 -0.002923 -0.003021
	19700112 -0.003388 -0.007766 -0.009646 -0.007576
	19700113 0.017335 0.000737 -0.001090 0.000981
	19700114 -0.001002 -0.002005 -0.005280 -0.001525
	#!/bin/bash

	# Script for installing tmux on systems where you don't have root access.
	# tmux will be installed in $INSTALL_DIR/local/bin.
	# It's assumed that wget and a C/C++ compiler are installed.

	# exit on error
	set -e

	TMUX_VERSION=2.3
	#!/usr/bin/env python3
	import argparse
	import subprocess


	def gpu_ok(gpu_usage, mem_usage, max_gpu_usage, max_mem_usage):
	return gpu_usage <= max_gpu_usage and mem_usage < max_mem_usage


	if __name__ == '__main__':
	def create_eval_ops(model_input, pred_y, all_triples, eval_triples, n_entity,
	top_k, idx_1=0, idx_2=1, idx_3=2):
	""" Evaluation operations for any model.

	For given <h,r> predict t, idx_1 = 0, idx_2 = 1, idx_3 = 2
	For given <t,r> predict h, idx_1 = 2, idx_2 = 1, idx_3 = 0

	:param model_input: N by 3 matrix, each row is a h,r,t pair
	:param pred_y: N by ENTITY_VOCAB matrix
	:param all_triples: M by 3 matrix, contains all triples in the KG
	import tensorflow as tf

	with tf.Session() as sess:
	"""
	idx (h,r) top_3
	[ [
	[0,1], [0,8,3],
	[1,3], [7,2,1],
	[2,4], [4,3,9],
	] ]