Extemporaneapy.ipynb

{
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   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 139
    },
    "colab_type": "code",
    "id": "iHiC8EkZsm74",
    "outputId": "81e6d0b2-a2e1-4fbe-93af-65fcbbbcb5ea"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting gmplot\n",
      "  Downloading gmplot-1.4.1-py3-none-any.whl (164 kB)\n",
      "\u001b[K     |████████████████████████████████| 164 kB 2.3 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: requests in /Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages (from gmplot) (2.21.0)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages (from requests->gmplot) (2.8)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages (from requests->gmplot) (3.0.4)\n",
      "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages (from requests->gmplot) (1.24.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages (from requests->gmplot) (2020.12.5)\n",
      "Installing collected packages: gmplot\n",
      "Successfully installed gmplot-1.4.1\n",
      "\u001b[33mWARNING: You are using pip version 21.0; however, version 21.0.1 is available.\n",
      "You should consider upgrading via the '/Users/francesco/.pyenv/versions/miniconda3-latest/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install gmplot\n",
    "import gmplot\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "LpGexJf_sm7-"
   },
   "outputs": [],
   "source": [
    "url ='https://docs.google.com/spreadsheets/d/1iYHApNr4LjZWybk2O5tKI4NgxQX_0mG0j-KXId2r47A/export?format=csv&gid=0'\n",
    "\n",
    "df = pd.read_csv(url)\n",
    "df['Subjects (max 3 items)']= df['Subjects (max 3 items)'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 483
    },
    "colab_type": "code",
    "id": "C0WyRZLssm8C",
    "outputId": "90fdfc76-b96e-4db1-d09c-548926c67e5c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Surname</th>\n",
       "      <th>Subjects (max 3 items)</th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Can help with (max 3 items)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Francesco</td>\n",
       "      <td>Turci</td>\n",
       "      <td>disordered systems, soft matter, computational...</td>\n",
       "      <td>Bristol</td>\n",
       "      <td>UK</td>\n",
       "      <td>editing, IT support, graphics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Gianni</td>\n",
       "      <td>Petrella</td>\n",
       "      <td>mathematics, physics, computer science</td>\n",
       "      <td>Brussels</td>\n",
       "      <td>BE</td>\n",
       "      <td>IT support and maintenance, AI, statistics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Emanuele</td>\n",
       "      <td>Penocchio</td>\n",
       "      <td>physical chemistry, thermodynamics</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>LU</td>\n",
       "      <td>Festivaletteratura, organization, discussion o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Fulvio</td>\n",
       "      <td>Paleari</td>\n",
       "      <td>condensed matter, solid state, computational p...</td>\n",
       "      <td>Roma</td>\n",
       "      <td>IT</td>\n",
       "      <td>editing, content discussion and production</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Riccardo</td>\n",
       "      <td>Impavido</td>\n",
       "      <td>physics, mathematics, philosophy</td>\n",
       "      <td>Padova</td>\n",
       "      <td>IT</td>\n",
       "      <td>Writing, workshops</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Lavinia</td>\n",
       "      <td>Marziale</td>\n",
       "      <td>mathematics, computer science, linguistics</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>FR</td>\n",
       "      <td>IT support, artistic experiments</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>Maria Elena</td>\n",
       "      <td>Antinori</td>\n",
       "      <td>biotechnology, microorganisms</td>\n",
       "      <td>Genova</td>\n",
       "      <td>IT</td>\n",
       "      <td>workshops, interviews</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Elena Alma</td>\n",
       "      <td>Rastello</td>\n",
       "      <td>book publishing, literature, linguistics</td>\n",
       "      <td>Torino</td>\n",
       "      <td>IT</td>\n",
       "      <td>communication, discussion of contents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Sara</td>\n",
       "      <td>Dal Cengio</td>\n",
       "      <td>physics, chemistry</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>ES</td>\n",
       "      <td>radio and podcasts, interviews</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>Forastiere</td>\n",
       "      <td>physical chemistry, thermodynamics</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>LU</td>\n",
       "      <td>IT support and maintenance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>Giancarlo</td>\n",
       "      <td>Cinini</td>\n",
       "      <td>scientific communication, literature, linguistics</td>\n",
       "      <td>Bergamo</td>\n",
       "      <td>IT</td>\n",
       "      <td>Festivaletteratura, writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>Mattia</td>\n",
       "      <td>Galeotti</td>\n",
       "      <td>mathematics, philosophy</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>IT</td>\n",
       "      <td>Writing, discussion of contents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Francesco</td>\n",
       "      <td>Vedovato</td>\n",
       "      <td>graphics, visual arts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT</td>\n",
       "      <td>infographics, fanzine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Matteo</td>\n",
       "      <td>Polettini</td>\n",
       "      <td>thermodynamics, disordered systems</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>LU</td>\n",
       "      <td>organization, IT support, writing</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Name     Surname  \\\n",
       "0     Francesco       Turci   \n",
       "1        Gianni    Petrella   \n",
       "2      Emanuele   Penocchio   \n",
       "3        Fulvio     Paleari   \n",
       "4      Riccardo    Impavido   \n",
       "5       Lavinia    Marziale   \n",
       "6   Maria Elena    Antinori   \n",
       "7    Elena Alma    Rastello   \n",
       "8          Sara  Dal Cengio   \n",
       "9        Danilo  Forastiere   \n",
       "10    Giancarlo      Cinini   \n",
       "11       Mattia    Galeotti   \n",
       "12    Francesco    Vedovato   \n",
       "13       Matteo   Polettini   \n",
       "\n",
       "                               Subjects (max 3 items)         City Country  \\\n",
       "0   disordered systems, soft matter, computational...      Bristol      UK   \n",
       "1              mathematics, physics, computer science     Brussels      BE   \n",
       "2                  physical chemistry, thermodynamics   Luxembourg      LU   \n",
       "3   condensed matter, solid state, computational p...         Roma      IT   \n",
       "4                   physics, mathematics, philosophy        Padova      IT   \n",
       "5          mathematics, computer science, linguistics  Montpellier      FR   \n",
       "6                       biotechnology, microorganisms       Genova      IT   \n",
       "7            book publishing, literature, linguistics       Torino      IT   \n",
       "8                                  physics, chemistry    Barcelona      ES   \n",
       "9                  physical chemistry, thermodynamics   Luxembourg      LU   \n",
       "10  scientific communication, literature, linguistics      Bergamo      IT   \n",
       "11                            mathematics, philosophy      Bologna      IT   \n",
       "12                              graphics, visual arts          NaN      IT   \n",
       "13                 thermodynamics, disordered systems   Luxembourg      LU   \n",
       "\n",
       "                          Can help with (max 3 items)  \n",
       "0                       editing, IT support, graphics  \n",
       "1          IT support and maintenance, AI, statistics  \n",
       "2   Festivaletteratura, organization, discussion o...  \n",
       "3          editing, content discussion and production  \n",
       "4                                  Writing, workshops  \n",
       "5                    IT support, artistic experiments  \n",
       "6                               workshops, interviews  \n",
       "7               communication, discussion of contents  \n",
       "8                      radio and podcasts, interviews  \n",
       "9                          IT support and maintenance  \n",
       "10                        Festivaletteratura, writing  \n",
       "11                    Writing, discussion of contents  \n",
       "12                              infographics, fanzine  \n",
       "13                  organization, IT support, writing  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "0TszqY9dsm8F"
   },
   "outputs": [],
   "source": [
    "subj = df['Subjects (max 3 items)']\n",
    "all_subjs = [s.split(',') for s in subj]\n",
    "all_subjs = [s.strip() for l in all_subjs for s in l]\n",
    "all_subjs = \" \".join([s.replace(' ', '_').lower() for s in all_subjs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rU9hhApDsm8I"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'disordered_systems soft_matter computational_physics mathematics physics computer_science physical_chemistry thermodynamics condensed_matter solid_state computational_physics physics mathematics philosophy mathematics computer_science linguistics biotechnology microorganisms book_publishing literature linguistics physics chemistry physical_chemistry thermodynamics scientific_communication literature linguistics mathematics philosophy graphics visual_arts thermodynamics disordered_systems'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_subjs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qcFp1YFRsm8L"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS \n",
    "import matplotlib.pyplot as plt\n",
    "stopwords = set(STOPWORDS)\n",
    "wordcloud = WordCloud(width = 1600, height = 1600, \n",
    "                background_color ='white', \n",
    "                stopwords = stopwords, \n",
    "                min_font_size = 10).generate(all_subjs) \n",
    "  \n",
    "# plot the WordCloud image                        \n",
    "plt.figure(figsize = (8, 8), facecolor = None) \n",
    "plt.imshow(wordcloud) \n",
    "plt.axis(\"off\") \n",
    "plt.tight_layout(pad = 0) \n",
    "plt.savefig(\"wordcloud.png\", dpi=300)\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MI3fvow_xvPO"
   },
   "outputs": [],
   "source": [
    "import collections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xnWukCq70L6q"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'disordered_systems': 2,\n",
       "         'soft_matter': 1,\n",
       "         'computational_physics': 2,\n",
       "         'mathematics': 4,\n",
       "         'physics': 3,\n",
       "         'computer_science': 2,\n",
       "         'physical_chemistry': 2,\n",
       "         'thermodynamics': 3,\n",
       "         'condensed_matter': 1,\n",
       "         'solid_state': 1,\n",
       "         'philosophy': 2,\n",
       "         'linguistics': 3,\n",
       "         'biotechnology': 1,\n",
       "         'microorganisms': 1,\n",
       "         'book_publishing': 1,\n",
       "         'literature': 2,\n",
       "         'chemistry': 1,\n",
       "         'scientific_communication': 1,\n",
       "         'graphics': 1,\n",
       "         'visual_arts': 1})"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts = collections.Counter(all_subjs.split())\n",
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tIr8Jnh95noH"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Petrella\n",
      "Petrella/\n",
      "Impavido\n",
      "Petrella\n",
      "Petrella/\n",
      "Marziale\n",
      "Impavido\n",
      "Impavido/\n",
      "Galeotti\n",
      "Turci\n",
      "Turci/\n",
      "Paleari\n",
      "Penocchio\n",
      "Penocchio/\n",
      "Forastiere\n",
      "Rastello\n",
      "Rastello/\n",
      "Cinini\n",
      "Penocchio\n",
      "Penocchio/\n",
      "Forastiere\n",
      "Penocchio\n",
      "Penocchio/\n",
      "Forastiere\n"
     ]
    }
   ],
   "source": [
    "topics = counts.keys()\n",
    "net = {}\n",
    "import networkx as nx\n",
    "G = nx.Graph()\n",
    "\n",
    "for t in topics:\n",
    "\n",
    "  # print(t)\n",
    "  G.add_node(t)\n",
    "  test = df['Subjects (max 3 items)'].str.contains(t.replace(\"_\",\" \"))\n",
    "  for p in df['Surname'][test]:\n",
    "    # print(\"    \"+p, end=\" \")\n",
    "    connections = df['Subjects (max 3 items)'][df['Surname']==p].iloc[0].split(',')\n",
    " \n",
    "    for c in connections:\n",
    "      c = c.strip()\n",
    "      key = c.replace(' ','_')\n",
    "      # print(\"->\",key)\n",
    "      if key != t:\n",
    "        if G.has_edge(t,key)==False or G.has_edge(key,t)==False:\n",
    "          G.add_edge(t,key,name=p)\n",
    "        else:\n",
    "          oldname = G.edges[t,key]['name']\n",
    "          if p in oldname:\n",
    "            pass\n",
    "          else:\n",
    "            print(G.edges[t,key]['name'])\n",
    "            G.edges[t,key]['name'] = G.edges[t,key]['name'] + \"/\\n\" + p\n",
    "            print(G.edges[t,key]['name'])\n",
    "  # print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Bm4cEpb6KyLb"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/francesco/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages/IPython/core/pylabtools.py:128: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9 ),dpi=120)\n",
    "pos=nx.shell_layout(G)\n",
    "sizes = np.array([dict(counts)[f] for f in list(G.nodes)])*500\n",
    "nx.draw(G,pos=pos, with_labels=True,  \n",
    "        font_color='#797979', \n",
    "        font_weight='bold',\n",
    "        font_size=8,\n",
    "        node_size=sizes,\n",
    "        node_color=sizes, cmap = plt.cm.spring, alpha=0.75)\n",
    "nx.draw_networkx_edge_labels(G,pos=pos, edge_labels=nx.get_edge_attributes(G,'name'), font_size=7);\n",
    "xs = [xx for xx,yy in pos.values()]\n",
    "ys = [yy for xx,yy in pos.values()]\n",
    "plt.xlim(1.5*min(xs),1.5*max(xs));\n",
    "plt.ylim(1.5*min(ys),1.5*max(ys));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "ITr5LZ6d31oU",
    "outputId": "fa53ae3c-03cb-4fd7-eb26-479f30f81a8f"
   },
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import folium\n",
    "import pandas as pd\n",
    "from geopy.geocoders import Nominatim\n",
    "\n",
    "geolocator = Nominatim(user_agent='http')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ddZ4yZQXCm6D"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fb54c9c63c8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    " \n",
    "# Make a data frame with dots to show on the map\n",
    "\n",
    "locations = [ geolocator.geocode(city) for city in df['City'][df['City'].notnull()]]\n",
    "\n",
    "unique_locations =[]\n",
    "for item in locations:\n",
    "    if item not in unique_locations:\n",
    "        unique_locations.append(item)\n",
    "\n",
    "m = folium.Map(location=[47, 3], width=600, height=550,zoom_start=4)\n",
    "lat,lon, city = [],[], []\n",
    "for c in unique_locations:\n",
    "  lat.append(float(c.raw['lat']))\n",
    "  lon.append(float(c.raw['lon']))\n",
    "\n",
    "  city.append(c.raw['display_name'].split(',')[0])\n",
    "geodata = pd.DataFrame()\n",
    "geodata['lon'], geodata['lat'], geodata['name'] = lon, lat, city\n",
    "\n",
    "# # I can add marker one by one on the map\n",
    "for i in range(0,len(geodata)):\n",
    "  folium.Marker([geodata.iloc[i]['lat'], geodata.iloc[i]['lon']], popup=geodata.iloc[i]['name']).add_to(m)\n",
    "m.save('output.html')\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make a data frame with dots to show on the map\n",
    "\n",
    "locations = [ geolocator.geocode(city) for city in df['City'][df['City'].notnull()]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "name": "Extemporaneapy.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
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 "nbformat_minor": 1
}