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IdealRMT-DecisionTrees/sanity_check/data_visualization.ipynb
2025-06-11 20:38:37 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "6741d9c2",
"metadata": {},
"source": [
"# IoT Traffic Diversity Notebook\n",
"\n",
"Point `DATA_DIR` at the folder that contains your perday CSVs.\n",
"The notebook will\n",
"\n",
"1. Load every CSV (optionally recursive)\n",
"2. Build cumulative statistics as each file is added\n",
"3. Show how diversity (unique `(src,dst)` pairs, classifications, protocols)\n",
" grows with more days of traffic\n",
"4. Plot helpful bar/line charts\n",
"\n",
"Run the cells in order or execute the whole notebook."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2ce04e2d",
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from itertools import accumulate\n",
"\n",
"DATA_DIR = Path(\"../data/processed\") # <- change if your location is different\n",
"RECURSIVE = True # set False if flat directory"
]
},
{
"cell_type": "markdown",
"id": "afc490a3",
"metadata": {},
"source": [
"#### 1  Collect all CSV files"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "13a6b6ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 9 CSV files\n"
]
}
],
"source": [
"pattern = \"**/*.csv\" if RECURSIVE else \"*.csv\"\n",
"csv_files = sorted(DATA_DIR.glob(pattern))\n",
"print(f\"Found {len(csv_files)} CSV files\")"
]
},
{
"cell_type": "markdown",
"id": "c0bcbcc7",
"metadata": {},
"source": [
"#### 2  Load each file and compute perfile stats"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "774b8037",
"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>file</th>\n",
" <th>packets</th>\n",
" <th>unique_pairs</th>\n",
" <th>unique_class</th>\n",
" <th>unique_proto</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16-09-23\\16-09-23.csv</td>\n",
" <td>947072</td>\n",
" <td>27824</td>\n",
" <td>18</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>16-09-24\\16-09-24.csv</td>\n",
" <td>799235</td>\n",
" <td>18587</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>16-09-25\\16-09-25.csv</td>\n",
" <td>537650</td>\n",
" <td>16359</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16-09-26\\16-09-26.csv</td>\n",
" <td>573848</td>\n",
" <td>19850</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>16-09-27\\16-09-27.csv</td>\n",
" <td>527035</td>\n",
" <td>14889</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>16-09-28\\16-09-28.csv</td>\n",
" <td>2019000</td>\n",
" <td>180877</td>\n",
" <td>21</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>16-09-29\\16-09-29.csv</td>\n",
" <td>738906</td>\n",
" <td>29700</td>\n",
" <td>20</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>16-09-30\\16-09-30.csv</td>\n",
" <td>802226</td>\n",
" <td>25366</td>\n",
" <td>20</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>16-10-01\\16-10-01.csv</td>\n",
" <td>736136</td>\n",
" <td>30733</td>\n",
" <td>20</td>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" file packets unique_pairs unique_class unique_proto\n",
"0 16-09-23\\16-09-23.csv 947072 27824 18 7\n",
"1 16-09-24\\16-09-24.csv 799235 18587 17 5\n",
"2 16-09-25\\16-09-25.csv 537650 16359 17 5\n",
"3 16-09-26\\16-09-26.csv 573848 19850 17 5\n",
"4 16-09-27\\16-09-27.csv 527035 14889 17 5\n",
"5 16-09-28\\16-09-28.csv 2019000 180877 21 6\n",
"6 16-09-29\\16-09-29.csv 738906 29700 20 6\n",
"7 16-09-30\\16-09-30.csv 802226 25366 20 5\n",
"8 16-10-01\\16-10-01.csv 736136 30733 20 5"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"per_file_stats = []\n",
"for f in csv_files:\n",
" df = pd.read_csv(f)\n",
" stats = {\n",
" \"file\": f.relative_to(DATA_DIR),\n",
" \"packets\": len(df),\n",
" \"unique_pairs\": df[[\"src\", \"dst\"]].drop_duplicates().shape[0],\n",
" \"unique_class\": df[\"classfication\"].nunique(),\n",
" \"unique_proto\": df[\"protocl\"].nunique(),\n",
" }\n",
" per_file_stats.append(stats)\n",
"\n",
"stats_df = pd.DataFrame(per_file_stats)\n",
"stats_df"
]
},
{
"cell_type": "markdown",
"id": "6e2f635d",
"metadata": {},
"source": [
"#### 3  Cumulative diversity growth"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "534244fe",
"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>file</th>\n",
" <th>packets</th>\n",
" <th>unique_pairs</th>\n",
" <th>unique_class</th>\n",
" <th>unique_proto</th>\n",
" <th>cum_packets</th>\n",
" <th>cum_pairs</th>\n",
" <th>cum_class</th>\n",
" <th>cum_proto</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16-09-23\\16-09-23.csv</td>\n",
" <td>947072</td>\n",
" <td>27824</td>\n",
" <td>18</td>\n",
" <td>7</td>\n",
" <td>947072</td>\n",
" <td>27824</td>\n",
" <td>18</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>16-09-24\\16-09-24.csv</td>\n",
" <td>799235</td>\n",
" <td>18587</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" <td>1746307</td>\n",
" <td>46411</td>\n",
" <td>35</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>16-09-25\\16-09-25.csv</td>\n",
" <td>537650</td>\n",
" <td>16359</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" <td>2283957</td>\n",
" <td>62770</td>\n",
" <td>52</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16-09-26\\16-09-26.csv</td>\n",
" <td>573848</td>\n",
" <td>19850</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" <td>2857805</td>\n",
" <td>82620</td>\n",
" <td>69</td>\n",
" <td>22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>16-09-27\\16-09-27.csv</td>\n",
" <td>527035</td>\n",
" <td>14889</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" <td>3384840</td>\n",
" <td>97509</td>\n",
" <td>86</td>\n",
" <td>27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>16-09-28\\16-09-28.csv</td>\n",
" <td>2019000</td>\n",
" <td>180877</td>\n",
" <td>21</td>\n",
" <td>6</td>\n",
" <td>5403840</td>\n",
" <td>278386</td>\n",
" <td>107</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>16-09-29\\16-09-29.csv</td>\n",
" <td>738906</td>\n",
" <td>29700</td>\n",
" <td>20</td>\n",
" <td>6</td>\n",
" <td>6142746</td>\n",
" <td>308086</td>\n",
" <td>127</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>16-09-30\\16-09-30.csv</td>\n",
" <td>802226</td>\n",
" <td>25366</td>\n",
" <td>20</td>\n",
" <td>5</td>\n",
" <td>6944972</td>\n",
" <td>333452</td>\n",
" <td>147</td>\n",
" <td>44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>16-10-01\\16-10-01.csv</td>\n",
" <td>736136</td>\n",
" <td>30733</td>\n",
" <td>20</td>\n",
" <td>5</td>\n",
" <td>7681108</td>\n",
" <td>364185</td>\n",
" <td>167</td>\n",
" <td>49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" file packets unique_pairs unique_class unique_proto \\\n",
"0 16-09-23\\16-09-23.csv 947072 27824 18 7 \n",
"1 16-09-24\\16-09-24.csv 799235 18587 17 5 \n",
"2 16-09-25\\16-09-25.csv 537650 16359 17 5 \n",
"3 16-09-26\\16-09-26.csv 573848 19850 17 5 \n",
"4 16-09-27\\16-09-27.csv 527035 14889 17 5 \n",
"5 16-09-28\\16-09-28.csv 2019000 180877 21 6 \n",
"6 16-09-29\\16-09-29.csv 738906 29700 20 6 \n",
"7 16-09-30\\16-09-30.csv 802226 25366 20 5 \n",
"8 16-10-01\\16-10-01.csv 736136 30733 20 5 \n",
"\n",
" cum_packets cum_pairs cum_class cum_proto \n",
"0 947072 27824 18 7 \n",
"1 1746307 46411 35 12 \n",
"2 2283957 62770 52 17 \n",
"3 2857805 82620 69 22 \n",
"4 3384840 97509 86 27 \n",
"5 5403840 278386 107 33 \n",
"6 6142746 308086 127 39 \n",
"7 6944972 333452 147 44 \n",
"8 7681108 364185 167 49 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats_df[\"cum_packets\"] = list(accumulate(stats_df[\"packets\"]))\n",
"stats_df[\"cum_pairs\"] = list(accumulate(stats_df[\"unique_pairs\"]))\n",
"stats_df[\"cum_class\"] = list(accumulate(stats_df[\"unique_class\"]))\n",
"stats_df[\"cum_proto\"] = list(accumulate(stats_df[\"unique_proto\"]))\n",
"stats_df"
]
},
{
"cell_type": "markdown",
"id": "c3022457",
"metadata": {},
"source": [
"#### 4  Plots"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "53dec127",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(stats_df.index + 1, stats_df[\"cum_pairs\"])\n",
"plt.xlabel(\"Files processed\")\n",
"plt.ylabel(\"Cumulative unique (src,dst) pairs\")\n",
"plt.title(\"Diversity growth: address pairs\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "49a6b2be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.bar(stats_df.index + 1, stats_df[\"packets\"], label=\"packets/day\")\n",
"plt.plot(stats_df.index + 1, stats_df[\"cum_packets\"], marker=\"o\", label=\"cumulative\")\n",
"plt.xlabel(\"Files processed\")\n",
"plt.ylabel(\"Packets\")\n",
"plt.title(\"Packet volume per day vs cumulative\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "851f4bd1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded 7,681,108 packets from 9 files\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x14ec67d9a90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pathlib import Path\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"CSV_ROOT = Path(\"../data/processed\")\n",
"dfs = []\n",
"\n",
"for csv in sorted(CSV_ROOT.rglob(\"*.csv\")):\n",
" df = pd.read_csv(\n",
" csv,\n",
" dtype={\"protocl\": \"uint16\", \"src\": \"uint16\", \"dst\": \"uint16\",\n",
" \"classfication\": \"category\"},\n",
" engine=\"pyarrow\" # fast if available; falls back otherwise\n",
" )\n",
" df.rename(columns={\"protocl\": \"protocol\",\n",
" \"classfication\": \"classification\"}, inplace=True)\n",
" df[\"source\"] = csv.relative_to(CSV_ROOT).as_posix() # tag the rows\n",
" dfs.append(df)\n",
"\n",
"df_all = pd.concat(dfs, ignore_index=True)\n",
"print(f\"Loaded {len(df_all):,} packets from {len(dfs)} files\")\n",
"\n",
"# %% Build a consistent colour map -------------------------------------------\n",
"df_all = pd.concat(dfs, ignore_index=True)\n",
"\n",
"# make sure it's categorical\n",
"df_all[\"classification\"] = df_all[\"classification\"].astype(\"category\")\n",
"\n",
"classes = df_all[\"classification\"].cat.categories\n",
"\n",
"cmap = {c: plt.cm.tab20(i) for i, c in enumerate(classes)}\n",
"\n",
"# %% One figure per CSV -------------------------------------------------------\n",
"n = len(dfs)\n",
"cols = 3 # plots per row\n",
"rows = (n + cols - 1) // cols\n",
"fig, axes = plt.subplots(rows, cols,\n",
" figsize=(cols * 4, rows * 4),\n",
" sharex=True, sharey=True)\n",
"axes = axes.flatten()\n",
"\n",
"for ax, (csv, df) in zip(axes, zip(sorted(CSV_ROOT.rglob(\"*.csv\")), dfs)):\n",
" # sample up to 200 k rows for speed\n",
" df_plot = df if len(df) <= 200_000 else df.sample(200_000, random_state=0)\n",
"\n",
" for c in classes:\n",
" sub = df_plot[df_plot[\"classification\"] == c]\n",
" ax.scatter(sub[\"src\"], sub[\"dst\"],\n",
" s=4, alpha=0.25, color=cmap[c])\n",
"\n",
" ax.set_title(csv.stem, fontsize=9)\n",
" ax.set_xlim(0, 65535); ax.set_ylim(0, 65535)\n",
" ax.set_xlabel(\"src\"); ax.set_ylabel(\"dst\")\n",
"\n",
"\n",
"# hide empty axes if any\n",
"for ax in axes[n:]:\n",
" ax.axis(\"off\")\n",
"\n",
"fig.suptitle(\"Port-to-Port Traffic per CSV\")\n",
"fig.tight_layout()\n",
"plt.legend(classes, loc=\"upper right\", markerscale=4, fontsize=8,\n",
" frameon=False, bbox_to_anchor=(1.2, 1.0))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "cs216",
"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": "3.13.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}