Time Series Model Using the Craigslist Vehicles Dataset.
Published: 2023-11-01 13:23:32

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Import necessary libraries\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport matplotlib.dates as mdates\n\n# Load the dataset\ndata = pd.read_csv(\"/kaggle/input/craigslist-vehicles/craigslist_vehicles.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:25.404712Z","iopub.execute_input":"2023-10-31T13:55:25.405130Z","iopub.status.idle":"2023-10-31T13:55:50.104317Z","shell.execute_reply.started":"2023-10-31T13:55:25.405096Z","shell.execute_reply":"2023-10-31T13:55:50.103306Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:50.106322Z","iopub.execute_input":"2023-10-31T13:55:50.106852Z","iopub.status.idle":"2023-10-31T13:55:50.146274Z","shell.execute_reply.started":"2023-10-31T13:55:50.106820Z","shell.execute_reply":"2023-10-31T13:55:50.144728Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"   Unnamed: 0          id                                                url  \\\n0      362773  7307679724  https://abilene.craigslist.org/ctd/d/abilene-2...   \n1      362712  7311833696  https://abilene.craigslist.org/ctd/d/abilene-2...   \n2      362722  7311441996  https://abilene.craigslist.org/ctd/d/abilene-2...   \n3      362771  7307680715  https://abilene.craigslist.org/ctd/d/abilene-2...   \n4      362710  7311834578  https://abilene.craigslist.org/ctd/d/abilene-2...   \n\n    region                      region_url  price    year manufacturer  \\\n0  abilene  https://abilene.craigslist.org   4500  2002.0          bmw   \n1  abilene  https://abilene.craigslist.org   4500  2002.0          bmw   \n2  abilene  https://abilene.craigslist.org   4900  2006.0       toyota   \n3  abilene  https://abilene.craigslist.org   6500  2008.0         ford   \n4  abilene  https://abilene.craigslist.org   6500  2008.0         ford   \n\n        model  condition  ...   type paint_color  \\\n0          x5        NaN  ...    NaN         NaN   \n1          x5        NaN  ...    NaN         NaN   \n2       camry  excellent  ...  sedan      silver   \n3  expedition        NaN  ...    NaN         NaN   \n4  expedition        NaN  ...    NaN         NaN   \n\n                                           image_url  \\\n0  https://images.craigslist.org/00m0m_iba78h8ty9...   \n1  https://images.craigslist.org/00m0m_iba78h8ty9...   \n2  https://images.craigslist.org/00808_5FkOw2aGjA...   \n3  https://images.craigslist.org/00M0M_i9CoFvVq8o...   \n4  https://images.craigslist.org/00M0M_i9CoFvVq8o...   \n\n                                         description county state        lat  \\\n0  $4,500 Cash  2002 BMW X5  8 cylinder 4.4L moto...    NaN    tx  32.401556   \n1  $4,500 Cash  2002 BMW X5  8 cylinder 4.4L moto...    NaN    tx  32.401556   \n2  2006 TOYOTA CAMRY LE Sedan   Ready To Upgrade ...    NaN    tx  32.453848   \n3  $6500.00 2008 Ford Expedition  8 cylinder 5.4L...    NaN    tx  32.401556   \n4  $6500.00 2008 Ford Expedition  8 cylinder 5.4L...    NaN    tx  32.401556   \n\n        long               posting_date               removal_date  \n0 -99.884713  2021-04-16 00:00:00+00:00  2021-05-02 00:00:00+00:00  \n1 -99.884713  2021-04-24 00:00:00+00:00  2021-04-28 00:00:00+00:00  \n2 -99.787900  2021-04-23 00:00:00+00:00  2021-05-25 00:00:00+00:00  \n3 -99.884713  2021-04-16 00:00:00+00:00  2021-04-26 00:00:00+00:00  \n4 -99.884713  2021-04-24 00:00:00+00:00  2021-05-12 00:00:00+00:00  \n\n[5 rows x 28 columns]","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>Unnamed: 0</th>\n      <th>id</th>\n      <th>url</th>\n      <th>region</th>\n      <th>region_url</th>\n      <th>price</th>\n      <th>year</th>\n      <th>manufacturer</th>\n      <th>model</th>\n      <th>condition</th>\n      <th>...</th>\n      <th>type</th>\n      <th>paint_color</th>\n      <th>image_url</th>\n      <th>description</th>\n      <th>county</th>\n      <th>state</th>\n      <th>lat</th>\n      <th>long</th>\n      <th>posting_date</th>\n      <th>removal_date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>362773</td>\n      <td>7307679724</td>\n      <td>https://abilene.craigslist.org/ctd/d/abilene-2...</td>\n      <td>abilene</td>\n      <td>https://abilene.craigslist.org</td>\n      <td>4500</td>\n      <td>2002.0</td>\n      <td>bmw</td>\n      <td>x5</td>\n      <td>NaN</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>https://images.craigslist.org/00m0m_iba78h8ty9...</td>\n      <td>$4,500 Cash  2002 BMW X5  8 cylinder 4.4L moto...</td>\n      <td>NaN</td>\n      <td>tx</td>\n      <td>32.401556</td>\n      <td>-99.884713</td>\n      <td>2021-04-16 00:00:00+00:00</td>\n      <td>2021-05-02 00:00:00+00:00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>362712</td>\n      <td>7311833696</td>\n      <td>https://abilene.craigslist.org/ctd/d/abilene-2...</td>\n      <td>abilene</td>\n      <td>https://abilene.craigslist.org</td>\n      <td>4500</td>\n      <td>2002.0</td>\n      <td>bmw</td>\n      <td>x5</td>\n      <td>NaN</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>https://images.craigslist.org/00m0m_iba78h8ty9...</td>\n      <td>$4,500 Cash  2002 BMW X5  8 cylinder 4.4L moto...</td>\n      <td>NaN</td>\n      <td>tx</td>\n      <td>32.401556</td>\n      <td>-99.884713</td>\n      <td>2021-04-24 00:00:00+00:00</td>\n      <td>2021-04-28 00:00:00+00:00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>362722</td>\n      <td>7311441996</td>\n      <td>https://abilene.craigslist.org/ctd/d/abilene-2...</td>\n      <td>abilene</td>\n      <td>https://abilene.craigslist.org</td>\n      <td>4900</td>\n      <td>2006.0</td>\n      <td>toyota</td>\n      <td>camry</td>\n      <td>excellent</td>\n      <td>...</td>\n      <td>sedan</td>\n      <td>silver</td>\n      <td>https://images.craigslist.org/00808_5FkOw2aGjA...</td>\n      <td>2006 TOYOTA CAMRY LE Sedan   Ready To Upgrade ...</td>\n      <td>NaN</td>\n      <td>tx</td>\n      <td>32.453848</td>\n      <td>-99.787900</td>\n      <td>2021-04-23 00:00:00+00:00</td>\n      <td>2021-05-25 00:00:00+00:00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>362771</td>\n      <td>7307680715</td>\n      <td>https://abilene.craigslist.org/ctd/d/abilene-2...</td>\n      <td>abilene</td>\n      <td>https://abilene.craigslist.org</td>\n      <td>6500</td>\n      <td>2008.0</td>\n      <td>ford</td>\n      <td>expedition</td>\n      <td>NaN</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>https://images.craigslist.org/00M0M_i9CoFvVq8o...</td>\n      <td>$6500.00 2008 Ford Expedition  8 cylinder 5.4L...</td>\n      <td>NaN</td>\n      <td>tx</td>\n      <td>32.401556</td>\n      <td>-99.884713</td>\n      <td>2021-04-16 00:00:00+00:00</td>\n      <td>2021-04-26 00:00:00+00:00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>362710</td>\n      <td>7311834578</td>\n      <td>https://abilene.craigslist.org/ctd/d/abilene-2...</td>\n      <td>abilene</td>\n      <td>https://abilene.craigslist.org</td>\n      <td>6500</td>\n      <td>2008.0</td>\n      <td>ford</td>\n      <td>expedition</td>\n      <td>NaN</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>https://images.craigslist.org/00M0M_i9CoFvVq8o...</td>\n      <td>$6500.00 2008 Ford Expedition  8 cylinder 5.4L...</td>\n      <td>NaN</td>\n      <td>tx</td>\n      <td>32.401556</td>\n      <td>-99.884713</td>\n      <td>2021-04-24 00:00:00+00:00</td>\n      <td>2021-05-12 00:00:00+00:00</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 28 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Step 1: Address missing values\n# Fill numerical columns with the median\nnumerical_columns = data.select_dtypes(include='number')\ndata[numerical_columns.columns] = data[numerical_columns.columns].fillna(data[numerical_columns.columns].median())","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:50.147767Z","iopub.execute_input":"2023-10-31T13:55:50.148128Z","iopub.status.idle":"2023-10-31T13:55:50.250530Z","shell.execute_reply.started":"2023-10-31T13:55:50.148096Z","shell.execute_reply":"2023-10-31T13:55:50.249460Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"# Fill categorical columns with the mode\ncategorical_columns = data.select_dtypes(exclude='number')\ndata[categorical_columns.columns] = data[categorical_columns.columns].fillna(data[categorical_columns.columns].mode().iloc[0])","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:50.251935Z","iopub.execute_input":"2023-10-31T13:55:50.252290Z","iopub.status.idle":"2023-10-31T13:55:57.686459Z","shell.execute_reply.started":"2023-10-31T13:55:50.252259Z","shell.execute_reply":"2023-10-31T13:55:57.685221Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"# Step 2: Convert 'posting_date' to datetime data type\ndata['posting_date'] = pd.to_datetime(data['posting_date'])","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:57.690114Z","iopub.execute_input":"2023-10-31T13:55:57.690587Z","iopub.status.idle":"2023-10-31T13:55:57.800235Z","shell.execute_reply.started":"2023-10-31T13:55:57.690545Z","shell.execute_reply":"2023-10-31T13:55:57.799173Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"# Step 3: Set 'posting_date' as the index\ndata.set_index('posting_date', inplace=True)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:57.801679Z","iopub.execute_input":"2023-10-31T13:55:57.802098Z","iopub.status.idle":"2023-10-31T13:55:57.808213Z","shell.execute_reply.started":"2023-10-31T13:55:57.802057Z","shell.execute_reply":"2023-10-31T13:55:57.807078Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"# Step 4: Explore the data\n# Visualize temporal patterns over time (e.g., daily counts)\ndaily_counts = data.resample('D').size()  # Resample data to daily frequency\ndaily_counts.plot(figsize=(12, 6))\nplt.title('Daily Posting Counts')\nplt.xlabel('Date')\nplt.ylabel('Number of Postings')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-10-31T13:55:58.671980Z","iopub.execute_input":"2023-10-31T13:55:58.672456Z","iopub.status.idle":"2023-10-31T13:56:00.178387Z","shell.execute_reply.started":"2023-10-31T13:55:58.672425Z","shell.execute_reply":"2023-10-31T13:56:00.177270Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Step 5: Build a time-series chart\n# Resample the data on a daily frequency and calculate the daily average price\ndaily_average_price = data['price'].resample('D').mean()\n\n# Plot the daily average price\nplt.figure(figsize=(12, 6))\ndaily_average_price.plot()\nplt.title('Daily Average Vehicle Prices')\nplt.xlabel('Date')\nplt.ylabel('Average Price')\nplt.grid(True)\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-10-31T14:00:19.817673Z","iopub.execute_input":"2023-10-31T14:00:19.818979Z","iopub.status.idle":"2023-10-31T14:00:20.288345Z","shell.execute_reply.started":"2023-10-31T14:00:19.818936Z","shell.execute_reply":"2023-10-31T14:00:20.287247Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}