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chore: update playground

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Daniel Tomlinson
2022-06-25 23:22:59 +01:00
parent d51e803baf
commit 101f4a4080
5 changed files with 2760 additions and 621 deletions
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playground/downloaded_data_inspection_lab/exploration.ipynb Normal file
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{
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},
"tags": []
},
"outputs": [],
"source": [
"import json\n",
"import pathlib\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ea2b3e33-d58e-4e30-a0cc-8218a1f252c9",
"metadata": {
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"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[None]"
]
},
"execution_count": 2,
"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": 3,
"id": "36149580-91d9-431d-99c3-51feee829e79",
"metadata": {
"execution": {
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},
"tags": []
},
"outputs": [],
"source": [
"data_directory = (\n",
" pathlib.Path(\".\").resolve().parents[1] / \"data\" / \"scrapy\" / \"raw_country_data\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d03be94e-8642-4916-8a43-1711e0c21b36",
"metadata": {
"execution": {
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},
"tags": []
},
"outputs": [],
"source": [
"countries_file = data_directory / \"countries.json\"\n",
"countries = json.loads(countries_file.read_text())\n",
"# countries"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "29cca9ea-16d3-4534-8c9e-49fde37f8cdd",
"metadata": {
"execution": {
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},
"outputs": [
{
"data": {
"text/plain": [
"Index(['country_url', 'flag_description_url', 'short_country_name',\n",
" 'country_html', 'flag_html', 'file_urls', 'files'],\n",
" dtype='object')"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_json(countries_file)\n",
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ef8bc3ce-08dd-4260-807c-2616b2e1c1ba",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:40:32.210227Z",
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},
"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": 7,
"id": "48db8f93-659b-45a4-8477-a7cec139bebc",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-24T22:04:59.710467Z",
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},
"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": 23,
"id": "a52f6aa2-5bbd-46e4-9b2f-cdbd7269cb6e",
"metadata": {
"execution": {
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},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(206,)\n",
"[False]\n",
"[False]\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": 22,
"id": "643e6512-1e5b-4eb2-9f0a-6b680ada787b",
"metadata": {
"execution": {
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"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_description_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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [country_url, flag_description_url, short_country_name, country_html, flag_html, file_urls, files]\n",
"Index: []"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df[\"flag_html\"].isnull()]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "5e21e98a-56ba-4e55-b5d4-89dab2232c29",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:40:22.482698Z",
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},
"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_description_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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [country_url, flag_description_url, short_country_name, country_html, flag_html, file_urls, files]\n",
"Index: []"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df[\"flag_html\"].isna()]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "227b0c76-9e45-4849-849e-36355976cba9",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:41:54.100120Z",
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},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"'<tr><th scope=\"row\" class=\"infobox-label\">Capital<div class=\"ib-country-largest\">and largest city</div></th><td class=\"infobox-data\"><a href=\"/wiki/Maputo\" title=\"Maputo\">Maputo</a><br><link rel=\"mw-deduplicated-inline-style\" href=\"mw-data:TemplateStyles:r1073938472\"><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//geohack.toolforge.org/geohack.php?pagename=Mozambique&amp;params=25_57_S_32_35_E_type:city_region:MZ\"><span class=\"geo-default\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">25°57′S</span> <span class=\"longitude\">32°35′E</span></span></span><span class=\"geo-multi-punct\">\\ufeff / \\ufeff</span><span class=\"geo-nondefault\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">25.950°S 32.583°E</span><span style=\"display:none\">\\ufeff / <span class=\"geo\">-25.950; 32.583</span></span></span></a></span></td></tr>'"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[102][\"country_html\"][4]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "f7712d7d-9074-4fc5-89f2-6e5f47c57d20",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:42:32.237443Z",
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"shell.execute_reply": "2022-06-25T16:42:32.245261Z",
"shell.execute_reply.started": "2022-06-25T16:42:32.237414Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"206\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 34,
"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": 42,
"id": "d7e60156-1ee5-4bf9-ab9a-d529ee988301",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:45:32.482376Z",
"iopub.status.busy": "2022-06-25T16:45:32.480141Z",
"iopub.status.idle": "2022-06-25T16:45:32.514075Z",
"shell.execute_reply": "2022-06-25T16:45:32.513181Z",
"shell.execute_reply.started": "2022-06-25T16:45:32.482286Z"
},
"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_description_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>9</th>\n",
" <td>https://en.wikipedia.org/wiki/Central_African_...</td>\n",
" <td>https://en.wikipedia.org/wiki/Flag_of_the_Cent...</td>\n",
" <td>Central_African_Republic</td>\n",
" <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
" <td>&lt;p&gt;The &lt;b&gt;flag of the &lt;a href=\"/wiki/Central_A...</td>\n",
" <td>[https:////upload.wikimedia.org/wikipedia/comm...</td>\n",
" <td>[{'url': 'https://upload.wikimedia.org/wikiped...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>https://en.wikipedia.org/wiki/South_Africa</td>\n",
" <td>https://en.wikipedia.org/wiki/Flag_of_South_Af...</td>\n",
" <td>South_Africa</td>\n",
" <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
" <td>&lt;p&gt;The &lt;b&gt;flag of South Africa&lt;/b&gt; was designe...</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",
"9 https://en.wikipedia.org/wiki/Central_African_... \n",
"58 https://en.wikipedia.org/wiki/South_Africa \n",
"\n",
" flag_description_url \\\n",
"9 https://en.wikipedia.org/wiki/Flag_of_the_Cent... \n",
"58 https://en.wikipedia.org/wiki/Flag_of_South_Af... \n",
"\n",
" short_country_name \\\n",
"9 Central_African_Republic \n",
"58 South_Africa \n",
"\n",
" country_html \\\n",
"9 [<tr><th colspan=\"2\" class=\"infobox-above adr\"... \n",
"58 [<tr><th colspan=\"2\" class=\"infobox-above adr\"... \n",
"\n",
" flag_html \\\n",
"9 <p>The <b>flag of the <a href=\"/wiki/Central_A... \n",
"58 <p>The <b>flag of South Africa</b> was designe... \n",
"\n",
" file_urls \\\n",
"9 [https:////upload.wikimedia.org/wikipedia/comm... \n",
"58 [https:////upload.wikimedia.org/wikipedia/comm... \n",
"\n",
" files \n",
"9 [{'url': 'https://upload.wikimedia.org/wikiped... \n",
"58 [{'url': 'https://upload.wikimedia.org/wikiped... "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df[\"short_country_name\"].map(lambda country: \"Africa\" in country)]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "97c1e41f-30f3-4116-aa11-5797e05b95ba",
"metadata": {
"execution": {
"iopub.execute_input": "2022-06-25T16:48:57.030064Z",
"iopub.status.busy": "2022-06-25T16:48:57.029671Z",
"iopub.status.idle": "2022-06-25T16:48:57.035861Z",
"shell.execute_reply": "2022-06-25T16:48:57.035069Z",
"shell.execute_reply.started": "2022-06-25T16:48:57.030033Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"'<tr><th scope=\"row\" class=\"infobox-label\">Capital</th><td class=\"infobox-data\"><div class=\"plainlist\"><ul><li><a href=\"/wiki/Pretoria\" title=\"Pretoria\">Pretoria</a> (executive)<sup id=\"cite_ref-South_Africa_at_a_glance_2-0\" class=\"reference\"><a href=\"#cite_note-South_Africa_at_a_glance-2\">[2]</a></sup></li><li><a href=\"/wiki/Cape_Town\" title=\"Cape Town\">Cape Town</a> (legislative)<sup id=\"cite_ref-South_Africa_at_a_glance_2-1\" class=\"reference\"><a href=\"#cite_note-South_Africa_at_a_glance-2\">[2]</a></sup></li><li><a href=\"/wiki/Bloemfontein\" title=\"Bloemfontein\">Bloemfontein</a> (judicial)<sup id=\"cite_ref-South_Africa_at_a_glance_2-2\" class=\"reference\"><a href=\"#cite_note-South_Africa_at_a_glance-2\">[2]</a></sup></li></ul></div></td></tr>'"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[58][\"country_html\"][15]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2aff1e06-d054-40db-8203-7343ab914de9",
"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"
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"toc-autonumbering": true,
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}