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flxai/scanner-search.ipynb

Created February 20, 2023 04:16
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scanner-search.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "ec00999c-ae2a-4c11-8dad-8b5fe1710d60",
"metadata": {},
"source": [
"# Scanner search\n",
"\n",
"* Searching a scanner by searching for the intersection between good Linux support and ones still available\n",
" * For Linux support SANE's supported devices list is searched\n",
" * For product availability, Geizhals is used"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3e6a06db-1159-4654-9cd1-4dab4c76090c",
"metadata": {},
"outputs": [],
"source": [
"import ast\n",
"import httpx\n",
"from parsel import Selector\n",
"\n",
"from bs4 import BeautifulSoup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b6599ed1-81db-4aad-a891-d432fded00b4",
"metadata": {},
"outputs": [],
"source": [
"sane_url = \"http://www.sane-project.org/sane-mfgs.html\"\n",
"geizhals_search_url = lambda keyword: f\"https://geizhals.de/acses7?lang=de&loc=de&o=json&k={keyword}\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "07fec7e4-d50c-4247-ba3e-05835fa35af8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[['v34148.html',\n",
" '<b>Avision AD345F</b>',\n",
" '//gzhls.at/i/55/76/2345576-t0.jpg',\n",
" 'is_variant'],\n",
" ['2345576',\n",
" '<b>Avision AD345F</b> (000-0917-07G)',\n",
" '//gzhls.at/i/55/76/2345576-t0.jpg'],\n",
" ['2507146',\n",
" '<b>Avision AD345F</b>N (000-0936-02G)',\n",
" '//gzhls.at/i/71/46/2507146-t0.jpg'],\n",
" ['2345578',\n",
" '<b>Avision AD345F</b>WN (000-0937-07G)',\n",
" '//gzhls.at/i/55/78/2345578-t0.jpg'],\n",
" ['', ''],\n",
" ['./?cat=scn', 'Hardware &gt; Drucker &amp; Scanner &gt; Scanner'],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', ''],\n",
" ['', '']]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def get_geizhals_data(keyword):\n",
" r = httpx.get(geizhals_search_url(keyword))\n",
" return ast.literal_eval(r.text)\n",
"\n",
"get_geizhals_data(\"Avision AD345F\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a98b36bd-5ea7-4ec4-9acd-61e21db1298c",
"metadata": {},
"outputs": [],
"source": [
"def get_soup():\n",
" r = httpx.get(sane_url)\n",
" soup = BeautifulSoup(r.text)\n",
" return soup\n",
"\n",
"soup = get_soup()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "56d57d27-8cde-4da4-bc31-d2896bb7c039",
"metadata": {},
"outputs": [],
"source": [
"hrefs, manufacturers = list(zip(*[(e.get('href'), e.encode_contents()) for e in soup.select('a[href*=\"#Z-\"]')]))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "802edec3-2d23-442d-ab10-347e04d41e94",
"metadata": {},
"outputs": [],
"source": [
"html = httpx.get(sane_url).text\n",
"selector = Selector(text=html)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4223a823-5135-44ac-9ab7-c184fec412bf",
"metadata": {},
"outputs": [],
"source": [
"df_list = []\n",
"# Beautiful Soup fails with this CSS selector unfortunately\n",
"for m, e in zip(manufacturers, selector.css('h3 ~ table')):\n",
" text = e.get()\n",
" _df = pd.read_html(text)[0]\n",
" _df.insert(0, 'Manufacturer', m.decode('utf-8'))\n",
" df_list.append(_df)\n",
"df = pd.concat(df_list, ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c0ed195f-291b-44f7-9264-09c980c1e653",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"582 printers found that have complete support and have a USB interface.\n"
]
}
],
"source": [
"df_usb = df[(df['Status'] == 'Complete') & (df['Interface'] == 'USB')]\n",
"print(f\"{len(df_usb)} printers found that have complete support and have a USB interface.\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d36b6c6d-9216-40ae-a7c3-c787b4e342e5",
"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>Manufacturer</th>\n",
" <th>Model</th>\n",
" <th>Interface</th>\n",
" <th>USB id</th>\n",
" <th>Status</th>\n",
" <th>Comment</th>\n",
" <th>Backend</th>\n",
" <th>Manpage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Advent</td>\n",
" <td>Snapscan Touch</td>\n",
" <td>USB</td>\n",
" <td>0x06bd/0x0100</td>\n",
" <td>Complete</td>\n",
" <td>NaN</td>\n",
" <td>niash (0.3 (unmaintained))</td>\n",
" <td>sane-niash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>AGFA</td>\n",
" <td>Visigo A4</td>\n",
" <td>USB</td>\n",
" <td>0x0a82/0x4600</td>\n",
" <td>Complete</td>\n",
" <td>Rebaged Travelscan 464</td>\n",
" <td>plustek (0.52)</td>\n",
" <td>sane-plustek</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>Avigramm</td>\n",
" <td>AV120</td>\n",
" <td>USB</td>\n",
" <td>0x0638/0x0a27</td>\n",
" <td>Complete</td>\n",
" <td>sheetfed scanner</td>\n",
" <td>avision (Build: 296 (unmaintained))</td>\n",
" <td>sane-avision</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>Avigramm</td>\n",
" <td>AV210</td>\n",
" <td>USB</td>\n",
" <td>0x0638/0x0a25</td>\n",
" <td>Complete</td>\n",
" <td>sheetfed scanner</td>\n",
" <td>avision (Build: 296 (unmaintained))</td>\n",
" <td>sane-avision</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>Avigramm</td>\n",
" <td>AV210</td>\n",
" <td>USB</td>\n",
" <td>0x0638/0x0a24</td>\n",
" <td>Complete</td>\n",
" <td>sheetfed scanner</td>\n",
" <td>avision (Build: 296 (unmaintained))</td>\n",
" <td>sane-avision</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2664</th>\n",
" <td>Vantas</td>\n",
" <td>Strobe XP 470</td>\n",
" <td>USB</td>\n",
" <td>0x04a7/0x0479</td>\n",
" <td>Complete</td>\n",
" <td>sheetfed scanner</td>\n",
" <td>avision (Build: 296 (unmaintained))</td>\n",
" <td>sane-avision</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2665</th>\n",
" <td>Vantas</td>\n",
" <td>Strobe XP 470-G</td>\n",
" <td>USB</td>\n",
" <td>0x04a7/0x048f</td>\n",
" <td>Complete</td>\n",
" <td>sheetfed scanner</td>\n",
" <td>avision (Build: 296 (unmaintained))</td>\n",
" <td>sane-avision</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2666</th>\n",
" <td>Vantas</td>\n",
" <td>Visioneer OneTouch 7100</td>\n",
" <td>USB</td>\n",
" <td>0x04a7/0x0229</td>\n",
" <td>Complete</td>\n",
" <td>Same as MD5345</td>\n",
" <td>genesys (1.0-63)</td>\n",
" <td>sane-genesys</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2678</th>\n",
" <td>Vobis</td>\n",
" <td>2400 Onetouch</td>\n",
" <td>USB</td>\n",
" <td>0x0461/0x038b</td>\n",
" <td>Complete</td>\n",
" <td>GL646 based, resolution from 75 to 2400 dpi</td>\n",
" <td>genesys (1.0-63)</td>\n",
" <td>sane-genesys</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2700</th>\n",
" <td>Vobis</td>\n",
" <td>Phaser 3200MFP</td>\n",
" <td>USB</td>\n",
" <td>0x0924/0x3da4</td>\n",
" <td>Complete</td>\n",
" <td>All these models are turned out to be rebrande...</td>\n",
" <td>xerox_mfp (1.0-13)</td>\n",
" <td>sane-xerox_mfp</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>582 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" Manufacturer Model Interface USB id Status \\\n",
"39 Advent Snapscan Touch USB 0x06bd/0x0100 Complete \n",
"44 AGFA Visigo A4 USB 0x0a82/0x4600 Complete \n",
"73 Avigramm AV120 USB 0x0638/0x0a27 Complete \n",
"79 Avigramm AV210 USB 0x0638/0x0a25 Complete \n",
"80 Avigramm AV210 USB 0x0638/0x0a24 Complete \n",
"... ... ... ... ... ... \n",
"2664 Vantas Strobe XP 470 USB 0x04a7/0x0479 Complete \n",
"2665 Vantas Strobe XP 470-G USB 0x04a7/0x048f Complete \n",
"2666 Vantas Visioneer OneTouch 7100 USB 0x04a7/0x0229 Complete \n",
"2678 Vobis 2400 Onetouch USB 0x0461/0x038b Complete \n",
"2700 Vobis Phaser 3200MFP USB 0x0924/0x3da4 Complete \n",
"\n",
" Comment \\\n",
"39 NaN \n",
"44 Rebaged Travelscan 464 \n",
"73 sheetfed scanner \n",
"79 sheetfed scanner \n",
"80 sheetfed scanner \n",
"... ... \n",
"2664 sheetfed scanner \n",
"2665 sheetfed scanner \n",
"2666 Same as MD5345 \n",
"2678 GL646 based, resolution from 75 to 2400 dpi \n",
"2700 All these models are turned out to be rebrande... \n",
"\n",
" Backend Manpage \n",
"39 niash (0.3 (unmaintained)) sane-niash \n",
"44 plustek (0.52) sane-plustek \n",
"73 avision (Build: 296 (unmaintained)) sane-avision \n",
"79 avision (Build: 296 (unmaintained)) sane-avision \n",
"80 avision (Build: 296 (unmaintained)) sane-avision \n",
"... ... ... \n",
"2664 avision (Build: 296 (unmaintained)) sane-avision \n",
"2665 avision (Build: 296 (unmaintained)) sane-avision \n",
"2666 genesys (1.0-63) sane-genesys \n",
"2678 genesys (1.0-63) sane-genesys \n",
"2700 xerox_mfp (1.0-13) sane-xerox_mfp \n",
"\n",
"[582 rows x 8 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_usb"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3b9008cb-8f4d-473c-933a-e0075395fc50",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2500x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=plt.rcParams['figure.figsize'])\n",
"hst = sns.histplot(data=df_usb, y='Manufacturer', log_scale=(True, False), linewidth=0, shrink=.75)\n",
"hst.bar_label(ax.containers[1], label_type='edge', padding=15)\n",
"plt.title('Number of printer models by manufacturer using USB and fully supported by SANE')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "300c9373-ae97-4706-80f5-f9d5bcf2ef31",
"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": "3.10.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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