
## Baseline Model trained on outhimar_64 to apply regression on Close

**Metrics of the best model:**

r2                        0.999858

neg_mean_squared_error   -1.067685

Name: Ridge(alpha=10), dtype: float64



**See model plot below:**

<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id="sk-container-id-6" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-18" type="checkbox" ><label for="sk-estimator-id-18" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-19" type="checkbox" ><label for="sk-estimator-id-19" class="sk-toggleable__label sk-toggleable__label-arrow">EasyPreprocessor</label><div class="sk-toggleable__content"><pre>EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-20" type="checkbox" ><label for="sk-estimator-id-20" class="sk-toggleable__label sk-toggleable__label-arrow">Ridge</label><div class="sk-toggleable__content"><pre>Ridge(alpha=10)</pre></div></div></div></div></div></div></div>

**Disclaimer:** This model is trained with dabl library as a baseline, for better results, use [AutoTrain](https://huggingface.co/autotrain).

**Logs of training** including the models tried in the process can be found in logs.txt
{"license": "apache-2.0", "library_name": "sklearn", "tags": ["tabular-regression", "baseline-trainer"]}
sklearn tabular-regression baseline-trainer license:apache-2.0 has_space region:us
TAGS
#sklearn #tabular-regression #baseline-trainer #license-apache-2.0 #has_space #region-us 


## Baseline Model trained on outhimar_64 to apply regression on Close

Metrics of the best model:

r2                        0.999858

neg_mean_squared_error   -1.067685

Name: Ridge(alpha=10), dtype: float64



See model plot below:

<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 URL-toggleable {background-color: white;}#sk-container-id-6 URL-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 URL-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 URL-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 URL-estimator:hover URL-toggleable__label-arrow:before {color: black;}#sk-container-id-6 URL-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__label-arrow:before {content: "▾";}#sk-container-id-6 URL-estimator URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-label URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 URL-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 URL-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 URL-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 URL-label:hover URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 URL-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 URL-item {position: relative;z-index: 1;}#sk-container-id-6 URL-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 URL-item::before, #sk-container-id-6 URL-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 URL-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 URL-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 URL-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 URL-parallel-item:only-child::after {width: 0;}#sk-container-id-6 URL-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 URL-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 URL-label-container {text-align: center;}#sk-container-id-6 URL-container {/* jupyter's 'URL' sets '[hidden] { display: none; }' but URL set '[hidden] { display: none !important; }' so we also need the '!important' here to be able to override the default hidden behavior on the sphinx rendered URL. See: URL */display: inline-block !important;position: relative;}#sk-container-id-6 URL-text-repr-fallback {display: none;}</style><div id="sk-container-id-6" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with URL.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-18" type="checkbox" ><label for="sk-estimator-id-18" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-19" type="checkbox" ><label for="sk-estimator-id-19" class="sk-toggleable__label sk-toggleable__label-arrow">EasyPreprocessor</label><div class="sk-toggleable__content"><pre>EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-20" type="checkbox" ><label for="sk-estimator-id-20" class="sk-toggleable__label sk-toggleable__label-arrow">Ridge</label><div class="sk-toggleable__content"><pre>Ridge(alpha=10)</pre></div></div></div></div></div></div></div>

Disclaimer: This model is trained with dabl library as a baseline, for better results, use AutoTrain.

Logs of training including the models tried in the process can be found in URL
## Baseline Model trained on outhimar_64 to apply regression on Close

Metrics of the best model:

r2                        0.999858

neg_mean_squared_error   -1.067685

Name: Ridge(alpha=10), dtype: float64



See model plot below:

<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 URL-toggleable {background-color: white;}#sk-container-id-6 URL-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 URL-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 URL-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 URL-estimator:hover URL-toggleable__label-arrow:before {color: black;}#sk-container-id-6 URL-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__label-arrow:before {content: "▾";}#sk-container-id-6 URL-estimator URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-label URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 URL-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 URL-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 URL-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 URL-label:hover URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 URL-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 URL-item {position: relative;z-index: 1;}#sk-container-id-6 URL-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 URL-item::before, #sk-container-id-6 URL-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 URL-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 URL-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 URL-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 URL-parallel-item:only-child::after {width: 0;}#sk-container-id-6 URL-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 URL-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 URL-label-container {text-align: center;}#sk-container-id-6 URL-container {/* jupyter's 'URL' sets '[hidden] { display: none; }' but URL set '[hidden] { display: none !important; }' so we also need the '!important' here to be able to override the default hidden behavior on the sphinx rendered URL. See: URL */display: inline-block !important;position: relative;}#sk-container-id-6 URL-text-repr-fallback {display: none;}</style><div id="sk-container-id-6" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with URL.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-18" type="checkbox" ><label for="sk-estimator-id-18" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-19" type="checkbox" ><label for="sk-estimator-id-19" class="sk-toggleable__label sk-toggleable__label-arrow">EasyPreprocessor</label><div class="sk-toggleable__content"><pre>EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-20" type="checkbox" ><label for="sk-estimator-id-20" class="sk-toggleable__label sk-toggleable__label-arrow">Ridge</label><div class="sk-toggleable__content"><pre>Ridge(alpha=10)</pre></div></div></div></div></div></div></div>

Disclaimer: This model is trained with dabl library as a baseline, for better results, use AutoTrain.

Logs of training including the models tried in the process can be found in URL
TAGS
#sklearn #tabular-regression #baseline-trainer #license-apache-2.0 #has_space #region-us 
 ## Baseline Model trained on outhimar_64 to apply regression on Close

Metrics of the best model:

r2                        0.999858

neg_mean_squared_error   -1.067685

Name: Ridge(alpha=10), dtype: float64



See model plot below:

<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 URL-toggleable {background-color: white;}#sk-container-id-6 URL-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 URL-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 URL-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 URL-estimator:hover URL-toggleable__label-arrow:before {color: black;}#sk-container-id-6 URL-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 URL-toggleable__control:checked~URL-toggleable__label-arrow:before {content: "▾";}#sk-container-id-6 URL-estimator URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-label URL-toggleable__control:checked~URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 URL-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 URL-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 URL-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 URL-label:hover URL-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 URL-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 URL-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 URL-item {position: relative;z-index: 1;}#sk-container-id-6 URL-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 URL-item::before, #sk-container-id-6 URL-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 URL-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 URL-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 URL-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 URL-parallel-item:only-child::after {width: 0;}#sk-container-id-6 URL-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 URL-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 URL-label-container {text-align: center;}#sk-container-id-6 URL-container {/* jupyter's 'URL' sets '[hidden] { display: none; }' but URL set '[hidden] { display: none !important; }' so we also need the '!important' here to be able to override the default hidden behavior on the sphinx rendered URL. See: URL */display: inline-block !important;position: relative;}#sk-container-id-6 URL-text-repr-fallback {display: none;}</style><div id="sk-container-id-6" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with URL.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-18" type="checkbox" ><label for="sk-estimator-id-18" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;easypreprocessor&#x27;,EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])),(&#x27;ridge&#x27;, Ridge(alpha=10))])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-19" type="checkbox" ><label for="sk-estimator-id-19" class="sk-toggleable__label sk-toggleable__label-arrow">EasyPreprocessor</label><div class="sk-toggleable__content"><pre>EasyPreprocessor(types=           continuous  dirty_float  low_card_int  ...   date  free_string  useless
Date            False        False         False  ...   True        False    False
Open             True        False         False  ...  False        False    False
High             True        False         False  ...  False        False    False
Low              True        False         False  ...  False        False    False
Adj Close        True        False         False  ...  False        False    False
Volume           True        False         False  ...  False        False    False[6 rows x 7 columns])</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-20" type="checkbox" ><label for="sk-estimator-id-20" class="sk-toggleable__label sk-toggleable__label-arrow">Ridge</label><div class="sk-toggleable__content"><pre>Ridge(alpha=10)</pre></div></div></div></div></div></div></div>

Disclaimer: This model is trained with dabl library as a baseline, for better results, use AutoTrain.

Logs of training including the models tried in the process can be found in URL
passage: TAGS
#sklearn #tabular-regression #baseline-trainer #license-apache-2.0 #has_space #region-us 
