{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d8185790-0793-4881-99e8-6730f95a8006",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:31:57.297266Z",
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     "iopub.status.idle": "2022-06-24T21:31:57.366471Z",
     "shell.execute_reply": "2022-06-24T21:31:57.365193Z",
     "shell.execute_reply.started": "2022-06-24T21:31:57.293844Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import pathlib\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ea2b3e33-d58e-4e30-a0cc-8218a1f252c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:31:58.025200Z",
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     "iopub.status.idle": "2022-06-24T21:31:58.108904Z",
     "shell.execute_reply": "2022-06-24T21:31:58.107402Z",
     "shell.execute_reply.started": "2022-06-24T21:31:58.025121Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_options = {\n",
    "    \"display.max_rows\": None,\n",
    "}\n",
    "\n",
    "[pd.set_option(option, value) for option, value in pd_options.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "36149580-91d9-431d-99c3-51feee829e79",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:31:58.650508Z",
     "iopub.status.busy": "2022-06-24T21:31:58.650001Z",
     "iopub.status.idle": "2022-06-24T21:31:58.670264Z",
     "shell.execute_reply": "2022-06-24T21:31:58.669296Z",
     "shell.execute_reply.started": "2022-06-24T21:31:58.650473Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data_directory = (\n",
    "    pathlib.Path(\".\").resolve().parents[1] / \"data\" / \"scrapy\" / \"raw_country_data\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d03be94e-8642-4916-8a43-1711e0c21b36",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:52:35.726961Z",
     "iopub.status.busy": "2022-06-24T21:52:35.726356Z",
     "iopub.status.idle": "2022-06-24T21:52:35.823456Z",
     "shell.execute_reply": "2022-06-24T21:52:35.822464Z",
     "shell.execute_reply.started": "2022-06-24T21:52:35.726932Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "countries_file = data_directory / \"countries.json\"\n",
    "countries = json.loads(countries_file.read_text())\n",
    "# countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "29cca9ea-16d3-4534-8c9e-49fde37f8cdd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:52:36.453655Z",
     "iopub.status.busy": "2022-06-24T21:52:36.452202Z",
     "iopub.status.idle": "2022-06-24T21:52:36.555461Z",
     "shell.execute_reply": "2022-06-24T21:52:36.554096Z",
     "shell.execute_reply.started": "2022-06-24T21:52:36.453559Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_json(countries_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "ef8bc3ce-08dd-4260-807c-2616b2e1c1ba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:52:36.950435Z",
     "iopub.status.busy": "2022-06-24T21:52:36.949946Z",
     "iopub.status.idle": "2022-06-24T21:52:36.959935Z",
     "shell.execute_reply": "2022-06-24T21:52:36.958581Z",
     "shell.execute_reply.started": "2022-06-24T21:52:36.950398Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(206,)\n",
      "[False]\n",
      "[False]\n"
     ]
    }
   ],
   "source": [
    "country_url = df[\"country_url\"]\n",
    "print(country_url.shape)\n",
    "print(country_url.isnull().unique())\n",
    "print(country_url.isna().unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "48db8f93-659b-45a4-8477-a7cec139bebc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:52:37.635010Z",
     "iopub.status.busy": "2022-06-24T21:52:37.634417Z",
     "iopub.status.idle": "2022-06-24T21:52:37.645162Z",
     "shell.execute_reply": "2022-06-24T21:52:37.643796Z",
     "shell.execute_reply.started": "2022-06-24T21:52:37.634953Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(206,)\n",
      "[False]\n",
      "[False]\n"
     ]
    }
   ],
   "source": [
    "short_country_name = df[\"short_country_name\"]\n",
    "print(short_country_name.shape)\n",
    "print(short_country_name.isnull().unique())\n",
    "print(short_country_name.isna().unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "a52f6aa2-5bbd-46e4-9b2f-cdbd7269cb6e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:52:49.070882Z",
     "iopub.status.busy": "2022-06-24T21:52:49.070107Z",
     "iopub.status.idle": "2022-06-24T21:52:49.076033Z",
     "shell.execute_reply": "2022-06-24T21:52:49.075243Z",
     "shell.execute_reply.started": "2022-06-24T21:52:49.070853Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(206,)\n",
      "[False  True]\n",
      "[False  True]\n"
     ]
    }
   ],
   "source": [
    "flag_html = df[\"flag_html\"]\n",
    "print(flag_html.shape)\n",
    "print(flag_html.isnull().unique())\n",
    "print(flag_html.isna().unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "643e6512-1e5b-4eb2-9f0a-6b680ada787b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:53:15.797108Z",
     "iopub.status.busy": "2022-06-24T21:53:15.796761Z",
     "iopub.status.idle": "2022-06-24T21:53:15.809904Z",
     "shell.execute_reply": "2022-06-24T21:53:15.809157Z",
     "shell.execute_reply.started": "2022-06-24T21:53:15.797079Z"
    },
    "tags": []
   },
   "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>country_url</th>\n",
       "      <th>flag_image_url</th>\n",
       "      <th>short_country_name</th>\n",
       "      <th>country_html</th>\n",
       "      <th>flag_html</th>\n",
       "      <th>file_urls</th>\n",
       "      <th>files</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>https://en.wikipedia.org/wiki/Paraguay</td>\n",
       "      <td>https://en.wikipedia.org/wiki/File:Flag_of_Par...</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
       "      <td>None</td>\n",
       "      <td>[https:////upload.wikimedia.org/wikipedia/comm...</td>\n",
       "      <td>[{'url': 'https://upload.wikimedia.org/wikiped...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               country_url  \\\n",
       "84  https://en.wikipedia.org/wiki/Paraguay   \n",
       "\n",
       "                                       flag_image_url short_country_name  \\\n",
       "84  https://en.wikipedia.org/wiki/File:Flag_of_Par...           Paraguay   \n",
       "\n",
       "                                         country_html flag_html  \\\n",
       "84  [<tr><th colspan=\"2\" class=\"infobox-above adr\"...      None   \n",
       "\n",
       "                                            file_urls  \\\n",
       "84  [https:////upload.wikimedia.org/wikipedia/comm...   \n",
       "\n",
       "                                                files  \n",
       "84  [{'url': 'https://upload.wikimedia.org/wikiped...  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"flag_html\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "5e21e98a-56ba-4e55-b5d4-89dab2232c29",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:53:31.685434Z",
     "iopub.status.busy": "2022-06-24T21:53:31.684830Z",
     "iopub.status.idle": "2022-06-24T21:53:31.697841Z",
     "shell.execute_reply": "2022-06-24T21:53:31.697000Z",
     "shell.execute_reply.started": "2022-06-24T21:53:31.685404Z"
    }
   },
   "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>country_url</th>\n",
       "      <th>flag_image_url</th>\n",
       "      <th>short_country_name</th>\n",
       "      <th>country_html</th>\n",
       "      <th>flag_html</th>\n",
       "      <th>file_urls</th>\n",
       "      <th>files</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>https://en.wikipedia.org/wiki/Paraguay</td>\n",
       "      <td>https://en.wikipedia.org/wiki/File:Flag_of_Par...</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
       "      <td>None</td>\n",
       "      <td>[https:////upload.wikimedia.org/wikipedia/comm...</td>\n",
       "      <td>[{'url': 'https://upload.wikimedia.org/wikiped...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               country_url  \\\n",
       "84  https://en.wikipedia.org/wiki/Paraguay   \n",
       "\n",
       "                                       flag_image_url short_country_name  \\\n",
       "84  https://en.wikipedia.org/wiki/File:Flag_of_Par...           Paraguay   \n",
       "\n",
       "                                         country_html flag_html  \\\n",
       "84  [<tr><th colspan=\"2\" class=\"infobox-above adr\"...      None   \n",
       "\n",
       "                                            file_urls  \\\n",
       "84  [https:////upload.wikimedia.org/wikipedia/comm...   \n",
       "\n",
       "                                                files  \n",
       "84  [{'url': 'https://upload.wikimedia.org/wikiped...  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"flag_html\"].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "227b0c76-9e45-4849-849e-36355976cba9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:54:13.588753Z",
     "iopub.status.busy": "2022-06-24T21:54:13.588402Z",
     "iopub.status.idle": "2022-06-24T21:54:13.594182Z",
     "shell.execute_reply": "2022-06-24T21:54:13.593418Z",
     "shell.execute_reply.started": "2022-06-24T21:54:13.588723Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://en.wikipedia.org/wiki/File:Flag_of_Paraguay.svg'"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[84][\"flag_image_url\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "f7712d7d-9074-4fc5-89f2-6e5f47c57d20",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-24T21:53:55.941453Z",
     "iopub.status.busy": "2022-06-24T21:53:55.940811Z",
     "iopub.status.idle": "2022-06-24T21:53:55.947972Z",
     "shell.execute_reply": "2022-06-24T21:53:55.947077Z",
     "shell.execute_reply.started": "2022-06-24T21:53:55.941423Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "206\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len([file for file in df.files if len(file) != 0]))\n",
    "[file for file in df.files if len(file) == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7e60156-1ee5-4bf9-ab9a-d529ee988301",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  },
  "toc-autonumbering": true,
  "toc-showcode": false
 },
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}