{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import json\n", "import folium\n", "import pandas\n", "import MySQLdb\n", "\n", "from collections import Counter\n", "\n", "from math import sqrt\n", "import numpy as np\n", "from scipy.misc import imread\n", "from shapely.geometry import shape, Point\n", "from vincenty import vincenty\n", "\n", "%matplotlib notebook\n", "from matplotlib import pyplot as plt\n", "\n", "from skimage.morphology import binary_closing\n", "from skimage.measure import find_contours, label\n", "from jupyter_progressbar import ProgressBar\n", "\n", "db = MySQLdb.connect(user='root', passwd='Nmmxhjgt1@', db='stimmen', charset='utf8')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/herbert/.virtualenvs/stimmenfryslan/lib/python3.6/site-packages/ipykernel_launcher.py:1: DeprecationWarning: `imread` is deprecated!\n", "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", "Use ``imageio.imread`` instead.\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "im = imread('dialects.png')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "colors = Counter(map(tuple, im.reshape(-1,3)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sorted_colors = [c for c, _ in sorted(colors.items(), key=lambda x: x[1], reverse=True)]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "blocks = [\n", " np.ones((10,10,1)) * np.array(c)[None,None] \n", " for c in sorted_colors\n", "][:49]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "a, w = len(blocks), int(sqrt(len(blocks)))\n", "\n", "composed_49 = np.concatenate([\n", " np.concatenate([\n", " b\n", " for b in blocks[a:b]\n", " ], axis=1)\n", " for a, b in zip(range(0, a, w), range(w, a, w))\n", "], axis=0)\n", "\n", "relevant_colors = np.array([sorted_colors[b] for b in [3,4,7,8]])\n", "regions = ['Klaaifrysk', 'Waldfrysk', 'Sudwesthoeksk', 'Noardhoeksk']\n", "\n", "composed_4 = np.concatenate([\n", " blocks[b] for b in [3,4,7,8]\n", "], axis=1)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"type\": \"FeatureCollection\", \"features\": [{\"type\": \"Feature\", \"properties\": {\"dialect\": \"Klaaifrysk\"}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[5.794012015464746, 52.912342273640135], [5.791698705528585, 52.912342273640135], [5.789385395592423, 52.912342273640135], [5.787072085656261, 52.912342273640135], [5.78591543068818, 52.9130252649636], [5.784758775720099, 52.913708256287066], [5.783602120752018, 52.91439124761054], [5.783602120752018, 52.91575723025747], [5.783602120752018, 52.9171232129044], 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53.26886374448983], [5.903894237432435, 53.26818075316636], [5.902737582464353, 53.2674977618429], [5.901580927496273, 53.26681477051943], [5.901580927496273, 53.265448787872494], [5.900424272528192, 53.26476579654903], [5.899267617560111, 53.26408280522556], [5.899267617560111, 53.262716822578625], [5.89811096259203, 53.26203383125516], [5.8969543076239495, 53.261350839931694], [5.8969543076239495, 53.25998485728476], [5.895797652655868, 53.25930186596129], [5.894640997687787, 53.258618874637826], [5.894640997687787, 53.257252891990895], [5.893484342719706, 53.25656990066743], [5.892327687751625, 53.25588690934396], [5.891171032783545, 53.25520391802049], [5.890014377815463, 53.254520926697026], [5.890014377815463, 53.253154944050095], [5.888857722847383, 53.25247195272662], [5.887701067879302, 53.25178896140316], [5.887701067879302, 53.25042297875623], [5.8865444129112205, 53.24973998743276], [5.88538775794314, 53.24905699610929], [5.88538775794314, 53.24769101346236], [5.884231102975059, 53.24700802213889], [5.883074448006978, 53.24632503081542], [5.883074448006978, 53.24495904816849], [5.881917793038897, 53.244276056845024], [5.880761138070816, 53.24359306552156], [5.880761138070816, 53.24222708287462], [5.879604483102735, 53.241544091551155], [5.878447828134655, 53.24086110022769], [5.877291173166573, 53.240178108904225], [5.8761345181984925, 53.23949511758075], [5.8761345181984925, 53.23812913493382], [5.874977863230411, 53.237446143610356], [5.8738212082623305, 53.23676315228689], [5.8738212082623305, 53.23539716963995], [5.87266455329425, 53.23471417831649], [5.871507898326168, 53.23403118699302], [5.871507898326168, 53.232665204346084], [5.870351243358088, 53.23198221302262], [5.869194588390007, 53.23129922169915], [5.868037933421926, 53.23061623037569], [5.866881278453845, 53.22993323905222], [5.866881278453845, 53.228567256405285], [5.8657246234857645, 53.22788426508182], [5.864567968517683, 53.227201273758354], [5.864567968517683, 53.225835291111416], [5.864567968517683, 53.224469308464485], [5.864567968517683, 53.22310332581755], [5.863411313549602, 53.22242033449408], [5.862254658581521, 53.221737343170616], [5.86109800361344, 53.22105435184715], [5.85994134864536, 53.220371360523686], [5.85994134864536, 53.21900537787675], [5.858784693677278, 53.21832238655328], [5.857628038709198, 53.21763939522982], [5.856471383741116, 53.21695640390635], [5.855314728773036, 53.21627341258288], [5.854158073804955, 53.215590421259414], [5.8530014188368735, 53.21490742993595], [5.851844763868793, 53.21422443861248], [5.849531453932631, 53.21422443861248], [5.84837479896455, 53.21354144728902], [5.84721814399647, 53.212858455965545]]]}}]}\n" ] } ], "source": [ "print(geojson)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['figure.figsize'] = (9.5, 3)\n", "ax0, ax1, ax2 = plt.subplots(1,3)[1]\n", "ax0.imshow(im)\n", "ax1.imshow(composed_49.astype(int))\n", "ax2.imshow(composed_4.astype(int))\n", "ax0.set_xticks([]); ax0.set_yticks([])\n", "ax1.set_xticks([]); ax1.set_yticks([])\n", "ax2.set_xticks([]); ax2.set_yticks([])\n", "plt.tight_layout()\n", "\n", "stavoren_to_east_coords = [5.354483127593994, 6.330699920654297]\n", "north_to_south_coords = [53.41434089638827, 52.832432288794514]\n", "\n", "stavoren_to_east_pixels = [295, 717]\n", "north_to_south_pixels = [99, 525]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axes = plt.subplots(2,2)[1].ravel()\n", "contours = []\n", "for axis, c in zip(axes, relevant_colors):\n", " bi = (im[:-100] == c[None,None]).min(axis=2)\n", " bi = binary_closing(bi, np.ones((5,5)))\n", " \n", " labels = label(bi, background=False)\n", " \n", " contours.append(find_contours(bi, 0.5))\n", "\n", " axis.imshow(bi)\n", " for n, contour in enumerate(contours[-1][:1]):\n", " axis.plot(contour[:, 1], contour[:, 0], linewidth=2)\n", " axis.set_xticks([]); axis.set_yticks([])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "a0, b0 = stavoren_to_east_coords\n", "c0, d0 = stavoren_to_east_pixels\n", "\n", "scale_x = lambda x: (x - c0) / (d0 - c0) * (b0 - a0) + a0\n", "\n", "a1, b1 = north_to_south_coords\n", "c1, d1 = north_to_south_pixels\n", "\n", "scale_y = lambda x: (x - c1) / (d1 - c1) * (b1 - a1) + a1\n", "\n", "contours_scaled = [\n", " list(zip(scale_x(c[0][:, 1]), scale_y(c[0][:, 0])))\n", " for c in contours\n", "]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [], "source": [ "geojson = json.dumps({\n", " \"type\": \"FeatureCollection\",\n", " \"features\": [\n", " {\n", " \"type\": \"Feature\",\n", " \"properties\": {'dialect': dialect},\n", " \"geometry\": {\n", " \"type\": \"Polygon\",\n", " \"coordinates\": [list(map(list, contour))]\n", " }\n", " }\n", " for contour, dialect in zip(contours_scaled, regions)\n", " ]\n", "})\n", "\n", "with open('dialect_regions.geojson', 'w') as f:\n", " f.write(geojson)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = folium.Map(\n", " location=[sum(north_to_south_coords) / 2, sum(stavoren_to_east_coords) / 2],\n", " tiles='Mapbox Bright',\n", " zoom_start=9\n", ")\n", "folium.GeoJson('dialect_regions.geojson', name='geojson').add_to(m)\n", "\n", "m" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "shapes = {\n", " dialect: shape({\"type\": \"Polygon\", \"coordinates\": [list(map(list, contour))]})\n", " for contour, dialect in zip(contours_scaled, regions)\n", "}\n", "\n", "def regions_for(coordinate):\n", " regions = {\n", " region_name\n", " for region_name, shape in shapes.items()\n", " if shape.contains(Point(*coordinate))\n", " }\n", " return regions\n", "\n", "def distance(shape, longitude, latitude):\n", " ext = shape.exterior\n", " p = ext.interpolate(ext.project(Point(longitude, latitude)))\n", " return vincenty((latitude, longitude), (p.y, p.x))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# SELECT user_lat, user_lng, question_text, answer_text\n", "picture_games = pandas.read_sql('''\n", "SELECT language.name as language, item.name as picture,\n", " survey.user_lat as latitude, survey.user_lng as longitude,\n", " survey.area_name as area, survey.country_name as country,\n", " result.recording as filename,\n", " result.submitted_at as date\n", "FROM core_surveyresult as survey\n", "INNER JOIN core_picturegameresult as result ON survey.id = result.survey_result_id\n", "INNER JOIN core_language as language ON language.id = result.language_id\n", "INNER JOIN core_picturegameitem as item\n", " ON result.picture_game_item_id = item.id\n", "''', db)\n", "# picture_games['filename'] = [filename.split('/')[-1] for filename in picture_games['filename']]\n", "picture_games.set_index('filename', inplace=True)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VBox(children=(HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='0s passed', placeholder='0…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region_per_picture_game = [\n", " {\n", " 'dialects': [\n", " {\n", " 'dialect': dialect,\n", " 'boundary_distance': distance(shapes[dialect], longitude, latitude),\n", " }\n", " for dialect in regions_for((longitude, latitude))\n", " ],\n", " 'filename': filename,\n", " }\n", " for filename, (latitude, longitude) in ProgressBar(\n", " picture_games[['latitude', 'longitude']].iterrows(),\n", " size=len(picture_games)\n", " )\n", "]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Counter({1: 37681, 0: 6790, 2: 1235})" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Counter(len(x['dialects']) for x in region_per_picture_game)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamedialectboundary_distance
0picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk0.783060
1picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk5.049926
2picture_game_recordings/Nederlands/2017-07-05/...Waldfrysk10.076206
3picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk6.822016
4picture_game_recordings/Frysk/2017-07-05/pg_sc...Noardhoeksk0.697901
5picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk11.483169
6picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk7.789364
7picture_game_recordings/English/2017-07-05/pg_...Waldfrysk7.743475
8picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk9.636752
9picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk9.141453
10picture_game_recordings/Nederlands/2017-07-05/...Noardhoeksk0.779276
11picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.876511
12picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk4.420720
13picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk5.376456
14picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk4.420720
15picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk2.249444
16picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk9.085181
17picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.760419
18picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.392223
19picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk2.104440
20picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.415752
21picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk8.863952
22picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.876511
23picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.912091
24picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk2.304845
25picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.779915
26picture_game_recordings/Nederlands/2017-07-05/...Waldfrysk9.627570
27picture_game_recordings/Nederlands/2017-07-05/...Waldfrysk4.783550
28picture_game_recordings/Nederlands/2017-07-05/...Waldfrysk4.048083
29picture_game_recordings/Frysk/2017-07-05/pg_sc...Waldfrysk10.982241
............
37651picture_game_recordings/Frysk/2018-03-11/pg_gi...Noardhoeksk5.089732
37652picture_game_recordings/Frysk/2018-04-07/pg_gi...Waldfrysk7.949465
37653picture_game_recordings/Frysk/2018-04-07/pg_gi...Waldfrysk7.585835
37654picture_game_recordings/Stadsfrys/2018-04-08/p...Klaaifrysk8.087441
37655picture_game_recordings/Nederlands/2018-04-09/...Waldfrysk4.533521
37656picture_game_recordings/Frysk/2018-04-11/pg_gi...Klaaifrysk8.158308
37657picture_game_recordings/Frysk/2018-04-20/pg_gi...Noardhoeksk5.234811
37658picture_game_recordings/Frysk/2018-04-21/pg_gi...Klaaifrysk7.336785
37659picture_game_recordings/Frysk/2018-04-21/pg_gi...Waldfrysk1.037296
37660picture_game_recordings/Frysk/2018-04-21/pg_gi...Sudwesthoeksk0.795104
37661picture_game_recordings/Frysk/2018-04-21/pg_gi...Klaaifrysk6.146968
37662picture_game_recordings/Frysk/2018-04-21/pg_gi...Waldfrysk9.839955
37663picture_game_recordings/Frysk/2018-04-22/pg_gi...Waldfrysk2.581705
37664picture_game_recordings/Frysk/2018-04-22/pg_gi...Sudwesthoeksk0.155174
37665picture_game_recordings/Stadsfrys/2018-04-22/p...Klaaifrysk4.157231
37666picture_game_recordings/Frysk/2018-04-22/pg_gi...Klaaifrysk0.485218
37667picture_game_recordings/Stadsfrys/2018-04-24/p...Klaaifrysk7.866078
37668picture_game_recordings/Frysk/2018-04-24/pg_gi...Klaaifrysk7.727236
37669picture_game_recordings/Frysk/2018-04-25/pg_gi...Waldfrysk6.965155
37670picture_game_recordings/Frysk/2018-04-28/pg_gi...Klaaifrysk4.287499
37671picture_game_recordings/Frysk/2018-04-28/pg_gi...Klaaifrysk4.138920
37672picture_game_recordings/Frysk/2018-04-28/pg_gi...Waldfrysk5.062945
37673picture_game_recordings/Frysk/2018-05-02/pg_gi...Sudwesthoeksk0.586068
37674picture_game_recordings/Frysk/2018-05-12/pg_gi...Klaaifrysk9.143622
37675picture_game_recordings/Frysk/2018-05-14/pg_gi...Noardhoeksk0.509192
37676picture_game_recordings/Frysk/2018-05-20/pg_gi...Noardhoeksk0.867314
37677picture_game_recordings/Frysk/2018-06-25/pg_gi...Noardhoeksk1.770019
37678picture_game_recordings/Frysk/2018-07-02/pg_gi...Waldfrysk5.647593
37679picture_game_recordings/Frysk/2018-07-05/pg_gi...Klaaifrysk11.202813
37680picture_game_recordings/Frysk/2018-08-12/pg_gi...Waldfrysk2.222390
\n", "

37681 rows × 3 columns

\n", "
" ], "text/plain": [ " filename dialect \\\n", "0 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "1 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "2 picture_game_recordings/Nederlands/2017-07-05/... Waldfrysk \n", "3 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "4 picture_game_recordings/Frysk/2017-07-05/pg_sc... Noardhoeksk \n", "5 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "6 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "7 picture_game_recordings/English/2017-07-05/pg_... Waldfrysk \n", "8 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "9 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "10 picture_game_recordings/Nederlands/2017-07-05/... Noardhoeksk \n", "11 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "12 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "13 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "14 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "15 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "16 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "17 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "18 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "19 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "20 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "21 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "22 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "23 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "24 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "25 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "26 picture_game_recordings/Nederlands/2017-07-05/... Waldfrysk \n", "27 picture_game_recordings/Nederlands/2017-07-05/... Waldfrysk \n", "28 picture_game_recordings/Nederlands/2017-07-05/... Waldfrysk \n", "29 picture_game_recordings/Frysk/2017-07-05/pg_sc... Waldfrysk \n", "... ... ... \n", "37651 picture_game_recordings/Frysk/2018-03-11/pg_gi... Noardhoeksk \n", "37652 picture_game_recordings/Frysk/2018-04-07/pg_gi... Waldfrysk \n", "37653 picture_game_recordings/Frysk/2018-04-07/pg_gi... Waldfrysk \n", "37654 picture_game_recordings/Stadsfrys/2018-04-08/p... Klaaifrysk \n", "37655 picture_game_recordings/Nederlands/2018-04-09/... Waldfrysk \n", "37656 picture_game_recordings/Frysk/2018-04-11/pg_gi... Klaaifrysk \n", "37657 picture_game_recordings/Frysk/2018-04-20/pg_gi... Noardhoeksk \n", "37658 picture_game_recordings/Frysk/2018-04-21/pg_gi... Klaaifrysk \n", "37659 picture_game_recordings/Frysk/2018-04-21/pg_gi... Waldfrysk \n", "37660 picture_game_recordings/Frysk/2018-04-21/pg_gi... Sudwesthoeksk \n", "37661 picture_game_recordings/Frysk/2018-04-21/pg_gi... Klaaifrysk \n", "37662 picture_game_recordings/Frysk/2018-04-21/pg_gi... Waldfrysk \n", "37663 picture_game_recordings/Frysk/2018-04-22/pg_gi... Waldfrysk \n", "37664 picture_game_recordings/Frysk/2018-04-22/pg_gi... Sudwesthoeksk \n", "37665 picture_game_recordings/Stadsfrys/2018-04-22/p... Klaaifrysk \n", "37666 picture_game_recordings/Frysk/2018-04-22/pg_gi... Klaaifrysk \n", "37667 picture_game_recordings/Stadsfrys/2018-04-24/p... Klaaifrysk \n", "37668 picture_game_recordings/Frysk/2018-04-24/pg_gi... Klaaifrysk \n", "37669 picture_game_recordings/Frysk/2018-04-25/pg_gi... Waldfrysk \n", "37670 picture_game_recordings/Frysk/2018-04-28/pg_gi... Klaaifrysk \n", "37671 picture_game_recordings/Frysk/2018-04-28/pg_gi... Klaaifrysk \n", "37672 picture_game_recordings/Frysk/2018-04-28/pg_gi... Waldfrysk \n", "37673 picture_game_recordings/Frysk/2018-05-02/pg_gi... Sudwesthoeksk \n", "37674 picture_game_recordings/Frysk/2018-05-12/pg_gi... Klaaifrysk \n", "37675 picture_game_recordings/Frysk/2018-05-14/pg_gi... Noardhoeksk \n", "37676 picture_game_recordings/Frysk/2018-05-20/pg_gi... Noardhoeksk \n", "37677 picture_game_recordings/Frysk/2018-06-25/pg_gi... Noardhoeksk \n", "37678 picture_game_recordings/Frysk/2018-07-02/pg_gi... Waldfrysk \n", "37679 picture_game_recordings/Frysk/2018-07-05/pg_gi... Klaaifrysk \n", "37680 picture_game_recordings/Frysk/2018-08-12/pg_gi... Waldfrysk \n", "\n", " boundary_distance \n", "0 0.783060 \n", "1 5.049926 \n", "2 10.076206 \n", "3 6.822016 \n", "4 0.697901 \n", "5 11.483169 \n", "6 7.789364 \n", "7 7.743475 \n", "8 9.636752 \n", "9 9.141453 \n", "10 0.779276 \n", "11 10.876511 \n", "12 4.420720 \n", "13 5.376456 \n", "14 4.420720 \n", "15 2.249444 \n", "16 9.085181 \n", "17 10.760419 \n", "18 10.392223 \n", "19 2.104440 \n", "20 10.415752 \n", "21 8.863952 \n", "22 10.876511 \n", "23 10.912091 \n", "24 2.304845 \n", "25 10.779915 \n", "26 9.627570 \n", "27 4.783550 \n", "28 4.048083 \n", "29 10.982241 \n", "... ... \n", "37651 5.089732 \n", "37652 7.949465 \n", "37653 7.585835 \n", "37654 8.087441 \n", "37655 4.533521 \n", "37656 8.158308 \n", "37657 5.234811 \n", "37658 7.336785 \n", "37659 1.037296 \n", "37660 0.795104 \n", "37661 6.146968 \n", "37662 9.839955 \n", "37663 2.581705 \n", "37664 0.155174 \n", "37665 4.157231 \n", "37666 0.485218 \n", "37667 7.866078 \n", "37668 7.727236 \n", "37669 6.965155 \n", "37670 4.287499 \n", "37671 4.138920 \n", "37672 5.062945 \n", "37673 0.586068 \n", "37674 9.143622 \n", "37675 0.509192 \n", "37676 0.867314 \n", "37677 1.770019 \n", "37678 5.647593 \n", "37679 11.202813 \n", "37680 2.222390 \n", "\n", "[37681 rows x 3 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pandas.DataFrame([\n", " [r['filename'], r['dialects'][0]['dialect'], r['dialects'][0]['boundary_distance']]\n", " for r in region_per_picture_game\n", " if len(r['dialects']) == 1\n", "], columns = ['filename', 'dialect', 'boundary_distance'])\n", "\n", "df.to_excel('picture_game_recordings_by_dialect.xlsx')\n", "df.to_csv('picture_game_recordings_by_dialect.csv')\n", "df" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# SELECT user_lat, user_lng, question_text, answer_text\n", "free_speech_games = pandas.read_sql('''\n", "SELECT language.name as language,\n", " survey.user_lat as latitude, survey.user_lng as longitude,\n", " survey.area_name as area, survey.country_name as country,\n", " result.recording as filename,\n", " result.submitted_at as date\n", "FROM core_surveyresult as survey\n", "INNER JOIN core_freespeechresult as result ON survey.id = result.survey_result_id\n", "INNER JOIN core_language as language ON language.id = result.language_id\n", "''', db)\n", "# free_speech_games['filename'] = [filename.split('/')[-1] for filename in games['filename']]\n", "free_speech_games.set_index('filename', inplace=True)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VBox(children=(HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='0s passed', placeholder='0…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region_per_free_speech = [\n", " {\n", " 'dialects': [\n", " {\n", " 'dialect': dialect,\n", " 'boundary_distance': distance(shapes[dialect], longitude, latitude),\n", " }\n", " for dialect in regions_for((longitude, latitude))\n", " ],\n", " 'filename': filename,\n", " }\n", " for filename, (latitude, longitude) in ProgressBar(\n", " free_speech_games[['latitude', 'longitude']].iterrows(),\n", " size=len(free_speech_games)\n", " )\n", "]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Counter({1: 37681, 0: 6790, 2: 1235})" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Counter(len(x['dialects']) for x in region_per_free_speech)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamedialectboundary_distance
0free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk2.285980
1free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk3.524925
2free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk5.376456
3free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk10.415752
4free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk10.760419
5free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk10.876511
6free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk10.980303
7free_speech_recordings/Frysk/2017-07-05/fs_you...Waldfrysk10.876511
8free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk10.980303
9free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk10.760419
10free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk10.980303
11free_speech_recordings/Frysk/2017-07-05/fs_gro...Waldfrysk10.980303
12free_speech_recordings/English/2017-07-05/fs_w...Waldfrysk5.135179
13free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk2.061136
14free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk2.598514
15free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk10.392223
16free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk2.598514
17free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk11.145294
18free_speech_recordings/Frysk/2017-07-05/fs_gro...Waldfrysk2.158520
19free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk11.145294
20free_speech_recordings/English/2017-07-05/fs_w...Waldfrysk2.158520
21free_speech_recordings/Frysk/2017-07-05/fs_you...Waldfrysk11.145294
22free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk4.081455
23free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk5.579423
24free_speech_recordings/Frysk/2017-07-05/fs_jok...Waldfrysk1.965881
25free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk5.579423
26free_speech_recordings/Frysk/2017-07-05/fs_gro...Waldfrysk2.042788
27free_speech_recordings/Frysk/2017-07-05/fs_rea...Waldfrysk5.046413
28free_speech_recordings/Frysk/2017-07-05/fs_wha...Waldfrysk1.965881
29free_speech_recordings/Nederlands/2017-07-05/f...Waldfrysk4.901555
............
282free_speech_recordings/Frysk/2017-11-29/fs_fav...Waldfrysk4.397417
283free_speech_recordings/Frysk/2017-12-01/fs_wha...Waldfrysk10.512088
284free_speech_recordings/Frysk/2017-12-08/fs_wha...Waldfrysk6.444389
285free_speech_recordings/Frysk/2017-12-08/fs_wha...Waldfrysk6.665675
286free_speech_recordings/Frysk/2017-12-08/fs_wha...Waldfrysk3.411324
287free_speech_recordings/Frysk/2017-12-08/fs_wha...Waldfrysk3.889477
288free_speech_recordings/Frysk/2017-12-08/fs_jok...Waldfrysk3.889477
289free_speech_recordings/Frysk/2017-12-09/fs_gro...Waldfrysk8.109339
290free_speech_recordings/Frysk/2017-12-11/fs_wha...Klaaifrysk0.188073
291free_speech_recordings/Nederlands/2017-12-12/f...Klaaifrysk5.503341
292free_speech_recordings/Frysk/2017-12-12/fs_wha...Klaaifrysk5.503341
293free_speech_recordings/Frysk/2017-12-13/fs_jok...Waldfrysk8.332972
294free_speech_recordings/Frysk/2017-12-14/fs_wha...Klaaifrysk15.105703
295free_speech_recordings/Frysk/2017-12-14/fs_you...Klaaifrysk14.787898
296free_speech_recordings/Frysk/2017-12-14/fs_you...Klaaifrysk14.787898
297free_speech_recordings/Frysk/2017-12-14/fs_jok...Klaaifrysk14.066749
298free_speech_recordings/Frysk/2017-12-14/fs_jok...Klaaifrysk14.066749
299free_speech_recordings/Frysk/2017-12-19/fs_jok...Waldfrysk9.411845
300free_speech_recordings/Frysk/2017-12-19/fs_jok...Waldfrysk9.579569
301free_speech_recordings/Frysk/2017-12-20/fs_gro...Waldfrysk1.346010
302free_speech_recordings/Frysk/2017-12-20/fs_wha...Waldfrysk1.346010
303free_speech_recordings/Frysk/2018-01-20/fs_wha...Waldfrysk8.009320
304free_speech_recordings/Nederlands/2018-04-08/f...Klaaifrysk5.481488
305free_speech_recordings/Stadsfrys/2018-04-08/fs...Klaaifrysk5.481488
306free_speech_recordings/Frysk/2018-04-21/fs_gro...Waldfrysk8.233029
307free_speech_recordings/Frysk/2018-04-22/fs_wha...Waldfrysk4.025229
308free_speech_recordings/Frysk/2018-04-25/fs_wha...Klaaifrysk8.213621
309free_speech_recordings/Frysk/2018-06-24/fs_wha...Noardhoeksk2.651287
310free_speech_recordings/Frysk/2018-06-30/fs_wha...Waldfrysk7.716322
311free_speech_recordings/Frysk/2018-08-20/fs_wha...Waldfrysk5.674670
\n", "

312 rows × 3 columns

\n", "
" ], "text/plain": [ " filename dialect \\\n", "0 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "1 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", "2 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "3 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "4 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "5 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "6 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "7 free_speech_recordings/Frysk/2017-07-05/fs_you... Waldfrysk \n", "8 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "9 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "10 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "11 free_speech_recordings/Frysk/2017-07-05/fs_gro... Waldfrysk \n", "12 free_speech_recordings/English/2017-07-05/fs_w... Waldfrysk \n", "13 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "14 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", "15 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "16 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", "17 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "18 free_speech_recordings/Frysk/2017-07-05/fs_gro... Waldfrysk \n", "19 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "20 free_speech_recordings/English/2017-07-05/fs_w... Waldfrysk \n", "21 free_speech_recordings/Frysk/2017-07-05/fs_you... Waldfrysk \n", "22 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "23 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", "24 free_speech_recordings/Frysk/2017-07-05/fs_jok... Waldfrysk \n", "25 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", "26 free_speech_recordings/Frysk/2017-07-05/fs_gro... Waldfrysk \n", "27 free_speech_recordings/Frysk/2017-07-05/fs_rea... Waldfrysk \n", "28 free_speech_recordings/Frysk/2017-07-05/fs_wha... Waldfrysk \n", "29 free_speech_recordings/Nederlands/2017-07-05/f... Waldfrysk \n", ".. ... ... \n", "282 free_speech_recordings/Frysk/2017-11-29/fs_fav... Waldfrysk \n", "283 free_speech_recordings/Frysk/2017-12-01/fs_wha... Waldfrysk \n", "284 free_speech_recordings/Frysk/2017-12-08/fs_wha... Waldfrysk \n", "285 free_speech_recordings/Frysk/2017-12-08/fs_wha... Waldfrysk \n", "286 free_speech_recordings/Frysk/2017-12-08/fs_wha... Waldfrysk \n", "287 free_speech_recordings/Frysk/2017-12-08/fs_wha... Waldfrysk \n", "288 free_speech_recordings/Frysk/2017-12-08/fs_jok... Waldfrysk \n", "289 free_speech_recordings/Frysk/2017-12-09/fs_gro... Waldfrysk \n", "290 free_speech_recordings/Frysk/2017-12-11/fs_wha... Klaaifrysk \n", "291 free_speech_recordings/Nederlands/2017-12-12/f... Klaaifrysk \n", "292 free_speech_recordings/Frysk/2017-12-12/fs_wha... Klaaifrysk \n", "293 free_speech_recordings/Frysk/2017-12-13/fs_jok... Waldfrysk \n", "294 free_speech_recordings/Frysk/2017-12-14/fs_wha... Klaaifrysk \n", "295 free_speech_recordings/Frysk/2017-12-14/fs_you... Klaaifrysk \n", "296 free_speech_recordings/Frysk/2017-12-14/fs_you... Klaaifrysk \n", "297 free_speech_recordings/Frysk/2017-12-14/fs_jok... Klaaifrysk \n", "298 free_speech_recordings/Frysk/2017-12-14/fs_jok... Klaaifrysk \n", "299 free_speech_recordings/Frysk/2017-12-19/fs_jok... Waldfrysk \n", "300 free_speech_recordings/Frysk/2017-12-19/fs_jok... Waldfrysk \n", "301 free_speech_recordings/Frysk/2017-12-20/fs_gro... Waldfrysk \n", "302 free_speech_recordings/Frysk/2017-12-20/fs_wha... Waldfrysk \n", "303 free_speech_recordings/Frysk/2018-01-20/fs_wha... Waldfrysk \n", "304 free_speech_recordings/Nederlands/2018-04-08/f... Klaaifrysk \n", "305 free_speech_recordings/Stadsfrys/2018-04-08/fs... Klaaifrysk \n", "306 free_speech_recordings/Frysk/2018-04-21/fs_gro... Waldfrysk \n", "307 free_speech_recordings/Frysk/2018-04-22/fs_wha... Waldfrysk \n", "308 free_speech_recordings/Frysk/2018-04-25/fs_wha... Klaaifrysk \n", "309 free_speech_recordings/Frysk/2018-06-24/fs_wha... Noardhoeksk \n", "310 free_speech_recordings/Frysk/2018-06-30/fs_wha... Waldfrysk \n", "311 free_speech_recordings/Frysk/2018-08-20/fs_wha... Waldfrysk \n", "\n", " boundary_distance \n", "0 2.285980 \n", "1 3.524925 \n", "2 5.376456 \n", "3 10.415752 \n", "4 10.760419 \n", "5 10.876511 \n", "6 10.980303 \n", "7 10.876511 \n", "8 10.980303 \n", "9 10.760419 \n", "10 10.980303 \n", "11 10.980303 \n", "12 5.135179 \n", "13 2.061136 \n", "14 2.598514 \n", "15 10.392223 \n", "16 2.598514 \n", "17 11.145294 \n", "18 2.158520 \n", "19 11.145294 \n", "20 2.158520 \n", "21 11.145294 \n", "22 4.081455 \n", "23 5.579423 \n", "24 1.965881 \n", "25 5.579423 \n", "26 2.042788 \n", "27 5.046413 \n", "28 1.965881 \n", "29 4.901555 \n", ".. ... \n", "282 4.397417 \n", "283 10.512088 \n", "284 6.444389 \n", "285 6.665675 \n", "286 3.411324 \n", "287 3.889477 \n", "288 3.889477 \n", "289 8.109339 \n", "290 0.188073 \n", "291 5.503341 \n", "292 5.503341 \n", "293 8.332972 \n", "294 15.105703 \n", "295 14.787898 \n", "296 14.787898 \n", "297 14.066749 \n", "298 14.066749 \n", "299 9.411845 \n", "300 9.579569 \n", "301 1.346010 \n", "302 1.346010 \n", "303 8.009320 \n", "304 5.481488 \n", "305 5.481488 \n", "306 8.233029 \n", "307 4.025229 \n", "308 8.213621 \n", "309 2.651287 \n", "310 7.716322 \n", "311 5.674670 \n", "\n", "[312 rows x 3 columns]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pandas.DataFrame([\n", " [r['filename'], r['dialects'][0]['dialect'], r['dialects'][0]['boundary_distance']]\n", " for r in region_per_free_speech\n", " if len(r['dialects']) == 1\n", "], columns = ['filename', 'dialect', 'boundary_distance'])\n", "\n", "df.to_excel('free_speech_recordings_by_dialect.xlsx')\n", "df.to_csv('free_speech_recordings_by_dialect.csv')\n", "df" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3.0 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 0 }