|
--- |
|
license: mit |
|
--- |
|
|
|
## all_in_one.zarr.zip |
|
|
|
<div><svg style="position: absolute; width: 0; height: 0; overflow: hidden"> |
|
<defs> |
|
<symbol id="icon-database" viewBox="0 0 32 32"> |
|
<path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path> |
|
<path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path> |
|
<path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path> |
|
</symbol> |
|
<symbol id="icon-file-text2" viewBox="0 0 32 32"> |
|
<path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path> |
|
<path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path> |
|
<path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path> |
|
<path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path> |
|
</symbol> |
|
</defs> |
|
</svg> |
|
<style>/* CSS stylesheet for displaying xarray objects in jupyterlab. |
|
* |
|
*/ |
|
|
|
:root { |
|
--xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); |
|
--xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); |
|
--xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); |
|
--xr-border-color: var(--jp-border-color2, #e0e0e0); |
|
--xr-disabled-color: var(--jp-layout-color3, #bdbdbd); |
|
--xr-background-color: var(--jp-layout-color0, white); |
|
--xr-background-color-row-even: var(--jp-layout-color1, white); |
|
--xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); |
|
} |
|
|
|
html[theme=dark], |
|
body[data-theme=dark], |
|
body.vscode-dark { |
|
--xr-font-color0: rgba(255, 255, 255, 1); |
|
--xr-font-color2: rgba(255, 255, 255, 0.54); |
|
--xr-font-color3: rgba(255, 255, 255, 0.38); |
|
--xr-border-color: #1F1F1F; |
|
--xr-disabled-color: #515151; |
|
--xr-background-color: #111111; |
|
--xr-background-color-row-even: #111111; |
|
--xr-background-color-row-odd: #313131; |
|
} |
|
|
|
.xr-wrap { |
|
display: block !important; |
|
min-width: 300px; |
|
max-width: 700px; |
|
} |
|
|
|
.xr-text-repr-fallback { |
|
/* fallback to plain text repr when CSS is not injected (untrusted notebook) */ |
|
display: none; |
|
} |
|
|
|
.xr-header { |
|
padding-top: 6px; |
|
padding-bottom: 6px; |
|
margin-bottom: 4px; |
|
border-bottom: solid 1px var(--xr-border-color); |
|
} |
|
|
|
.xr-header > div, |
|
.xr-header > ul { |
|
display: inline; |
|
margin-top: 0; |
|
margin-bottom: 0; |
|
} |
|
|
|
.xr-obj-type, |
|
.xr-array-name { |
|
margin-left: 2px; |
|
margin-right: 10px; |
|
} |
|
|
|
.xr-obj-type { |
|
color: var(--xr-font-color2); |
|
} |
|
|
|
.xr-sections { |
|
padding-left: 0 !important; |
|
display: grid; |
|
grid-template-columns: 150px auto auto 1fr 20px 20px; |
|
} |
|
|
|
.xr-section-item { |
|
display: contents; |
|
} |
|
|
|
.xr-section-item input { |
|
display: none; |
|
} |
|
|
|
.xr-section-item input + label { |
|
color: var(--xr-disabled-color); |
|
} |
|
|
|
.xr-section-item input:enabled + label { |
|
cursor: pointer; |
|
color: var(--xr-font-color2); |
|
} |
|
|
|
.xr-section-item input:enabled + label:hover { |
|
color: var(--xr-font-color0); |
|
} |
|
|
|
.xr-section-summary { |
|
grid-column: 1; |
|
color: var(--xr-font-color2); |
|
font-weight: 500; |
|
} |
|
|
|
.xr-section-summary > span { |
|
display: inline-block; |
|
padding-left: 0.5em; |
|
} |
|
|
|
.xr-section-summary-in:disabled + label { |
|
color: var(--xr-font-color2); |
|
} |
|
|
|
.xr-section-summary-in + label:before { |
|
display: inline-block; |
|
content: '►'; |
|
font-size: 11px; |
|
width: 15px; |
|
text-align: center; |
|
} |
|
|
|
.xr-section-summary-in:disabled + label:before { |
|
color: var(--xr-disabled-color); |
|
} |
|
|
|
.xr-section-summary-in:checked + label:before { |
|
content: '▼'; |
|
} |
|
|
|
.xr-section-summary-in:checked + label > span { |
|
display: none; |
|
} |
|
|
|
.xr-section-summary, |
|
.xr-section-inline-details { |
|
padding-top: 4px; |
|
padding-bottom: 4px; |
|
} |
|
|
|
.xr-section-inline-details { |
|
grid-column: 2 / -1; |
|
} |
|
|
|
.xr-section-details { |
|
display: none; |
|
grid-column: 1 / -1; |
|
margin-bottom: 5px; |
|
} |
|
|
|
.xr-section-summary-in:checked ~ .xr-section-details { |
|
display: contents; |
|
} |
|
|
|
.xr-array-wrap { |
|
grid-column: 1 / -1; |
|
display: grid; |
|
grid-template-columns: 20px auto; |
|
} |
|
|
|
.xr-array-wrap > label { |
|
grid-column: 1; |
|
vertical-align: top; |
|
} |
|
|
|
.xr-preview { |
|
color: var(--xr-font-color3); |
|
} |
|
|
|
.xr-array-preview, |
|
.xr-array-data { |
|
padding: 0 5px !important; |
|
grid-column: 2; |
|
} |
|
|
|
.xr-array-data, |
|
.xr-array-in:checked ~ .xr-array-preview { |
|
display: none; |
|
} |
|
|
|
.xr-array-in:checked ~ .xr-array-data, |
|
.xr-array-preview { |
|
display: inline-block; |
|
} |
|
|
|
.xr-dim-list { |
|
display: inline-block !important; |
|
list-style: none; |
|
padding: 0 !important; |
|
margin: 0; |
|
} |
|
|
|
.xr-dim-list li { |
|
display: inline-block; |
|
padding: 0; |
|
margin: 0; |
|
} |
|
|
|
.xr-dim-list:before { |
|
content: '('; |
|
} |
|
|
|
.xr-dim-list:after { |
|
content: ')'; |
|
} |
|
|
|
.xr-dim-list li:not(:last-child):after { |
|
content: ','; |
|
padding-right: 5px; |
|
} |
|
|
|
.xr-has-index { |
|
font-weight: bold; |
|
} |
|
|
|
.xr-var-list, |
|
.xr-var-item { |
|
display: contents; |
|
} |
|
|
|
.xr-var-item > div, |
|
.xr-var-item label, |
|
.xr-var-item > .xr-var-name span { |
|
background-color: var(--xr-background-color-row-even); |
|
margin-bottom: 0; |
|
} |
|
|
|
.xr-var-item > .xr-var-name:hover span { |
|
padding-right: 5px; |
|
} |
|
|
|
.xr-var-list > li:nth-child(odd) > div, |
|
.xr-var-list > li:nth-child(odd) > label, |
|
.xr-var-list > li:nth-child(odd) > .xr-var-name span { |
|
background-color: var(--xr-background-color-row-odd); |
|
} |
|
|
|
.xr-var-name { |
|
grid-column: 1; |
|
} |
|
|
|
.xr-var-dims { |
|
grid-column: 2; |
|
} |
|
|
|
.xr-var-dtype { |
|
grid-column: 3; |
|
text-align: right; |
|
color: var(--xr-font-color2); |
|
} |
|
|
|
.xr-var-preview { |
|
grid-column: 4; |
|
} |
|
|
|
.xr-index-preview { |
|
grid-column: 2 / 5; |
|
color: var(--xr-font-color2); |
|
} |
|
|
|
.xr-var-name, |
|
.xr-var-dims, |
|
.xr-var-dtype, |
|
.xr-preview, |
|
.xr-attrs dt { |
|
white-space: nowrap; |
|
overflow: hidden; |
|
text-overflow: ellipsis; |
|
padding-right: 10px; |
|
} |
|
|
|
.xr-var-name:hover, |
|
.xr-var-dims:hover, |
|
.xr-var-dtype:hover, |
|
.xr-attrs dt:hover { |
|
overflow: visible; |
|
width: auto; |
|
z-index: 1; |
|
} |
|
|
|
.xr-var-attrs, |
|
.xr-var-data, |
|
.xr-index-data { |
|
display: none; |
|
background-color: var(--xr-background-color) !important; |
|
padding-bottom: 5px !important; |
|
} |
|
|
|
.xr-var-attrs-in:checked ~ .xr-var-attrs, |
|
.xr-var-data-in:checked ~ .xr-var-data, |
|
.xr-index-data-in:checked ~ .xr-index-data { |
|
display: block; |
|
} |
|
|
|
.xr-var-data > table { |
|
float: right; |
|
} |
|
|
|
.xr-var-name span, |
|
.xr-var-data, |
|
.xr-index-name div, |
|
.xr-index-data, |
|
.xr-attrs { |
|
padding-left: 25px !important; |
|
} |
|
|
|
.xr-attrs, |
|
.xr-var-attrs, |
|
.xr-var-data, |
|
.xr-index-data { |
|
grid-column: 1 / -1; |
|
} |
|
|
|
dl.xr-attrs { |
|
padding: 0; |
|
margin: 0; |
|
display: grid; |
|
grid-template-columns: 125px auto; |
|
} |
|
|
|
.xr-attrs dt, |
|
.xr-attrs dd { |
|
padding: 0; |
|
margin: 0; |
|
float: left; |
|
padding-right: 10px; |
|
width: auto; |
|
} |
|
|
|
.xr-attrs dt { |
|
font-weight: normal; |
|
grid-column: 1; |
|
} |
|
|
|
.xr-attrs dt:hover span { |
|
display: inline-block; |
|
background: var(--xr-background-color); |
|
padding-right: 10px; |
|
} |
|
|
|
.xr-attrs dd { |
|
grid-column: 2; |
|
white-space: pre-wrap; |
|
word-break: break-all; |
|
} |
|
|
|
.xr-icon-database, |
|
.xr-icon-file-text2, |
|
.xr-no-icon { |
|
display: inline-block; |
|
vertical-align: middle; |
|
width: 1em; |
|
height: 1.5em !important; |
|
stroke-width: 0; |
|
stroke: currentColor; |
|
fill: currentColor; |
|
} |
|
</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 25GB |
|
Dimensions: (Timestamp: 245376, station: 537) |
|
Coordinates: |
|
* Timestamp (Timestamp) datetime64[ns] 2MB 2017-01-01 ... 2023-12-31T23:... |
|
address (station) <U187 402kB ... |
|
city (station) <U18 39kB ... |
|
latitude (station) float64 4kB ... |
|
longitude (station) float64 4kB ... |
|
state (station) <U17 37kB 'Chhattisgarh' ... 'West Bengal' |
|
* station (station) <U64 137kB '32Bungalows, Bhilai - CECB' ... 'Ward-... |
|
Data variables: (12/24) |
|
AT (Timestamp, station) float64 1GB ... |
|
BP (Timestamp, station) float64 1GB ... |
|
Benzene (Timestamp, station) float64 1GB ... |
|
CO (Timestamp, station) float64 1GB ... |
|
Eth-Benzene (Timestamp, station) float64 1GB ... |
|
MP-Xylene (Timestamp, station) float64 1GB ... |
|
... ... |
|
TOT-RF (Timestamp, station) float64 1GB ... |
|
Toluene (Timestamp, station) float64 1GB ... |
|
VWS (Timestamp, station) float64 1GB ... |
|
WD (Timestamp, station) float64 1GB ... |
|
WS (Timestamp, station) float64 1GB ... |
|
Xylene (Timestamp, station) float64 1GB ...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4d61575f-0665-473c-abe6-658311d3445d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4d61575f-0665-473c-abe6-658311d3445d' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>Timestamp</span>: 245376</li><li><span class='xr-has-index'>station</span>: 537</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-791453b2-228a-40f4-a527-31f3515438f4' class='xr-section-summary-in' type='checkbox' checked><label for='section-791453b2-228a-40f4-a527-31f3515438f4' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Timestamp</span></div><div class='xr-var-dims'>(Timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2017-01-01 ... 2023-12-31T23:45:00</div><input id='attrs-810eeb6c-c5fa-4e93-b51d-ece9f220b49d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-810eeb6c-c5fa-4e93-b51d-ece9f220b49d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c2bb5ae-9af5-4626-8f65-fb441049ef76' class='xr-var-data-in' type='checkbox'><label for='data-8c2bb5ae-9af5-4626-8f65-fb441049ef76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2017-01-01T00:00:00.000000000', '2017-01-01T00:15:00.000000000', |
|
'2017-01-01T00:30:00.000000000', ..., '2023-12-31T23:15:00.000000000', |
|
'2023-12-31T23:30:00.000000000', '2023-12-31T23:45:00.000000000'], |
|
dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>address</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'><U187</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c400d50a-b56b-45d6-9891-da0b11beb383' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c400d50a-b56b-45d6-9891-da0b11beb383' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00ddaa31-7ab3-4fc7-8115-2a2b2bf00f88' class='xr-var-data-in' type='checkbox'><label for='data-00ddaa31-7ab3-4fc7-8115-2a2b2bf00f88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[537 values with dtype=<U187]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>city</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'><U18</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5a910aaf-7fc4-4146-94a2-12019b026d34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a910aaf-7fc4-4146-94a2-12019b026d34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9012aa07-8ae3-4128-9143-b8f621c29cc0' class='xr-var-data-in' type='checkbox'><label for='data-9012aa07-8ae3-4128-9143-b8f621c29cc0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[537 values with dtype=<U18]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d11443a5-0e37-4fb2-8256-8f8489463d73' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d11443a5-0e37-4fb2-8256-8f8489463d73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da4dbfa2-8890-43c1-b009-950cbe4ded3a' class='xr-var-data-in' type='checkbox'><label for='data-da4dbfa2-8890-43c1-b009-950cbe4ded3a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[537 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fb7bc953-72ff-4d51-aa25-ed2dea6f4048' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb7bc953-72ff-4d51-aa25-ed2dea6f4048' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05b89ce6-3375-48bf-b525-193352f351b0' class='xr-var-data-in' type='checkbox'><label for='data-05b89ce6-3375-48bf-b525-193352f351b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[537 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>state</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'><U17</div><div class='xr-var-preview xr-preview'>'Chhattisgarh' ... 'West Bengal'</div><input id='attrs-d0f5821c-7707-45fc-b35b-7a3310cc7a37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0f5821c-7707-45fc-b35b-7a3310cc7a37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f50a2cea-f4d4-4e6b-b4ab-07ce7e801c79' class='xr-var-data-in' type='checkbox'><label for='data-f50a2cea-f4d4-4e6b-b4ab-07ce7e801c79' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['Chhattisgarh', 'Chhattisgarh', 'Chhattisgarh', ..., 'West Bengal', |
|
'West Bengal', 'West Bengal'], dtype='<U17')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>station</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'><U64</div><div class='xr-var-preview xr-preview'>'32Bungalows, Bhilai - CECB' ......</div><input id='attrs-03440629-53ed-44e5-85e9-5e941aeef4ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03440629-53ed-44e5-85e9-5e941aeef4ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-624851ee-8fef-45b7-a325-4d651d135f9c' class='xr-var-data-in' type='checkbox'><label for='data-624851ee-8fef-45b7-a325-4d651d135f9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['32Bungalows, Bhilai - CECB', 'AIIMS, Raipur - CECB', |
|
'Bhatagaon New ISBT, Raipur - CECB', ..., |
|
'Sidhu Kanhu Indoor Stadium, Durgapur - WBPCB', |
|
'Victoria, Kolkata - WBPCB', 'Ward-32 Bapupara, Siliguri - WBPCB'], |
|
dtype='<U64')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-32d93a48-834c-40fd-83ce-628900bd5a71' class='xr-section-summary-in' type='checkbox' ><label for='section-32d93a48-834c-40fd-83ce-628900bd5a71' class='xr-section-summary' >Data variables: <span>(24)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>AT</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d156dcb4-6006-42d5-96df-c143793ae37a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d156dcb4-6006-42d5-96df-c143793ae37a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e59b21b-8f33-48c1-a436-465c85c686e1' class='xr-var-data-in' type='checkbox'><label for='data-8e59b21b-8f33-48c1-a436-465c85c686e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>°C</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>BP</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-05e99ca6-ab09-4c63-9d44-93e799cd3594' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05e99ca6-ab09-4c63-9d44-93e799cd3594' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-142da329-bd3a-4248-8542-034245ea1d11' class='xr-var-data-in' type='checkbox'><label for='data-142da329-bd3a-4248-8542-034245ea1d11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mmHg</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Benzene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-88514e20-26b0-4a90-8b8f-e1be8a446be9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88514e20-26b0-4a90-8b8f-e1be8a446be9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8678372-7f57-45bb-a444-33e6ff7321ca' class='xr-var-data-in' type='checkbox'><label for='data-a8678372-7f57-45bb-a444-33e6ff7321ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4f576bf5-176b-4617-9714-3138e420382c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f576bf5-176b-4617-9714-3138e420382c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb8dc775-a3ff-4ff3-a3bc-8fd656943d52' class='xr-var-data-in' type='checkbox'><label for='data-cb8dc775-a3ff-4ff3-a3bc-8fd656943d52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Eth-Benzene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30902abb-5442-4f32-bf2e-00001ea9ac74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30902abb-5442-4f32-bf2e-00001ea9ac74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6bb3150-b22c-48c6-ba2c-94230ae4a3bd' class='xr-var-data-in' type='checkbox'><label for='data-f6bb3150-b22c-48c6-ba2c-94230ae4a3bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MP-Xylene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2461fafe-b8a4-4df7-b817-59c6a9a8c8da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2461fafe-b8a4-4df7-b817-59c6a9a8c8da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4ad5375-3329-4246-9c2d-241b2c6efe8a' class='xr-var-data-in' type='checkbox'><label for='data-a4ad5375-3329-4246-9c2d-241b2c6efe8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NH3</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2be60e5f-441d-4a61-94b2-924f4d1e0bc9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2be60e5f-441d-4a61-94b2-924f4d1e0bc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07425342-910d-41db-a971-b31847b522f7' class='xr-var-data-in' type='checkbox'><label for='data-07425342-910d-41db-a971-b31847b522f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a26f9e02-74c3-42d9-8e16-8f323acb7eb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a26f9e02-74c3-42d9-8e16-8f323acb7eb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4164a24-2c40-4380-a53d-23a9c9ceddc6' class='xr-var-data-in' type='checkbox'><label for='data-d4164a24-2c40-4380-a53d-23a9c9ceddc6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO2</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7c3878de-595f-4214-9201-a5f15c2d62f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c3878de-595f-4214-9201-a5f15c2d62f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78092645-c72f-4933-b0fb-a9d5866c8ac0' class='xr-var-data-in' type='checkbox'><label for='data-78092645-c72f-4933-b0fb-a9d5866c8ac0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOx</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c808c7e8-57cc-4235-8e41-b09e8e6a8efc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c808c7e8-57cc-4235-8e41-b09e8e6a8efc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-543f7d17-e4ff-4489-967e-8a66806005ab' class='xr-var-data-in' type='checkbox'><label for='data-543f7d17-e4ff-4489-967e-8a66806005ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>ppb</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>O Xylene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-098620c2-5a48-4abd-a2a5-4163aa5175ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-098620c2-5a48-4abd-a2a5-4163aa5175ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eaf8d73d-9281-4dad-9b3d-7d33007d58b2' class='xr-var-data-in' type='checkbox'><label for='data-eaf8d73d-9281-4dad-9b3d-7d33007d58b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ozone</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6d3253d1-2bde-4c8b-b8fa-a6faf70c41df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d3253d1-2bde-4c8b-b8fa-a6faf70c41df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68a72474-7a6e-4ebd-a617-6c794c9f28d0' class='xr-var-data-in' type='checkbox'><label for='data-68a72474-7a6e-4ebd-a617-6c794c9f28d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM10</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7f8a87ab-2d5b-40e9-a0ee-eecc0be4ff78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f8a87ab-2d5b-40e9-a0ee-eecc0be4ff78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfcc3d19-12d3-423f-9bb4-8f2c8a2dae25' class='xr-var-data-in' type='checkbox'><label for='data-cfcc3d19-12d3-423f-9bb4-8f2c8a2dae25' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM2.5</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5a49df8-aaae-46e7-9bab-c81e985cb4c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5a49df8-aaae-46e7-9bab-c81e985cb4c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ae7ee55-d8c3-4db9-ba8d-7d65697b9c0b' class='xr-var-data-in' type='checkbox'><label for='data-7ae7ee55-d8c3-4db9-ba8d-7d65697b9c0b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RF</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f33e7e88-2fe8-4072-8fb9-56e837d7f872' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f33e7e88-2fe8-4072-8fb9-56e837d7f872' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0757af9e-aa1e-4aa3-9f70-869d43c2b062' class='xr-var-data-in' type='checkbox'><label for='data-0757af9e-aa1e-4aa3-9f70-869d43c2b062' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RH</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02be0d53-ee87-4ed0-9438-738b5c709ed3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02be0d53-ee87-4ed0-9438-738b5c709ed3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e34eb97a-d8b9-4b0f-ad0c-5dae55c2a3b6' class='xr-var-data-in' type='checkbox'><label for='data-e34eb97a-d8b9-4b0f-ad0c-5dae55c2a3b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SO2</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5a0ea57f-656c-4bf6-9541-408af37703f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a0ea57f-656c-4bf6-9541-408af37703f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-358b3b60-85a0-432e-a77d-885c0b4427c2' class='xr-var-data-in' type='checkbox'><label for='data-358b3b60-85a0-432e-a77d-885c0b4427c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SR</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e4952ac5-dd94-4d7f-96e3-7f0f6fd9e3a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4952ac5-dd94-4d7f-96e3-7f0f6fd9e3a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c312a521-c2b7-4342-8b9d-188705a8b1de' class='xr-var-data-in' type='checkbox'><label for='data-c312a521-c2b7-4342-8b9d-188705a8b1de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>W/mt2</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOT-RF</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9a28f893-18f6-4e81-8093-c15fb39d3c34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a28f893-18f6-4e81-8093-c15fb39d3c34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da4c47bb-99f6-4164-ac73-db7825530e99' class='xr-var-data-in' type='checkbox'><label for='data-da4c47bb-99f6-4164-ac73-db7825530e99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Toluene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0782454-691b-4544-9cd7-1dd916531dec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0782454-691b-4544-9cd7-1dd916531dec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-049bbd23-7865-4fa6-ac08-988fb9a906d1' class='xr-var-data-in' type='checkbox'><label for='data-049bbd23-7865-4fa6-ac08-988fb9a906d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>VWS</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ee21ea15-0c1c-4e85-bed8-3c2dfa34e551' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ee21ea15-0c1c-4e85-bed8-3c2dfa34e551' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd0a8f00-7118-467b-b6dd-d2c461e5f596' class='xr-var-data-in' type='checkbox'><label for='data-fd0a8f00-7118-467b-b6dd-d2c461e5f596' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>m/s</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bffb79cb-cfc2-44a1-b37d-0856660b0197' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bffb79cb-cfc2-44a1-b37d-0856660b0197' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b7c0f7c-0984-412e-8969-0ddac3969539' class='xr-var-data-in' type='checkbox'><label for='data-0b7c0f7c-0984-412e-8969-0ddac3969539' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>deg</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c52fd389-ba5b-4c8d-9f5d-c56007a65ef4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c52fd389-ba5b-4c8d-9f5d-c56007a65ef4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59723c55-8e1f-4e3b-ae5b-6a0d310ff65b' class='xr-var-data-in' type='checkbox'><label for='data-59723c55-8e1f-4e3b-ae5b-6a0d310ff65b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>m/s</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Xylene</span></div><div class='xr-var-dims'>(Timestamp, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c2f2e305-feeb-4f48-92d2-47fab0945fe5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2f2e305-feeb-4f48-92d2-47fab0945fe5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34dd8241-22b9-489c-8015-5d43096ba742' class='xr-var-data-in' type='checkbox'><label for='data-34dd8241-22b9-489c-8015-5d43096ba742' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>µg/m³</dd></dl></div><div class='xr-var-data'><pre>[131766912 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4e25a5f2-9fe4-404c-b78e-6765f6054e3a' class='xr-section-summary-in' type='checkbox' ><label for='section-4e25a5f2-9fe4-404c-b78e-6765f6054e3a' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>Timestamp</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fbf8e270-9337-44d6-b34b-2532bac0540a' class='xr-index-data-in' type='checkbox'/><label for='index-fbf8e270-9337-44d6-b34b-2532bac0540a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2017-01-01 00:00:00', '2017-01-01 00:15:00', |
|
'2017-01-01 00:30:00', '2017-01-01 00:45:00', |
|
'2017-01-01 01:00:00', '2017-01-01 01:15:00', |
|
'2017-01-01 01:30:00', '2017-01-01 01:45:00', |
|
'2017-01-01 02:00:00', '2017-01-01 02:15:00', |
|
... |
|
'2023-12-31 21:30:00', '2023-12-31 21:45:00', |
|
'2023-12-31 22:00:00', '2023-12-31 22:15:00', |
|
'2023-12-31 22:30:00', '2023-12-31 22:45:00', |
|
'2023-12-31 23:00:00', '2023-12-31 23:15:00', |
|
'2023-12-31 23:30:00', '2023-12-31 23:45:00'], |
|
dtype='datetime64[ns]', name='Timestamp', length=245376, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>station</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-072d7a02-c830-4246-8d99-c10925a24cee' class='xr-index-data-in' type='checkbox'/><label for='index-072d7a02-c830-4246-8d99-c10925a24cee' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['32Bungalows, Bhilai - CECB', 'AIIMS, Raipur - CECB', |
|
'Bhatagaon New ISBT, Raipur - CECB', |
|
'Civic Center, Bhilai - Bhilai Steel Plant', |
|
'Govt. Higher Secondary School, Milupara - CECB', |
|
'Hathkhoj, Bhilai - CECB', 'Krishak Nagar, Raipur - CECB', |
|
'Mangala, Bilaspur - NTPC', 'Nawapara SECL Colony, Chhal - CECB', |
|
'OP Jindal Industrial Park, Tumidih - CECB', |
|
... |
|
'Ghusuri, Howrah - WBPCB', 'Jadavpur, Kolkata - WBPCB', |
|
'Padmapukur, Howrah - WBPCB', |
|
'Priyambada Housing Estate, Haldia - WBPCB', |
|
'Rabindra Bharati University, Kolkata - WBPCB', |
|
'Rabindra Sarobar, Kolkata - WBPCB', |
|
'SVSPA Campus, Barrackpore - WBPCB', |
|
'Sidhu Kanhu Indoor Stadium, Durgapur - WBPCB', |
|
'Victoria, Kolkata - WBPCB', 'Ward-32 Bapupara, Siliguri - WBPCB'], |
|
dtype='object', name='station', length=537))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-40a5c629-39e1-4418-a6b4-88c5c60daf2d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-40a5c629-39e1-4418-a6b4-88c5c60daf2d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div> |
|
|
|
|
|
## Reading data |
|
|
|
### First install zarr and xarray libraries |
|
|
|
```bash |
|
pip install zarr xarray |
|
``` |
|
|
|
### Lazy load the dataset |
|
|
|
```py |
|
import xarray as xr |
|
ds = xr.open_zarr("zip:///::https://huggingface.co/datasets/Zeel/P1/resolve/main/all_in_one.zarr.zip") |
|
``` |
|
|
|
Full dataset size is ~8 GB. `ds` variable contains the lazily loaded dataset, which means, it will only download a part of the data when a computation is needed on it. |
|
For example, If we need to calculate mean of PM2.5 in Delhi for 2022, it will only download PM2.5 data of all stations in Delhi for 2022. |
|
|
|
```py |
|
delhi_2022_ds = ds.sel(station=ds.station.state=="Delhi", Timestamp="2022")["PM2.5"] |
|
mean_val = delhi_2022_ds.mean().item() |
|
print(mean_val) |
|
# 99.5650831365871 |
|
``` |
