add python snipet for zonewise filtering

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.csv filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,4 @@
+venv
+.venv
+.vscode
+__pycache__/

environment.yml

@@ -0,0 +1,197 @@
+name: smartbuilding
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - aiofiles=23.2.1=pyhd8ed1ab_0
+  - altair=5.2.0=pyhd8ed1ab_0
+  - annotated-types=0.6.0=pyhd8ed1ab_0
+  - anyio=3.7.1=pyhd8ed1ab_0
+  - aom=3.8.1=h63175ca_0
+  - asttokens=2.4.1=pyhd8ed1ab_0
+  - attrs=23.2.0=pyh71513ae_0
+  - brotli=1.1.0=hcfcfb64_1
+  - brotli-bin=1.1.0=hcfcfb64_1
+  - brotli-python=1.1.0=py311h12c1d0e_1
+  - bzip2=1.0.8=hcfcfb64_5
+  - ca-certificates=2024.2.2=h56e8100_0
+  - cairo=1.18.0=h1fef639_0
+  - certifi=2024.2.2=pyhd8ed1ab_0
+  - charset-normalizer=3.3.2=pyhd8ed1ab_0
+  - click=8.1.7=win_pyh7428d3b_0
+  - colorama=0.4.6=pyhd8ed1ab_0
+  - comm=0.2.1=pyhd8ed1ab_0
+  - contourpy=1.2.0=py311h005e61a_0
+  - cycler=0.12.1=pyhd8ed1ab_0
+  - dav1d=1.2.1=hcfcfb64_0
+  - debugpy=1.8.1=py311h12c1d0e_0
+  - decorator=5.1.1=pyhd8ed1ab_0
+  - exceptiongroup=1.2.0=pyhd8ed1ab_2
+  - executing=2.0.1=pyhd8ed1ab_0
+  - expat=2.5.0=h63175ca_1
+  - fastapi=0.110.0=pyhd8ed1ab_0
+  - ffmpeg=6.1.1=gpl_hb766fab_104
+  - ffmpy=0.3.0=pyhb6f538c_0
+  - filelock=3.13.1=pyhd8ed1ab_0
+  - font-ttf-dejavu-sans-mono=2.37=hab24e00_0
+  - font-ttf-inconsolata=3.000=h77eed37_0
+  - font-ttf-source-code-pro=2.038=h77eed37_0
+  - font-ttf-ubuntu=0.83=h77eed37_1
+  - fontconfig=2.14.2=hbde0cde_0
+  - fonts-conda-ecosystem=1=0
+  - fonts-conda-forge=1=0
+  - fonttools=4.49.0=py311ha68e1ae_0
+  - freetype=2.12.1=hdaf720e_2
+  - fsspec=2024.2.0=pyhca7485f_0
+  - gettext=0.21.1=h5728263_0
+  - gradio=4.19.2=pyhd8ed1ab_0
+  - gradio-client=0.10.1=pyhd8ed1ab_1
+  - graphite2=1.3.13=1000
+  - h11=0.14.0=pyhd8ed1ab_0
+  - h2=4.1.0=pyhd8ed1ab_0
+  - harfbuzz=8.3.0=h7ab893a_0
+  - hpack=4.0.0=pyh9f0ad1d_0
+  - httpcore=1.0.4=pyhd8ed1ab_0
+  - httpx=0.27.0=pyhd8ed1ab_0
+  - huggingface_hub=0.21.3=pyhd8ed1ab_0
+  - hyperframe=6.0.1=pyhd8ed1ab_0
+  - icu=73.2=h63175ca_0
+  - idna=3.6=pyhd8ed1ab_0
+  - importlib-metadata=7.0.1=pyha770c72_0
+  - importlib-resources=6.1.2=pyhd8ed1ab_0
+  - importlib_metadata=7.0.1=hd8ed1ab_0
+  - importlib_resources=6.1.2=pyhd8ed1ab_0
+  - intel-openmp=2024.0.0=h57928b3_49841
+  - ipykernel=6.29.3=pyha63f2e9_0
+  - ipython=8.22.2=pyh7428d3b_0
+  - jedi=0.19.1=pyhd8ed1ab_0
+  - jinja2=3.1.3=pyhd8ed1ab_0
+  - jpeg=9e=hcfcfb64_3
+  - jsonschema=4.21.1=pyhd8ed1ab_0
+  - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
+  - jupyter_client=8.6.0=pyhd8ed1ab_0
+  - jupyter_core=5.7.1=py311h1ea47a8_0
+  - kiwisolver=1.4.5=py311h005e61a_1
+  - krb5=1.20.1=heb0366b_0
+  - lerc=3.0=hd77b12b_0
+  - libblas=3.9.0=21_win64_mkl
+  - libbrotlicommon=1.1.0=hcfcfb64_1
+  - libbrotlidec=1.1.0=hcfcfb64_1
+  - libbrotlienc=1.1.0=hcfcfb64_1
+  - libcblas=3.9.0=21_win64_mkl
+  - libclang=14.0.6=default_hb5a9fac_1
+  - libclang13=14.0.6=default_h8e68704_1
+  - libdeflate=1.17=h2bbff1b_1
+  - libexpat=2.5.0=h63175ca_1
+  - libffi=3.4.2=h8ffe710_5
+  - libglib=2.78.4=h16e383f_0
+  - libhwloc=2.9.3=default_haede6df_1009
+  - libiconv=1.17=hcfcfb64_2
+  - liblapack=3.9.0=21_win64_mkl
+  - libopus=1.3.1=h8ffe710_1
+  - libpng=1.6.43=h19919ed_0
+  - libpq=12.17=h906ac69_0
+  - libsodium=1.0.18=h8d14728_1
+  - libsqlite=3.45.1=hcfcfb64_0
+  - libtiff=4.5.1=hd77b12b_0
+  - libwebp-base=1.3.2=hcfcfb64_0
+  - libxml2=2.12.5=hc3477c8_0
+  - libzlib=1.2.13=hcfcfb64_5
+  - markdown-it-py=3.0.0=pyhd8ed1ab_0
+  - markupsafe=2.1.5=py311ha68e1ae_0
+  - matplotlib=3.8.3=py311h1ea47a8_0
+  - matplotlib-base=3.8.3=py311h6e989c2_0
+  - matplotlib-inline=0.1.6=pyhd8ed1ab_0
+  - mdurl=0.1.2=pyhd8ed1ab_0
+  - mkl=2024.0.0=h66d3029_49657
+  - munkres=1.1.4=pyh9f0ad1d_0
+  - nest-asyncio=1.6.0=pyhd8ed1ab_0
+  - numpy=1.26.4=py311h0b4df5a_0
+  - openh264=2.4.1=h63175ca_0
+  - openjpeg=2.4.0=h4fc8c34_0
+  - openssl=3.2.1=hcfcfb64_0
+  - orjson=3.9.15=py311h633b200_0
+  - packaging=23.2=pyhd8ed1ab_0
+  - pandas=2.2.1=py311hf63dbb6_0
+  - parso=0.8.3=pyhd8ed1ab_0
+  - patsy=0.5.6=pyhd8ed1ab_0
+  - pcre2=10.42=h17e33f8_0
+  - pickleshare=0.7.5=py_1003
+  - pillow=10.2.0=py311h2bbff1b_0
+  - pip=24.0=pyhd8ed1ab_0
+  - pixman=0.43.4=h63175ca_0
+  - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
+  - platformdirs=4.2.0=pyhd8ed1ab_0
+  - ply=3.11=py_1
+  - prompt-toolkit=3.0.42=pyha770c72_0
+  - psutil=5.9.8=py311ha68e1ae_0
+  - pthreads-win32=2.9.1=hfa6e2cd_3
+  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pydantic=2.6.3=pyhd8ed1ab_0
+  - pydantic-core=2.16.3=py311hc37eb10_0
+  - pydub=0.25.1=pyhd8ed1ab_0
+  - pygments=2.17.2=pyhd8ed1ab_0
+  - pyparsing=3.1.1=pyhd8ed1ab_0
+  - pyqt=5.15.10=py311hd77b12b_0
+  - pyqt5-sip=12.13.0=py311h2bbff1b_0
+  - pysocks=1.7.1=pyh0701188_6
+  - python=3.11.8=h2628c8c_0_cpython
+  - python-dateutil=2.9.0=pyhd8ed1ab_0
+  - python-multipart=0.0.9=pyhd8ed1ab_0
+  - python-tzdata=2024.1=pyhd8ed1ab_0
+  - python_abi=3.11=4_cp311
+  - pytz=2024.1=pyhd8ed1ab_0
+  - pywin32=306=py311h12c1d0e_2
+  - pyyaml=6.0.1=py311ha68e1ae_1
+  - pyzmq=25.1.2=py311h9250fbb_0
+  - qt-main=5.15.2=h19c9488_10
+  - referencing=0.33.0=pyhd8ed1ab_0
+  - requests=2.31.0=pyhd8ed1ab_0
+  - rich=13.7.1=pyhd8ed1ab_0
+  - rpds-py=0.18.0=py311hc37eb10_0
+  - ruff=0.3.0=py311hc14472d_0
+  - scipy=1.12.0=py311h0b4df5a_2
+  - seaborn=0.13.2=hd8ed1ab_0
+  - seaborn-base=0.13.2=pyhd8ed1ab_0
+  - semantic_version=2.10.0=pyhd8ed1ab_0
+  - setuptools=69.1.1=pyhd8ed1ab_0
+  - shellingham=1.5.4=pyhd8ed1ab_0
+  - sip=6.7.12=py311h12c1d0e_0
+  - six=1.16.0=pyh6c4a22f_0
+  - sniffio=1.3.1=pyhd8ed1ab_0
+  - sqlite=3.45.1=hcfcfb64_0
+  - stack_data=0.6.2=pyhd8ed1ab_0
+  - starlette=0.36.3=pyhd8ed1ab_0
+  - statsmodels=0.14.1=py311h59ca53f_0
+  - svt-av1=1.8.0=h63175ca_0
+  - tbb=2021.11.0=h91493d7_1
+  - tk=8.6.13=h5226925_1
+  - tomli=2.0.1=pyhd8ed1ab_0
+  - tomlkit=0.12.0=pyha770c72_0
+  - toolz=0.12.1=pyhd8ed1ab_0
+  - tornado=6.4=py311ha68e1ae_0
+  - tqdm=4.66.2=pyhd8ed1ab_0
+  - traitlets=5.14.1=pyhd8ed1ab_0
+  - typer=0.9.0=pyhd8ed1ab_0
+  - typing-extensions=4.10.0=hd8ed1ab_0
+  - typing_extensions=4.10.0=pyha770c72_0
+  - tzdata=2024a=h0c530f3_0
+  - ucrt=10.0.22621.0=h57928b3_0
+  - urllib3=2.2.1=pyhd8ed1ab_0
+  - uvicorn=0.27.1=py311h1ea47a8_0
+  - vc=14.3=hcf57466_18
+  - vc14_runtime=14.38.33130=h82b7239_18
+  - vs2015_runtime=14.38.33130=hcb4865c_18
+  - wcwidth=0.2.13=pyhd8ed1ab_0
+  - websockets=10.4=py311h2bbff1b_1
+  - wheel=0.42.0=pyhd8ed1ab_0
+  - win_inet_pton=1.1.0=pyhd8ed1ab_6
+  - x264=1!164.3095=h8ffe710_2
+  - x265=3.5=h2d74725_3
+  - xz=5.4.6=h8cc25b3_0
+  - yaml=0.2.5=h8ffe710_2
+  - zeromq=4.3.5=h63175ca_1
+  - zipp=3.17.0=pyhd8ed1ab_0
+  - zlib=1.2.13=hcfcfb64_5
+  - zstd=1.5.5=h12be248_0
+prefix: C:\Users\jerin\anaconda3\envs\smartbuilding

file_info.ipynb

@@ -0,0 +1,472 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "from datetime import datetime \n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>date</th>\n",
+       "      <th>zone_017_hw_valve</th>\n",
+       "      <th>rtu_004_sat_sp_tn</th>\n",
+       "      <th>zone_017_temp</th>\n",
+       "      <th>zone_017_fan_spd</th>\n",
+       "      <th>rtu_004_fltrd_sa_flow_tn</th>\n",
+       "      <th>rtu_004_sa_temp</th>\n",
+       "      <th>rtu_004_pa_static_stpt_tn</th>\n",
+       "      <th>rtu_004_oa_flow_tn</th>\n",
+       "      <th>rtu_004_oadmpr_pct</th>\n",
+       "      <th>...</th>\n",
+       "      <th>zone_017_heating_sp</th>\n",
+       "      <th>hvac_S</th>\n",
+       "      <th>hp_hws_temp</th>\n",
+       "      <th>aru_001_cwr_temp</th>\n",
+       "      <th>aru_001_cws_fr_gpm</th>\n",
+       "      <th>aru_001_cws_temp</th>\n",
+       "      <th>aru_001_hwr_temp</th>\n",
+       "      <th>aru_001_hws_fr_gpm</th>\n",
+       "      <th>aru_001_hws_temp</th>\n",
+       "      <th>hp_hws_temp</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2018-01-01 00:00:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>9265.604</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2018-01-01 00:01:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>9265.604</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>6572.099162</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018-01-01 00:02:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>9708.240</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>7628.832542</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018-01-01 00:03:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>9611.638</td>\n",
+       "      <td>66.1</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>7710.294617</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-01 00:04:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>9215.110</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>7139.184090</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>75.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2072149</th>\n",
+       "      <td>2020-12-31 23:58:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>63.5</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>18884.834</td>\n",
+       "      <td>64.4</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>2938.320000</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>23.145000</td>\n",
+       "      <td>123.8</td>\n",
+       "      <td>56.25</td>\n",
+       "      <td>54.71</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>123.42</td>\n",
+       "      <td>61.6</td>\n",
+       "      <td>122.36</td>\n",
+       "      <td>123.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2072150</th>\n",
+       "      <td>2020-12-31 23:58:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>63.5</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>18884.834</td>\n",
+       "      <td>64.4</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>2938.320000</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>23.145000</td>\n",
+       "      <td>123.8</td>\n",
+       "      <td>56.25</td>\n",
+       "      <td>54.71</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>123.42</td>\n",
+       "      <td>61.6</td>\n",
+       "      <td>122.36</td>\n",
+       "      <td>123.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2072151</th>\n",
+       "      <td>2020-12-31 23:59:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>63.5</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>19345.508</td>\n",
+       "      <td>64.3</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>3154.390000</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>23.145000</td>\n",
+       "      <td>123.8</td>\n",
+       "      <td>56.25</td>\n",
+       "      <td>54.71</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>123.42</td>\n",
+       "      <td>61.6</td>\n",
+       "      <td>122.36</td>\n",
+       "      <td>123.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2072152</th>\n",
+       "      <td>2020-12-31 23:59:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>63.5</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>19345.508</td>\n",
+       "      <td>64.3</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>3154.390000</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>23.145000</td>\n",
+       "      <td>123.8</td>\n",
+       "      <td>56.25</td>\n",
+       "      <td>54.71</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>123.42</td>\n",
+       "      <td>61.6</td>\n",
+       "      <td>122.36</td>\n",
+       "      <td>123.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2072153</th>\n",
+       "      <td>2021-01-01 00:00:00</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>63.5</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>18650.232</td>\n",
+       "      <td>64.1</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>3076.270000</td>\n",
+       "      <td>22.9</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>23.788947</td>\n",
+       "      <td>123.8</td>\n",
+       "      <td>56.25</td>\n",
+       "      <td>54.71</td>\n",
+       "      <td>56.4</td>\n",
+       "      <td>123.42</td>\n",
+       "      <td>61.6</td>\n",
+       "      <td>122.36</td>\n",
+       "      <td>123.8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2072154 rows × 29 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        date  zone_017_hw_valve  rtu_004_sat_sp_tn  \\\n",
+       "0        2018-01-01 00:00:00              100.0               69.0   \n",
+       "1        2018-01-01 00:01:00              100.0               69.0   \n",
+       "2        2018-01-01 00:02:00              100.0               69.0   \n",
+       "3        2018-01-01 00:03:00              100.0               69.0   \n",
+       "4        2018-01-01 00:04:00              100.0               69.0   \n",
+       "...                      ...                ...                ...   \n",
+       "2072149  2020-12-31 23:58:00              100.0               68.0   \n",
+       "2072150  2020-12-31 23:58:00              100.0               68.0   \n",
+       "2072151  2020-12-31 23:59:00              100.0               68.0   \n",
+       "2072152  2020-12-31 23:59:00              100.0               68.0   \n",
+       "2072153  2021-01-01 00:00:00              100.0               68.0   \n",
+       "\n",
+       "         zone_017_temp  zone_017_fan_spd  rtu_004_fltrd_sa_flow_tn  \\\n",
+       "0                 66.7              20.0                  9265.604   \n",
+       "1                 66.7              20.0                  9265.604   \n",
+       "2                 66.7              20.0                  9708.240   \n",
+       "3                 66.7              20.0                  9611.638   \n",
+       "4                 66.7              20.0                  9215.110   \n",
+       "...                ...               ...                       ...   \n",
+       "2072149           63.5              40.0                 18884.834   \n",
+       "2072150           63.5              40.0                 18884.834   \n",
+       "2072151           63.5              40.0                 19345.508   \n",
+       "2072152           63.5              40.0                 19345.508   \n",
+       "2072153           63.5              40.0                 18650.232   \n",
+       "\n",
+       "         rtu_004_sa_temp  rtu_004_pa_static_stpt_tn  rtu_004_oa_flow_tn  \\\n",
+       "0                   66.1                       0.06            0.000000   \n",
+       "1                   66.0                       0.06         6572.099162   \n",
+       "2                   66.1                       0.06         7628.832542   \n",
+       "3                   66.1                       0.06         7710.294617   \n",
+       "4                   66.0                       0.06         7139.184090   \n",
+       "...                  ...                        ...                 ...   \n",
+       "2072149             64.4                       0.06         2938.320000   \n",
+       "2072150             64.4                       0.06         2938.320000   \n",
+       "2072151             64.3                       0.06         3154.390000   \n",
+       "2072152             64.3                       0.06         3154.390000   \n",
+       "2072153             64.1                       0.06         3076.270000   \n",
+       "\n",
+       "         rtu_004_oadmpr_pct  ...  zone_017_heating_sp     hvac_S  hp_hws_temp  \\\n",
+       "0                      28.0  ...                  NaN        NaN         75.3   \n",
+       "1                      28.0  ...                  NaN        NaN         75.3   \n",
+       "2                      28.0  ...                  NaN        NaN         75.3   \n",
+       "3                      28.0  ...                  NaN        NaN         75.3   \n",
+       "4                      28.0  ...                  NaN        NaN         75.3   \n",
+       "...                     ...  ...                  ...        ...          ...   \n",
+       "2072149                23.4  ...                 71.0  23.145000        123.8   \n",
+       "2072150                23.4  ...                 71.0  23.145000        123.8   \n",
+       "2072151                23.4  ...                 71.0  23.145000        123.8   \n",
+       "2072152                23.4  ...                 71.0  23.145000        123.8   \n",
+       "2072153                22.9  ...                 71.0  23.788947        123.8   \n",
+       "\n",
+       "         aru_001_cwr_temp  aru_001_cws_fr_gpm  aru_001_cws_temp  \\\n",
+       "0                     NaN                 NaN               NaN   \n",
+       "1                     NaN                 NaN               NaN   \n",
+       "2                     NaN                 NaN               NaN   \n",
+       "3                     NaN                 NaN               NaN   \n",
+       "4                     NaN                 NaN               NaN   \n",
+       "...                   ...                 ...               ...   \n",
+       "2072149             56.25               54.71              56.4   \n",
+       "2072150             56.25               54.71              56.4   \n",
+       "2072151             56.25               54.71              56.4   \n",
+       "2072152             56.25               54.71              56.4   \n",
+       "2072153             56.25               54.71              56.4   \n",
+       "\n",
+       "         aru_001_hwr_temp  aru_001_hws_fr_gpm  aru_001_hws_temp  hp_hws_temp  \n",
+       "0                     NaN                 NaN               NaN         75.3  \n",
+       "1                     NaN                 NaN               NaN         75.3  \n",
+       "2                     NaN                 NaN               NaN         75.3  \n",
+       "3                     NaN                 NaN               NaN         75.3  \n",
+       "4                     NaN                 NaN               NaN         75.3  \n",
+       "...                   ...                 ...               ...          ...  \n",
+       "2072149            123.42                61.6            122.36        123.8  \n",
+       "2072150            123.42                61.6            122.36        123.8  \n",
+       "2072151            123.42                61.6            122.36        123.8  \n",
+       "2072152            123.42                61.6            122.36        123.8  \n",
+       "2072153            123.42                61.6            122.36        123.8  \n",
+       "\n",
+       "[2072154 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged = pd.read_csv(r'data/long_merge.csv')\n",
+    "\n",
+    "zone = \"17\"\n",
+    "\n",
+    "if zone in [\"36\", \"37\", \"38\", \"39\", \"40\", \"41\", \"42\", \"64\", \"65\", \"66\", \"67\", \"68\", \"69\", \"70\"]:\n",
+    "    rtu = \"rtu_001\"\n",
+    "    wing = \"hvac_N\"\n",
+    "elif zone in [\"18\", \"25\", \"26\", \"45\", \"48\", \"55\", \"56\", \"61\"]:\n",
+    "    rtu = \"rtu_003\"\n",
+    "    wing = \"hvac_S\"\n",
+    "elif zone in [\"16\", \"17\", \"21\", \"22\", \"23\", \"24\", \"46\", \"47\", \"51\", \"52\", \"53\", \"54\"]:\n",
+    "    rtu = \"rtu_004\"\n",
+    "    wing = \"hvac_S\"\n",
+    "else:\n",
+    "    rtu = \"rtu_002\"\n",
+    "    wing = \"hvac_N\"\n",
+    "#merged is the dataframe\n",
+    "sorted = merged[[\"date\"]+[col for col in merged.columns if zone in col or rtu in col or wing in col]+[\"hp_hws_temp\", \"aru_001_cwr_temp\" , \"aru_001_cws_fr_gpm\" ,\"aru_001_cws_temp\",\"aru_001_hwr_temp\" ,\"aru_001_hws_fr_gpm\" ,\"aru_001_hws_temp\",\"hp_hws_temp\"]]\n",
+    "sorted"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.11.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}