{"action":"created","comment":{"url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/comments/33442867","id":33442867,"diff_hunk":"@@ -0,0 +1,296 @@\n+from __future__ import print_function\n+from datetime import datetime as dt\n+import argparse\n+import csv\n+import logging\n+import os\n+import sys\n+\n+from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas\n+import matplotlib\n+import numpy as np\n+from scipy.stats import theilslopes\n+\n+\n+FILENAMES = [\"gr_delft_update2015h1_s_h2.csv\"]\n+\n+# Settings used to find the trendline\n+WINDOWSIZE_IN_YEARS = 3\n+MINIMAL_MONTHS_EACH_YEAR = 9\n+FIRST_MONTH = 4\n+THEILSLOPE_RECURRENCE_STEP_IN_YEARS = 1\n+THEILSLOPE_CONFIDENCE_INTERVAL = 0.95\n+PRECISION = 6\n+\n+# Layout settings for graphs\n+SCREEN_DPI = 72.0\n+FONT_SIZE = 10.0\n+WIDTH = 350\n+HEIGHT = 200\n+\n+UP_ARROW = u\"\\u25b2\"\n+DOWN_ARROW = u\"\\u25bc\"\n+\n+PARAMS = {\n+    'font.size': FONT_SIZE,\n+    'legend.fontsize': FONT_SIZE,\n+    'xtick.labelsize': FONT_SIZE,\n+    'ytick.labelsize': FONT_SIZE,\n+    'figure.figsize': (WIDTH / SCREEN_DPI, HEIGHT / SCREEN_DPI),\n+    'figure.dpi': SCREEN_DPI,\n+    }\n+\n+logger = logging.getLogger(__name__)\n+\n+#['d_20090408', 'd_20090419', 'd_20090430', 'd_20090511', 'd_20090522', 'd_20090602', 'd_20090624', 'd_20090705', 'd_20090716', 'd_20090727', 'd_20090807', 'd_20090829', 'd_20090909', 'd_20090920', 'd_20091001', 'd_20091012', 'd_20091023', 'd_20091103', 'd_20091114', 'd_20091125', 'd_20091206', 'd_20091217', 'd_20091228', 'd_20100108', 'd_20100119', 'd_20100130', 'd_20100210', 'd_20100221', 'd_20100304', 'd_20100326', 'd_20100406', 'd_20100520', 'd_20100611', 'd_20100622', 'd_20100703', 'd_20100714', 'd_20100725', 'd_20100805', 'd_20100816', 'd_20100827', 'd_20100907', 'd_20100918', 'd_20100929', 'd_20101010', 'd_20101021', 'd_20101101', 'd_20101112', 'd_20101123', 'd_20101204', 'd_20101215', 'd_20101226', 'd_20110106', 'd_20110117', 'd_20110128', 'd_20110208', 'd_20110219', 'd_20110302', 'd_20110313', 'd_20110324', 'd_20110404', 'd_20110415', 'd_20110426', 'd_20110507', 'd_20110518', 'd_20110529', 'd_20110609', 'd_20110620', 'd_20110701', 'd_20110712', 'd_20110723', 'd_20110803', 'd_20110814', 'd_20110825', 'd_20110905', 'd_20110916', 'd_20110927', 'd_20111019', 'd_20111030', 'd_20111110', 'd_20111121', 'd_20111202', 'd_20111213', 'd_20111224', 'd_20120104', 'd_20120115', 'd_20120126', 'd_20120206', 'd_20120217', 'd_20120228', 'd_20120310', 'd_20120321', 'd_20120401', 'd_20120412', 'd_20120504', 'd_20120515', 'd_20120526', 'd_20120606', 'd_20120617', 'd_20120628', 'd_20120709', 'd_20120720', 'd_20120731', 'd_20120811', 'd_20120822', 'd_20120902', 'd_20120913', 'd_20120924', 'd_20121005', 'd_20121016', 'd_20121027', 'd_20121107', 'd_20121118', 'd_20121210', 'd_20121221', 'd_20130112', 'd_20130123', 'd_20130203', 'd_20130214', 'd_20130225', 'd_20130308', 'd_20130319', 'd_20130330', 'd_20130410', 'd_20130421', 'd_20130513', 'd_20130604', 'd_20130615', 'd_20130626', 'd_20130707', 'd_20130718', 'd_20130809', 'd_20130820', 'd_20130831', 'd_20130911', 'd_20130922', 'd_20131003', 'd_20131014', 'd_20131025', 'd_20131105', 'd_20131116', 'd_20131127', 'd_20131208', 'd_20131219', 'd_20131230', 'd_20140110', 'd_20140121', 'd_20140223', 'd_20140306', 'd_20140317', 'd_20140328', 'd_20140408', 'd_20140430', 'd_20140511', 'd_20140522', 'd_20140602', 'd_20140613', 'd_20140624', 'd_20140705', 'd_20140727', 'd_20140818', 'd_20140909', 'd_20140920', 'd_20141001', 'd_20141114', 'd_20141125', 'd_20141206', 'd_20141228']\n+\n+#fieldnames = ['pnt_id', 'pnt_lat', 'pnt_lon', 'pnt_demheight', 'pnt_height', 'pnt_quality', 'pnt_linear', 'pnt_rmse_refpnt', 'pnt_ahnheight', 'd_20090408', 'd_20090419', 'd_20090430', 'd_20090511', 'd_20090522', 'd_20090602', 'd_20090624', 'd_20090705', 'd_20090716', 'd_20090727', 'd_20090807', 'd_20090829', 'd_20090909', 'd_20090920', 'd_20091001', 'd_20091012', 'd_20091023', 'd_20091103', 'd_20091114', 'd_20091125', 'd_20091206', 'd_20091217', 'd_20091228', 'd_20100108', 'd_20100119', 'd_20100130', 'd_20100210', 'd_20100221', 'd_20100304', 'd_20100326', 'd_20100406', 'd_20100520', 'd_20100611', 'd_20100622', 'd_20100703', 'd_20100714', 'd_20100725', 'd_20100805', 'd_20100816', 'd_20100827', 'd_20100907', 'd_20100918', 'd_20100929', 'd_20101010', 'd_20101021', 'd_20101101', 'd_20101112', 'd_20101123', 'd_20101204', 'd_20101215', 'd_20101226', 'd_20110106', 'd_20110117', 'd_20110128', 'd_20110208', 'd_20110219', 'd_20110302', 'd_20110313', 'd_20110324', 'd_20110404', 'd_20110415', 'd_20110426', 'd_20110507', 'd_20110518', 'd_20110529', 'd_20110609', 'd_20110620', 'd_20110701', 'd_20110712', 'd_20110723', 'd_20110803', 'd_20110814', 'd_20110825', 'd_20110905', 'd_20110916', 'd_20110927', 'd_20111019', 'd_20111030', 'd_20111110', 'd_20111121', 'd_20111202', 'd_20111213', 'd_20111224', 'd_20120104', 'd_20120115', 'd_20120126', 'd_20120206', 'd_20120217', 'd_20120228', 'd_20120310', 'd_20120321', 'd_20120401', 'd_20120412', 'd_20120504', 'd_20120515', 'd_20120526', 'd_20120606', 'd_20120617', 'd_20120628', 'd_20120709', 'd_20120720', 'd_20120731', 'd_20120811', 'd_20120822', 'd_20120902', 'd_20120913', 'd_20120924', 'd_20121005', 'd_20121016', 'd_20121027', 'd_20121107', 'd_20121118', 'd_20121210', 'd_20121221', 'd_20130112', 'd_20130123', 'd_20130203', 'd_20130214', 'd_20130225', 'd_20130308', 'd_20130319', 'd_20130330', 'd_20130410', 'd_20130421', 'd_20130513', 'd_20130604', 'd_20130615', 'd_20130626', 'd_20130707', 'd_20130718', 'd_20130809', 'd_20130820', 'd_20130831', 'd_20130911', 'd_20130922', 'd_20131003', 'd_20131014', 'd_20131025', 'd_20131105', 'd_20131116', 'd_20131127', 'd_20131208', 'd_20131219', 'd_20131230', 'd_20140110', 'd_20140121', 'd_20140223', 'd_20140306', 'd_20140317', 'd_20140328', 'd_20140408', 'd_20140430', 'd_20140511', 'd_20140522', 'd_20140602', 'd_20140613', 'd_20140624', 'd_20140705', 'd_20140727', 'd_20140818', 'd_20140909', 'd_20140920', 'd_20141001', 'd_20141114', 'd_20141125', 'd_20141206', 'd_20141228']\n+\n+\n+def get_records(filename):\n+    \"\"\"\n+    Load csv, obtain dates for each series from the header and generate values\n+    for each record. To improve performance, windows (see the datewindows\n+    function) are obtained from the dates using the datewindows function.\n+\n+    :param filename: filename where the input csv can be found.","path":"gen_img_multiple_trendlines.py","position":56,"original_position":56,"commit_id":"e76735faff3338787fc7782d76e5bd9f9166e322","original_commit_id":"e76735faff3338787fc7782d76e5bd9f9166e322","user":{"login":"reinout","id":121433,"avatar_url":"https://avatars.githubusercontent.com/u/121433?v=3","gravatar_id":"","url":"https://api.github.com/users/reinout","html_url":"https://github.com/reinout","followers_url":"https://api.github.com/users/reinout/followers","following_url":"https://api.github.com/users/reinout/following{/other_user}","gists_url":"https://api.github.com/users/reinout/gists{/gist_id}","starred_url":"https://api.github.com/users/reinout/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reinout/subscriptions","organizations_url":"https://api.github.com/users/reinout/orgs","repos_url":"https://api.github.com/users/reinout/repos","events_url":"https://api.github.com/users/reinout/events{/privacy}","received_events_url":"https://api.github.com/users/reinout/received_events","type":"User","site_admin":false},"body":"Dit doe ik standaard niet, maar ik vind het wel netjes staan. Is dit een sphinx conventie ofzo?\r\n\r\nWel zou ik verwachten qua .rst dat er een lege regel tussen de opties moet staan.","created_at":"2015-06-29T08:29:07Z","updated_at":"2015-06-29T08:29:07Z","html_url":"https://github.com/nens/delft-groundlevel-images/pull/1#discussion_r33442867","pull_request_url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/1","_links":{"self":{"href":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/comments/33442867"},"html":{"href":"https://github.com/nens/delft-groundlevel-images/pull/1#discussion_r33442867"},"pull_request":{"href":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/1"}}},"pull_request":{"url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/1","id":38747634,"html_url":"https://github.com/nens/delft-groundlevel-images/pull/1","diff_url":"https://github.com/nens/delft-groundlevel-images/pull/1.diff","patch_url":"https://github.com/nens/delft-groundlevel-images/pull/1.patch","issue_url":"https://api.github.com/repos/nens/delft-groundlevel-images/issues/1","number":1,"state":"open","locked":false,"title":"Roel theilslopes csv no shp","user":{"login":"RoelvandenBerg","id":10162961,"avatar_url":"https://avatars.githubusercontent.com/u/10162961?v=3","gravatar_id":"","url":"https://api.github.com/users/RoelvandenBerg","html_url":"https://github.com/RoelvandenBerg","followers_url":"https://api.github.com/users/RoelvandenBerg/followers","following_url":"https://api.github.com/users/RoelvandenBerg/following{/other_user}","gists_url":"https://api.github.com/users/RoelvandenBerg/gists{/gist_id}","starred_url":"https://api.github.com/users/RoelvandenBerg/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/RoelvandenBerg/subscriptions","organizations_url":"https://api.github.com/users/RoelvandenBerg/orgs","repos_url":"https://api.github.com/users/RoelvandenBerg/repos","events_url":"https://api.github.com/users/RoelvandenBerg/events{/privacy}","received_events_url":"https://api.github.com/users/RoelvandenBerg/received_events","type":"User","site_admin":false},"body":"- Changed the trendslope calculation from linear regression to [theilslope](http://docs.scipy.org/doc/scipy-0.15.1/reference/generated/scipy.stats.mstats.theilslopes.html), which is more robust (i.e. not/less outlier-prone). \r\n- Added indication of significance (increasing trend, decreasing trend or both).\r\n- Made changes to the amount of calculated trendlines (one for each year, each with a span of three years). \r\n- Incorporated choice of start and end of the series and a minimal length for each year (9 months), to make it robust for seasonal influences. \r\n- Softcoded the start of each year as april (the start of the hydrological year). \r\n- Changed the input from shape to csv. \r\n- Changed to use as much numpy and scipy as possible for performance and because this was needed anyway for the theilslope calculations. \r\n\r\n![gr_delft_l2-l47493p52461](https://cloud.githubusercontent.com/assets/10162961/8402807/0fff794c-1e3f-11e5-883f-aa88f27edf97.png)\r\n![gr_delft_l2-l46726p52520](https://cloud.githubusercontent.com/assets/10162961/8402809/14f25a6e-1e3f-11e5-96f3-3f34a492a0c4.png)\r\n","created_at":"2015-06-29T07:28:13Z","updated_at":"2015-06-29T08:29:07Z","closed_at":null,"merged_at":null,"merge_commit_sha":"97b0d98c69d80bd2e0f6b13f9bc71bfb16d83127","assignee":{"login":"reinout","id":121433,"avatar_url":"https://avatars.githubusercontent.com/u/121433?v=3","gravatar_id":"","url":"https://api.github.com/users/reinout","html_url":"https://github.com/reinout","followers_url":"https://api.github.com/users/reinout/followers","following_url":"https://api.github.com/users/reinout/following{/other_user}","gists_url":"https://api.github.com/users/reinout/gists{/gist_id}","starred_url":"https://api.github.com/users/reinout/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reinout/subscriptions","organizations_url":"https://api.github.com/users/reinout/orgs","repos_url":"https://api.github.com/users/reinout/repos","events_url":"https://api.github.com/users/reinout/events{/privacy}","received_events_url":"https://api.github.com/users/reinout/received_events","type":"User","site_admin":false},"milestone":null,"commits_url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/1/commits","review_comments_url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/1/comments","review_comment_url":"https://api.github.com/repos/nens/delft-groundlevel-images/pulls/comments{/number}","comments_url":"https://api.github.com/repos/nens/delft-groundlevel-images/issues/1/comments","statuses_url":"https://api.github.com/repos/nens/delft-groundlevel-images/statuses/e76735faff3338787fc7782d76e5bd9f9166e322","head":{"label":"nens:roel_theilslopes_csv_no_shp","ref":"roel_theilslopes_csv_no_shp","sha":"e76735faff3338787fc7782d76e5bd9f9166e322","user":{"login":"nens","id":826981,"avatar_url":"https://avatars.githubusercontent.com/u/826981?v=3","gravatar_id":"","url":"https://api.github.com/users/nens","html_url":"https://github.com/nens","followers_url":"https://api.github.com/users/nens/followers","following_url":"https://api.github.com/users/nens/following{/other_user}","gists_url":"https://api.github.com/users/nens/gists{/gist_id}","starred_url":"https://api.github.com/users/nens/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/nens/subscriptions","organizations_url":"https://api.github.com/users/nens/orgs","repos_url":"https://api.github.com/users/nens/repos","events_url":"https://api.github.com/users/nens/events{/privacy}","received_events_url":"https://api.github.com/users/nens/received_events","type":"Organization","site_admin":false},"repo":{"id":19450056,"name":"delft-groundlevel-images","full_name":"nens/delft-groundlevel-images","owner":{"login":"nens","id":826981,"avatar_url":"https://avatars.githubusercontent.com/u/826981?v=3","gravatar_id":"","url":"https://api.github.com/users/nens","html_url":"https://github.com/nens","followers_url":"https://api.github.com/users/nens/followers","following_url":"https://api.github.com/users/nens/following{/other_user}","gists_url":"https://api.github.com/users/nens/gists{/gist_id}","starred_url":"https://api.github.com/users/nens/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/nens/subscriptions","organizations_url":"https://api.github.com/users/nens/orgs","repos_url":"https://api.github.com/users/nens/repos","events_url":"https://api.github.com/users/nens/events{/privacy}","received_events_url":"https://api.github.com/users/nens/received_events","type":"Organization","site_admin":false},"private":false,"html_url":"https://github.com/nens/delft-groundlevel-images","description":"Small 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