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Soledad Galli
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re-run ch1 code with new libraries versions after TR comments, no major changes
1 parent 711a40d commit c1c56a3

8 files changed

+65
-99
lines changed

‎ch01-variable-characteristics/Recipe-1-indetifying-variables-types.ipynb

+7-7
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@@ -65,7 +65,7 @@
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>Allen, Miss. Elisabeth Walton</td>\n",
@@ -82,7 +82,7 @@
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" <td>St Louis, MO</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>Allison, Master. Hudson Trevor</td>\n",
@@ -99,7 +99,7 @@
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" <td>Montreal, PQ / Chesterville, ON</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>Allison, Miss. Helen Loraine</td>\n",
@@ -116,7 +116,7 @@
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" <td>Montreal, PQ / Chesterville, ON</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
@@ -133,7 +133,7 @@
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" <td>Montreal, PQ / Chesterville, ON</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
@@ -343,7 +343,7 @@
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{
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"data": {
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"text/plain": [
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"<matplotlib.axes._subplots.AxesSubplot at 0xb9552f4a8>"
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"<matplotlib.axes._subplots.AxesSubplot at 0x5e098c4940>"
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]
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},
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"execution_count": 8,
@@ -378,7 +378,7 @@
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{
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"data": {
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"text/plain": [
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"<matplotlib.axes._subplots.AxesSubplot at 0xb9584f5f8>"
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"<matplotlib.axes._subplots.AxesSubplot at 0x5e09c78710>"
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]
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},
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"execution_count": 9,

‎ch01-variable-characteristics/Recipe-2-Quantifying-missing-data.ipynb

+5-5
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>60.0</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
@@ -85,7 +85,7 @@
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>46.0</td>\n",
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" <td>1.0</td>\n",
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" <td>6.0</td>\n",
@@ -99,7 +99,7 @@
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" <td>0.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>3.0</td>\n",
@@ -113,7 +113,7 @@
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" <td>0.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>70.0</td>\n",
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" <td>NaN</td>\n",
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" <td>1.0</td>\n",
@@ -127,7 +127,7 @@
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" <td>0.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>78.0</td>\n",
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" <td>1.0</td>\n",
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" <td>3.0</td>\n",

‎ch01-variable-characteristics/Recipe-3-Determining-cardinality.ipynb

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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>T2</td>\n",
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" <td>F</td>\n",
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" <td>L4E</td>\n",
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" <td>S4E</td>\n",
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" <td>X</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>S1</td>\n",
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" <td>M</td>\n",
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" <td>L2G</td>\n",
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" <td>NaN</td>\n",
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" <td>X</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>R2</td>\n",
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" <td>M</td>\n",
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" <td>L4E</td>\n",
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" <td>S4F</td>\n",
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" <td>X</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>R2</td>\n",
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" <td>F</td>\n",
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" <td>L4E</td>\n",
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" <td>S4E</td>\n",
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" <td>X</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>S2</td>\n",
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" <td>F</td>\n",
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" <td>L2F</td>\n",

‎ch01-variable-characteristics/Recipe-4-Pinpointing-rare-categories.ipynb

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@@ -62,7 +62,7 @@
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>vhigh</td>\n",
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" <td>vhigh</td>\n",
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" <td>2</td>\n",
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" <td>unacc</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>vhigh</td>\n",
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" <td>vhigh</td>\n",
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" <td>2</td>\n",
@@ -82,7 +82,7 @@
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" <td>unacc</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>vhigh</td>\n",
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" <td>vhigh</td>\n",
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" <td>2</td>\n",
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" <td>unacc</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>vhigh</td>\n",
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" <td>vhigh</td>\n",
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" <td>2</td>\n",
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" <td>unacc</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>vhigh</td>\n",
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" <td>vhigh</td>\n",
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" <td>2</td>\n",

‎ch01-variable-characteristics/Recipe-6-Identifying-a-normal-distribution.ipynb

+16-19
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‎ch01-variable-characteristics/Recipe-7-Distinguishing-variable-distribution.ipynb

+7-35
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‎ch01-variable-characteristics/Recipe-8-Highlighting-outliers.ipynb

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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>6.575</td>\n",
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" <td>4.98</td>\n",
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" <td>0.00632</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>6.421</td>\n",
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" <td>9.14</td>\n",
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" <td>0.02731</td>\n",
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" </tr>\n",
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" <tr>\n",
83-
" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>7.185</td>\n",
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" <td>4.03</td>\n",
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" <td>0.02729</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>6.998</td>\n",
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" <td>2.94</td>\n",
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" <td>0.03237</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>7.147</td>\n",
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" <td>5.33</td>\n",
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" <td>0.06905</td>\n",

‎ch01-variable-characteristics/Recipe-9-Comparing-feature-magnitude.ipynb

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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>0.00632</td>\n",
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" <td>18.0</td>\n",
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" <td>2.31</td>\n",
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" <td>4.98</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>0.02731</td>\n",
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" <td>0.0</td>\n",
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" <td>7.07</td>\n",
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" <td>9.14</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>0.02729</td>\n",
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" <td>0.0</td>\n",
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" <td>7.07</td>\n",
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" <td>4.03</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>0.03237</td>\n",
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" <td>0.0</td>\n",
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" <td>2.18</td>\n",
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" <td>2.94</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>0.06905</td>\n",
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" <td>0.0</td>\n",
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" <td>2.18</td>\n",
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
@@ -222,7 +222,7 @@
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>count</th>\n",
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" <td>count</td>\n",
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" <td>506.000000</td>\n",
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" <td>506.000000</td>\n",
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" <td>506.000000</td>\n",
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" <td>506.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>mean</td>\n",
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" <td>3.613524</td>\n",
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" <td>11.363636</td>\n",
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" <td>11.136779</td>\n",
@@ -254,7 +254,7 @@
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" <td>12.653063</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>std</td>\n",
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" <td>8.601545</td>\n",
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" <td>23.322453</td>\n",
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" <td>6.860353</td>\n",
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" <td>7.141062</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>min</td>\n",
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" <td>0.006320</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.460000</td>\n",
@@ -286,7 +286,7 @@
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" <td>1.730000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>25%</td>\n",
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" <td>0.082045</td>\n",
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" <td>0.000000</td>\n",
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" <td>5.190000</td>\n",
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" <td>6.950000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>50%</td>\n",
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" <td>0.256510</td>\n",
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" <td>0.000000</td>\n",
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" <td>9.690000</td>\n",
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" <td>11.360000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>75%</td>\n",
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" <td>3.677083</td>\n",
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" <td>12.500000</td>\n",
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" <td>18.100000</td>\n",
@@ -334,7 +334,7 @@
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" <td>16.955000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>max</td>\n",
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" <td>88.976200</td>\n",
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" <td>100.000000</td>\n",
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" <td>27.740000</td>\n",
@@ -385,7 +385,7 @@
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"max 37.970000 "
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]
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},
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"execution_count": 6,
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
@@ -468,13 +468,10 @@
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"version": "3.7.3"
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},
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"toc": {
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"nav_menu": {},
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"number_sections": true,
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"sideBar": true,
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"skip_h1_title": false,
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"title_cell": "Table of Contents",
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"title_sidebar": "Contents",
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"toc_cell": false,
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"toc_position": {},
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"toc_section_display": true,

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