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maxberggren/umap.ipynb Secret

Created July 10, 2017 20:12
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umap.ipynb
{
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"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import re\n",
"import matplotlib.pyplot as plt \n",
"import numpy as np\n",
"\n",
"from bokeh.plotting import figure, output_notebook, show\n",
"from bokeh.models import ColumnDataSource#, LabelSet\n",
"from bokeh.plotting import *\n",
"from bokeh.models import HoverTool\n",
"from collections import OrderedDict\n",
"output_notebook()\n",
"\n",
"plt.style.use('ggplot')\n",
"sns.set(style=\"white\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Swedish voting data"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = (\n",
" pd.concat(\n",
" [pd.read_csv('https://raw.githubusercontent.com/maxberggren/voter-data/master/votering-201314.csv', header=None),\n",
" pd.read_csv('https://raw.githubusercontent.com/maxberggren/voter-data/master/votering-201415.csv', header=None),\n",
" pd.read_csv('https://raw.githubusercontent.com/maxberggren/voter-data/master/votering-201516.csv', header=None),\n",
" pd.read_csv('https://raw.githubusercontent.com/maxberggren/voter-data/master/votering-201617.csv', header=None),\n",
" ],\n",
" axis=0)\n",
")\n",
"df.columns = ['a', 'b', 'votering', 'c', 'person', 'd', 'parti', 'valkrets', 'svar', 'i', 'e', 'kon', 'fodd', 'datum']\n",
"df = df.query('svar == \"Ja\" or svar == \"Nej\"')\n",
"df['svar'] = pd.get_dummies(df, columns=['svar'])['svar_Ja']"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df = df[df.groupby(['person', 'parti', 'valkrets']).person.transform('count') > 100]\n",
"df.datum = pd.to_datetime(df.datum)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = (\n",
" pd.pivot_table(\n",
" df, \n",
" values=['svar'], \n",
" index=['votering'], \n",
" columns=['person', 'parti', 'valkrets']\n",
" )\n",
" .fillna(0).T.reset_index().iloc[:, 1:]\n",
" .assign(parti=lambda r: r.parti.replace(to_replace=u'FP', value=u'L'))\n",
")\n",
"voting_matrix = data.iloc[:, 3:].fillna(0).as_matrix()\n",
"voters = data.iloc[:, 0].as_matrix()\n",
"partys = data.iloc[:, 1].as_matrix()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## For reference: t-SNE"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[t-SNE] Computing pairwise distances...\n",
"[t-SNE] Computing 91 nearest neighbors...\n",
"[t-SNE] Computed conditional probabilities for sample 1000 / 1095\n",
"[t-SNE] Computed conditional probabilities for sample 1095 / 1095\n",
"[t-SNE] Mean sigma: 3.890197\n",
"[t-SNE] Iteration 25: error = 1.1199437, gradient norm = 0.0215734\n",
"[t-SNE] Iteration 50: error = 1.1295757, gradient norm = 0.0197332\n",
"[t-SNE] Iteration 75: error = 0.6752861, gradient norm = 0.0139511\n",
"[t-SNE] Iteration 100: error = 0.7064860, gradient norm = 0.0144102\n",
"[t-SNE] KL divergence after 100 iterations with early exaggeration: 0.706486\n",
"[t-SNE] Iteration 125: error = 0.5657405, gradient norm = 0.0097947\n",
"[t-SNE] Iteration 150: error = 0.5938004, gradient norm = 0.0115501\n",
"[t-SNE] Iteration 175: error = 0.6655601, gradient norm = 0.0116051\n",
"[t-SNE] Iteration 175: did not make any progress during the last 30 episodes. Finished.\n",
"[t-SNE] Error after 175 iterations: 0.706486\n"
]
}
],
"source": [
"from sklearn import manifold\n",
"from sklearn.preprocessing import normalize\n",
"tsne = manifold.TSNE(\n",
" n_components=2, \n",
" #init='pca', \n",
" random_state=3, \n",
" method='barnes_hut',\n",
" n_iter=1000, \n",
" verbose=20,\n",
" #perplexity=30,\n",
" #early_exaggeration=4.0,\n",
" #learning_rate=1000 \n",
")\n",
"\n",
"tsne = tsne.fit_transform(voting_matrix)\n",
"X = tsne[:, 0]\n",
"Y = tsne[:, 1]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"def bokeh_plot(X, Y):\n",
" color_mapping = {\n",
" 'L': '#000000', \n",
" 'M': 'Blue', \n",
" 'SD': 'Gold', \n",
" 'MP': 'DarkGreen', \n",
" 'S': 'FireBrick', \n",
" 'V': 'Red', \n",
" 'FP': 'Cyan', \n",
" 'C': 'Chartreuse', \n",
" 'KD': 'DarkGrey', \n",
" '-': '#000000'\n",
" }\n",
"\n",
" source = ColumnDataSource(\n",
" data=dict(\n",
" x=X,\n",
" y=Y,\n",
" voter=voters,\n",
" colors=[color_mapping[p] for p in list(partys)],\n",
" partys=partys,\n",
" )\n",
" )\n",
"\n",
" hover = HoverTool(\n",
" tooltips=[\n",
" (\"voter\", \"@voter\"),\n",
" (\"party\", \"@partys\"),\n",
" ]\n",
" )\n",
"\n",
" tools = \"resize,crosshair,pan,wheel_zoom,box_zoom,reset,tap,previewsave,box_select,poly_select,lasso_select\"\n",
" p = figure(tools=[hover, tools])\n",
" p.scatter(\n",
" x='x', \n",
" y='y', \n",
" fill_color='colors', \n",
" size=6, \n",
" fill_alpha=0.6, \n",
" line_color=None, \n",
" source=source\n",
" )\n",
" \n",
" plt.plot(X, Y, 'o')\n",
"\n",
" show(p)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
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Olsson\",\"Caroline Szyber\",\"Caroline Helmersson Olsson\",\"Caroline Szyber\",\"Carvalho Teresa\",\"Cassandra Sundin\",\"Catharina Br\\u00e5kenhielm\",\"Catharina Br\\u00e5kenhielm\",\"Cecilia Brinck\",\"Cecilia Dalman Eek\",\"Cecilia Magnusson\",\"Cecilia Widegren\",\"Cecilia Magnusson\",\"Cecilia Widegren\",\"Cecilie Tenfjord-Toftby\",\"Cecilie Tenfjord-Toftby\",\"Cederbratt Mikael\",\"Cederfelt Margareta\",\"Christensson Fredrik\",\"Christer Adelsbo\",\"Christer Akej\",\"Christer Engelhardt\",\"Christer Nylander\",\"Christer Winb\\u00e4ck\",\"Christer Adelsbo\",\"Christer Nylander\",\"Christian Holm\",\"Christian Holm Barenfeld\",\"Christina H\\u00f6j Larsen\",\"Christina Oskarsson\",\"Christina Zedell\",\"Christina H\\u00f6j Larsen\",\"Christina \\u00d6rnebj\\u00e4r\",\"Christina \\u00d6stberg\",\"Clas-G\\u00f6ran Carlsson\",\"Coenraads \\u00c5sa\",\"Crister Spets\",\"Cristina Husmark Pehrsson\",\"Dadgostar Nooshi\",\"Dag Klackenberg\",\"Dahlqvist Mikael\",\"Dalunde Jakop\",\"Damm Sofia\",\"Daniel B\\u00e4ckstr\\u00f6m\",\"Daniel B\\u00e4ckstr\\u00f6m\",\"Daniel Riazat\",\"Daniel Sestrajcic\",\"David L\\u00e5ng\",\"David L\\u00e5ng\",\"Delis Sotiris\",\"Dennis Dioukarev\",\"Dibrani Adnan\",\"Dinamarca Rossana\",\"Dingizian Esabelle\",\"Dioukarev Dennis\",\"Drougge Ida\",\"D\\u00e9sir\\u00e9e Liljevall\",\"D\\u00e9sir\\u00e9e Pethrus\",\"D\\u00e9sir\\u00e9e Pethrus\",\"Eberstein Susanne\",\"Eclund Annika\",\"Edip Noyan\",\"Edward Riedl\",\"Edward Riedl\",\"Ek Lena\",\"Ekeroth Kent\",\"Ekstr\\u00f6m Hans\",\"Eliasson Bengt\",\"Elin Lundgren\",\"Elin Lundgren\",\"Elisabet Knutsson\",\"Elisabeth Bj\\u00f6rnsdotter Rahm\",\"Elisabeth Svantesson\",\"Eliza Roszkowska \\u00d6berg\",\"Ellen Juntti\",\"Ellen Juntti\",\"Emanuel \\u00d6z\",\"Emil K\\u00e4llstr\\u00f6m\",\"Emil K\\u00e4llstr\\u00f6m\",\"Emilia T\\u00f6yr\\u00e4\",\"Emilsson Aron\",\"Emilsson Lena\",\"Emma Carlsson L\\u00f6fdahl\",\"Emma Henriksson\",\"Emma Carlsson L\\u00f6fdahl\",\"Emma Henriksson\",\"Emma Hult\",\"Emma Nohr\\u00e9n\",\"Emma Wallrup\",\"Eneroth Tomas\",\"Engblom Annicka\",\"Engstr\\u00f6m Patrik\",\"Enstr\\u00f6m Karin\",\"Ericson Jan\",\"Erik A Eriksson\",\"Erik Andersson\",\"Erik Bengtzboe\",\"Erik Ezelius\",\"Erik Ottoson\",\"Erik Ullenhag\",\"Eriksson Fredrik\",\"Eriksson Jonas\",\"Eriksson Lars\",\"Eriksson Sanne\",\"Erlandsson Eskil\",\"Ernkrans Matilda\",\"Esabelle Dingizian\",\"Esabelle Dingizian\",\"Esbati Ali\",\"Eskil Erlandsson\",\"Eskilandersson Mikael\",\"Eva Bengtson Skogsberg\",\"Eva Flyborg\",\"Eva Lohman\",\"Eva Olofsson\",\"Eva Sonidsson\",\"Eva Lindh\",\"Eva Lohman\",\"Eva Sonidsson\",\"Eva Wallin\",\"Eva-Lena Jansson\",\"Eva-Lena Jansson\",\"Ewa Thal\\u00e9n Finn\\u00e9\",\"Ewa Thal\\u00e9n Finn\\u00e9\",\"Ezelius Erik\",\"Faradj Koliev\",\"Felten Olle\",\"Ferm Maria\",\"Filper Runar\",\"Finn Bengtsson\",\"Finn Bengtsson\",\"Finnborg Thomas\",\"Finstorp Lotta\",\"Forsberg Anders\",\"Forslund Kenneth G\",\"Forssell Johan\",\"Forssmed Jakob\",\"Fransson Josef\",\"Fredrick Federley\",\"Fredrik Lundh Sammeli\",\"Fredrik Malm\",\"Fredrik Olovsson\",\"Fredrik Schulte\",\"Fredrik Christensson\",\"Fredrik Eriksson\",\"Fredrik Lundh Sammeli\",\"Fredrik Malm\",\"Fredrik Olovsson\",\"Fredrik Schulte\",\"From Isak\",\"F\\u00f6lster Sofia\",\"Gamov Pavel\",\"Ghasemi Tina\",\"Gille Agneta\",\"Granlund Marie\",\"Green Mats\",\"Green Monica\",\"Gunilla Carlsson\",\"Gunilla Nordgren\",\"Gunilla Svantorp\",\"Gunilla Carlsson\",\"Gunilla Nordgren\",\"Gunilla Svantorp\",\"Gunnar Andr\\u00e9n\",\"Gunnar Ax\\u00e9n\",\"Gunnar Hedberg\",\"Gunnar Sandberg\",\"Gunnarsson Jonas\",\"Gunther Penilla\",\"Gunvor G Ericson\",\"Gustaf Hoffstedt\",\"Gustaf Lantz\",\"Gustav Blix\",\"Gustav Fridolin\",\"Gustav Nilsson\",\"Gustav Schyllert\",\"G\\u00f6ran Lindell\",\"G\\u00f6ran Montan\",\"G\\u00f6ran Pettersson\",\"G\\u00f6ran Lindell\",\"G\\u00f6ran Pettersson\",\"G\\u00fccl\\u00fc Hedin Roza\",\"Haddad Roger\",\"Hagwall Anna\",\"Haider Monica\",\"Halef Robert\",\"Hallengren Lena\",\"Hallstr\\u00f6m Pia\",\"Hamednaca Arhe\",\"Hammar Johnsson Ann-Charlotte\",\"Hammarbergh Krister\",\"Hanif Bali\",\"Hanif Bali\",\"Hanna Wester\\u00e9n\",\"Hanna Wigh\",\"Hannah Bergstedt\",\"Hannah Bergstedt\",\"Hannah Robert\",\"Hans Backman\",\"Hans Ekstr\\u00f6m\",\"Hans Hoff\",\"Hans Linde\",\"Hans Olsson\",\"Hans Rothenberg\",\"Hans Wallmark\",\"Hans Ekstr\\u00f6m\",\"Hans Hoff\",\"Hans Linde\",\"Hans Rothenberg\",\"Hans Unander\",\"Hans Wallmark\",\"Hansson Anders\",\"Haraldsson Johanna\",\"Hedberg Gunnar\",\"Hedin Johan\",\"Hedlund Roger\",\"Heidi Karlsson\",\"Heidi Karlsson\",\"Helena Bouveng\",\"Helena Leander\",\"Helena Lindahl\",\"Helena Bouveng\",\"Helena Lindahl\",\"Helene Petersson\",\"Helene Petersson\",\"Hellman J\\u00f6rgen\",\"Helmersson Olsson Caroline\",\"Hel\\u00e9n Andersson\",\"Hel\\u00e9n Pettersson\",\"Hel\\u00e9n Pettersson\",\"Henrik Ripa\",\"Henrik von Sydow\",\"Henriksson Emma\",\"Henriksson Stig\",\"Herrstedt Carina\",\"Heydari Shadiye\",\"Hillevi Larsson\",\"Hillevi Larsson\",\"Hirvonen Annika\",\"Hj\\u00e4lmered Lars\",\"Hoff Hans\",\"Holm Christian\",\"Holm Jens\",\"Holmqvist Paula\",\"Hult Emma\",\"Hultberg Johan\",\"H\\u00e4gglund G\\u00f6ran\",\"H\\u00e4rstedt Kent\",\"H\\u00e5kan Bergman\",\"H\\u00e5kan Juholt\",\"H\\u00e5kan Bergman\",\"H\\u00e5kan Juholt\",\"H\\u00e5kan Svenneling\",\"H\\u00e5kansson Per-Arne\",\"H\\u00f6gman Berit\",\"H\\u00f6j Larsen Christina\",\"H\\u00f6kmark Isabella\",\"Ibrahim Baylan\",\"Ida Drougge\",\"Ida Ekeroth\",\"Ida Karkiainen\",\"Ingela Nylund Watz\",\"Ingela Nylund Watz\",\"Ingemar Nilsson\",\"Ingemar Nilsson\",\"Irene Oskarsson\",\"Isabella Jernbeck\",\"Isabella H\\u00f6kmark\",\"Isak From\",\"Isak From\",\"Ismail Kamil\",\"Jabar Amin\",\"Jabar Amin\",\"Jacob Johnson\",\"Jacobsson Gj\\u00f6rtler Jonas\",\"Jakob Forssmed\",\"Jakobsson Leif\",\"Jakobsson Stefan\",\"Jakop Dalunde\",\"Jamal El-Haj\",\"Jamal Mouneimne\",\"Jan Ericson\",\"Jan Ertsborn\",\"Jan Lindholm\",\"Jan Bj\\u00f6rklund\",\"Jan Ericson\",\"Jan Lindholm\",\"Jan R Andersson\",\"Jan R Andersson\",\"Jan-Evert R\\u00e5dhstr\\u00f6m\",\"Jan-Olof Larsson\",\"Jan-Olof Larsson\",\"Janine Alm Ericson\",\"Jansson Eva-Lena\",\"Jansson Mikael\",\"Jasenko Omanovic\",\"Jasenko Omanovic\",\"Jeff Ahl\",\"Jennie Nilsson\",\"Jennie Nilsson\",\"Jennie \\u00c5feldt\",\"Jenny Petersson\",\"Jenny Petersson\",\"Jens Holm\",\"Jens Holm\",\"Jeppsson Peter\",\"Jesper Skalberg Karlsson\",\"Jessica Polfj\\u00e4rd\",\"Jessica Rosencrantz\",\"Jessica Polfj\\u00e4rd\",\"Jessica Rosencrantz\",\"Jessika Vilhelmsson\",\"Jessika Roswall\",\"Jimmie \\u00c5kesson\",\"Jimmie \\u00c5kesson\",\"Jimmy St\\u00e5hl\",\"Johan Andersson\",\"Johan Forssell\",\"Johan Hultberg\",\"Johan Johansson\",\"Johan Linander\",\"Johan L\\u00f6fstrand\",\"Johan Pehrson\",\"Johan Andersson\",\"Johan B\\u00fcser\",\"Johan Forssell\",\"Johan Hedin\",\"Johan Hultberg\",\"Johan L\\u00f6fstrand\",\"Johan Nissinen\",\"Johanna Haraldsson\",\"Johanna J\\u00f6nsson\",\"Johansson Ola\",\"Johansson Wiwi-Anne\",\"Johnny Skalin\",\"Johnny Skalin\",\"Johnsson Fornarve Lotta\",\"Johnsson Per-Ingvar\",\"Johnsson Peter\",\"Jomshof Richard\",\"Jonas Eriksson\",\"Jonas Gunnarsson\",\"Jonas Jacobsson Gj\\u00f6rtler\",\"Jonas Sj\\u00f6stedt\",\"Jonas \\u00c5kerlund\",\"Jonas Eriksson\",\"Jonas Gunnarsson\",\"Jonas Jacobsson Gj\\u00f6rtler\",\"Jonas Millard\",\"Jonas Sj\\u00f6stedt\",\"Jonas \\u00c5kerlund\",\"Jonsson Mattias\",\"Josef Fransson\",\"Josef Fransson\",\"Juholt H\\u00e5kan\",\"Julia Kronlid\",\"Julia Kronlid\",\"Juntti Ellen\",\"J\\u00e4mtin Carin\",\"J\\u00f6nsson Johanna\",\"J\\u00f6rgen Andersson\",\"J\\u00f6rgen Hellman\",\"J\\u00f6rgen Andersson\",\"J\\u00f6rgen Hellman\",\"J\\u00f6rgen Warborn\",\"Kain Nina\",\"Kajsa Lunderquist\",\"Kakabaveh Amineh\",\"Kalle Olsson\",\"Karin Granbom Ellison\",\"Karin Nilsson\",\"Karin \\u00c5str\\u00f6m\",\"Karin \\u00d6string Bergman\",\"Karin Enstr\\u00f6m\",\"Karin R\\u00e5gsj\\u00f6\",\"Karin Svensson Smith\",\"Karkiainen Ida\",\"Karl Sigfrid\",\"Karlsson Annelie\",\"Karlsson Heidi\",\"Karlsson Maj\",\"Karlsson Mattias\",\"Karlsson Niklas\",\"Karlsson Sara\",\"Katarina Br\\u00e4nnstr\\u00f6m\",\"Katarina K\\u00f6hler\",\"Katarina Br\\u00e4nnstr\\u00f6m\",\"Kenneth G Forslund\",\"Kenneth G Forslund\",\"Kent Ekeroth\",\"Kent H\\u00e4rstedt\",\"Kent Persson\",\"Kent Ekeroth\",\"Kent H\\u00e4rstedt\",\"Kerimo Yilmaz\",\"Kerstin Engle\",\"Kerstin Hagl\\u00f6\",\"Kerstin Lundgren\",\"Kerstin Nilsson\",\"Kerstin Lundgren\",\"Kerstin Nilsson\",\"Kew Nordqvist\",\"Kinberg Batra Anna\",\"Kinnunen Martin\",\"Kjellin Margareta B\",\"Klackenberg Dag\",\"Klarberg Per\",\"Knutsson Elisabet\",\"Krister Hammarbergh\",\"Krister \\u00d6rnfj\\u00e4der\",\"Krister Hammarbergh\",\"Krister \\u00d6rnfj\\u00e4der\",\"Kristersson Ulf\",\"Kristina Nilsson\",\"Kristina Nilsson\",\"Kristina Yngwe\",\"Kronlid Julia\",\"Kurt Kvarnstr\\u00f6m\",\"K\\u00e4llstr\\u00f6m Emil\",\"K\\u00f6hler Katarina\",\"K\\u00f6se Serkan\",\"Lahti Birger\",\"Laila Naraghi\",\"Larry S\\u00f6der\",\"Lars Beckman\",\"Lars Elinderson\",\"Lars Eriksson\",\"Lars Gustafsson\",\"Lars Hj\\u00e4lmered\",\"Lars Johansson\",\"Lars Ohly\",\"Lars Tysklind\",\"Lars Beckman\",\"Lars Eriksson\",\"Lars Hj\\u00e4lmered\",\"Lars Mejern Larsson\",\"Lars Mejern Larsson\",\"Lars Tysklind\",\"Lars-Arne Stax\\u00e4ng\",\"Lars-Arne Stax\\u00e4ng\",\"Lars-Axel Nordell\",\"Lars-Axel Nordell\",\"Larsson Hillevi\",\"Larsson Jan-Olof\",\"Larsson Lars Mejern\",\"Larsson Rikard\",\"Larsson Yasmine\",\"Lavesson Olof\",\"Lawen Redar\",\"Leif Jakobsson\",\"Leif Pettersson\",\"Leif Jakobsson\",\"Leif Nysmed\",\"Leif Pettersson\",\"Lena Asplund\",\"Lena Hallengren\",\"Lena Olsson\",\"Lena Sommestad\",\"Lena Asplund\",\"Lena Emilsson\",\"Lena Hallengren\",\"Lennart Axelsson\",\"Lennart Axelsson\",\"Lillemets Annika\",\"Linda Wemmert\",\"Linda Snecker\",\"Lindahl Helena\",\"Lindberg Teres\",\"Linde Hans\",\"Lindestam \\u00c5sa\",\"Lindholm Jan\",\"Lindholm Veronica\",\"Ling Rasmus\",\"Linus Bylund\",\"Linus Sk\\u00f6ld\",\"Lisbeth Sund\\u00e9n Andersson\",\"Lise Nordin\",\"Lise Nordin\",\"Lodenius Per\",\"Lohman Eva\",\"Lolo Lindstr\\u00f6m\",\"Lotta Finstorp\",\"Lotta Olsson\",\"Lotta Finstorp\",\"Lotta Johnsson Fornarve\",\"Lotta Olsson\",\"Louise Malmstr\\u00f6m\",\"Lundgren Elin\",\"Lundgren Kerstin\",\"Lundh Sammeli Fredrik\",\"Lundqvist Patrik\",\"Lundstr\\u00f6m Nina\",\"L\\u00e5ng David\",\"L\\u00f6berg Petter\",\"L\\u00f6fstrand Johan\",\"L\\u00f6\\u00f6f Annie\",\"Magda Rasmusson\",\"Magnus Ehrencrona\",\"Magnus Sj\\u00f6dahl\",\"Magnus Manhammar\",\"Magnus Oscarsson\",\"Magnus Persson\",\"Magnusson Cecilia\",\"Maj Karlsson\",\"Malm Fredrik\",\"Malmberg Betty\",\"Malmberg Niclas\",\"Malmer Stenergard Maria\",\"Manhammar Magnus\",\"Marco Venegas\",\"Margareta Cederfelt\",\"Margareta Larsson\",\"Margareta B Kjellin\",\"Margareta B Kjellin\",\"Margareta Cederfelt\",\"Maria Abrahamsson\",\"Maria Ferm\",\"Maria Lundqvist-Br\\u00f6mster\",\"Maria Plass\",\"Maria Stenberg\",\"Maria Abrahamsson\",\"Maria Andersson Willner\",\"Maria Arnholm\",\"Maria Ferm\",\"Maria Malmer Stenergard\",\"Maria Plass\",\"Maria Stockhaus\",\"Maria Str\\u00f6mkvist\",\"Maria Weimer\",\"Marianne Berg\",\"Marianne Pettersson\",\"Marie Granlund\",\"Marie Nord\\u00e9n\",\"Marie Granlund\",\"Marie Olsson\",\"Marie-Louise R\\u00f6nnmark\",\"Marietta de Pourbaix-Lundin\",\"Markus Wiechel\",\"Markus Wiechel\",\"Marta Obminska\",\"Marta Obminska\",\"Martin Kinnunen\",\"Marttinen Adam\",\"Mathias Sundin\",\"Mathias Tegn\\u00e9r\",\"Matilda Ernkrans\",\"Matilda Ernkrans\",\"Mats Johansson\",\"Mats Odell\",\"Mats Pertoft\",\"Mats Green\",\"Mats Persson\",\"Mats Pertoft\",\"Mattias Jonsson\",\"Mattias Karlsson\",\"Mattias B\\u00e4ckstr\\u00f6m Johansson\",\"Mattias Jonsson\",\"Mattias Karlsson\",\"Mattias Ottosson\",\"Meeri Wasberg\",\"Mehmet Kaplan\",\"Metin Ataseven\",\"Mia Sydow M\\u00f6lleby\",\"Mia Sydow M\\u00f6lleby\",\"Michael Svensson\",\"Michael Svensson\",\"Mikael Cederbratt\",\"Mikael Damberg\",\"Mikael Jansson\",\"Mikael Oscarsson\",\"Mikael Cederbratt\",\"Mikael Dahlqvist\",\"Mikael Eskilandersson\",\"Mikael Jansson\",\"Mikael Oscarsson\",\"Millard Jonas\",\"Modig Aron\",\"Monica Green\",\"Monica Green\",\"Monica Haider\",\"Montaser Eneim\",\"Morgan Johansson\",\"Mutt Valter\",\"Niclas Malmberg\",\"Niemi Pyry\",\"Niklas Karlsson\",\"Niklas Wykman\",\"Nils Oskar Nilsson\",\"Nilsson Ingemar\",\"Nilsson Jennie\",\"Nilsson Kerstin\",\"Nilsson Kristina\",\"Nilsson Pia\",\"Nilsson Stefan\",\"Nina Larsson\",\"Nina Lundstr\\u00f6m\",\"Nina Lundstr\\u00f6m\",\"Nissinen Johan\",\"Nohr\\u00e9n Emma\",\"Nooshi Dadgostar\",\"Nordell Lars-Axel\",\"Nordgren Gunilla\",\"Nordin Lise\",\"Nordin Rickard\",\"Norl\\u00e9n Andreas\",\"Nylander Christer\",\"Nylund Watz Ingela\",\"Nysmed Leif\",\"Ohlsson Carina\",\"Ola Johansson\",\"Ola Johansson\",\"Olle Thorell\",\"Olle Felten\",\"Olle Thorell\",\"Olof Lavesson\",\"Olof Lavesson\",\"Olovsson Fredrik\",\"Olsson Kalle\",\"Olsson Lotta\",\"Omanovic Jasenko\",\"Oscar Sj\\u00f6stedt\",\"Oscarsson Magnus\",\"Oscarsson Mikael\",\"Oskar \\u00d6holm\",\"Ottoson Erik\",\"Ottosson Mattias\",\"Palm Veronica\",\"Patrick Reslow\",\"Patrick Reslow\",\"Patrik Bj\\u00f6rck\",\"Patrik Bj\\u00f6rck\",\"Patrik Engstr\\u00f6m\",\"Patrik Lundqvist\",\"Paula Bieler\",\"Paula Holmqvist\",\"Pavel Gamov\",\"Peder Wachtmeister\",\"Pehrson Johan\",\"Penilla Gunther\",\"Penilla Gunther\",\"Per Bill\",\"Per Bolund\",\"Per Lodenius\",\"Per Ramhorn\",\"Per Svedberg\",\"Per \\u00c5sling\",\"Per Klarberg\",\"Per Lodenius\",\"Per Ramhorn\",\"Per \\u00c5sling\",\"Per-Arne H\\u00e5kansson\",\"Per-Ingvar Johnsson\",\"Per-Ingvar Johnsson\",\"Pernilla St\\u00e5lhammar\",\"Persson Magnus\",\"Persson Mats\",\"Persson Peter\",\"Persson Rickard\",\"Peter Eriksson\",\"Peter Hultqvist\",\"Peter Jeppsson\",\"Peter Johnsson\",\"Peter Jutterstr\\u00f6m\",\"Peter Persson\",\"Peter R\\u00e5dberg\",\"Peter Helander\",\"Peter Jeppsson\",\"Peter Johnsson\",\"Peter Persson\",\"Petersson Helene\",\"Petersson Jenny\",\"Pethrus D\\u00e9sir\\u00e9e\",\"Petra Ekerum\",\"Petter L\\u00f6berg\",\"Pettersson G\\u00f6ran\",\"Pettersson Hel\\u00e9n\",\"Pettersson Leif\",\"Pettersson Marianne\",\"Phia Andersson\",\"Phia Andersson\",\"Pia Hallstr\\u00f6m\",\"Pia Nilsson\",\"Pia Hallstr\\u00f6m\",\"Pia Nilsson\",\"Plass Maria\",\"Polfj\\u00e4rd Jessica\",\"Pyry Niemi\",\"Pyry Niemi\",\"P\\u00e4rssinen Raimo\",\"P\\u00e5l Jonson\",\"P\\u00fcss Lars\",\"Qarlsson Annika\",\"Quicklund Saila\",\"Raimo P\\u00e4rssinen\",\"Raimo P\\u00e4rssinen\",\"Ramhorn Per\",\"Rasmus Ling\",\"Redar Lawen\",\"Reslow Patrick\",\"Riazat Daniel\",\"Richard Jomshof\",\"Richard Jomshof\",\"Richtoff Roger\",\"Rickard Nordin\",\"Rickard Nordin\",\"Rickard Persson\",\"Riedl Edward\",\"Rikard Larsson\",\"Robert Halef\",\"Robert Halef\",\"Robert Hannah\",\"Robert Stenkvist\",\"Roger Haddad\",\"Roger Lamell\",\"Roger Tiefensee\",\"Roger Haddad\",\"Roger Hedlund\",\"Roger Richtoff\",\"Rojhan Gustafsson Azadeh\",\"Roland Utbult\",\"Roland Gustb\\u00e9e\",\"Roland Utbult\",\"Rolf \\u00c5bj\\u00f6rnsson\",\"Rosencrantz Jessica\",\"Rossana Dinamarca\",\"Rossana Dinamarca\",\"Roswall Jessika\",\"Rothenberg Hans\",\"Roza G\\u00fccl\\u00fc Hedin\",\"Roza G\\u00fccl\\u00fc Hedin\",\"Runar Filper\",\"Rune Wikstr\\u00f6m\",\"R\\u00e5gsj\\u00f6 Karin\",\"Said Abdu\",\"Saila Quicklund\",\"Saila Quicklund\",\"Sanne Eriksson\",\"Sanne Lennstr\\u00f6m\",\"Sara Karlsson\",\"Sara Karlsson\",\"Sara-Lena Bj\\u00e4lk\\u00f6\",\"Schlyter Carl\",\"Schr\\u00f6der Anders\",\"Schulte Fredrik\",\"Sedat Dogru\",\"Serkan K\\u00f6se\",\"Sestrajcic Daniel\",\"Shadiye Heydari\",\"Shadiye Heydari\",\"Siv Holma\",\"Sj\\u00f6stedt Jonas\",\"Sj\\u00f6stedt Oscar\",\"Skalberg Karlsson Jesper\",\"Skalin Johnny\",\"Sk\\u00e5nberg Tuve\",\"Snecker Linda\",\"Sofia Arkelsten\",\"Sofia Arkelsten\",\"Sofia Damm\",\"Sofia F\\u00f6lster\",\"Sofia Modigh\",\"Solveig Zander\",\"Solveig Zander\",\"Sonidsson Eva\",\"Sotiris Delis\",\"Staffan Anger\",\"Staffan Danielsson\",\"Staffan Danielsson\",\"Stax\\u00e4ng Lars-Arne\",\"Stefan Caplan\",\"Stefan K\\u00e4ll\",\"Stefan Svanstr\\u00f6m\",\"Stefan Jakobsson\",\"Stefan Nilsson\",\"Stellan Bojerud\",\"Sten Bergheden\",\"Sten Bergheden\",\"Stenkvist Robert\",\"Stig Henriksson\",\"Stina Bergstr\\u00f6m\",\"Stina Bergstr\\u00f6m\",\"Stockhaus Maria\",\"Strand Thomas\",\"Str\\u00f6mkvist Maria\",\"St\\u00e5hl Jimmy\",\"St\\u00e5lhammar Pernilla\",\"Sultan Kayhan\",\"Sundin Cassandra\",\"Sundin Mathias\",\"Sund\\u00e9n Andersson Lisbeth\",\"Susanna Haby\",\"Susanne Eberstein\",\"Susanne Eberstein\",\"Suzanne Svensson\",\"Suzanne Svensson\",\"Svantesson Elisabeth\",\"Svantorp Gunilla\",\"Sven-Erik Bucht\",\"Sven-Olof S\\u00e4llstr\\u00f6m\",\"Sven-Olof S\\u00e4llstr\\u00f6m\",\"Svenneling H\\u00e5kan\",\"Svensson Michael\",\"Svensson Smith Karin\",\"Svensson Suzanne\",\"Sydow M\\u00f6lleby Mia\",\"Szyber Caroline\",\"S\\u00e4llstr\\u00f6m Sven-Olof\",\"S\\u00e4therberg Anna-Caren\",\"S\\u00f6der Bj\\u00f6rn\",\"S\\u00f6der Larry\",\"S\\u00f6renson Anna-Lena\",\"Tegn\\u00e9r Mathias\",\"Tenfjord-Toftby Cecilie\",\"Teres Lindberg\",\"Teres Lindberg\",\"Teresa Carvalho\",\"Thal\\u00e9n Finn\\u00e9 Ewa\",\"Thomas Finnborg\",\"Thomas Strand\",\"Thomas Finnborg\",\"Thomas Strand\",\"Thoralf Alfsson\",\"Thorell Olle\",\"Tina Acketoft\",\"Tina Ehn\",\"Tina Acketoft\",\"Tina Ghasemi\",\"Tobias Billstr\\u00f6m\",\"Tob\\u00e9 Tomas\",\"Tomas Eneroth\",\"Tomas Nilsson\",\"Tomas Tob\\u00e9\",\"Tomas Eneroth\",\"Tomas Tob\\u00e9\",\"Tommy Waidelich\",\"Tony Wiklander\",\"Tony Wiklander\",\"Torbj\\u00f6rn Bj\\u00f6rlund\",\"Torbj\\u00f6rn Bj\\u00f6rlund\",\"Tuve Sk\\u00e5nberg\",\"Tuve Sk\\u00e5nberg\",\"Tysklind Lars\",\"T\\u00f6yr\\u00e4 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ZDLsoYeC30kKtherYSWvJa7VKJ6/nN/wEefQ+wO7W9YbGVry4qdHy81j1Hq0g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\nVsLT7ooWtetqO9dtqwSxUcS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"text/plain": [
"<matplotlib.figure.Figure at 0x10a35a550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bokeh_plot(X, Y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Do it with umap"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import umap"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/max/Dropbox/Dokument/Python/voteringar/umap/umap_.py:151: RuntimeWarning: invalid value encountered in less\n",
" self.init\n"
]
},
{
"data": {
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"\n",
"\n",
" <div class=\"bk-root\">\n",
" <div class=\"bk-plotdiv\" id=\"26336c86-e6d4-401b-aff4-1ec7c6308701\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
" (function(global) {\n",
" function now() {\n",
" return new Date();\n",
" }\n",
" \n",
" var force = false;\n",
" \n",
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
" window._bokeh_onload_callbacks = [];\n",
" window._bokeh_is_loading = undefined;\n",
" }\n",
" \n",
" \n",
" \n",
" if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
" window._bokeh_timeout = Date.now() + 0;\n",
" window._bokeh_failed_load = false;\n",
" }\n",
" \n",
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
" \"<div style='background-color: #fdd'>\\n\"+\n",
" \"<p>\\n\"+\n",
" \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
" \"</p>\\n\"+\n",
" \"<ul>\\n\"+\n",
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
" \"</ul>\\n\"+\n",
" \"<code>\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"</code>\\n\"+\n",
" \"</div>\"}};\n",
" \n",
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" function run_callbacks() {\n",
" try {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" }\n",
" finally {\n",
" delete window._bokeh_onload_callbacks\n",
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" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
" \n",
" function load_libs(js_urls, callback) {\n",
" window._bokeh_onload_callbacks.push(callback);\n",
" if (window._bokeh_is_loading > 0) {\n",
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
" return null;\n",
" }\n",
" if (js_urls == null || js_urls.length === 0) {\n",
" run_callbacks();\n",
" return null;\n",
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" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
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" s.src = url;\n",
" s.async = false;\n",
" s.onreadystatechange = s.onload = function() {\n",
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" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
" run_callbacks()\n",
" }\n",
" };\n",
" s.onerror = function() {\n",
" console.warn(\"failed to load library \" + url);\n",
" };\n",
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" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
" };var element = document.getElementById(\"26336c86-e6d4-401b-aff4-1ec7c6308701\");\n",
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" return false;\n",
" }\n",
" \n",
" var js_urls = [];\n",
" \n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" (function() {\n",
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Leivik\",\"Bj\\u00f6rn Samuelson\",\"Bj\\u00f6rn S\\u00f6der\",\"Bj\\u00f6rn S\\u00f6der\",\"Bj\\u00f6rn Wiechel\",\"Bj\\u00f6rn von Sydow\",\"Bo Bernhardsson\",\"Bodil Ceballos\",\"Bohlin Carl-Oskar\",\"Boriana \\u00c5berg\",\"Boriana \\u00c5berg\",\"Bouveng Helena\",\"Br\\u00e4nnstr\\u00f6m Katarina\",\"Br\\u00e5kenhielm Catharina\",\"Bylund Linus\",\"B\\u00e4ckstr\\u00f6m Daniel\",\"B\\u00e4ckstr\\u00f6m Johansson Mattias\",\"B\\u00f6rje Vestlund\",\"B\\u00f6rje Vestlund\",\"B\\u00f6rjesson Agneta\",\"B\\u00fcser Johan\",\"Camilla Waltersson Gr\\u00f6nvall\",\"Camilla Hans\\u00e9n\",\"Camilla Waltersson Gr\\u00f6nvall\",\"Carin Runeson\",\"Carin J\\u00e4mtin\",\"Carina Adolfsson Elgestam\",\"Carina Herrstedt\",\"Carina H\\u00e4gg\",\"Carina Ohlsson\",\"Carina Herrstedt\",\"Carina Ohlsson\",\"Carl B Hamilton\",\"Carl Schlyter\",\"Carl-Oskar Bohlin\",\"Carl-Oskar Bohlin\",\"Carlson Andreas\",\"Carlsson Gunilla\",\"Carlsson L\\u00f6fdahl Emma\",\"Carlsson Ulrika\",\"Caroline Helmersson Olsson\",\"Caroline Szyber\",\"Caroline Helmersson Olsson\",\"Caroline Szyber\",\"Carvalho Teresa\",\"Cassandra Sundin\",\"Catharina Br\\u00e5kenhielm\",\"Catharina Br\\u00e5kenhielm\",\"Cecilia Brinck\",\"Cecilia Dalman Eek\",\"Cecilia Magnusson\",\"Cecilia Widegren\",\"Cecilia Magnusson\",\"Cecilia Widegren\",\"Cecilie Tenfjord-Toftby\",\"Cecilie Tenfjord-Toftby\",\"Cederbratt Mikael\",\"Cederfelt Margareta\",\"Christensson Fredrik\",\"Christer Adelsbo\",\"Christer Akej\",\"Christer Engelhardt\",\"Christer Nylander\",\"Christer Winb\\u00e4ck\",\"Christer Adelsbo\",\"Christer Nylander\",\"Christian Holm\",\"Christian Holm Barenfeld\",\"Christina H\\u00f6j Larsen\",\"Christina Oskarsson\",\"Christina Zedell\",\"Christina H\\u00f6j Larsen\",\"Christina \\u00d6rnebj\\u00e4r\",\"Christina \\u00d6stberg\",\"Clas-G\\u00f6ran Carlsson\",\"Coenraads \\u00c5sa\",\"Crister Spets\",\"Cristina Husmark Pehrsson\",\"Dadgostar Nooshi\",\"Dag Klackenberg\",\"Dahlqvist Mikael\",\"Dalunde Jakop\",\"Damm Sofia\",\"Daniel B\\u00e4ckstr\\u00f6m\",\"Daniel B\\u00e4ckstr\\u00f6m\",\"Daniel Riazat\",\"Daniel Sestrajcic\",\"David L\\u00e5ng\",\"David L\\u00e5ng\",\"Delis Sotiris\",\"Dennis Dioukarev\",\"Dibrani Adnan\",\"Dinamarca Rossana\",\"Dingizian Esabelle\",\"Dioukarev Dennis\",\"Drougge Ida\",\"D\\u00e9sir\\u00e9e Liljevall\",\"D\\u00e9sir\\u00e9e Pethrus\",\"D\\u00e9sir\\u00e9e Pethrus\",\"Eberstein Susanne\",\"Eclund Annika\",\"Edip Noyan\",\"Edward Riedl\",\"Edward Riedl\",\"Ek Lena\",\"Ekeroth Kent\",\"Ekstr\\u00f6m Hans\",\"Eliasson Bengt\",\"Elin Lundgren\",\"Elin Lundgren\",\"Elisabet Knutsson\",\"Elisabeth Bj\\u00f6rnsdotter Rahm\",\"Elisabeth Svantesson\",\"Eliza Roszkowska \\u00d6berg\",\"Ellen Juntti\",\"Ellen Juntti\",\"Emanuel \\u00d6z\",\"Emil K\\u00e4llstr\\u00f6m\",\"Emil K\\u00e4llstr\\u00f6m\",\"Emilia T\\u00f6yr\\u00e4\",\"Emilsson Aron\",\"Emilsson Lena\",\"Emma Carlsson L\\u00f6fdahl\",\"Emma Henriksson\",\"Emma Carlsson L\\u00f6fdahl\",\"Emma Henriksson\",\"Emma Hult\",\"Emma Nohr\\u00e9n\",\"Emma Wallrup\",\"Eneroth Tomas\",\"Engblom Annicka\",\"Engstr\\u00f6m Patrik\",\"Enstr\\u00f6m Karin\",\"Ericson Jan\",\"Erik A Eriksson\",\"Erik Andersson\",\"Erik Bengtzboe\",\"Erik Ezelius\",\"Erik Ottoson\",\"Erik Ullenhag\",\"Eriksson Fredrik\",\"Eriksson Jonas\",\"Eriksson Lars\",\"Eriksson Sanne\",\"Erlandsson Eskil\",\"Ernkrans Matilda\",\"Esabelle Dingizian\",\"Esabelle Dingizian\",\"Esbati Ali\",\"Eskil Erlandsson\",\"Eskilandersson Mikael\",\"Eva Bengtson Skogsberg\",\"Eva Flyborg\",\"Eva Lohman\",\"Eva Olofsson\",\"Eva Sonidsson\",\"Eva Lindh\",\"Eva Lohman\",\"Eva Sonidsson\",\"Eva Wallin\",\"Eva-Lena Jansson\",\"Eva-Lena Jansson\",\"Ewa Thal\\u00e9n Finn\\u00e9\",\"Ewa Thal\\u00e9n Finn\\u00e9\",\"Ezelius Erik\",\"Faradj Koliev\",\"Felten Olle\",\"Ferm Maria\",\"Filper Runar\",\"Finn Bengtsson\",\"Finn Bengtsson\",\"Finnborg Thomas\",\"Finstorp Lotta\",\"Forsberg Anders\",\"Forslund Kenneth G\",\"Forssell Johan\",\"Forssmed Jakob\",\"Fransson Josef\",\"Fredrick Federley\",\"Fredrik Lundh Sammeli\",\"Fredrik Malm\",\"Fredrik Olovsson\",\"Fredrik Schulte\",\"Fredrik Christensson\",\"Fredrik Eriksson\",\"Fredrik Lundh Sammeli\",\"Fredrik Malm\",\"Fredrik Olovsson\",\"Fredrik Schulte\",\"From Isak\",\"F\\u00f6lster Sofia\",\"Gamov Pavel\",\"Ghasemi Tina\",\"Gille Agneta\",\"Granlund Marie\",\"Green Mats\",\"Green Monica\",\"Gunilla Carlsson\",\"Gunilla Nordgren\",\"Gunilla Svantorp\",\"Gunilla Carlsson\",\"Gunilla Nordgren\",\"Gunilla Svantorp\",\"Gunnar Andr\\u00e9n\",\"Gunnar Ax\\u00e9n\",\"Gunnar Hedberg\",\"Gunnar Sandberg\",\"Gunnarsson Jonas\",\"Gunther Penilla\",\"Gunvor G Ericson\",\"Gustaf Hoffstedt\",\"Gustaf Lantz\",\"Gustav Blix\",\"Gustav Fridolin\",\"Gustav Nilsson\",\"Gustav Schyllert\",\"G\\u00f6ran Lindell\",\"G\\u00f6ran Montan\",\"G\\u00f6ran Pettersson\",\"G\\u00f6ran Lindell\",\"G\\u00f6ran Pettersson\",\"G\\u00fccl\\u00fc Hedin Roza\",\"Haddad Roger\",\"Hagwall Anna\",\"Haider Monica\",\"Halef Robert\",\"Hallengren Lena\",\"Hallstr\\u00f6m Pia\",\"Hamednaca Arhe\",\"Hammar Johnsson Ann-Charlotte\",\"Hammarbergh Krister\",\"Hanif Bali\",\"Hanif Bali\",\"Hanna Wester\\u00e9n\",\"Hanna Wigh\",\"Hannah Bergstedt\",\"Hannah Bergstedt\",\"Hannah Robert\",\"Hans Backman\",\"Hans Ekstr\\u00f6m\",\"Hans Hoff\",\"Hans Linde\",\"Hans Olsson\",\"Hans Rothenberg\",\"Hans Wallmark\",\"Hans Ekstr\\u00f6m\",\"Hans Hoff\",\"Hans Linde\",\"Hans Rothenberg\",\"Hans Unander\",\"Hans Wallmark\",\"Hansson Anders\",\"Haraldsson Johanna\",\"Hedberg Gunnar\",\"Hedin Johan\",\"Hedlund Roger\",\"Heidi Karlsson\",\"Heidi Karlsson\",\"Helena Bouveng\",\"Helena Leander\",\"Helena Lindahl\",\"Helena Bouveng\",\"Helena Lindahl\",\"Helene Petersson\",\"Helene Petersson\",\"Hellman J\\u00f6rgen\",\"Helmersson Olsson Caroline\",\"Hel\\u00e9n Andersson\",\"Hel\\u00e9n Pettersson\",\"Hel\\u00e9n Pettersson\",\"Henrik Ripa\",\"Henrik von Sydow\",\"Henriksson Emma\",\"Henriksson Stig\",\"Herrstedt Carina\",\"Heydari Shadiye\",\"Hillevi Larsson\",\"Hillevi Larsson\",\"Hirvonen Annika\",\"Hj\\u00e4lmered Lars\",\"Hoff Hans\",\"Holm Christian\",\"Holm Jens\",\"Holmqvist Paula\",\"Hult Emma\",\"Hultberg Johan\",\"H\\u00e4gglund G\\u00f6ran\",\"H\\u00e4rstedt Kent\",\"H\\u00e5kan Bergman\",\"H\\u00e5kan Juholt\",\"H\\u00e5kan Bergman\",\"H\\u00e5kan Juholt\",\"H\\u00e5kan Svenneling\",\"H\\u00e5kansson Per-Arne\",\"H\\u00f6gman Berit\",\"H\\u00f6j Larsen Christina\",\"H\\u00f6kmark Isabella\",\"Ibrahim Baylan\",\"Ida Drougge\",\"Ida Ekeroth\",\"Ida Karkiainen\",\"Ingela Nylund Watz\",\"Ingela Nylund Watz\",\"Ingemar Nilsson\",\"Ingemar Nilsson\",\"Irene Oskarsson\",\"Isabella Jernbeck\",\"Isabella H\\u00f6kmark\",\"Isak From\",\"Isak From\",\"Ismail Kamil\",\"Jabar Amin\",\"Jabar Amin\",\"Jacob Johnson\",\"Jacobsson Gj\\u00f6rtler Jonas\",\"Jakob Forssmed\",\"Jakobsson Leif\",\"Jakobsson Stefan\",\"Jakop Dalunde\",\"Jamal El-Haj\",\"Jamal Mouneimne\",\"Jan Ericson\",\"Jan Ertsborn\",\"Jan Lindholm\",\"Jan Bj\\u00f6rklund\",\"Jan Ericson\",\"Jan Lindholm\",\"Jan R Andersson\",\"Jan R Andersson\",\"Jan-Evert R\\u00e5dhstr\\u00f6m\",\"Jan-Olof Larsson\",\"Jan-Olof Larsson\",\"Janine Alm Ericson\",\"Jansson Eva-Lena\",\"Jansson Mikael\",\"Jasenko Omanovic\",\"Jasenko Omanovic\",\"Jeff Ahl\",\"Jennie Nilsson\",\"Jennie Nilsson\",\"Jennie \\u00c5feldt\",\"Jenny Petersson\",\"Jenny Petersson\",\"Jens Holm\",\"Jens Holm\",\"Jeppsson Peter\",\"Jesper Skalberg Karlsson\",\"Jessica Polfj\\u00e4rd\",\"Jessica Rosencrantz\",\"Jessica Polfj\\u00e4rd\",\"Jessica Rosencrantz\",\"Jessika Vilhelmsson\",\"Jessika Roswall\",\"Jimmie \\u00c5kesson\",\"Jimmie \\u00c5kesson\",\"Jimmy St\\u00e5hl\",\"Johan Andersson\",\"Johan Forssell\",\"Johan Hultberg\",\"Johan Johansson\",\"Johan Linander\",\"Johan L\\u00f6fstrand\",\"Johan Pehrson\",\"Johan Andersson\",\"Johan B\\u00fcser\",\"Johan Forssell\",\"Johan Hedin\",\"Johan Hultberg\",\"Johan L\\u00f6fstrand\",\"Johan Nissinen\",\"Johanna Haraldsson\",\"Johanna J\\u00f6nsson\",\"Johansson Ola\",\"Johansson Wiwi-Anne\",\"Johnny Skalin\",\"Johnny Skalin\",\"Johnsson Fornarve Lotta\",\"Johnsson Per-Ingvar\",\"Johnsson Peter\",\"Jomshof Richard\",\"Jonas Eriksson\",\"Jonas Gunnarsson\",\"Jonas Jacobsson Gj\\u00f6rtler\",\"Jonas Sj\\u00f6stedt\",\"Jonas \\u00c5kerlund\",\"Jonas Eriksson\",\"Jonas Gunnarsson\",\"Jonas Jacobsson Gj\\u00f6rtler\",\"Jonas Millard\",\"Jonas Sj\\u00f6stedt\",\"Jonas \\u00c5kerlund\",\"Jonsson Mattias\",\"Josef Fransson\",\"Josef Fransson\",\"Juholt H\\u00e5kan\",\"Julia Kronlid\",\"Julia Kronlid\",\"Juntti Ellen\",\"J\\u00e4mtin Carin\",\"J\\u00f6nsson Johanna\",\"J\\u00f6rgen Andersson\",\"J\\u00f6rgen Hellman\",\"J\\u00f6rgen Andersson\",\"J\\u00f6rgen Hellman\",\"J\\u00f6rgen Warborn\",\"Kain Nina\",\"Kajsa Lunderquist\",\"Kakabaveh Amineh\",\"Kalle Olsson\",\"Karin Granbom Ellison\",\"Karin Nilsson\",\"Karin \\u00c5str\\u00f6m\",\"Karin \\u00d6string Bergman\",\"Karin Enstr\\u00f6m\",\"Karin R\\u00e5gsj\\u00f6\",\"Karin Svensson Smith\",\"Karkiainen Ida\",\"Karl Sigfrid\",\"Karlsson Annelie\",\"Karlsson Heidi\",\"Karlsson Maj\",\"Karlsson Mattias\",\"Karlsson Niklas\",\"Karlsson Sara\",\"Katarina Br\\u00e4nnstr\\u00f6m\",\"Katarina K\\u00f6hler\",\"Katarina Br\\u00e4nnstr\\u00f6m\",\"Kenneth G Forslund\",\"Kenneth G Forslund\",\"Kent Ekeroth\",\"Kent H\\u00e4rstedt\",\"Kent Persson\",\"Kent Ekeroth\",\"Kent H\\u00e4rstedt\",\"Kerimo Yilmaz\",\"Kerstin Engle\",\"Kerstin Hagl\\u00f6\",\"Kerstin Lundgren\",\"Kerstin Nilsson\",\"Kerstin Lundgren\",\"Kerstin Nilsson\",\"Kew Nordqvist\",\"Kinberg Batra Anna\",\"Kinnunen Martin\",\"Kjellin Margareta B\",\"Klackenberg Dag\",\"Klarberg Per\",\"Knutsson Elisabet\",\"Krister Hammarbergh\",\"Krister \\u00d6rnfj\\u00e4der\",\"Krister Hammarbergh\",\"Krister \\u00d6rnfj\\u00e4der\",\"Kristersson Ulf\",\"Kristina Nilsson\",\"Kristina Nilsson\",\"Kristina Yngwe\",\"Kronlid Julia\",\"Kurt Kvarnstr\\u00f6m\",\"K\\u00e4llstr\\u00f6m Emil\",\"K\\u00f6hler Katarina\",\"K\\u00f6se Serkan\",\"Lahti Birger\",\"Laila Naraghi\",\"Larry S\\u00f6der\",\"Lars Beckman\",\"Lars Elinderson\",\"Lars Eriksson\",\"Lars Gustafsson\",\"Lars Hj\\u00e4lmered\",\"Lars Johansson\",\"Lars Ohly\",\"Lars Tysklind\",\"Lars Beckman\",\"Lars Eriksson\",\"Lars Hj\\u00e4lmered\",\"Lars Mejern Larsson\",\"Lars Mejern Larsson\",\"Lars Tysklind\",\"Lars-Arne Stax\\u00e4ng\",\"Lars-Arne Stax\\u00e4ng\",\"Lars-Axel Nordell\",\"Lars-Axel Nordell\",\"Larsson Hillevi\",\"Larsson Jan-Olof\",\"Larsson Lars Mejern\",\"Larsson Rikard\",\"Larsson Yasmine\",\"Lavesson Olof\",\"Lawen Redar\",\"Leif Jakobsson\",\"Leif Pettersson\",\"Leif Jakobsson\",\"Leif Nysmed\",\"Leif Pettersson\",\"Lena Asplund\",\"Lena Hallengren\",\"Lena Olsson\",\"Lena Sommestad\",\"Lena Asplund\",\"Lena Emilsson\",\"Lena Hallengren\",\"Lennart Axelsson\",\"Lennart Axelsson\",\"Lillemets Annika\",\"Linda Wemmert\",\"Linda Snecker\",\"Lindahl Helena\",\"Lindberg Teres\",\"Linde Hans\",\"Lindestam \\u00c5sa\",\"Lindholm Jan\",\"Lindholm Veronica\",\"Ling Rasmus\",\"Linus Bylund\",\"Linus Sk\\u00f6ld\",\"Lisbeth Sund\\u00e9n Andersson\",\"Lise Nordin\",\"Lise Nordin\",\"Lodenius Per\",\"Lohman Eva\",\"Lolo Lindstr\\u00f6m\",\"Lotta Finstorp\",\"Lotta Olsson\",\"Lotta Finstorp\",\"Lotta Johnsson Fornarve\",\"Lotta Olsson\",\"Louise Malmstr\\u00f6m\",\"Lundgren Elin\",\"Lundgren Kerstin\",\"Lundh Sammeli Fredrik\",\"Lundqvist Patrik\",\"Lundstr\\u00f6m Nina\",\"L\\u00e5ng David\",\"L\\u00f6berg Petter\",\"L\\u00f6fstrand Johan\",\"L\\u00f6\\u00f6f Annie\",\"Magda Rasmusson\",\"Magnus Ehrencrona\",\"Magnus Sj\\u00f6dahl\",\"Magnus Manhammar\",\"Magnus Oscarsson\",\"Magnus Persson\",\"Magnusson Cecilia\",\"Maj Karlsson\",\"Malm Fredrik\",\"Malmberg Betty\",\"Malmberg Niclas\",\"Malmer Stenergard Maria\",\"Manhammar Magnus\",\"Marco Venegas\",\"Margareta Cederfelt\",\"Margareta Larsson\",\"Margareta B Kjellin\",\"Margareta B Kjellin\",\"Margareta Cederfelt\",\"Maria Abrahamsson\",\"Maria Ferm\",\"Maria Lundqvist-Br\\u00f6mster\",\"Maria Plass\",\"Maria Stenberg\",\"Maria Abrahamsson\",\"Maria Andersson Willner\",\"Maria Arnholm\",\"Maria Ferm\",\"Maria Malmer Stenergard\",\"Maria Plass\",\"Maria Stockhaus\",\"Maria Str\\u00f6mkvist\",\"Maria Weimer\",\"Marianne Berg\",\"Marianne Pettersson\",\"Marie Granlund\",\"Marie Nord\\u00e9n\",\"Marie Granlund\",\"Marie Olsson\",\"Marie-Louise R\\u00f6nnmark\",\"Marietta de Pourbaix-Lundin\",\"Markus Wiechel\",\"Markus Wiechel\",\"Marta Obminska\",\"Marta Obminska\",\"Martin Kinnunen\",\"Marttinen Adam\",\"Mathias Sundin\",\"Mathias Tegn\\u00e9r\",\"Matilda Ernkrans\",\"Matilda Ernkrans\",\"Mats Johansson\",\"Mats Odell\",\"Mats Pertoft\",\"Mats Green\",\"Mats Persson\",\"Mats Pertoft\",\"Mattias Jonsson\",\"Mattias Karlsson\",\"Mattias B\\u00e4ckstr\\u00f6m Johansson\",\"Mattias Jonsson\",\"Mattias Karlsson\",\"Mattias Ottosson\",\"Meeri Wasberg\",\"Mehmet Kaplan\",\"Metin Ataseven\",\"Mia Sydow M\\u00f6lleby\",\"Mia Sydow M\\u00f6lleby\",\"Michael Svensson\",\"Michael Svensson\",\"Mikael Cederbratt\",\"Mikael Damberg\",\"Mikael Jansson\",\"Mikael Oscarsson\",\"Mikael Cederbratt\",\"Mikael Dahlqvist\",\"Mikael Eskilandersson\",\"Mikael Jansson\",\"Mikael Oscarsson\",\"Millard Jonas\",\"Modig Aron\",\"Monica Green\",\"Monica Green\",\"Monica Haider\",\"Montaser Eneim\",\"Morgan Johansson\",\"Mutt Valter\",\"Niclas Malmberg\",\"Niemi Pyry\",\"Niklas Karlsson\",\"Niklas Wykman\",\"Nils Oskar Nilsson\",\"Nilsson Ingemar\",\"Nilsson Jennie\",\"Nilsson Kerstin\",\"Nilsson Kristina\",\"Nilsson Pia\",\"Nilsson Stefan\",\"Nina Larsson\",\"Nina Lundstr\\u00f6m\",\"Nina Lundstr\\u00f6m\",\"Nissinen Johan\",\"Nohr\\u00e9n Emma\",\"Nooshi Dadgostar\",\"Nordell Lars-Axel\",\"Nordgren Gunilla\",\"Nordin Lise\",\"Nordin Rickard\",\"Norl\\u00e9n Andreas\",\"Nylander Christer\",\"Nylund Watz Ingela\",\"Nysmed Leif\",\"Ohlsson Carina\",\"Ola Johansson\",\"Ola Johansson\",\"Olle Thorell\",\"Olle Felten\",\"Olle Thorell\",\"Olof Lavesson\",\"Olof Lavesson\",\"Olovsson Fredrik\",\"Olsson Kalle\",\"Olsson Lotta\",\"Omanovic Jasenko\",\"Oscar Sj\\u00f6stedt\",\"Oscarsson Magnus\",\"Oscarsson Mikael\",\"Oskar \\u00d6holm\",\"Ottoson Erik\",\"Ottosson Mattias\",\"Palm Veronica\",\"Patrick Reslow\",\"Patrick Reslow\",\"Patrik Bj\\u00f6rck\",\"Patrik Bj\\u00f6rck\",\"Patrik Engstr\\u00f6m\",\"Patrik Lundqvist\",\"Paula Bieler\",\"Paula Holmqvist\",\"Pavel Gamov\",\"Peder Wachtmeister\",\"Pehrson Johan\",\"Penilla Gunther\",\"Penilla Gunther\",\"Per Bill\",\"Per Bolund\",\"Per Lodenius\",\"Per Ramhorn\",\"Per Svedberg\",\"Per \\u00c5sling\",\"Per Klarberg\",\"Per Lodenius\",\"Per Ramhorn\",\"Per \\u00c5sling\",\"Per-Arne H\\u00e5kansson\",\"Per-Ingvar Johnsson\",\"Per-Ingvar Johnsson\",\"Pernilla St\\u00e5lhammar\",\"Persson Magnus\",\"Persson Mats\",\"Persson Peter\",\"Persson Rickard\",\"Peter Eriksson\",\"Peter Hultqvist\",\"Peter Jeppsson\",\"Peter Johnsson\",\"Peter Jutterstr\\u00f6m\",\"Peter Persson\",\"Peter R\\u00e5dberg\",\"Peter Helander\",\"Peter Jeppsson\",\"Peter Johnsson\",\"Peter Persson\",\"Petersson Helene\",\"Petersson Jenny\",\"Pethrus D\\u00e9sir\\u00e9e\",\"Petra Ekerum\",\"Petter L\\u00f6berg\",\"Pettersson G\\u00f6ran\",\"Pettersson Hel\\u00e9n\",\"Pettersson Leif\",\"Pettersson Marianne\",\"Phia Andersson\",\"Phia Andersson\",\"Pia Hallstr\\u00f6m\",\"Pia Nilsson\",\"Pia Hallstr\\u00f6m\",\"Pia Nilsson\",\"Plass Maria\",\"Polfj\\u00e4rd Jessica\",\"Pyry Niemi\",\"Pyry Niemi\",\"P\\u00e4rssinen Raimo\",\"P\\u00e5l Jonson\",\"P\\u00fcss Lars\",\"Qarlsson Annika\",\"Quicklund Saila\",\"Raimo P\\u00e4rssinen\",\"Raimo P\\u00e4rssinen\",\"Ramhorn Per\",\"Rasmus Ling\",\"Redar Lawen\",\"Reslow Patrick\",\"Riazat Daniel\",\"Richard Jomshof\",\"Richard Jomshof\",\"Richtoff Roger\",\"Rickard Nordin\",\"Rickard Nordin\",\"Rickard Persson\",\"Riedl Edward\",\"Rikard Larsson\",\"Robert Halef\",\"Robert Halef\",\"Robert Hannah\",\"Robert Stenkvist\",\"Roger Haddad\",\"Roger Lamell\",\"Roger Tiefensee\",\"Roger Haddad\",\"Roger Hedlund\",\"Roger Richtoff\",\"Rojhan Gustafsson Azadeh\",\"Roland Utbult\",\"Roland Gustb\\u00e9e\",\"Roland Utbult\",\"Rolf \\u00c5bj\\u00f6rnsson\",\"Rosencrantz Jessica\",\"Rossana Dinamarca\",\"Rossana Dinamarca\",\"Roswall Jessika\",\"Rothenberg Hans\",\"Roza G\\u00fccl\\u00fc Hedin\",\"Roza G\\u00fccl\\u00fc Hedin\",\"Runar Filper\",\"Rune Wikstr\\u00f6m\",\"R\\u00e5gsj\\u00f6 Karin\",\"Said Abdu\",\"Saila Quicklund\",\"Saila Quicklund\",\"Sanne Eriksson\",\"Sanne Lennstr\\u00f6m\",\"Sara Karlsson\",\"Sara Karlsson\",\"Sara-Lena Bj\\u00e4lk\\u00f6\",\"Schlyter Carl\",\"Schr\\u00f6der Anders\",\"Schulte Fredrik\",\"Sedat Dogru\",\"Serkan K\\u00f6se\",\"Sestrajcic Daniel\",\"Shadiye Heydari\",\"Shadiye Heydari\",\"Siv Holma\",\"Sj\\u00f6stedt Jonas\",\"Sj\\u00f6stedt Oscar\",\"Skalberg Karlsson Jesper\",\"Skalin Johnny\",\"Sk\\u00e5nberg Tuve\",\"Snecker Linda\",\"Sofia Arkelsten\",\"Sofia Arkelsten\",\"Sofia Damm\",\"Sofia F\\u00f6lster\",\"Sofia Modigh\",\"Solveig Zander\",\"Solveig Zander\",\"Sonidsson Eva\",\"Sotiris Delis\",\"Staffan Anger\",\"Staffan Danielsson\",\"Staffan Danielsson\",\"Stax\\u00e4ng Lars-Arne\",\"Stefan Caplan\",\"Stefan K\\u00e4ll\",\"Stefan Svanstr\\u00f6m\",\"Stefan Jakobsson\",\"Stefan Nilsson\",\"Stellan Bojerud\",\"Sten Bergheden\",\"Sten Bergheden\",\"Stenkvist Robert\",\"Stig Henriksson\",\"Stina Bergstr\\u00f6m\",\"Stina Bergstr\\u00f6m\",\"Stockhaus Maria\",\"Strand Thomas\",\"Str\\u00f6mkvist Maria\",\"St\\u00e5hl Jimmy\",\"St\\u00e5lhammar Pernilla\",\"Sultan Kayhan\",\"Sundin Cassandra\",\"Sundin Mathias\",\"Sund\\u00e9n Andersson Lisbeth\",\"Susanna Haby\",\"Susanne Eberstein\",\"Susanne Eberstein\",\"Suzanne Svensson\",\"Suzanne Svensson\",\"Svantesson Elisabeth\",\"Svantorp Gunilla\",\"Sven-Erik Bucht\",\"Sven-Olof S\\u00e4llstr\\u00f6m\",\"Sven-Olof 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RnI7qtfo4HgVikeEIJTlhxUWI9R8ZxuK2zU4x4jItC+dYX9gVa7YZj23bNZn4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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109aa7908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"embedding = umap.UMAP(\n",
" \n",
" n_neighbors=50,\n",
" n_components=2,\n",
" gamma=1.0,\n",
" n_edge_samples=None,\n",
" alpha=1.0,\n",
" init='spectral',\n",
" spread=1.0,\n",
" min_dist=0.25,\n",
" a=None,\n",
" b=None,\n",
" oversampling=3\n",
" \n",
").fit_transform(voting_matrix)\n",
"\n",
"bokeh_plot(embedding[:, 0], embedding[:, 1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Is `digits` from readme working?"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10b1eeb38>]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jBxxJey3m6IkiUCphNOqqjVLON1J1zIamYwmnJxK5ogkeQFZbHnpXTjo2NB3D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\nyOIY6ImILO7/A1F9SfXVmI38AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a515b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import load_digits\n",
"digits = load_digits()\n",
"\n",
"embedding = umap.UMAP(\n",
" \n",
" n_neighbors=50,\n",
" n_components=2,\n",
" gamma=1.0,\n",
" n_edge_samples=None,\n",
" alpha=1.0,\n",
" init='spectral',\n",
" spread=1.0,\n",
" min_dist=0.25,\n",
" a=None,\n",
" b=None,\n",
" oversampling=3\n",
" \n",
").fit_transform(digits.data)\n",
"\n",
"plt.plot(embedding[:, 0], embedding[:, 1], 'o')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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