romanegloo

romanegloo

import spacy
nlp = spacy.load('de')

for doc in nlp.pipe(texts, n_threads=16, batch_size=10000):
    analyse_text(doc)

romanegloo

On Mac OS, managing Python versions with homebrew is not trivial, almost impossible.

Here, I uninstall pre-installed python version and re-install a new specific version.

To Uninstall a Python3 version

    ls -l /usr/local/bin | grep /Library/Frameworks/Python.framework/Versions/3 | awk '{print "rm \47/usr/local/bin/" $9 "\47"}'
 ls -d /Library/Frameworks/Python.framework/Versions/3.* 2> /dev/null | awk '{print "rm -rf \47" $0 "\47"}'

romanegloo

\begin{table*}[!htbp]
  \centering
  \ra{1.3}
  \subfloat[Results on year 2016 datasets]{
    \begin{tabular}{@{}lcrrrrrcrrrrr@{}}
      \toprule
      \multirow{2}{*}{Models} & & \multicolumn{5}{c}{Optimized ARS weights} &&
      \multicolumn{5}{c}{MAP} \\

romanegloo

Evaluation Datasets for Word Embeddings

SimVerb-3500 [download]

semantic similarity of verbs

[sample]

hurt    offend          V       6.81    SYNONYMS
clarify worry           V       0.33    NONE

fasten attach V 8.47 HYPER/HYPONYMS

romanegloo

Environment

prefer NO (fancy) IDE like VS, XCode, Clion... I prefer plain text files

How to compile C++ file and Run

compile

g++ [source file] -o [executable file]

romanegloo

public.xsd:

<?xml version="1.0" encoding="UTF-8" ?>

<!-- ============================================================================================

  XML Schema for ClinicalTrials.gov public XML
  http://clinicaltrials.gov/ct2/html/images/info/public.xsd
  National Library of Medicine, National Institutes of Health

romanegloo

<description>A 15 yo girl accompanied by her mother is referred for evaluation by the school. The girl has more than expected absences in the last three month, appears to be constantly tired and sleepy in class. Her mother assures the girl is well fed, and getting the proper sleep at night but admits the girls tires easily when they go out on weekend hikes. Physical examination: BP: 90/60. HR 130/min the only remarkable findings are extremely pale skin and mucosae. Grade 3/6 systolic murmur. Lab tests report Hb: 4.2 g/dL, MCV 61.8 fL, serum iron less than 1.8 umol/L and ferritin of 2 ng/mL. Fecal occult blood is negative.</description>
<summary>A 15 yo girl with fatigue, pale skin, low hemoglobin and ferritin.</summary>
<diagnosis>Iron-Deficiency Anemia</diagnosis>
<target>treatment</target>

romanegloo

STA580 final summary

ANOVA (analysis of variance)

• testing whether the means of two or more populations are equal
• must have a continuous response and at least one categorical factor

one-way ANOVA

• one fixed factor

romanegloo

STA 580 midterm summary

Lecture 1 - Numerical and graphical summaries of data

• graphical measures and plots
• measure of location
  • mean (x_bar)
  • median
• measure of dispersion
• variance