add kg nb

1 files changed, 468 insertions, 0 deletions

diff --git a/megapixels/notebooks/datasets/imdb_wiki/imdb_wiki_kg.ipynb b/megapixels/notebooks/datasets/imdb_wiki/imdb_wiki_kg.ipynb
new file mode 100644
index 00000000..b9a77fda
--- /dev/null
+++ b/megapixels/notebooks/datasets/imdb_wiki/imdb_wiki_kg.ipynb
@@ -0,0 +1,468 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# IMDB-WIKI Knowledge Graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import os.path as osp\n",
+    "from os.path import join\n",
+    "from glob import glob\n",
+    "import random\n",
+    "import math\n",
+    "from datetime import datetime\n",
+    "import requests\n",
+    "import json\n",
+    "import urllib\n",
+    "\n",
+    "import cv2 as cv\n",
+    "import pandas as pd\n",
+    "from scipy.io import loadmat\n",
+    "import numpy as np\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from tqdm import tqdm_notebook as tqdm\n",
+    "%reload_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load Metadata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fp_meta = '/data_store_hdd/datasets/people/imdb_wiki/metadata/imdb_wiki.csv'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_meta = pd.read_csv(fp_meta).set_index('index')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>celeb_id</th>\n",
+       "      <th>dob</th>\n",
+       "      <th>filepath</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>name</th>\n",
+       "      <th>x1</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y1</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>year_photo</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>index</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6488</td>\n",
+       "      <td>1900-5-11</td>\n",
+       "      <td>01/nm0000001_rm124825600_1899-5-10_1968.jpg</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Fred Astaire</td>\n",
+       "      <td>1072.926000</td>\n",
+       "      <td>1214.784000</td>\n",
+       "      <td>161.838000</td>\n",
+       "      <td>303.696000</td>\n",
+       "      <td>1968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6488</td>\n",
+       "      <td>1900-5-11</td>\n",
+       "      <td>01/nm0000001_rm3343756032_1899-5-10_1970.jpg</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Fred Astaire</td>\n",
+       "      <td>477.184000</td>\n",
+       "      <td>622.592000</td>\n",
+       "      <td>100.352000</td>\n",
+       "      <td>245.760000</td>\n",
+       "      <td>1970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6488</td>\n",
+       "      <td>1900-5-11</td>\n",
+       "      <td>01/nm0000001_rm577153792_1899-5-10_1968.jpg</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Fred Astaire</td>\n",
+       "      <td>114.969643</td>\n",
+       "      <td>451.686572</td>\n",
+       "      <td>114.969643</td>\n",
+       "      <td>451.686572</td>\n",
+       "      <td>1968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6488</td>\n",
+       "      <td>1900-5-11</td>\n",
+       "      <td>01/nm0000001_rm946909184_1899-5-10_1968.jpg</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Fred Astaire</td>\n",
+       "      <td>622.885506</td>\n",
+       "      <td>844.339008</td>\n",
+       "      <td>424.217504</td>\n",
+       "      <td>645.671006</td>\n",
+       "      <td>1968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6488</td>\n",
+       "      <td>1900-5-11</td>\n",
+       "      <td>01/nm0000001_rm980463616_1899-5-10_1968.jpg</td>\n",
+       "      <td>m</td>\n",
+       "      <td>Fred Astaire</td>\n",
+       "      <td>1013.859002</td>\n",
+       "      <td>1201.586128</td>\n",
+       "      <td>233.882042</td>\n",
+       "      <td>421.609168</td>\n",
+       "      <td>1968</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       celeb_id        dob                                      filepath  \\\n",
+       "index                                                                      \n",
+       "0          6488  1900-5-11   01/nm0000001_rm124825600_1899-5-10_1968.jpg   \n",
+       "1          6488  1900-5-11  01/nm0000001_rm3343756032_1899-5-10_1970.jpg   \n",
+       "2          6488  1900-5-11   01/nm0000001_rm577153792_1899-5-10_1968.jpg   \n",
+       "3          6488  1900-5-11   01/nm0000001_rm946909184_1899-5-10_1968.jpg   \n",
+       "4          6488  1900-5-11   01/nm0000001_rm980463616_1899-5-10_1968.jpg   \n",
+       "\n",
+       "      gender          name           x1           x2          y1          y2  \\\n",
+       "index                                                                          \n",
+       "0          m  Fred Astaire  1072.926000  1214.784000  161.838000  303.696000   \n",
+       "1          m  Fred Astaire   477.184000   622.592000  100.352000  245.760000   \n",
+       "2          m  Fred Astaire   114.969643   451.686572  114.969643  451.686572   \n",
+       "3          m  Fred Astaire   622.885506   844.339008  424.217504  645.671006   \n",
+       "4          m  Fred Astaire  1013.859002  1201.586128  233.882042  421.609168   \n",
+       "\n",
+       "       year_photo  \n",
+       "index              \n",
+       "0            1968  \n",
+       "1            1970  \n",
+       "2            1968  \n",
+       "3            1968  \n",
+       "4            1968  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_meta.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ids"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "api_key = open('/work/megapixels_dev/3rdparty/knowledge-graph-api/.api_key').read()\n",
+    "\n",
+    "def get_knowledge(q, api_key):\n",
+    "  service_url = 'https://kgsearch.googleapis.com/v1/entities:search'\n",
+    "  params = {\n",
+    "      'query': q,\n",
+    "      'limit': 5,\n",
+    "      'indent': True,\n",
+    "      'key': api_key,\n",
+    "      }\n",
+    "  url = service_url + '?' + urllib.parse.urlencode(params)  # TODO: use requests\n",
+    "  response = json.loads(urllib.request.urlopen(url).read())\n",
+    "  response = response.get('itemListElement', [])\n",
+    "  if len(response) > 0:\n",
+    "    result = response[0].get('result', [])\n",
+    "    result['score'] = response[0]['resultScore']\n",
+    "    return result\n",
+    "  else:\n",
+    "    return []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "General Secretary of the Communist Party of China\n",
+      "Xi Jinping\n"
+     ]
+    },
+    {
+     "ename": "KeyError",
+     "evalue": "'url'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m--------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                           Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-106-654588fe3a11>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'description'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'url'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'score'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'url'"
+     ]
+    }
+   ],
+   "source": [
+    "# test\n",
+    "q = 'Xi Jinping'\n",
+    "r = get_knowledge(q, api_key)\n",
+    "print(r['description'])\n",
+    "print(r['name'])\n",
+    "print(r['url'])\n",
+    "print(r['score'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pprint import pprint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kg:/m/06ff60\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(r['@id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'@id': 'kg:/g/11f4ksbzcm',\n",
+      " '@type': ['Thing', 'Event'],\n",
+      " 'detailedDescription': {'articleBody': 'On February 14, 2018, a gunman opened '\n",
+      "                                        'fire at Marjory Stoneman Douglas High '\n",
+      "                                        'School in Parkland, Florida, killing '\n",
+      "                                        'seventeen students and staff members '\n",
+      "                                        'and injuring seventeen others. ',\n",
+      "                         'license': 'https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License',\n",
+      "                         'url': 'https://en.wikipedia.org/wiki/Stoneman_Douglas_High_School_shooting'},\n",
+      " 'image': {'contentUrl': 'http://t1.gstatic.com/images?q=tbn:ANd9GcQmY7VqmGt4zEJU8Rc4EwPWroYd-L0QQ5wkZfiFO-WRqNBC-FPN',\n",
+      "           'url': 'https://en.wikipedia.org/wiki/Stoneman_Douglas_High_School_shooting'},\n",
+      " 'name': 'Stoneman Douglas High School shooting',\n",
+      " 'score': 60.411652}\n"
+     ]
+    }
+   ],
+   "source": [
+    "pprint(r)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dir_msceleb = '/data_store_hdd/datasets/people/msceleb/media/original/'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "kgs_msceleb = os.listdir(dir_msceleb)\n",
+    "kgs_msceleb = ['/' + x.replace('.','/') for x in kgs_msceleb]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'/m/06ff60' in kgs_msceleb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_kg_by_id(kg_id, api_key):\n",
+    "  service_url = 'https://kgsearch.googleapis.com/v1/entities:search'\n",
+    "  params = {\n",
+    "      'ids': kg_id,\n",
+    "      'limit': 1,\n",
+    "      'indent': True,\n",
+    "      'key': api_key,\n",
+    "      }\n",
+    "  url = service_url + '?' + urllib.parse.urlencode(params)  # TODO: use requests\n",
+    "  try:\n",
+    "    response = json.loads(urllib.request.urlopen(url).read())\n",
+    "    response = response.get('itemListElement', [])\n",
+    "    result = response[0].get('result', [])\n",
+    "    result['score'] = response[0]['resultScore']\n",
+    "    return result\n",
+    "  except Exception as e:\n",
+    "    return []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = get_kg_by_id('/m/0100n5bs', api_key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:megapixels]",
+   "language": "python",
+   "name": "conda-env-megapixels-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}