Huge lag on Latex files, large loclist output

## Information

**VIM version**

```
VIM - Vi IMproved 8.1 (2018 May 18, compiled Nov 13 2018 21:39:48)
macOS version
Included patches: 1-280
Compiled by MacPorts
Huge version without GUI. Features included (+) or not (-):
+acl +extra_search +mouse_netterm +tag_old_static
+arabic +farsi +mouse_sgr -tag_any_white
+autocmd +file_in_path -mouse_sysmouse -tcl
+autochdir +find_in_path +mouse_urxvt +termguicolors
-autoservername +float +mouse_xterm +terminal
-balloon_eval +folding +multi_byte +terminfo
+balloon_eval_term -footer +multi_lang +termresponse
-browse +fork() -mzscheme +textobjects
++builtin_terms +gettext +netbeans_intg +timers
+byte_offset -hangul_input +num64 +title
+channel +iconv +packages -toolbar
+cindent +insert_expand +path_extra +user_commands
-clientserver +job -perl +vartabs
+clipboard +jumplist +persistent_undo +vertsplit
+cmdline_compl +keymap +postscript +virtualedit
+cmdline_hist +lambda +printer +visual
+cmdline_info +langmap +profile +visualextra
+comments +libcall -python +viminfo
+conceal +linebreak +python3 +vreplace
+cryptv +lispindent +quickfix +wildignore
+cscope +listcmds +reltime +wildmenu
+cursorbind +localmap +rightleft +windows
+cursorshape -lua -ruby +writebackup
+dialog_con +menu +scrollbind -X11
+diff +mksession +signs -xfontset
+digraphs +modify_fname +smartindent -xim
-dnd +mouse +startuptime -xpm
-ebcdic -mouseshape +statusline -xsmp
+emacs_tags +mouse_dec -sun_workshop -xterm_clipboard
+eval -mouse_gpm +syntax -xterm_save
+ex_extra -mouse_jsbterm +tag_binary
system vimrc file: "/opt/local/etc/vimrc"
user vimrc file: "$HOME/.vimrc"
2nd user vimrc file: "~/.vim/vimrc"
user exrc file: "$HOME/.exrc"
defaults file: "$VIMRUNTIME/defaults.vim"
fall-back for $VIM: "/opt/local/share/vim"
Compilation: /usr/bin/clang -c -I. -Iproto -DHAVE_CONFIG_H -I/opt/local/include -DMACOS_X -DMACOS_X_DARWIN -pipe -Os -arch x86_64 -U_FORTIFY_SOURCE -D_FORTIFY_SOURCE=1
Linking: /usr/bin/clang -L/opt/local/lib -Wl,-headerpad_max_install_names -arch x86_64 -o vim -lm -lncurses -liconv -lintl -framework AppKit -L/opt/local/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/config-3.6m-darwin -lpython3.6m -framework CoreFoundation
```

Operating System: macOS mojave 10.14.1

## What went wrong

Extremely slow/laggy when running on a medium-sized Latex file. Everything becomes slow: typing, moving in normal mode, etc. When `g:ale_lint_on_text_changed = 'never'`, this doesn't occur but that beats the point of using ALE as I want it to do the checks as I type. Could it be because of the fact that there's lots of items in the location list as shown in the ALEInfo section? :/ Please see the screenshot to better understand the issue.


## Reproducing the bug

1. Start vim
2. Open a Latex document
3. Go into insert mode and start typing

Note that I have a bunch of linters installed which are used by ALE for Latex files.

### :ALEInfo

```
Current Filetype: tex
Available Linters: ['alex', 'chktex', 'lacheck', 'proselint', 'redpen', 'vale', 'writegood']
Linter Aliases:
'writegood' -> ['write-good']
Enabled Linters: ['alex', 'chktex', 'lacheck', 'proselint', 'redpen', 'vale', 'writegood']
Suggested Fixers:
'remove_trailing_lines' - Remove all blank lines at the end of a file.
'trim_whitespace' - Remove all trailing whitespace characters at the end of every line.
Linter Variables:

let g:ale_tex_chktex_executable = 'chktex'
let g:ale_tex_chktex_options = '-I'
let g:ale_tex_lacheck_executable = 'lacheck'
Global Variables:

let g:ale_cache_executable_check_failures = v:null
let g:ale_change_sign_column_color = 0
let g:ale_command_wrapper = ''
let g:ale_completion_delay = v:null
let g:ale_completion_enabled = 0
let g:ale_completion_max_suggestions = v:null
let g:ale_echo_cursor = 1
let g:ale_echo_msg_error_str = 'Error'
let g:ale_echo_msg_format = '%code: %%s'
let g:ale_echo_msg_info_str = 'Info'
let g:ale_echo_msg_warning_str = 'Warning'
let g:ale_enabled = 1
let g:ale_fix_on_save = 0
let g:ale_fixers = {}
let g:ale_history_enabled = 1
let g:ale_history_log_output = 1
let g:ale_keep_list_window_open = 0
let g:ale_lint_delay = 200
let g:ale_lint_on_enter = 1
let g:ale_lint_on_filetype_changed = 1
let g:ale_lint_on_insert_leave = 0
let g:ale_lint_on_save = 1
let g:ale_lint_on_text_changed = 'always'
let g:ale_linter_aliases = {}
let g:ale_linters = {}
let g:ale_linters_explicit = 0
let g:ale_list_vertical = 0
let g:ale_list_window_size = 10
let g:ale_loclist_msg_format = '%code: %%s'
let g:ale_max_buffer_history_size = 20
let g:ale_max_signs = -1
let g:ale_maximum_file_size = v:null
let g:ale_open_list = 1
let g:ale_pattern_options = v:null
let g:ale_pattern_options_enabled = v:null
let g:ale_set_balloons = 0
let g:ale_set_highlights = 1
let g:ale_set_loclist = 1
let g:ale_set_quickfix = 0
let g:ale_set_signs = 1
let g:ale_sign_column_always = 1
let g:ale_sign_error = '>>'
let g:ale_sign_info = '--'
let g:ale_sign_offset = 1000000
let g:ale_sign_style_error = '>>'
let g:ale_sign_style_warning = '--'
let g:ale_sign_warning = '--'
let g:ale_statusline_format = v:null
let g:ale_type_map = {}
let g:ale_use_global_executables = v:null
let g:ale_virtualtext_cursor = 0
let g:ale_warn_about_trailing_blank_lines = 1
let g:ale_warn_about_trailing_whitespace = 1
Command History:

(executable check - failure) vale
(finished - exit code 62) ['/bin/bash', '-c', '''write-good'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/17/main.tex''']

<<>>
In /var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/17/main.tex
=============
% Don't modify this section unless you know what you're doing!
^^^^^^
"modify" is wordy or unneeded on line 2 at column 8
-------------
mplementation details of several different models created
^^^^^^^
"several" is a weasel word on line 30 at column 46
-------------
and validation sets have been reported and is used to compare the
^^^^^^^^^^^^^
"been reported" may be passive voice on line 35 at column 36
-------------
s have been reported and is used to compare the
^^^^^^^
"is used" may be passive voice on line 35 at column 54
-------------
this assignment can be found in the Appendix.
^^^^^^^^
"be found" may be passive voice on line 37 at column 22
-------------
mean of $y_{train}$ was found to be $-9.139e^{-15}$. We then observe that the
^^^^^^^^^
"was found" may be passive voice on line 48 at column 20
-------------
y_{val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^
"it was" is wordy or unneeded on line 49 at column 34
-------------
val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^^^^
"was found" may be passive voice on line 49 at column 37
-------------
original population and is used to measure the precision of how
^^^^^^^
"is used" may be passive voice on line 51 at column 39
-------------
SEM from a single sample is expressed using the following: $$ \sigma_M =
^^^^^^^^^^^^
"is expressed" may be passive voice on line 54 at column 29
-------------
the population which is usually unknown, which is why we
^^^^^^^
"usually" can weaken meaning on line 56 at column 46
-------------
mptotically normal (i.e. normally
^^^^^^^^
"normally" can weaken meaning on line 60 at column 62
-------------
ng that each sample mean is considered as an independent
^^^^^^^^^^^^^
"is considered" may be passive voice on line 61 at column 43
-------------
then evaluate the error bars for the true mean $\mu$ of the population as
^^^^^^^^
"evaluate" is wordy or unneeded on line 63 at column 5
-------------
EM on the validation set was found to be $0.01290$. Using
^^^^^^^^^
"was found" may be passive voice on line 67 at column 47
-------------
this we can obtain the error bar on the estimate of the population's true mean a
^^^^^^
"obtain" is wordy or unneeded on line 68 at column 12
-------------
785 items in $y_{train}$ was found to be
^^^^^^^^^
"was found" may be passive voice on line 70 at column 58
-------------
$0.01193$ and we can obtain the error bar on the estimate of the population's tr
^^^^^^
"obtain" is wordy or unneeded on line 71 at column 21
-------------
ure~\ref{fig:q1}, it can be seen that a majority of the first 5785 values
^^^^^^^
"be seen" may be passive voice on line 82 at column 31
-------------
slice data because they are based on a small about of data as there are only 97
^^^^^^^^^
"are based" may be passive voice on line 89 at column 24
-------------
out of data as there are only 97
^^^^
"only" can weaken meaning on line 89 at column 72
-------------
me from the same person. Additionally, by simply looking at the data we
^^^^^^^^^^^^
"Additionally" can weaken meaning on line 91 at column 32
-------------
person. Additionally, by simply looking at the data we
^^^^^^
"simply" can weaken meaning on line 91 at column 49
-------------
y_{train}$ and $y_{val}$ is skewed --- with
^^^^^^^^^
"is skewed" may be passive voice on line 94 at column 61
-------------
dence intervals (CI) can be presented.
^^^^^^^^^^^^
"be presented" may be passive voice on line 97 at column 45
-------------
The input features that were identified as constants were (in 0-based Python
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 101 at column 24
-------------
the input features that were identified as
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 102 at column 62
-------------
these features were removed from the training, validation, and test sets.
^^^^^^^^^^^^
"were removed" may be passive voice on line 104 at column 15
-------------
ot the same but they are very close. When estimating
^^^^
"very" is a weasel word and can weaken meaning on line 129 at column 49
-------------
f the model OLS seeks to minimize the sum of the
^^^^^^^^
"minimize" is wordy or unneeded on line 130 at column 50
-------------
radient information. The minimize function used for
^^^^^^^^
"minimize" is wordy or unneeded on line 133 at column 54
-------------
memory.Moreover, the objective function is a convex function (i.e. the local
^^^^^^^^^
"objective" is wordy or unneeded on line 136 at column 21
-------------
in the objective function with the same parameter values provided an appropriate
^^^^^^^^^
"objective" is wordy or unneeded on line 138 at column 7
-------------
learning rate is used for the gradient descent approach. By default the `L-BFBS'
^^^^^^^
"is used" may be passive voice on line 139 at column 14
-------------
in PCA, a scree plot can be used as shown in Figure~\ref{fig:q3}. The red line
^^^^^^^
"be used" may be passive voice on line 155 at column 25
-------------
fig:q3}, we can see that approximately 56\% of the variance is
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 164 at column 42
-------------
ely 56\% of the variance is
^^^^^^^^^^^
"is
captured" may be passive voice on line 164 at column 77
-------------
see that a lot of values are concentrated around (or is)
^^^^^^^^^^^^^^^^
"are concentrated" may be passive voice on line 190 at column 47
-------------
values around -0.2 and a few ranging from 0 to 1.15.
^^^
"few" is a weasel word on line 191 at column 40
-------------
majority of the values (approximately 80\%)
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 218 at column 61
-------------
original dataset and the additional binary features
^^^^^^^^^^
"additional" is wordy or unneeded on line 250 at column 49
-------------
some of this information is
^^^^^^^
"is
lost" may be passive voice on line 288 at column 78
-------------
t setting the parameters are initialized with small random values, whereas
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 297 at column 29
-------------
d setting the parameters are initialized using the fits made in the
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 298 at column 37
-------------
ction. The model here is similar to the one in the previous section
^^^^^^^^^^
"similar to" is wordy or unneeded on line 299 at column 36
-------------
previous model these were fit ``independently'. Fitting parameters jointly
^^^^^^^^
"were fit" may be passive voice on line 301 at column 21
-------------
avoids assigning multiple features with high probabilities for a sample as in
^^^^^^^^
"multiple" is wordy or unneeded on line 302 at column 17
-------------
ation strategies. It can be seen that both initialization strategies
^^^^^^^
"be seen" may be passive voice on line 318 at column 34
-------------
$\alpha=10$). However, this is not the case in real-world machine learning
^^^^^^^
"However" is wordy or unneeded on line 329 at column 14
-------------
scenarios and usually perform a grid-search over the set of hyperparameters to
^^^^^^^
"usually" can weaken meaning on line 330 at column 14
-------------
find the ones that minimize the validation error. We could apply the same
^^^^^^^^
"minimize" is wordy or unneeded on line 331 at column 19
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 426 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 434 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 440 at column 6
-------------
alpha = 10
^^^^^
"alpha" is repeated on line 548 at column 4
-------------
# Obtain PCA projection matrix
^^^^^^
"Obtain" is wordy or unneeded on line 599 at column 6
-------------
K = 10
^
"K" is repeated on line 642 at column 4
-------------
# Obtain eigenvalues and eigenvectors
^^^^^^
"Obtain" is wordy or unneeded on line 644 at column 6
-------------
V = V[:, index]
^
"V" is repeated on line 651 at column 4
-------------
ame, '../figures/q3-hist-overall.png'), dpi=300, bbox_inches="tight")
^^^^^^^
"overall" is wordy or unneeded on line 704 at column 58
-------------
References section will be created automatically
^^^^^^^^^^
"be created" may be passive voice on line 863 at column 28
-------------
Note: with this approach it is YOUR responsibility to put them in order
^^^^^
"it is" is wordy or unneeded on line 867 at column 29
<<>>

(finished - exit code 0) ['/bin/bash', '-c', 'chktex -v0 -p stdin -q -I < ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/18/main.tex''']

<<>>
stdin:24:26:8:Wrong length of dash may have been used.
stdin:41:13:8:Wrong length of dash may have been used.
stdin:52:60:12:Interword spacing (`\ ') should perhaps be used.
stdin:58:72:12:Interword spacing (`\ ') should perhaps be used.
stdin:60:62:12:Interword spacing (`\ ') should perhaps be used.
stdin:78:2:24:Delete this space to maintain correct pagereferences.
stdin:106:13:8:Wrong length of dash may have been used.
stdin:108:40:12:Interword spacing (`\ ') should perhaps be used.
stdin:119:2:24:Delete this space to maintain correct pagereferences.
stdin:120:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:121:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:122:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:125:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:136:67:12:Interword spacing (`\ ') should perhaps be used.
stdin:143:13:8:Wrong length of dash may have been used.
stdin:162:2:24:Delete this space to maintain correct pagereferences.
stdin:173:2:24:Delete this space to maintain correct pagereferences.
stdin:174:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:175:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:176:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:179:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:196:2:24:Delete this space to maintain correct pagereferences.
stdin:214:2:24:Delete this space to maintain correct pagereferences.
stdin:224:2:24:Delete this space to maintain correct pagereferences.
stdin:225:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:226:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:227:25:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:230:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:241:2:24:Delete this space to maintain correct pagereferences.
stdin:242:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:243:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:244:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:245:62:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:259:13:8:Wrong length of dash may have been used.
stdin:273:2:24:Delete this space to maintain correct pagereferences.
stdin:274:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:275:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:276:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:277:78:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:292:13:8:Wrong length of dash may have been used.
stdin:300:46:12:Interword spacing (`\ ') should perhaps be used.
stdin:308:2:24:Delete this space to maintain correct pagereferences.
stdin:309:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:310:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:311:64:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:312:54:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:313:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:323:13:8:Wrong length of dash may have been used.
stdin:326:24:12:Interword spacing (`\ ') should perhaps be used.
stdin:328:52:12:Interword spacing (`\ ') should perhaps be used.
stdin:338:23:36:You should put a space in front of parenthesis.
stdin:339:5:18:Use either `` or '' as an alternative to `"'.
stdin:339:6:18:Use either `` or '' as an alternative to `"'.
stdin:339:7:18:Use either `` or '' as an alternative to `"'.
stdin:342:37:36:You should put a space in front of parenthesis.
stdin:347:14:36:You should put a space in front of parenthesis.
stdin:347:23:36:You should put a space in front of parenthesis.
stdin:347:36:8:Wrong length of dash may have been used.
stdin:347:60:36:You should put a space in front of parenthesis.
stdin:357:5:18:Use either `` or '' as an alternative to `"'.
stdin:357:6:18:Use either `` or '' as an alternative to `"'.
stdin:357:7:18:Use either `` or '' as an alternative to `"'.
stdin:360:21:36:You should put a space in front of parenthesis.
stdin:360:34:36:You should put a space in front of parenthesis.
stdin:361:27:36:You should put a space in front of parenthesis.
stdin:364:15:36:You should put a space in front of parenthesis.
stdin:372:19:36:You should put a space in front of parenthesis.
stdin:372:32:36:You should put a space in front of parenthesis.
stdin:375:19:36:You should put a space in front of parenthesis.
stdin:375:28:36:You should put a space in front of parenthesis.
stdin:378:22:36:You should put a space in front of parenthesis.
stdin:378:41:36:You should put a space in front of parenthesis.
stdin:379:19:36:You should put a space in front of parenthesis.
stdin:379:29:36:You should put a space in front of parenthesis.
stdin:382:18:36:You should put a space in front of parenthesis.
stdin:385:24:36:You should put a space in front of parenthesis.
stdin:389:11:36:You should put a space in front of parenthesis.
stdin:392:17:36:You should put a space in front of parenthesis.
stdin:396:20:36:You should put a space in front of parenthesis.
stdin:397:34:36:You should put a space in front of parenthesis.
stdin:400:16:18:Use either `` or '' as an alternative to `"'.
stdin:400:25:18:Use either `` or '' as an alternative to `"'.
stdin:401:12:18:Use either `` or '' as an alternative to `"'.
stdin:401:25:36:You should put a space in front of parenthesis.
stdin:401:27:11:You should use \ldots to achieve an ellipsis.
stdin:401:32:18:Use either `` or '' as an alternative to `"'.
stdin:402:30:36:You should put a space in front of parenthesis.
stdin:403:28:36:You should put a space in front of parenthesis.
stdin:404:19:36:You should put a space in front of parenthesis.
stdin:422:10:36:You should put a space in front of parenthesis.
stdin:422:11:18:Use either `` or '' as an alternative to `"'.
stdin:422:27:18:Use either `` or '' as an alternative to `"'.
stdin:423:10:36:You should put a space in front of parenthesis.
stdin:423:11:18:Use either `` or '' as an alternative to `"'.
stdin:423:25:18:Use either `` or '' as an alternative to `"'.
stdin:424:10:36:You should put a space in front of parenthesis.
stdin:424:11:18:Use either `` or '' as an alternative to `"'.
stdin:424:27:18:Use either `` or '' as an alternative to `"'.
stdin:429:27:36:You should put a space in front of parenthesis.
stdin:430:25:36:You should put a space in front of parenthesis.
stdin:431:38:36:You should put a space in front of parenthesis.
stdin:432:63:36:You should put a space in front of parenthesis.
stdin:436:34:36:You should put a space in front of parenthesis.
stdin:437:32:36:You should put a space in front of parenthesis.
stdin:438:52:36:You should put a space in front of parenthesis.
stdin:443:25:36:You should put a space in front of parenthesis.
stdin:444:23:36:You should put a space in front of parenthesis.
stdin:445:34:36:You should put a space in front of parenthesis.
stdin:448:10:36:You should put a space in front of parenthesis.
stdin:448:11:18:Use either `` or '' as an alternative to `"'.
stdin:448:31:18:Use either `` or '' as an alternative to `"'.
stdin:448:39:36:You should put a space in front of parenthesis.
stdin:449:10:36:You should put a space in front of parenthesis.
stdin:449:11:18:Use either `` or '' as an alternative to `"'.
stdin:449:36:18:Use either `` or '' as an alternative to `"'.
stdin:449:44:36:You should put a space in front of parenthesis.
stdin:450:10:36:You should put a space in front of parenthesis.
stdin:450:11:18:Use either `` or '' as an alternative to `"'.
stdin:450:34:18:Use either `` or '' as an alternative to `"'.
stdin:450:42:36:You should put a space in front of parenthesis.
stdin:451:10:36:You should put a space in front of parenthesis.
stdin:451:11:18:Use either `` or '' as an alternative to `"'.
stdin:451:27:18:Use either `` or '' as an alternative to `"'.
stdin:451:35:36:You should put a space in front of parenthesis.
stdin:452:10:36:You should put a space in front of parenthesis.
stdin:452:11:18:Use either `` or '' as an alternative to `"'.
stdin:452:29:18:Use either `` or '' as an alternative to `"'.
stdin:452:37:36:You should put a space in front of parenthesis.
stdin:454:10:36:You should put a space in front of parenthesis.
stdin:454:11:18:Use either `` or '' as an alternative to `"'.
stdin:454:38:18:Use either `` or '' as an alternative to `"'.
stdin:454:46:36:You should put a space in front of parenthesis.
stdin:455:10:36:You should put a space in front of parenthesis.
stdin:455:11:18:Use either `` or '' as an alternative to `"'.
stdin:455:41:18:Use either `` or '' as an alternative to `"'.
stdin:455:49:36:You should put a space in front of parenthesis.
stdin:456:10:36:You should put a space in front of parenthesis.
stdin:456:11:18:Use either `` or '' as an alternative to `"'.
stdin:456:34:18:Use either `` or '' as an alternative to `"'.
stdin:456:42:36:You should put a space in front of parenthesis.
stdin:457:10:36:You should put a space in front of parenthesis.
stdin:457:11:18:Use either `` or '' as an alternative to `"'.
stdin:457:36:18:Use either `` or '' as an alternative to `"'.
stdin:457:44:36:You should put a space in front of parenthesis.
stdin:459:10:36:You should put a space in front of parenthesis.
stdin:459:11:18:Use either `` or '' as an alternative to `"'.
stdin:459:29:18:Use either `` or '' as an alternative to `"'.
stdin:459:37:36:You should put a space in front of parenthesis.
stdin:460:10:36:You should put a space in front of parenthesis.
stdin:460:11:18:Use either `` or '' as an alternative to `"'.
stdin:460:26:18:Use either `` or '' as an alternative to `"'.
stdin:460:34:36:You should put a space in front of parenthesis.
stdin:461:10:36:You should put a space in front of parenthesis.
stdin:461:11:18:Use either `` or '' as an alternative to `"'.
stdin:461:25:18:Use either `` or '' as an alternative to `"'.
stdin:461:33:36:You should put a space in front of parenthesis.
stdin:462:10:36:You should put a space in front of parenthesis.
stdin:462:11:18:Use either `` or '' as an alternative to `"'.
stdin:462:27:18:Use either `` or '' as an alternative to `"'.
stdin:462:35:36:You should put a space in front of parenthesis.
stdin:464:18:36:You should put a space in front of parenthesis.
stdin:465:21:36:You should put a space in front of parenthesis.
stdin:465:30:36:You should put a space in front of parenthesis.
stdin:467:26:36:You should put a space in front of parenthesis.
stdin:468:15:36:You should put a space in front of parenthesis.
stdin:469:13:36:You should put a space in front of parenthesis.
stdin:469:33:18:Use either `` or '' as an alternative to `"'.
stdin:469:34:18:Use either `` or '' as an alternative to `"'.
stdin:469:44:18:Use either `` or '' as an alternative to `"'.
stdin:469:46:18:Use either `` or '' as an alternative to `"'.
stdin:470:19:36:You should put a space in front of parenthesis.
stdin:470:20:18:Use either `` or '' as an alternative to `"'.
stdin:470:34:18:Use either `` or '' as an alternative to `"'.
stdin:471:19:36:You should put a space in front of parenthesis.
stdin:471:20:18:Use either `` or '' as an alternative to `"'.
stdin:471:37:18:Use either `` or '' as an alternative to `"'.
stdin:472:17:36:You should put a space in front of parenthesis.
stdin:474:26:36:You should put a space in front of parenthesis.
stdin:475:15:36:You should put a space in front of parenthesis.
stdin:476:13:36:You should put a space in front of parenthesis.
stdin:476:31:18:Use either `` or '' as an alternative to `"'.
stdin:476:32:18:Use either `` or '' as an alternative to `"'.
stdin:476:42:18:Use either `` or '' as an alternative to `"'.
stdin:476:44:18:Use either `` or '' as an alternative to `"'.
stdin:477:19:36:You should put a space in front of parenthesis.
stdin:477:20:18:Use either `` or '' as an alternative to `"'.
stdin:477:34:18:Use either `` or '' as an alternative to `"'.
stdin:478:19:36:You should put a space in front of parenthesis.
stdin:478:20:18:Use either `` or '' as an alternative to `"'.
stdin:478:35:18:Use either `` or '' as an alternative to `"'.
stdin:479:17:36:You should put a space in front of parenthesis.
stdin:481:15:36:You should put a space in front of parenthesis.
stdin:482:16:36:You should put a space in front of parenthesis.
stdin:482:29:36:You should put a space in front of parenthesis.
stdin:482:82:18:Use either `` or '' as an alternative to `"'.
stdin:482:88:18:Use either `` or '' as an alternative to `"'.
stdin:488:10:36:You should put a space in front of parenthesis.
stdin:488:11:18:Use either `` or '' as an alternative to `"'.
stdin:488:27:18:Use either `` or '' as an alternative to `"'.
stdin:489:10:36:You should put a space in front of parenthesis.
stdin:489:11:18:Use either `` or '' as an alternative to `"'.
stdin:489:25:18:Use either `` or '' as an alternative to `"'.
stdin:490:10:36:You should put a space in front of parenthesis.
stdin:490:11:18:Use either `` or '' as an alternative to `"'.
stdin:490:27:18:Use either `` or '' as an alternative to `"'.
stdin:493:10:36:You should put a space in front of parenthesis.
stdin:493:11:18:Use either `` or '' as an alternative to `"'.
stdin:493:29:18:Use either `` or '' as an alternative to `"'.
stdin:493:37:36:You should put a space in front of parenthesis.
stdin:494:10:36:You should put a space in front of parenthesis.
stdin:494:11:18:Use either `` or '' as an alternative to `"'.
stdin:494:27:18:Use either `` or '' as an alternative to `"'.
stdin:494:35:36:You should put a space in front of parenthesis.
stdin:495:10:36:You should put a space in front of parenthesis.
stdin:495:11:18:Use either `` or '' as an alternative to `"'.
stdin:495:30:18:Use either `` or '' as an alternative to `"'.
stdin:495:38:36:You should put a space in front of parenthesis.
stdin:496:38:36:You should put a space in front of parenthesis.
stdin:496:60:26:You ought to remove spaces in front of punctuation.
stdin:497:46:36:You should put a space in front of parenthesis.
stdin:498:36:36:You should put a space in front of parenthesis.
stdin:498:54:26:You ought to remove spaces in front of punctuation.
stdin:499:44:36:You should put a space in front of parenthesis.
stdin:500:37:36:You should put a space in front of parenthesis.
stdin:500:57:26:You ought to remove spaces in front of punctuation.
stdin:501:45:36:You should put a space in front of parenthesis.
stdin:504:58:36:You should put a space in front of parenthesis.
stdin:505:53:36:You should put a space in front of parenthesis.
stdin:507:10:36:You should put a space in front of parenthesis.
stdin:507:11:18:Use either `` or '' as an alternative to `"'.
stdin:507:41:18:Use either `` or '' as an alternative to `"'.
stdin:507:49:36:You should put a space in front of parenthesis.
stdin:508:10:36:You should put a space in front of parenthesis.
stdin:508:11:18:Use either `` or '' as an alternative to `"'.
stdin:508:39:18:Use either `` or '' as an alternative to `"'.
stdin:508:47:36:You should put a space in front of parenthesis.
stdin:509:10:36:You should put a space in front of parenthesis.
stdin:509:11:18:Use either `` or '' as an alternative to `"'.
stdin:509:40:18:Use either `` or '' as an alternative to `"'.
stdin:509:48:36:You should put a space in front of parenthesis.
stdin:510:10:36:You should put a space in front of parenthesis.
stdin:510:11:18:Use either `` or '' as an alternative to `"'.
stdin:510:44:18:Use either `` or '' as an alternative to `"'.
stdin:510:52:36:You should put a space in front of parenthesis.
stdin:513:26:36:You should put a space in front of parenthesis.
stdin:514:24:36:You should put a space in front of parenthesis.
stdin:515:25:36:You should put a space in front of parenthesis.
stdin:516:10:36:You should put a space in front of parenthesis.
stdin:516:11:18:Use either `` or '' as an alternative to `"'.
stdin:516:37:18:Use either `` or '' as an alternative to `"'.
stdin:516:45:36:You should put a space in front of parenthesis.
stdin:517:10:36:You should put a space in front of parenthesis.
stdin:517:11:18:Use either `` or '' as an alternative to `"'.
stdin:517:35:18:Use either `` or '' as an alternative to `"'.
stdin:517:43:36:You should put a space in front of parenthesis.
stdin:518:10:36:You should put a space in front of parenthesis.
stdin:518:11:18:Use either `` or '' as an alternative to `"'.
stdin:518:38:18:Use either `` or '' as an alternative to `"'.
stdin:518:46:36:You should put a space in front of parenthesis.
stdin:522:19:36:You should put a space in front of parenthesis.
stdin:523:23:36:You should put a space in front of parenthesis.
stdin:524:30:36:You should put a space in front of parenthesis.
stdin:525:49:36:You should put a space in front of parenthesis.
stdin:526:10:36:You should put a space in front of parenthesis.
stdin:526:11:18:Use either `` or '' as an alternative to `"'.
stdin:526:42:18:Use either `` or '' as an alternative to `"'.
stdin:526:50:36:You should put a space in front of parenthesis.
stdin:528:34:36:You should put a space in front of parenthesis.
stdin:528:44:36:You should put a space in front of parenthesis.
stdin:529:10:36:You should put a space in front of parenthesis.
stdin:529:11:18:Use either `` or '' as an alternative to `"'.
stdin:529:33:18:Use either `` or '' as an alternative to `"'.
stdin:529:41:36:You should put a space in front of parenthesis.
stdin:531:24:36:You should put a space in front of parenthesis.
stdin:532:22:36:You should put a space in front of parenthesis.
stdin:533:23:36:You should put a space in front of parenthesis.
stdin:535:10:36:You should put a space in front of parenthesis.
stdin:535:11:18:Use either `` or '' as an alternative to `"'.
stdin:535:37:18:Use either `` or '' as an alternative to `"'.
stdin:535:45:36:You should put a space in front of parenthesis.
stdin:536:10:36:You should put a space in front of parenthesis.
stdin:536:11:18:Use either `` or '' as an alternative to `"'.
stdin:536:35:18:Use either `` or '' as an alternative to `"'.
stdin:536:43:36:You should put a space in front of parenthesis.
stdin:537:10:36:You should put a space in front of parenthesis.
stdin:537:11:18:Use either `` or '' as an alternative to `"'.
stdin:537:38:18:Use either `` or '' as an alternative to `"'.
stdin:537:46:36:You should put a space in front of parenthesis.
stdin:543:10:36:You should put a space in front of parenthesis.
stdin:543:11:18:Use either `` or '' as an alternative to `"'.
stdin:543:27:18:Use either `` or '' as an alternative to `"'.
stdin:544:10:36:You should put a space in front of parenthesis.
stdin:544:11:18:Use either `` or '' as an alternative to `"'.
stdin:544:24:18:Use either `` or '' as an alternative to `"'.
stdin:545:10:36:You should put a space in front of parenthesis.
stdin:545:11:18:Use either `` or '' as an alternative to `"'.
stdin:545:27:18:Use either `` or '' as an alternative to `"'.
stdin:551:25:36:You should put a space in front of parenthesis.
stdin:554:46:36:You should put a space in front of parenthesis.
stdin:555:26:36:You should put a space in front of parenthesis.
stdin:559:30:36:You should put a space in front of parenthesis.
stdin:559:39:36:You should put a space in front of parenthesis.
stdin:560:30:36:You should put a space in front of parenthesis.
stdin:560:40:8:Wrong length of dash may have been used.
stdin:560:48:36:You should put a space in front of parenthesis.
stdin:561:31:36:You should put a space in front of parenthesis.
stdin:562:10:36:You should put a space in front of parenthesis.
stdin:562:11:18:Use either `` or '' as an alternative to `"'.
stdin:562:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:562:40:18:Use either `` or '' as an alternative to `"'.
stdin:562:48:36:You should put a space in front of parenthesis.
stdin:565:28:36:You should put a space in front of parenthesis.
stdin:565:37:36:You should put a space in front of parenthesis.
stdin:566:28:36:You should put a space in front of parenthesis.
stdin:566:36:8:Wrong length of dash may have been used.
stdin:566:44:36:You should put a space in front of parenthesis.
stdin:567:29:36:You should put a space in front of parenthesis.
stdin:568:10:36:You should put a space in front of parenthesis.
stdin:568:11:18:Use either `` or '' as an alternative to `"'.
stdin:568:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:568:40:18:Use either `` or '' as an alternative to `"'.
stdin:568:48:36:You should put a space in front of parenthesis.
stdin:572:32:36:You should put a space in front of parenthesis.
stdin:572:41:36:You should put a space in front of parenthesis.
stdin:573:32:36:You should put a space in front of parenthesis.
stdin:573:42:8:Wrong length of dash may have been used.
stdin:573:50:36:You should put a space in front of parenthesis.
stdin:574:33:36:You should put a space in front of parenthesis.
stdin:575:10:36:You should put a space in front of parenthesis.
stdin:575:11:18:Use either `` or '' as an alternative to `"'.
stdin:575:41:13:Intersentence spacing (`\@') should perhaps be used.
stdin:575:45:18:Use either `` or '' as an alternative to `"'.
stdin:575:53:36:You should put a space in front of parenthesis.
stdin:578:30:36:You should put a space in front of parenthesis.
stdin:578:39:36:You should put a space in front of parenthesis.
stdin:579:30:36:You should put a space in front of parenthesis.
stdin:579:38:8:Wrong length of dash may have been used.
stdin:579:46:36:You should put a space in front of parenthesis.
stdin:580:31:36:You should put a space in front of parenthesis.
stdin:581:10:36:You should put a space in front of parenthesis.
stdin:581:11:18:Use either `` or '' as an alternative to `"'.
stdin:581:39:13:Intersentence spacing (`\@') should perhaps be used.
stdin:581:45:18:Use either `` or '' as an alternative to `"'.
stdin:581:53:36:You should put a space in front of parenthesis.
stdin:587:10:36:You should put a space in front of parenthesis.
stdin:587:11:18:Use either `` or '' as an alternative to `"'.
stdin:587:27:18:Use either `` or '' as an alternative to `"'.
stdin:588:10:36:You should put a space in front of parenthesis.
stdin:588:11:18:Use either `` or '' as an alternative to `"'.
stdin:588:25:18:Use either `` or '' as an alternative to `"'.
stdin:589:10:36:You should put a space in front of parenthesis.
stdin:589:11:18:Use either `` or '' as an alternative to `"'.
stdin:589:27:18:Use either `` or '' as an alternative to `"'.
stdin:592:25:36:You should put a space in front of parenthesis.
stdin:593:23:36:You should put a space in front of parenthesis.
stdin:596:26:8:Wrong length of dash may have been used.
stdin:597:22:8:Wrong length of dash may have been used.
stdin:600:20:36:You should put a space in front of parenthesis.
stdin:603:25:36:You should put a space in front of parenthesis.
stdin:603:42:26:You ought to remove spaces in front of punctuation.
stdin:604:23:36:You should put a space in front of parenthesis.
stdin:604:38:26:You ought to remove spaces in front of punctuation.
stdin:607:26:36:You should put a space in front of parenthesis.
stdin:607:43:26:You ought to remove spaces in front of punctuation.
stdin:608:24:36:You should put a space in front of parenthesis.
stdin:608:39:26:You ought to remove spaces in front of punctuation.
stdin:611:29:36:You should put a space in front of parenthesis.
stdin:612:30:36:You should put a space in front of parenthesis.
stdin:617:33:36:You should put a space in front of parenthesis.
stdin:617:42:36:You should put a space in front of parenthesis.
stdin:618:33:36:You should put a space in front of parenthesis.
stdin:618:43:8:Wrong length of dash may have been used.
stdin:618:51:36:You should put a space in front of parenthesis.
stdin:619:34:36:You should put a space in front of parenthesis.
stdin:620:10:36:You should put a space in front of parenthesis.
stdin:620:11:18:Use either `` or '' as an alternative to `"'.
stdin:620:47:18:Use either `` or '' as an alternative to `"'.
stdin:620:55:36:You should put a space in front of parenthesis.
stdin:623:31:36:You should put a space in front of parenthesis.
stdin:623:40:36:You should put a space in front of parenthesis.
stdin:624:31:36:You should put a space in front of parenthesis.
stdin:624:39:8:Wrong length of dash may have been used.
stdin:624:47:36:You should put a space in front of parenthesis.
stdin:625:32:36:You should put a space in front of parenthesis.
stdin:626:10:36:You should put a space in front of parenthesis.
stdin:626:11:18:Use either `` or '' as an alternative to `"'.
stdin:626:47:18:Use either `` or '' as an alternative to `"'.
stdin:626:55:36:You should put a space in front of parenthesis.
stdin:629:33:36:You should put a space in front of parenthesis.
stdin:629:42:36:You should put a space in front of parenthesis.
stdin:630:33:36:You should put a space in front of parenthesis.
stdin:630:43:8:Wrong length of dash may have been used.
stdin:630:51:36:You should put a space in front of parenthesis.
stdin:631:34:36:You should put a space in front of parenthesis.
stdin:632:10:36:You should put a space in front of parenthesis.
stdin:632:11:18:Use either `` or '' as an alternative to `"'.
stdin:632:48:18:Use either `` or '' as an alternative to `"'.
stdin:632:56:36:You should put a space in front of parenthesis.
stdin:635:31:36:You should put a space in front of parenthesis.
stdin:635:40:36:You should put a space in front of parenthesis.
stdin:636:31:36:You should put a space in front of parenthesis.
stdin:636:39:8:Wrong length of dash may have been used.
stdin:636:47:36:You should put a space in front of parenthesis.
stdin:637:32:36:You should put a space in front of parenthesis.
stdin:638:10:36:You should put a space in front of parenthesis.
stdin:638:11:18:Use either `` or '' as an alternative to `"'.
stdin:638:48:18:Use either `` or '' as an alternative to `"'.
stdin:638:56:36:You should put a space in front of parenthesis.
stdin:645:25:36:You should put a space in front of parenthesis.
stdin:645:32:36:You should put a space in front of parenthesis.
stdin:648:23:36:You should put a space in front of parenthesis.
stdin:653:19:36:You should put a space in front of parenthesis.
stdin:655:39:36:You should put a space in front of parenthesis.
stdin:657:21:36:You should put a space in front of parenthesis.
stdin:657:30:36:You should put a space in front of parenthesis.
stdin:658:13:36:You should put a space in front of parenthesis.
stdin:658:31:18:Use either `` or '' as an alternative to `"'.
stdin:658:34:18:Use either `` or '' as an alternative to `"'.
stdin:658:43:18:Use either `` or '' as an alternative to `"'.
stdin:658:66:18:Use either `` or '' as an alternative to `"'.
stdin:659:13:36:You should put a space in front of parenthesis.
stdin:659:42:18:Use either `` or '' as an alternative to `"'.
stdin:659:45:18:Use either `` or '' as an alternative to `"'.
stdin:659:54:18:Use either `` or '' as an alternative to `"'.
stdin:659:74:18:Use either `` or '' as an alternative to `"'.
stdin:660:19:36:You should put a space in front of parenthesis.
stdin:661:18:36:You should put a space in front of parenthesis.
stdin:662:18:36:You should put a space in front of parenthesis.
stdin:663:15:36:You should put a space in front of parenthesis.
stdin:663:16:18:Use either `` or '' as an alternative to `"'.
stdin:663:47:18:Use either `` or '' as an alternative to `"'.
stdin:664:15:36:You should put a space in front of parenthesis.
stdin:664:16:18:Use either `` or '' as an alternative to `"'.
stdin:664:25:18:Use either `` or '' as an alternative to `"'.
stdin:665:16:36:You should put a space in front of parenthesis.
stdin:665:17:18:Use either `` or '' as an alternative to `"'.
stdin:665:28:18:Use either `` or '' as an alternative to `"'.
stdin:666:15:36:You should put a space in front of parenthesis.
stdin:667:16:36:You should put a space in front of parenthesis.
stdin:667:29:36:You should put a space in front of parenthesis.
stdin:667:82:18:Use either `` or '' as an alternative to `"'.
stdin:667:88:18:Use either `` or '' as an alternative to `"'.
stdin:673:10:36:You should put a space in front of parenthesis.
stdin:673:11:18:Use either `` or '' as an alternative to `"'.
stdin:673:27:18:Use either `` or '' as an alternative to `"'.
stdin:674:10:36:You should put a space in front of parenthesis.
stdin:674:11:18:Use either `` or '' as an alternative to `"'.
stdin:674:25:18:Use either `` or '' as an alternative to `"'.
stdin:675:10:36:You should put a space in front of parenthesis.
stdin:675:11:18:Use either `` or '' as an alternative to `"'.
stdin:675:27:18:Use either `` or '' as an alternative to `"'.
stdin:679:21:36:You should put a space in front of parenthesis.
stdin:679:30:36:You should put a space in front of parenthesis.
stdin:680:13:36:You should put a space in front of parenthesis.
stdin:680:40:36:You should put a space in front of parenthesis.
stdin:680:44:36:You should put a space in front of parenthesis.
stdin:680:64:36:You should put a space in front of parenthesis.
stdin:681:15:36:You should put a space in front of parenthesis.
stdin:681:16:18:Use either `` or '' as an alternative to `"'.
stdin:681:26:18:Use either `` or '' as an alternative to `"'.
stdin:682:15:36:You should put a space in front of parenthesis.
stdin:682:16:18:Use either `` or '' as an alternative to `"'.
stdin:682:39:18:Use either `` or '' as an alternative to `"'.
stdin:683:16:36:You should put a space in front of parenthesis.
stdin:683:29:36:You should put a space in front of parenthesis.
stdin:683:89:18:Use either `` or '' as an alternative to `"'.
stdin:683:95:18:Use either `` or '' as an alternative to `"'.
stdin:686:21:36:You should put a space in front of parenthesis.
stdin:686:30:36:You should put a space in front of parenthesis.
stdin:687:13:36:You should put a space in front of parenthesis.
stdin:687:40:36:You should put a space in front of parenthesis.
stdin:687:44:36:You should put a space in front of parenthesis.
stdin:687:64:36:You should put a space in front of parenthesis.
stdin:688:15:36:You should put a space in front of parenthesis.
stdin:688:16:18:Use either `` or '' as an alternative to `"'.
stdin:688:26:18:Use either `` or '' as an alternative to `"'.
stdin:689:15:36:You should put a space in front of parenthesis.
stdin:689:16:18:Use either `` or '' as an alternative to `"'.
stdin:689:40:18:Use either `` or '' as an alternative to `"'.
stdin:690:16:36:You should put a space in front of parenthesis.
stdin:690:29:36:You should put a space in front of parenthesis.
stdin:690:90:18:Use either `` or '' as an alternative to `"'.
stdin:690:96:18:Use either `` or '' as an alternative to `"'.
stdin:693:21:36:You should put a space in front of parenthesis.
stdin:693:30:36:You should put a space in front of parenthesis.
stdin:694:13:36:You should put a space in front of parenthesis.
stdin:694:40:36:You should put a space in front of parenthesis.
stdin:694:44:36:You should put a space in front of parenthesis.
stdin:694:64:36:You should put a space in front of parenthesis.
stdin:695:15:36:You should put a space in front of parenthesis.
stdin:695:16:18:Use either `` or '' as an alternative to `"'.
stdin:695:26:18:Use either `` or '' as an alternative to `"'.
stdin:696:15:36:You should put a space in front of parenthesis.
stdin:696:16:18:Use either `` or '' as an alternative to `"'.
stdin:696:40:18:Use either `` or '' as an alternative to `"'.
stdin:697:16:36:You should put a space in front of parenthesis.
stdin:697:29:36:You should put a space in front of parenthesis.
stdin:697:90:18:Use either `` or '' as an alternative to `"'.
stdin:697:96:18:Use either `` or '' as an alternative to `"'.
stdin:699:21:36:You should put a space in front of parenthesis.
stdin:699:30:36:You should put a space in front of parenthesis.
stdin:700:13:36:You should put a space in front of parenthesis.
stdin:700:29:36:You should put a space in front of parenthesis.
stdin:700:44:36:You should put a space in front of parenthesis.
stdin:700:48:36:You should put a space in front of parenthesis.
stdin:700:64:36:You should put a space in front of parenthesis.
stdin:700:72:36:You should put a space in front of parenthesis.
stdin:700:88:36:You should put a space in front of parenthesis.
stdin:701:15:36:You should put a space in front of parenthesis.
stdin:701:16:18:Use either `` or '' as an alternative to `"'.
stdin:701:26:18:Use either `` or '' as an alternative to `"'.
stdin:702:15:36:You should put a space in front of parenthesis.
stdin:702:16:18:Use either `` or '' as an alternative to `"'.
stdin:702:46:18:Use either `` or '' as an alternative to `"'.
stdin:703:15:36:You should put a space in front of parenthesis.
stdin:704:16:36:You should put a space in front of parenthesis.
stdin:704:29:36:You should put a space in front of parenthesis.
stdin:704:95:18:Use either `` or '' as an alternative to `"'.
stdin:704:101:18:Use either `` or '' as an alternative to `"'.
stdin:707:31:36:You should put a space in front of parenthesis.
stdin:707:53:36:You should put a space in front of parenthesis.
stdin:708:30:36:You should put a space in front of parenthesis.
stdin:708:56:36:You should put a space in front of parenthesis.
stdin:710:10:36:You should put a space in front of parenthesis.
stdin:710:11:18:Use either `` or '' as an alternative to `"'.
stdin:710:31:18:Use either `` or '' as an alternative to `"'.
stdin:710:39:36:You should put a space in front of parenthesis.
stdin:711:10:36:You should put a space in front of parenthesis.
stdin:711:11:18:Use either `` or '' as an alternative to `"'.
stdin:711:35:18:Use either `` or '' as an alternative to `"'.
stdin:711:43:36:You should put a space in front of parenthesis.
stdin:713:22:26:You ought to remove spaces in front of punctuation.
stdin:713:39:36:You should put a space in front of parenthesis.
stdin:715:25:36:You should put a space in front of parenthesis.
stdin:716:23:36:You should put a space in front of parenthesis.
stdin:717:10:36:You should put a space in front of parenthesis.
stdin:717:11:18:Use either `` or '' as an alternative to `"'.
stdin:717:39:18:Use either `` or '' as an alternative to `"'.
stdin:717:47:36:You should put a space in front of parenthesis.
stdin:720:29:36:You should put a space in front of parenthesis.
stdin:724:34:36:You should put a space in front of parenthesis.
stdin:724:43:36:You should put a space in front of parenthesis.
stdin:725:34:36:You should put a space in front of parenthesis.
stdin:725:44:8:Wrong length of dash may have been used.
stdin:725:52:36:You should put a space in front of parenthesis.
stdin:726:35:36:You should put a space in front of parenthesis.
stdin:727:10:36:You should put a space in front of parenthesis.
stdin:727:11:18:Use either `` or '' as an alternative to `"'.
stdin:727:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:727:40:18:Use either `` or '' as an alternative to `"'.
stdin:727:48:36:You should put a space in front of parenthesis.
stdin:730:32:36:You should put a space in front of parenthesis.
stdin:730:41:36:You should put a space in front of parenthesis.
stdin:731:32:36:You should put a space in front of parenthesis.
stdin:731:40:8:Wrong length of dash may have been used.
stdin:731:48:36:You should put a space in front of parenthesis.
stdin:732:33:36:You should put a space in front of parenthesis.
stdin:733:10:36:You should put a space in front of parenthesis.
stdin:733:11:18:Use either `` or '' as an alternative to `"'.
stdin:733:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:733:40:18:Use either `` or '' as an alternative to `"'.
stdin:733:48:36:You should put a space in front of parenthesis.
stdin:739:10:36:You should put a space in front of parenthesis.
stdin:739:11:18:Use either `` or '' as an alternative to `"'.
stdin:739:27:18:Use either `` or '' as an alternative to `"'.
stdin:740:10:36:You should put a space in front of parenthesis.
stdin:740:11:18:Use either `` or '' as an alternative to `"'.
stdin:740:24:18:Use either `` or '' as an alternative to `"'.
stdin:741:10:36:You should put a space in front of parenthesis.
stdin:741:11:18:Use either `` or '' as an alternative to `"'.
stdin:741:27:18:Use either `` or '' as an alternative to `"'.
stdin:743:16:36:You should put a space in front of parenthesis.
stdin:744:16:36:You should put a space in front of parenthesis.
stdin:745:18:36:You should put a space in front of parenthesis.
stdin:746:29:36:You should put a space in front of parenthesis.
stdin:754:21:36:You should put a space in front of parenthesis.
stdin:757:20:36:You should put a space in front of parenthesis.
stdin:759:43:36:You should put a space in front of parenthesis.
stdin:762:32:36:You should put a space in front of parenthesis.
stdin:768:25:36:You should put a space in front of parenthesis.
stdin:768:34:36:You should put a space in front of parenthesis.
stdin:771:21:36:You should put a space in front of parenthesis.
stdin:771:32:36:You should put a space in front of parenthesis.
stdin:771:40:36:You should put a space in front of parenthesis.
stdin:777:23:36:You should put a space in front of parenthesis.
stdin:777:32:36:You should put a space in front of parenthesis.
stdin:780:19:36:You should put a space in front of parenthesis.
stdin:780:30:36:You should put a space in front of parenthesis.
stdin:780:38:36:You should put a space in front of parenthesis.
stdin:783:27:36:You should put a space in front of parenthesis.
stdin:787:34:36:You should put a space in front of parenthesis.
stdin:787:43:36:You should put a space in front of parenthesis.
stdin:788:34:36:You should put a space in front of parenthesis.
stdin:788:44:8:Wrong length of dash may have been used.
stdin:788:52:36:You should put a space in front of parenthesis.
stdin:789:35:36:You should put a space in front of parenthesis.
stdin:790:10:36:You should put a space in front of parenthesis.
stdin:790:11:18:Use either `` or '' as an alternative to `"'.
stdin:790:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:790:40:18:Use either `` or '' as an alternative to `"'.
stdin:790:48:36:You should put a space in front of parenthesis.
stdin:793:32:36:You should put a space in front of parenthesis.
stdin:793:41:36:You should put a space in front of parenthesis.
stdin:794:32:36:You should put a space in front of parenthesis.
stdin:794:40:8:Wrong length of dash may have been used.
stdin:794:48:36:You should put a space in front of parenthesis.
stdin:795:33:36:You should put a space in front of parenthesis.
stdin:796:10:36:You should put a space in front of parenthesis.
stdin:796:11:18:Use either `` or '' as an alternative to `"'.
stdin:796:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:796:40:18:Use either `` or '' as an alternative to `"'.
stdin:796:48:36:You should put a space in front of parenthesis.
stdin:802:10:36:You should put a space in front of parenthesis.
stdin:802:11:18:Use either `` or '' as an alternative to `"'.
stdin:802:27:18:Use either `` or '' as an alternative to `"'.
stdin:803:10:36:You should put a space in front of parenthesis.
stdin:803:11:18:Use either `` or '' as an alternative to `"'.
stdin:803:24:18:Use either `` or '' as an alternative to `"'.
stdin:804:10:36:You should put a space in front of parenthesis.
stdin:804:11:18:Use either `` or '' as an alternative to `"'.
stdin:804:27:18:Use either `` or '' as an alternative to `"'.
stdin:811:19:36:You should put a space in front of parenthesis.
stdin:815:34:36:You should put a space in front of parenthesis.
stdin:815:45:36:You should put a space in front of parenthesis.
stdin:817:23:36:You should put a space in front of parenthesis.
stdin:819:33:36:You should put a space in front of parenthesis.
stdin:819:46:36:You should put a space in front of parenthesis.
stdin:821:23:36:You should put a space in front of parenthesis.
stdin:824:26:36:You should put a space in front of parenthesis.
stdin:827:28:36:You should put a space in front of parenthesis.
stdin:827:38:8:Wrong length of dash may have been used.
stdin:827:47:36:You should put a space in front of parenthesis.
stdin:828:29:36:You should put a space in front of parenthesis.
stdin:829:10:36:You should put a space in front of parenthesis.
stdin:829:11:18:Use either `` or '' as an alternative to `"'.
stdin:829:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:829:36:18:Use either `` or '' as an alternative to `"'.
stdin:829:44:36:You should put a space in front of parenthesis.
stdin:831:26:36:You should put a space in front of parenthesis.
stdin:831:34:8:Wrong length of dash may have been used.
stdin:831:43:36:You should put a space in front of parenthesis.
stdin:832:27:36:You should put a space in front of parenthesis.
stdin:833:10:36:You should put a space in front of parenthesis.
stdin:833:11:18:Use either `` or '' as an alternative to `"'.
stdin:833:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:833:34:18:Use either `` or '' as an alternative to `"'.
stdin:833:42:36:You should put a space in front of parenthesis.
stdin:843:22:36:You should put a space in front of parenthesis.
stdin:843:27:37:You should avoid spaces in front of parenthesis.
stdin:846:26:36:You should put a space in front of parenthesis.
stdin:849:28:36:You should put a space in front of parenthesis.
stdin:849:38:8:Wrong length of dash may have been used.
stdin:849:47:36:You should put a space in front of parenthesis.
stdin:850:29:36:You should put a space in front of parenthesis.
stdin:851:10:36:You should put a space in front of parenthesis.
stdin:851:11:18:Use either `` or '' as an alternative to `"'.
stdin:851:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:851:36:18:Use either `` or '' as an alternative to `"'.
stdin:851:44:36:You should put a space in front of parenthesis.
stdin:853:26:36:You should put a space in front of parenthesis.
stdin:853:34:8:Wrong length of dash may have been used.
stdin:853:43:36:You should put a space in front of parenthesis.
stdin:854:27:36:You should put a space in front of parenthesis.
stdin:855:10:36:You should put a space in front of parenthesis.
stdin:855:11:18:Use either `` or '' as an alternative to `"'.
stdin:855:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:855:34:18:Use either `` or '' as an alternative to `"'.
stdin:855:42:36:You should put a space in front of parenthesis.
<<>>

(finished - exit code 0) ['/bin/bash', '-c', '''lacheck'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex''']

<<>>
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 12: possible unwanted space at "{"
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 52: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 58: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 60: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 108: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 136: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 300: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 326: missing `\ ' after "e.g."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 328: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/19/main.tex", line 401: Dots should be ellipsis "..."
<<>>

(finished - exit code 1) ['/bin/bash', '-c', 'proselint ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/20/main.tex''']

<<>>

(executable check - failure) redpen
(executable check - failure) vale
(finished - exit code 62) ['/bin/bash', '-c', '''write-good'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/21/main.tex''']

<<>>
In /var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/21/main.tex
=============
% Don't modify this section unless you know what you're doing!
^^^^^^
"modify" is wordy or unneeded on line 2 at column 8
-------------
mplementation details of several different models created
^^^^^^^
"several" is a weasel word on line 30 at column 46
-------------
and validation sets have been reported and is used to compare the
^^^^^^^^^^^^^
"been reported" may be passive voice on line 35 at column 36
-------------
s have been reported and is used to compare the
^^^^^^^
"is used" may be passive voice on line 35 at column 54
-------------
this assignment can be found in the Appendix.
^^^^^^^^
"be found" may be passive voice on line 37 at column 22
-------------
mean of $y_{train}$ was found to be $-9.139e^{-15}$. We then observe that the
^^^^^^^^^
"was found" may be passive voice on line 48 at column 20
-------------
y_{val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^
"it was" is wordy or unneeded on line 49 at column 34
-------------
val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^^^^
"was found" may be passive voice on line 49 at column 37
-------------
original population and is used to measure the precision of how
^^^^^^^
"is used" may be passive voice on line 51 at column 39
-------------
SEM from a single sample is expressed using the following: $$ \sigma_M =
^^^^^^^^^^^^
"is expressed" may be passive voice on line 54 at column 29
-------------
the population which is usually unknown, which is why we
^^^^^^^
"usually" can weaken meaning on line 56 at column 46
-------------
mptotically normal (i.e. normally
^^^^^^^^
"normally" can weaken meaning on line 60 at column 62
-------------
ng that each sample mean is considered as an independent
^^^^^^^^^^^^^
"is considered" may be passive voice on line 61 at column 43
-------------
then evaluate the error bars for the true mean $\mu$ of the population as
^^^^^^^^
"evaluate" is wordy or unneeded on line 63 at column 5
-------------
EM on the validation set was found to be $0.01290$. Using
^^^^^^^^^
"was found" may be passive voice on line 67 at column 47
-------------
this we can obtain the error bar on the estimate of the population's true mean a
^^^^^^
"obtain" is wordy or unneeded on line 68 at column 12
-------------
785 items in $y_{train}$ was found to be
^^^^^^^^^
"was found" may be passive voice on line 70 at column 58
-------------
$0.01193$ and we can obtain the error bar on the estimate of the population's tr
^^^^^^
"obtain" is wordy or unneeded on line 71 at column 21
-------------
ure~\ref{fig:q1}, it can be seen that a majority of the first 5785 values
^^^^^^^
"be seen" may be passive voice on line 82 at column 31
-------------
slice data because they are based on a small about of data as there are only 97
^^^^^^^^^
"are based" may be passive voice on line 89 at column 24
-------------
out of data as there are only 97
^^^^
"only" can weaken meaning on line 89 at column 72
-------------
me from the same person. Additionally, by simply looking at the data we
^^^^^^^^^^^^
"Additionally" can weaken meaning on line 91 at column 32
-------------
person. Additionally, by simply looking at the data we
^^^^^^
"simply" can weaken meaning on line 91 at column 49
-------------
y_{train}$ and $y_{val}$ is skewed --- with
^^^^^^^^^
"is skewed" may be passive voice on line 94 at column 61
-------------
dence intervals (CI) can be presented.
^^^^^^^^^^^^
"be presented" may be passive voice on line 97 at column 45
-------------
The input features that were identified as constants were (in 0-based Python
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 101 at column 24
-------------
the input features that were identified as
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 102 at column 62
-------------
these features were removed from the training, validation, and test sets.
^^^^^^^^^^^^
"were removed" may be passive voice on line 104 at column 15
-------------
ot the same but they are very close. When estimating
^^^^
"very" is a weasel word and can weaken meaning on line 129 at column 49
-------------
f the model OLS seeks to minimize the sum of the
^^^^^^^^
"minimize" is wordy or unneeded on line 130 at column 50
-------------
radient information. The minimize function used for
^^^^^^^^
"minimize" is wordy or unneeded on line 133 at column 54
-------------
memory.Moreover, the objective function is a convex function (i.e. the local
^^^^^^^^^
"objective" is wordy or unneeded on line 136 at column 21
-------------
in the objective function with the same parameter values provided an appropriate
^^^^^^^^^
"objective" is wordy or unneeded on line 138 at column 7
-------------
learning rate is used for the gradient descent approach. By default the `L-BFBS'
^^^^^^^
"is used" may be passive voice on line 139 at column 14
-------------
in PCA, a scree plot can be used as shown in Figure~\ref{fig:q3}. The red line
^^^^^^^
"be used" may be passive voice on line 155 at column 25
-------------
fig:q3}, we can see that approximately 56\% of the variance is
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 164 at column 42
-------------
ely 56\% of the variance is
^^^^^^^^^^^
"is
captured" may be passive voice on line 164 at column 77
-------------
see that a lot of values are concentrated around (or is)
^^^^^^^^^^^^^^^^
"are concentrated" may be passive voice on line 190 at column 47
-------------
values around -0.2 and a few ranging from 0 to 1.15.
^^^
"few" is a weasel word on line 191 at column 40
-------------
majority of the values (approximately 80\%)
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 218 at column 61
-------------
original dataset and the additional binary features
^^^^^^^^^^
"additional" is wordy or unneeded on line 250 at column 49
-------------
some of this information is
^^^^^^^
"is
lost" may be passive voice on line 288 at column 78
-------------
t setting the parameters are initialized with small random values, whereas
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 297 at column 29
-------------
d setting the parameters are initialized using the fits made in the
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 298 at column 37
-------------
ction. The model here is similar to the one in the previous section
^^^^^^^^^^
"similar to" is wordy or unneeded on line 299 at column 36
-------------
previous model these were fit ``independently'. Fitting parameters jointly
^^^^^^^^
"were fit" may be passive voice on line 301 at column 21
-------------
avoids assigning multiple features with high probabilities for a sample as in
^^^^^^^^
"multiple" is wordy or unneeded on line 302 at column 17
-------------
ation strategies. It can be seen that both initialization strategies
^^^^^^^
"be seen" may be passive voice on line 318 at column 34
-------------
$\alpha=10$). However, this is not the case in real-world machine learning
^^^^^^^
"However" is wordy or unneeded on line 329 at column 14
-------------
scenarios and usually perform a grid-search over the set of hyperparameters to
^^^^^^^
"usually" can weaken meaning on line 330 at column 14
-------------
find the ones that minimize the validation error. We could apply the same
^^^^^^^^
"minimize" is wordy or unneeded on line 331 at column 19
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 426 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 434 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 440 at column 6
-------------
alpha = 10
^^^^^
"alpha" is repeated on line 548 at column 4
-------------
# Obtain PCA projection matrix
^^^^^^
"Obtain" is wordy or unneeded on line 599 at column 6
-------------
K = 10
^
"K" is repeated on line 642 at column 4
-------------
# Obtain eigenvalues and eigenvectors
^^^^^^
"Obtain" is wordy or unneeded on line 644 at column 6
-------------
V = V[:, index]
^
"V" is repeated on line 651 at column 4
-------------
ame, '../figures/q3-hist-overall.png'), dpi=300, bbox_inches="tight")
^^^^^^^
"overall" is wordy or unneeded on line 704 at column 58
-------------
References section will be created automatically
^^^^^^^^^^
"be created" may be passive voice on line 863 at column 28
-------------
Note: with this approach it is YOUR responsibility to put them in order
^^^^^
"it is" is wordy or unneeded on line 867 at column 29
<<>>

(finished - exit code 0) ['/bin/bash', '-c', 'chktex -v0 -p stdin -q -I < ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/22/main.tex''']

<<>>
stdin:24:26:8:Wrong length of dash may have been used.
stdin:41:13:8:Wrong length of dash may have been used.
stdin:52:60:12:Interword spacing (`\ ') should perhaps be used.
stdin:58:72:12:Interword spacing (`\ ') should perhaps be used.
stdin:60:62:12:Interword spacing (`\ ') should perhaps be used.
stdin:78:2:24:Delete this space to maintain correct pagereferences.
stdin:81:49:26:You ought to remove spaces in front of punctuation.
stdin:106:13:8:Wrong length of dash may have been used.
stdin:108:40:12:Interword spacing (`\ ') should perhaps be used.
stdin:119:2:24:Delete this space to maintain correct pagereferences.
stdin:120:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:121:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:122:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:125:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:136:67:12:Interword spacing (`\ ') should perhaps be used.
stdin:143:13:8:Wrong length of dash may have been used.
stdin:162:2:24:Delete this space to maintain correct pagereferences.
stdin:173:2:24:Delete this space to maintain correct pagereferences.
stdin:174:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:175:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:176:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:179:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:196:2:24:Delete this space to maintain correct pagereferences.
stdin:214:2:24:Delete this space to maintain correct pagereferences.
stdin:224:2:24:Delete this space to maintain correct pagereferences.
stdin:225:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:226:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:227:25:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:230:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:241:2:24:Delete this space to maintain correct pagereferences.
stdin:242:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:243:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:244:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:245:62:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:259:13:8:Wrong length of dash may have been used.
stdin:273:2:24:Delete this space to maintain correct pagereferences.
stdin:274:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:275:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:276:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:277:78:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:292:13:8:Wrong length of dash may have been used.
stdin:300:46:12:Interword spacing (`\ ') should perhaps be used.
stdin:308:2:24:Delete this space to maintain correct pagereferences.
stdin:309:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:310:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:311:64:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:312:54:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:313:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:323:13:8:Wrong length of dash may have been used.
stdin:326:24:12:Interword spacing (`\ ') should perhaps be used.
stdin:328:52:12:Interword spacing (`\ ') should perhaps be used.
stdin:338:23:36:You should put a space in front of parenthesis.
stdin:339:5:18:Use either `` or '' as an alternative to `"'.
stdin:339:6:18:Use either `` or '' as an alternative to `"'.
stdin:339:7:18:Use either `` or '' as an alternative to `"'.
stdin:342:37:36:You should put a space in front of parenthesis.
stdin:347:14:36:You should put a space in front of parenthesis.
stdin:347:23:36:You should put a space in front of parenthesis.
stdin:347:36:8:Wrong length of dash may have been used.
stdin:347:60:36:You should put a space in front of parenthesis.
stdin:357:5:18:Use either `` or '' as an alternative to `"'.
stdin:357:6:18:Use either `` or '' as an alternative to `"'.
stdin:357:7:18:Use either `` or '' as an alternative to `"'.
stdin:360:21:36:You should put a space in front of parenthesis.
stdin:360:34:36:You should put a space in front of parenthesis.
stdin:361:27:36:You should put a space in front of parenthesis.
stdin:364:15:36:You should put a space in front of parenthesis.
stdin:372:19:36:You should put a space in front of parenthesis.
stdin:372:32:36:You should put a space in front of parenthesis.
stdin:375:19:36:You should put a space in front of parenthesis.
stdin:375:28:36:You should put a space in front of parenthesis.
stdin:378:22:36:You should put a space in front of parenthesis.
stdin:378:41:36:You should put a space in front of parenthesis.
stdin:379:19:36:You should put a space in front of parenthesis.
stdin:379:29:36:You should put a space in front of parenthesis.
stdin:382:18:36:You should put a space in front of parenthesis.
stdin:385:24:36:You should put a space in front of parenthesis.
stdin:389:11:36:You should put a space in front of parenthesis.
stdin:392:17:36:You should put a space in front of parenthesis.
stdin:396:20:36:You should put a space in front of parenthesis.
stdin:397:34:36:You should put a space in front of parenthesis.
stdin:400:16:18:Use either `` or '' as an alternative to `"'.
stdin:400:25:18:Use either `` or '' as an alternative to `"'.
stdin:401:12:18:Use either `` or '' as an alternative to `"'.
stdin:401:25:36:You should put a space in front of parenthesis.
stdin:401:27:11:You should use \ldots to achieve an ellipsis.
stdin:401:32:18:Use either `` or '' as an alternative to `"'.
stdin:402:30:36:You should put a space in front of parenthesis.
stdin:403:28:36:You should put a space in front of parenthesis.
stdin:404:19:36:You should put a space in front of parenthesis.
stdin:422:10:36:You should put a space in front of parenthesis.
stdin:422:11:18:Use either `` or '' as an alternative to `"'.
stdin:422:27:18:Use either `` or '' as an alternative to `"'.
stdin:423:10:36:You should put a space in front of parenthesis.
stdin:423:11:18:Use either `` or '' as an alternative to `"'.
stdin:423:25:18:Use either `` or '' as an alternative to `"'.
stdin:424:10:36:You should put a space in front of parenthesis.
stdin:424:11:18:Use either `` or '' as an alternative to `"'.
stdin:424:27:18:Use either `` or '' as an alternative to `"'.
stdin:429:27:36:You should put a space in front of parenthesis.
stdin:430:25:36:You should put a space in front of parenthesis.
stdin:431:38:36:You should put a space in front of parenthesis.
stdin:432:63:36:You should put a space in front of parenthesis.
stdin:436:34:36:You should put a space in front of parenthesis.
stdin:437:32:36:You should put a space in front of parenthesis.
stdin:438:52:36:You should put a space in front of parenthesis.
stdin:443:25:36:You should put a space in front of parenthesis.
stdin:444:23:36:You should put a space in front of parenthesis.
stdin:445:34:36:You should put a space in front of parenthesis.
stdin:448:10:36:You should put a space in front of parenthesis.
stdin:448:11:18:Use either `` or '' as an alternative to `"'.
stdin:448:31:18:Use either `` or '' as an alternative to `"'.
stdin:448:39:36:You should put a space in front of parenthesis.
stdin:449:10:36:You should put a space in front of parenthesis.
stdin:449:11:18:Use either `` or '' as an alternative to `"'.
stdin:449:36:18:Use either `` or '' as an alternative to `"'.
stdin:449:44:36:You should put a space in front of parenthesis.
stdin:450:10:36:You should put a space in front of parenthesis.
stdin:450:11:18:Use either `` or '' as an alternative to `"'.
stdin:450:34:18:Use either `` or '' as an alternative to `"'.
stdin:450:42:36:You should put a space in front of parenthesis.
stdin:451:10:36:You should put a space in front of parenthesis.
stdin:451:11:18:Use either `` or '' as an alternative to `"'.
stdin:451:27:18:Use either `` or '' as an alternative to `"'.
stdin:451:35:36:You should put a space in front of parenthesis.
stdin:452:10:36:You should put a space in front of parenthesis.
stdin:452:11:18:Use either `` or '' as an alternative to `"'.
stdin:452:29:18:Use either `` or '' as an alternative to `"'.
stdin:452:37:36:You should put a space in front of parenthesis.
stdin:454:10:36:You should put a space in front of parenthesis.
stdin:454:11:18:Use either `` or '' as an alternative to `"'.
stdin:454:38:18:Use either `` or '' as an alternative to `"'.
stdin:454:46:36:You should put a space in front of parenthesis.
stdin:455:10:36:You should put a space in front of parenthesis.
stdin:455:11:18:Use either `` or '' as an alternative to `"'.
stdin:455:41:18:Use either `` or '' as an alternative to `"'.
stdin:455:49:36:You should put a space in front of parenthesis.
stdin:456:10:36:You should put a space in front of parenthesis.
stdin:456:11:18:Use either `` or '' as an alternative to `"'.
stdin:456:34:18:Use either `` or '' as an alternative to `"'.
stdin:456:42:36:You should put a space in front of parenthesis.
stdin:457:10:36:You should put a space in front of parenthesis.
stdin:457:11:18:Use either `` or '' as an alternative to `"'.
stdin:457:36:18:Use either `` or '' as an alternative to `"'.
stdin:457:44:36:You should put a space in front of parenthesis.
stdin:459:10:36:You should put a space in front of parenthesis.
stdin:459:11:18:Use either `` or '' as an alternative to `"'.
stdin:459:29:18:Use either `` or '' as an alternative to `"'.
stdin:459:37:36:You should put a space in front of parenthesis.
stdin:460:10:36:You should put a space in front of parenthesis.
stdin:460:11:18:Use either `` or '' as an alternative to `"'.
stdin:460:26:18:Use either `` or '' as an alternative to `"'.
stdin:460:34:36:You should put a space in front of parenthesis.
stdin:461:10:36:You should put a space in front of parenthesis.
stdin:461:11:18:Use either `` or '' as an alternative to `"'.
stdin:461:25:18:Use either `` or '' as an alternative to `"'.
stdin:461:33:36:You should put a space in front of parenthesis.
stdin:462:10:36:You should put a space in front of parenthesis.
stdin:462:11:18:Use either `` or '' as an alternative to `"'.
stdin:462:27:18:Use either `` or '' as an alternative to `"'.
stdin:462:35:36:You should put a space in front of parenthesis.
stdin:464:18:36:You should put a space in front of parenthesis.
stdin:465:21:36:You should put a space in front of parenthesis.
stdin:465:30:36:You should put a space in front of parenthesis.
stdin:467:26:36:You should put a space in front of parenthesis.
stdin:468:15:36:You should put a space in front of parenthesis.
stdin:469:13:36:You should put a space in front of parenthesis.
stdin:469:33:18:Use either `` or '' as an alternative to `"'.
stdin:469:34:18:Use either `` or '' as an alternative to `"'.
stdin:469:44:18:Use either `` or '' as an alternative to `"'.
stdin:469:46:18:Use either `` or '' as an alternative to `"'.
stdin:470:19:36:You should put a space in front of parenthesis.
stdin:470:20:18:Use either `` or '' as an alternative to `"'.
stdin:470:34:18:Use either `` or '' as an alternative to `"'.
stdin:471:19:36:You should put a space in front of parenthesis.
stdin:471:20:18:Use either `` or '' as an alternative to `"'.
stdin:471:37:18:Use either `` or '' as an alternative to `"'.
stdin:472:17:36:You should put a space in front of parenthesis.
stdin:474:26:36:You should put a space in front of parenthesis.
stdin:475:15:36:You should put a space in front of parenthesis.
stdin:476:13:36:You should put a space in front of parenthesis.
stdin:476:31:18:Use either `` or '' as an alternative to `"'.
stdin:476:32:18:Use either `` or '' as an alternative to `"'.
stdin:476:42:18:Use either `` or '' as an alternative to `"'.
stdin:476:44:18:Use either `` or '' as an alternative to `"'.
stdin:477:19:36:You should put a space in front of parenthesis.
stdin:477:20:18:Use either `` or '' as an alternative to `"'.
stdin:477:34:18:Use either `` or '' as an alternative to `"'.
stdin:478:19:36:You should put a space in front of parenthesis.
stdin:478:20:18:Use either `` or '' as an alternative to `"'.
stdin:478:35:18:Use either `` or '' as an alternative to `"'.
stdin:479:17:36:You should put a space in front of parenthesis.
stdin:481:15:36:You should put a space in front of parenthesis.
stdin:482:16:36:You should put a space in front of parenthesis.
stdin:482:29:36:You should put a space in front of parenthesis.
stdin:482:82:18:Use either `` or '' as an alternative to `"'.
stdin:482:88:18:Use either `` or '' as an alternative to `"'.
stdin:488:10:36:You should put a space in front of parenthesis.
stdin:488:11:18:Use either `` or '' as an alternative to `"'.
stdin:488:27:18:Use either `` or '' as an alternative to `"'.
stdin:489:10:36:You should put a space in front of parenthesis.
stdin:489:11:18:Use either `` or '' as an alternative to `"'.
stdin:489:25:18:Use either `` or '' as an alternative to `"'.
stdin:490:10:36:You should put a space in front of parenthesis.
stdin:490:11:18:Use either `` or '' as an alternative to `"'.
stdin:490:27:18:Use either `` or '' as an alternative to `"'.
stdin:493:10:36:You should put a space in front of parenthesis.
stdin:493:11:18:Use either `` or '' as an alternative to `"'.
stdin:493:29:18:Use either `` or '' as an alternative to `"'.
stdin:493:37:36:You should put a space in front of parenthesis.
stdin:494:10:36:You should put a space in front of parenthesis.
stdin:494:11:18:Use either `` or '' as an alternative to `"'.
stdin:494:27:18:Use either `` or '' as an alternative to `"'.
stdin:494:35:36:You should put a space in front of parenthesis.
stdin:495:10:36:You should put a space in front of parenthesis.
stdin:495:11:18:Use either `` or '' as an alternative to `"'.
stdin:495:30:18:Use either `` or '' as an alternative to `"'.
stdin:495:38:36:You should put a space in front of parenthesis.
stdin:496:38:36:You should put a space in front of parenthesis.
stdin:496:60:26:You ought to remove spaces in front of punctuation.
stdin:497:46:36:You should put a space in front of parenthesis.
stdin:498:36:36:You should put a space in front of parenthesis.
stdin:498:54:26:You ought to remove spaces in front of punctuation.
stdin:499:44:36:You should put a space in front of parenthesis.
stdin:500:37:36:You should put a space in front of parenthesis.
stdin:500:57:26:You ought to remove spaces in front of punctuation.
stdin:501:45:36:You should put a space in front of parenthesis.
stdin:504:58:36:You should put a space in front of parenthesis.
stdin:505:53:36:You should put a space in front of parenthesis.
stdin:507:10:36:You should put a space in front of parenthesis.
stdin:507:11:18:Use either `` or '' as an alternative to `"'.
stdin:507:41:18:Use either `` or '' as an alternative to `"'.
stdin:507:49:36:You should put a space in front of parenthesis.
stdin:508:10:36:You should put a space in front of parenthesis.
stdin:508:11:18:Use either `` or '' as an alternative to `"'.
stdin:508:39:18:Use either `` or '' as an alternative to `"'.
stdin:508:47:36:You should put a space in front of parenthesis.
stdin:509:10:36:You should put a space in front of parenthesis.
stdin:509:11:18:Use either `` or '' as an alternative to `"'.
stdin:509:40:18:Use either `` or '' as an alternative to `"'.
stdin:509:48:36:You should put a space in front of parenthesis.
stdin:510:10:36:You should put a space in front of parenthesis.
stdin:510:11:18:Use either `` or '' as an alternative to `"'.
stdin:510:44:18:Use either `` or '' as an alternative to `"'.
stdin:510:52:36:You should put a space in front of parenthesis.
stdin:513:26:36:You should put a space in front of parenthesis.
stdin:514:24:36:You should put a space in front of parenthesis.
stdin:515:25:36:You should put a space in front of parenthesis.
stdin:516:10:36:You should put a space in front of parenthesis.
stdin:516:11:18:Use either `` or '' as an alternative to `"'.
stdin:516:37:18:Use either `` or '' as an alternative to `"'.
stdin:516:45:36:You should put a space in front of parenthesis.
stdin:517:10:36:You should put a space in front of parenthesis.
stdin:517:11:18:Use either `` or '' as an alternative to `"'.
stdin:517:35:18:Use either `` or '' as an alternative to `"'.
stdin:517:43:36:You should put a space in front of parenthesis.
stdin:518:10:36:You should put a space in front of parenthesis.
stdin:518:11:18:Use either `` or '' as an alternative to `"'.
stdin:518:38:18:Use either `` or '' as an alternative to `"'.
stdin:518:46:36:You should put a space in front of parenthesis.
stdin:522:19:36:You should put a space in front of parenthesis.
stdin:523:23:36:You should put a space in front of parenthesis.
stdin:524:30:36:You should put a space in front of parenthesis.
stdin:525:49:36:You should put a space in front of parenthesis.
stdin:526:10:36:You should put a space in front of parenthesis.
stdin:526:11:18:Use either `` or '' as an alternative to `"'.
stdin:526:42:18:Use either `` or '' as an alternative to `"'.
stdin:526:50:36:You should put a space in front of parenthesis.
stdin:528:34:36:You should put a space in front of parenthesis.
stdin:528:44:36:You should put a space in front of parenthesis.
stdin:529:10:36:You should put a space in front of parenthesis.
stdin:529:11:18:Use either `` or '' as an alternative to `"'.
stdin:529:33:18:Use either `` or '' as an alternative to `"'.
stdin:529:41:36:You should put a space in front of parenthesis.
stdin:531:24:36:You should put a space in front of parenthesis.
stdin:532:22:36:You should put a space in front of parenthesis.
stdin:533:23:36:You should put a space in front of parenthesis.
stdin:535:10:36:You should put a space in front of parenthesis.
stdin:535:11:18:Use either `` or '' as an alternative to `"'.
stdin:535:37:18:Use either `` or '' as an alternative to `"'.
stdin:535:45:36:You should put a space in front of parenthesis.
stdin:536:10:36:You should put a space in front of parenthesis.
stdin:536:11:18:Use either `` or '' as an alternative to `"'.
stdin:536:35:18:Use either `` or '' as an alternative to `"'.
stdin:536:43:36:You should put a space in front of parenthesis.
stdin:537:10:36:You should put a space in front of parenthesis.
stdin:537:11:18:Use either `` or '' as an alternative to `"'.
stdin:537:38:18:Use either `` or '' as an alternative to `"'.
stdin:537:46:36:You should put a space in front of parenthesis.
stdin:543:10:36:You should put a space in front of parenthesis.
stdin:543:11:18:Use either `` or '' as an alternative to `"'.
stdin:543:27:18:Use either `` or '' as an alternative to `"'.
stdin:544:10:36:You should put a space in front of parenthesis.
stdin:544:11:18:Use either `` or '' as an alternative to `"'.
stdin:544:24:18:Use either `` or '' as an alternative to `"'.
stdin:545:10:36:You should put a space in front of parenthesis.
stdin:545:11:18:Use either `` or '' as an alternative to `"'.
stdin:545:27:18:Use either `` or '' as an alternative to `"'.
stdin:551:25:36:You should put a space in front of parenthesis.
stdin:554:46:36:You should put a space in front of parenthesis.
stdin:555:26:36:You should put a space in front of parenthesis.
stdin:559:30:36:You should put a space in front of parenthesis.
stdin:559:39:36:You should put a space in front of parenthesis.
stdin:560:30:36:You should put a space in front of parenthesis.
stdin:560:40:8:Wrong length of dash may have been used.
stdin:560:48:36:You should put a space in front of parenthesis.
stdin:561:31:36:You should put a space in front of parenthesis.
stdin:562:10:36:You should put a space in front of parenthesis.
stdin:562:11:18:Use either `` or '' as an alternative to `"'.
stdin:562:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:562:40:18:Use either `` or '' as an alternative to `"'.
stdin:562:48:36:You should put a space in front of parenthesis.
stdin:565:28:36:You should put a space in front of parenthesis.
stdin:565:37:36:You should put a space in front of parenthesis.
stdin:566:28:36:You should put a space in front of parenthesis.
stdin:566:36:8:Wrong length of dash may have been used.
stdin:566:44:36:You should put a space in front of parenthesis.
stdin:567:29:36:You should put a space in front of parenthesis.
stdin:568:10:36:You should put a space in front of parenthesis.
stdin:568:11:18:Use either `` or '' as an alternative to `"'.
stdin:568:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:568:40:18:Use either `` or '' as an alternative to `"'.
stdin:568:48:36:You should put a space in front of parenthesis.
stdin:572:32:36:You should put a space in front of parenthesis.
stdin:572:41:36:You should put a space in front of parenthesis.
stdin:573:32:36:You should put a space in front of parenthesis.
stdin:573:42:8:Wrong length of dash may have been used.
stdin:573:50:36:You should put a space in front of parenthesis.
stdin:574:33:36:You should put a space in front of parenthesis.
stdin:575:10:36:You should put a space in front of parenthesis.
stdin:575:11:18:Use either `` or '' as an alternative to `"'.
stdin:575:41:13:Intersentence spacing (`\@') should perhaps be used.
stdin:575:45:18:Use either `` or '' as an alternative to `"'.
stdin:575:53:36:You should put a space in front of parenthesis.
stdin:578:30:36:You should put a space in front of parenthesis.
stdin:578:39:36:You should put a space in front of parenthesis.
stdin:579:30:36:You should put a space in front of parenthesis.
stdin:579:38:8:Wrong length of dash may have been used.
stdin:579:46:36:You should put a space in front of parenthesis.
stdin:580:31:36:You should put a space in front of parenthesis.
stdin:581:10:36:You should put a space in front of parenthesis.
stdin:581:11:18:Use either `` or '' as an alternative to `"'.
stdin:581:39:13:Intersentence spacing (`\@') should perhaps be used.
stdin:581:45:18:Use either `` or '' as an alternative to `"'.
stdin:581:53:36:You should put a space in front of parenthesis.
stdin:587:10:36:You should put a space in front of parenthesis.
stdin:587:11:18:Use either `` or '' as an alternative to `"'.
stdin:587:27:18:Use either `` or '' as an alternative to `"'.
stdin:588:10:36:You should put a space in front of parenthesis.
stdin:588:11:18:Use either `` or '' as an alternative to `"'.
stdin:588:25:18:Use either `` or '' as an alternative to `"'.
stdin:589:10:36:You should put a space in front of parenthesis.
stdin:589:11:18:Use either `` or '' as an alternative to `"'.
stdin:589:27:18:Use either `` or '' as an alternative to `"'.
stdin:592:25:36:You should put a space in front of parenthesis.
stdin:593:23:36:You should put a space in front of parenthesis.
stdin:596:26:8:Wrong length of dash may have been used.
stdin:597:22:8:Wrong length of dash may have been used.
stdin:600:20:36:You should put a space in front of parenthesis.
stdin:603:25:36:You should put a space in front of parenthesis.
stdin:603:42:26:You ought to remove spaces in front of punctuation.
stdin:604:23:36:You should put a space in front of parenthesis.
stdin:604:38:26:You ought to remove spaces in front of punctuation.
stdin:607:26:36:You should put a space in front of parenthesis.
stdin:607:43:26:You ought to remove spaces in front of punctuation.
stdin:608:24:36:You should put a space in front of parenthesis.
stdin:608:39:26:You ought to remove spaces in front of punctuation.
stdin:611:29:36:You should put a space in front of parenthesis.
stdin:612:30:36:You should put a space in front of parenthesis.
stdin:617:33:36:You should put a space in front of parenthesis.
stdin:617:42:36:You should put a space in front of parenthesis.
stdin:618:33:36:You should put a space in front of parenthesis.
stdin:618:43:8:Wrong length of dash may have been used.
stdin:618:51:36:You should put a space in front of parenthesis.
stdin:619:34:36:You should put a space in front of parenthesis.
stdin:620:10:36:You should put a space in front of parenthesis.
stdin:620:11:18:Use either `` or '' as an alternative to `"'.
stdin:620:47:18:Use either `` or '' as an alternative to `"'.
stdin:620:55:36:You should put a space in front of parenthesis.
stdin:623:31:36:You should put a space in front of parenthesis.
stdin:623:40:36:You should put a space in front of parenthesis.
stdin:624:31:36:You should put a space in front of parenthesis.
stdin:624:39:8:Wrong length of dash may have been used.
stdin:624:47:36:You should put a space in front of parenthesis.
stdin:625:32:36:You should put a space in front of parenthesis.
stdin:626:10:36:You should put a space in front of parenthesis.
stdin:626:11:18:Use either `` or '' as an alternative to `"'.
stdin:626:47:18:Use either `` or '' as an alternative to `"'.
stdin:626:55:36:You should put a space in front of parenthesis.
stdin:629:33:36:You should put a space in front of parenthesis.
stdin:629:42:36:You should put a space in front of parenthesis.
stdin:630:33:36:You should put a space in front of parenthesis.
stdin:630:43:8:Wrong length of dash may have been used.
stdin:630:51:36:You should put a space in front of parenthesis.
stdin:631:34:36:You should put a space in front of parenthesis.
stdin:632:10:36:You should put a space in front of parenthesis.
stdin:632:11:18:Use either `` or '' as an alternative to `"'.
stdin:632:48:18:Use either `` or '' as an alternative to `"'.
stdin:632:56:36:You should put a space in front of parenthesis.
stdin:635:31:36:You should put a space in front of parenthesis.
stdin:635:40:36:You should put a space in front of parenthesis.
stdin:636:31:36:You should put a space in front of parenthesis.
stdin:636:39:8:Wrong length of dash may have been used.
stdin:636:47:36:You should put a space in front of parenthesis.
stdin:637:32:36:You should put a space in front of parenthesis.
stdin:638:10:36:You should put a space in front of parenthesis.
stdin:638:11:18:Use either `` or '' as an alternative to `"'.
stdin:638:48:18:Use either `` or '' as an alternative to `"'.
stdin:638:56:36:You should put a space in front of parenthesis.
stdin:645:25:36:You should put a space in front of parenthesis.
stdin:645:32:36:You should put a space in front of parenthesis.
stdin:648:23:36:You should put a space in front of parenthesis.
stdin:653:19:36:You should put a space in front of parenthesis.
stdin:655:39:36:You should put a space in front of parenthesis.
stdin:657:21:36:You should put a space in front of parenthesis.
stdin:657:30:36:You should put a space in front of parenthesis.
stdin:658:13:36:You should put a space in front of parenthesis.
stdin:658:31:18:Use either `` or '' as an alternative to `"'.
stdin:658:34:18:Use either `` or '' as an alternative to `"'.
stdin:658:43:18:Use either `` or '' as an alternative to `"'.
stdin:658:66:18:Use either `` or '' as an alternative to `"'.
stdin:659:13:36:You should put a space in front of parenthesis.
stdin:659:42:18:Use either `` or '' as an alternative to `"'.
stdin:659:45:18:Use either `` or '' as an alternative to `"'.
stdin:659:54:18:Use either `` or '' as an alternative to `"'.
stdin:659:74:18:Use either `` or '' as an alternative to `"'.
stdin:660:19:36:You should put a space in front of parenthesis.
stdin:661:18:36:You should put a space in front of parenthesis.
stdin:662:18:36:You should put a space in front of parenthesis.
stdin:663:15:36:You should put a space in front of parenthesis.
stdin:663:16:18:Use either `` or '' as an alternative to `"'.
stdin:663:47:18:Use either `` or '' as an alternative to `"'.
stdin:664:15:36:You should put a space in front of parenthesis.
stdin:664:16:18:Use either `` or '' as an alternative to `"'.
stdin:664:25:18:Use either `` or '' as an alternative to `"'.
stdin:665:16:36:You should put a space in front of parenthesis.
stdin:665:17:18:Use either `` or '' as an alternative to `"'.
stdin:665:28:18:Use either `` or '' as an alternative to `"'.
stdin:666:15:36:You should put a space in front of parenthesis.
stdin:667:16:36:You should put a space in front of parenthesis.
stdin:667:29:36:You should put a space in front of parenthesis.
stdin:667:82:18:Use either `` or '' as an alternative to `"'.
stdin:667:88:18:Use either `` or '' as an alternative to `"'.
stdin:673:10:36:You should put a space in front of parenthesis.
stdin:673:11:18:Use either `` or '' as an alternative to `"'.
stdin:673:27:18:Use either `` or '' as an alternative to `"'.
stdin:674:10:36:You should put a space in front of parenthesis.
stdin:674:11:18:Use either `` or '' as an alternative to `"'.
stdin:674:25:18:Use either `` or '' as an alternative to `"'.
stdin:675:10:36:You should put a space in front of parenthesis.
stdin:675:11:18:Use either `` or '' as an alternative to `"'.
stdin:675:27:18:Use either `` or '' as an alternative to `"'.
stdin:679:21:36:You should put a space in front of parenthesis.
stdin:679:30:36:You should put a space in front of parenthesis.
stdin:680:13:36:You should put a space in front of parenthesis.
stdin:680:40:36:You should put a space in front of parenthesis.
stdin:680:44:36:You should put a space in front of parenthesis.
stdin:680:64:36:You should put a space in front of parenthesis.
stdin:681:15:36:You should put a space in front of parenthesis.
stdin:681:16:18:Use either `` or '' as an alternative to `"'.
stdin:681:26:18:Use either `` or '' as an alternative to `"'.
stdin:682:15:36:You should put a space in front of parenthesis.
stdin:682:16:18:Use either `` or '' as an alternative to `"'.
stdin:682:39:18:Use either `` or '' as an alternative to `"'.
stdin:683:16:36:You should put a space in front of parenthesis.
stdin:683:29:36:You should put a space in front of parenthesis.
stdin:683:89:18:Use either `` or '' as an alternative to `"'.
stdin:683:95:18:Use either `` or '' as an alternative to `"'.
stdin:686:21:36:You should put a space in front of parenthesis.
stdin:686:30:36:You should put a space in front of parenthesis.
stdin:687:13:36:You should put a space in front of parenthesis.
stdin:687:40:36:You should put a space in front of parenthesis.
stdin:687:44:36:You should put a space in front of parenthesis.
stdin:687:64:36:You should put a space in front of parenthesis.
stdin:688:15:36:You should put a space in front of parenthesis.
stdin:688:16:18:Use either `` or '' as an alternative to `"'.
stdin:688:26:18:Use either `` or '' as an alternative to `"'.
stdin:689:15:36:You should put a space in front of parenthesis.
stdin:689:16:18:Use either `` or '' as an alternative to `"'.
stdin:689:40:18:Use either `` or '' as an alternative to `"'.
stdin:690:16:36:You should put a space in front of parenthesis.
stdin:690:29:36:You should put a space in front of parenthesis.
stdin:690:90:18:Use either `` or '' as an alternative to `"'.
stdin:690:96:18:Use either `` or '' as an alternative to `"'.
stdin:693:21:36:You should put a space in front of parenthesis.
stdin:693:30:36:You should put a space in front of parenthesis.
stdin:694:13:36:You should put a space in front of parenthesis.
stdin:694:40:36:You should put a space in front of parenthesis.
stdin:694:44:36:You should put a space in front of parenthesis.
stdin:694:64:36:You should put a space in front of parenthesis.
stdin:695:15:36:You should put a space in front of parenthesis.
stdin:695:16:18:Use either `` or '' as an alternative to `"'.
stdin:695:26:18:Use either `` or '' as an alternative to `"'.
stdin:696:15:36:You should put a space in front of parenthesis.
stdin:696:16:18:Use either `` or '' as an alternative to `"'.
stdin:696:40:18:Use either `` or '' as an alternative to `"'.
stdin:697:16:36:You should put a space in front of parenthesis.
stdin:697:29:36:You should put a space in front of parenthesis.
stdin:697:90:18:Use either `` or '' as an alternative to `"'.
stdin:697:96:18:Use either `` or '' as an alternative to `"'.
stdin:699:21:36:You should put a space in front of parenthesis.
stdin:699:30:36:You should put a space in front of parenthesis.
stdin:700:13:36:You should put a space in front of parenthesis.
stdin:700:29:36:You should put a space in front of parenthesis.
stdin:700:44:36:You should put a space in front of parenthesis.
stdin:700:48:36:You should put a space in front of parenthesis.
stdin:700:64:36:You should put a space in front of parenthesis.
stdin:700:72:36:You should put a space in front of parenthesis.
stdin:700:88:36:You should put a space in front of parenthesis.
stdin:701:15:36:You should put a space in front of parenthesis.
stdin:701:16:18:Use either `` or '' as an alternative to `"'.
stdin:701:26:18:Use either `` or '' as an alternative to `"'.
stdin:702:15:36:You should put a space in front of parenthesis.
stdin:702:16:18:Use either `` or '' as an alternative to `"'.
stdin:702:46:18:Use either `` or '' as an alternative to `"'.
stdin:703:15:36:You should put a space in front of parenthesis.
stdin:704:16:36:You should put a space in front of parenthesis.
stdin:704:29:36:You should put a space in front of parenthesis.
stdin:704:95:18:Use either `` or '' as an alternative to `"'.
stdin:704:101:18:Use either `` or '' as an alternative to `"'.
stdin:707:31:36:You should put a space in front of parenthesis.
stdin:707:53:36:You should put a space in front of parenthesis.
stdin:708:30:36:You should put a space in front of parenthesis.
stdin:708:56:36:You should put a space in front of parenthesis.
stdin:710:10:36:You should put a space in front of parenthesis.
stdin:710:11:18:Use either `` or '' as an alternative to `"'.
stdin:710:31:18:Use either `` or '' as an alternative to `"'.
stdin:710:39:36:You should put a space in front of parenthesis.
stdin:711:10:36:You should put a space in front of parenthesis.
stdin:711:11:18:Use either `` or '' as an alternative to `"'.
stdin:711:35:18:Use either `` or '' as an alternative to `"'.
stdin:711:43:36:You should put a space in front of parenthesis.
stdin:713:22:26:You ought to remove spaces in front of punctuation.
stdin:713:39:36:You should put a space in front of parenthesis.
stdin:715:25:36:You should put a space in front of parenthesis.
stdin:716:23:36:You should put a space in front of parenthesis.
stdin:717:10:36:You should put a space in front of parenthesis.
stdin:717:11:18:Use either `` or '' as an alternative to `"'.
stdin:717:39:18:Use either `` or '' as an alternative to `"'.
stdin:717:47:36:You should put a space in front of parenthesis.
stdin:720:29:36:You should put a space in front of parenthesis.
stdin:724:34:36:You should put a space in front of parenthesis.
stdin:724:43:36:You should put a space in front of parenthesis.
stdin:725:34:36:You should put a space in front of parenthesis.
stdin:725:44:8:Wrong length of dash may have been used.
stdin:725:52:36:You should put a space in front of parenthesis.
stdin:726:35:36:You should put a space in front of parenthesis.
stdin:727:10:36:You should put a space in front of parenthesis.
stdin:727:11:18:Use either `` or '' as an alternative to `"'.
stdin:727:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:727:40:18:Use either `` or '' as an alternative to `"'.
stdin:727:48:36:You should put a space in front of parenthesis.
stdin:730:32:36:You should put a space in front of parenthesis.
stdin:730:41:36:You should put a space in front of parenthesis.
stdin:731:32:36:You should put a space in front of parenthesis.
stdin:731:40:8:Wrong length of dash may have been used.
stdin:731:48:36:You should put a space in front of parenthesis.
stdin:732:33:36:You should put a space in front of parenthesis.
stdin:733:10:36:You should put a space in front of parenthesis.
stdin:733:11:18:Use either `` or '' as an alternative to `"'.
stdin:733:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:733:40:18:Use either `` or '' as an alternative to `"'.
stdin:733:48:36:You should put a space in front of parenthesis.
stdin:739:10:36:You should put a space in front of parenthesis.
stdin:739:11:18:Use either `` or '' as an alternative to `"'.
stdin:739:27:18:Use either `` or '' as an alternative to `"'.
stdin:740:10:36:You should put a space in front of parenthesis.
stdin:740:11:18:Use either `` or '' as an alternative to `"'.
stdin:740:24:18:Use either `` or '' as an alternative to `"'.
stdin:741:10:36:You should put a space in front of parenthesis.
stdin:741:11:18:Use either `` or '' as an alternative to `"'.
stdin:741:27:18:Use either `` or '' as an alternative to `"'.
stdin:743:16:36:You should put a space in front of parenthesis.
stdin:744:16:36:You should put a space in front of parenthesis.
stdin:745:18:36:You should put a space in front of parenthesis.
stdin:746:29:36:You should put a space in front of parenthesis.
stdin:754:21:36:You should put a space in front of parenthesis.
stdin:757:20:36:You should put a space in front of parenthesis.
stdin:759:43:36:You should put a space in front of parenthesis.
stdin:762:32:36:You should put a space in front of parenthesis.
stdin:768:25:36:You should put a space in front of parenthesis.
stdin:768:34:36:You should put a space in front of parenthesis.
stdin:771:21:36:You should put a space in front of parenthesis.
stdin:771:32:36:You should put a space in front of parenthesis.
stdin:771:40:36:You should put a space in front of parenthesis.
stdin:777:23:36:You should put a space in front of parenthesis.
stdin:777:32:36:You should put a space in front of parenthesis.
stdin:780:19:36:You should put a space in front of parenthesis.
stdin:780:30:36:You should put a space in front of parenthesis.
stdin:780:38:36:You should put a space in front of parenthesis.
stdin:783:27:36:You should put a space in front of parenthesis.
stdin:787:34:36:You should put a space in front of parenthesis.
stdin:787:43:36:You should put a space in front of parenthesis.
stdin:788:34:36:You should put a space in front of parenthesis.
stdin:788:44:8:Wrong length of dash may have been used.
stdin:788:52:36:You should put a space in front of parenthesis.
stdin:789:35:36:You should put a space in front of parenthesis.
stdin:790:10:36:You should put a space in front of parenthesis.
stdin:790:11:18:Use either `` or '' as an alternative to `"'.
stdin:790:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:790:40:18:Use either `` or '' as an alternative to `"'.
stdin:790:48:36:You should put a space in front of parenthesis.
stdin:793:32:36:You should put a space in front of parenthesis.
stdin:793:41:36:You should put a space in front of parenthesis.
stdin:794:32:36:You should put a space in front of parenthesis.
stdin:794:40:8:Wrong length of dash may have been used.
stdin:794:48:36:You should put a space in front of parenthesis.
stdin:795:33:36:You should put a space in front of parenthesis.
stdin:796:10:36:You should put a space in front of parenthesis.
stdin:796:11:18:Use either `` or '' as an alternative to `"'.
stdin:796:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:796:40:18:Use either `` or '' as an alternative to `"'.
stdin:796:48:36:You should put a space in front of parenthesis.
stdin:802:10:36:You should put a space in front of parenthesis.
stdin:802:11:18:Use either `` or '' as an alternative to `"'.
stdin:802:27:18:Use either `` or '' as an alternative to `"'.
stdin:803:10:36:You should put a space in front of parenthesis.
stdin:803:11:18:Use either `` or '' as an alternative to `"'.
stdin:803:24:18:Use either `` or '' as an alternative to `"'.
stdin:804:10:36:You should put a space in front of parenthesis.
stdin:804:11:18:Use either `` or '' as an alternative to `"'.
stdin:804:27:18:Use either `` or '' as an alternative to `"'.
stdin:811:19:36:You should put a space in front of parenthesis.
stdin:815:34:36:You should put a space in front of parenthesis.
stdin:815:45:36:You should put a space in front of parenthesis.
stdin:817:23:36:You should put a space in front of parenthesis.
stdin:819:33:36:You should put a space in front of parenthesis.
stdin:819:46:36:You should put a space in front of parenthesis.
stdin:821:23:36:You should put a space in front of parenthesis.
stdin:824:26:36:You should put a space in front of parenthesis.
stdin:827:28:36:You should put a space in front of parenthesis.
stdin:827:38:8:Wrong length of dash may have been used.
stdin:827:47:36:You should put a space in front of parenthesis.
stdin:828:29:36:You should put a space in front of parenthesis.
stdin:829:10:36:You should put a space in front of parenthesis.
stdin:829:11:18:Use either `` or '' as an alternative to `"'.
stdin:829:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:829:36:18:Use either `` or '' as an alternative to `"'.
stdin:829:44:36:You should put a space in front of parenthesis.
stdin:831:26:36:You should put a space in front of parenthesis.
stdin:831:34:8:Wrong length of dash may have been used.
stdin:831:43:36:You should put a space in front of parenthesis.
stdin:832:27:36:You should put a space in front of parenthesis.
stdin:833:10:36:You should put a space in front of parenthesis.
stdin:833:11:18:Use either `` or '' as an alternative to `"'.
stdin:833:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:833:34:18:Use either `` or '' as an alternative to `"'.
stdin:833:42:36:You should put a space in front of parenthesis.
stdin:843:22:36:You should put a space in front of parenthesis.
stdin:843:27:37:You should avoid spaces in front of parenthesis.
stdin:846:26:36:You should put a space in front of parenthesis.
stdin:849:28:36:You should put a space in front of parenthesis.
stdin:849:38:8:Wrong length of dash may have been used.
stdin:849:47:36:You should put a space in front of parenthesis.
stdin:850:29:36:You should put a space in front of parenthesis.
stdin:851:10:36:You should put a space in front of parenthesis.
stdin:851:11:18:Use either `` or '' as an alternative to `"'.
stdin:851:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:851:36:18:Use either `` or '' as an alternative to `"'.
stdin:851:44:36:You should put a space in front of parenthesis.
stdin:853:26:36:You should put a space in front of parenthesis.
stdin:853:34:8:Wrong length of dash may have been used.
stdin:853:43:36:You should put a space in front of parenthesis.
stdin:854:27:36:You should put a space in front of parenthesis.
stdin:855:10:36:You should put a space in front of parenthesis.
stdin:855:11:18:Use either `` or '' as an alternative to `"'.
stdin:855:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:855:34:18:Use either `` or '' as an alternative to `"'.
stdin:855:42:36:You should put a space in front of parenthesis.
<<>>

(finished - exit code 0) ['/bin/bash', '-c', '''lacheck'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex''']

<<>>
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 12: possible unwanted space at "{"
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 52: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 58: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 60: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 108: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 136: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 300: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 326: missing `\ ' after "e.g."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 328: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/23/main.tex", line 401: Dots should be ellipsis "..."
<<>>

(finished - exit code 1) ['/bin/bash', '-c', 'proselint ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/24/main.tex''']

<<>>

(executable check - failure) redpen
(executable check - failure) vale
(finished - exit code 62) ['/bin/bash', '-c', '''write-good'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/25/main.tex''']

<<>>
In /var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/25/main.tex
=============
% Don't modify this section unless you know what you're doing!
^^^^^^
"modify" is wordy or unneeded on line 2 at column 8
-------------
mplementation details of several different models created
^^^^^^^
"several" is a weasel word on line 30 at column 46
-------------
and validation sets have been reported and is used to compare the
^^^^^^^^^^^^^
"been reported" may be passive voice on line 35 at column 36
-------------
s have been reported and is used to compare the
^^^^^^^
"is used" may be passive voice on line 35 at column 54
-------------
this assignment can be found in the Appendix.
^^^^^^^^
"be found" may be passive voice on line 37 at column 22
-------------
mean of $y_{train}$ was found to be $-9.139e^{-15}$. We then observe that the
^^^^^^^^^
"was found" may be passive voice on line 48 at column 20
-------------
y_{val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^
"it was" is wordy or unneeded on line 49 at column 34
-------------
val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^^^^
"was found" may be passive voice on line 49 at column 37
-------------
original population and is used to measure the precision of how
^^^^^^^
"is used" may be passive voice on line 51 at column 39
-------------
SEM from a single sample is expressed using the following: $$ \sigma_M =
^^^^^^^^^^^^
"is expressed" may be passive voice on line 54 at column 29
-------------
the population which is usually unknown, which is why we
^^^^^^^
"usually" can weaken meaning on line 56 at column 46
-------------
mptotically normal (i.e. normally
^^^^^^^^
"normally" can weaken meaning on line 60 at column 62
-------------
ng that each sample mean is considered as an independent
^^^^^^^^^^^^^
"is considered" may be passive voice on line 61 at column 43
-------------
then evaluate the error bars for the true mean $\mu$ of the population as
^^^^^^^^
"evaluate" is wordy or unneeded on line 63 at column 5
-------------
EM on the validation set was found to be $0.01290$. Using
^^^^^^^^^
"was found" may be passive voice on line 67 at column 47
-------------
this we can obtain the error bar on the estimate of the population's true mean a
^^^^^^
"obtain" is wordy or unneeded on line 68 at column 12
-------------
785 items in $y_{train}$ was found to be
^^^^^^^^^
"was found" may be passive voice on line 70 at column 58
-------------
$0.01193$ and we can obtain the error bar on the estimate of the population's tr
^^^^^^
"obtain" is wordy or unneeded on line 71 at column 21
-------------
ure~\ref{fig:q1}, it can be seen that a majority of the first 5785 values
^^^^^^^
"be seen" may be passive voice on line 82 at column 31
-------------
slice data because they are based on a small about of data as there are only 97
^^^^^^^^^
"are based" may be passive voice on line 89 at column 24
-------------
out of data as there are only 97
^^^^
"only" can weaken meaning on line 89 at column 72
-------------
me from the same person. Additionally, by simply looking at the data we
^^^^^^^^^^^^
"Additionally" can weaken meaning on line 91 at column 32
-------------
person. Additionally, by simply looking at the data we
^^^^^^
"simply" can weaken meaning on line 91 at column 49
-------------
y_{train}$ and $y_{val}$ is skewed --- with
^^^^^^^^^
"is skewed" may be passive voice on line 94 at column 61
-------------
dence intervals (CI) can be presented.
^^^^^^^^^^^^
"be presented" may be passive voice on line 97 at column 45
-------------
The input features that were identified as constants were (in 0-based Python
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 101 at column 24
-------------
the input features that were identified as
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 102 at column 62
-------------
these features were removed from the training, validation, and test sets.
^^^^^^^^^^^^
"were removed" may be passive voice on line 104 at column 15
-------------
ot the same but they are very close. When estimating
^^^^
"very" is a weasel word and can weaken meaning on line 129 at column 49
-------------
f the model OLS seeks to minimize the sum of the
^^^^^^^^
"minimize" is wordy or unneeded on line 130 at column 50
-------------
radient information. The minimize function used for
^^^^^^^^
"minimize" is wordy or unneeded on line 133 at column 54
-------------
memory.Moreover, the objective function is a convex function (i.e. the local
^^^^^^^^^
"objective" is wordy or unneeded on line 136 at column 21
-------------
in the objective function with the same parameter values provided an appropriate
^^^^^^^^^
"objective" is wordy or unneeded on line 138 at column 7
-------------
learning rate is used for the gradient descent approach. By default the `L-BFBS'
^^^^^^^
"is used" may be passive voice on line 139 at column 14
-------------
in PCA, a scree plot can be used as shown in Figure~\ref{fig:q3}. The red line
^^^^^^^
"be used" may be passive voice on line 155 at column 25
-------------
fig:q3}, we can see that approximately 56\% of the variance is
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 164 at column 42
-------------
ely 56\% of the variance is
^^^^^^^^^^^
"is
captured" may be passive voice on line 164 at column 77
-------------
see that a lot of values are concentrated around (or is)
^^^^^^^^^^^^^^^^
"are concentrated" may be passive voice on line 190 at column 47
-------------
values around -0.2 and a few ranging from 0 to 1.15.
^^^
"few" is a weasel word on line 191 at column 40
-------------
majority of the values (approximately 80\%)
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 218 at column 61
-------------
original dataset and the additional binary features
^^^^^^^^^^
"additional" is wordy or unneeded on line 250 at column 49
-------------
some of this information is
^^^^^^^
"is
lost" may be passive voice on line 288 at column 78
-------------
t setting the parameters are initialized with small random values, whereas
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 297 at column 29
-------------
d setting the parameters are initialized using the fits made in the
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 298 at column 37
-------------
ction. The model here is similar to the one in the previous section
^^^^^^^^^^
"similar to" is wordy or unneeded on line 299 at column 36
-------------
previous model these were fit ``independently'. Fitting parameters jointly
^^^^^^^^
"were fit" may be passive voice on line 301 at column 21
-------------
avoids assigning multiple features with high probabilities for a sample as in
^^^^^^^^
"multiple" is wordy or unneeded on line 302 at column 17
-------------
ation strategies. It can be seen that both initialization strategies
^^^^^^^
"be seen" may be passive voice on line 318 at column 34
-------------
$\alpha=10$). However, this is not the case in real-world machine learning
^^^^^^^
"However" is wordy or unneeded on line 329 at column 14
-------------
scenarios and usually perform a grid-search over the set of hyperparameters to
^^^^^^^
"usually" can weaken meaning on line 330 at column 14
-------------
find the ones that minimize the validation error. We could apply the same
^^^^^^^^
"minimize" is wordy or unneeded on line 331 at column 19
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 426 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 434 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 440 at column 6
-------------
alpha = 10
^^^^^
"alpha" is repeated on line 548 at column 4
-------------
# Obtain PCA projection matrix
^^^^^^
"Obtain" is wordy or unneeded on line 599 at column 6
-------------
K = 10
^
"K" is repeated on line 642 at column 4
-------------
# Obtain eigenvalues and eigenvectors
^^^^^^
"Obtain" is wordy or unneeded on line 644 at column 6
-------------
V = V[:, index]
^
"V" is repeated on line 651 at column 4
-------------
ame, '../figures/q3-hist-overall.png'), dpi=300, bbox_inches="tight")
^^^^^^^
"overall" is wordy or unneeded on line 704 at column 58
-------------
References section will be created automatically
^^^^^^^^^^
"be created" may be passive voice on line 863 at column 28
-------------
Note: with this approach it is YOUR responsibility to put them in order
^^^^^
"it is" is wordy or unneeded on line 867 at column 29
<<>>

(finished - exit code 0) ['/bin/bash', '-c', 'chktex -v0 -p stdin -q -I < ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/26/main.tex''']

<<>>
stdin:24:26:8:Wrong length of dash may have been used.
stdin:41:13:8:Wrong length of dash may have been used.
stdin:52:60:12:Interword spacing (`\ ') should perhaps be used.
stdin:58:72:12:Interword spacing (`\ ') should perhaps be used.
stdin:60:62:12:Interword spacing (`\ ') should perhaps be used.
stdin:78:2:24:Delete this space to maintain correct pagereferences.
stdin:81:49:26:You ought to remove spaces in front of punctuation.
stdin:106:13:8:Wrong length of dash may have been used.
stdin:108:40:12:Interword spacing (`\ ') should perhaps be used.
stdin:119:2:24:Delete this space to maintain correct pagereferences.
stdin:120:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:121:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:122:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:125:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:136:67:12:Interword spacing (`\ ') should perhaps be used.
stdin:143:13:8:Wrong length of dash may have been used.
stdin:162:2:24:Delete this space to maintain correct pagereferences.
stdin:173:2:24:Delete this space to maintain correct pagereferences.
stdin:174:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:175:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:176:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:179:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:196:2:24:Delete this space to maintain correct pagereferences.
stdin:214:2:24:Delete this space to maintain correct pagereferences.
stdin:224:2:24:Delete this space to maintain correct pagereferences.
stdin:225:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:226:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:227:25:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:230:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:241:2:24:Delete this space to maintain correct pagereferences.
stdin:242:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:243:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:244:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:245:62:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:259:13:8:Wrong length of dash may have been used.
stdin:273:2:24:Delete this space to maintain correct pagereferences.
stdin:274:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:275:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:276:49:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:277:78:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:292:13:8:Wrong length of dash may have been used.
stdin:300:46:12:Interword spacing (`\ ') should perhaps be used.
stdin:308:2:24:Delete this space to maintain correct pagereferences.
stdin:309:3:44:User Regex: -2:Vertical rules in tables are ugly.
stdin:310:5:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:311:64:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:312:54:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:313:65:44:User Regex: -2:Use \toprule, midrule, or \bottomrule from booktabs.
stdin:323:13:8:Wrong length of dash may have been used.
stdin:326:24:12:Interword spacing (`\ ') should perhaps be used.
stdin:328:52:12:Interword spacing (`\ ') should perhaps be used.
stdin:338:23:36:You should put a space in front of parenthesis.
stdin:339:5:18:Use either `` or '' as an alternative to `"'.
stdin:339:6:18:Use either `` or '' as an alternative to `"'.
stdin:339:7:18:Use either `` or '' as an alternative to `"'.
stdin:342:37:36:You should put a space in front of parenthesis.
stdin:347:14:36:You should put a space in front of parenthesis.
stdin:347:23:36:You should put a space in front of parenthesis.
stdin:347:36:8:Wrong length of dash may have been used.
stdin:347:60:36:You should put a space in front of parenthesis.
stdin:357:5:18:Use either `` or '' as an alternative to `"'.
stdin:357:6:18:Use either `` or '' as an alternative to `"'.
stdin:357:7:18:Use either `` or '' as an alternative to `"'.
stdin:360:21:36:You should put a space in front of parenthesis.
stdin:360:34:36:You should put a space in front of parenthesis.
stdin:361:27:36:You should put a space in front of parenthesis.
stdin:364:15:36:You should put a space in front of parenthesis.
stdin:372:19:36:You should put a space in front of parenthesis.
stdin:372:32:36:You should put a space in front of parenthesis.
stdin:375:19:36:You should put a space in front of parenthesis.
stdin:375:28:36:You should put a space in front of parenthesis.
stdin:378:22:36:You should put a space in front of parenthesis.
stdin:378:41:36:You should put a space in front of parenthesis.
stdin:379:19:36:You should put a space in front of parenthesis.
stdin:379:29:36:You should put a space in front of parenthesis.
stdin:382:18:36:You should put a space in front of parenthesis.
stdin:385:24:36:You should put a space in front of parenthesis.
stdin:389:11:36:You should put a space in front of parenthesis.
stdin:392:17:36:You should put a space in front of parenthesis.
stdin:396:20:36:You should put a space in front of parenthesis.
stdin:397:34:36:You should put a space in front of parenthesis.
stdin:400:16:18:Use either `` or '' as an alternative to `"'.
stdin:400:25:18:Use either `` or '' as an alternative to `"'.
stdin:401:12:18:Use either `` or '' as an alternative to `"'.
stdin:401:25:36:You should put a space in front of parenthesis.
stdin:401:27:11:You should use \ldots to achieve an ellipsis.
stdin:401:32:18:Use either `` or '' as an alternative to `"'.
stdin:402:30:36:You should put a space in front of parenthesis.
stdin:403:28:36:You should put a space in front of parenthesis.
stdin:404:19:36:You should put a space in front of parenthesis.
stdin:422:10:36:You should put a space in front of parenthesis.
stdin:422:11:18:Use either `` or '' as an alternative to `"'.
stdin:422:27:18:Use either `` or '' as an alternative to `"'.
stdin:423:10:36:You should put a space in front of parenthesis.
stdin:423:11:18:Use either `` or '' as an alternative to `"'.
stdin:423:25:18:Use either `` or '' as an alternative to `"'.
stdin:424:10:36:You should put a space in front of parenthesis.
stdin:424:11:18:Use either `` or '' as an alternative to `"'.
stdin:424:27:18:Use either `` or '' as an alternative to `"'.
stdin:429:27:36:You should put a space in front of parenthesis.
stdin:430:25:36:You should put a space in front of parenthesis.
stdin:431:38:36:You should put a space in front of parenthesis.
stdin:432:63:36:You should put a space in front of parenthesis.
stdin:436:34:36:You should put a space in front of parenthesis.
stdin:437:32:36:You should put a space in front of parenthesis.
stdin:438:52:36:You should put a space in front of parenthesis.
stdin:443:25:36:You should put a space in front of parenthesis.
stdin:444:23:36:You should put a space in front of parenthesis.
stdin:445:34:36:You should put a space in front of parenthesis.
stdin:448:10:36:You should put a space in front of parenthesis.
stdin:448:11:18:Use either `` or '' as an alternative to `"'.
stdin:448:31:18:Use either `` or '' as an alternative to `"'.
stdin:448:39:36:You should put a space in front of parenthesis.
stdin:449:10:36:You should put a space in front of parenthesis.
stdin:449:11:18:Use either `` or '' as an alternative to `"'.
stdin:449:36:18:Use either `` or '' as an alternative to `"'.
stdin:449:44:36:You should put a space in front of parenthesis.
stdin:450:10:36:You should put a space in front of parenthesis.
stdin:450:11:18:Use either `` or '' as an alternative to `"'.
stdin:450:34:18:Use either `` or '' as an alternative to `"'.
stdin:450:42:36:You should put a space in front of parenthesis.
stdin:451:10:36:You should put a space in front of parenthesis.
stdin:451:11:18:Use either `` or '' as an alternative to `"'.
stdin:451:27:18:Use either `` or '' as an alternative to `"'.
stdin:451:35:36:You should put a space in front of parenthesis.
stdin:452:10:36:You should put a space in front of parenthesis.
stdin:452:11:18:Use either `` or '' as an alternative to `"'.
stdin:452:29:18:Use either `` or '' as an alternative to `"'.
stdin:452:37:36:You should put a space in front of parenthesis.
stdin:454:10:36:You should put a space in front of parenthesis.
stdin:454:11:18:Use either `` or '' as an alternative to `"'.
stdin:454:38:18:Use either `` or '' as an alternative to `"'.
stdin:454:46:36:You should put a space in front of parenthesis.
stdin:455:10:36:You should put a space in front of parenthesis.
stdin:455:11:18:Use either `` or '' as an alternative to `"'.
stdin:455:41:18:Use either `` or '' as an alternative to `"'.
stdin:455:49:36:You should put a space in front of parenthesis.
stdin:456:10:36:You should put a space in front of parenthesis.
stdin:456:11:18:Use either `` or '' as an alternative to `"'.
stdin:456:34:18:Use either `` or '' as an alternative to `"'.
stdin:456:42:36:You should put a space in front of parenthesis.
stdin:457:10:36:You should put a space in front of parenthesis.
stdin:457:11:18:Use either `` or '' as an alternative to `"'.
stdin:457:36:18:Use either `` or '' as an alternative to `"'.
stdin:457:44:36:You should put a space in front of parenthesis.
stdin:459:10:36:You should put a space in front of parenthesis.
stdin:459:11:18:Use either `` or '' as an alternative to `"'.
stdin:459:29:18:Use either `` or '' as an alternative to `"'.
stdin:459:37:36:You should put a space in front of parenthesis.
stdin:460:10:36:You should put a space in front of parenthesis.
stdin:460:11:18:Use either `` or '' as an alternative to `"'.
stdin:460:26:18:Use either `` or '' as an alternative to `"'.
stdin:460:34:36:You should put a space in front of parenthesis.
stdin:461:10:36:You should put a space in front of parenthesis.
stdin:461:11:18:Use either `` or '' as an alternative to `"'.
stdin:461:25:18:Use either `` or '' as an alternative to `"'.
stdin:461:33:36:You should put a space in front of parenthesis.
stdin:462:10:36:You should put a space in front of parenthesis.
stdin:462:11:18:Use either `` or '' as an alternative to `"'.
stdin:462:27:18:Use either `` or '' as an alternative to `"'.
stdin:462:35:36:You should put a space in front of parenthesis.
stdin:464:18:36:You should put a space in front of parenthesis.
stdin:465:21:36:You should put a space in front of parenthesis.
stdin:465:30:36:You should put a space in front of parenthesis.
stdin:467:26:36:You should put a space in front of parenthesis.
stdin:468:15:36:You should put a space in front of parenthesis.
stdin:469:13:36:You should put a space in front of parenthesis.
stdin:469:33:18:Use either `` or '' as an alternative to `"'.
stdin:469:34:18:Use either `` or '' as an alternative to `"'.
stdin:469:44:18:Use either `` or '' as an alternative to `"'.
stdin:469:46:18:Use either `` or '' as an alternative to `"'.
stdin:470:19:36:You should put a space in front of parenthesis.
stdin:470:20:18:Use either `` or '' as an alternative to `"'.
stdin:470:34:18:Use either `` or '' as an alternative to `"'.
stdin:471:19:36:You should put a space in front of parenthesis.
stdin:471:20:18:Use either `` or '' as an alternative to `"'.
stdin:471:37:18:Use either `` or '' as an alternative to `"'.
stdin:472:17:36:You should put a space in front of parenthesis.
stdin:474:26:36:You should put a space in front of parenthesis.
stdin:475:15:36:You should put a space in front of parenthesis.
stdin:476:13:36:You should put a space in front of parenthesis.
stdin:476:31:18:Use either `` or '' as an alternative to `"'.
stdin:476:32:18:Use either `` or '' as an alternative to `"'.
stdin:476:42:18:Use either `` or '' as an alternative to `"'.
stdin:476:44:18:Use either `` or '' as an alternative to `"'.
stdin:477:19:36:You should put a space in front of parenthesis.
stdin:477:20:18:Use either `` or '' as an alternative to `"'.
stdin:477:34:18:Use either `` or '' as an alternative to `"'.
stdin:478:19:36:You should put a space in front of parenthesis.
stdin:478:20:18:Use either `` or '' as an alternative to `"'.
stdin:478:35:18:Use either `` or '' as an alternative to `"'.
stdin:479:17:36:You should put a space in front of parenthesis.
stdin:481:15:36:You should put a space in front of parenthesis.
stdin:482:16:36:You should put a space in front of parenthesis.
stdin:482:29:36:You should put a space in front of parenthesis.
stdin:482:82:18:Use either `` or '' as an alternative to `"'.
stdin:482:88:18:Use either `` or '' as an alternative to `"'.
stdin:488:10:36:You should put a space in front of parenthesis.
stdin:488:11:18:Use either `` or '' as an alternative to `"'.
stdin:488:27:18:Use either `` or '' as an alternative to `"'.
stdin:489:10:36:You should put a space in front of parenthesis.
stdin:489:11:18:Use either `` or '' as an alternative to `"'.
stdin:489:25:18:Use either `` or '' as an alternative to `"'.
stdin:490:10:36:You should put a space in front of parenthesis.
stdin:490:11:18:Use either `` or '' as an alternative to `"'.
stdin:490:27:18:Use either `` or '' as an alternative to `"'.
stdin:493:10:36:You should put a space in front of parenthesis.
stdin:493:11:18:Use either `` or '' as an alternative to `"'.
stdin:493:29:18:Use either `` or '' as an alternative to `"'.
stdin:493:37:36:You should put a space in front of parenthesis.
stdin:494:10:36:You should put a space in front of parenthesis.
stdin:494:11:18:Use either `` or '' as an alternative to `"'.
stdin:494:27:18:Use either `` or '' as an alternative to `"'.
stdin:494:35:36:You should put a space in front of parenthesis.
stdin:495:10:36:You should put a space in front of parenthesis.
stdin:495:11:18:Use either `` or '' as an alternative to `"'.
stdin:495:30:18:Use either `` or '' as an alternative to `"'.
stdin:495:38:36:You should put a space in front of parenthesis.
stdin:496:38:36:You should put a space in front of parenthesis.
stdin:496:60:26:You ought to remove spaces in front of punctuation.
stdin:497:46:36:You should put a space in front of parenthesis.
stdin:498:36:36:You should put a space in front of parenthesis.
stdin:498:54:26:You ought to remove spaces in front of punctuation.
stdin:499:44:36:You should put a space in front of parenthesis.
stdin:500:37:36:You should put a space in front of parenthesis.
stdin:500:57:26:You ought to remove spaces in front of punctuation.
stdin:501:45:36:You should put a space in front of parenthesis.
stdin:504:58:36:You should put a space in front of parenthesis.
stdin:505:53:36:You should put a space in front of parenthesis.
stdin:507:10:36:You should put a space in front of parenthesis.
stdin:507:11:18:Use either `` or '' as an alternative to `"'.
stdin:507:41:18:Use either `` or '' as an alternative to `"'.
stdin:507:49:36:You should put a space in front of parenthesis.
stdin:508:10:36:You should put a space in front of parenthesis.
stdin:508:11:18:Use either `` or '' as an alternative to `"'.
stdin:508:39:18:Use either `` or '' as an alternative to `"'.
stdin:508:47:36:You should put a space in front of parenthesis.
stdin:509:10:36:You should put a space in front of parenthesis.
stdin:509:11:18:Use either `` or '' as an alternative to `"'.
stdin:509:40:18:Use either `` or '' as an alternative to `"'.
stdin:509:48:36:You should put a space in front of parenthesis.
stdin:510:10:36:You should put a space in front of parenthesis.
stdin:510:11:18:Use either `` or '' as an alternative to `"'.
stdin:510:44:18:Use either `` or '' as an alternative to `"'.
stdin:510:52:36:You should put a space in front of parenthesis.
stdin:513:26:36:You should put a space in front of parenthesis.
stdin:514:24:36:You should put a space in front of parenthesis.
stdin:515:25:36:You should put a space in front of parenthesis.
stdin:516:10:36:You should put a space in front of parenthesis.
stdin:516:11:18:Use either `` or '' as an alternative to `"'.
stdin:516:37:18:Use either `` or '' as an alternative to `"'.
stdin:516:45:36:You should put a space in front of parenthesis.
stdin:517:10:36:You should put a space in front of parenthesis.
stdin:517:11:18:Use either `` or '' as an alternative to `"'.
stdin:517:35:18:Use either `` or '' as an alternative to `"'.
stdin:517:43:36:You should put a space in front of parenthesis.
stdin:518:10:36:You should put a space in front of parenthesis.
stdin:518:11:18:Use either `` or '' as an alternative to `"'.
stdin:518:38:18:Use either `` or '' as an alternative to `"'.
stdin:518:46:36:You should put a space in front of parenthesis.
stdin:522:19:36:You should put a space in front of parenthesis.
stdin:523:23:36:You should put a space in front of parenthesis.
stdin:524:30:36:You should put a space in front of parenthesis.
stdin:525:49:36:You should put a space in front of parenthesis.
stdin:526:10:36:You should put a space in front of parenthesis.
stdin:526:11:18:Use either `` or '' as an alternative to `"'.
stdin:526:42:18:Use either `` or '' as an alternative to `"'.
stdin:526:50:36:You should put a space in front of parenthesis.
stdin:528:34:36:You should put a space in front of parenthesis.
stdin:528:44:36:You should put a space in front of parenthesis.
stdin:529:10:36:You should put a space in front of parenthesis.
stdin:529:11:18:Use either `` or '' as an alternative to `"'.
stdin:529:33:18:Use either `` or '' as an alternative to `"'.
stdin:529:41:36:You should put a space in front of parenthesis.
stdin:531:24:36:You should put a space in front of parenthesis.
stdin:532:22:36:You should put a space in front of parenthesis.
stdin:533:23:36:You should put a space in front of parenthesis.
stdin:535:10:36:You should put a space in front of parenthesis.
stdin:535:11:18:Use either `` or '' as an alternative to `"'.
stdin:535:37:18:Use either `` or '' as an alternative to `"'.
stdin:535:45:36:You should put a space in front of parenthesis.
stdin:536:10:36:You should put a space in front of parenthesis.
stdin:536:11:18:Use either `` or '' as an alternative to `"'.
stdin:536:35:18:Use either `` or '' as an alternative to `"'.
stdin:536:43:36:You should put a space in front of parenthesis.
stdin:537:10:36:You should put a space in front of parenthesis.
stdin:537:11:18:Use either `` or '' as an alternative to `"'.
stdin:537:38:18:Use either `` or '' as an alternative to `"'.
stdin:537:46:36:You should put a space in front of parenthesis.
stdin:543:10:36:You should put a space in front of parenthesis.
stdin:543:11:18:Use either `` or '' as an alternative to `"'.
stdin:543:27:18:Use either `` or '' as an alternative to `"'.
stdin:544:10:36:You should put a space in front of parenthesis.
stdin:544:11:18:Use either `` or '' as an alternative to `"'.
stdin:544:24:18:Use either `` or '' as an alternative to `"'.
stdin:545:10:36:You should put a space in front of parenthesis.
stdin:545:11:18:Use either `` or '' as an alternative to `"'.
stdin:545:27:18:Use either `` or '' as an alternative to `"'.
stdin:551:25:36:You should put a space in front of parenthesis.
stdin:554:46:36:You should put a space in front of parenthesis.
stdin:555:26:36:You should put a space in front of parenthesis.
stdin:559:30:36:You should put a space in front of parenthesis.
stdin:559:39:36:You should put a space in front of parenthesis.
stdin:560:30:36:You should put a space in front of parenthesis.
stdin:560:40:8:Wrong length of dash may have been used.
stdin:560:48:36:You should put a space in front of parenthesis.
stdin:561:31:36:You should put a space in front of parenthesis.
stdin:562:10:36:You should put a space in front of parenthesis.
stdin:562:11:18:Use either `` or '' as an alternative to `"'.
stdin:562:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:562:40:18:Use either `` or '' as an alternative to `"'.
stdin:562:48:36:You should put a space in front of parenthesis.
stdin:565:28:36:You should put a space in front of parenthesis.
stdin:565:37:36:You should put a space in front of parenthesis.
stdin:566:28:36:You should put a space in front of parenthesis.
stdin:566:36:8:Wrong length of dash may have been used.
stdin:566:44:36:You should put a space in front of parenthesis.
stdin:567:29:36:You should put a space in front of parenthesis.
stdin:568:10:36:You should put a space in front of parenthesis.
stdin:568:11:18:Use either `` or '' as an alternative to `"'.
stdin:568:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:568:40:18:Use either `` or '' as an alternative to `"'.
stdin:568:48:36:You should put a space in front of parenthesis.
stdin:572:32:36:You should put a space in front of parenthesis.
stdin:572:41:36:You should put a space in front of parenthesis.
stdin:573:32:36:You should put a space in front of parenthesis.
stdin:573:42:8:Wrong length of dash may have been used.
stdin:573:50:36:You should put a space in front of parenthesis.
stdin:574:33:36:You should put a space in front of parenthesis.
stdin:575:10:36:You should put a space in front of parenthesis.
stdin:575:11:18:Use either `` or '' as an alternative to `"'.
stdin:575:41:13:Intersentence spacing (`\@') should perhaps be used.
stdin:575:45:18:Use either `` or '' as an alternative to `"'.
stdin:575:53:36:You should put a space in front of parenthesis.
stdin:578:30:36:You should put a space in front of parenthesis.
stdin:578:39:36:You should put a space in front of parenthesis.
stdin:579:30:36:You should put a space in front of parenthesis.
stdin:579:38:8:Wrong length of dash may have been used.
stdin:579:46:36:You should put a space in front of parenthesis.
stdin:580:31:36:You should put a space in front of parenthesis.
stdin:581:10:36:You should put a space in front of parenthesis.
stdin:581:11:18:Use either `` or '' as an alternative to `"'.
stdin:581:39:13:Intersentence spacing (`\@') should perhaps be used.
stdin:581:45:18:Use either `` or '' as an alternative to `"'.
stdin:581:53:36:You should put a space in front of parenthesis.
stdin:587:10:36:You should put a space in front of parenthesis.
stdin:587:11:18:Use either `` or '' as an alternative to `"'.
stdin:587:27:18:Use either `` or '' as an alternative to `"'.
stdin:588:10:36:You should put a space in front of parenthesis.
stdin:588:11:18:Use either `` or '' as an alternative to `"'.
stdin:588:25:18:Use either `` or '' as an alternative to `"'.
stdin:589:10:36:You should put a space in front of parenthesis.
stdin:589:11:18:Use either `` or '' as an alternative to `"'.
stdin:589:27:18:Use either `` or '' as an alternative to `"'.
stdin:592:25:36:You should put a space in front of parenthesis.
stdin:593:23:36:You should put a space in front of parenthesis.
stdin:596:26:8:Wrong length of dash may have been used.
stdin:597:22:8:Wrong length of dash may have been used.
stdin:600:20:36:You should put a space in front of parenthesis.
stdin:603:25:36:You should put a space in front of parenthesis.
stdin:603:42:26:You ought to remove spaces in front of punctuation.
stdin:604:23:36:You should put a space in front of parenthesis.
stdin:604:38:26:You ought to remove spaces in front of punctuation.
stdin:607:26:36:You should put a space in front of parenthesis.
stdin:607:43:26:You ought to remove spaces in front of punctuation.
stdin:608:24:36:You should put a space in front of parenthesis.
stdin:608:39:26:You ought to remove spaces in front of punctuation.
stdin:611:29:36:You should put a space in front of parenthesis.
stdin:612:30:36:You should put a space in front of parenthesis.
stdin:617:33:36:You should put a space in front of parenthesis.
stdin:617:42:36:You should put a space in front of parenthesis.
stdin:618:33:36:You should put a space in front of parenthesis.
stdin:618:43:8:Wrong length of dash may have been used.
stdin:618:51:36:You should put a space in front of parenthesis.
stdin:619:34:36:You should put a space in front of parenthesis.
stdin:620:10:36:You should put a space in front of parenthesis.
stdin:620:11:18:Use either `` or '' as an alternative to `"'.
stdin:620:47:18:Use either `` or '' as an alternative to `"'.
stdin:620:55:36:You should put a space in front of parenthesis.
stdin:623:31:36:You should put a space in front of parenthesis.
stdin:623:40:36:You should put a space in front of parenthesis.
stdin:624:31:36:You should put a space in front of parenthesis.
stdin:624:39:8:Wrong length of dash may have been used.
stdin:624:47:36:You should put a space in front of parenthesis.
stdin:625:32:36:You should put a space in front of parenthesis.
stdin:626:10:36:You should put a space in front of parenthesis.
stdin:626:11:18:Use either `` or '' as an alternative to `"'.
stdin:626:47:18:Use either `` or '' as an alternative to `"'.
stdin:626:55:36:You should put a space in front of parenthesis.
stdin:629:33:36:You should put a space in front of parenthesis.
stdin:629:42:36:You should put a space in front of parenthesis.
stdin:630:33:36:You should put a space in front of parenthesis.
stdin:630:43:8:Wrong length of dash may have been used.
stdin:630:51:36:You should put a space in front of parenthesis.
stdin:631:34:36:You should put a space in front of parenthesis.
stdin:632:10:36:You should put a space in front of parenthesis.
stdin:632:11:18:Use either `` or '' as an alternative to `"'.
stdin:632:48:18:Use either `` or '' as an alternative to `"'.
stdin:632:56:36:You should put a space in front of parenthesis.
stdin:635:31:36:You should put a space in front of parenthesis.
stdin:635:40:36:You should put a space in front of parenthesis.
stdin:636:31:36:You should put a space in front of parenthesis.
stdin:636:39:8:Wrong length of dash may have been used.
stdin:636:47:36:You should put a space in front of parenthesis.
stdin:637:32:36:You should put a space in front of parenthesis.
stdin:638:10:36:You should put a space in front of parenthesis.
stdin:638:11:18:Use either `` or '' as an alternative to `"'.
stdin:638:48:18:Use either `` or '' as an alternative to `"'.
stdin:638:56:36:You should put a space in front of parenthesis.
stdin:645:25:36:You should put a space in front of parenthesis.
stdin:645:32:36:You should put a space in front of parenthesis.
stdin:648:23:36:You should put a space in front of parenthesis.
stdin:653:19:36:You should put a space in front of parenthesis.
stdin:655:39:36:You should put a space in front of parenthesis.
stdin:657:21:36:You should put a space in front of parenthesis.
stdin:657:30:36:You should put a space in front of parenthesis.
stdin:658:13:36:You should put a space in front of parenthesis.
stdin:658:31:18:Use either `` or '' as an alternative to `"'.
stdin:658:34:18:Use either `` or '' as an alternative to `"'.
stdin:658:43:18:Use either `` or '' as an alternative to `"'.
stdin:658:66:18:Use either `` or '' as an alternative to `"'.
stdin:659:13:36:You should put a space in front of parenthesis.
stdin:659:42:18:Use either `` or '' as an alternative to `"'.
stdin:659:45:18:Use either `` or '' as an alternative to `"'.
stdin:659:54:18:Use either `` or '' as an alternative to `"'.
stdin:659:74:18:Use either `` or '' as an alternative to `"'.
stdin:660:19:36:You should put a space in front of parenthesis.
stdin:661:18:36:You should put a space in front of parenthesis.
stdin:662:18:36:You should put a space in front of parenthesis.
stdin:663:15:36:You should put a space in front of parenthesis.
stdin:663:16:18:Use either `` or '' as an alternative to `"'.
stdin:663:47:18:Use either `` or '' as an alternative to `"'.
stdin:664:15:36:You should put a space in front of parenthesis.
stdin:664:16:18:Use either `` or '' as an alternative to `"'.
stdin:664:25:18:Use either `` or '' as an alternative to `"'.
stdin:665:16:36:You should put a space in front of parenthesis.
stdin:665:17:18:Use either `` or '' as an alternative to `"'.
stdin:665:28:18:Use either `` or '' as an alternative to `"'.
stdin:666:15:36:You should put a space in front of parenthesis.
stdin:667:16:36:You should put a space in front of parenthesis.
stdin:667:29:36:You should put a space in front of parenthesis.
stdin:667:82:18:Use either `` or '' as an alternative to `"'.
stdin:667:88:18:Use either `` or '' as an alternative to `"'.
stdin:673:10:36:You should put a space in front of parenthesis.
stdin:673:11:18:Use either `` or '' as an alternative to `"'.
stdin:673:27:18:Use either `` or '' as an alternative to `"'.
stdin:674:10:36:You should put a space in front of parenthesis.
stdin:674:11:18:Use either `` or '' as an alternative to `"'.
stdin:674:25:18:Use either `` or '' as an alternative to `"'.
stdin:675:10:36:You should put a space in front of parenthesis.
stdin:675:11:18:Use either `` or '' as an alternative to `"'.
stdin:675:27:18:Use either `` or '' as an alternative to `"'.
stdin:679:21:36:You should put a space in front of parenthesis.
stdin:679:30:36:You should put a space in front of parenthesis.
stdin:680:13:36:You should put a space in front of parenthesis.
stdin:680:40:36:You should put a space in front of parenthesis.
stdin:680:44:36:You should put a space in front of parenthesis.
stdin:680:64:36:You should put a space in front of parenthesis.
stdin:681:15:36:You should put a space in front of parenthesis.
stdin:681:16:18:Use either `` or '' as an alternative to `"'.
stdin:681:26:18:Use either `` or '' as an alternative to `"'.
stdin:682:15:36:You should put a space in front of parenthesis.
stdin:682:16:18:Use either `` or '' as an alternative to `"'.
stdin:682:39:18:Use either `` or '' as an alternative to `"'.
stdin:683:16:36:You should put a space in front of parenthesis.
stdin:683:29:36:You should put a space in front of parenthesis.
stdin:683:89:18:Use either `` or '' as an alternative to `"'.
stdin:683:95:18:Use either `` or '' as an alternative to `"'.
stdin:686:21:36:You should put a space in front of parenthesis.
stdin:686:30:36:You should put a space in front of parenthesis.
stdin:687:13:36:You should put a space in front of parenthesis.
stdin:687:40:36:You should put a space in front of parenthesis.
stdin:687:44:36:You should put a space in front of parenthesis.
stdin:687:64:36:You should put a space in front of parenthesis.
stdin:688:15:36:You should put a space in front of parenthesis.
stdin:688:16:18:Use either `` or '' as an alternative to `"'.
stdin:688:26:18:Use either `` or '' as an alternative to `"'.
stdin:689:15:36:You should put a space in front of parenthesis.
stdin:689:16:18:Use either `` or '' as an alternative to `"'.
stdin:689:40:18:Use either `` or '' as an alternative to `"'.
stdin:690:16:36:You should put a space in front of parenthesis.
stdin:690:29:36:You should put a space in front of parenthesis.
stdin:690:90:18:Use either `` or '' as an alternative to `"'.
stdin:690:96:18:Use either `` or '' as an alternative to `"'.
stdin:693:21:36:You should put a space in front of parenthesis.
stdin:693:30:36:You should put a space in front of parenthesis.
stdin:694:13:36:You should put a space in front of parenthesis.
stdin:694:40:36:You should put a space in front of parenthesis.
stdin:694:44:36:You should put a space in front of parenthesis.
stdin:694:64:36:You should put a space in front of parenthesis.
stdin:695:15:36:You should put a space in front of parenthesis.
stdin:695:16:18:Use either `` or '' as an alternative to `"'.
stdin:695:26:18:Use either `` or '' as an alternative to `"'.
stdin:696:15:36:You should put a space in front of parenthesis.
stdin:696:16:18:Use either `` or '' as an alternative to `"'.
stdin:696:40:18:Use either `` or '' as an alternative to `"'.
stdin:697:16:36:You should put a space in front of parenthesis.
stdin:697:29:36:You should put a space in front of parenthesis.
stdin:697:90:18:Use either `` or '' as an alternative to `"'.
stdin:697:96:18:Use either `` or '' as an alternative to `"'.
stdin:699:21:36:You should put a space in front of parenthesis.
stdin:699:30:36:You should put a space in front of parenthesis.
stdin:700:13:36:You should put a space in front of parenthesis.
stdin:700:29:36:You should put a space in front of parenthesis.
stdin:700:44:36:You should put a space in front of parenthesis.
stdin:700:48:36:You should put a space in front of parenthesis.
stdin:700:64:36:You should put a space in front of parenthesis.
stdin:700:72:36:You should put a space in front of parenthesis.
stdin:700:88:36:You should put a space in front of parenthesis.
stdin:701:15:36:You should put a space in front of parenthesis.
stdin:701:16:18:Use either `` or '' as an alternative to `"'.
stdin:701:26:18:Use either `` or '' as an alternative to `"'.
stdin:702:15:36:You should put a space in front of parenthesis.
stdin:702:16:18:Use either `` or '' as an alternative to `"'.
stdin:702:46:18:Use either `` or '' as an alternative to `"'.
stdin:703:15:36:You should put a space in front of parenthesis.
stdin:704:16:36:You should put a space in front of parenthesis.
stdin:704:29:36:You should put a space in front of parenthesis.
stdin:704:95:18:Use either `` or '' as an alternative to `"'.
stdin:704:101:18:Use either `` or '' as an alternative to `"'.
stdin:707:31:36:You should put a space in front of parenthesis.
stdin:707:53:36:You should put a space in front of parenthesis.
stdin:708:30:36:You should put a space in front of parenthesis.
stdin:708:56:36:You should put a space in front of parenthesis.
stdin:710:10:36:You should put a space in front of parenthesis.
stdin:710:11:18:Use either `` or '' as an alternative to `"'.
stdin:710:31:18:Use either `` or '' as an alternative to `"'.
stdin:710:39:36:You should put a space in front of parenthesis.
stdin:711:10:36:You should put a space in front of parenthesis.
stdin:711:11:18:Use either `` or '' as an alternative to `"'.
stdin:711:35:18:Use either `` or '' as an alternative to `"'.
stdin:711:43:36:You should put a space in front of parenthesis.
stdin:713:22:26:You ought to remove spaces in front of punctuation.
stdin:713:39:36:You should put a space in front of parenthesis.
stdin:715:25:36:You should put a space in front of parenthesis.
stdin:716:23:36:You should put a space in front of parenthesis.
stdin:717:10:36:You should put a space in front of parenthesis.
stdin:717:11:18:Use either `` or '' as an alternative to `"'.
stdin:717:39:18:Use either `` or '' as an alternative to `"'.
stdin:717:47:36:You should put a space in front of parenthesis.
stdin:720:29:36:You should put a space in front of parenthesis.
stdin:724:34:36:You should put a space in front of parenthesis.
stdin:724:43:36:You should put a space in front of parenthesis.
stdin:725:34:36:You should put a space in front of parenthesis.
stdin:725:44:8:Wrong length of dash may have been used.
stdin:725:52:36:You should put a space in front of parenthesis.
stdin:726:35:36:You should put a space in front of parenthesis.
stdin:727:10:36:You should put a space in front of parenthesis.
stdin:727:11:18:Use either `` or '' as an alternative to `"'.
stdin:727:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:727:40:18:Use either `` or '' as an alternative to `"'.
stdin:727:48:36:You should put a space in front of parenthesis.
stdin:730:32:36:You should put a space in front of parenthesis.
stdin:730:41:36:You should put a space in front of parenthesis.
stdin:731:32:36:You should put a space in front of parenthesis.
stdin:731:40:8:Wrong length of dash may have been used.
stdin:731:48:36:You should put a space in front of parenthesis.
stdin:732:33:36:You should put a space in front of parenthesis.
stdin:733:10:36:You should put a space in front of parenthesis.
stdin:733:11:18:Use either `` or '' as an alternative to `"'.
stdin:733:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:733:40:18:Use either `` or '' as an alternative to `"'.
stdin:733:48:36:You should put a space in front of parenthesis.
stdin:739:10:36:You should put a space in front of parenthesis.
stdin:739:11:18:Use either `` or '' as an alternative to `"'.
stdin:739:27:18:Use either `` or '' as an alternative to `"'.
stdin:740:10:36:You should put a space in front of parenthesis.
stdin:740:11:18:Use either `` or '' as an alternative to `"'.
stdin:740:24:18:Use either `` or '' as an alternative to `"'.
stdin:741:10:36:You should put a space in front of parenthesis.
stdin:741:11:18:Use either `` or '' as an alternative to `"'.
stdin:741:27:18:Use either `` or '' as an alternative to `"'.
stdin:743:16:36:You should put a space in front of parenthesis.
stdin:744:16:36:You should put a space in front of parenthesis.
stdin:745:18:36:You should put a space in front of parenthesis.
stdin:746:29:36:You should put a space in front of parenthesis.
stdin:754:21:36:You should put a space in front of parenthesis.
stdin:757:20:36:You should put a space in front of parenthesis.
stdin:759:43:36:You should put a space in front of parenthesis.
stdin:762:32:36:You should put a space in front of parenthesis.
stdin:768:25:36:You should put a space in front of parenthesis.
stdin:768:34:36:You should put a space in front of parenthesis.
stdin:771:21:36:You should put a space in front of parenthesis.
stdin:771:32:36:You should put a space in front of parenthesis.
stdin:771:40:36:You should put a space in front of parenthesis.
stdin:777:23:36:You should put a space in front of parenthesis.
stdin:777:32:36:You should put a space in front of parenthesis.
stdin:780:19:36:You should put a space in front of parenthesis.
stdin:780:30:36:You should put a space in front of parenthesis.
stdin:780:38:36:You should put a space in front of parenthesis.
stdin:783:27:36:You should put a space in front of parenthesis.
stdin:787:34:36:You should put a space in front of parenthesis.
stdin:787:43:36:You should put a space in front of parenthesis.
stdin:788:34:36:You should put a space in front of parenthesis.
stdin:788:44:8:Wrong length of dash may have been used.
stdin:788:52:36:You should put a space in front of parenthesis.
stdin:789:35:36:You should put a space in front of parenthesis.
stdin:790:10:36:You should put a space in front of parenthesis.
stdin:790:11:18:Use either `` or '' as an alternative to `"'.
stdin:790:36:13:Intersentence spacing (`\@') should perhaps be used.
stdin:790:40:18:Use either `` or '' as an alternative to `"'.
stdin:790:48:36:You should put a space in front of parenthesis.
stdin:793:32:36:You should put a space in front of parenthesis.
stdin:793:41:36:You should put a space in front of parenthesis.
stdin:794:32:36:You should put a space in front of parenthesis.
stdin:794:40:8:Wrong length of dash may have been used.
stdin:794:48:36:You should put a space in front of parenthesis.
stdin:795:33:36:You should put a space in front of parenthesis.
stdin:796:10:36:You should put a space in front of parenthesis.
stdin:796:11:18:Use either `` or '' as an alternative to `"'.
stdin:796:34:13:Intersentence spacing (`\@') should perhaps be used.
stdin:796:40:18:Use either `` or '' as an alternative to `"'.
stdin:796:48:36:You should put a space in front of parenthesis.
stdin:802:10:36:You should put a space in front of parenthesis.
stdin:802:11:18:Use either `` or '' as an alternative to `"'.
stdin:802:27:18:Use either `` or '' as an alternative to `"'.
stdin:803:10:36:You should put a space in front of parenthesis.
stdin:803:11:18:Use either `` or '' as an alternative to `"'.
stdin:803:24:18:Use either `` or '' as an alternative to `"'.
stdin:804:10:36:You should put a space in front of parenthesis.
stdin:804:11:18:Use either `` or '' as an alternative to `"'.
stdin:804:27:18:Use either `` or '' as an alternative to `"'.
stdin:811:19:36:You should put a space in front of parenthesis.
stdin:815:34:36:You should put a space in front of parenthesis.
stdin:815:45:36:You should put a space in front of parenthesis.
stdin:817:23:36:You should put a space in front of parenthesis.
stdin:819:33:36:You should put a space in front of parenthesis.
stdin:819:46:36:You should put a space in front of parenthesis.
stdin:821:23:36:You should put a space in front of parenthesis.
stdin:824:26:36:You should put a space in front of parenthesis.
stdin:827:28:36:You should put a space in front of parenthesis.
stdin:827:38:8:Wrong length of dash may have been used.
stdin:827:47:36:You should put a space in front of parenthesis.
stdin:828:29:36:You should put a space in front of parenthesis.
stdin:829:10:36:You should put a space in front of parenthesis.
stdin:829:11:18:Use either `` or '' as an alternative to `"'.
stdin:829:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:829:36:18:Use either `` or '' as an alternative to `"'.
stdin:829:44:36:You should put a space in front of parenthesis.
stdin:831:26:36:You should put a space in front of parenthesis.
stdin:831:34:8:Wrong length of dash may have been used.
stdin:831:43:36:You should put a space in front of parenthesis.
stdin:832:27:36:You should put a space in front of parenthesis.
stdin:833:10:36:You should put a space in front of parenthesis.
stdin:833:11:18:Use either `` or '' as an alternative to `"'.
stdin:833:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:833:34:18:Use either `` or '' as an alternative to `"'.
stdin:833:42:36:You should put a space in front of parenthesis.
stdin:843:22:36:You should put a space in front of parenthesis.
stdin:843:27:37:You should avoid spaces in front of parenthesis.
stdin:846:26:36:You should put a space in front of parenthesis.
stdin:849:28:36:You should put a space in front of parenthesis.
stdin:849:38:8:Wrong length of dash may have been used.
stdin:849:47:36:You should put a space in front of parenthesis.
stdin:850:29:36:You should put a space in front of parenthesis.
stdin:851:10:36:You should put a space in front of parenthesis.
stdin:851:11:18:Use either `` or '' as an alternative to `"'.
stdin:851:32:13:Intersentence spacing (`\@') should perhaps be used.
stdin:851:36:18:Use either `` or '' as an alternative to `"'.
stdin:851:44:36:You should put a space in front of parenthesis.
stdin:853:26:36:You should put a space in front of parenthesis.
stdin:853:34:8:Wrong length of dash may have been used.
stdin:853:43:36:You should put a space in front of parenthesis.
stdin:854:27:36:You should put a space in front of parenthesis.
stdin:855:10:36:You should put a space in front of parenthesis.
stdin:855:11:18:Use either `` or '' as an alternative to `"'.
stdin:855:30:13:Intersentence spacing (`\@') should perhaps be used.
stdin:855:34:18:Use either `` or '' as an alternative to `"'.
stdin:855:42:36:You should put a space in front of parenthesis.
<<>>

(finished - exit code 0) ['/bin/bash', '-c', '''lacheck'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex''']

<<>>
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 12: possible unwanted space at "{"
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 52: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 58: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 60: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 108: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 136: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 300: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 326: missing `\ ' after "e.g."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 328: missing `\ ' after "i.e."
"/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/27/main.tex", line 401: Dots should be ellipsis "..."
<<>>

(finished - exit code 1) ['/bin/bash', '-c', 'proselint ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/28/main.tex''']

<<>>

(executable check - failure) redpen
(executable check - failure) vale
(finished - exit code 62) ['/bin/bash', '-c', '''write-good'' ''/var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/29/main.tex''']

<<>>
In /var/folders/dq/pc9156z1727gxcpzmyydsk6h0000gn/T/vPD5MrQ/29/main.tex
=============
% Don't modify this section unless you know what you're doing!
^^^^^^
"modify" is wordy or unneeded on line 2 at column 8
-------------
mplementation details of several different models created
^^^^^^^
"several" is a weasel word on line 30 at column 46
-------------
and validation sets have been reported and is used to compare the
^^^^^^^^^^^^^
"been reported" may be passive voice on line 35 at column 36
-------------
s have been reported and is used to compare the
^^^^^^^
"is used" may be passive voice on line 35 at column 54
-------------
this assignment can be found in the Appendix.
^^^^^^^^
"be found" may be passive voice on line 37 at column 22
-------------
mean of $y_{train}$ was found to be $-9.139e^{-15}$. We then observe that the
^^^^^^^^^
"was found" may be passive voice on line 48 at column 20
-------------
y_{val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^
"it was" is wordy or unneeded on line 49 at column 34
-------------
val}$ is not zero and it was found to be $-0.2160$. The standard
^^^^^^^^^
"was found" may be passive voice on line 49 at column 37
-------------
original population and is used to measure the precision of how
^^^^^^^
"is used" may be passive voice on line 51 at column 39
-------------
SEM from a single sample is expressed using the following: $$ \sigma_M =
^^^^^^^^^^^^
"is expressed" may be passive voice on line 54 at column 29
-------------
the population which is usually unknown, which is why we
^^^^^^^
"usually" can weaken meaning on line 56 at column 46
-------------
mptotically normal (i.e. normally
^^^^^^^^
"normally" can weaken meaning on line 60 at column 62
-------------
ng that each sample mean is considered as an independent
^^^^^^^^^^^^^
"is considered" may be passive voice on line 61 at column 43
-------------
then evaluate the error bars for the true mean $\mu$ of the population as
^^^^^^^^
"evaluate" is wordy or unneeded on line 63 at column 5
-------------
EM on the validation set was found to be $0.01290$. Using
^^^^^^^^^
"was found" may be passive voice on line 67 at column 47
-------------
this we can obtain the error bar on the estimate of the population's true mean a
^^^^^^
"obtain" is wordy or unneeded on line 68 at column 12
-------------
785 items in $y_{train}$ was found to be
^^^^^^^^^
"was found" may be passive voice on line 70 at column 58
-------------
$0.01193$ and we can obtain the error bar on the estimate of the population's tr
^^^^^^
"obtain" is wordy or unneeded on line 71 at column 21
-------------
ure~\ref{fig:q1}, it can be seen that a majority of the first 5785 values
^^^^^^^
"be seen" may be passive voice on line 82 at column 31
-------------
slice data because they are based on a small about of data as there are only 97
^^^^^^^^^
"are based" may be passive voice on line 89 at column 24
-------------
out of data as there are only 97
^^^^
"only" can weaken meaning on line 89 at column 72
-------------
me from the same person. Additionally, by simply looking at the data we
^^^^^^^^^^^^
"Additionally" can weaken meaning on line 91 at column 32
-------------
person. Additionally, by simply looking at the data we
^^^^^^
"simply" can weaken meaning on line 91 at column 49
-------------
y_{train}$ and $y_{val}$ is skewed --- with
^^^^^^^^^
"is skewed" may be passive voice on line 94 at column 61
-------------
dence intervals (CI) can be presented.
^^^^^^^^^^^^
"be presented" may be passive voice on line 97 at column 45
-------------
The input features that were identified as constants were (in 0-based Python
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 101 at column 24
-------------
the input features that were identified as
^^^^^^^^^^^^^^^
"were identified" may be passive voice on line 102 at column 62
-------------
these features were removed from the training, validation, and test sets.
^^^^^^^^^^^^
"were removed" may be passive voice on line 104 at column 15
-------------
ot the same but they are very close. When estimating
^^^^
"very" is a weasel word and can weaken meaning on line 129 at column 49
-------------
f the model OLS seeks to minimize the sum of the
^^^^^^^^
"minimize" is wordy or unneeded on line 130 at column 50
-------------
radient information. The minimize function used for
^^^^^^^^
"minimize" is wordy or unneeded on line 133 at column 54
-------------
memory.Moreover, the objective function is a convex function (i.e. the local
^^^^^^^^^
"objective" is wordy or unneeded on line 136 at column 21
-------------
in the objective function with the same parameter values provided an appropriate
^^^^^^^^^
"objective" is wordy or unneeded on line 138 at column 7
-------------
learning rate is used for the gradient descent approach. By default the `L-BFBS'
^^^^^^^
"is used" may be passive voice on line 139 at column 14
-------------
in PCA, a scree plot can be used as shown in Figure~\ref{fig:q3}. The red line
^^^^^^^
"be used" may be passive voice on line 155 at column 25
-------------
fig:q3}, we can see that approximately 56\% of the variance is
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 164 at column 42
-------------
ely 56\% of the variance is
^^^^^^^^^^^
"is
captured" may be passive voice on line 164 at column 77
-------------
see that a lot of values are concentrated around (or is)
^^^^^^^^^^^^^^^^
"are concentrated" may be passive voice on line 190 at column 47
-------------
values around -0.2 and a few ranging from 0 to 1.15.
^^^
"few" is a weasel word on line 191 at column 40
-------------
majority of the values (approximately 80\%)
^^^^^^^^^^^^^
"approximately" can weaken meaning on line 218 at column 61
-------------
original dataset and the additional binary features
^^^^^^^^^^
"additional" is wordy or unneeded on line 250 at column 49
-------------
some of this information is
^^^^^^^
"is
lost" may be passive voice on line 288 at column 78
-------------
t setting the parameters are initialized with small random values, whereas
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 297 at column 29
-------------
d setting the parameters are initialized using the fits made in the
^^^^^^^^^^^^^^^
"are initialized" may be passive voice on line 298 at column 37
-------------
ction. The model here is similar to the one in the previous section
^^^^^^^^^^
"similar to" is wordy or unneeded on line 299 at column 36
-------------
previous model these were fit ``independently'. Fitting parameters jointly
^^^^^^^^
"were fit" may be passive voice on line 301 at column 21
-------------
avoids assigning multiple features with high probabilities for a sample as in
^^^^^^^^
"multiple" is wordy or unneeded on line 302 at column 17
-------------
ation strategies. It can be seen that both initialization strategies
^^^^^^^
"be seen" may be passive voice on line 318 at column 34
-------------
$\alpha=10$). However, this is not the case in real-world machine learning
^^^^^^^
"However" is wordy or unneeded on line 329 at column 14
-------------
scenarios and usually perform a grid-search over the set of hyperparameters to
^^^^^^^
"usually" can weaken meaning on line 330 at column 14
-------------
find the ones that minimize the validation error. We could apply the same
^^^^^^^^
"minimize" is wordy or unneeded on line 331 at column 19
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 426 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 434 at column 6
-------------
# Evaluate mean, standard deviation, and standard error of mean on the
^^^^^^^^
"Evaluate" is wordy or unneeded on line 440 at column 6
-------------
alpha = 10
^^^^^
"alpha" is repeated on line 548 at column 4
-------------
# Obtain PCA projection matrix
^^^^^^
"Obtain" is wordy or unneeded on line 599 at column 6
-------------
K = 10
^
"K" is repeated on line 642 at column 4
-------------
# Obtain eigenvalues and eigenvectors
^^^^^^
"Obtain" is wordy or unneeded on line 644 at column 6
-------------
V = V[:, index]
^
"V" is repeated on line 651 at column 4
-------------
ame, '../figures/q3-hist-overall.png'), dpi=300, bbox_inches="tight")
^^^^^^^
"overall" is wordy or unneeded on line 704 at column 58
-------------
References section will be created automatically
^^^^^^^^^^
"be created" may be passive voice on line 863 at column 28
-------------
Note: with this approach it is YOUR responsibility to put them in order
^^^^^
"it is" is wordy or unneeded on line 867 at column 29
<<>>
```