Skip to content

Commit

Permalink
update
Browse files Browse the repository at this point in the history
  • Loading branch information
@githsem
githsem committed Jun 13, 2021
1 parent a27d39a commit d1f7a29
Showing 1 changed file with 367 additions and 0 deletions.
367 changes: 367 additions & 0 deletions GoogleMaps_Scraping/.ipynb_checkpoints/WebScraping_Selenium_GoogleMaps-checkpoint.ipynb
View file
Original file line number Diff line number Diff line change
@@ -0,0 +1,367 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from selenium import webdriver\n",
"from selenium.webdriver.chrome.options import Options\n",
"import time\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"klinikName_list_last = []\n",
"text_list_last = []\n",
"date_list_last = []\n",
"star_list_last = []\n",
"like_list_last = []"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def scraping(url):\n",
" DRIVER_PATH = '../GoogleMaps_Scraping/chromedriver'\n",
" options = webdriver.ChromeOptions()\n",
" \n",
" #chromedriver language change to German\n",
" options.add_experimental_option('prefs', {'intl.accept_languages': 'de'})\n",
" driver = webdriver.Chrome(executable_path=DRIVER_PATH,options=options)\n",
" \n",
" driver.get(url)\n",
" driver.maximize_window()\n",
" time.sleep(3)\n",
" \n",
" #Cookies\n",
" driver.find_element_by_xpath('/html/body/c-wiz/div/div/div/div[2]/div[1]/div[4]/form/div[1]/div/button/span').click()\n",
" time.sleep(4)\n",
"\n",
" klinikName = driver.find_element_by_id(\"searchboxinput\").get_attribute(\"value\")\n",
"\n",
" #bewertungen clicken\n",
" driver.find_element_by_css_selector('.widget-pane-link').click()\n",
" time.sleep(3)\n",
"\n",
" #scroll\n",
" jscommand = \"\"\"\n",
" berichte = document.querySelector(\".section-layout.section-scrollbox.cYB2Ge-oHo7ed.cYB2Ge-ti6hGc\");\n",
" berichte.scrollTo(0, berichte.scrollHeight);var lenOfPage=berichte.scrollHeight;return lenOfPage;\n",
" \"\"\"\n",
" lenOfPage = driver.execute_script(jscommand)\n",
" match=False\n",
" while(match==False):\n",
" lastCount = lenOfPage\n",
" time.sleep(1)\n",
" lenOfPage = driver.execute_script(jscommand)\n",
" if lastCount == lenOfPage:\n",
" match=True\n",
" time.sleep(1)\n",
" \n",
" #mehr button click\n",
" loads = driver.find_elements_by_css_selector('.ODSEW-KoToPc-ShBeI.gXqMYb-hSRGPd')\n",
" for load in loads:\n",
" load.click()\n",
" time.sleep(1)\n",
" \n",
" texts = driver.find_elements_by_xpath('//div[@class=\"ODSEW-ShBeI-ShBeI-content\"]/span[2]')\n",
" dates = driver.find_elements_by_xpath('//span[@class=\"ODSEW-ShBeI-RgZmSc-date\"]')\n",
" stars = driver.find_elements_by_xpath('//div[@class=\"ODSEW-ShBeI-jfdpUb\"]/span[2]')\n",
" likes = driver.find_elements_by_xpath('//button[@class=\"ODSEW-ShBeI-Sc2xXc-LgbsSe\"]/span/span[2]')\n",
"\n",
" klinikName_list = [klinikName for a in range(len(texts))]\n",
" text_list = [a.text for a in texts]\n",
" date_list = [a.text for a in dates]\n",
" star_list = [a.get_attribute(\"aria-label\")[1] for a in stars]\n",
"\n",
" likes_list =[]\n",
" for t in likes:\n",
" if t.text =='':\n",
" likes_list.append('Keine')\n",
" else:\n",
" likes_list.append(t.text)\n",
"\n",
" like_list=[] \n",
" for t in range(len(texts)):\n",
" if t>=len(likes_list):\n",
" like_list.append('Keine')\n",
" else:\n",
" like_list.append(likes_list[t])\n",
" \n",
" for i in klinikName_list:\n",
" klinikName_list_last.append(i)\n",
" for i in text_list:\n",
" text_list_last.append(i)\n",
" for i in date_list:\n",
" date_list_last.append(i)\n",
" for i in star_list:\n",
" star_list_last.append(i)\n",
" for i in like_list:\n",
" like_list_last.append(i) \n",
" \n",
"\n",
" driver.quit()\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"ename": "NoSuchWindowException",
"evalue": "Message: no such window: window was already closed\n (Session info: chrome=91.0.4472.101)\n",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNoSuchWindowException\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-8-e597c8b9b510>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mdf_url\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_excel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'Klinikliste.xlsx'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m24\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Link Google Maps\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0murl\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_url\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mscraping\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m<ipython-input-7-dc7e4dcccff0>\u001b[0m in \u001b[0;36mscraping\u001b[0;34m(url)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;31m#Cookies\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mdriver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_element_by_xpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/html/body/c-wiz/div/div/div/div[2]/div[1]/div[4]/form/div[1]/div/button/span'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclick\u001b[0m\u001b[0;34m(\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 15\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webdriver.py\u001b[0m in \u001b[0;36mfind_element_by_xpath\u001b[0;34m(self, xpath)\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0melement\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdriver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_element_by_xpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'//div/td[1]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 393\u001b[0m \"\"\"\n\u001b[0;32m--> 394\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_element\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mBy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mXPATH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxpath\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 395\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfind_elements_by_xpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webdriver.py\u001b[0m in \u001b[0;36mfind_element\u001b[0;34m(self, by, value)\u001b[0m\n\u001b[1;32m 974\u001b[0m \u001b[0mby\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCSS_SELECTOR\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'[name=\"%s\"]'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 976\u001b[0;31m return self.execute(Command.FIND_ELEMENT, {\n\u001b[0m\u001b[1;32m 977\u001b[0m \u001b[0;34m'using'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mby\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 978\u001b[0m 'value': value})['value']\n",
"\u001b[0;32m/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webdriver.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self, driver_command, params)\u001b[0m\n\u001b[1;32m 319\u001b[0m \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcommand_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdriver_command\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 321\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_response\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse\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 322\u001b[0m response['value'] = self._unwrap_value(\n\u001b[1;32m 323\u001b[0m response.get('value', None))\n",
"\u001b[0;32m/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/errorhandler.py\u001b[0m in \u001b[0;36mcheck_response\u001b[0;34m(self, response)\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0malert_text\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alert'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'text'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 241\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacktrace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malert_text\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 242\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacktrace\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 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 244\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_value_or_default\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdefault\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNoSuchWindowException\u001b[0m: Message: no such window: window was already closed\n (Session info: chrome=91.0.4472.101)\n"
]
}
],
"source": [
"#Main\n",
"df_url = pd.read_excel(r'Klinikliste.xlsx')[:24][\"Link Google Maps\"]\n",
"for url in df_url:\n",
" scraping(url)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2308\n",
"2308\n",
"2308\n",
"2308\n",
"2308\n"
]
}
],
"source": [
"print(len(klinikName_list_last))\n",
"print(len(text_list_last))\n",
"print(len(date_list_last))\n",
"print(len(star_list_last))\n",
"print(len(like_list_last))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(zip(klinikName_list_last,text_list_last,date_list_last,star_list_last,like_list_last), columns=[\"Name der Klinik\",\"Bewertung\",\"Datum der Bewertung\",\"Sternebewertung\",'Likes'])\n",
"df.to_csv('GoogleMaps.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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>Name der Klinik</th>\n",
" <th>Bewertung</th>\n",
" <th>Datum der Bewertung</th>\n",
" <th>Sternebewertung</th>\n",
" <th>Likes</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Vor der Corona Pandemie hätte ich jeden zugest...</td>\n",
" <td>vor 3 Wochen</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Tolles Krankenhaus, trotzdem bin ich lieber g...</td>\n",
" <td>vor einem Jahr</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Lungenembolie!\\nEin Tag ITS, phantastische Für...</td>\n",
" <td>vor 2 Monaten</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Alles sehr gut. Volle Punktzahl!</td>\n",
" <td>vor 3 Jahren</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Ich werde nie wieder in ein anderes Krankenhau...</td>\n",
" <td>vor 2 Monaten</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Ich bin begeistert von der Leistung des Assist...</td>\n",
" <td>vor einem Monat</td>\n",
" <td>5</td>\n",
" <td>Keine</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Eine 100%tige Empfehlung.\\nTolles Personal, al...</td>\n",
" <td>vor einem Monat</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Am 20.02.2021 mit akutem Herzinfarkt puppenlus...</td>\n",
" <td>vor einem Monat</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>Vor 6 Wochen Hüft Tep links bekommen. Fühlte m...</td>\n",
" <td>vor 2 Monaten</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Herzogin Elisabeth Hospital</td>\n",
" <td>OP 07/20. Mir wurde von Dr. Sherstyuk ein 2tes...</td>\n",
" <td>vor 2 Monaten</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name der Klinik \\\n",
"0 Herzogin Elisabeth Hospital \n",
"1 Herzogin Elisabeth Hospital \n",
"2 Herzogin Elisabeth Hospital \n",
"3 Herzogin Elisabeth Hospital \n",
"4 Herzogin Elisabeth Hospital \n",
"5 Herzogin Elisabeth Hospital \n",
"6 Herzogin Elisabeth Hospital \n",
"7 Herzogin Elisabeth Hospital \n",
"8 Herzogin Elisabeth Hospital \n",
"9 Herzogin Elisabeth Hospital \n",
"\n",
" Bewertung Datum der Bewertung \\\n",
"0 Vor der Corona Pandemie hätte ich jeden zugest... vor 3 Wochen \n",
"1 Tolles Krankenhaus, trotzdem bin ich lieber g... vor einem Jahr \n",
"2 Lungenembolie!\\nEin Tag ITS, phantastische Für... vor 2 Monaten \n",
"3 Alles sehr gut. Volle Punktzahl! vor 3 Jahren \n",
"4 Ich werde nie wieder in ein anderes Krankenhau... vor 2 Monaten \n",
"5 Ich bin begeistert von der Leistung des Assist... vor einem Monat \n",
"6 Eine 100%tige Empfehlung.\\nTolles Personal, al... vor einem Monat \n",
"7 Am 20.02.2021 mit akutem Herzinfarkt puppenlus... vor einem Monat \n",
"8 Vor 6 Wochen Hüft Tep links bekommen. Fühlte m... vor 2 Monaten \n",
"9 OP 07/20. Mir wurde von Dr. Sherstyuk ein 2tes... vor 2 Monaten \n",
"\n",
" Sternebewertung Likes \n",
"0 2 1 \n",
"1 4 1 \n",
"2 5 1 \n",
"3 5 4 \n",
"4 5 1 \n",
"5 5 Keine \n",
"6 5 1 \n",
"7 4 2 \n",
"8 5 1 \n",
"9 5 1 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(10)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}

0 comments on commit d1f7a29

Please sign in to comment.