sem13_api/sem13_204.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install networkx\n",
    "!pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'response': [{'first_name': 'Филипп',\n",
       "   'id': 6045249,\n",
       "   'last_name': 'Ульянкин',\n",
       "   'can_access_closed': True,\n",
       "   'is_closed': False}]}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests \n",
    "\n",
    "version = '5.103' \n",
    "\n",
    "# подгружаем токен из файлика на компьютере\n",
    "with open('token.txt') as f:\n",
    "    token = f.read()\n",
    "    \n",
    "def vk_download(method, parameters):\n",
    "    url = 'https://api.vk.com/method/' + method + '?' + parameters + '&access_token=' + token + '&v=' + version\n",
    "    response = requests.get(url) \n",
    "    infa = response.json()\n",
    "    return infa\n",
    "\n",
    "vk_download('users.get', 'user_ids=6045249')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "users = vk_download('groups.getMembers', 'group_id=202592611&count=1000')\n",
    "users = users['response']['items']\n",
    "users_set = set(users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "import time\n",
    "dct = dict()\n",
    "\n",
    "for ppl in tqdm(users):\n",
    "    friends = vk_download('friends.get', f'user_id={ppl}')\n",
    "    \n",
    "    if 'error' in friends:\n",
    "        print('error:', ppl)\n",
    "        continue\n",
    "        \n",
    "    friends = friends['response']['items']\n",
    "    dct[ppl] = list( set(friends) & users_set )\n",
    "    time.sleep(0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[259, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "G.add_nodes_from(users)\n",
    "\n",
    "for k,v in dct.items():\n",
    "    for item in v:\n",
    "        G.add_edge(k, item)\n",
    "        \n",
    "graphs = list(nx.connected_components(G))\n",
    "\n",
    "# размеры компонет связности\n",
    "print([len(jtem) for jtem in graphs]) \n",
    "\n",
    "G = G.subgraph(graphs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.diameter(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(G, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "      <th>species_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species  species_id\n",
       "0           5.1          3.5           1.4          0.2  setosa           1\n",
       "1           4.9          3.0           1.4          0.2  setosa           1\n",
       "2           4.7          3.2           1.3          0.2  setosa           1\n",
       "3           4.6          3.1           1.5          0.2  setosa           1\n",
       "4           5.0          3.6           1.4          0.2  setosa           1"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.iris() # iris is a pandas DataFrame\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "species=setosa<br>sepal_width=%{x}<br>sepal_length=%{y}<br>petal_length=%{marker.size}<extra></extra>",
         "legendgroup": "setosa",
         "marker": {
          "color": "#636efa",
          "size": [
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          ],
          "sizemode": "area",
          "sizeref": 0.01725,
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "setosa",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
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         "xaxis": "x",
         "y": [
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         "yaxis": "y"
        },
        {
         "hovertemplate": "species=versicolor<br>sepal_width=%{x}<br>sepal_length=%{y}<br>petal_length=%{marker.size}<extra></extra>",
         "legendgroup": "versicolor",
         "marker": {
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       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure(\n",
    "    data = [\n",
    "        go.Bar(x=[1, 2, 3], y=[1, 3, 2]),\n",
    "        go.Bar(x=[4, 5], y=[3, 1]),   \n",
    "    ],\n",
    "    layout = {\n",
    "        \"title\": {\n",
    "            \"text\": \"A Figure Specified By A Graph Object\",\n",
    "        }\n",
    "    }\n",
    ")\n",
    "\n",
    "fig.add_annotation(x=2, y=3,\n",
    "            text=\"Text annotation with arrow\",\n",
    "            showarrow=True,\n",
    "            arrowhead=1)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1573651, 394536835),\n",
       " (1573651, 87605257),\n",
       " (1573651, 83760139),\n",
       " (1573651, 54061970),\n",
       " (1573651, 151474203)]"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.09347693943108"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.sqrt(len(G.nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = nx.random_geometric_graph(10, 0.5)\n",
    "nx.draw(H, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges())[:3]\n",
    "edge = (1573651, 394536835)\n",
    "G.nodes[edge[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pos': [0.33083160807397893, 0.4868885334538783]}"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H.edges()\n",
    "edge = (0, 8)\n",
    "H.nodes[edge[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.16168946673059326"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "random.random()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "for item in G.nodes:\n",
    "    G.nodes[item]['pos'] = [random.random(), random.random()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pos': [0.07179241855443264, 0.3092771646382827]}"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges())[:3]\n",
    "edge = (1573651, 394536835)\n",
    "G.nodes[edge[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "edge_x = []\n",
    "edge_y = []\n",
    "\n",
    "for edge in G.edges():\n",
    "    x0, y0 = G.nodes[edge[0]]['pos']\n",
    "    x1, y1 = G.nodes[edge[1]]['pos']\n",
    "    edge_x.append(x0)\n",
    "    edge_x.append(x1)\n",
    "    edge_x.append(None)\n",
    "    edge_y.append(y0)\n",
    "    edge_y.append(y1)\n",
    "    edge_y.append(None)\n",
    "    \n",
    "edge_trace = go.Scatter(\n",
    "    x=edge_x, y=edge_y,\n",
    "    line=dict(width=0.5, color='#888'),\n",
    "    hoverinfo='none',\n",
    "    mode='lines')\n",
    "\n",
    "node_x = []\n",
    "node_y = []\n",
    "for node in G.nodes():\n",
    "    x, y = G.nodes[node]['pos']\n",
    "    node_x.append(x)\n",
    "    node_y.append(y)\n",
    "    \n",
    "    \n",
    "node_trace = go.Scatter(\n",
    "    x=node_x, y=node_y,\n",
    "    mode='markers',\n",
    "\n",
    "    marker=dict(\n",
    "        showscale=True,\n",
    "        colorscale='YlGnBu',\n",
    "        size=10,\n",
    "        colorbar=dict(\n",
    "            thickness=15,\n",
    "            title='Node Connections',\n",
    "            xanchor='left',\n",
    "            titleside='right'\n",
    "        ),\n",
    "        line_width=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "node_adjacencies = []\n",
    "node_text = []\n",
    "\n",
    "for node, adjacencies in enumerate(G.adjacency()):\n",
    "    node_adjacencies.append(len(adjacencies[1]))\n",
    "    node_text.append('# of connections: '+str(len(adjacencies[1])))\n",
    "\n",
    "node_trace.marker.color = node_adjacencies\n",
    "node_trace.text = node_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
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        "plotlyServerURL": "https://plot.ly"
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true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"size\": 16}, \"text\": \"Network graph made with Python\"}, \"xaxis\": {\"showgrid\": false, \"showticklabels\": false, \"zeroline\": false}, \"yaxis\": {\"showgrid\": false, \"showticklabels\": false, \"zeroline\": false}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('b801ccf4-bdea-45fc-aeee-706d6ed4d510');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
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       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "    x.observe(notebookContainer, {childList: true});\n",
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       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(\n",
    "        data=[edge_trace, node_trace],\n",
    "    \n",
    "         layout=go.Layout(\n",
    "            title='Network graph made with Python',\n",
    "            titlefont_size=16,\n",
    "            showlegend=False,\n",
    "            margin=dict(b=20,l=5,r=5,t=40),\n",
    "\n",
    "            xaxis=dict(showgrid=False, \n",
    "                       zeroline=False, showticklabels=False),\n",
    "            yaxis=dict(showgrid=False, zeroline=False, \n",
    "                       showticklabels=False))\n",
    "            )\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.1485158948632375"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "2*(10 + np.log(4)*40 - np.log(5)*40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.8415999999999997"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.96**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
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