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3161 lines
77 KiB
3161 lines
77 KiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"end_time": "2021-03-28T22:03:54.697539",
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"exception": false,
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"start_time": "2021-03-28T22:03:54.691172",
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"status": "completed"
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},
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"tags": []
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},
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"source": [
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"### Update\n",
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"\n",
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"Now it's fast thanks to [@higepon](https://www.kaggle.com/higepon) and [@romainfabre](https://www.kaggle.com/romainfabre) !\n",
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"\n",
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"\n",
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"### Description\n",
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"This is an example of making one dataframe to feed into one model.\n",
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"The result is [here](https://www.kaggle.com/kokitanisaka/indoorunifiedwifids).\n",
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"\n",
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"This code is super slow, if you know how to make it faster, please let me know.\n",
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"\n",
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"The created dataset is here.<br>\n",
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"https://www.kaggle.com/kokitanisaka/indoorunifiedwifids\n",
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"\n",
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"The oridinal dataset is here.<br>\n",
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"https://www.kaggle.com/hiro5299834/indoor-navigation-and-location-wifi-features"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
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"_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
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"execution": {
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"iopub.execute_input": "2021-03-28T22:03:54.714074Z",
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},
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"end_time": "2021-03-28T22:03:54.723958",
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"start_time": "2021-03-28T22:03:54.703050",
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"status": "completed"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import glob\n",
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"import os\n",
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"\n",
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"import multiprocessing\n",
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"from multiprocessing import Pool\n",
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"\n",
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"num_cores = multiprocessing.cpu_count()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"execution": {
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"iopub.execute_input": "2021-03-28T22:03:54.738493Z",
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"shell.execute_reply": "2021-03-28T22:03:54.741443Z"
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},
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"papermill": {
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"duration": 0.01159,
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"end_time": "2021-03-28T22:03:54.741602",
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"exception": false,
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"start_time": "2021-03-28T22:03:54.730012",
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"status": "completed"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"ITEMS_TO_TAKE = 100"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"execution": {
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"iopub.execute_input": "2021-03-28T22:03:54.755409Z",
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"status": "completed"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"base_path = '..'\n",
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"feature_dir = f\"{base_path}/input/indoor-navigation-and-location-wifi-features\"\n",
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"train_files = sorted(glob.glob(os.path.join(feature_dir, '*_train.csv')))\n",
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"test_files = sorted(glob.glob(os.path.join(feature_dir, '*_test.csv')))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"execution": {
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"iopub.execute_input": "2021-03-28T22:03:54.804971Z",
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"status": "completed"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
|
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"def generate_training_data(train_file):\n",
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" train = pd.read_csv(train_file)\n",
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"\n",
|
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" file_name = train_file.split('/')[-1]\n",
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"\n",
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" num_of_lines = train.shape[0]\n",
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" print(f'{file_name} : {num_of_lines}')\n",
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"\n",
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" data = []\n",
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" for i in range(num_of_lines):\n",
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" if i % 100 == 0:\n",
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" print(f'current:{i}')\n",
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"\n",
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" tmp = train.iloc[i,1:-4].astype(int).sort_values(ascending=False).head(ITEMS_TO_TAKE)\n",
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" target = train.iloc[i,-4:]\n",
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" line = [*tmp.index.astype(str), *tmp.values, *target]\n",
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" data.append(line)\n",
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" data = pd.DataFrame(data)\n",
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" data.columns = [f'bssid_{str(i)}' for i in range(ITEMS_TO_TAKE)] + [f'rssi_{str(i)}' for i in range(ITEMS_TO_TAKE)] + ['x','y','floor','path']\n",
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" data.to_csv(f'../input/indoor-unified-wifi-ds/{file_name}', index=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"_kg_hide-output": true,
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"execution": {
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"status": "completed"
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"tags": []
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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]
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}
|
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],
|
|
"source": [
|
|
"with Pool(num_cores) as pool:\n",
|
|
" pool.map(generate_training_data, [t for t in train_files]) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2021-03-28T22:20:56.491136Z",
|
|
"iopub.status.busy": "2021-03-28T22:20:56.490235Z",
|
|
"iopub.status.idle": "2021-03-28T22:20:56.493395Z",
|
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"shell.execute_reply": "2021-03-28T22:20:56.492857Z"
|
|
},
|
|
"papermill": {
|
|
"duration": 0.74664,
|
|
"end_time": "2021-03-28T22:20:56.493552",
|
|
"exception": false,
|
|
"start_time": "2021-03-28T22:20:55.746912",
|
|
"status": "completed"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def generate_test_data(test_file):\n",
|
|
" train = pd.read_csv(test_file)\n",
|
|
"\n",
|
|
" file_name = test_file.split('/')[-1]\n",
|
|
"\n",
|
|
" num_of_lines = train.shape[0]\n",
|
|
" print(f'{file_name} : {num_of_lines}')\n",
|
|
"\n",
|
|
" data = []\n",
|
|
" for i in range(num_of_lines):\n",
|
|
" if i % 100 == 0:\n",
|
|
" print(f'current:{i}')\n",
|
|
"\n",
|
|
" tmp = train.iloc[i,1:-4].astype(int).sort_values(ascending=False).head(ITEMS_TO_TAKE)\n",
|
|
" target = train.iloc[i, [-1]]\n",
|
|
"\n",
|
|
" line = [*tmp.index.astype(str), *tmp.values, *target]\n",
|
|
" data.append(line)\n",
|
|
" data = pd.DataFrame(data)\n",
|
|
" data.columns = [f'bssid_{str(i)}' for i in range(ITEMS_TO_TAKE)] + [f'rssi_{str(i)}' for i in range(ITEMS_TO_TAKE)] + ['site_path_timestamp']\n",
|
|
" data.to_csv(f'../input/indoor-unified-wifi-ds/{file_name}', index=False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"_kg_hide-output": true,
|
|
"execution": {
|
|
"iopub.execute_input": "2021-03-28T22:20:57.967059Z",
|
|
"iopub.status.busy": "2021-03-28T22:20:57.966307Z",
|
|
"iopub.status.idle": "2021-03-28T22:21:32.297505Z",
|
|
"shell.execute_reply": "2021-03-28T22:21:32.296929Z"
|
|
},
|
|
"papermill": {
|
|
"duration": 35.065184,
|
|
"end_time": "2021-03-28T22:21:32.297656",
|
|
"exception": false,
|
|
"start_time": "2021-03-28T22:20:57.232472",
|
|
"status": "completed"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"5dc8cea7659e181adb076a3f_test.csv : 648\n",
|
|
"current:0\n",
|
|
"current:100\n",
|
|
"current:200\n",
|
|
"current:300\n",
|
|
"current:400\n",
|
|
"current:500\n",
|
|
"current:600\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"with Pool(num_cores) as pool:\n",
|
|
" pool.map(generate_test_data, [t for t in test_files]) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# import pickle\n",
|
|
"# feature_dir = f\"../input/indoor-unified-wifi-ds\"\n",
|
|
"# with open(f'{feature_dir}/train_all.pkl', 'rb') as f:\n",
|
|
"# data = pickle.load( f)\n",
|
|
"\n",
|
|
"# with open(f'{feature_dir}/test_all.pkl', 'rb') as f:\n",
|
|
"# test_data = pickle.load(f)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os\n",
|
|
"\n",
|
|
"feature_dir = f\"../input/indoor-unified-wifi-ds\"\n",
|
|
"train_files = sorted(glob.glob(os.path.join(feature_dir, '*_train.csv')))\n",
|
|
"test_files = sorted(glob.glob(os.path.join(feature_dir, '*_test.csv')))\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"trainpd = []\n",
|
|
"for xx in train_files:\n",
|
|
" tmp = pd.read_csv(xx)\n",
|
|
" tmp['site_id'] = xx.split('/')[-1].split('_')[0]\n",
|
|
" trainpd.append(tmp)\n",
|
|
"trainpd = pd.concat(trainpd).reset_index(drop=True)\n",
|
|
"\n",
|
|
"testpd = []\n",
|
|
"for xx in test_files:\n",
|
|
" tmp = pd.read_csv(xx)\n",
|
|
" tmp['site_id'] = xx.split('/')[-1].split('_')[0]\n",
|
|
" testpd.append(tmp)\n",
|
|
"testpd = pd.concat(testpd).reset_index(drop=True)\n",
|
|
"sub = pd.read_csv('../input/indoor-location-navigation/sample_submission.csv')\n",
|
|
"testpd['site_path_timestamp'] = sub['site_path_timestamp'].copy()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open(f'{feature_dir}/train_all.pkl', 'wb') as f:\n",
|
|
" pickle.dump(trainpd,f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open(f'{feature_dir}/test_all.pkl', 'wb') as f:\n",
|
|
" pickle.dump(testpd,f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(10133, 201)"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"testpd.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.3"
|
|
},
|
|
"papermill": {
|
|
"default_parameters": {},
|
|
"duration": 1064.420824,
|
|
"end_time": "2021-03-28T22:21:33.581724",
|
|
"environment_variables": {},
|
|
"exception": null,
|
|
"input_path": "__notebook__.ipynb",
|
|
"output_path": "__notebook__.ipynb",
|
|
"parameters": {},
|
|
"start_time": "2021-03-28T22:03:49.160900",
|
|
"version": "2.2.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|