{"id":1247,"date":"2017-03-13T18:51:54","date_gmt":"2017-03-13T10:51:54","guid":{"rendered":"http:\/\/www.opendatahk.com\/?p=1247"},"modified":"2020-08-24T05:26:55","modified_gmt":"2020-08-24T05:26:55","slug":"guest-post-data-driven-look-refugee-crime","status":"publish","type":"post","link":"https:\/\/civicsight.org\/zh-hant\/guest-post-data-driven-look-refugee-crime\/","title":{"rendered":"Guest Post: A Data Driven Look At Refugee Crime"},"content":{"rendered":"<div id=\"header\" class=\"fluid-row\"><em>This month ODHK participated in the <a href=\"http:\/\/www.opendatahk.com\/2017\/02\/open-data-day-2017-hong-kong-edition\/\">2017 International Open Data Day hackathon<\/a> organised at CityU. Some of the ODHK team pitched a project looking at refugee crime data (see the <a href=\"http:\/\/publicdatahk.com\/dataset\/hong-kong-police-statistics-for-arrests-convictions-and-prosecution\/resource\/f11ca331-d688-41b0-a9af-e3ef1014a74f\">hackpad<\/a> and our <a href=\"https:\/\/www.slideshare.net\/scedmunds\/hong-kong-2017-open-data-day-hackathon-results-racismwatchhk\">slides<\/a>), which is being used as political football at the moment, despite there being a big data vacuum in this area. With <a href=\"https:\/\/data.gov.hk\/en-data\/category\/law-and-security\">no relevant data available<\/a> from data.gov.hk, we&#8217;ve been forced to try to gather disparate data from FOI requests and other sources, so this project attempted to fill some of the gaps and visualise this data. Here we have a guest post here on the outcomes from one of the participants, Robert Porsch. Robert is a PhD student studying statistical genetics at HKU, and has a general interest in all kinds of data analysis. He put together this post in markdown, and we are posting it here courtesy of his great work.<\/em><\/p>\n<h1 class=\"title toc-ignore\">Arrests of Refugees in Hong Kong. Is there the &#8220;surge&#8221; the media are portraying?<\/h1>\n<\/div>\n<p>Like many societies, Hong Kong is having a heated discussion about immigration. Especially in regards to refugees. A common believe here is that refugees commit more crime than the general population and that most criminals are of South East Asian ethnicity. Further some have suggested the increase in refugees has let to a general increase in crime within Hong Kong. This has let to strong comments by some politicians (e.g. Dominic Lee in Sham Shui Po <a href=\"https:\/\/www.facebook.com\/leetszking\/videos\/1663087000383462\/\">calling for internment camps<\/a>). However, there is surprisingly little public data available to base these on.<br \/>\nTherefore, <a href=\"http:\/\/www.opendatahk.com\/\">Open Data Hong Kong<\/a> has attempted to acquire some data on the topic, especially <a href=\"https:\/\/twitter.com\/SCEdmunds\">Scott Edmunds<\/a> who has spend a lot of time collecting the data by contacting individual police districts and police regions in Hong Kong through accessinfo requests. So here I will take a look at the data and see if I can find some answers.<\/p>\n<div id=\"the-data\" class=\"section level1\">\n<h1>The data<\/h1>\n<p>First I should mention something about refugees in Hong Kong in general. I was unable to find some accurate numbers on the total numbers of asylum seekers in Hong Kong. According to the <a href=\"http:\/\/www.immd.gov.hk\/eng\/facts\/enforcement.html\">immigration department<\/a> there were around 9,618 <span class=\"math inline\"><span id=\"MathJax-Element-1-Frame\" class=\"MathJax\" tabindex=\"0\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot;&gt;&lt;mn&gt;9&lt;\/mn&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mn&gt;900&lt;\/mn&gt;&lt;\/math&gt;\"><span id=\"MathJax-Span-1\" class=\"math\"><span id=\"MathJax-Span-2\" class=\"mrow\"><span id=\"MathJax-Span-5\" class=\"mn\">people claiming <\/span><\/span><\/span><\/span><\/span>asylum in HK in 2014, <span class=\"math inline\"><span id=\"MathJax-Element-1-Frame\" class=\"MathJax\" tabindex=\"0\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot;&gt;&lt;mn&gt;9&lt;\/mn&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mn&gt;900&lt;\/mn&gt;&lt;\/math&gt;\"><span id=\"MathJax-Span-1\" class=\"math\"><span id=\"MathJax-Span-2\" class=\"mrow\"><span id=\"MathJax-Span-5\" class=\"mn\">10,922<\/span><\/span><\/span><\/span><\/span> in 2015, and 9,981 in 2016.<\/p>\n<\/div>\n<p>HK never joined the UN Convention on the Status of Refugees, and asylum seekers can only apply under the UN Convention Against Torture. Or at least cite as a reason for protection. Furthermore, the recognition rate is very low. About <span class=\"math inline\"><span id=\"MathJax-Element-3-Frame\" class=\"MathJax\" tabindex=\"0\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot;&gt;&lt;mn&gt;0.16&lt;\/mn&gt;&lt;mi mathvariant=&quot;normal&quot;&gt;&amp;#x0025;&lt;\/mi&gt;&lt;\/math&gt;\"><span id=\"MathJax-Span-10\" class=\"math\"><span id=\"MathJax-Span-11\" class=\"mrow\"><span id=\"MathJax-Span-12\" class=\"mn\">0.16<\/span><span id=\"MathJax-Span-13\" class=\"mi\">% <\/span><\/span><\/span><\/span><\/span>of applicants are accepted (the global average is 27%). The application process is quite slow as well. This results that many applicants stay in the city for years and many asylum seeker whose application have been rejected cannot be deported due to a lack of extradition agreement with the corresponding home countries. During their stay applicants, as well as those who are rejected, are not allowed to work, but the government provides some minimal rental, food and medical subsidy (HK allocated HK$450 Million in the budget of 2013\/2014). <a href=\"https:\/\/www.hongkongfp.com\/2015\/08\/25\/refugees-are-turning-to-crime-because-of-hong-kongs-botched-asylum-system\/\">Some<\/a> have suggested that these subsidies are too low to maintain a living in HK and provide incentives to be involved with criminal activities. The majority of claimants are from South and South East Asia.<\/p>\n<div id=\"the-data\" class=\"section level1\">To asses crimes committed by refugees in HK I took a look at the data provided by Open Data Hong Kong, as well as publicly available census data and crime statistics. Unfortunately, not all police districts in HK were able to provide the criminal statistics of refugees. In fact only <strong>West Kowloon region<\/strong> was able to provide a complete picture across their district. Furthermore, these numbers are <strong>arrest<\/strong> statistics and not convictions (ODHK has <a href=\"http:\/\/publicdatahk.com\/dataset\/hong-kong-police-statistics-for-arrests-convictions-and-prosecution\/resource\/f11ca331-d688-41b0-a9af-e3ef1014a74f\">collected data<\/a> showing roughly 50% of arrests result in convictions). So any conclusions should be viewed with care.<\/div>\n<div id=\"is-there-an-increase-in-arrests\" class=\"section level1\">\n<h1>Is there an increase in arrests?<\/h1>\n<p>This question is relatively easy to answer and I have plotted the overall number of arrests for each region by year below.<br \/>\n<img decoding=\"async\" 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width=\"672\" \/><br \/>\nAs you can see there seems to be no overall dramatic increase in arrests for all of the regions. However, there is a slight increase in crime Kowloon East and West, but in general the trend points downwards. This would suggest crime in HK is not increasing.<\/p>\n<\/div>\n<div id=\"arrests-of-refugees\" class=\"section level1\">\n<h1>Arrests of refugees<\/h1>\n<p>Since I only have limited data available about refugees in HK I was only able to look at Kowloon West. Hence I compared the number of arrests of refugees with the total number of arrests within this region.<br \/>\n<img decoding=\"async\" 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width=\"672\" \/><br \/>\nLet me explain this plot in bit more detail. I used data available for 2014 and 2015. Since Hong Kong does not use the phrase <code>refugee<\/code> as Hong Kong does not recognise the UN Refugee Convention, so the exact legal classifications are a bit vague. Nevertheless, some police stations have called refugees &#8220;Form 8&#8221; (F8) holders, so I will use this phrase here as well. Thus the plot above shows the number of <strong>arrests<\/strong> made in Kowloon West by F8 holders and all arrests between 2014 and 2015.<\/p>\n<p>So comparable those arrests rate look quite small. Indeed in 2014 and 2015 the proportion of arrests of F8 holders was 4% and 5% respectively. So these numbers seem rather stable and would suggest no major change between 2014 and 2015, despite a slight increase in the number of refugees.<\/p>\n<\/div>\n<div id=\"do-refugees-commit-more-crime-than-others\" class=\"section level1\">\n<h1>Do refugees commit more crime than others?<\/h1>\n<p>This question turned out to be much more difficult to answer than I thought. One problem is that I do not know how many refugees live in Kowloon West, further police districts are not the same as council districts. This makes it difficult to get an population estimate since the census data from 2011 only looked at council districts. Thus I am unable to answer this question with the current data. Only the availability of the exact arrest numbers of refugees for the whole of Hong Kong or the exact numbers of refugees living in Kowloon would help to answer this question.<\/p>\n<\/div>\n<div id=\"conclusion\" class=\"section level1\">\n<h1>Conclusion<\/h1>\n<p>There is no evidence of an increase in crime in Hong Kong (at least from the data available), also there seems to be a slight increase from 2014 to 2015 (looks more like random noise to me however). Arrests of F8 holders was relatively stable between 2014 and 2015. Intuitively I think the proportions of arrests of F8 holders are higher than one would expect given a small population of <span class=\"math inline\"><span id=\"MathJax-Element-4-Frame\" class=\"MathJax\" tabindex=\"0\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot;&gt;&lt;mn&gt;9&lt;\/mn&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mn&gt;500&lt;\/mn&gt;&lt;\/math&gt;\"><span id=\"MathJax-Span-14\" class=\"math\"><span id=\"MathJax-Span-15\" class=\"mrow\"><span id=\"MathJax-Span-16\" class=\"mn\">around 10,000<\/span><\/span><\/span><\/span><\/span>, but one needs to keep in mind that arrests are not convictions. In general the data is not really sufficient to make a conclusive statement. Except that HK is incredibly safe compared to other major cities (0.4 murders per 100,000 people in 2016; one of the lowest in the world).<\/p>\n<p><strong><em>Thanks for Open Source HK for putting together the<\/em> ODD event this year. See the interesting round table discussion with three LegCo members <a href=\"https:\/\/www.periscope.tv\/opendata_hk\/1ynKOWdddyzKR?t=6\">on our periscope stream<\/a>. For more on this particular project, interact with this data via some <a href=\"https:\/\/rmporsch.shinyapps.io\/crime_in_hong_kong\/\">Shiny visualisations<\/a> and the <a href=\"http:\/\/publicdatahk.com\/dataset\">raw data being collected<\/a> at ODHK&#8217;s CKAN installation.<\/strong><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Here we have a guest posting from Robert Porsch on our Open Data Day (ODD2017)  hackathon teams look at refugee crime data in Hong Kong showcasing what you can do with AccessInfo data &#038; statistical programming.<\/p>\n","protected":false},"author":6,"featured_media":1248,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[7,9],"tags":[19,44,61,62,71],"class_list":["post-1247","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-make","category-news","tag-accessinfo","tag-hackathon","tag-open-data","tag-open-data-day","tag-policy"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.1 - 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