tag:blogger.com,1999:blog-18101175123468103542024-02-18T17:46:02.081-08:00n0b3l1aJust a collection of some random cool stuff.
PS. Almost 99% of the contents here are not mine and I don't take credit for them, I reference and copy part of the interesting sections.n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.comBlogger2320125tag:blogger.com,1999:blog-1810117512346810354.post-12212718406008624912021-04-18T08:16:00.004-07:002021-04-18T08:16:59.175-07:00heap<p> A MinHeap is a binary tree where the node's value is smaller than its children. (vs MaxHeap)</p><p><a href="https://realpython.com/python-heapq-module/">https://realpython.com/python-heapq-module/</a></p><p><a href="https://en.wikipedia.org/wiki/Heap_(data_structure)">https://en.wikipedia.org/wiki/Heap_(data_structure)</a></p><p><a href="https://stackoverflow.com/questions/2501457/what-do-i-use-for-a-max-heap-implementation-in-python">https://stackoverflow.com/questions/2501457/what-do-i-use-for-a-max-heap-implementation-in-python</a></p><p><a href="https://www.quora.com/What-are-the-time-complexities-of-heap">https://www.quora.com/What-are-the-time-complexities-of-heap</a></p><p>insertion O(logn)</p><p>deletion O(logn) to remove the first node and reorder to maintain the heap</p><p><br /></p><div>def heapsort(nums):<br /> h = []<br /> for i in range(len(nums)):<br /> heapq.heappush(h, nums[i])<br /> print('h',h)<br /> for i in range(len(nums)):<br /> print('pop',heapq.heappop(h))<br />heapsort([29,38,2,10,1])</div><div style="text-align: left;"><br /></div>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-1909700458096969342021-03-30T20:51:00.008-07:002021-03-30T21:27:59.928-07:00MySQL 8.0 RANK()<p style="text-align: left;"><a href="https://towardsdatascience.com/mysql-how-to-write-a-query-that-returns-the-top-records-in-a-group-12865695f436#:~:text=MySQL%208.0%20introduces%20a%20rank,each%20row%20within%20each%20partition."> https://towardsdatascience.com/mysql-how-to-write-a-query-that-returns-the-top-records-in-a-group-12865695f436#:~:text=MySQL%208.0%20introduces%20a%20rank,each%20row%20within%20each%20partition.</a></p><p style="text-align: left;">For each year and each month, rank records by decreasing order_amount.</p><div style="text-align: left;">year, month, amount, rank<br />2018, 11, 255.0, 1<br />2018, 11, 200.0, 2</div><div style="text-align: left;">2018, 11, 175.0, 3<br />...<br />2018, 12, 321.0, 1<br />2018, 12, 321.0, 1<br />2018, 12, 145.0, 2<br />...</div><p style="text-align: left;"><br /></p><div style="text-align: left;"><b>MySQL 5.7 using variable assignment and IF(expr, true, false)</b></div><div style="text-align: left;"><br />SELECT order_number, customer_number, customer_name, order_date,<br /> YEAR(order_date) AS order_year, <br /> MONTH(order_date) AS order_month,<br /> order_amount, <br /> @order_rank := IF(@current_month = MONTH(order_date), <br /> @order_rank + 1, 1) AS order_rank,<br /> @current_month := MONTH(order_date) <br /> FROM orders<br /> ORDER BY order_year, order_month, order_amount DESC</div><div style="text-align: left;"><br /></div><div style="text-align: left;"><br /></div><div style="text-align: left;"><b>MySQL 8.0 using RANK() OVER(PARTITION BY ... ORDER BY ...)</b></div><div style="text-align: left;"><b><br /></b></div><div style="text-align: left;"><div>SELECT order_number, customer_number, customer_name, order_date,</div><div> YEAR(order_date) AS order_year, </div><div> MONTH(order_date) AS order_month, </div><div> order_amount,</div><div> RANK() OVER (</div><div> PARTITION BY YEAR(order_date), MONTH(order_date)</div><div>ORDER BY YEAR(order_date), MONTH(order_date), order_amount DESC) order_value_rank</div><div>FROM orders;</div><div><br /></div><div><br /></div><div><a href="https://learnsql.com/blog/advanced-sql-interview-questions-with-answers/">https://learnsql.com/blog/advanced-sql-interview-questions-with-answers/</a></div><div><br /></div><div><div>SELECT RANK() OVER(ORDER BY cars_sold DESC) AS rank_sales,</div><div> first_name,</div><div> last_name,</div><div> cars_sold</div><div>FROM salespeople;</div></div><div><br /></div><div><a href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html">https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html</a></div><div><a href="https://dev.mysql.com/doc/refman/8.0/en/window-functions-usage.html">https://dev.mysql.com/doc/refman/8.0/en/window-functions-usage.html</a></div><div><br /></div><div>Window functions:</div><div><div class="table" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 10px 0px; vertical-align: baseline;"><p class="title" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; line-height: 1.75; margin: 0px 0px 15px; outline: 0px; padding: 0px; vertical-align: baseline;"><b style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">Table 12.26 Window Functions</b></p><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><table frame="box" rules="all" style="background: transparent; border-collapse: collapse; border-spacing: 0px; border: 0px; box-sizing: inherit; font-size: 14.256px; line-height: 1.6; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" summary="A reference that lists window functions."><colgroup style="box-sizing: inherit;"><col style="box-sizing: inherit;" width="40%"></col><col style="box-sizing: inherit;" width="60%"></col></colgroup><thead style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><th style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0.1em solid gray; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 3px; text-align: left; vertical-align: baseline;">Name</th><th style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0.1em solid gray; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 3px; text-align: left; vertical-align: baseline;">Description</th></tr></thead><tbody style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_cume-dist" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">CUME_DIST()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Cumulative distribution value</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_dense-rank" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">DENSE_RANK()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Rank of current row within its partition, without gaps</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_first-value" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">FIRST_VALUE()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Value of argument from first row of window frame</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_lag" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">LAG()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Value of argument from row lagging current row within partition</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_last-value" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">LAST_VALUE()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Value of argument from last row of window frame</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_lead" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">LEAD()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Value of argument from row leading current row within partition</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_nth-value" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">NTH_VALUE()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Value of argument from N-th row of window frame</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_ntile" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">NTILE()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Bucket number of current row within its partition.</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_percent-rank" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">PERCENT_RANK()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Percentage rank value</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_rank" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">RANK()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Rank of current row within its partition, with gaps</td></tr><tr style="background: transparent; border: 0px; box-sizing: inherit; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: top;"><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;"><a class="link" href="https://dev.mysql.com/doc/refman/8.0/en/window-function-descriptions.html#function_row-number" style="background: transparent; box-sizing: inherit; color: #0074a3; font-size: 13.5432px; margin: 0px; padding: 0px; text-decoration-line: none; vertical-align: baseline;"><code class="literal" style="background: transparent; border: 0px; box-sizing: inherit; color: black; font-family: "Courier New", Courier, fixed, monospace; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: underline; text-underline-position: under; vertical-align: baseline;">ROW_NUMBER()</code></a></td><td style="background: transparent; border: 0.1em solid gray; box-sizing: inherit; font-size: 13.5432px; margin: 0px; outline: 0px; padding: 3px; vertical-align: baseline;">Number of current row within its partition</td></tr></tbody></table><br /></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; 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border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">SELECT</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
val</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token function" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #dd4a68; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ROW_NUMBER</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">OVER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> w </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token string" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #669900; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">'row_number'</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token function" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #dd4a68; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">CUME_DIST</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">OVER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> w </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token string" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #669900; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">'cume_dist'</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token function" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #dd4a68; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">PERCENT_RANK</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">OVER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> w </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token string" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #669900; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">'percent_rank'</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">FROM</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> numbers
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">WINDOW</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> w </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ORDER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BY</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> val</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">;</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> val <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> row_number <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> cume_dist <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> percent_rank <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 1 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 1 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.2222222222222222 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 1 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 2 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.2222222222222222 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 2 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 3 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.3333333333333333 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 3 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 4 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.6666666666666666 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.375 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 3 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.6666666666666666 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.375 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 3 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 6 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.6666666666666666 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.375 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 4 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 7 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.8888888888888888 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.75 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 4 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 8 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.8888888888888888 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0.75 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 1 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 1 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><br /></span></span></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><br /></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token prompt" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #a67f59; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">mysql></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">SELECT</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token datatype" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #834689; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">time</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">subject</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> val</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token function" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #dd4a68; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">SUM</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">val</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">OVER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">PARTITION</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BY</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">subject</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ORDER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BY</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token datatype" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #834689; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">time</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ROWS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">UNBOUNDED</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">PRECEDING</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> running_total</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">,</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token function" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #dd4a68; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AVG</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">val</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">OVER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">(</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">PARTITION</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BY</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">subject</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ORDER</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BY</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token datatype" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #834689; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">time</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">ROWS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token operator" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #a67f59; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">BETWEEN</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token number" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #990055; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">1</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">PRECEDING</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token operator" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #a67f59; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AND</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token number" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #990055; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">1</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> </span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">FOLLOWING</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">)</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">AS</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> running_average
</span><span class="token keyword" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #0077aa; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">FROM</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;"> observations</span><span class="token punctuation" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; color: #999999; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;">;</span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> time <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> subject <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> val <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> running_total <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> running_average <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9.5000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:15:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 19 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 14.6667 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:30:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 44 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 18.0000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:45:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 20 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 64 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 22.5000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5.0000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:15:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5.0000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:30:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 15 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 15.0000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:45:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 30 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 45 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 20.0000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 08:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 70 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 27.5000 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="background-color: #f8f8f8; color: black; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; white-space: pre;">
</span><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><br /></span></span></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token prompt" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #a67f59; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">mysql></span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">SELECT</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token datatype" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #834689; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">time</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">subject</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;"> val</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token function" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #dd4a68; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">FIRST_VALUE</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">(</span><span style="color: black; font-size: 12.8304px;">val</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">)</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">OVER</span><span style="color: black; font-size: 12.8304px;"> w </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">AS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token string" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #669900; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">'first'</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token function" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #dd4a68; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">LAST_VALUE</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">(</span><span style="color: black; font-size: 12.8304px;">val</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">)</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">OVER</span><span style="color: black; font-size: 12.8304px;"> w </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">AS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token string" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #669900; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">'last'</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token function" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #dd4a68; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">NTH_VALUE</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">(</span><span style="color: black; font-size: 12.8304px;">val</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token number" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #990055; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">2</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">)</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">OVER</span><span style="color: black; font-size: 12.8304px;"> w </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">AS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token string" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #669900; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">'second'</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token function" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #dd4a68; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">NTH_VALUE</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">(</span><span style="color: black; font-size: 12.8304px;">val</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">,</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token number" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #990055; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">4</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">)</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">OVER</span><span style="color: black; font-size: 12.8304px;"> w </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">AS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token string" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #669900; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">'fourth'</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">FROM</span><span style="color: black; font-size: 12.8304px;"> observations
</span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">WINDOW</span><span style="color: black; font-size: 12.8304px;"> w </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">AS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">(</span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">PARTITION</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">BY</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">subject</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">ORDER</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">BY</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token datatype" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #834689; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">time</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">ROWS</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">UNBOUNDED</span><span style="color: black; font-size: 12.8304px;"> </span><span class="token keyword" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #0077aa; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">PRECEDING</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">)</span><span class="token punctuation" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">;</span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> time <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> subject <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> val <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> first <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> last <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> second <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> fourth <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:15:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:30:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:45:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> st113 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 20 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 20 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 9 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 20 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:15:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:30:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 5 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> NULL <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 07:45:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 30 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 30 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 30 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 08:00:00 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> xh458 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 0 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 25 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 10 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span> 30 <span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">|</span></span><span style="color: black; font-size: 12.8304px;">
</span><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">-</span><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">+</span></span></span></span></div><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token output" style="background: rgb(248, 248, 248); border: 0px; box-sizing: inherit; font-family: "Liberation Mono", Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token output" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #555555; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span class="token punctuation" style="background: transparent; border: 0px; box-sizing: inherit; color: #999999; font-size: 12.8304px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><br /></span></span></span></span></div><a href="https://en.wikipedia.org/wiki/Percentile_rank">https://en.wikipedia.org/wiki/Percentile_rank</a><div class="table-contents" style="background: transparent; border: 0px; box-sizing: inherit; color: #555555; font-family: "Open Sans", Arial, Helvetica, sans-serif; font-size: 14.256px; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"></div></div></div></div>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-939574179247589352021-03-30T11:07:00.010-07:002021-03-30T11:29:20.649-07:00PySpark Demo<div># <a href="https://dzone.com/articles/pyspark-dataframe-tutorial-introduction-to-datafra">https://dzone.com/articles/pyspark-dataframe-tutorial-introduction-to-datafra</a></div><div><br /></div><div>dataDictionary = [</div><div> ('James',{'hair':'black','eye':'brown'}),</div><div> ('Michael',{'hair':'brown','eye':None}),</div><div> ('Robert',{'hair':'red','eye':'black'}),</div><div> ('Washington',{'hair':'red','eye':'grey'}),</div><div> ('Jefferson',{'hair':'red','eye':''})</div><div> ]</div><div><br /></div><div>df = spark.createDataFrame(data=dataDictionary, schema = ["name","properties"])</div><div>df.printSchema()</div><div>df.columns</div><div>df.count()</div><div>df.select('name')</div><div>df.show(truncate=False)</div><div><br /></div><div>dict2 = [</div><div><span style="white-space: pre;"> </span>('James','James_last'),</div><div><span style="white-space: pre;"> </span>('Michael','Michael_last'),</div><div><span style="white-space: pre;"> </span>('Wendy', 'Wendy_last')</div><div>]</div><div>df2 = spark.createDataFrame(data=dict2, schema=['name','name_last'])</div><div>df2.show()</div><div><br /></div><div>df.createOrReplaceTempView("PER")</div><div>spark.sql('select name from per where name like "J%"').show()</div><div><br /></div><div># <a href="https://www.educba.com/join-in-spark-sql/">https://www.educba.com/join-in-spark-sql/</a></div><div>df2.createOrReplaceTempView("PER_LAST")</div><div>spark.sql('select * from per p1 full outer join per_last p2 on p1.name=p2.name').show()</div><div><br /></div><div><div>spark.sql('select p1.name from per p1 full outer join per_last p2 on p1.name=p2.name').rdd.map(lambda x:x['name']).collect()</div><div># ['James', 'Washington', 'Michael', 'Robert', 'Jefferson', None]</div></div><div><br /></div><div><div>#Create PySpark DataFrame from Pandas</div><div>sparkDF = spark.createDataFrame(pandasDF) </div></div>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-13803394888784804782021-03-30T10:25:00.005-07:002021-03-30T10:28:34.300-07:00Download SSL / TLS certificates using Pythonimport OpenSSL<br />import ssl <br /><br />hostname='www.google.com' <br />port=443 <br /><br />cert = ssl.get_server_certificate((hostname, port)) <br />x509 = OpenSSL.crypto.load_certificate(OpenSSL.crypto.FILETYPE_PEM, cert) <br /><br />x509.digest('sha256') <br /># b'0A:E6:46:01:80:9F:C7:33:84:19:6A:DD:6C:8E:5F:95:5C:F6:F2:75:46:32:1E:C9:61:1D:88:DA:9A:A9:B4:<br /><br />x509.get_subject() <br /># <X509Name object '/C=US/ST=California/L=Mountain View/O=Google LLC/CN=www.google.com'<div><br /></div><div><div>x509.get_notBefore().decode() # '20210311144716Z'</div></div>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-26296398924609777632021-03-29T11:19:00.008-07:002021-03-29T11:50:45.844-07:00Kafka<p>Kafka is an asynchronous messaging queue. Kafka consumer, consumes message from Kafka and does some processing like updating the database or making a network call.</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://kafka.apache.org/images/streams-and-tables-p1_p4.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="414" data-original-width="800" height="208" src="https://kafka.apache.org/images/streams-and-tables-p1_p4.png" width="400" /></a></div><p></p><a href="https://kafka.apache.org/documentation/" style="background-color: white; box-sizing: border-box; color: #49757a; font-family: "Open Sans", Roboto, Helvetica, Arial, sans-serif; font-size: 20px;">https://kafka.apache.org/documentation/</a><p></p><p><br /></p><p>What is Apache Kafka? Why is it so popular? Should you use it?</p><p><a href="https://techbeacon.com/app-dev-testing/what-apache-kafka-why-it-so-popular-should-you-use-it">https://techbeacon.com/app-dev-testing/what-apache-kafka-why-it-so-popular-should-you-use-it</a></p><p><br /></p><p>What, why and How Apache Kafka</p><p><a href="https://www.startdataengineering.com/post/what-why-and-how-apache-kafka/">https://www.startdataengineering.com/post/what-why-and-how-apache-kafka/</a></p><p><br /></p><p>Kafka partitions</p><p><a href="https://www.educba.com/kafka-partition/">https://www.educba.com/kafka-partition/</a></p><p><br /></p><p>Getting started with Apache Kafka in Python</p><p><a href="https://towardsdatascience.com/getting-started-with-apache-kafka-in-python-604b3250aa05">https://towardsdatascience.com/getting-started-with-apache-kafka-in-python-604b3250aa05</a></p><p><br /></p><p>How can Kafka consumers parallelise beyond the number of partitions</p><p><a href="https://medium.com/@jhansireddy007/how-can-kafka-consumers-parallelise-beyond-the-number-of-partitions-a0a46ade8a6c">https://medium.com/@jhansireddy007/how-can-kafka-consumers-parallelise-beyond-the-number-of-partitions-a0a46ade8a6c</a></p><p><br /></p><p>PySpark Streaming</p><p><a href="https://stackoverflow.com/questions/62342080/how-to-programmatically-load-and-stream-kafka-topic-to-a-pyspark-dataframe#62342332">https://stackoverflow.com/questions/62342080/how-to-programmatically-load-and-stream-kafka-topic-to-a-pyspark-dataframe#62342332</a></p><p><br /></p><p>Connecting the Dots (Python, Spark, and Kafka)</p><p><a href="https://www.rittmanmead.com/blog/2017/01/getting-started-with-spark-streaming-with-python-and-kafka/">https://www.rittmanmead.com/blog/2017/01/getting-started-with-spark-streaming-with-python-and-kafka/</a></p><p><br /></p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-29420701469196775502021-03-29T08:54:00.024-07:002021-03-29T10:12:36.056-07:00Parquet format at Twitter<p>Compressed columnar format (per Row group < 1GB) for Hadoop</p><p>Efficient scan with compression. Parquet supports deeply nested structures, efficient encoding and column compression schemes, and is designed to be compatible with a variety of higher-level type systems.</p><p><a href="https://www.youtube.com/watch?v=Qfp6Uv1UrA0">https://www.youtube.com/watch?v=Qfp6Uv1UrA0</a></p><p><br /></p><p>Hybrid storage model (horizontal row groups and vertical column chunks partitioning)</p><p><a href="https://www.youtube.com/watch?v=1j8SdS7s_NY">https://www.youtube.com/watch?v=1j8SdS7s_NY</a></p><p>Row group filtering through predicate pushdown. Each row group has min-max stats for each predicate for fast filtering. Use dictionary filtering to filter by exact values.</p><p>Optimization: avoid many small files (too many stats/footer, overhead) and few huge files (>1 GB?). Need to repartition data. </p><p>Automatic repartition using Delta Lake.</p><p><br /></p><p>Spark Reading and Writing to Parquet Storage Format</p><p><a href="https://www.youtube.com/watch?v=-ra0pGUw7fo">https://www.youtube.com/watch?v=-ra0pGUw7fo</a></p><p>df.select('mycol','bla').write.partitionBy('mycol').mode(SaveMode.Append).format('parquet').save('/tmp/foo')</p><p><br /></p><p>How Adobe Does 2 Million Records per second using Apache Spark</p><p><a href="https://www.youtube.com/watch?v=rPgoPHAEYAM">https://www.youtube.com/watch?v=rPgoPHAEYAM</a></p><p>val kafka = spark.readStream.format('kafka').option(...).load()</p><p><br /></p><p>Read Parquet Files in Python</p><p><a href="https://www.youtube.com/watch?v=XFO5jdGsMek">https://www.youtube.com/watch?v=XFO5jdGsMek</a></p><p>pip install pandas</p><p>pip install pyarrow</p><p>pd.read_parquet(parquet_file, engine='auto')</p><p>*parquet_file can be a single parquet file or a folder of parquet files</p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-39448506990880174872021-03-25T10:38:00.004-07:002021-03-25T10:38:36.390-07:00Towards data science<p><a href="http://towardsdatascience.com">towardsdatascience.com</a> blog</p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-21396186594620729242021-03-25T09:45:00.014-07:002021-03-25T10:09:33.341-07:00Boyer-Moor Exact Pattern Matching Algorithm<p><a href="https://www.youtube.com/watch?v=4Xyhb72LCX4">https://www.youtube.com/watch?v=4Xyhb72LCX4</a></p><p><a href="https://en.wikipedia.org/wiki/Boyer%E2%80%93Moore_string_search_algorithm#:~:text=In%20computer%20science,%20the%20Boyer%E2%80%93Moore%20string-search%20algorithm%20is,S.%20Boyer%20and%20J%20Strother%20Moore%20in%201977.">Boyer–Moore string-search algorithm - Wikipedia</a></p><p>O(n + m) where n and m are lengths of p (search pattern) and t (text to search)</p><p><br /></p><p>advantages</p><p></p><ol style="text-align: left;"><li>skip alignments</li><li>doesn't compare all the characters</li></ol><div><br /></div><p></p><p>Try alignments from left-to-right and compare characters in the alignment from right-to-left </p><p><br /></p><p>Bad character rule - if a mismatched character is found going from right-to-left then shift the pattern to the right until a matching character in the pattern is found</p><p>Good suffix rule - shift until the good matching suffix matches</p><p>Try both rules and shift by the largest amount of shift</p><p><br /></p><p>number of characters to shift is stored in a lookup table which is created using only the search pattern</p><p><br /></p><p> The algorithm preprocesses the string being searched for (the pattern), but not the string being searched in (the text). It is thus well-suited for applications in which the pattern is much shorter than the text or where it persists across multiple searches. The Boyer–Moore algorithm uses information gathered during the preprocess step to skip sections of the text, resulting in a lower constant factor than many other string search algorithms. In general, the algorithm runs faster as the pattern length increases. The key features of the algorithm are to match on the tail of the pattern rather than the head, and to skip along the text in jumps of multiple characters rather than searching every single character in the text.</p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-69840447300781363122021-03-24T14:33:00.001-07:002021-03-24T14:33:05.676-07:00Randomly sample files<p>From <a href="https://unix.stackexchange.com/questions/108581/how-to-randomly-sample-a-subset-of-a-file">https://unix.stackexchange.com/questions/108581/how-to-randomly-sample-a-subset-of-a-file</a> </p><pre style="border-radius: 5px; border: 0px; box-sizing: inherit; color: var(--highlight-color); font-family: Consolas, Menlo, Monaco, "Lucida Console", "Liberation Mono", "DejaVu Sans Mono", "Bitstream Vera Sans Mono", "Courier New", monospace, sans-serif; font-size: 13px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: 1.30769; margin-bottom: calc(var(--s-prose-spacing) + 0.4em); margin-top: 0px; max-height: 600px; overflow-wrap: normal; overflow: auto; padding: 12px; vertical-align: baseline; width: auto;"><code style="border-radius: 0px; border: 0px; box-sizing: inherit; color: var(--black-800); font-family: Consolas, Menlo, Monaco, "Lucida Console", "Liberation Mono", "DejaVu Sans Mono", "Bitstream Vera Sans Mono", "Courier New", monospace, sans-serif; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline; white-space: inherit;">perl -ne 'print if (rand() < .01)' huge_file.csv > sample.csv</code></pre>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-77628813130030313362021-03-23T15:51:00.002-07:002021-03-23T15:51:09.099-07:00 BOTORCH: A Framework for Efficient Monte-Carlo Bayesian Optimization<p> <a href="https://research.fb.com/publications/botorch-a-framework-for-efficient-monte-carlo-bayesian-optimization/">BOTORCH: A Framework for Efficient Monte-Carlo Bayesian Optimization</a></p>
<p>To address these problems, we developed <a href="https://botorch.org/"><u>BoTorch</u></a>, a framework for Bayesian optimization research, and<a href="http://ax.dev/"> <u>Ax</u></a>,
a robust platform for adaptive experimentation. BoTorch follows the
same modular design philosophy as PyTorch, which makes it very easy for
users to swap out or rearrange individual components in order to
customize all aspects of their algorithm, thereby empowering researchers
to do state-of-the art research on modern Bayesian optimization
methods. By exploiting modern parallel computing paradigms on both CPUs
and GPUs, it is also fast.</p><p><a href="https://research.fb.com/blog/2021/03/core-data-science-researchers-discuss-research-award-opportunity-in-adaptive-experimentation/" rel="nofollow">Core Data Science researchers discuss research award opportunity in adaptive experimentation</a></p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-69396223017291141082021-03-21T09:18:00.012-07:002021-03-21T21:49:35.912-07:00SQL Challenge<p style="text-align: left;"><a href=" https://www.hackerrank.com/challenges/revising-the-select-query/problem" target="_blank"> https://www.hackerrank.com/challenges/revising-the-select-query/problem</a></p><p style="text-align: left;"><br /></p><p style="text-align: left;"><b>Easy</b></p><p style="text-align: left;">1. Query all columns for all American cities in the CITY table with populations larger than 100000. The CountryCode for America is USA.</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><p style="text-align: left;">select * from City where population > 100000 and CountryCode='USA'</p></blockquote><p style="text-align: left;">2. <span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">Query the</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark)" style="border: 0px; font-family: inherit; font-size: 14px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: bolder; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">NAME</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">field for all American cities in the</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark)" style="border: 0px; font-family: inherit; font-size: 14px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: bolder; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">CITY</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">table with populations larger than</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><code style="border: 0px; color: var(--color-text-medium-dark); font-family: var(--font-family-input); font-size: 1em; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; overflow-x: auto; padding: 0px; vertical-align: baseline; word-spacing: -2px;">120000</code><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">. The</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark-faded)" style="border: 0px; font-family: inherit; font-size: 14px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">CountryCode</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">for America is</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><code style="border: 0px; color: var(--color-text-medium-dark); font-family: var(--font-family-input); font-size: 1em; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; overflow-x: auto; padding: 0px; vertical-align: baseline; word-spacing: -2px;">USA</code><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">.</span></p><p style="text-align: left;"><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">The</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark)" style="border: 0px; font-family: inherit; font-size: 14px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: bolder; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">CITY</span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;"> </span><span color="var(--color-text-dark-faded)" face="OpenSans, Arial, Helvetica, sans-serif" style="background-color: white; font-size: 14px;">table is described as follows:</span></p><p style="text-align: left;"></p><blockquote style="text-align: left;">select Name from City where population > 120000 and CountryCode='USA' </blockquote><p style="text-align: left;">3. Query a list of CITY names from STATION for cities that have an even ID number. Print the results in any order, but exclude duplicates from the answer.</p><p style="text-align: left;"></p><blockquote style="text-align: left;">select distinct City from Station where mod(id,2)=0 </blockquote><p style="text-align: left;"><br /></p><p style="text-align: left;"><b>Medium </b></p><p style="text-align: left;">1. Query an alphabetically ordered list of all names in OCCUPATIONS, immediately followed by the first letter of each profession as a parenthetical (i.e.: enclosed in parentheses). For example: AnActorName(A), ADoctorName(D), AProfessorName(P), and ASingerName(S).</p><p style="text-align: left;"></p><blockquote style="text-align: left;">select * from (select concat('There are a total of ',count(occupation),' ',lower(occupation),'s.') as stat from occupations group by occupation) as innertable order by innertable.stat;</blockquote><p style="text-align: left;">2. Pivot the Occupation column in OCCUPATIONS so that each Name is sorted alphabetically and displayed underneath its corresponding Occupation. The output column headers should be Doctor, Professor, Singer, and Actor, respectively.</p><p style="text-align: left;">Note: Print NULL when there are no more names corresponding to an occupation.</p><p style="text-align: left;">https://codingsight.com/pivot-tables-in-mysql/</p><p style="text-align: left;">User nobuh:</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><p></p></blockquote><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><blockquote><div style="text-align: left;">select <br /> max(if(occupation='Doctor', name, null)) as docname,<br /> max(case when occupation='Professor' then name else null end) as profname,<br /> max(case when occupation='Singer' then name else null end) as singername,<br /> max(case when occupation='Actor' then name else null end) as actorname<br /> from (<br /> select <br /> a.occupation, <br /> a.name,<br /> (select count(name) from occupations b where a.occupation=b.occupation and a.name > b.name) as name_rank<br /> from occupations a<br />) as rank_summary<br />group by name_rank<br />order by name_rank</div></blockquote></blockquote><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><p></p></blockquote><p style="text-align: left;">name_rank:</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;"></div><blockquote><div style="text-align: left;">select </div><div style="text-align: left;"> a.occupation, </div><div style="text-align: left;"> a.name,</div><div style="text-align: left;">-- get the name rank by comparing the names</div><div style="text-align: left;"> (select count(name) from occupations b where a.occupation=b.occupation and a.name > b.name) as name_rank</div><div style="text-align: left;">from occupations a</div><div style="text-align: left;">order by name_rank;</div></blockquote><div style="text-align: left;"></div></blockquote><ul aria-label="Your Output (stdout)" class="lines-container" style="border: 0px; color: #0e141e; counter-reset: item 0; font-family: OpenSans, Arial, Helvetica, sans-serif; font-size: 16px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; list-style-type: none; margin: 0px; outline: 0px; padding: 0px; text-align: left; vertical-align: baseline;"><li class="d-flex lines-container__line" style="border: 0px; display: flex; font-family: inherit; font-size: 14px; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline; word-break: break-word;"><pre class="lines-container__content" style="border: none; color: var(--color-split-lines-text,var(--color-text-dark,#0e141e)); font-family: var(--font-family-input); font-size: 1em; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin-bottom: 0px; margin-top: 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre-wrap;"><br /></pre></li></ul><div style="text-align: left;">Output:<br /></div><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">Doctor Aamina 0</div><div style="text-align: left;">Actor Eve 0</div><div style="text-align: left;">Singer Christeen 0</div><div style="text-align: left;">Professor Ashley 0</div><div style="text-align: left;">Doctor Julia 1</div><div style="text-align: left;">Singer Jane 1</div><div style="text-align: left;">Professor Belvet 1</div><div style="text-align: left;">Actor Jennifer 1</div><div style="text-align: left;">Actor Ketty 2</div><div style="text-align: left;">Singer Jenny 2</div><div style="text-align: left;">Doctor Priya 2</div><div style="text-align: left;">Professor Britney 2</div><div style="text-align: left;">Singer Kristeen 3</div><div style="text-align: left;">Professor Maria 3</div><div style="text-align: left;">Actor Samantha 3</div><div style="text-align: left;">Professor Meera 4</div><div style="text-align: left;">Professor Naomi 5</div><div style="text-align: left;">Professor Priyanka 6</div></blockquote><p style="text-align: left;"><br /></p><p style="text-align: left;">3. You are given a table, BST, containing two columns: N and P, where N represents the value of a node in Binary Tree, and P is the parent of N.</p><p style="text-align: left;">Write a query to find the node type of Binary Tree ordered by the value of the node. Output one of the following for each node:</p><p style="text-align: left;">Root: If node is root node.</p><p style="text-align: left;">Leaf: If node is leaf node.</p><p style="text-align: left;">Inner: If node is neither root nor leaf node.</p><p style="text-align: left;">Answer</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">select * from bst;</div><div style="text-align: left;">select distinct '------' from bst;</div><div style="text-align: left;">select * from (</div><div style="text-align: left;">select n,'Root' from bst bo where bo.p is null</div><div style="text-align: left;">union all</div><div style="text-align: left;">select n,'Inner' from bst bo where bo.p is not null and bo.n in (select bi.p from bst bi where p is not null)</div><div style="text-align: left;">union all</div><div style="text-align: left;">select n,'Leaf' from bst bo where bo.p is not null and bo.n not in (select bi.p from bst bi where p is not null)</div><div style="text-align: left;">) tmp</div><div style="text-align: left;">order by n;</div></blockquote><div style="text-align: left;"><br /></div><div style="text-align: left;">Output<br /></div><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">1 2</div><div style="text-align: left;">3 2</div><div style="text-align: left;">5 6</div><div style="text-align: left;">7 6</div><div style="text-align: left;">2 4</div><div style="text-align: left;">6 4</div><div style="text-align: left;">4 15</div><div style="text-align: left;">8 9</div><div style="text-align: left;">10 9</div><div style="text-align: left;">12 13</div><div style="text-align: left;">14 13</div><div style="text-align: left;">9 11</div><div style="text-align: left;">13 11</div><div style="text-align: left;">11 15</div><div style="text-align: left;">15 NULL</div><div style="text-align: left;">------</div><div style="text-align: left;">1 Leaf</div><div style="text-align: left;">2 Inner</div><div style="text-align: left;">3 Leaf</div><div style="text-align: left;">4 Inner</div><div style="text-align: left;">5 Leaf</div><div style="text-align: left;">6 Inner</div><div style="text-align: left;">7 Leaf</div><div style="text-align: left;">8 Leaf</div><div style="text-align: left;">9 Inner</div><div style="text-align: left;">10 Leaf</div><div style="text-align: left;">11 Inner</div><div style="text-align: left;">12 Leaf</div><div style="text-align: left;">13 Inner</div><div style="text-align: left;">14 Leaf</div><div style="text-align: left;">15 Root</div></blockquote><p> 4. Given the table schemas below, write a query to print the company_code, founder name, total number of lead managers, total number of senior managers, total number of managers, and total number of employees. Order your output by ascending company_code.</p><p><a href="https://www.hackerrank.com/challenges/the-company/problem">https://www.hackerrank.com/challenges/the-company/problem</a></p><p>SQL</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">select c.company_code,founder<br />,count(distinct lead_manager_code)<br /> ,count(distinct senior_manager_code)<br />,count(distinct manager_code)<br />,count(distinct employee_code)<br />from company c left join employee e on c.company_code=e.company_code group by c.company_code,founder<br /> order by cast(substr(c.company_code,2,5) as UNSIGNED);</div></blockquote><p style="text-align: left;">Output</p><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">C1 Monika 1 2 1 2<br />C2 Samantha 1 1 2 2</div></blockquote><p><br /></p><div style="text-align: left;">5. /*<br /><a href="https://www.hackerrank.com/challenges/weather-observation-station-20/problem">https://www.hackerrank.com/challenges/weather-observation-station-20/problem</a><br />A median is defined as a number separating the higher half of a data set from the lower half. Query the median of the Northern Latitudes (LAT_N) from STATION and round your answer to decimal places.<br />*/<br /></div><div style="text-align: left;"><br /></div><div style="text-align: left;">SQL</div><blockquote style="border: none; margin: 0px 0px 0px 40px; padding: 0px; text-align: left;"><div style="text-align: left;">select format(lat_n,4) from (</div><div style="text-align: left;">select s1.id,s1.lat_n,(select count(*) from station),(select cast(count(id)/2 as unsigned) from station) as mid_rank,(select count(s2.id) from station s2 where s1.lat_n > s2.lat_n) as latn_rank from station s1 order by s1.lat_n </div><div style="text-align: left;">) as rank_table</div><div style="text-align: left;">where (latn_rank +1 )= mid_rank; </div></blockquote><div style="text-align: left;"><br /></div><div style="text-align: left;">or from </div><div><br /></div><div>user vinaychinni1998</div><div style="text-align: left;"><br /></div><blockquote style="border: none; margin: 0 0 0 40px; padding: 0px;"><div style="text-align: left;">select round(s.lat_n,4) from station s where (select round(count(s.id)/2)-1 from station) = (select count(s1.id) from station s1 where s1.lat_n > s.lat_n);</div></blockquote><div style="text-align: left;"><br /></div><div style="text-align: left;">Output</div><blockquote style="border: none; margin: 0 0 0 40px; padding: 0px;"><div style="text-align: left;">83.8913</div></blockquote><p><br /></p><p>6. <a href="https://www.hackerrank.com/challenges/interviews/problem">https://www.hackerrank.com/challenges/interviews/problem</a></p><div style="text-align: left;"><div>/*</div><div>Samantha interviews many candidates from different colleges using coding challenges and contests. Write a query to print the contest_id, hacker_id, name, and the sums of total_submissions, total_accepted_submissions, total_views, and total_unique_views for each contest sorted by contest_id. Exclude the contest from the result if all four sums are .</div><div><br /></div><div>Note: A specific contest can be used to screen candidates at more than one college, but each college only holds screening contest.</div><div><br /></div><div>Sample output</div><div><div>66406 17973 Rose 111 39 156 56</div><div>66556 79153 Angela 0 0 11 10</div><div>94828 80275 Frank 150 38 41 15</div></div><div>*/</div><div>Note: View_Stats and Submission_Stats have duplicate challenge_id's !</div><div><br /></div><div><div>from user dongyuzhang</div><div><br /></div><div>select con.contest_id,</div><div> con.hacker_id, </div><div> con.name, </div><div> sum(total_submissions), </div><div> sum(total_accepted_submissions), </div><div> sum(total_views), sum(total_unique_views)</div><div>from contests con </div><div>join colleges col on con.contest_id = col.contest_id </div><div>join challenges cha on col.college_id = cha.college_id </div><div>left join</div><div>(select challenge_id, sum(total_views) as total_views, sum(total_unique_views) as total_unique_views</div><div>from view_stats group by challenge_id) vs on cha.challenge_id = vs.challenge_id </div><div>left join</div><div>(select challenge_id, sum(total_submissions) as total_submissions, sum(total_accepted_submissions) as total_accepted_submissions from submission_stats group by challenge_id) ss on cha.challenge_id = ss.challenge_id</div><div> group by con.contest_id, con.hacker_id, con.name</div><div> -- having sum(total_submissions)!=0 or </div><div> -- sum(total_accepted_submissions)!=0 or</div><div> -- sum(total_views)!=0 or</div><div> -- sum(total_unique_views)!=0</div></div><div><div>having ( sum(total_submissions) + sum(total_accepted_submissions) + sum(total_views) + sum(total_unique_views)) > 0</div><div> order by contest_id;</div></div><div><br /></div><div>Output</div><div><div>845 579 Rose 1987 580 1635 566 </div><div>858 1053 Angela 703 160 1002 384 </div><div>883 1055 Frank 1121 319 1217 338 </div><div>1793 2655 Patrick 1337 360 1216 412 </div></div><div><br /></div></div><p><br /></p><p><a href="https://www.w3schools.com/sql/func_mysql_date_add.asp">https://www.w3schools.com/sql/func_mysql_date_add.asp</a></p><p><span class="sqlkeywordcolor" style="background-color: white; box-sizing: inherit; color: mediumblue; font-family: Consolas, "courier new"; font-size: 15px;">SELECT</span><span style="background-color: white; font-family: Consolas, "courier new"; font-size: 15px;"> DATE_ADD(</span><span class="sqlstringcolor" style="background-color: white; box-sizing: inherit; color: brown; font-family: Consolas, "courier new"; font-size: 15px;">"2017-06-15"</span><span style="background-color: white; font-family: Consolas, "courier new"; font-size: 15px;">, INTERVAL </span><span class="sqlnumbercolor" style="background-color: white; box-sizing: inherit; font-family: Consolas, "courier new"; font-size: 15px;">10</span><span style="background-color: white; font-family: Consolas, "courier new"; font-size: 15px;"> DAY); # returns </span><span style="background-color: #f1f1f1; font-family: Verdana, sans-serif; font-size: 15px;">2017-06-25</span></p><p style="text-align: left;"></p><p style="text-align: left;"></p><p style="text-align: left;"></p>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-2869706056498668152021-03-20T20:58:00.002-07:002021-03-20T20:58:28.903-07:00I'm back! n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-62761528632612479402018-01-10T10:25:00.003-08:002018-01-10T10:25:41.339-08:00Having persistent / intermittent / sporadic Wifi disconnections with Windows 10?<span style="background-color: white; color: #222222; display: inline; float: none; font-family: "arial" , sans-serif; font-size: 12.8px; font-style: normal; font-weight: 400; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;">It may be due to Window's Wifi sense.</span><br />
<span style="background-color: white; color: #222222; display: inline; float: none; font-family: "arial" , sans-serif; font-size: 12.8px; font-style: normal; font-weight: 400; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;"></span><br />
<span style="background-color: white; color: #222222; display: inline; float: none; font-family: "arial" , sans-serif; font-size: 12.8px; font-style: normal; font-weight: 400; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;">How to disable </span><span class="il" style="background-color: white; color: #222222; font-family: "arial" , sans-serif; font-size: 12.8px; font-style: normal; font-weight: 400; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;">Wifi</span><span style="background-color: white; color: #222222; display: inline; float: none; font-family: "arial" , sans-serif; font-size: 12.8px; font-style: normal; font-weight: 400; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;"> sense</span><br />
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<span style="box-sizing: border-box; text-align: justify;"><span style="color: #333333; font-family: "helvetica" , "arial" , sans-serif;"><span style="font-size: 14px;"><a data-saferedirecturl="https://www.google.com/url?hl=en&q=https://dowser.org/wifi-frequently-disconnects-windows-10-wifi-sense-fix/&source=gmail&ust=1515694797616000&usg=AFQjCNEZADwsSZibdgVtCFJdcCbliBwiNg" href="https://dowser.org/wifi-frequently-disconnects-windows-10-wifi-sense-fix/" style="color: #1155cc;" target="_blank">https://dowser.org/<span class="il">wifi</span>-<wbr></wbr>frequently-disconnects-<wbr></wbr>windows-10-<span class="il">wifi</span>-sense-fix/</a></span></span></span></div>
<span style="box-sizing: border-box; text-align: justify;"><span style="color: #333333; font-family: "helvetica" , "arial" , sans-serif;"><span style="font-size: 14px;"></span></span></span><br />
<img alt="13435733_1035491116542684_2048651736_n" class="alignnone size-full wp-image-643" height="532" sizes="(max-width: 322px) 100vw, 322px" src="https://dowser.org/wp-content/uploads/2016/06/13435733_1035491116542684_2048651736_n.jpg" srcset="https://dowser.org/wp-content/uploads/2016/06/13435733_1035491116542684_2048651736_n.jpg 322w, https://dowser.org/wp-content/uploads/2016/06/13435733_1035491116542684_2048651736_n-182x300.jpg 182w" width="322" /><br />
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Go to Manage <span class="il">Wifi</span> settings </div>
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<span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; text-align: justify;">Once there, find and disable the following settings: </span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; font-weight: 700; text-align: justify;">Connect to suggested open hotspots </span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; text-align: justify;">and </span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; font-weight: 700; text-align: justify;">Connect to networks shared by my friends</span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; text-align: justify;">. This should fix the annoying issue and you should no longer have any problem with unwanted disconnection from the network you’re using. Just remember to save the changes you’ve just made by clicking on </span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; font-weight: 700; text-align: justify;">OK/Save</span><span style="box-sizing: border-box; color: #333333; font-family: "helvetica" , "arial" , sans-serif; font-size: 14px; text-align: justify;">.</span></div>
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<span style="box-sizing: border-box; text-align: justify;"><img alt="13435955_1035491119876017_1282272291_n" class="alignnone size-full wp-image-644" height="374" sizes="(max-width: 280px) 100vw, 280px" src="https://dowser.org/wp-content/uploads/2016/06/13435955_1035491119876017_1282272291_n.jpg" srcset="https://dowser.org/wp-content/uploads/2016/06/13435955_1035491119876017_1282272291_n.jpg 280w, https://dowser.org/wp-content/uploads/2016/06/13435955_1035491119876017_1282272291_n-225x300.jpg 225w" width="280" /></span></div>
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<span style="box-sizing: border-box; text-align: justify;">Turn these <strong>OFF</strong></span><span style="box-sizing: border-box; text-align: justify;"><span style="color: #333333; font-family: "helvetica" , "arial" , sans-serif;"><span style="font-size: 14px;"><br /></span></span></span></div>
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<img alt="13444308_1035491126542683_65330842_n" class="alignnone size-full wp-image-645" height="480" sizes="(max-width: 519px) 100vw, 519px" src="https://dowser.org/wp-content/uploads/2016/06/13444308_1035491126542683_65330842_n.jpg" srcset="https://dowser.org/wp-content/uploads/2016/06/13444308_1035491126542683_65330842_n.jpg 519w, https://dowser.org/wp-content/uploads/2016/06/13444308_1035491126542683_65330842_n-300x277.jpg 300w" width="519" /><br />
<span style="box-sizing: border-box; text-align: justify;"><span style="color: #333333; font-family: "helvetica" , "arial" , sans-serif;"><span style="font-size: 14px;"><br /> </span></span></span><br />
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<span style="box-sizing: border-box; text-align: justify;"><span style="color: #333333; font-family: "helvetica" , "arial" , sans-serif;"><span style="font-size: 14px;">Good luck!</span></span></span></div>
n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-42740753011196076112015-04-29T09:20:00.001-07:002015-04-29T09:20:42.344-07:00Percona Bash and GNU Tools<a href="http://www.percona.com/blog/2015/03/17/mysql-qa-linux-upskill-bash-gnu-tools-scripting-fun/?mkt_tok=3RkMMJWWfF9wsRojuqnBZKXonjHpfsX%2F6O0oX6K3lMI%2F0ER3fOvrPUfGjI4CSMBjI%2BSLDwEYGJlv6SgFQrLNMadt3rgNWxI%3D">http://www.percona.com/blog/2015/03/17/mysql-qa-linux-upskill-bash-gnu-tools-scripting-fun/?mkt_tok=3RkMMJWWfF9wsRojuqnBZKXonjHpfsX%2F6O0oX6K3lMI%2F0ER3fOvrPUfGjI4CSMBjI%2BSLDwEYGJlv6SgFQrLNMadt3rgNWxI%3D</a><br />
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<a href="http://gnuwin32.sourceforge.net/">gnuwin32.sourceforge.net/</a>n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-24276399091239311932015-03-12T11:02:00.002-07:002015-03-12T11:02:26.080-07:00Points of Significance in Biology - Nature column<a href="http://www.nature.com/nmeth/journal/v10/n9/full/nmeth.2613.html">http://www.nature.com/nmeth/journal/v10/n9/full/nmeth.2613.html</a><br />
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<a href="http://www.nature.com/collections/qghhqm">http://www.nature.com/collections/qghhqm</a> <br />
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Since September 2013<span class="Apple-converted-space"> </span><em style="font-style: italic;">Nature Methods</em><span class="Apple-converted-space"> </span>has been publishing a monthly column on statistics aimed at providing reseachers in biology with a basic introduction to core statistical concepts and methods, including experimental design. Although targeted at biologists, the articles are useful guides for researchers in other disciplines as well. A continuously updated list of these articles is provided below.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2613" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/873/content_pos1.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Importance of being uncertain</strong></a><span class="Apple-converted-space"> </span>- How samples are used to estimate population statistics and what this means in terms of uncertainty.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2659" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/871/content_pos2.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Error Bars</strong></a><span class="Apple-converted-space"> </span>- The use of error bars to represent uncertainty and advice on how to interpret them.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2698" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/875/content_pos3.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Significance,<span class="Apple-converted-space"> </span><em style="font-style: italic;">P</em><span class="Apple-converted-space"> </span>values and<span class="Apple-converted-space"> </span><em style="font-style: italic;">t</em>-tests</strong></a><span class="Apple-converted-space"> </span>- Introduction to the concept of statistical significance and the one-sample t-test.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2738" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/879/content_pos4.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Power and sample size</strong></a><span class="Apple-converted-space"> </span>- Using statistical power to optimize study design and sample numbers.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2813" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/881/content_pos5.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Visualizing samples with box plots</strong></a><span class="Apple-converted-space"> </span>- Introduction to box plots and their use to illustrate the spread and differences of samples. See also:<span class="Apple-converted-space"> </span><a href="http://www.nature.com/doifinder/10.1038/nmeth.2837" style="color: #5c7996; text-decoration: none; vertical-align: baseline;">Kick the bar chart habit</a><span class="Apple-converted-space"> </span>and<span class="Apple-converted-space"> </span><a href="http://www.nature.com/doifinder/10.1038/nmeth.2811" style="color: #5c7996; text-decoration: none; vertical-align: baseline;">BoxPlotR: a web tool for generation of box plots</a></div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2858" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/883/content_pos6.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Comparing samples—part I</strong></a><span class="Apple-converted-space"> </span>- How to use the two-sample t-test to compare either uncorrelated or correlated samples.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2900" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/885/content_pos7.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Comparing samples—part II</strong></a><span class="Apple-converted-space"> </span>- Adjustment and reinterpretation of P values when large numbers of tests are performed.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2937" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/887/content_pos8.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Nonparametric tests</strong></a><span class="Apple-converted-space"> </span>- Use of nonparametric tests to robustly compare skewed or ranked data.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.2974" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/889/content_pos9.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Designing comparative experiments</strong></a><span class="Apple-converted-space"> </span>- The first of a series of columns that tackle experimental design shows how a paired design achieves sensitivity and specificity requirements despite biological and technical variability.</div>
<div style="-webkit-text-stroke-width: 0px; background-color: white; color: #363636; font-family: arial, helvetica, sans-serif; font-size: 14.2857141494751px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 14px; margin: 0px 0px 24px; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.3005" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/891/content_pos10.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Analysis of variance and blocking</strong></a><span class="Apple-converted-space"> </span>- Introduction to ANOVA and the importance of blocking in good experimental design to mitigate experimental error and the impact of factors not under study.</div>
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<div style="-webkit-text-stroke-width: 0px; background-color: white; color: #363636; font-family: arial, helvetica, sans-serif; font-size: 14.2857141494751px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 14px; margin: 0px 0px 24px; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
<a href="http://www.nature.com/doifinder/10.1038/nmeth.3091" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/893/content_pos11.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Replication</strong></a><span class="Apple-converted-space"> </span>- Technical replication reveals technical variation while biological replication is required for biological inference.</div>
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<div style="-webkit-text-stroke-width: 0px; background-color: white; color: #363636; font-family: arial, helvetica, sans-serif; font-size: 14.2857141494751px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 14px; margin: 0px 0px 24px; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
<a href="http://www.nature.com/doifinder/10.1038/nmeth.3137" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/895/content_pos12.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Nested designs</strong></a><span class="Apple-converted-space"> </span>- Use the relative noise contribution of each layer in nested experimental designs to optimally allocate experimental resources using ANOVA.</div>
<div style="-webkit-text-stroke-width: 0px; background-color: white; color: #363636; font-family: arial, helvetica, sans-serif; font-size: 14.2857141494751px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 14px; margin: 0px 0px 24px; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.3180" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/1023/content_pos13.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Two-factor designs</strong></a><span class="Apple-converted-space"> </span>- It is common in biological systems for multiple experimental factors to produce interacting effects on a system. A study design that allows these interactions can increase sensitivity.</div>
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<a href="http://www.nature.com/doifinder/10.1038/nmeth.3224" style="color: #5c7996; text-decoration: none; vertical-align: baseline;"><img alt="" class="content-image content-image-left" src="http://www.nature.com/uploads/ckeditor/pictures/1103/content_pos14.png" style="border: 0px; float: left; height: auto; margin: 6px 16px 6px 0px; max-width: 100%; vertical-align: middle;" /><strong style="font-weight: 700;">Sources of variation</strong></a><span class="Apple-converted-space"> </span>- To generalize experimental conclusions to a population, it is critical to sample its variation while using experimental control, randomization, blocking and replication to collect replicable and meaningful results.</div>
n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-90861075982867314012015-03-12T09:35:00.002-07:002015-03-12T09:54:35.871-07:00Matrix factorization - R-bloggers<a href="http://www.r-bloggers.com/testing-recommender-systems-in-r/">http://www.r-bloggers.com/testing-recommender-systems-in-r/</a><br />
<br />
<a href="http://www.r-bloggers.com/matrix-factorization/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+RBloggers+%28R+bloggers%29">http://www.r-bloggers.com/matrix-factorization/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+RBloggers+%28R+bloggers%29</a><br />
<br />
<b style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">Latent</b><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="Apple-converted-space"> </span>Factor Matrix Factorization.</span><br />
<span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">Singular value decomposition </span><br />
<span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">optim()<span class="Apple-converted-space"> function</span></span> in R for optimization</span><br />
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<a href="http://www.r-bloggers.com/in-depth-introduction-to-machine-learning-in-15-hours-of-expert-videos/"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">http://www.r-bloggers.com/in-depth-introduction-to-machine-learning-in-15-hours-of-expert-videos/ </span></a><br />
<span style="-webkit-text-stroke-width: 0px; background-color: white; color: #444444; display: inline !important; float: none; font-family: 'Times New Roman'; font-size: 13.63636302948px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">In-depth introduction to machine learning in 15 hours of expert videos </span> n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-78377220767044108312015-03-11T10:26:00.001-07:002015-03-11T10:26:17.719-07:00The Elements of Programming Stylehttp://en.wikipedia.org/wiki/The_Elements_of_Programming_Style<br />
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<ol style="-webkit-text-stroke-width: 0px; background-color: white; color: #252525; font-family: sans-serif; font-size: 14px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 22.3999996185303px; list-style-image: none; margin: 0.3em 0px 0px 3.2em; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
<li style="margin-bottom: 0.1em;">Write clearly -- don't be too clever.</li>
<li style="margin-bottom: 0.1em;">Say what you mean, simply and directly.</li>
<li style="margin-bottom: 0.1em;">Use library functions whenever feasible.</li>
<li style="margin-bottom: 0.1em;">Avoid too many temporary variables.</li>
<li style="margin-bottom: 0.1em;">Write clearly -- don't sacrifice clarity for efficiency.</li>
<li style="margin-bottom: 0.1em;">Let the machine do the dirty work.</li>
<li style="margin-bottom: 0.1em;">Replace repetitive expressions by calls to common functions.</li>
<li style="margin-bottom: 0.1em;">Parenthesize to avoid ambiguity.</li>
<li style="margin-bottom: 0.1em;">Choose variable names that won't be confused.</li>
<li style="margin-bottom: 0.1em;">Avoid unnecessary branches.</li>
<li style="margin-bottom: 0.1em;">If a logical expression is hard to understand, try transforming it.</li>
<li style="margin-bottom: 0.1em;">Choose a data representation that makes the program simple.</li>
<li style="margin-bottom: 0.1em;">Write first in easy-to-understand pseudo language; then translate into whatever language you have to use.</li>
<li style="margin-bottom: 0.1em;">Modularize. Use procedures and functions.</li>
<li style="margin-bottom: 0.1em;">Avoid gotos completely if you can keep the program readable.</li>
<li style="margin-bottom: 0.1em;">Don't patch bad code -- rewrite it.</li>
<li style="margin-bottom: 0.1em;">Write and test a big program in small pieces.</li>
<li style="margin-bottom: 0.1em;">Use recursive procedures for recursively-defined data structures.</li>
<li style="margin-bottom: 0.1em;">Test input for plausibility and validity.</li>
<li style="margin-bottom: 0.1em;">Make sure input doesn't violate the limits of the program.</li>
<li style="margin-bottom: 0.1em;">Terminate input by end-of-file marker, not by count.</li>
<li style="margin-bottom: 0.1em;">Identify bad input; recover if possible.</li>
<li style="margin-bottom: 0.1em;">Make input easy to prepare and output self-explanatory.</li>
<li style="margin-bottom: 0.1em;">Use uniform input formats.</li>
<li style="margin-bottom: 0.1em;">Make input easy to proofread.</li>
<li style="margin-bottom: 0.1em;">Use self-identifying input. Allow defaults. Echo both on output.</li>
<li style="margin-bottom: 0.1em;">Make sure all variables are initialized before use.</li>
<li style="margin-bottom: 0.1em;">Don't stop at one bug.</li>
<li style="margin-bottom: 0.1em;">Use debugging compilers.</li>
<li style="margin-bottom: 0.1em;">Watch out for off-by-one errors.</li>
<li style="margin-bottom: 0.1em;">Take care to branch the right way on equality.</li>
<li style="margin-bottom: 0.1em;">Be careful if a loop exits to the same place from the middle and the bottom.</li>
<li style="margin-bottom: 0.1em;">Make sure your code does "nothing" gracefully.</li>
<li style="margin-bottom: 0.1em;">Test programs at their boundary values.</li>
<li style="margin-bottom: 0.1em;">Check some answers by hand.</li>
<li style="margin-bottom: 0.1em;">10.0 times 0.1 is hardly ever 1.0.</li>
<li style="margin-bottom: 0.1em;">7/8 is zero while 7.0/8.0 is not zero.</li>
<li style="margin-bottom: 0.1em;">Don't compare floating point numbers solely for equality.</li>
<li style="margin-bottom: 0.1em;">Make it right before you make it faster.</li>
<li style="margin-bottom: 0.1em;">Make it fail-safe before you make it faster.</li>
<li style="margin-bottom: 0.1em;">Make it clear before you make it faster.</li>
<li style="margin-bottom: 0.1em;">Don't sacrifice clarity for small gains in efficiency.</li>
<li style="margin-bottom: 0.1em;">Let your compiler do the simple optimizations.</li>
<li style="margin-bottom: 0.1em;">Don't strain to re-use code; reorganize instead.</li>
<li style="margin-bottom: 0.1em;">Make sure special cases are truly special.</li>
<li style="margin-bottom: 0.1em;">Keep it simple to make it faster.</li>
<li style="margin-bottom: 0.1em;">Don't diddle code to make it faster -- find a better algorithm.</li>
<li style="margin-bottom: 0.1em;">Instrument your programs. Measure before making efficiency changes.</li>
<li style="margin-bottom: 0.1em;">Make sure comments and code agree.</li>
<li style="margin-bottom: 0.1em;">Don't just echo the code with comments -- make every comment count.</li>
<li style="margin-bottom: 0.1em;">Don't comment bad code -- rewrite it.</li>
<li style="margin-bottom: 0.1em;">Use variable names that mean something.</li>
<li style="margin-bottom: 0.1em;">Use statement labels that mean something.</li>
<li style="margin-bottom: 0.1em;">Format a program to help the reader understand it.</li>
<li style="margin-bottom: 0.1em;">Document your data layouts.</li>
<li style="margin-bottom: 0.1em;">Don't over-comment</li>
</ol>
n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-20335382611174669732015-03-11T10:20:00.002-07:002015-03-11T10:20:58.206-07:00The Elements of Style<div style="-webkit-text-stroke-width: 0px; background-color: white; color: #252525; font-family: sans-serif; font-size: 14px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 22.3999996185303px; margin: 0.5em 0px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
Vigorous writing is concise. A sentence should contain no unnecessary words, a paragraph no unnecessary sentences, for the same reason that a drawing should have no unnecessary lines and a machine no unnecessary parts. This requires not that the writer make all his sentences short, or that he avoid all detail and treat his subjects only in outline, but that he make every word tell.</div>
<div class="templatequotecite" style="-webkit-text-stroke-width: 0px; background-color: white; color: #252525; font-family: sans-serif; font-size: 14px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 1.5em; margin-top: 0px; orphans: auto; padding-left: 1.6em; text-align: left; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
—"Elementary Principles of Composition",<span class="Apple-converted-space"> </span><i>The Elements of Style</i><sup class="reference" id="cite_ref-10" style="font-size: 11.1999998092651px; font-style: normal; font-weight: normal; line-height: 1; unicode-bidi: -webkit-isolate;"><a href="http://en.wikipedia.org/wiki/The_Elements_of_Style#cite_note-10" style="background: none; color: #0b0080; text-decoration: none; white-space: nowrap;"><span>[</span>10<span>]</span></a></sup></div>
n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-75578820272341014172015-03-11T10:17:00.001-07:002015-03-11T10:17:42.296-07:00Research methods: Know when your numbers are significant<figcaption style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><a href="http://www.nature.com/nature/journal/v492/n7428/fig_tab/492180a_T1.html">http://www.nature.com/nature/journal/v492/n7428/fig_tab/492180a_T1.html</a> </span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"> </span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"></span></figcaption><figcaption style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">When<span class="Apple-converted-space"> </span></span><i style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: italic; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">N</i><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="Apple-converted-space"> </span>is only 2 or 3, it would be more transparent to just plot the independent data points, and let the readers interpret the data for themselves, rather than showing possibly misleading<span class="Apple-converted-space"> </span></span><i style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: italic; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">P</i><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="Apple-converted-space"> </span>values or error bars and drawing statistical inferences.</span></span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"> </span></span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"></span></span></figcaption><figcaption style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">All experimental biologists and all those who review their papers should know what sort of sampling errors are to be expected in common experiments, such as determining the percentages of live and dead cells or counting the number of colonies on a plate or cells in a microscope field. Otherwise, they will not be able to judge their own data critically, or anyone else's.</span></span></span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"><span style="-webkit-text-stroke-width: 0px; background-color: white; color: #333333; display: inline !important; float: none; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;"> </span> </span> </span><span class="legend" style="color: #111111; display: block; font-weight: bold; margin: -3px 0px 0px; padding: 3px 0px;">Table 1: Statistics glossary: Some common statistical concepts and their uses in analysing experimental results.</span></figcaption><div class="item-content box" style="-webkit-text-stroke-width: 0px; background-color: white; border-left-color: rgb(231, 231, 231); border-left-style: solid; border-right-color: rgb(231, 231, 231); border-right-style: solid; border-top-color: rgb(231, 231, 231); border-top-style: solid; border-width: 1px 1px 0px; color: #333333; font-family: arial, helvetica, 'MS Pゴシック', 'MS ゴシック', Osaka, 'MS PGothic', sans-serif; font-size: 14.4949998855591px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 23.9167499542236px; margin: 0px; orphans: auto; overflow: hidden; padding: 5px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
<div class="table-wrapper" style="border-top-color: rgb(204, 204, 204); border-top-style: solid; border-top-width: 1px; margin: 0px; overflow-x: auto; padding: 0px; position: relative;">
<table border="0" cellpadding="0" cellspacing="0" class="data" style="border-collapse: collapse; border-spacing: 0px; font-size: inherit; min-width: 100%;"><colgroup><col align="left"></col><col align="left"></col><col align="left"></col></colgroup><thead valign="top">
<tr style="background: rgb(246, 246, 246);"><th class="last" style="border-bottom-color: rgb(204, 204, 204); border-bottom-style: solid; border-bottom-width: 1px; border-left-style: none; border-left-width: 0px; font-style: inherit; font-weight: bold; margin: 0px; padding: 5px; text-align: left;" valign="top">Term</th><th class="last" style="border-bottom-color: rgb(204, 204, 204); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; font-style: inherit; font-weight: bold; margin: 0px; padding: 5px; text-align: left;" valign="top">Meaning</th><th class="last" style="border-bottom-color: rgb(204, 204, 204); border-bottom-style: solid; border-bottom-width: 1px; border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-right-style: none; border-right-width: 0px; font-style: inherit; font-weight: bold; margin: 0px; padding: 5px; text-align: left;" valign="top">Common uses</th></tr>
</thead><tfoot>
<tr class="odd" style="background: rgb(255, 255, 255);"><td align="center" class="last" colspan="3" style="margin: 0px; padding: 5px; text-align: left;" valign="top"><div class="footnote" id="t1-fn1" style="margin: 0px; padding: 0px;">
<div style="margin: 10px 0px; padding: 0px;">
<i style="font-style: italic;">N</i>, number of independent samples;<span class="Apple-converted-space"> </span><i style="font-style: italic;">t</i>, the<span class="Apple-converted-space"> </span><i style="font-style: italic;">t</i>-statistic;<span class="Apple-converted-space"> </span><i style="font-style: italic;">p</i>, probability.</div>
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</tfoot><tbody style="border-bottom-color: rgb(204, 204, 204); border-bottom-style: solid; border-bottom-width: 1px;" valign="top">
<tr class="alt" style="background: rgb(255, 255, 255);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Standard deviation (s.d.)</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">The typical difference between each value and the mean value.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Describing how broadly the sample values are distributed.<span class="Apple-converted-space"> </span><br />s.d. = √<sup style="font-size: 12.3207492828369px; line-height: 0; vertical-align: super;">−</sup>(∑ (<i style="font-style: italic;">x</i><span class="Apple-converted-space"> </span>− mean)<sup style="font-size: 12.3207492828369px; line-height: 0; vertical-align: super;">2</sup>/(<i style="font-style: italic;">N</i><span class="Apple-converted-space"> </span>− 1))</td></tr>
<tr style="background: rgb(246, 246, 246);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Standard error of the mean (s.e.m.)</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">An estimate of how variable the means will be if the experiment is repeated multiple times.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Inferring where the population mean is likely to lie, or whether sets of samples are likely to come from the same population.<span class="Apple-converted-space"> </span><br />s.e.m. = s.d./√<sup style="font-size: 12.3207492828369px; line-height: 0; vertical-align: super;">−</sup><i style="font-style: italic;">N</i></td></tr>
<tr class="alt" style="background: rgb(255, 255, 255);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Confidence interval (CI; 95<span class="mb" style="background: none transparent !important; display: inline !important; font-family: 'arial unicode ms', 'lucida grande', 'lucida sans unicode', sans-serif !important; font-size: inherit !important; font-weight: inherit !important; line-height: inherit !important; padding: 0px !important; visibility: visible !important;">%</span>)</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">With 95<span class="mb" style="background: none transparent !important; display: inline !important; font-family: 'arial unicode ms', 'lucida grande', 'lucida sans unicode', sans-serif !important; font-size: inherit !important; font-weight: inherit !important; line-height: inherit !important; padding: 0px !important; visibility: visible !important;">%</span><span class="Apple-converted-space"> </span>confidence, the population mean will lie in this interval.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">To infer where the population mean lies, and to compare two populations.<span class="Apple-converted-space"> </span><br />CI = mean ± s.e.m. ×<span class="Apple-converted-space"> </span><i style="font-style: italic;">t</i><sub style="bottom: -0.6ex; font-size: 12.3207492828369px; line-height: 0; position: relative; vertical-align: baseline;">(<i style="font-style: italic;">N</i>−1)</sub></td></tr>
<tr style="background: rgb(246, 246, 246);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Independent data</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Values from separate experiments of the same type that are not linked.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Testing hypotheses about the population.</td></tr>
<tr class="alt" style="background: rgb(255, 255, 255);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Replicate data</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Values from experiments where everything is linked as much as possible.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(246, 246, 246); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Serves as an internal check on performance of an experiment.</td></tr>
<tr style="background: rgb(246, 246, 246);"><td class="first-cell" style="border-left-style: none; border-left-width: 0px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Sampling error</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Variation caused by sampling part of a population rather than measuring the whole population.</td><td style="border-left-color: rgb(204, 204, 204); border-left-style: solid; border-left-width: 1px; border-top-color: rgb(255, 255, 255); border-top-style: solid; border-top-width: 1px; margin: 0px; padding: 5px; text-align: left;" valign="top">Can reveal bias in the data (if it is too small) or problems with conduct of the experiment (if it is too big). In binomial distributions (such as live and dead cell counts) the expected s.d. is √<sup style="font-size: 12.3207492828369px; line-height: 0; vertical-align: super;">−</sup>(<i style="font-style: italic;">N</i><span class="Apple-converted-space"> </span>×<span class="Apple-converted-space"> </span><i style="font-style: italic;">p</i><span class="Apple-converted-space"> </span>× (1 −<span class="Apple-converted-space"> </span><i style="font-style: italic;">p</i>)); in Poisson dist</td></tr>
</tbody></table>
</div>
</div>
<br />n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-57068420510337981002015-03-09T11:08:00.005-07:002015-03-09T11:08:50.959-07:00Points of significance: Power and sample sizePoints of significance: Power and sample size<br /><br /> Martin Krzywinski <br /> & Naomi Altman <br /><br /> Nature Methods<br /> 10,<br /> 1139–1140<br /> (2013)<br /> doi:10.1038/nmeth.2738<br />
<br />http://www.nature.com/nmeth/journal/v10/n12/full/nmeth.2738.html<br />
<br />
<span class="legend">Figure 3: Decreasing specificity increases power. </span><br />
<img alt="Inference errors and statistical power." class="fig" src="http://www.nature.com/nmeth/journal/v10/n12/images_article/nmeth.2738-F2.jpg" style="height: 194px; width: 600px;" /><br />
<a class="fig-link " href="http://www.nature.com/nmeth/journal/v10/n12/fig_tab/nmeth.2738_F2.html">
</a>
<br />
<div class="description">
(<b>a</b>) Observations are assumed to be from the null distribution (<i>H</i><sub>0</sub>) with mean <i>μ</i><sub>0</sub>. We reject <i>H</i><sub>0</sub> for values larger than <i>x</i><sup><span class="mb">*</span></sup> with an error rate <i><span class="mb">α</span></i> (red area). (<b>b</b>) The alternative hypothesis (<i>H</i><sub>A</sub>) is the competing scenario with a different mean <i>μ</i><sub>A</sub>. Values sampled from <i>H</i><sub>A</sub> smaller than <i>x</i><sup><span class="mb">*</span></sup> do not trigger rejection of <i>H</i><sub>0</sub> and occur at a rate <i>β</i>. Power (sensitivity) is 1 − <i>β</i> (blue area). (<b>c</b>) Relationship of inference errors to <i>x</i><sup><span class="mb">*</span></sup>. The color key is same as in <a href="http://www.nature.com/nmeth/journal/v10/n12/full/nmeth.2738.html#f1">Figure 1</a>.<br />
<br />
<span class="legend">Figure 4: Impact of sample (<i>n</i>) and effect size (<i>d</i>) on power.</span><br />
<span class="legend"> </span> <br />
<img alt="Impact of sample (n) and effect size (d) on power." class="fig" src="http://www.nature.com/nmeth/journal/v10/n12/images_article/nmeth.2738-F4.jpg" style="height: 239px; width: 600px;" /> <br />
<i>H</i><sub>0</sub> and <i>H</i><sub>A</sub> are assumed normal with <i><span class="mb">σ</span></i> = 1. (<b>a</b>) Increasing <i>n</i> decreases the spread of the distribution of sample averages in proportion to 1/√<i>n</i>. Shown are scenarios at <i>n</i> = 1, 3 and 7 for <i>d</i> = 1 and <i><span class="mb">α</span></i> = 0.05. Right, power as function of <i>n</i> at four different <i><span class="mb">α</span></i> values for <i>d</i> = 1. The circles correspond to the three scenarios. (<b>b</b>) Power increases with <i>d</i>, making it easier to detect larger effects. The distributions show effect sizes <i>d</i> = 1, 1.5 and 2 for <i>n</i> = 3 and <i><span class="mb">α</span></i> = 0.05. Right, power as function of <i>d</i> at four different a values for <i>n</i> = 3. </div>
n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-18360252807005842062015-01-12T10:43:00.003-08:002015-01-12T10:44:25.563-08:00Anaconda / Miniconda - Python package managers<a href="http://docs.continuum.io/anaconda/index.html">http://docs.continuum.io/anaconda/index.html</a><br />
<a href="http://conda.pydata.org/miniconda.html">http://conda.pydata.org/miniconda.html</a> <br />
<br />
Anaconda is a free collection of powerful packages for Python that enables large-scale data management, analysis, and visualization for Business Intelligence, Scientific Analysis, Engineering, Machine Learning, and more.n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-15726381639837413632014-12-16T14:33:00.001-08:002014-12-16T14:33:05.085-08:00Convert SRA to FASTQhttp://www.ncbi.nlm.nih.gov/sites/books/NBK158900/<br />
<br />
./sratoolkit.2.4.2-ubuntu64/bin/fastq-dump --split-3 -L info --gzip -v SRR1131659<br />n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-57996824187433305612014-12-12T10:06:00.001-08:002014-12-12T10:06:24.042-08:00Oracle Health Sciences Translational Research Center: A Translational Medicine Platform to Address the Big Data Challenge<a href="http://www.oracle.com/us/industries/healthcare/translational-medicine-platform-wp-1840042.pdf">http://www.oracle.com/us/industries/healthcare/translational-medicine-platform-wp-1840042.pdf</a><br />
<br />
Oracle, on the Oracle Health Sciences Translational Research Center, a scalable informatics solution for translational research. Its back-end data components seamlessly integrate clinical and omics data from diverse clinical data sources as well as from vendor-specific and modality-specific omics data silos, providing standardized data readily available for the front-end application. n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-4215773494287184222014-12-09T09:35:00.002-08:002014-12-09T09:35:55.537-08:00Finding overlap between two lists in ExcelFunction <br />
<br />
=COUNTIF(C:C,K4)<br />
<br />
Where C:C contains one list and K4 is the value. Simply drag and drop this formula for all other values in the "K" column!n0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0tag:blogger.com,1999:blog-1810117512346810354.post-19879994296001440352014-12-08T14:32:00.001-08:002014-12-08T14:32:37.749-08:00Eclipse misbehavingIf eclipse is misbehaving for some reasons, context menu not appearing, right-click does nothing ...<br />
<br />
backup and remove ~/workspace/.metadata/.plugins<br />
<br />
Or<br />
<br />
Switch to a new workspacen0b3l1ahttp://www.blogger.com/profile/18183002607208323365noreply@blogger.com0