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     "start_time": "2024-11-05T16:07:15.067921Z"
    }
   },
   "source": [
    "from datetime import datetime\n",
    "import sqlite3\n",
    "\n",
    "import plotly.graph_objects as go\n",
    "import pandas as pd"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-05T16:07:50.716467Z",
     "start_time": "2024-11-05T16:07:15.529909Z"
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   "outputs": [],
   "execution_count": 2
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    "query = '''\n",
    "SELECT timestamp, filament_variant_id, available, region\n",
    "    FROM availability\n",
    "    LEFT JOIN measurements ON availability.measurement_id = measurements.id\n",
    "    LEFT JOIN filament_variants ON availability.filament_variant_id = filament_variants.id\n",
    "    LEFT JOIN filaments ON filament_variants.filament_id = filaments.id\n",
    "'''\n",
    "df = pd.read_sql(query, conn)\n",
    "\n",
    "all_timestamps = list(df['timestamp'].dropna().unique())\n",
    "all_regions = list(df['region'].dropna().unique())\n",
    "\n",
    "available = {region: [] for region in all_regions}\n",
    "not_available = {region: [] for region in all_regions}\n",
    "\n",
    "for timestamp in all_timestamps:\n",
    "    values = df.query(f'timestamp <= {timestamp}').drop(columns=['timestamp']).drop_duplicates(keep='last', subset=['filament_variant_id', 'region'])\n",
    "    \n",
    "    for region in all_regions:\n",
    "        available[region].append(len(values.query(f'(available == 1) and (region == \"{region}\")')))\n",
    "        not_available[region].append(len(values.query(f'(available == 0) and (region == \"{region}\")')))\n",
    "\n",
    "fig = go.Figure()\n",
    "for region in all_regions:\n",
    "    timestamp_datetime = [datetime.fromtimestamp(timestamp) for timestamp in all_timestamps]\n",
    "    ratios = []\n",
    "    ratio_texts = []\n",
    "    for i in range(len(available[region])):\n",
    "        ratios.append(round((available[region][i] / (available[region][i] + not_available[region][i])) * 100, 2))\n",
    "        ratio_texts.append(f'({available[region][i]} / {available[region][i] + not_available[region][i]})')\n",
    "        \n",
    "    fig.add_trace(go.Scatter(x=timestamp_datetime, y=ratios, text=ratio_texts, mode='lines', name=region.upper()))\n",
    "fig.update_layout(title='Availability', xaxis_title='Time', yaxis_title='Availability in %', yaxis_range=[0, 100], yaxis_ticksuffix = '%', hovermode='x unified')\n",
    "fig.show()"
   ],
   "id": "28dd4fe644bc6a1d",
   "outputs": [],
   "execution_count": null
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     "start_time": "2024-11-05T16:15:04.040184Z"
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   ],
   "execution_count": 6,
   "source": [
    "query = '''\n",
    "SELECT timestamp, price, filament_variant_id, region\n",
    "    FROM prices\n",
    "    LEFT JOIN measurements ON prices.measurement_id = measurements.id\n",
    "    LEFT JOIN filament_variants ON prices.filament_variant_id = filament_variants.id\n",
    "    LEFT JOIN filaments ON filament_variants.filament_id = filaments.id\n",
    "'''\n",
    "df = pd.read_sql(query, conn)\n",
    "\n",
    "# average price changes\n",
    "fig = go.Figure()\n",
    "for region in list(df['region'].dropna().unique()):\n",
    "    changed = 0\n",
    "    unchanged = 0\n",
    "    price_changes = []\n",
    "    \n",
    "    for _, rows in df.query(f'(price > 0) and (region == \"{region}\")').groupby('filament_variant_id'):\n",
    "        if len(rows) == 1:\n",
    "            unchanged += 1\n",
    "            continue\n",
    "        else:\n",
    "            changed += 1\n",
    "            \n",
    "        last_price = rows.iloc[0].iloc[1]\n",
    "        first_price = rows.iloc[-1].iloc[1]\n",
    "        \n",
    "        price_changes.append((last_price - first_price) / first_price * 100)\n",
    "        \n",
    "    price_changes_percent = sum(price_changes) / len(price_changes)\n",
    "    fig.add_trace(go.Bar(name=region, text=f'{price_changes_percent:.2f}%', x=[region], y=[price_changes_percent]))\n",
    "fig.update_layout(title='Average price changes', xaxis_title='Region', yaxis_title='Average price changes in %', yaxis_range=[0, 100])\n",
    "fig.show()"
   ],
   "id": "820c18682316ff52"
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