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neon-ninja/scrape-asa.ipynb

Created September 20, 2023 23:07
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scrape-asa.ipynb
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"Requirement already satisfied: requests-cache in /usr/local/lib/python3.10/dist-packages (1.1.0)\n",
"Requirement already satisfied: attrs>=21.2 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (23.1.0)\n",
"Requirement already satisfied: cattrs>=22.2 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (23.1.2)\n",
"Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (3.10.0)\n",
"Requirement already satisfied: requests>=2.22 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (2.31.0)\n",
"Requirement already satisfied: url-normalize>=1.4 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (1.4.3)\n",
"Requirement already satisfied: urllib3>=1.25.5 in /usr/local/lib/python3.10/dist-packages (from requests-cache) (2.0.4)\n",
"Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from cattrs>=22.2->requests-cache) (1.1.3)\n",
"Requirement already satisfied: typing_extensions>=4.1.0 in /usr/local/lib/python3.10/dist-packages (from cattrs>=22.2->requests-cache) (4.5.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22->requests-cache) (3.2.0)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22->requests-cache) (3.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22->requests-cache) (2023.7.22)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from url-normalize>=1.4->requests-cache) (1.16.0)\n"
]
}
],
"source": [
"!pip install requests-cache\n",
"import requests\n",
"import requests_cache\n",
"requests_cache.install_cache('requests_cache')\n",
"import pandas as pd\n",
"from bs4 import BeautifulSoup\n",
"from tqdm.auto import tqdm\n",
"from pprint import pprint"
]
},
{
"cell_type": "code",
"source": [
"# Get mediums\n",
"soup = BeautifulSoup(requests.get(\"https://www.asa.co.nz/decisions/search-browse-decisions/\").text)\n",
"inputs = soup.find_all(\"div\", class_=\"checkbox\")\n",
"mediums = []\n",
"for input in inputs:\n",
" mediums.append({\n",
" \"name\": input.text.strip(),\n",
" \"value\": input.find(\"input\").attrs[\"value\"],\n",
" \"isparent\": bool(input.find(\"input\").attrs.get(\"onclick\"))\n",
" })\n",
"mediums = pd.json_normalize(mediums)\n",
"mediums"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Bg2Pfz5aXKMb",
"outputId": "b62f75a3-0807-4ac9-a7e0-d55389828712"
},
"execution_count": 213,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" name value isparent\n",
"0 Digital Marketing 1 True\n",
"1 Display 3 False\n",
"2 Paid Search 5 False\n",
"3 Social Media 7 False\n",
"4 Advertiser Website 2 False\n",
"5 In-Game 4 False\n",
"6 SMS/MMS 6 False\n",
"7 Other 8 False\n",
"8 Addressed Mail 9 True\n",
"9 Catalogue 11 False\n",
"10 Letter 14 False\n",
"11 Brochure 10 False\n",
"12 Email 12 False\n",
"13 Other 15 False\n",
"14 Out of Home 16 True\n",
"15 Digital Display 18 False\n",
"16 Point of Sale 20 False\n",
"17 Vehicle 22 False\n",
"18 Other 24 False\n",
"19 Billboard 17 False\n",
"20 In-Store 19 False\n",
"21 Poster 21 False\n",
"22 Window Display 23 False\n",
"23 Print 25 True\n",
"24 Directory 27 False\n",
"25 Magazine 29 False\n",
"26 Other 31 False\n",
"27 Community Newspaper 26 False\n",
"28 Insert 28 False\n",
"29 Newspaper 30 False\n",
"30 Unaddressed Mail 35 True\n",
"31 Catalogue 37 False\n",
"32 Fax 39 False\n",
"33 Other 41 False\n",
"34 Brochure 36 False\n",
"35 Email 38 False\n",
"36 Letter 40 False\n",
"37 Live Television 33 False\n",
"38 On Demand 43 False\n",
"39 Radio 32 False\n",
"40 Cinema 34 False\n",
"41 Other 42 False"
],
"text/html": [
"\n",
" <div id=\"df-c9bcc777-e164-4205-8ffc-f8ead9a0880a\" class=\"colab-df-container\">\n",
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" <td>Social Media</td>\n",
" <td>7</td>\n",
" <td>False</td>\n",
" </tr>\n",
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" <th>4</th>\n",
" <td>Advertiser Website</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
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" <th>5</th>\n",
" <td>In-Game</td>\n",
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" </tr>\n",
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" <td>11</td>\n",
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" <th>14</th>\n",
" <td>Out of Home</td>\n",
" <td>16</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Digital Display</td>\n",
" <td>18</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Point of Sale</td>\n",
" <td>20</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Vehicle</td>\n",
" <td>22</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Other</td>\n",
" <td>24</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>19</th>\n",
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" <td>17</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>In-Store</td>\n",
" <td>19</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Poster</td>\n",
" <td>21</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Window Display</td>\n",
" <td>23</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Print</td>\n",
" <td>25</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Directory</td>\n",
" <td>27</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Magazine</td>\n",
" <td>29</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Other</td>\n",
" <td>31</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Community Newspaper</td>\n",
" <td>26</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Insert</td>\n",
" <td>28</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Newspaper</td>\n",
" <td>30</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Unaddressed Mail</td>\n",
" <td>35</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Catalogue</td>\n",
" <td>37</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Fax</td>\n",
" <td>39</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Other</td>\n",
" <td>41</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>34</th>\n",
" <td>Brochure</td>\n",
" <td>36</td>\n",
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" <tr>\n",
" <th>35</th>\n",
" <td>Email</td>\n",
" <td>38</td>\n",
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" <tr>\n",
" <th>37</th>\n",
" <td>Live Television</td>\n",
" <td>33</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>On Demand</td>\n",
" <td>43</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Radio</td>\n",
" <td>32</td>\n",
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" <tr>\n",
" <th>40</th>\n",
" <td>Cinema</td>\n",
" <td>34</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
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"\n",
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" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
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" fill: var(--button-hover-fill-color);\n",
" }\n",
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" 40% {\n",
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]
},
"metadata": {},
"execution_count": 213
}
]
},
{
"cell_type": "code",
"source": [
"# Get rulings\n",
"def get_options(id=\"ruling\"):\n",
" options = soup.find(\"select\", id=id).find_all(\"option\")\n",
" results = []\n",
" for option in options:\n",
" if option.text.strip():\n",
" results.append({\n",
" \"name\": option.text.strip(),\n",
" \"value\": option.attrs[\"value\"]\n",
" })\n",
" result_df = pd.json_normalize(results)\n",
" return result_df\n",
"\n",
"rulings = get_options()\n",
"rulings"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "BVxw7poZSU-A",
"outputId": "112c6016-c938-4fc8-fa6e-dcb1bfe1b3b8"
},
"execution_count": 214,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" name value\n",
"0 No Grounds to Proceed 1\n",
"1 Withdrawn / Resolved 2\n",
"2 Upheld / Settled 3\n",
"3 Not Upheld 4\n",
"4 No Jurisdiction 5\n",
"5 Decline to Adjudicate 6\n",
"6 No Further Action 7"
],
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" <th>2</th>\n",
" <td>Upheld / Settled</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Not Upheld</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>No Jurisdiction</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Decline to Adjudicate</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>No Further Action</td>\n",
" <td>7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <div class=\"colab-df-buttons\">\n",
"\n",
" <div class=\"colab-df-container\">\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e1cd4613-d6b1-4f70-904b-121927af0fae')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
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"\n",
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" </svg>\n",
" </button>\n",
"\n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" .colab-df-buttons div {\n",
" margin-bottom: 4px;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-e1cd4613-d6b1-4f70-904b-121927af0fae button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-e1cd4613-d6b1-4f70-904b-121927af0fae');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-39152bed-7efb-4957-9bea-fc51daf4b5c8\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-39152bed-7efb-4957-9bea-fc51daf4b5c8')\"\n",
" title=\"Suggest charts.\"\n",
" style=\"display:none;\">\n",
"\n",
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" width=\"24px\">\n",
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" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-39152bed-7efb-4957-9bea-fc51daf4b5c8 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 214
}
]
},
{
"cell_type": "code",
"source": [
"products = get_options(\"product\")\n",
"products"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 457
},
"id": "ie50yOHxTzEb",
"outputId": "8f705e21-24bd-4e6c-d2c3-6102f242f95d"
},
"execution_count": 215,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" name value\n",
"0 Advocacy 1\n",
"1 Alcohol 2\n",
"2 Apparel 3\n",
"3 Electronic and ICT 4\n",
"4 Entertainment 5\n",
"5 Finance 6\n",
"6 Food and Beverage 7\n",
"7 Household Goods 9\n",
"8 Services 10\n",
"9 Telecommunications 11\n",
"10 Therapeutics and Health 8\n",
"11 Vehicles / Transportation 12\n",
"12 Other 13"
],
"text/html": [
"\n",
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" </svg>\n",
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"\n",
" <style>\n",
" .colab-df-container {\n",
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"\n",
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" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
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" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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"\n",
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"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
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" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-f259c401-a7c2-47c2-aa59-7539f3437d06 button.colab-df-convert');\n",
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" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-f259c401-a7c2-47c2-aa59-7539f3437d06');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-7ac2b0ca-b7b7-472e-af69-0e544af147c4\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7ac2b0ca-b7b7-472e-af69-0e544af147c4')\"\n",
" title=\"Suggest charts.\"\n",
" style=\"display:none;\">\n",
"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <g>\n",
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-7ac2b0ca-b7b7-472e-af69-0e544af147c4 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 215
}
]
},
{
"cell_type": "code",
"source": [
"codes = get_options(\"code\").drop_duplicates(subset=\"value\")\n",
"codes"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 614
},
"id": "KAr7bJdWUIE0",
"outputId": "a915bbd4-d1de-48c1-9750-cd4ad37b78f7"
},
"execution_count": 216,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" name value\n",
"0 Advertising Standards Code 301\n",
"1 Alcohol Advertising and Promotion Code 322\n",
"2 Children and Young People's Advertising Code 265\n",
"3 Financial Advertising Code 3\n",
"4 Gambling Advertising Code 11\n",
"5 Therapeutic and Health Advertising Code 264\n",
"6 Children's Code for Advertising Food 18\n",
"7 Code for Advertising and Promotion of Alcohol 20\n",
"8 Code for Advertising Food 19\n",
"9 Code for Advertising of Weight Management 5\n",
"10 Code for Advertising to Children 17\n",
"11 Code for Advertising Vehicles 12\n",
"12 Code for Comparative Advertising 21\n",
"13 Code for Environmental Claims 22\n",
"15 Code for People in Advertising 4\n",
"16 Code of Ethics 1\n",
"17 Therapeutic Products Advertising Code 14\n",
"18 Therapeutic Services Advertising Code 13"
],
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" <td>Advertising Standards Code</td>\n",
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" <td>Alcohol Advertising and Promotion Code</td>\n",
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" <td>14</td>\n",
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"source": [
"# For each medium, get all decisions within the medium\n",
"# Tag each decision with their medium\n",
"URL = \"https://www.asa.co.nz/backend/documentsearch.php\"\n",
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" facet_name = row[\"name\"]\n",
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" break\n",
" return pd.DataFrame(results)\n",
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" id title \\\n",
"0 1391 17/279 Inspector Spot, Digital Marketing \n",
"1 617 Complaint 15/128 eGentics, Kiwi Rewards email ... \n",
"2 782 Complaint 15/205 Life Energy Designs, Website ... \n",
"3 383 Complaint 16/185 The Mix – On Demand\\t \n",
"4 678 Complaint 16/334 Kiwibank Ltd, Addressed Mail,... \n",
"... ... ... \n",
"4034 1713 Complaint 18/161 Tilt Renewables Viewing Platf... \n",
"4035 1837 Complaint 18/277 Garage Project Chocolate Beer... \n",
"4036 1931 Complaint 18/382 Lamont Wines, Packaging \n",
"4037 3566 Complaint 21/396 BurgerFuel, Player of the Day... \n",
"4038 3770 Complaint 22/097 Greenhill Beverages, Greenhil... \n",
"\n",
" summary date \\\n",
"0 The Complainant said the advertisement was mis... 2017-10-12 \n",
"1 Complainant C. Hayward felt the advertisement ... 2015-08-25 \n",
"2 Complainant M. Honeychurch said the efficacy o... 2015-11-04 \n",
"3 Complainant H. Topham said the advertisement s... 2016-06-15 \n",
"4 Complainant, S Astonn, said: “Email states 1 i... 2016-09-22 \n",
"... ... ... \n",
"4034 The Complainant was of the view the informati... 2018-06-18 \n",
"4035 The Complainant is concerned that the packagin... 2018-09-25 \n",
"4036 The Complainant was concerned the product name... 2018-12-04 \n",
"4037 The Complainant was concerned the advertisemen... 2021-11-23 \n",
"4038 The Complainant was concerned the images on th... 2022-06-01 \n",
"\n",
" filename page url \\\n",
"0 17279.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/1... \n",
"1 15128.pdf 0 https://cdn.asa.co.nz/backend/documents/2015/0... \n",
"2 15205.pdf 0 https://cdn.asa.co.nz/backend/documents/2015/1... \n",
"3 16185.pdf 0 https://cdn.asa.co.nz/backend/documents/2016/0... \n",
"4 16334.pdf 0 https://cdn.asa.co.nz/backend/documents/2016/0... \n",
"... ... ... ... \n",
"4034 18161.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/0... \n",
"4035 18277.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/0... \n",
"4036 18382.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/1... \n",
"4037 21396.pdf 0 https://cdn.asa.co.nz/backend/documents/2021/1... \n",
"4038 22097.pdf 0 https://cdn.asa.co.nz/backend/documents/2022/0... \n",
"\n",
" media \n",
"0 Digital Marketing \n",
"1 Digital Marketing \n",
"2 Digital Marketing \n",
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"4 Digital Marketing \n",
"... ... \n",
"4034 Other \n",
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" <td>Complaint 15/128 eGentics, Kiwi Rewards email ...</td>\n",
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" <td>2015-08-25</td>\n",
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" <th>2</th>\n",
" <td>782</td>\n",
" <td>Complaint 15/205 Life Energy Designs, Website ...</td>\n",
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" <td>2015-11-04</td>\n",
" <td>15205.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2015/1...</td>\n",
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" <td>2016-06-15</td>\n",
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" </tr>\n",
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" <th>4</th>\n",
" <td>678</td>\n",
" <td>Complaint 16/334 Kiwibank Ltd, Addressed Mail,...</td>\n",
" <td>Complainant, S Astonn, said: “Email states 1 i...</td>\n",
" <td>2016-09-22</td>\n",
" <td>16334.pdf</td>\n",
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" <td>2018-06-18</td>\n",
" <td>18161.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2018/0...</td>\n",
" <td>Other</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4035</th>\n",
" <td>1837</td>\n",
" <td>Complaint 18/277 Garage Project Chocolate Beer...</td>\n",
" <td>The Complainant is concerned that the packagin...</td>\n",
" <td>2018-09-25</td>\n",
" <td>18277.pdf</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>4036</th>\n",
" <td>1931</td>\n",
" <td>Complaint 18/382 Lamont Wines, Packaging</td>\n",
" <td>The Complainant was concerned the product name...</td>\n",
" <td>2018-12-04</td>\n",
" <td>18382.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2018/1...</td>\n",
" <td>Other</td>\n",
" </tr>\n",
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" <th>4037</th>\n",
" <td>3566</td>\n",
" <td>Complaint 21/396 BurgerFuel, Player of the Day...</td>\n",
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" <td>2021-11-23</td>\n",
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},
"metadata": {},
"execution_count": 217
}
]
},
{
"cell_type": "code",
"source": [
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],
"metadata": {
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},
"id": "k_B9REEZUPYM",
"outputId": "673f62e7-6019-4ef9-83fe-69121352de17"
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"execution_count": 218,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Live Television 1561\n",
"Advertiser Website 670\n",
"Social Media 391\n",
"Radio 256\n",
"Digital Marketing 221\n",
"Billboard 163\n",
"Newspaper 108\n",
"Print 101\n",
"Out of Home 98\n",
"Other 63\n",
"Brochure 62\n",
"Poster 60\n",
"Unaddressed Mail 54\n",
"Email 45\n",
"In-Store 35\n",
"Vehicle 30\n",
"Display 22\n",
"Addressed Mail 21\n",
"Paid Search 12\n",
"Magazine 11\n",
"Community Newspaper 11\n",
"Catalogue 9\n",
"On Demand 7\n",
"Window Display 6\n",
"Cinema 4\n",
"Insert 3\n",
"Digital Display 3\n",
"Letter 3\n",
"SMS/MMS 3\n",
"In-Game 3\n",
"Point of Sale 3\n",
"Name: media, dtype: int64"
]
},
"metadata": {},
"execution_count": 218
}
]
},
{
"cell_type": "code",
"source": [
"by_ruling = fetch_faceted(rulings, key=\"ruling\")\n",
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],
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"data": {
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" 0%| | 0/7 [00:00<?, ?it/s]"
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" id title \\\n",
"0 3529 \n",
"1 1113 17/064 Briscoes Group Ltd Rebel Sport Television \n",
"2 1220 17/161 Fluoride Free NZ, Television \n",
"3 1268 17/201 SKY Television, Television \n",
"4 1283 17/224 Foodstuffs, Radio \n",
"... ... ... \n",
"4042 4216 Complaint 23/239 Hobson's Pledge Trust, Digita... \n",
"4043 4214 Complaint 23/241 NZ National Party, Digital Ma... \n",
"4044 4218 Complaint 23/242 New Zealand First, Out of Home \n",
"4045 4219 Complaint 23/243 ACT Party, Out of Home \n",
"4046 4217 Complaint 23/245 NZ National Party, Out of Home \n",
"\n",
" summary date \\\n",
"0 2021-11-08 \n",
"1 Complainant, L MacKinnon, said the ad refers t... 2017-03-08 \n",
"2 The Complainant’s concerns were that the adver... 2017-06-09 \n",
"3 The Chair acknowledged the Complainant’s conce... 2017-07-17 \n",
"4 The Complainant’s concern was that the Maori l... 2017-07-26 \n",
"... ... ... \n",
"4042 The relevant codes are Advertising Standards C... 2023-09-18 \n",
"4043 The relevant codes are Advertising Standards C... 2023-09-19 \n",
"4044 The relevant codes are Advertising Standards C... 2023-09-19 \n",
"4045 The relevant codes are Advertising Standards C... 2023-09-20 \n",
"4046 The relevant codes are Advertising Standards C... 2023-09-20 \n",
"\n",
" filename page url \\\n",
"0 None 0 https://cdn.asa.co.nz/backend/documents/2021/1... \n",
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"2 17161.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"3 17201.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"4 17224.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"... ... ... ... \n",
"4042 23239.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"4043 23241.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
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"4046 23245.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
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" ruling \n",
"0 No Grounds to Proceed \n",
"1 No Grounds to Proceed \n",
"2 No Grounds to Proceed \n",
"3 No Grounds to Proceed \n",
"4 No Grounds to Proceed \n",
"... ... \n",
"4042 No Further Action \n",
"4043 No Further Action \n",
"4044 No Further Action \n",
"4045 No Further Action \n",
"4046 No Further Action \n",
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" <td>23239.pdf</td>\n",
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" <td>No Further Action</td>\n",
" </tr>\n",
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" <th>4043</th>\n",
" <td>4214</td>\n",
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" <td>23241.pdf</td>\n",
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" <td>No Further Action</td>\n",
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" <td>23245.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2023/0...</td>\n",
" <td>No Further Action</td>\n",
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},
"metadata": {},
"execution_count": 219
}
]
},
{
"cell_type": "code",
"source": [
"sum(df.id.duplicated()), sum(by_ruling.id.duplicated())"
],
"metadata": {
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},
"id": "RJelJcWUZ9BA",
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"execution_count": 220,
"outputs": [
{
"output_type": "execute_result",
"data": {
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"metadata": {},
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]
},
{
"cell_type": "code",
"source": [
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],
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"height": 1000
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"id": "j-rCbIwOaDdz",
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"outputs": [
{
"output_type": "execute_result",
"data": {
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" id title \\\n",
"1212 2700 Complaint 20/275 NZ National Party Facebook Post \n",
"3936 2700 Complaint 20/275 NZ National Party Facebook Post \n",
"1213 2701 Complaint 20/276 NZ National Party Facebook Post \n",
"3937 2701 Complaint 20/276 NZ National Party Facebook Post \n",
"1217 2704 Complaint 20/283 Harrisons Energy Solutions Te... \n",
"3938 2704 Complaint 20/283 Harrisons Energy Solutions Te... \n",
"1231 2721 Complaint 20/314 NZ National Party Facebook Post \n",
"3940 2721 Complaint 20/314 NZ National Party Facebook Post \n",
"1232 2722 Complaint 20/315 New Zealand Labour Party Twit... \n",
"3941 2722 Complaint 20/315 New Zealand Labour Party Twit... \n",
"1209 2809 Complaint 20/271 Vote Safe, Website and Billboard \n",
"3935 2809 Complaint 20/271 Vote Safe, Website and Billboard \n",
"1311 2835 Complaint 20/446 NZ National Party MP Brett Hu... \n",
"3945 2835 Complaint 20/446 NZ National Party MP Brett Hu... \n",
"3947 2836 Complaint 20/457 Voice for Life, Defend NZ, We... \n",
"3922 2836 Complaint 20/457 Voice for Life, Defend NZ, We... \n",
"1325 2846 Complaint 20/470 Vote Safe, YouTube \n",
"3949 2846 Complaint 20/470 Vote Safe, YouTube \n",
"1329 2909 Complaint 20/479 Appeal 20/018 Safer Future Ch... \n",
"3950 2909 Complaint 20/479 Appeal 20/018 Safer Future Ch... \n",
"\n",
" summary date \\\n",
"1212 The Chair declined to adjudicate the complaint... 2020-07-05 \n",
"3936 The Chair declined to adjudicate the complaint... 2020-07-05 \n",
"1213 The Chair declined to adjudicate the complaint... 2020-07-05 \n",
"3937 The Chair declined to adjudicate the complaint... 2020-07-05 \n",
"1217 The Complainant was concerned about the refere... 2020-07-13 \n",
"3938 The Complainant was concerned about the refere... 2020-07-13 \n",
"1231 The Chair declined to adjudicate the complaint... 2020-07-23 \n",
"3940 The Chair declined to adjudicate the complaint... 2020-07-23 \n",
"1232 The Chair declined to adjudicate the complaint... 2020-07-23 \n",
"3941 The Chair declined to adjudicate the complaint... 2020-07-23 \n",
"1209 The Complainant was concerned about the billbo... 2020-08-31 \n",
"3935 The Complainant was concerned about the billbo... 2020-08-31 \n",
"1311 The Chair declined to adjudicate the complaint... 2020-09-23 \n",
"3945 The Chair declined to adjudicate the complaint... 2020-09-23 \n",
"3947 The Chair declined to adjudicate the complaint... 2020-09-25 \n",
"3922 The Chair declined to adjudicate the complaint... 2020-09-25 \n",
"1325 The Complainant was concerned the Advertiser “... 2020-09-29 \n",
"3949 The Complainant was concerned the Advertiser “... 2020-09-29 \n",
"1329 The Chair of the Complaints Board ruled on 29 ... 2020-10-15 \n",
"3950 The Chair of the Complaints Board ruled on 29 ... 2020-10-15 \n",
"\n",
" filename page \\\n",
"1212 20275.pdf 8 \n",
"3936 20275.pdf 0 \n",
"1213 20276.pdf 8 \n",
"3937 20276.pdf 0 \n",
"1217 20283.pdf 8 \n",
"3938 20283.pdf 0 \n",
"1231 20314.pdf 8 \n",
"3940 20314.pdf 0 \n",
"1232 20315.pdf 8 \n",
"3941 20315.pdf 0 \n",
"1209 20271.pdf 8 \n",
"3935 20271.pdf 0 \n",
"1311 20446.pdf 8 \n",
"3945 20446.pdf 0 \n",
"3947 20457.pdf 0 \n",
"3922 20457.pdf 0 \n",
"1325 20470.pdf 8 \n",
"3949 20470.pdf 0 \n",
"1329 Complaint 20079 Appeal 20018.pdf 8 \n",
"3950 Complaint 20079 Appeal 20018.pdf 0 \n",
"\n",
" url ruling \n",
"1212 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3936 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1213 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3937 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1217 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3938 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1231 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3940 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1232 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3941 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1209 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3935 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1311 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3945 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"3947 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"3922 https://cdn.asa.co.nz/backend/documents/2020/0... No Jurisdiction \n",
"1325 https://cdn.asa.co.nz/backend/documents/2020/0... No Grounds to Proceed \n",
"3949 https://cdn.asa.co.nz/backend/documents/2020/0... Decline to Adjudicate \n",
"1329 https://cdn.asa.co.nz/backend/documents/2020/1... No Grounds to Proceed \n",
"3950 https://cdn.asa.co.nz/backend/documents/2020/1... Decline to Adjudicate "
],
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" <th>id</th>\n",
" <th>title</th>\n",
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" <th>3936</th>\n",
" <td>2700</td>\n",
" <td>Complaint 20/275 NZ National Party Facebook Post</td>\n",
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" <th>1213</th>\n",
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" <td>Complaint 20/276 NZ National Party Facebook Post</td>\n",
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" <td>20276.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>No Grounds to Proceed</td>\n",
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" <tr>\n",
" <th>3937</th>\n",
" <td>2701</td>\n",
" <td>Complaint 20/276 NZ National Party Facebook Post</td>\n",
" <td>The Chair declined to adjudicate the complaint...</td>\n",
" <td>2020-07-05</td>\n",
" <td>20276.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>Decline to Adjudicate</td>\n",
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" <th>1217</th>\n",
" <td>2704</td>\n",
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" <td>2020-07-13</td>\n",
" <td>20283.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>No Grounds to Proceed</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3938</th>\n",
" <td>2704</td>\n",
" <td>Complaint 20/283 Harrisons Energy Solutions Te...</td>\n",
" <td>The Complainant was concerned about the refere...</td>\n",
" <td>2020-07-13</td>\n",
" <td>20283.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>Decline to Adjudicate</td>\n",
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" <tr>\n",
" <th>1231</th>\n",
" <td>2721</td>\n",
" <td>Complaint 20/314 NZ National Party Facebook Post</td>\n",
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" <td>2020-07-23</td>\n",
" <td>20314.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>No Grounds to Proceed</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3940</th>\n",
" <td>2721</td>\n",
" <td>Complaint 20/314 NZ National Party Facebook Post</td>\n",
" <td>The Chair declined to adjudicate the complaint...</td>\n",
" <td>2020-07-23</td>\n",
" <td>20314.pdf</td>\n",
" <td>0</td>\n",
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" <th>1232</th>\n",
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" <td>Complaint 20/315 New Zealand Labour Party Twit...</td>\n",
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" <td>20315.pdf</td>\n",
" <td>8</td>\n",
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" <td>No Grounds to Proceed</td>\n",
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" <tr>\n",
" <th>3941</th>\n",
" <td>2722</td>\n",
" <td>Complaint 20/315 New Zealand Labour Party Twit...</td>\n",
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" <td>Complaint 20/271 Vote Safe, Website and Billboard</td>\n",
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" <td>20271.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>No Grounds to Proceed</td>\n",
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" <tr>\n",
" <th>3935</th>\n",
" <td>2809</td>\n",
" <td>Complaint 20/271 Vote Safe, Website and Billboard</td>\n",
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" <th>3945</th>\n",
" <td>2835</td>\n",
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" <td>20470.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
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" <tr>\n",
" <th>3949</th>\n",
" <td>2846</td>\n",
" <td>Complaint 20/470 Vote Safe, YouTube</td>\n",
" <td>The Complainant was concerned the Advertiser “...</td>\n",
" <td>2020-09-29</td>\n",
" <td>20470.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/0...</td>\n",
" <td>Decline to Adjudicate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1329</th>\n",
" <td>2909</td>\n",
" <td>Complaint 20/479 Appeal 20/018 Safer Future Ch...</td>\n",
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" <td>2020-10-15</td>\n",
" <td>Complaint 20079 Appeal 20018.pdf</td>\n",
" <td>8</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2020/1...</td>\n",
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" <tr>\n",
" <th>3950</th>\n",
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" <td>https://cdn.asa.co.nz/backend/documents/2020/1...</td>\n",
" <td>Decline to Adjudicate</td>\n",
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" </tbody>\n",
"</table>\n",
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"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-d0c89c02-2a67-4af9-bfe5-e7ee7bf27215');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
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" const docLink = document.createElement('div');\n",
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"</div>\n",
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]
},
"metadata": {},
"execution_count": 221
}
]
},
{
"cell_type": "code",
"source": [
"# Some complaints are ruled as both \"No Grounds to Proceed\" and \"Decline to Adjudicate\" - let's take them as \"Decline to Adjudicate\" with keep=\"last\"\n",
"by_ruling = by_ruling.drop_duplicates(subset=\"id\", keep=\"last\")\n",
"by_ruling"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 597
},
"id": "7_aGRsb5b011",
"outputId": "eeeb4031-7e77-485b-c0e8-446dea34b4c3"
},
"execution_count": 222,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" id title \\\n",
"0 3529 \n",
"1 1113 17/064 Briscoes Group Ltd Rebel Sport Television \n",
"2 1220 17/161 Fluoride Free NZ, Television \n",
"3 1268 17/201 SKY Television, Television \n",
"4 1283 17/224 Foodstuffs, Radio \n",
"... ... ... \n",
"4042 4216 Complaint 23/239 Hobson's Pledge Trust, Digita... \n",
"4043 4214 Complaint 23/241 NZ National Party, Digital Ma... \n",
"4044 4218 Complaint 23/242 New Zealand First, Out of Home \n",
"4045 4219 Complaint 23/243 ACT Party, Out of Home \n",
"4046 4217 Complaint 23/245 NZ National Party, Out of Home \n",
"\n",
" summary date \\\n",
"0 2021-11-08 \n",
"1 Complainant, L MacKinnon, said the ad refers t... 2017-03-08 \n",
"2 The Complainant’s concerns were that the adver... 2017-06-09 \n",
"3 The Chair acknowledged the Complainant’s conce... 2017-07-17 \n",
"4 The Complainant’s concern was that the Maori l... 2017-07-26 \n",
"... ... ... \n",
"4042 The relevant codes are Advertising Standards C... 2023-09-18 \n",
"4043 The relevant codes are Advertising Standards C... 2023-09-19 \n",
"4044 The relevant codes are Advertising Standards C... 2023-09-19 \n",
"4045 The relevant codes are Advertising Standards C... 2023-09-20 \n",
"4046 The relevant codes are Advertising Standards C... 2023-09-20 \n",
"\n",
" filename page url \\\n",
"0 None 0 https://cdn.asa.co.nz/backend/documents/2021/1... \n",
"1 17064.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"2 17161.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"3 17201.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"4 17224.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/0... \n",
"... ... ... ... \n",
"4042 23239.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"4043 23241.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"4044 23242.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"4045 23243.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"4046 23245.pdf 0 https://cdn.asa.co.nz/backend/documents/2023/0... \n",
"\n",
" ruling \n",
"0 No Grounds to Proceed \n",
"1 No Grounds to Proceed \n",
"2 No Grounds to Proceed \n",
"3 No Grounds to Proceed \n",
"4 No Grounds to Proceed \n",
"... ... \n",
"4042 No Further Action \n",
"4043 No Further Action \n",
"4044 No Further Action \n",
"4045 No Further Action \n",
"4046 No Further Action \n",
"\n",
"[4037 rows x 8 columns]"
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" <td>0</td>\n",
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" <td>17224.pdf</td>\n",
" <td>0</td>\n",
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" <th>4042</th>\n",
" <td>4216</td>\n",
" <td>Complaint 23/239 Hobson's Pledge Trust, Digita...</td>\n",
" <td>The relevant codes are Advertising Standards C...</td>\n",
" <td>2023-09-18</td>\n",
" <td>23239.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2023/0...</td>\n",
" <td>No Further Action</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4043</th>\n",
" <td>4214</td>\n",
" <td>Complaint 23/241 NZ National Party, Digital Ma...</td>\n",
" <td>The relevant codes are Advertising Standards C...</td>\n",
" <td>2023-09-19</td>\n",
" <td>23241.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2023/0...</td>\n",
" <td>No Further Action</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4044</th>\n",
" <td>4218</td>\n",
" <td>Complaint 23/242 New Zealand First, Out of Home</td>\n",
" <td>The relevant codes are Advertising Standards C...</td>\n",
" <td>2023-09-19</td>\n",
" <td>23242.pdf</td>\n",
" <td>0</td>\n",
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" <th>4045</th>\n",
" <td>4219</td>\n",
" <td>Complaint 23/243 ACT Party, Out of Home</td>\n",
" <td>The relevant codes are Advertising Standards C...</td>\n",
" <td>2023-09-20</td>\n",
" <td>23243.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2023/0...</td>\n",
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" <td>23245.pdf</td>\n",
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" <td>https://cdn.asa.co.nz/backend/documents/2023/0...</td>\n",
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" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-5436ed3d-37ac-47e2-8e10-b6bf215f8fac\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5436ed3d-37ac-47e2-8e10-b6bf215f8fac')\"\n",
" title=\"Suggest charts.\"\n",
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"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
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" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
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" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
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"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
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" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
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" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
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" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
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" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
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" border-right-color: var(--fill-color);\n",
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" 40% {\n",
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" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
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" border-color: transparent;\n",
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" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
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" console.error('Error during call to suggestCharts:', error);\n",
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" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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" (() => {\n",
" let quickchartButtonEl =\n",
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" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 222
}
]
},
{
"cell_type": "code",
"source": [
"df = df.merge(by_ruling[[\"id\", \"ruling\"]], on=\"id\")\n",
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 597
},
"id": "Lk6zKiz4WcQZ",
"outputId": "ae3c11f4-9627-467c-b155-343896e09aa0"
},
"execution_count": 223,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" id title \\\n",
"0 1391 17/279 Inspector Spot, Digital Marketing \n",
"1 617 Complaint 15/128 eGentics, Kiwi Rewards email ... \n",
"2 782 Complaint 15/205 Life Energy Designs, Website ... \n",
"3 383 Complaint 16/185 The Mix – On Demand\\t \n",
"4 678 Complaint 16/334 Kiwibank Ltd, Addressed Mail,... \n",
"... ... ... \n",
"4028 1713 Complaint 18/161 Tilt Renewables Viewing Platf... \n",
"4029 1837 Complaint 18/277 Garage Project Chocolate Beer... \n",
"4030 1931 Complaint 18/382 Lamont Wines, Packaging \n",
"4031 3566 Complaint 21/396 BurgerFuel, Player of the Day... \n",
"4032 3770 Complaint 22/097 Greenhill Beverages, Greenhil... \n",
"\n",
" summary date \\\n",
"0 The Complainant said the advertisement was mis... 2017-10-12 \n",
"1 Complainant C. Hayward felt the advertisement ... 2015-08-25 \n",
"2 Complainant M. Honeychurch said the efficacy o... 2015-11-04 \n",
"3 Complainant H. Topham said the advertisement s... 2016-06-15 \n",
"4 Complainant, S Astonn, said: “Email states 1 i... 2016-09-22 \n",
"... ... ... \n",
"4028 The Complainant was of the view the informati... 2018-06-18 \n",
"4029 The Complainant is concerned that the packagin... 2018-09-25 \n",
"4030 The Complainant was concerned the product name... 2018-12-04 \n",
"4031 The Complainant was concerned the advertisemen... 2021-11-23 \n",
"4032 The Complainant was concerned the images on th... 2022-06-01 \n",
"\n",
" filename page url \\\n",
"0 17279.pdf 0 https://cdn.asa.co.nz/backend/documents/2017/1... \n",
"1 15128.pdf 0 https://cdn.asa.co.nz/backend/documents/2015/0... \n",
"2 15205.pdf 0 https://cdn.asa.co.nz/backend/documents/2015/1... \n",
"3 16185.pdf 0 https://cdn.asa.co.nz/backend/documents/2016/0... \n",
"4 16334.pdf 0 https://cdn.asa.co.nz/backend/documents/2016/0... \n",
"... ... ... ... \n",
"4028 18161.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/0... \n",
"4029 18277.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/0... \n",
"4030 18382.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/1... \n",
"4031 21396.pdf 0 https://cdn.asa.co.nz/backend/documents/2021/1... \n",
"4032 22097.pdf 0 https://cdn.asa.co.nz/backend/documents/2022/0... \n",
"\n",
" media ruling \n",
"0 Digital Marketing Not Upheld \n",
"1 Digital Marketing No Grounds to Proceed \n",
"2 Digital Marketing Upheld / Settled \n",
"3 Digital Marketing Upheld / Settled \n",
"4 Digital Marketing No Grounds to Proceed \n",
"... ... ... \n",
"4028 Other No Jurisdiction \n",
"4029 Other Not Upheld \n",
"4030 Other Upheld / Settled \n",
"4031 Other Upheld / Settled \n",
"4032 Other Upheld / Settled \n",
"\n",
"[4033 rows x 9 columns]"
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" <td>Complaint 15/128 eGentics, Kiwi Rewards email ...</td>\n",
" <td>Complainant C. Hayward felt the advertisement ...</td>\n",
" <td>2015-08-25</td>\n",
" <td>15128.pdf</td>\n",
" <td>0</td>\n",
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" <td>Complaint 15/205 Life Energy Designs, Website ...</td>\n",
" <td>Complainant M. Honeychurch said the efficacy o...</td>\n",
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" <td>2016-09-22</td>\n",
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" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2016/0...</td>\n",
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" <td>No Grounds to Proceed</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <th>4028</th>\n",
" <td>1713</td>\n",
" <td>Complaint 18/161 Tilt Renewables Viewing Platf...</td>\n",
" <td>The Complainant was of the view the informati...</td>\n",
" <td>2018-06-18</td>\n",
" <td>18161.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2018/0...</td>\n",
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" <td>No Jurisdiction</td>\n",
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" <th>4029</th>\n",
" <td>1837</td>\n",
" <td>Complaint 18/277 Garage Project Chocolate Beer...</td>\n",
" <td>The Complainant is concerned that the packagin...</td>\n",
" <td>2018-09-25</td>\n",
" <td>18277.pdf</td>\n",
" <td>0</td>\n",
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" <td>Other</td>\n",
" <td>Not Upheld</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4030</th>\n",
" <td>1931</td>\n",
" <td>Complaint 18/382 Lamont Wines, Packaging</td>\n",
" <td>The Complainant was concerned the product name...</td>\n",
" <td>2018-12-04</td>\n",
" <td>18382.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2018/1...</td>\n",
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" <th>4031</th>\n",
" <td>3566</td>\n",
" <td>Complaint 21/396 BurgerFuel, Player of the Day...</td>\n",
" <td>The Complainant was concerned the advertisemen...</td>\n",
" <td>2021-11-23</td>\n",
" <td>21396.pdf</td>\n",
" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2021/1...</td>\n",
" <td>Other</td>\n",
" <td>Upheld / Settled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4032</th>\n",
" <td>3770</td>\n",
" <td>Complaint 22/097 Greenhill Beverages, Greenhil...</td>\n",
" <td>The Complainant was concerned the images on th...</td>\n",
" <td>2022-06-01</td>\n",
" <td>22097.pdf</td>\n",
" <td>0</td>\n",
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" border-left-color: var(--fill-color);\n",
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"</div>\n",
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},
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}
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],
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{
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"data": {
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"No Grounds to Proceed 1909\n",
"Upheld / Settled 1317\n",
"Not Upheld 599\n",
"No Further Action 84\n",
"Withdrawn / Resolved 52\n",
"No Jurisdiction 44\n",
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"Name: ruling, dtype: int64"
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"source": [
"by_product = fetch_faceted(products, \"product\")\n",
"df = df.merge(by_product[[\"id\", \"product\"]], on=\"id\")\n",
"df"
],
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"... ... ... \n",
"4027 1713 Complaint 18/161 Tilt Renewables Viewing Platf... \n",
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"4030 3566 Complaint 21/396 BurgerFuel, Player of the Day... \n",
"4031 3770 Complaint 22/097 Greenhill Beverages, Greenhil... \n",
"\n",
" summary date \\\n",
"0 The Complainant said the advertisement was mis... 2017-10-12 \n",
"1 Complainant C. Hayward felt the advertisement ... 2015-08-25 \n",
"2 Complainant M. Honeychurch said the efficacy o... 2015-11-04 \n",
"3 Complainant H. Topham said the advertisement s... 2016-06-15 \n",
"4 Complainant, S Astonn, said: “Email states 1 i... 2016-09-22 \n",
"... ... ... \n",
"4027 The Complainant was of the view the informati... 2018-06-18 \n",
"4028 The Complainant is concerned that the packagin... 2018-09-25 \n",
"4029 The Complainant was concerned the product name... 2018-12-04 \n",
"4030 The Complainant was concerned the advertisemen... 2021-11-23 \n",
"4031 The Complainant was concerned the images on th... 2022-06-01 \n",
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" filename page url \\\n",
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"4 16334.pdf 0 https://cdn.asa.co.nz/backend/documents/2016/0... \n",
"... ... ... ... \n",
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"4028 18277.pdf 0 https://cdn.asa.co.nz/backend/documents/2018/0... \n",
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"4030 21396.pdf 0 https://cdn.asa.co.nz/backend/documents/2021/1... \n",
"4031 22097.pdf 0 https://cdn.asa.co.nz/backend/documents/2022/0... \n",
"\n",
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"1 Digital Marketing No Grounds to Proceed Entertainment \n",
"2 Digital Marketing Upheld / Settled Therapeutics and Health \n",
"3 Digital Marketing Upheld / Settled Alcohol \n",
"4 Digital Marketing No Grounds to Proceed Finance \n",
"... ... ... ... \n",
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"4028 Other Not Upheld Alcohol \n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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},
"metadata": {},
"execution_count": 225
}
]
},
{
"cell_type": "code",
"source": [
"df[\"product\"].value_counts()"
],
"metadata": {
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"base_uri": "https://localhost:8080/"
},
"id": "AApjlzugx60_",
"outputId": "eaaeecfd-a8fe-4b27-cdec-8ebabd159420"
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"execution_count": 226,
"outputs": [
{
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"data": {
"text/plain": [
"Advocacy 722\n",
"Therapeutics and Health 683\n",
"Household Goods 489\n",
"Food and Beverage 462\n",
"Services 426\n",
"Entertainment 341\n",
"Vehicles / Transportation 212\n",
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"3 3173 Complaint 21/126 Latitude Financial Services,... \n",
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"4424 1132 Complaint 16/432 Read Auckland Website \n",
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" summary date \\\n",
"0 The Complainant was concerned the advertiseme... 2018-12-12 \n",
"1 The Complainant was concerned the advertisemen... 2019-08-16 \n",
"2 The Complainant was concerned the advertisemen... 2019-12-16 \n",
"3 The Complainant was concerned the advertisemen... 2021-04-15 \n",
"4 The Complainant was concerned the advertisemen... 2018-12-07 \n",
"... ... ... \n",
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"4422 Complainant M. Honeychurch said the therapeuti... 2016-11-28 \n",
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{
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"source": [
"by_code = by_code.drop_duplicates(subset=\"id\", keep=\"last\")\n",
"df = df.merge(by_code[[\"id\", \"code\"]], on=\"id\")\n",
"df"
],
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" id title \\\n",
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"... ... ... \n",
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"4004 1931 Complaint 18/382 Lamont Wines, Packaging \n",
"4005 3566 Complaint 21/396 BurgerFuel, Player of the Day... \n",
"4006 3770 Complaint 22/097 Greenhill Beverages, Greenhil... \n",
"\n",
" summary date \\\n",
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"... ... ... \n",
"4002 The Complainant was of the view the informati... 2018-06-18 \n",
"4003 The Complainant is concerned that the packagin... 2018-09-25 \n",
"4004 The Complainant was concerned the product name... 2018-12-04 \n",
"4005 The Complainant was concerned the advertisemen... 2021-11-23 \n",
"4006 The Complainant was concerned the images on th... 2022-06-01 \n",
"\n",
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"... ... ... ... \n",
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"\n",
" media ruling product \\\n",
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"1 Digital Marketing No Grounds to Proceed Entertainment \n",
"2 Digital Marketing Upheld / Settled Therapeutics and Health \n",
"3 Digital Marketing Upheld / Settled Alcohol \n",
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"... ... ... ... \n",
"4002 Other No Jurisdiction Other \n",
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" <td>0</td>\n",
" <td>https://cdn.asa.co.nz/backend/documents/2018/0...</td>\n",
" <td>Other</td>\n",
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" <th>4003</th>\n",
" <td>1837</td>\n",
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"metadata": {},
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}
]
},
{
"cell_type": "code",
"source": [
"df[df.duplicated(subset=[\"summary\", \"filename\"], keep=False)]"
],
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"id": "idIg2eOob17e",
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{
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"2549 759 Complaint 16/363 Ticketmaster NZ, Television \n",
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"3230 2690 Complaint 20/283 Harrisons Energy Solutions Te... \n",
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"2316 Complainant, J. Whitehead, said: “The adverti... 2015-02-10 \n",
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"2550 Complainant, A. Ledger, said: Justin Bieber, ... 2016-11-17 \n",
"3230 The Complainant was concerned about the refere... 2020-07-13 \n",
"3231 The Complainant was concerned about the refere... 2020-07-13 \n",
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"2090 19448.pdf 0 https://cdn.asa.co.nz/backend/documents/2019/0... \n",
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"2180 15329.pdf 0 https://cdn.asa.co.nz/backend/documents/2015/0... \n",
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"3231 20283.pdf 7 https://cdn.asa.co.nz/backend/documents/2020/0... \n",
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" media ruling product \\\n",
"1992 Newspaper Not Upheld Advocacy \n",
"1993 Newspaper Not Upheld Advocacy \n",
"2090 Unaddressed Mail Upheld / Settled Therapeutics and Health \n",
"2091 Unaddressed Mail Upheld / Settled Therapeutics and Health \n",
"2180 Live Television Not Upheld Finance \n",
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"2549 Live Television No Grounds to Proceed Entertainment \n",
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"3230 Live Television No Grounds to Proceed Household Goods \n",
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},
"metadata": {},
"execution_count": 230
}
]
},
{
"cell_type": "code",
"source": [
"df[df.summary.str.contains(\"porn\")]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 675
},
"id": "FtkmYBFo0WXV",
"outputId": "314e1c70-3d33-48f6-f71d-3dab0f00b82c"
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"execution_count": 231,
"outputs": [
{
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" id title \\\n",
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"2549 759 Complaint 16/363 Ticketmaster NZ, Television \n",
"2550 814 Complaint 16/363 Ticketmaster NZ, Television \n",
"2713 1468 Complaint 17/368 Hanes Brands Inc – Berlei Bra... \n",
"3023 2200 Complaint 19/253 Rebel Sport, Television \n",
"3186 2611 Complaint 20/175 Frucor Beverages Ltd, V Energ... \n",
"3187 2658 Complaint 20/177 Department of Internal Affair... \n",
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"2550 Complainant, A. Ledger, said: Justin Bieber, ... 2016-11-17 \n",
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"3023 The Complainant was concerned with the word ‘h... 2019-07-22 \n",
"3186 The Complainant was concerned it was inappropr... 2020-05-11 \n",
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" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-a2b60622-ef9b-4a54-a980-e05c2c9ea92b\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a2b60622-ef9b-4a54-a980-e05c2c9ea92b')\"\n",
" title=\"Suggest charts.\"\n",
" style=\"display:none;\">\n",
"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <g>\n",
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-a2b60622-ef9b-4a54-a980-e05c2c9ea92b button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 231
}
]
},
{
"cell_type": "code",
"source": [
"df.to_csv(\"ASA_decisions.csv\", index=False)"
],
"metadata": {
"id": "ujkjMLlcbmkG"
},
"execution_count": 232,
"outputs": []
}
]
}
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