diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb index 31724c5..ad634e3 100644 --- a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb +++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb @@ -9,10 +9,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas\n", + "import numpy" + ] }, { "cell_type": "markdown", @@ -23,10 +26,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pymysql\n", + "from sqlalchemy import create_engine\n" + ] }, { "cell_type": "markdown", @@ -37,10 +43,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "conexion = create_engine(\"mysql+pymysql://guest:relational@relational.fit.cvut.cz\")" + ] }, { "cell_type": "markdown", @@ -51,10 +59,175 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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| 10 | \n", + "11 | \n", + "1 | \n", + "1201.0 | \n", + "2010-07-19 19:18:30 | \n", + "2 | \n", + "224.0 | \n", + "<p>Is there a good, modern treatment covering ... | \n", + "34.0 | \n", + "2010-08-03 21:50:09 | \n", + "Multivariate Interpolation Approaches | \n", + "... | \n", + "1.0 | \n", + "2 | \n", + "1.0 | \n", + "34.0 | \n", + "2010-07-28 07:58:52 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 11 | \n", + "12 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:18:41 | \n", + "20 | \n", + "NaN | \n", + "<p>See my response to <a href=\"http://stackove... | \n", + "5.0 | \n", + "2010-07-19 19:18:41 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2011-08-12 20:29:33 | \n", + "7.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 12 | \n", + "13 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:18:56 | \n", + "14 | \n", + "NaN | \n", + "<p>Machine Learning seems to have its basis in... | \n", + "23.0 | \n", + "2010-07-19 19:18:56 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "4 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "6.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 13 | \n", + "14 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:19:03 | \n", + "5 | \n", + "NaN | \n", + "<p>I second that Jay. Why is R valuable? Here'... | \n", + "36.0 | \n", + "2010-07-19 19:19:03 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2010-07-19 19:19:03 | \n", + "3.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 14 | \n", + "15 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:19:46 | \n", + "13 | \n", + "NaN | \n", + "<p>John Cook gives some interesting recommenda... | \n", + "6.0 | \n", + "2010-07-19 19:19:46 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "1.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 15 | \n", + "16 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:22:31 | \n", + "16 | \n", + "NaN | \n", + "<p>Two projects spring to mind:</p>\\n\\n<ol>\\n<... | \n", + "8.0 | \n", + "2010-07-19 20:43:02 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "3 | \n", + "NaN | \n", + "8.0 | \n", + "2010-07-19 20:43:02 | \n", + "2010-07-19 19:22:31 | \n", + "3.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 16 | \n", + "17 | \n", + "1 | \n", + "29.0 | \n", + "2010-07-19 19:24:12 | \n", + "9 | \n", + "1261.0 | \n", + "<p>I have four competing models which I use to... | \n", + "NaN | \n", + "2012-01-22 23:34:51 | \n", + "How can I adapt ANOVA for binary data? | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "1.0 | \n", + "7972.0 | \n", + "2012-01-22 23:34:51 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "user28 | \n", + "None | \n", + "
| 17 | \n", + "18 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:24:18 | \n", + "31 | \n", + "NaN | \n", + "<p>Also see the UCI machine learning Data Repo... | \n", + "36.0 | \n", + "2010-07-19 19:24:18 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2011-08-12 20:31:32 | \n", + "7.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 18 | \n", + "19 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:24:21 | \n", + "12 | \n", + "NaN | \n", + "<p><a href=\"http://www.gapminder.org/data/\">Ga... | \n", + "55.0 | \n", + "2010-07-19 19:24:21 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2011-08-12 20:29:45 | \n", + "7.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 19 | \n", + "20 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:24:35 | \n", + "3 | \n", + "NaN | \n", + "<p>The assumption of normality assumes your da... | \n", + "37.0 | \n", + "2010-07-19 19:24:35 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "2 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "2.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 20 | \n", + "21 | \n", + "1 | \n", + "NaN | \n", + "2010-07-19 19:24:36 | \n", + "4 | \n", + "184.0 | \n", + "<p>What are some of the ways to forecast demog... | \n", + "59.0 | \n", + "2010-09-30 21:14:45 | \n", + "Forecasting demographic census | \n", + "... | \n", + "1.0 | \n", + "1 | \n", + "1.0 | \n", + "930.0 | \n", + "2010-09-30 21:14:45 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 21 | \n", + "22 | \n", + "1 | \n", + "NaN | \n", + "2010-07-19 19:25:39 | \n", + "102 | \n", + "21916.0 | \n", + "<p>How would you describe in plain English the... | \n", + "66.0 | \n", + "2014-06-05 02:06:32 | \n", + "Bayesian and frequentist reasoning in plain En... | \n", + "... | \n", + "15.0 | \n", + "1 | \n", + "67.0 | \n", + "930.0 | \n", + "2011-10-04 07:05:14 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 22 | \n", + "23 | \n", + "1 | \n", + "91.0 | \n", + "2010-07-19 19:26:04 | \n", + "10 | \n", + "7694.0 | \n", + "<p>How can I find the PDF (probability density... | \n", + "69.0 | \n", + "2010-07-20 08:52:27 | \n", + "Finding the PDF given the CDF | \n", + "... | \n", + "2.0 | \n", + "1 | \n", + "2.0 | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 23 | \n", + "24 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:26:13 | \n", + "17 | \n", + "NaN | \n", + "<p>For doing a variety of MCMC tasks in Python... | \n", + "61.0 | \n", + "2010-07-19 19:26:13 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2010-07-19 19:26:13 | \n", + "3.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 24 | \n", + "25 | \n", + "1 | \n", + "32.0 | \n", + "2010-07-19 19:27:13 | \n", + "7 | \n", + "2095.0 | \n", + "<p>What modern tools (Windows-based) do you su... | \n", + "69.0 | \n", + "2014-08-13 20:29:48 | \n", + "Tools for modeling financial time series | \n", + "... | \n", + "7.0 | \n", + "4 | \n", + "5.0 | \n", + "69.0 | \n", + "2010-07-26 23:38:29 | \n", + "2010-07-26 23:38:29 | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 25 | \n", + "26 | \n", + "1 | \n", + "61.0 | \n", + "2010-07-19 19:27:43 | \n", + "18 | \n", + "3476.0 | \n", + "<p>What is a standard deviation, how is it cal... | \n", + "75.0 | \n", + "2013-07-30 10:19:04 | \n", + "What is a standard deviation? | \n", + "... | \n", + "8.0 | \n", + "14 | \n", + "7.0 | \n", + "22047.0 | \n", + "2013-07-30 10:19:04 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 26 | \n", + "27 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:28:12 | \n", + "4 | \n", + "NaN | \n", + "<p><a href=\"http://mathforum.org/workshops/sum... | \n", + "68.0 | \n", + "2010-07-19 19:28:12 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2011-08-12 20:29:55 | \n", + "7.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 27 | \n", + "28 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:28:12 | \n", + "6 | \n", + "NaN | \n", + "<p><a href=\"http://www.gnu.org/software/gsl/\" ... | \n", + "NaN | \n", + "2010-07-19 19:28:12 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "2010-07-19 19:28:12 | \n", + "3.0 | \n", + "NaT | \n", + "user28 | \n", + "None | \n", + "
| 28 | \n", + "29 | \n", + "2 | \n", + "NaN | \n", + "2010-07-19 19:28:15 | \n", + "5 | \n", + "NaN | \n", + "<p>Contingency table (chi-square). Also Logist... | \n", + "36.0 | \n", + "2010-07-19 19:28:15 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "17.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 29 | \n", + "30 | \n", + "1 | \n", + "55.0 | \n", + "2010-07-19 19:28:34 | \n", + "7 | \n", + "705.0 | \n", + "<p>Which methods are used for testing random v... | \n", + "69.0 | \n", + "2011-05-12 18:38:27 | \n", + "Testing random variate generation algorithms | \n", + "... | \n", + "8.0 | \n", + "2 | \n", + "7.0 | \n", + "919.0 | \n", + "2010-08-25 14:12:54 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 91946 | \n", + "115346 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 13:15:18 | \n", + "0 | \n", + "NaN | \n", + "<p>First, let's try to simulate some data with... | \n", + "42434.0 | \n", + "2014-09-13 13:15:18 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "113980.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91947 | \n", + "115348 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 15:17:03 | \n", + "0 | \n", + "18.0 | \n", + "<p>In the game of Bridge, 52 cards are distrub... | \n", + "55564.0 | \n", + "2014-09-13 16:25:32 | \n", + "Please help me interpret this goodness of fit ... | \n", + "... | \n", + "1.0 | \n", + "3 | \n", + "NaN | \n", + "55564.0 | \n", + "2014-09-13 15:41:36 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91948 | \n", + "115350 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 15:26:01 | \n", + "0 | \n", + "3.0 | \n", + "<p>How do we specify negative costs in rpart? ... | \n", + "55731.0 | \n", + "2014-09-13 15:26:01 | \n", + "Specifying negative costs (benefits) in rpart'... | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91949 | \n", + "115351 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 15:32:18 | \n", + "1 | \n", + "9.0 | \n", + "<p>If one is conducting a survey in which all ... | \n", + "7331.0 | \n", + "2014-09-13 15:43:23 | \n", + "Sampling frame of a voluntary survey | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "NaN | \n", + "7290.0 | \n", + "2014-09-13 15:43:23 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91950 | \n", + "115352 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 15:56:55 | \n", + "0 | \n", + "16.0 | \n", + "<p>For example, I was looking at <a href=\"http... | \n", + "55734.0 | \n", + "2014-09-13 16:15:30 | \n", + "Is there a way to estimate the distribution fr... | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91951 | \n", + "115353 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 16:15:30 | \n", + "0 | \n", + "NaN | \n", + "<p>I have strong reservations about whether me... | \n", + "7290.0 | \n", + "2014-09-13 16:15:30 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "115352.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91952 | \n", + "115354 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 16:25:32 | \n", + "2 | \n", + "NaN | \n", + "<p>If all the null hypotheses were true, 5% of... | \n", + "805.0 | \n", + "2014-09-13 16:25:32 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "115348.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91953 | \n", + "115355 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 16:30:00 | \n", + "3 | \n", + "49.0 | \n", + "<p>I have a methodological question, and there... | \n", + "35413.0 | \n", + "2014-09-13 18:53:58 | \n", + "Adjust for everything you have in propensity s... | \n", + "... | \n", + "2.0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91954 | \n", + "115356 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 16:34:58 | \n", + "1 | \n", + "15.0 | \n", + "<p>I'm a beginner in statistics and I have to ... | \n", + "55733.0 | \n", + "2014-09-13 20:45:45 | \n", + "How to interpret glmer results (variance, corr... | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "NaN | \n", + "55733.0 | \n", + "2014-09-13 20:45:45 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91955 | \n", + "115357 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 17:07:54 | \n", + "1 | \n", + "NaN | \n", + "<p>I've personally been asking this question f... | \n", + "44142.0 | \n", + "2014-09-13 17:07:54 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "115355.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91956 | \n", + "115358 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 17:29:23 | \n", + "2 | \n", + "15.0 | \n", + "<p>Are there any formulae for the quantiles of... | \n", + "1569.0 | \n", + "2014-09-14 02:54:13 | \n", + "Quantiles of a compound gamma/negative binomia... | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91957 | \n", + "115360 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 18:06:50 | \n", + "2 | \n", + "40.0 | \n", + "<p>Is Student's t test a Wald test?</p>\\n\\n<p>... | \n", + "55738.0 | \n", + "2014-09-13 18:06:50 | \n", + "Is Student's t test a Wald test? | \n", + "... | \n", + "0.0 | \n", + "4 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91958 | \n", + "115361 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 18:36:36 | \n", + "0 | \n", + "12.0 | \n", + "<p>Given the biometric match scores, I am requ... | \n", + "55383.0 | \n", + "2014-09-13 18:36:36 | \n", + "Plotting of density estimates in matlab | \n", + "... | \n", + "0.0 | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91959 | \n", + "115362 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 18:44:31 | \n", + "2 | \n", + "NaN | \n", + "<p>Theoretical insight, institutional knowledg... | \n", + "7071.0 | \n", + "2014-09-13 18:53:58 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "7071.0 | \n", + "2014-09-13 18:53:58 | \n", + "NaT | \n", + "115355.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91960 | \n", + "115363 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 19:37:20 | \n", + "0 | \n", + "NaN | \n", + "<p>I think I got a very simple answer.</p>\\n\\n... | \n", + "2676.0 | \n", + "2014-09-13 19:37:20 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "115279.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91961 | \n", + "115364 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 19:50:17 | \n", + "0 | \n", + "11.0 | \n", + "<p>I'm trying to find the most similar sample ... | \n", + "52858.0 | \n", + "2014-09-13 21:30:41 | \n", + "In search of a proper similarity function | \n", + "... | \n", + "0.0 | \n", + "3 | \n", + "NaN | \n", + "52858.0 | \n", + "2014-09-13 21:30:41 | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91962 | \n", + "115365 | \n", + "2 | \n", + "NaN | \n", + "2014-09-13 20:13:11 | \n", + "-1 | \n", + "NaN | \n", + "<blockquote>\\n <p>Is there some approach to u... | \n", + "28236.0 | \n", + "2014-09-13 20:13:11 | \n", + "None | \n", + "... | \n", + "NaN | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "108430.0 | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
| 91963 | \n", + "115366 | \n", + "1 | \n", + "NaN | \n", + "2014-09-13 20:36:55 | \n", + "1 | \n", + "17.0 | \n", + "<p>Does any standard statistical software like... | \n", + "55742.0 | \n", + "2014-09-13 23:18:30 | \n", + "Missing data analysis software | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "1.0 | \n", + "NaN | \n", + "NaT | \n", + "NaT | \n", + "NaN | \n", + "NaT | \n", + "None | \n", + "None | \n", + "
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In many different statistical methods there... 24.0 \n", + "2 3613.0
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\\n\\nLast year, I read a blog post from I've been working on a new method for analy... 38.0 \n",
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+ "3 2010-09-08 03:00:19 Assessing the significance of differences in d... \n",
+ "4 2010-07-19 19:21:15 None \n",
+ "5 2014-05-29 03:54:31 The Two Cultures: statistics vs. machine learn... \n",
+ "6 2013-12-28 06:53:10 Locating freely available data samples \n",
+ "7 2010-10-18 07:57:31 So how many staticians *does* it take to screw... \n",
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+ "10 2010-08-03 21:50:09 Multivariate Interpolation Approaches \n",
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+ "16 2012-01-22 23:34:51 How can I adapt ANOVA for binary data? \n",
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+ "18 2010-07-19 19:24:21 None \n",
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+ "8 NaT 2010-07-19 19:16:27 3.0 NaT \n",
+ "9 2011-03-30 15:31:46 NaT NaN NaT \n",
+ "10 2010-07-28 07:58:52 NaT NaN NaT \n",
+ "11 NaT 2011-08-12 20:29:33 7.0 NaT \n",
+ "12 NaT NaT 6.0 NaT \n",
+ "13 NaT 2010-07-19 19:19:03 3.0 NaT \n",
+ "14 NaT NaT 1.0 NaT \n",
+ "15 2010-07-19 20:43:02 2010-07-19 19:22:31 3.0 NaT \n",
+ "16 2012-01-22 23:34:51 NaT NaN NaT \n",
+ "17 NaT 2011-08-12 20:31:32 7.0 NaT \n",
+ "18 NaT 2011-08-12 20:29:45 7.0 NaT \n",
+ "19 NaT NaT 2.0 NaT \n",
+ "20 2010-09-30 21:14:45 NaT NaN NaT \n",
+ "21 2011-10-04 07:05:14 NaT NaN NaT \n",
+ "22 NaT NaT NaN NaT \n",
+ "23 NaT 2010-07-19 19:26:13 3.0 NaT \n",
+ "24 2010-07-26 23:38:29 2010-07-26 23:38:29 NaN NaT \n",
+ "25 2013-07-30 10:19:04 NaT NaN NaT \n",
+ "26 NaT 2011-08-12 20:29:55 7.0 NaT \n",
+ "27 NaT 2010-07-19 19:28:12 3.0 NaT \n",
+ "28 NaT NaT 17.0 NaT \n",
+ "29 2010-08-25 14:12:54 NaT NaN NaT \n",
+ "... ... ... ... ... \n",
+ "91946 NaT NaT 113980.0 NaT \n",
+ "91947 2014-09-13 15:41:36 NaT NaN NaT \n",
+ "91948 NaT NaT NaN NaT \n",
+ "91949 2014-09-13 15:43:23 NaT NaN NaT \n",
+ "91950 NaT NaT NaN NaT \n",
+ "91951 NaT NaT 115352.0 NaT \n",
+ "91952 NaT NaT 115348.0 NaT \n",
+ "91953 NaT NaT NaN NaT \n",
+ "91954 2014-09-13 20:45:45 NaT NaN NaT \n",
+ "91955 NaT NaT 115355.0 NaT \n",
+ "91956 NaT NaT NaN NaT \n",
+ "91957 NaT NaT NaN NaT \n",
+ "91958 NaT NaT NaN NaT \n",
+ "91959 2014-09-13 18:53:58 NaT 115355.0 NaT \n",
+ "91960 NaT NaT 115279.0 NaT \n",
+ "91961 2014-09-13 21:30:41 NaT NaN NaT \n",
+ "91962 NaT NaT 108430.0 NaT \n",
+ "91963 NaT NaT NaN NaT \n",
+ "91964 2014-09-13 21:11:36 NaT NaN NaT \n",
+ "91965 NaT NaT 115367.0 NaT \n",
+ "91966 NaT NaT 115367.0 NaT \n",
+ "91967 NaT NaT NaN NaT \n",
+ "91968 2014-09-13 22:51:35 NaT NaN NaT \n",
+ "91969 NaT NaT 115371.0 NaT \n",
+ "91970 NaT NaT 115366.0 NaT \n",
+ "91971 2014-09-14 02:05:41 NaT 115367.0 NaT \n",
+ "91972 NaT NaT NaN NaT \n",
+ "91973 2014-09-14 01:40:55 NaT NaN NaT \n",
+ "91974 2014-09-14 02:54:13 NaT 115358.0 NaT \n",
+ "91975 NaT NaT 115375.0 NaT \n",
+ "\n",
+ " OwnerDisplayName LastEditorDisplayName \n",
+ "0 None None \n",
+ "1 None None \n",
+ "2 None None \n",
+ "3 None None \n",
+ "4 None None \n",
+ "5 None None \n",
+ "6 None None \n",
+ "7 None None \n",
+ "8 None None \n",
+ "9 None None \n",
+ "10 None None \n",
+ "11 None None \n",
+ "12 None None \n",
+ "13 None None \n",
+ "14 None None \n",
+ "15 None None \n",
+ "16 user28 None \n",
+ "17 None None \n",
+ "18 None None \n",
+ "19 None None \n",
+ "20 None None \n",
+ "21 None None \n",
+ "22 None None \n",
+ "23 None None \n",
+ "24 None None \n",
+ "25 None None \n",
+ "26 None None \n",
+ "27 user28 None \n",
+ "28 None None \n",
+ "29 None None \n",
+ "... ... ... \n",
+ "91946 None None \n",
+ "91947 None None \n",
+ "91948 None None \n",
+ "91949 None None \n",
+ "91950 None None \n",
+ "91951 None None \n",
+ "91952 None None \n",
+ "91953 None None \n",
+ "91954 None None \n",
+ "91955 None None \n",
+ "91956 None None \n",
+ "91957 None None \n",
+ "91958 None None \n",
+ "91959 None None \n",
+ "91960 None None \n",
+ "91961 None None \n",
+ "91962 None None \n",
+ "91963 None None \n",
+ "91964 None None \n",
+ "91965 None None \n",
+ "91966 None None \n",
+ "91967 None None \n",
+ "91968 None None \n",
+ "91969 None None \n",
+ "91970 None None \n",
+ "91971 None None \n",
+ "91972 None None \n",
+ "91973 None None \n",
+ "91974 None None \n",
+ "91975 None None \n",
+ "\n",
+ "[91976 rows x 21 columns]"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "TablePosts.rename(columns={'Id':'postId', 'OwnerUserId':'userId'},inplace=True)\n",
+ "TablePosts"
+ ]
},
{
"cell_type": "markdown",
@@ -112,7 +2802,9 @@
"execution_count": null,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "UsersColumns = UsersTable"
+ ]
},
{
"cell_type": "markdown",
@@ -196,7 +2888,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.7.3"
}
},
"nbformat": 4,
diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 31724c5..ad634e3 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -9,10 +9,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "import pandas\n",
+ "import numpy"
+ ]
},
{
"cell_type": "markdown",
@@ -23,10 +26,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "import pymysql\n",
+ "from sqlalchemy import create_engine\n"
+ ]
},
{
"cell_type": "markdown",
@@ -37,10 +43,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "conexion = create_engine(\"mysql+pymysql://guest:relational@relational.fit.cvut.cz\")"
+ ]
},
{
"cell_type": "markdown",
@@ -51,10 +59,175 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 28,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " Hi, I'm not really a person. I'm ... 0 5007 \n",
+ "1 Developer on the StackOverflow team. Find ... 25 3 \n",
+ "2 form... 11 0 \n",
+ "4 Quantitative researcher focusing on statist... 1145 662 \n",
+ "\n",
+ " DownVotes AccountId Age ProfileImageUrl \n",
+ "0 1920 -1 NaN None \n",
+ "1 0 2 37.0 None \n",
+ "2 0 3 35.0 None \n",
+ "3 0 1998 28.0 http://i.stack.imgur.com/d1oHX.jpg \n",
+ "4 5 54503 35.0 None "
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "UsersTable = pandas.read_sql_query('SELECT * FROM stats.users;', conexion)\n",
+ "UsersTable.head()\n"
+ ]
},
{
"cell_type": "markdown",
@@ -65,10 +238,399 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " userId Reputation CreationDate DisplayName \\\n",
+ "0 -1 1 2010-07-19 06:55:26 Community \n",
+ "1 2 101 2010-07-19 14:01:36 Geoff Dalgas \n",
+ "2 3 101 2010-07-19 15:34:50 Jarrod Dixon \n",
+ "3 4 101 2010-07-19 19:03:27 Emmett \n",
+ "4 5 6792 2010-07-19 19:03:57 Shane \n",
+ "5 6 457 2010-07-19 19:04:07 Harlan \n",
+ "6 7 429 2010-07-19 19:04:37 Vince \n",
+ "7 8 6764 2010-07-19 19:04:52 csgillespie \n",
+ "8 10 121 2010-07-19 19:05:40 Pierre \n",
+ "9 11 136 2010-07-19 19:06:02 wahalulu \n",
+ "10 12 101 2010-07-19 19:06:34 Jin \n",
+ "11 13 817 2010-07-19 19:06:49 Sharpie \n",
+ "12 15 11 2010-07-19 19:07:32 hannes.koller \n",
+ "13 16 101 2010-07-19 19:08:13 slashnick \n",
+ "14 17 345 2010-07-19 19:08:28 Random \n",
+ "15 18 128 2010-07-19 19:08:29 grokus \n",
+ "16 19 101 2010-07-19 19:08:45 Noah Snyder \n",
+ "17 21 101 2010-07-19 19:08:56 Waleed Al-Balooshi \n",
+ "18 22 591 2010-07-19 19:09:00 radek \n",
+ "19 23 308 2010-07-19 19:09:16 Jay Stevens \n",
+ "20 24 344 2010-07-19 19:09:32 A Lion \n",
+ "21 25 4968 2010-07-19 19:09:32 Harvey Motulsky \n",
+ "22 26 3150 2010-07-19 19:09:39 JMS \n",
+ "23 27 101 2010-07-19 19:09:41 balpha \n",
+ "24 29 2250 2010-07-19 19:09:42 JD Long \n",
+ "25 30 2185 2010-07-19 19:10:15 gappy \n",
+ "26 33 221 2010-07-19 19:11:08 James Roth \n",
+ "27 34 185 2010-07-19 19:11:11 Christopher D. Long \n",
+ "28 35 101 2010-07-19 19:11:38 adi92 \n",
+ "29 36 1570 2010-07-19 19:11:52 Stephen Turner \n",
+ "... ... ... ... ... \n",
+ "40295 55718 6 2014-09-13 07:12:49 Amena \n",
+ "40296 55719 1 2014-09-13 07:19:09 OGUNNUSI OLUWATOBI \n",
+ "40297 55720 1 2014-09-13 08:00:08 Rebecca \n",
+ "40298 55721 101 2014-09-13 08:15:38 Lotte Laat \n",
+ "40299 55722 1 2014-09-13 08:32:22 WojciechF \n",
+ "40300 55723 1 2014-09-13 09:29:38 Davidson Salvia Jr. \n",
+ "40301 55724 16 2014-09-13 09:50:11 ouroboros \n",
+ "40302 55725 1 2014-09-13 09:53:01 Jatin Baveja \n",
+ "40303 55726 1 2014-09-13 09:54:27 SuPakarn Junfang \n",
+ "40304 55727 1 2014-09-13 10:03:06 biggvsdiccvs \n",
+ "40305 55728 1 2014-09-13 10:48:35 user56299 \n",
+ "40306 55729 16 2014-09-13 11:04:54 Achim Zeileis \n",
+ "40307 55730 1 2014-09-13 12:01:38 quants_mum \n",
+ "40308 55731 1 2014-09-13 15:23:34 Kiran BM \n",
+ "40309 55732 101 2014-09-13 15:31:37 Szilárd Pfeiffer \n",
+ "40310 55733 6 2014-09-13 15:51:18 Pax \n",
+ "40311 55734 1 2014-09-13 15:56:55 jalen \n",
+ "40312 55735 1 2014-09-13 16:21:29 Mukund \n",
+ "40313 55736 1 2014-09-13 16:29:11 liszt \n",
+ "40314 55737 1 2014-09-13 17:53:27 oolusola \n",
+ "40315 55738 11 2014-09-13 18:06:50 guest \n",
+ "40316 55739 1 2014-09-13 19:06:17 kpivert \n",
+ "40317 55740 1 2014-09-13 19:12:19 Nikkolasg \n",
+ "40318 55741 101 2014-09-13 20:19:48 Jutschge \n",
+ "40319 55742 6 2014-09-13 20:36:55 Sayan Ghosh \n",
+ "40320 55743 1 2014-09-13 21:03:50 AussieMeg \n",
+ "40321 55744 6 2014-09-13 21:39:30 Mia Maria \n",
+ "40322 55745 101 2014-09-13 23:45:27 tronbabylove \n",
+ "40323 55746 106 2014-09-14 00:29:41 GPP \n",
+ "40324 55747 1 2014-09-14 01:01:44 Shivam Agrawal \n",
+ "\n",
+ " LastAccessDate WebsiteUrl \\\n",
+ "0 2010-07-19 06:55:26 http://meta.stackexchange.com/ \n",
+ "1 2013-11-12 22:07:23 http://stackoverflow.com \n",
+ "2 2014-08-08 06:42:58 http://stackoverflow.com \n",
+ "3 2014-01-02 09:31:02 http://minesweeperonline.com \n",
+ "4 2014-08-13 00:23:47 http://www.statalgo.com \n",
+ "5 2014-08-07 19:49:44 http://www.harlan.harris.name \n",
+ "6 2014-09-10 21:14:12 http://bioinformatics.ucdavis.edu \n",
+ "7 2014-09-09 21:15:08 http://www.mas.ncl.ac.uk/~ncsg3/ \n",
+ "8 2014-07-28 18:15:02 http://plindenbaum.blogspot.com \n",
+ "9 2014-07-23 21:28:18 http://www.linkedin.com/in/marckvaisman \n",
+ "10 2014-09-09 20:26:03 http://www.8164.org \n",
+ "11 2014-08-14 17:28:14 http://www.sharpsteen.net \n",
+ "12 2010-08-24 14:23:18 http://soma.denkt.org \n",
+ "13 2010-08-19 20:40:59 None \n",
+ "14 2010-09-10 07:34:36 None \n",
+ "15 2012-08-09 15:02:00 http://wikipedia.org \n",
+ "16 2012-06-17 15:53:43 http://sbseminar.wordpress.com \n",
+ "17 2011-09-26 02:28:45 None \n",
+ "18 2014-09-11 15:21:01 None \n",
+ "19 2014-08-11 19:51:32 http://www.centerlinescores.com \n",
+ "20 2011-12-06 04:21:56 None \n",
+ "21 2014-09-13 21:51:42 http://www.graphpad.com \n",
+ "22 2014-09-13 04:03:25 None \n",
+ "23 2014-04-14 14:57:17 http://balpha.de/ \n",
+ "24 2014-08-11 19:14:03 http://cerebralmastication.com \n",
+ "25 2014-08-27 20:06:28 http://www.twitter.com/gappy3000 \n",
+ "26 2014-09-08 21:15:20 None \n",
+ "27 2014-09-13 00:02:35 http://angrystatistician.blogspot.com \n",
+ "28 2014-08-13 06:05:38 http://www.contrib.andrew.cmu.edu/~amukherj/ \n",
+ "29 2014-08-29 15:17:07 http://gettinggeneticsdone.blogspot.com/ \n",
+ "... ... ... \n",
+ "40295 2014-09-13 07:12:49 None \n",
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+ "40306 2014-09-13 12:15:21 None \n",
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+ "\n",
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+ "6 Davis, CA \n",
+ "7 Newcastle, United Kingdom \n",
+ "8 France \n",
+ "9 Washington, DC \n",
+ "10 Raleigh, NC \n",
+ "11 United States \n",
+ "12 Vienna, Austria \n",
+ "13 London, United Kingdom \n",
+ "14 None \n",
+ "15 United States \n",
+ "16 New York, NY \n",
+ "17 Michigan \n",
+ "18 Berne, Switzerland \n",
+ "19 None \n",
+ "20 None \n",
+ "21 Santa Monica CA \n",
+ "22 None \n",
+ "23 Berlin, Germany \n",
+ "24 Chicago, IL \n",
+ "25 New York, NY \n",
+ "26 None \n",
+ "27 Versailles, KY \n",
+ "28 Pittsburgh, PA \n",
+ "29 Nashville, TN \n",
+ "... ... \n",
+ "40295 None \n",
+ "40296 None \n",
+ "40297 None \n",
+ "40298 Tilburg, Netherlands \n",
+ "40299 None \n",
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+ "40309 Hungary \n",
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+ "40321 None \n",
+ "40322 United States \n",
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+ "40324 India \n",
+ "\n",
+ " AboutMe Views UpVotes \\\n",
+ "0 Hi, I'm not really a person. I'm ... 0 5007 \n",
+ "1 Developer on the StackOverflow team. Find ... 25 3 \n",
+ "2 form... 11 0 \n",
+ "4 Quantitative researcher focusing on statist... 1145 662 \n",
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+ "11 Undergraduate studying Environmental Engineeri... 178 44 \n",
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+ "1 8198.0 In many different statistical methods there... 24.0 \n",
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+ "3 5224.0 I have two groups of data. Each with a dif... 23.0 \n",
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+ "8 NaN Incanter... 50.0 \n",
+ "9 21925.0 Many studies in the social sciences use Lik... 24.0 \n",
+ "10 224.0 Is there a good, modern treatment covering ... 34.0 \n",
+ "11 NaN See my response to Machine Learning seems to have its basis in... 23.0 \n",
+ "13 NaN I second that Jay. Why is R valuable? Here'... 36.0 \n",
+ "14 NaN John Cook gives some interesting recommenda... 6.0 \n",
+ "15 NaN Two projects spring to mind: I have four competing models which I use to... NaN \n",
+ "17 NaN Also see the UCI machine learning Data Repo... 36.0 \n",
+ "18 NaN Ga... 55.0 \n",
+ "19 NaN The assumption of normality assumes your da... 37.0 \n",
+ "20 184.0 What are some of the ways to forecast demog... 59.0 \n",
+ "21 21916.0 How would you describe in plain English the... 66.0 \n",
+ "22 7694.0 How can I find the PDF (probability density... 69.0 \n",
+ "23 NaN For doing a variety of MCMC tasks in Python... 61.0 \n",
+ "24 2095.0 What modern tools (Windows-based) do you su... 69.0 \n",
+ "25 3476.0 What is a standard deviation, how is it cal... 75.0 \n",
+ "26 NaN Contingency table (chi-square). Also Logist... 36.0 \n",
+ "29 705.0 Which methods are used for testing random v... 69.0 \n",
+ "... ... ... ... \n",
+ "91946 NaN First, let's try to simulate some data with... 42434.0 \n",
+ "91947 18.0 In the game of Bridge, 52 cards are distrub... 55564.0 \n",
+ "91948 3.0 How do we specify negative costs in rpart? ... 55731.0 \n",
+ "91949 9.0 If one is conducting a survey in which all ... 7331.0 \n",
+ "91950 16.0 \\n<... 8.0 \n",
+ "16 1261.0
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+ " 2010-07-19 06:55:26 \n",
+ " Community \n",
+ " 2010-07-19 06:55:26 \n",
+ " http://meta.stackexchange.com/ \n",
+ " on the server farm \n",
+ " <p>Hi, I'm not really a person.</p>\\n\\n<p>I'm ... \n",
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+ " 2013-11-12 22:07:23 \n",
+ " http://stackoverflow.com \n",
+ " Corvallis, OR \n",
+ " <p>Developer on the StackOverflow team. Find ... \n",
+ " 25 \n",
+ " 3 \n",
+ " 0 \n",
+ " 2 \n",
+ " 37.0 \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 101 \n",
+ " 2010-07-19 15:34:50 \n",
+ " Jarrod Dixon \n",
+ " 2014-08-08 06:42:58 \n",
+ " http://stackoverflow.com \n",
+ " New York, NY \n",
+ " <p><a href=\"http://blog.stackoverflow.com/2009... \n",
+ " 22 \n",
+ " 19 \n",
+ " 0 \n",
+ " 3 \n",
+ " 35.0 \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 101 \n",
+ " 2010-07-19 19:03:27 \n",
+ " Emmett \n",
+ " 2014-01-02 09:31:02 \n",
+ " http://minesweeperonline.com \n",
+ " San Francisco, CA \n",
+ " <p>currently at a startup in SF</p>\\n\\n<p>form... \n",
+ " 11 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1998 \n",
+ " 28.0 \n",
+ " http://i.stack.imgur.com/d1oHX.jpg \n",
+ " \n",
+ " \n",
+ " \n",
+ "4 \n",
+ " 5 \n",
+ " 6792 \n",
+ " 2010-07-19 19:03:57 \n",
+ " Shane \n",
+ " 2014-08-13 00:23:47 \n",
+ " http://www.statalgo.com \n",
+ " New York, NY \n",
+ " <p>Quantitative researcher focusing on statist... \n",
+ " 1145 \n",
+ " 662 \n",
+ " 5 \n",
+ " 54503 \n",
+ " 35.0 \n",
+ " None \n",
+ " \\n
\n",
+ " \n",
+ "
\n",
+ "\n",
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+ " 1278.0 \n",
+ " <p>How should I elicit prior distributions fro... \n",
+ " 8.0 \n",
+ " 2010-09-15 21:08:26 \n",
+ " Eliciting priors from experts \n",
+ " ... \n",
+ " 5.0 \n",
+ " 1 \n",
+ " 14.0 \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
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+ " None \n",
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+ " 1 \n",
+ " 2 \n",
+ " 1 \n",
+ " 59.0 \n",
+ " 2010-07-19 19:12:57 \n",
+ " 22 \n",
+ " 8198.0 \n",
+ " <p>In many different statistical methods there... \n",
+ " 24.0 \n",
+ " 2012-11-12 09:21:54 \n",
+ " What is normality? \n",
+ " ... \n",
+ " 7.0 \n",
+ " 1 \n",
+ " 8.0 \n",
+ " 88.0 \n",
+ " 2010-08-07 17:56:44 \n",
+ " NaT \n",
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+ " 1 \n",
+ " 5.0 \n",
+ " 2010-07-19 19:13:28 \n",
+ " 54 \n",
+ " 3613.0 \n",
+ " <p>What are some valuable Statistical Analysis... \n",
+ " 18.0 \n",
+ " 2013-05-27 14:48:36 \n",
+ " What are some valuable Statistical Analysis op... \n",
+ " ... \n",
+ " 19.0 \n",
+ " 4 \n",
+ " 36.0 \n",
+ " 183.0 \n",
+ " 2011-02-12 05:50:03 \n",
+ " 2010-07-19 19:13:28 \n",
+ " NaN \n",
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+ " None \n",
+ " \n",
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+ " 3 \n",
+ " 4 \n",
+ " 1 \n",
+ " 135.0 \n",
+ " 2010-07-19 19:13:31 \n",
+ " 13 \n",
+ " 5224.0 \n",
+ " <p>I have two groups of data. Each with a dif... \n",
+ " 23.0 \n",
+ " 2010-09-08 03:00:19 \n",
+ " Assessing the significance of differences in d... \n",
+ " ... \n",
+ " 5.0 \n",
+ " 2 \n",
+ " 2.0 \n",
+ " NaN \n",
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+ " NaT \n",
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+ " None \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:14:43 \n",
+ " 81 \n",
+ " NaN \n",
+ " <p>The R-project</p>\\n\\n<p><a href=\"http://www... \n",
+ " 23.0 \n",
+ " 2010-07-19 19:21:15 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 3 \n",
+ " NaN \n",
+ " 23.0 \n",
+ " 2010-07-19 19:21:15 \n",
+ " 2010-07-19 19:14:43 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 6 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2010-07-19 19:14:44 \n",
+ " 152 \n",
+ " 29229.0 \n",
+ " <p>Last year, I read a blog post from <a href=... \n",
+ " 5.0 \n",
+ " 2014-05-29 03:54:31 \n",
+ " The Two Cultures: statistics vs. machine learn... \n",
+ " ... \n",
+ " 15.0 \n",
+ " 5 \n",
+ " 137.0 \n",
+ " 22047.0 \n",
+ " 2013-06-07 06:38:10 \n",
+ " 2010-08-09 13:05:50 \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 7 \n",
+ " 1 \n",
+ " 18.0 \n",
+ " 2010-07-19 19:15:59 \n",
+ " 76 \n",
+ " 5808.0 \n",
+ " <p>I've been working on a new method for analy... \n",
+ " 38.0 \n",
+ " 2013-12-28 06:53:10 \n",
+ " Locating freely available data samples \n",
+ " ... \n",
+ " 24.0 \n",
+ " 3 \n",
+ " 79.0 \n",
+ " 253.0 \n",
+ " 2013-09-26 21:50:36 \n",
+ " 2010-07-20 20:50:48 \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 8 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2010-07-19 19:16:21 \n",
+ " 0 \n",
+ " 288.0 \n",
+ " <p>Sorry, but the emptyness was a bit overwhel... \n",
+ " 37.0 \n",
+ " 2010-10-18 07:57:31 \n",
+ " So how many staticians *does* it take to screw... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 2 \n",
+ " NaN \n",
+ " 449.0 \n",
+ " 2010-10-18 07:57:31 \n",
+ " NaT \n",
+ " NaN \n",
+ " 2010-07-19 20:19:46 \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 9 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:16:27 \n",
+ " 13 \n",
+ " NaN \n",
+ " <p><a href=\"http://incanter.org/\">Incanter</a>... \n",
+ " 50.0 \n",
+ " 2010-07-19 19:16:27 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 3 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2010-07-19 19:16:27 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 10 \n",
+ " 1 \n",
+ " 1887.0 \n",
+ " 2010-07-19 19:17:47 \n",
+ " 23 \n",
+ " 21925.0 \n",
+ " <p>Many studies in the social sciences use Lik... \n",
+ " 24.0 \n",
+ " 2012-10-23 17:33:41 \n",
+ " Under what conditions should Likert scales be ... \n",
+ " ... \n",
+ " 4.0 \n",
+ " 4 \n",
+ " 12.0 \n",
+ " 919.0 \n",
+ " 2011-03-30 15:31:46 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 11 \n",
+ " 1 \n",
+ " 1201.0 \n",
+ " 2010-07-19 19:18:30 \n",
+ " 2 \n",
+ " 224.0 \n",
+ " <p>Is there a good, modern treatment covering ... \n",
+ " 34.0 \n",
+ " 2010-08-03 21:50:09 \n",
+ " Multivariate Interpolation Approaches \n",
+ " ... \n",
+ " 1.0 \n",
+ " 2 \n",
+ " 1.0 \n",
+ " 34.0 \n",
+ " 2010-07-28 07:58:52 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 12 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:18:41 \n",
+ " 20 \n",
+ " NaN \n",
+ " <p>See my response to <a href=\"http://stackove... \n",
+ " 5.0 \n",
+ " 2010-07-19 19:18:41 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 1 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2011-08-12 20:29:33 \n",
+ " 7.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 13 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:18:56 \n",
+ " 14 \n",
+ " NaN \n",
+ " <p>Machine Learning seems to have its basis in... \n",
+ " 23.0 \n",
+ " 2010-07-19 19:18:56 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 4 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 6.0 \n",
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+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 14 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:19:03 \n",
+ " 5 \n",
+ " NaN \n",
+ " <p>I second that Jay. Why is R valuable? Here'... \n",
+ " 36.0 \n",
+ " 2010-07-19 19:19:03 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 1 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2010-07-19 19:19:03 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " 15 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:19:46 \n",
+ " 13 \n",
+ " NaN \n",
+ " <p>John Cook gives some interesting recommenda... \n",
+ " 6.0 \n",
+ " 2010-07-19 19:19:46 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 1.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:22:31 \n",
+ " 16 \n",
+ " NaN \n",
+ " <p>Two projects spring to mind:</p>\\n\\n<ol>\\n<... \n",
+ " 8.0 \n",
+ " 2010-07-19 20:43:02 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 3 \n",
+ " NaN \n",
+ " 8.0 \n",
+ " 2010-07-19 20:43:02 \n",
+ " 2010-07-19 19:22:31 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17 \n",
+ " 1 \n",
+ " 29.0 \n",
+ " 2010-07-19 19:24:12 \n",
+ " 9 \n",
+ " 1261.0 \n",
+ " <p>I have four competing models which I use to... \n",
+ " NaN \n",
+ " 2012-01-22 23:34:51 \n",
+ " How can I adapt ANOVA for binary data? \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " 1.0 \n",
+ " 7972.0 \n",
+ " 2012-01-22 23:34:51 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " user28 \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 18 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:24:18 \n",
+ " 31 \n",
+ " NaN \n",
+ " <p>Also see the UCI machine learning Data Repo... \n",
+ " 36.0 \n",
+ " 2010-07-19 19:24:18 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 1 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2011-08-12 20:31:32 \n",
+ " 7.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " 19 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:24:21 \n",
+ " 12 \n",
+ " NaN \n",
+ " <p><a href=\"http://www.gapminder.org/data/\">Ga... \n",
+ " 55.0 \n",
+ " 2010-07-19 19:24:21 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2011-08-12 20:29:45 \n",
+ " 7.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 20 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:24:35 \n",
+ " 3 \n",
+ " NaN \n",
+ " <p>The assumption of normality assumes your da... \n",
+ " 37.0 \n",
+ " 2010-07-19 19:24:35 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 2 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 2.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " 21 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2010-07-19 19:24:36 \n",
+ " 4 \n",
+ " 184.0 \n",
+ " <p>What are some of the ways to forecast demog... \n",
+ " 59.0 \n",
+ " 2010-09-30 21:14:45 \n",
+ " Forecasting demographic census \n",
+ " ... \n",
+ " 1.0 \n",
+ " 1 \n",
+ " 1.0 \n",
+ " 930.0 \n",
+ " 2010-09-30 21:14:45 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 22 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2010-07-19 19:25:39 \n",
+ " 102 \n",
+ " 21916.0 \n",
+ " <p>How would you describe in plain English the... \n",
+ " 66.0 \n",
+ " 2014-06-05 02:06:32 \n",
+ " Bayesian and frequentist reasoning in plain En... \n",
+ " ... \n",
+ " 15.0 \n",
+ " 1 \n",
+ " 67.0 \n",
+ " 930.0 \n",
+ " 2011-10-04 07:05:14 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 23 \n",
+ " 1 \n",
+ " 91.0 \n",
+ " 2010-07-19 19:26:04 \n",
+ " 10 \n",
+ " 7694.0 \n",
+ " <p>How can I find the PDF (probability density... \n",
+ " 69.0 \n",
+ " 2010-07-20 08:52:27 \n",
+ " Finding the PDF given the CDF \n",
+ " ... \n",
+ " 2.0 \n",
+ " 1 \n",
+ " 2.0 \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 24 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:26:13 \n",
+ " 17 \n",
+ " NaN \n",
+ " <p>For doing a variety of MCMC tasks in Python... \n",
+ " 61.0 \n",
+ " 2010-07-19 19:26:13 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2010-07-19 19:26:13 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " 25 \n",
+ " 1 \n",
+ " 32.0 \n",
+ " 2010-07-19 19:27:13 \n",
+ " 7 \n",
+ " 2095.0 \n",
+ " <p>What modern tools (Windows-based) do you su... \n",
+ " 69.0 \n",
+ " 2014-08-13 20:29:48 \n",
+ " Tools for modeling financial time series \n",
+ " ... \n",
+ " 7.0 \n",
+ " 4 \n",
+ " 5.0 \n",
+ " 69.0 \n",
+ " 2010-07-26 23:38:29 \n",
+ " 2010-07-26 23:38:29 \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 26 \n",
+ " 1 \n",
+ " 61.0 \n",
+ " 2010-07-19 19:27:43 \n",
+ " 18 \n",
+ " 3476.0 \n",
+ " <p>What is a standard deviation, how is it cal... \n",
+ " 75.0 \n",
+ " 2013-07-30 10:19:04 \n",
+ " What is a standard deviation? \n",
+ " ... \n",
+ " 8.0 \n",
+ " 14 \n",
+ " 7.0 \n",
+ " 22047.0 \n",
+ " 2013-07-30 10:19:04 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 27 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:28:12 \n",
+ " 4 \n",
+ " NaN \n",
+ " <p><a href=\"http://mathforum.org/workshops/sum... \n",
+ " 68.0 \n",
+ " 2010-07-19 19:28:12 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2011-08-12 20:29:55 \n",
+ " 7.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " 28 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:28:12 \n",
+ " 6 \n",
+ " NaN \n",
+ " <p><a href=\"http://www.gnu.org/software/gsl/\" ... \n",
+ " NaN \n",
+ " 2010-07-19 19:28:12 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " 2010-07-19 19:28:12 \n",
+ " 3.0 \n",
+ " NaT \n",
+ " user28 \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " 29 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2010-07-19 19:28:15 \n",
+ " 5 \n",
+ " NaN \n",
+ " <p>Contingency table (chi-square). Also Logist... \n",
+ " 36.0 \n",
+ " 2010-07-19 19:28:15 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 17.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " 30 \n",
+ " 1 \n",
+ " 55.0 \n",
+ " 2010-07-19 19:28:34 \n",
+ " 7 \n",
+ " 705.0 \n",
+ " <p>Which methods are used for testing random v... \n",
+ " 69.0 \n",
+ " 2011-05-12 18:38:27 \n",
+ " Testing random variate generation algorithms \n",
+ " ... \n",
+ " 8.0 \n",
+ " 2 \n",
+ " 7.0 \n",
+ " 919.0 \n",
+ " 2010-08-25 14:12:54 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 91946 \n",
+ " 115346 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 13:15:18 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>First, let's try to simulate some data with... \n",
+ " 42434.0 \n",
+ " 2014-09-13 13:15:18 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 113980.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91947 \n",
+ " 115348 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 15:17:03 \n",
+ " 0 \n",
+ " 18.0 \n",
+ " <p>In the game of Bridge, 52 cards are distrub... \n",
+ " 55564.0 \n",
+ " 2014-09-13 16:25:32 \n",
+ " Please help me interpret this goodness of fit ... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 3 \n",
+ " NaN \n",
+ " 55564.0 \n",
+ " 2014-09-13 15:41:36 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91948 \n",
+ " 115350 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 15:26:01 \n",
+ " 0 \n",
+ " 3.0 \n",
+ " <p>How do we specify negative costs in rpart? ... \n",
+ " 55731.0 \n",
+ " 2014-09-13 15:26:01 \n",
+ " Specifying negative costs (benefits) in rpart'... \n",
+ " ... \n",
+ " 0.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91949 \n",
+ " 115351 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 15:32:18 \n",
+ " 1 \n",
+ " 9.0 \n",
+ " <p>If one is conducting a survey in which all ... \n",
+ " 7331.0 \n",
+ " 2014-09-13 15:43:23 \n",
+ " Sampling frame of a voluntary survey \n",
+ " ... \n",
+ " 0.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " 7290.0 \n",
+ " 2014-09-13 15:43:23 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91950 \n",
+ " 115352 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 15:56:55 \n",
+ " 0 \n",
+ " 16.0 \n",
+ " <p>For example, I was looking at <a href=\"http... \n",
+ " 55734.0 \n",
+ " 2014-09-13 16:15:30 \n",
+ " Is there a way to estimate the distribution fr... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91951 \n",
+ " 115353 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 16:15:30 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>I have strong reservations about whether me... \n",
+ " 7290.0 \n",
+ " 2014-09-13 16:15:30 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115352.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91952 \n",
+ " 115354 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 16:25:32 \n",
+ " 2 \n",
+ " NaN \n",
+ " <p>If all the null hypotheses were true, 5% of... \n",
+ " 805.0 \n",
+ " 2014-09-13 16:25:32 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115348.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91953 \n",
+ " 115355 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 16:30:00 \n",
+ " 3 \n",
+ " 49.0 \n",
+ " <p>I have a methodological question, and there... \n",
+ " 35413.0 \n",
+ " 2014-09-13 18:53:58 \n",
+ " Adjust for everything you have in propensity s... \n",
+ " ... \n",
+ " 2.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91954 \n",
+ " 115356 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 16:34:58 \n",
+ " 1 \n",
+ " 15.0 \n",
+ " <p>I'm a beginner in statistics and I have to ... \n",
+ " 55733.0 \n",
+ " 2014-09-13 20:45:45 \n",
+ " How to interpret glmer results (variance, corr... \n",
+ " ... \n",
+ " 0.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " 55733.0 \n",
+ " 2014-09-13 20:45:45 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91955 \n",
+ " 115357 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 17:07:54 \n",
+ " 1 \n",
+ " NaN \n",
+ " <p>I've personally been asking this question f... \n",
+ " 44142.0 \n",
+ " 2014-09-13 17:07:54 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115355.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91956 \n",
+ " 115358 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 17:29:23 \n",
+ " 2 \n",
+ " 15.0 \n",
+ " <p>Are there any formulae for the quantiles of... \n",
+ " 1569.0 \n",
+ " 2014-09-14 02:54:13 \n",
+ " Quantiles of a compound gamma/negative binomia... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91957 \n",
+ " 115360 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 18:06:50 \n",
+ " 2 \n",
+ " 40.0 \n",
+ " <p>Is Student's t test a Wald test?</p>\\n\\n<p>... \n",
+ " 55738.0 \n",
+ " 2014-09-13 18:06:50 \n",
+ " Is Student's t test a Wald test? \n",
+ " ... \n",
+ " 0.0 \n",
+ " 4 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91958 \n",
+ " 115361 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 18:36:36 \n",
+ " 0 \n",
+ " 12.0 \n",
+ " <p>Given the biometric match scores, I am requ... \n",
+ " 55383.0 \n",
+ " 2014-09-13 18:36:36 \n",
+ " Plotting of density estimates in matlab \n",
+ " ... \n",
+ " 0.0 \n",
+ " 1 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91959 \n",
+ " 115362 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 18:44:31 \n",
+ " 2 \n",
+ " NaN \n",
+ " <p>Theoretical insight, institutional knowledg... \n",
+ " 7071.0 \n",
+ " 2014-09-13 18:53:58 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " 7071.0 \n",
+ " 2014-09-13 18:53:58 \n",
+ " NaT \n",
+ " 115355.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91960 \n",
+ " 115363 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 19:37:20 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>I think I got a very simple answer.</p>\\n\\n... \n",
+ " 2676.0 \n",
+ " 2014-09-13 19:37:20 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115279.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91961 \n",
+ " 115364 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 19:50:17 \n",
+ " 0 \n",
+ " 11.0 \n",
+ " <p>I'm trying to find the most similar sample ... \n",
+ " 52858.0 \n",
+ " 2014-09-13 21:30:41 \n",
+ " In search of a proper similarity function \n",
+ " ... \n",
+ " 0.0 \n",
+ " 3 \n",
+ " NaN \n",
+ " 52858.0 \n",
+ " 2014-09-13 21:30:41 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91962 \n",
+ " 115365 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 20:13:11 \n",
+ " -1 \n",
+ " NaN \n",
+ " <blockquote>\\n <p>Is there some approach to u... \n",
+ " 28236.0 \n",
+ " 2014-09-13 20:13:11 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 1 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 108430.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91963 \n",
+ " 115366 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 20:36:55 \n",
+ " 1 \n",
+ " 17.0 \n",
+ " <p>Does any standard statistical software like... \n",
+ " 55742.0 \n",
+ " 2014-09-13 23:18:30 \n",
+ " Missing data analysis software \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " 1.0 \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91964 \n",
+ " 115367 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 20:57:24 \n",
+ " 1 \n",
+ " 97.0 \n",
+ " <p>Jon and Frank ordered 2 footlong sandwiches... \n",
+ " 41961.0 \n",
+ " 2014-09-14 02:05:41 \n",
+ " How to add odds? (or how I got the wrong sandw... \n",
+ " ... \n",
+ " 3.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " 919.0 \n",
+ " 2014-09-13 21:11:36 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91965 \n",
+ " 115368 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 21:01:39 \n",
+ " 4 \n",
+ " NaN \n",
+ " <p>You need to multiply the probabilities with... \n",
+ " 24808.0 \n",
+ " 2014-09-13 21:01:39 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115367.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91966 \n",
+ " 115369 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 21:27:49 \n",
+ " 4 \n",
+ " NaN \n",
+ " <p>Line up the four sandwiches in a row where ... \n",
+ " 6633.0 \n",
+ " 2014-09-13 21:27:49 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115367.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91967 \n",
+ " 115370 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 21:39:30 \n",
+ " 1 \n",
+ " 13.0 \n",
+ " <p>im analyzing an article for my studies with... \n",
+ " 55744.0 \n",
+ " 2014-09-13 21:39:30 \n",
+ " Poisson regression \n",
+ " ... \n",
+ " 0.0 \n",
+ " 2 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91968 \n",
+ " 115371 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 21:55:39 \n",
+ " 0 \n",
+ " 19.0 \n",
+ " <p>I am trying to estimate the school effects ... \n",
+ " 35801.0 \n",
+ " 2014-09-13 23:15:00 \n",
+ " Estimation of school effects using xtmixed (in... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " 35801.0 \n",
+ " 2014-09-13 22:51:35 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91969 \n",
+ " 115372 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 23:15:00 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>If prior to running the xtreg command you h... \n",
+ " 48579.0 \n",
+ " 2014-09-13 23:15:00 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 9 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115371.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91970 \n",
+ " 115373 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 23:18:30 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>Yes, the <a href=\"http://cran.r-project.org... \n",
+ " 48579.0 \n",
+ " 2014-09-13 23:18:30 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115366.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91971 \n",
+ " 115374 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-13 23:45:39 \n",
+ " 2 \n",
+ " NaN \n",
+ " <p>This grew too long for a comment, but I thi... \n",
+ " 805.0 \n",
+ " 2014-09-14 02:05:41 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 2 \n",
+ " NaN \n",
+ " 805.0 \n",
+ " 2014-09-14 02:05:41 \n",
+ " NaT \n",
+ " 115367.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91972 \n",
+ " 115375 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-13 23:46:05 \n",
+ " 0 \n",
+ " 9.0 \n",
+ " <p>Assume a classification problem where there... \n",
+ " 49365.0 \n",
+ " 2014-09-14 02:09:23 \n",
+ " Detecting a consistent pattern in a dataset vi... \n",
+ " ... \n",
+ " 1.0 \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91973 \n",
+ " 115376 \n",
+ " 1 \n",
+ " NaN \n",
+ " 2014-09-14 01:27:54 \n",
+ " 1 \n",
+ " 5.0 \n",
+ " <p>My goal is to create a formula that can giv... \n",
+ " 55746.0 \n",
+ " 2014-09-14 01:40:55 \n",
+ " How to project video viewcount based on histor... \n",
+ " ... \n",
+ " 0.0 \n",
+ " 2 \n",
+ " NaN \n",
+ " 7290.0 \n",
+ " 2014-09-14 01:40:55 \n",
+ " NaT \n",
+ " NaN \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " 91974 \n",
+ " 115377 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-14 02:03:28 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>As a practical answer to the real questions... \n",
+ " 805.0 \n",
+ " 2014-09-14 02:54:13 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " 805.0 \n",
+ " 2014-09-14 02:54:13 \n",
+ " NaT \n",
+ " 115358.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \n",
+ " \n",
+ " \n",
+ "91975 \n",
+ " 115378 \n",
+ " 2 \n",
+ " NaN \n",
+ " 2014-09-14 02:09:23 \n",
+ " 0 \n",
+ " NaN \n",
+ " <p>Decision trees are notoriously <strong>unst... \n",
+ " 7250.0 \n",
+ " 2014-09-14 02:09:23 \n",
+ " None \n",
+ " ... \n",
+ " NaN \n",
+ " 0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaT \n",
+ " NaT \n",
+ " 115375.0 \n",
+ " NaT \n",
+ " None \n",
+ " None \n",
+ " \\n<... 8.0 \n",
+ "16 1261.0