diff --git a/notebooks/scipy_TP.ipynb b/notebooks/scipy_TP.ipynb
index c5ddcb4fce52e3e951e9628a01583f1310a71134..434c7b2a4a73fe551ed3165f30b6e0d9c79dd94f 100644
--- a/notebooks/scipy_TP.ipynb
+++ b/notebooks/scipy_TP.ipynb
@@ -3,23 +3,13 @@
   {
    "cell_type": "markdown",
    "id": "a5a5210d",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
     "Import `numpy`, `pandas`, the `pyplot` module from `matplotlib`, `seaborn`, and the `stats` module from `scipy`."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "5ac6cc32",
-   "metadata": {},
-   "source": [
-    "## A"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -39,55 +29,17 @@
   {
    "cell_type": "markdown",
    "id": "0e4fd0d9",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "## Q\n",
-    "\n",
-    "Load the `mi.csv` data file located in the `data` directory of the course repository."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "08c1dd12",
-   "metadata": {},
-   "source": [
-    "## A"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "00130518",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9cc036b2",
-   "metadata": {
-    "heading_collapsed": true
-   },
    "source": [
     "## Q\n",
     "\n",
-    "Anything missing?"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "99d5dc74",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Load the `mi.csv` data file, located in the `data` directory of the course repository, into a DataFrame, and show the column names and 5 first rows."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8a648a9b",
+   "id": "eefc126c",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -95,21 +47,13 @@
   {
    "cell_type": "markdown",
    "id": "3512f950",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Show a summary table for these data."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6984434b",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Show a summary table for these data, numerical AND categorical.\n",
+    "\n",
+    "Hint: look for optional arguments to the method you know, to get info about the categorical variables."
    ]
   },
   {
@@ -123,21 +67,11 @@
   {
    "cell_type": "markdown",
    "id": "04163591",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Inspect the distribution of variables `Age` and `OwnsHouse`."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d6baac23",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Inspect the relationship between variables `Age` and `OwnsHouse`. What type of plots is most suitable?"
    ]
   },
   {
@@ -150,143 +84,68 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e94c17b",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "id": "3562a647",
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Isolate the house-owners group from the others, draw their respective age distributions and report their mean ages as $99\\%$ confidence intervals."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "497142f3",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Draw a boxplot or violinplot of `Age` for two categorical variables, say `OwnsHouse` and `LivesWithKids`."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "55d18f16",
+   "id": "a27581d4",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "ea79970d",
+   "id": "1e94c17b",
    "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Check the age is normally distributed in any one group, first following a graphical approach."
+    "Isolate the house-owners group from the others, and report their mean age(s) as $99\\%$ confidence interval(s)."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3c23a350",
+   "id": "55d18f16",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "15e4d4c9",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "## A (with nested Q&A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "ddf5d4b0",
-   "metadata": {
-    "hidden": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "(theoretical_quantiles, observed_quantiles), (slope, intercept, _) = stats.probplot(house_owners_age, fit=True)\n",
-    "plt.scatter(theoretical_quantiles, observed_quantiles, marker='+', color='b')\n",
-    "plt.axline((0, intercept), slope=slope, color='r')\n",
-    "plt.xlabel('theoretical quantiles')\n",
-    "plt.ylabel('ordered observations (age)');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "24b49c4c",
-   "metadata": {
-    "hidden": true
-   },
+   "id": "ea79970d",
+   "metadata": {},
    "source": [
-    "The red line is fitted to the blue points and does not align well on the linear part.\n",
-    "\n",
-    "### Q\n",
+    "## Q\n",
     "\n",
-    "To better illustrate that the central part is approximately linear, perform a linear regression with the observations whose corresponding theoretical quantiles (abscissa) fall in the $[-1,1]$ interval, and make a probability plot replacing the default regression line by your regression line."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e6f91f58",
-   "metadata": {
-    "hidden": true
-   },
-   "source": [
-    "### A"
+    "Check whether the age is normally distributed in a group, first following a graphical approach."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0f888c53",
-   "metadata": {
-    "hidden": true
-   },
+   "id": "6ec85793-d159-47ac-bf2e-d28778dbb865",
+   "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
    "id": "2cc80be1",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
     "Are the sample size and variance of the two groups similar enough for running a standard $t$ test?"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "cd58c73a",
-   "metadata": {},
-   "source": [
-    "## A"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -298,21 +157,11 @@
   {
    "cell_type": "markdown",
    "id": "d61f454a",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Test the group mean ages equal."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b076e8e6",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Test whether the group mean ages equal."
    ]
   },
   {
@@ -326,118 +175,17 @@
   {
    "cell_type": "markdown",
    "id": "62b30b76",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "## Q\n",
-    "\n",
-    "How would you report the result of this test?"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "efeac3ab",
-   "metadata": {},
-   "source": [
-    "## A"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "341157b6",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f72698b7",
    "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "\\[optional; good for playing with Python rather than statistical methods\\]\n",
-    "\n",
-    "Although tractable in principle, the group difference in variance is quite large and -- had we smaller samples -- we could instead use the Welch's $t$ test that is known to better control for type-1 errors in cases of differing variances, but also a slightly lower power.\n",
-    "\n",
-    "As it is now clear we have a relationship between age and owning a house, let us compute the rejection rate (or power) as a function of sample size.\n",
-    "\n",
-    "Proposal:\n",
-    "* loop over decreasing sample sizes (*e.g.* 200, 50, 20, 10, 5),\n",
-    "* randomly pick a subsample of that size from each group,\n",
-    "* compare their means using the standard Student $t$-test and Welch $t$-test,\n",
-    "* observe whether each test successfully rejects $H_0$ for a constant significance level (*e.g.* 5%),\n",
-    "* replicate this procedure many times (*e.g.* 100)\n",
-    "* and compute the rejection rate for each sample size and type of test."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6b7d5d56",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "## Help: subsampling"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "ee947953",
-   "metadata": {
-    "hidden": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# let us consider an example sample\n",
-    "sample = others_age\n",
-    "\n",
-    "# and a subsample size\n",
-    "n = 200\n",
-    "\n",
-    "# we need a random generator\n",
-    "rng = np.random.default_rng()\n",
-    "\n",
-    "# now we can pick n observations from the original sample\n",
-    "# calling the `choice` method of the random generator\n",
-    "subsample = rng.choice(sample, n)\n",
-    "\n",
-    "# in principle the smaller sample will exhibit similar\n",
-    "# properties as the original sample; both are drawn from\n",
-    "# the population in similar ways\n",
-    "bins = np.arange(20, 70+1, 5)\n",
-    "sns.histplot(sample, bins=bins)\n",
-    "sns.histplot(subsample, bins=bins);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b44a7b2b",
-   "metadata": {},
-   "source": [
-    "## A"
+    "How would you report the result of this test, with extensive information about the effect?"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "81e31c08",
+   "id": "341157b6",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -461,45 +209,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 59,
    "id": "0aeaeee7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "source": []
+   "source": [
+    "sns.boxplot(x='LivesWithKids', y='Age', data=df)\n",
+    "sns.swarmplot(x='LivesWithKids', y='Age', hue='LivesWithKids', data=df, linewidth=1, size=3, legend=False);"
+   ]
   },
   {
    "cell_type": "markdown",
    "id": "02cbfb3c",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
     "How do the common descriptive statistics (mean, variance) compare?"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "d2f481d2",
-   "metadata": {},
-   "source": [
-    "## A"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -521,78 +260,37 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dd8085f4",
+   "id": "f99d95e4",
    "metadata": {},
    "outputs": [],
    "source": []
   },
-  {
-   "cell_type": "markdown",
-   "id": "89181560",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "## A (with nested Q&A)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "ef4093df",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
-    "We need a two-sample goodness-of-fit test.\n",
-    "\n",
-    "This can be done in two ways:\n",
-    "\n",
-    "* with a $\\chi^2$ test of homogeneity, binning the age;\n",
-    "* with a two-sample Kolmogorov-Smirnov test.\n",
-    "\n",
-    "### Q\n",
+    "## Q\n",
     "\n",
     "Bin the two groups, first with 5-year-wide bins, extract frequencies and proceed to performing a $\\chi^2$ test."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "4338fe92",
-   "metadata": {
-    "hidden": true
-   },
-   "source": [
-    "### A"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "f57a8ff6",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
    "id": "218a59ec",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "## Q\n",
     "\n",
-    "Are all the assumptions met? Adjust the procedure if necessary. Any interpretation?"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "abdce59a",
-   "metadata": {},
-   "source": [
-    "## A"
+    "Are all the assumptions met, for the test to be valid? Adjust the procedure if necessary. Any interpretation?"
    ]
   },
   {
@@ -602,33 +300,13 @@
    "metadata": {},
    "outputs": [],
    "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1be0bd8d",
-   "metadata": {
-    "heading_collapsed": true
-   },
-   "source": [
-    "# ..."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f2a026da",
-   "metadata": {
-    "hidden": true
-   },
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "scientific_python",
    "language": "python",
-   "name": "python3"
+   "name": "scientific_python"
   },
   "language_info": {
    "codemirror_mode": {
@@ -640,7 +318,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.10.4"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/notebooks/scipy_TP_solutions.ipynb b/notebooks/scipy_TP_solutions.ipynb
index 3ec431bd3741623d365176c44b833b38bd5f6333..c525df8216233b9698cda82dffe502dc303834c2 100644
--- a/notebooks/scipy_TP_solutions.ipynb
+++ b/notebooks/scipy_TP_solutions.ipynb
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 2,
    "id": "eefc126c",
    "metadata": {
     "hidden": true
@@ -469,7 +469,9 @@
    "source": [
     "## Q\n",
     "\n",
-    "Show a summary table for these data."
+    "Show a summary table for these data, numerical AND categorical.\n",
+    "\n",
+    "Hint: look for optional arguments to the method you know, to get info about the categorical variables."
    ]
   },
   {
@@ -484,7 +486,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "a7a7d087",
    "metadata": {
     "hidden": true
@@ -592,44 +594,24 @@
        "      <td>84.971737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>20.170000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>43.727000</td>\n",
-       "      <td>18.500000</td>\n",
-       "      <td>-0.430491</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>37.000000</td>\n",
-       "      <td>35.700000</td>\n",
-       "      <td>8.433000</td>\n",
-       "      <td>17.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>35.830000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>84.077225</td>\n",
-       "      <td>21.770000</td>\n",
-       "      <td>0.065082</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>300.750000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>54.000000</td>\n",
-       "      <td>36.200000</td>\n",
-       "      <td>8.917000</td>\n",
-       "      <td>136.000000</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
@@ -693,6 +675,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>8 rows × 17 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -700,8 +683,7 @@
        "count  816.000000        816.000000  816.000000  816.000000  816.000000   \n",
        "mean    46.485711          2.751804   91.904255   24.208958    0.203601   \n",
        "std     13.854402          3.565008   12.936172    3.181184    0.232411   \n",
-       "min     20.170000          0.000000   43.727000   18.500000   -0.430491   \n",
-       "25%     35.830000          0.500000   84.077225   21.770000    0.065082   \n",
+       "...           ...               ...         ...         ...         ...   \n",
        "50%     47.710000          2.000000   91.862800   23.850000    0.227855   \n",
        "75%     58.352500          4.000000  100.008000   26.210000    0.363819   \n",
        "max     69.750000         49.000000  150.107000   32.000000    0.769841   \n",
@@ -710,8 +692,7 @@
        "count      816.000000   816.000000            816.000000       816.000000   \n",
        "mean         0.932598     0.512255              0.355392         1.119771   \n",
        "std          0.893942     1.674008              1.408535         0.931400   \n",
-       "min          0.000000     0.000000              0.000000         0.000000   \n",
-       "25%          0.000000     0.000000              0.000000         0.000000   \n",
+       "...               ...          ...                   ...              ...   \n",
        "50%          1.000000     0.000000              0.000000         1.000000   \n",
        "75%          1.000000     0.000000              0.000000         2.000000   \n",
        "max          4.000000    14.000000             14.000000         3.000000   \n",
@@ -720,8 +701,7 @@
        "count    816.000000  816.000000   816.000000       816.000000  816.000000   \n",
        "mean       7.499246    1.290441   576.877451         0.544526   59.209559   \n",
        "std        1.017186    2.055716   518.489935         1.333918    9.206104   \n",
-       "min        3.000000    0.000000     2.000000         0.000000   37.000000   \n",
-       "25%        7.000000    0.000000   300.750000         0.000000   54.000000   \n",
+       "...             ...         ...          ...              ...         ...   \n",
        "50%        7.500000    0.000000   556.500000         0.000000   58.000000   \n",
        "75%        8.000000    3.000000   779.250000         1.000000   65.000000   \n",
        "max       12.000000   14.000000  5701.000000        14.000000  100.000000   \n",
@@ -730,14 +710,15 @@
        "count   816.000000      816.000000     816.000000  \n",
        "mean     36.431985        9.214806     185.485294  \n",
        "std       0.318461        0.378376      84.971737  \n",
-       "min      35.700000        8.433000      17.000000  \n",
-       "25%      36.200000        8.917000     136.000000  \n",
+       "...            ...             ...            ...  \n",
        "50%      36.400000        9.233000     187.000000  \n",
        "75%      36.600000        9.550000     263.000000  \n",
-       "max      37.700000       11.217000     335.000000  "
+       "max      37.700000       11.217000     335.000000  \n",
+       "\n",
+       "[8 rows x 17 columns]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -746,6 +727,231 @@
     "df.describe()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8d45dd25",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>OwnsHouse</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>LivesWithPartner</th>\n",
+       "      <th>LivesWithKids</th>\n",
+       "      <th>BornInCity</th>\n",
+       "      <th>CMVPositiveSerology</th>\n",
+       "      <th>UsesCannabis</th>\n",
+       "      <th>RecentPersonalCrisis</th>\n",
+       "      <th>Smoking</th>\n",
+       "      <th>Employed</th>\n",
+       "      <th>Education</th>\n",
+       "      <th>DustExposure</th>\n",
+       "      <th>Income</th>\n",
+       "      <th>HadMeasles</th>\n",
+       "      <th>HadRubella</th>\n",
+       "      <th>HadChickenPox</th>\n",
+       "      <th>HadMumps</th>\n",
+       "      <th>HadTonsillectomy</th>\n",
+       "      <th>HadAppendicectomy</th>\n",
+       "      <th>VaccineHepA</th>\n",
+       "      <th>VaccineMMR</th>\n",
+       "      <th>VaccineTyphoid</th>\n",
+       "      <th>VaccineWhoopingCough</th>\n",
+       "      <th>VaccineYellowFever</th>\n",
+       "      <th>VaccineHepB</th>\n",
+       "      <th>VaccineFlu</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "      <td>816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>No</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Vocational</td>\n",
+       "      <td>No</td>\n",
+       "      <td>(1000-2000]</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>528</td>\n",
+       "      <td>417</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458</td>\n",
+       "      <td>434</td>\n",
+       "      <td>527</td>\n",
+       "      <td>769</td>\n",
+       "      <td>580</td>\n",
+       "      <td>432</td>\n",
+       "      <td>421</td>\n",
+       "      <td>279</td>\n",
+       "      <td>607</td>\n",
+       "      <td>262</td>\n",
+       "      <td>504</td>\n",
+       "      <td>740</td>\n",
+       "      <td>522</td>\n",
+       "      <td>585</td>\n",
+       "      <td>750</td>\n",
+       "      <td>628</td>\n",
+       "      <td>780</td>\n",
+       "      <td>647</td>\n",
+       "      <td>775</td>\n",
+       "      <td>616</td>\n",
+       "      <td>748</td>\n",
+       "      <td>413</td>\n",
+       "      <td>655</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       OwnsHouse     Sex LivesWithPartner LivesWithKids BornInCity  \\\n",
+       "count        816     816              816           816        816   \n",
+       "unique         2       2                2             2          2   \n",
+       "top           No  Female              Yes            No        Yes   \n",
+       "freq         528     417              501           458        434   \n",
+       "\n",
+       "       CMVPositiveSerology UsesCannabis RecentPersonalCrisis Smoking Employed  \\\n",
+       "count                  816          816                  816     816      816   \n",
+       "unique                   2            2                    2       3        2   \n",
+       "top                     No           No                   No   Never      Yes   \n",
+       "freq                   527          769                  580     432      421   \n",
+       "\n",
+       "         Education DustExposure       Income HadMeasles HadRubella  \\\n",
+       "count          816          816          816        816        816   \n",
+       "unique           5            3            4          2          2   \n",
+       "top     Vocational           No  (1000-2000]         No         No   \n",
+       "freq           279          607          262        504        740   \n",
+       "\n",
+       "       HadChickenPox HadMumps HadTonsillectomy HadAppendicectomy VaccineHepA  \\\n",
+       "count            816      816              816               816         816   \n",
+       "unique             2        2                2                 2           2   \n",
+       "top              Yes       No               No                No          No   \n",
+       "freq             522      585              750               628         780   \n",
+       "\n",
+       "       VaccineMMR VaccineTyphoid VaccineWhoopingCough VaccineYellowFever  \\\n",
+       "count         816            816                  816                816   \n",
+       "unique          2              2                    2                  2   \n",
+       "top            No             No                   No                 No   \n",
+       "freq          647            775                  616                748   \n",
+       "\n",
+       "       VaccineHepB VaccineFlu  \n",
+       "count          816        816  \n",
+       "unique           2          2  \n",
+       "top             No         No  \n",
+       "freq           413        655  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe(exclude='number')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "04163591",
@@ -770,7 +976,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 6,
    "id": "5de6412d",
    "metadata": {
     "hidden": true
@@ -794,7 +1000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 7,
    "id": "ee08a262",
    "metadata": {
     "hidden": true
@@ -818,7 +1024,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 8,
    "id": "f793503f",
    "metadata": {
     "hidden": true
@@ -856,7 +1062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "3d1a44e6",
    "metadata": {
     "hidden": true
@@ -864,14 +1070,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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49alP2Lx5MxknVrJuQ+caZAKmaylj0ACGDm77f2h/5VbgizwXR2vNVHW/hsmdSgk1en70OceOHGHVArh6aHcyuid2UKVCCJ/RWKfOkKrMP/mxthSzuxqzu5qIuiPq43R6CIkBW0LT0QmC7TKgWJxRwAQZ0ToGHVwTW8HHxyMoazCyIM/BzxNLZcE8IcT5MwaDI0U9TmisUwONMxcqc8GZBw3VUJWvHrlb1MeZQk9OL7d1alrnRn4gCQky4keYDQrXx5fz8bEICuuDWFJo55rYCvmjSAjRdozBEJ6qHqAu7OeqUAONM7dprZt8ddXior3qAWAwqTuEO5LVYBQWJ8EmQEmQET/KHuTm2vhyPs8N50B1MBvKGhkm07KFEO1Fp4Ngh3rEpKv3uRugMg8qjqmH8zi4XVB2SD0ADOaToSY8RV3QT/7qCggSZMRPSghuYFSUk6VFdtaVhRBjbiAtpF7rsoQQgcIQ1BRSmmbGKB6oLoLyo1B+RN16we2Ckmz1ALUrKqIzRHRRW3uMZs3KF+1Lgow4J71sdRS4gtjhtLKk0M7NnUpxBLm1LksIEYh0enWPqNBY6DRYDTaVBU2h5rDaalNfBfk71EOnB3uSGmwiu4E1QusrEG1Igow4Z5dGVVLkMpLnMrEw385kGfwrhPAGOj3Y4tUjeTh4GtUwU7IfSg+oKxKXH1GPg9+qM6Kie6qHhBqfJ0FGnDODDq6Oq+C/xyIoqQ9ieZFsMCmE8EJ64ykDiEdDTakaaEoPqN1Q1YXqcXgVhERDdLq6m7j57GuVCO8lQUa0SqjRw9WxFXyeG05WlYVOlgb62Gq1LksIIc7OGqEenYZAQ62683dRltoNVV2kHoe/g4g0iOunboypl1+PvkK+UqLVEi0NXBRRxfelYawsDiM+uJ5Ik4yXEUL4gCALxPdXjxOhpmAXVByF0oPqYbRAwkBIzFAHDQuvJkFGnJcMRw1Ha00cqTXzVYGdmxNLtS5JCCFa59RQU1vWNDh4pzpQOGcNHF2v7uSdNBSskVpXK85ChmqK86LTwZgYJxaDm5L6IL4rkb1lhBA+zBIOaZfB8Hug140QlgCKG/K3w8a3IOt/4KrUukpxBtIiI85biNHD2Bgn8/PC2eG0YtXLRpFCCB+n00N0D/WoOKa2ypRkq601hZlq60zyCBlD40WkRUZckBRrPYMc6kq/Wzyp6EMc2hYkhBBtxd4J+kyEAbeq2yF4GuDIatjynjpAWHgFCTLigo2IqCLa1EA9QURe9VsUReuKhBCiDdk7qWEm/Xp1XE11IWx+Rx1PIzQnQUZcMIMOroypQI8Ha9ehLK/qpHVJQgjRtnQ6de+nwXeqKwQrbshaBMc3aV1ZwJMgI9pElNlNL/0xAN4uSedobZDGFQkhRDswhUKfSZA4WL29f5k6fVtoRoKMaDPddfnUHd1NnWLk9zuT8EgXkxDCH+l00OUK6DRMvZ39NdSWa1pSIJMgI9qMTgcli54jWNfI+rJQ/pMj6y4IIfyUTgedLwNbJ3DXqysDC01IkBFtqrGigNsisgB4JjuO49LFJITwVzq92jIDUJwFjXXa1hOgJMiINjc2LIfBjmqq3QYe2ZMos5iEEP4rLA6C7eqO25UFWlcTkCTIiDan18HTvY9h0nlYUWzjizyH1iUJIUT70OnA1LSyeaNsoKsFCTKiXXQNdfHbLoUAPL43gZJ6g8YVCSFEO6mvUj8ag7WtI0BJkBHt5u60QnqG1lLWYOSJvQlalyOEEG2vtgzqytXPw+I0LSVQSZAR7SZID8/0OYYehS/ywvmmSDaWFEL4maMb1I/hnaVFRiMSZES76mev5c7UYgD+vCeRqkb5lhNC+ImK45C3Tf08ebimpQQy+a0i2t2MrvkkW1zk1pl4Zp80vQoh/EB9DexdACgQ2xscyVpXFLAkyIh2ZzEozOp9HID/HI1kU5lV44qEEOICuOth11x1bEywHbqO0bqigGbUuoCOsiszm9IqWayoPTlL1S6kj5dvYs2Ofaed72MezS5Tb+5aG8HtNYsx4j7j69itZmIcIe1aqxCi4wQHBxMWGqp1GW1C76mnS9m3hNUX0qgzkRV2Ga6DJVqXpYnMnCKtSwBApyj+vVyZ0+nEbrdrXYYA9OYQEn75bwyh4ZSv/pCK7z/UuiQhhDhnMSE6Ft5iZUiigYo6has+qGHdsTP/QRYorFYLmZl7SU5u+661E7+/KyoqsNlsZ32c5kHm+PHj/PGPf+Srr76ipqaGrl27MmfOHAYPVncWVRSFmTNn8uabb1JeXs7IkSN57bXX6Nat2zm9/ol/iO6DRhKbIFOA25vJHIw19Oyzk8rNceQ4MtApHrqVfE+wu6rF+YqSIlYtmMtfp40hLS68vcsVQrSzQ/llPPr2Ut5//33S09O1Lue8WSqy6bLhz5hqC2kw2dk//BlqHd21LktzUVFR7RJi4NyDjKZdS2VlZYwcOZKf/exnfPXVV0RHR5OdnU14+MlfYM888wz/+te/ePfdd0lLS+PRRx9l7Nix7Nmzh+Dgc5/qljFoAEMHZ7THZYhWUBRYmF/HwZpgnInDGZtYhl538vyxI0dYtQCuHtqdjO6J2hUqhGgTW/Yd59G3l5Kenk5Gho/+DN7xCay5HxpqILIrQbd8THpUV62rEk00DTJ///vfSUpKYs6cOc33paWlNX+uKAovvPACf/7zn7n++usBeO+994iNjWX+/PncfPPNHV6zuDA6HfwsupJjR03ku0zsdFrob5dlvYUQXqihFr76A2x5T73dZRT8/G2wSGuxN9F01tKXX37J4MGDmTRpEjExMQwcOJA333yz+fyhQ4fIz89n9OjRzffZ7XaGDRvG2rVrz/iaLpcLp9PZ4hDeJdToYWSE2qW0uiQUZ4NMnhNCeJnjm+H1S5tCjA4ufximfCohxgtp+hvk4MGDzeNdlixZwm9+8xt++9vf8u677wKQn58PQGxsbIvnxcbGNp/7oVmzZmG325uPpKSk9r0IcV762mpJCK6nQdHzbbFNdsgWQngHdwN88yS8NQaK90FoHNw+Hy5/CPSyZ5w30jTIeDweMjIyeOqppxg4cCB33XUXv/rVr/j3v/993q/58MMPU1FR0XwcPXq0DSsWbUWngyuinRhQOFxjZl+VWeuShBCBrjAT3roCVj0Dihv6/BzuWQudL9e6MvEjNA0y8fHx9OrVq8V96enp5OTkABAXp64CW1BQ0OIxBQUFzed+yGw2Y7PZWhzCO0WY3AwJrwZgZbGNWrfuJ54hhBDtwN0A3z0Hr18GedvV7qOfz4GfzwZrhNbViZ+gaZAZOXIkWVlZLe7bt28fKSkpgDrwNy4ujuXLlzefdzqdrF+/nhEjRnRoraJ9DA6vJjKokVqPnu9KZFNJIUQHO74F3vgZLH8c3C7oNhbuWQd9JmhdmThHms5aeuCBB7jooot46qmnuOmmm9iwYQNvvPEGb7zxBgA6nY7777+fv/3tb3Tr1q15+nVCQgI33HCDlqWLNmLQwRUxTj45Hk5mpYUIvSxeKIToAPXV8O1TsO5VUDxgiYCrZkG/yWrft/AZmgaZIUOGMG/ePB5++GGeeOIJ0tLSeOGFF5gyZUrzY/7whz9QXV3NXXfdRXl5ORdffDGLFy9u1RoywrvFBzcwwF7DtooQtnjS0JllewIhRDvavwwWPgDl6jAG+t6khpiQKG3rEudF872Wrr32Wq699tqzntfpdDzxxBM88cQTHViV6GgXRVRxqMZMRYOJiFG/BBq1LkkI4W+qS2DJw7DjY/W2PRmufQ66yaaPvkwW8BBeIUgPY6KdgEJovzFsqonWuiQhhL9QFHV13leGNIUYHQy/R52RJCHG52neIiPECYmWBrrp8slW4nmtuA+TGw5gDwrsDdmEEBeo/KjajbR/qXo7pjdc9xJ0GqRtXaLNSIuM8Cq99cdoKDlGmTuYx/fKJp9CiPPk8cD6N+DV4WqIMZhg1J/hrhUSYvyMBBnhVQw6heL/PY8ehc9zw/m6UNYBEkK0UlEWzLkKvvo/qK+CpOHw69Vw6f+B0aR1daKNSZARXqc+N4vr7IcA+NPuRMrqZVlwIcQ5aKyHlc/Avy+Go+vBFApX/xP+31cQ3V3r6kQ7kSAjvNLNjmy6htRRXB/EXzITtS5HCOHt8rbDG5fDt0+Cux66XakubDf0V6CXX3X+TL66wiuZ9B6e7XsUg05hQb6DL3IdWpckhPBG7ka1FebNUVC4G6yRMOEt+MUn4JBNgwOBBBnhtfrba7m3cyEAf85M5FhtkMYVCSG8StE+mD1GbYXxNEL6eJi+AfpNktV5A4gEGeHV7utcwEB7NZWNBmbsTMKtaF2REEJzHg+sfRVevwRyt0CwHSa8CTf9R1bnDUASZIRXM+rhhX5HCTG42VAWyr8PyUJ5QgS0qkL44OfqCr2NddBlFPxmLfS7SVphApQEGeH1Uqz1zEzPBeD5/XHsqLBoXJEQQhMHvoHXRsKB5WAMVmck3fo52GVCQCCTICN8wqSEMsbFltOo6Lh/RzI1jfKXlxABw90AS2fCf26E6kKITlcXthv6K2mFERJkhG/Q6eCpXseJNTdwsMbMk/tk1V8hAkLFcZhzNax+Qb09eBrc9S3EpGtalvAeEmSEzwg3uXm271EAPjgaybLCMI0rEkK0q0PfwRuXwbEN6oDem96Da5+HIOleFidJkBE+5eLIKn6ZUgTAH3YlUeiSfU+F8DuKAmtegveuh+oiiO2rdiX1ul7ryoQXkiAjfM7/dc+nZ2gtpQ1Gfr8zCY9MyRbCf9RXw6f/D77+Myhu6Hcz3Pk1RHTWujLhpSTICJ9j1iu81D8Hs97DqpIw5hyRdSOE8AsVx2HOONg9D/RGdVbSjf8Gk1XryoQXkyAjfFK3UBd/7pEHwN/3xbHHGaxxRUKIC3J8s7rNQN52sEbB1IUyK0mck4AZYLArM5vSqjqtyxA/wVlaDMDHyzexZse+H32sAnSxjOeAsTO3fR/JrTX/JQg3AHarmRhHSHuXK4T4CftzywDIzMw862McuStI3TILvaee2rA0Dgx7ivoSM5Rs+cnXj4qKIjk5uc3qFb5HpyiKX48wcDqd2O12rcsQ7URvsRE/7WWMoRFUbllI6dJ/a12SEOIHdKh/eJzJgyNM/PNKtUV14b4GfvFZLZX15/7aVquFzMy9Emb80Inf3xUVFdhstrM+LmBaZLoPGklsgqw94gtM5mCsoec+tbqyYT+HGEpYxrX0TYtDydvNqgVz+eu0MaTFhbdjpUKIc+EIDSY+4gf/pxWFxMpNxFbvBaDQ2pOESwex4rJzH/GQmVPErU99QnFxsQSZABYwQSZj0ACGDs7QugzRTlYVV7O1IoSCyAx+FmVg1YK5XD20OxndZelyIbyOpxH2LoKmEEPnnxGTNIwYbasSPipggozwbxdFVnGs1kRRfRCbdJ1RG7OFEF6nsQ52fw7lOaDTQ49rILa31lUJHyazloRfMOrgqtgKjDqFQsVO2ODrtC5JCPFDrkrY9oEaYgwm6HuThBhxwSTICL8RYXJzSWQlAOGX3cHhetnCQAivUVMCW/+jrtQbFAL9fwHhqVpXJfyABBnhV/raaonXlaEzBvFSUT/qPdLFJITmKo6rIcblBEs4DLwNwuK0rkr4CQkywq/odJChP4y7poJD9TZePiDDB4XQVHE27PivOjYmLEENMRaH1lUJPyJBRvidYF0DpV+/CsArh2LYUSE75Qqhibzt6sBeTyNEdIH+N0OQbDcg2pYEGeGXarJWc3FILm5Fx4ydSdS5pYtJiA6jKHD4O9j3FaBAXD/oM1Ed4CtEG5MgI/zWryL3EG1qYH91MM/vj9W6HCECg+JRA8yR1ert5Iug+zh1qrUQ7UC+s4TfCjM08FTv4wC8dSSavZWysaQQ7cpdD7s+g/wdgA66XQVpl8rGj6JdSZARfm1MjJOrYipwKzr+tCcRj1/vLCaEhuqrYft/ofQA6I3QewIkDNC6KhEAJMgIvzczPZcQg5st5SF8dCxC63KE8D+1Zer06so8MFqg/y0Q1U3rqkSAkCAj/F58cAMPdssH4Ol9cRS5ZGcOIdqMM1cNMXXlEGxXp1fbZI8z0XEkyIiAMDW5hD62GpyNRmbtk4W4hGgTxVlqd1JDDYTGqiHGKq2eomNJkBEBwaCDJ3upA38/z41gl1PWlhHivCkKHFkDu+eBpwHC09QtB0yhWlcmApAEGREw+ttruSG+DIAns+JRZOCvEK3nboC9C+DwKvV2Qgb0nQRGs7Z1iYAlQUYElN93y8ek97C2NJRvi2VTSSFapb5K7Uoq3IM6vXosdLtS1ogRmpLvPhFQOlka+H/JxQA8tz9WWmWEOFeV+bDlXajMBWMw9JsMCQO1rkoICTIi8NydVoTF4GGX08rKYunTF+InFWXBtg/AVQmWCBh4O4Snal2VEIAEGRGAIkxupnQqAeDlg9IqI8RZKYq61cCeUwb1ZtwuM5OEV5EgIwLSr1KLMOk8bCoPYXO57MYrxGmaB/V+p95OHNQ0qFe2+hDeRYKMCEixwY1cn1AOwIfHIrUtRghv46qC7R+qg3p1enXPpK5jZFCv8EryXSkC1i+aupcW5tsprzdoXI0QXqJ5UG/eKYN6B2hdlRBnJUFGBKwB9lrSw2qp9+iZl+fQuhwhtFe0F7a9D/WVYI2EjKngSNG6KiF+lAQZEbB0OpicWArAonyHtsUIoSVFgcPfw5754GmEiM7qdgOWcK0rE+InSZARAe3KGCcAm8utFLuke0kEIE+jOqj3yPfq7cQh0OfnMqhX+AwJMiKgJVga6GOrQUHHN0U2rcsRomPV18D2j04O6u0+DrpeIYN6hU8xal1AR9mVmU1pVZ3WZYgO4CxVV+79ePkm1uzY95OPt5lqwDyc2dtqKVz3bXuXpwm71UyMI0TrMgJacHAwYaHeswCjubGCrqXfYHZX0agzcTD8Uqoqo6DyuNalnbPMnCKtSxBeQKco/r0cmNPpxG63a12G8GLBKf2JvflJGsvzOf76L7UuR4h297NUA5/dZCXcouNgmYerP6ghq8SjdVnnxWq1kJm5l+TkZK1LEW3sxO/viooKbLazt5gHTJDpPmgksQkJWpcjOojJHIw19Nw2hXTrjOyOuRKAXoXLMCr17Vlah6soKWLVgrn8ddoY0uJk8KYWDuWX8ejbS3n//fdJT0/XtJaInK9I2f4sOsVNVXhvDg79G41mh6Y1XYioqCgJMX7qXINMwHQtZQwawNDBGVqXIbxUbk4jZQ1GuvUbRGqIfwWZY0eOsGoBXD20OxndE7UuJyBt2XecR99eSnp6OhkZGv0cUhRY9U/Y9ox6u89EQq9/lX5BMqhX+DYZ0SUEEGFqBMDZKDOXhB9SFFj6KHz7N/X2Jb+HibNBQozwAwHTIiPEj7Ea1PEB1W7J9sLPeNywaAZsfke9PXYWjLhH05KEaEsSZIQAQo1NQUZaZIQ/8bhh3q9h5yfqlOrx/4KM27SuSog2JUFGCCBYrwaZOo9O40qEaCOKAoseVEOM3ggT34LeN2pdlRBtTtrRhQBOTN2TGCP8xjd/hc1zAJ2EGOHXNA0yjz32GDqdrsXRs2fP5vN1dXVMnz6dyMhIQkNDmThxIgUFBRpWLPydBBnhF9a8DN89q34+/gUJMcKvad4i07t3b/Ly8pqP77//vvncAw88wIIFC5g7dy4rV64kNzeXCRMmaFit8FduRY0wOp1fL6skAsHeRfD1I+rnV8yEQXdoWo4Q7U3zMTJGo5G4uLjT7q+oqGD27Nl8+OGHjBo1CoA5c+aQnp7OunXrGD58eEeXKvxYdaOa6UMMvrm6qRAAFGfD53ernw/5FVz8gLb1CNEBNG+Ryc7OJiEhgc6dOzNlyhRycnIA2Lx5Mw0NDYwePbr5sT179iQ5OZm1a9ee9fVcLhdOp7PFIcRPqWyarRRmdGtciRDnqbEePrsT6ishZSRcNQt00lkq/J+mQWbYsGG88847LF68mNdee41Dhw5xySWXUFlZSX5+PiaTCYfD0eI5sbGx5Ofnn/U1Z82ahd1ubz6SkpLa+SqEP3A2BxlpkRE+6rt/Qt52sISri90ZgrSuSIgOoWnX0rhx45o/79evH8OGDSMlJYVPPvkEi8VyXq/58MMPM2PGjObbTqdTwoz4UW4FSurV/wonVvgVwqeUHIDvn1c/v+ZZsMVrW48QHUjzrqVTORwOunfvzv79+4mLi6O+vp7y8vIWjykoKDjjmJoTzGYzNputxSHEjyl2GWlUdJj1HsKDpGtJ+KBlj4G7HrqMgt4yIUIEFq8KMlVVVRw4cID4+HgGDRpEUFAQy5cvbz6flZVFTk4OI0aM0LBK4W/y6tQm+PjgBhlSIHxPYSZkfql+fuWTMi5GBBxNu5Z+//vfM378eFJSUsjNzWXmzJkYDAZuueUW7HY7d955JzNmzCAiIgKbzcZ9993HiBEjZMaSaFM5tWYA4oP9a9drESA2vKl+7HktxPbSthYhNKBpkDl27Bi33HILJSUlREdHc/HFF7Nu3Tqio6MBeP7559Hr9UycOBGXy8XYsWN59dVXtSxZ+BmXR0dOjQmAzlaXxtUI0UqNLtj1qfr5kF9qW4sQGtE0yHz00Uc/ej44OJhXXnmFV155pYMqEoHmULUZNzrCgxqJNMn4GOFjjm2CugoIiYa0S7WuRghNeNUYGSE62r6qYAC6htTJ0ALhe46sUT+mXgJ62bldBCYJMiJgORv0HG7qVuoZVqdxNUKch+J96sf4ftrWIYSGJMiIgLXTaUVBR5LFRYR0Kwlf5MxVP9plrSwRuCTIiIDU6IHdTnXRxX62Wo2rEeI8uZtm2gWd3wKiQvgDCTIiIO2qtFDr0RNmdNM5RGYrCR9lULtGaZAwLgKXBBkRcBo9sKksBIDBjmr0MshX+KqwWPVjZZ62dQihIQkyIuDsrrRQ7TYQanDTS7qVhC+L6q5+zN+pbR1CaEiCjAgo9R4dG060xoRXY5TWGOHLEgerH4+sAUXRthYhNCJBRgSUzeVWatwG7MZG+khrjPB1KRdBkBUqjkLeNq2rEUITEmREwKhs1LOlXG2NuTiyCoO0xghfZ7JCtyvVz7f8R9tahNCIBBkRML4vCaVR0ZEQXE8Xmakk/MWQO9WP2z+CmlJtaxFCA5rutdSRdmVmU1olq7e2N7PRgMXkfd9W5UFR7LMNBUUhIn8D6487tS6pw5QWFwGwZsc+ioqLNa4mMO3PLQMgMzOz7V9cCaGnrQtW5wHy5z1CbvqvzutloqKiSE5ObuPihGh/OkXx7xFiTqcTu92udRlCQzqjmfg7XyHIEYdz0xeULX9T65JEANIB7fXDdnx3I1/eYqWmQaHva1UcLGv9O1mtFjIz90qYEV7jxO/viooKbDbbWR/nfX86t5Pug0YSm5CgdRl+raq8jK3fLeM31w0jIers33QdbUPISHZY4whxV3J76nFM08ZoXVKHC7OYiLKHaF1GQHOEBhMfEdY+L64oOEuXYSOfrb/vxv6I0bRmF9TMnCJufeoTiouLJcgInxMwQSZj0ACGDs7Qugy/duzIEbZ+t4xfXj2YjO6JWpcDQGZlMHPWdgMFXhhcwpiYi7UuSYj2UXs9bJqNrT6fDHsZxPXVuiIhOoQM9hV+y63Aw7sTcSs6roqpYExM4IyLEQHIEg4pTUH9wHJwyfe7CAznHWTq6+vJysqisbGxLesRos18cDSSbRUhhBndPJZ+XOtyhGh/nYZAaBw01sGeL8Aju7oL/9fqIFNTU8Odd96J1Wqld+/e5OTkAHDffffx9NNPt3mBQpyP/Dojz+yLA+AP3fKJC5bALQKA3gC9bgCDGZzH4eAKrSsSot21Osg8/PDDbN++nRUrVhAcHNx8/+jRo/n444/btDghztdjmYlUuQ0MtFczJalE63KE6DgWB/S8Vv38+EYo2qtpOUK0t1YHmfnz5/Pyyy9z8cUXoztlVHzv3r05cOBAmxYnxPn4utDG4kI7Rp3CrN7HZXdrEXiiukHSMPXzvQvV1hkh/FSrg0xRURExMTGn3V9dXd0i2AihhapGPTMz1Wn2v0otomeYLIIoAlTaZRDRBTyNsOtTqC3TuiIh2kWrg8zgwYNZtGhR8+0T4eWtt95ixIgRbVeZEOfhn9lx5NWZSLa4+F2XAq3LEUI7Oj30uh5CY6GhFnZ+Ag01WlclRJtr9ToyTz31FOPGjWPPnj00Njby4osvsmfPHtasWcPKlSvbo0YhzsnOCgvv5UQC8GSv4wQb/HrRaiF+msEEfSfBlvfUFpldn0G/m8EQpHVlQrSZVrfIXHzxxWzbto3Gxkb69u3L119/TUxMDGvXrmXQoEHtUaMQP8mtwJ/3JOJBx/XxZVwSVaV1SUJ4B1Mo9L3p5EymrEXg3zvTiABzXiv7dunShTfflP1qhPf477EItjuthBndPNIjT+tyhPAuIVHQZwLs+FidxWS2QZdRWlclRJtodZBxOs+8WqROp8NsNmMymS64KCFao9hlaF4z5vdd84kxy5oxQpzGkQI9roG9C+DYBgi2Q6K0ogvf1+og43A4fnR2UqdOnbjjjjuYOXMmer3sgCDa31P74nE2GukdVsutybJmjBBnFdsb6irg8CrYv0xtmYnqpnVVQlyQVgeZd955h0ceeYQ77riDoUOHArBhwwbeffdd/vznP1NUVMQ///lPzGYzf/rTn9q8YCFOtbnMyue5EehQ+FuvYxhkBQAhflzyCHBVQN52yPwC+k/RuiIhLkirg8y7777Ls88+y0033dR83/jx4+nbty+vv/46y5cvJzk5mSeffFKCjGhXigJP7osH4KbEMgY6ajWuSAgfoNNBt7FQVwllB2HXXEyOK7WuSojz1uq+nzVr1jBw4MDT7h84cCBr164F1JlNJ/ZgEqK9fFVgZ0t5CBaDhwe75WtdjhC+o3mNmRhoqKFL2beEyfBG4aNaHWSSkpKYPXv2affPnj2bpKQkAEpKSggPD7/w6oQ4iwYP/L1pgO9dqUUywFeI1jKaoc8kMIViaazgvxMtoMhu2cL3tLpr6Z///CeTJk3iq6++YsiQIQBs2rSJzMxMPvvsMwA2btzI5MmT27ZSIU4xLzecI7VmokwN3JVapHU5Qvgmcxj0nohn6/tc0x0K9rwBg4ZoXZUQrdLqFpnrrruOrKwsxo0bR2lpKaWlpYwbN46srCxSU1MB+M1vfsNzzz3X1rUKAUCjB145qO73dXdaESFGj8YVCeHDbPEccVwEQOyBT2DHXI0LEqJ1zmt+dGpqKk8//TSff/4577zzDqmpqUyePJn+/fu3dX1CnObLfAdHas1EBDUypZNMtxbiQpVZUvnbKpd6Y+H9UHJA03qEaI3zXuhl1apVTJ06lYSEBJ599ll+9rOfsW7durasTYjTKAq8cSgagDtTi7AaZal1IdrCzBUuKiP7Q30VzJ0KDbJzvPANrQoy+fn5PP3003Tr1o1JkyZhs9lwuVzMnz+fp59+unnMjBDtZXO5lb1VFoL1Hm5NktYYIdqKR4HDGY+ANRLyd8KymVqXJMQ5OecgM378eHr06MGOHTt44YUXyM3N5aWXXmrP2oQ4zftH1d2tr4svxx4kY2OEaEsNlmi48XX1xvrX4ehGbQsS4hycc5D56quvuPPOO3n88ce55pprMBgM7VmXEKcpqzfwv3w7gLTGCNFeuo2B/r8AFFj4ALhlaQPh3c45yHz//fdUVlYyaNAghg0bxssvv0xxcXF71iZEC0sLbdQrenqG1tLPLqv4CtFurvwrBDugYCdseEPraoT4UeccZIYPH86bb75JXl4ed999Nx999BEJCQl4PB6WLl1KZWVle9YpBIsL1daYq+MqNK5ECD8XEgVjnlA/XzELasu0rUeIH9HqWUshISFMmzaN77//np07d/Lggw/y9NNPExMTw3XXXdceNQpBZaOe74tDAbgqVoKMEO1u4G0Q0xtcTlj7qtbVCHFWrV7Z91Q9evTgmWeeYdasWSxYsIC33367repqc7sysymtkumE7clZqnY1rtmxj6I27nbc3tiJekVPjM7Jwe0bOCS7XAvRZvbnqi0umZmZLe53JE+ic+Fu2PgWXPIgBAVrUZ4QP0qnKIpfL8ThdDqx2+1alyEukOPSqdhHTKJy+xJKF8tsOSHamg744S8Dgw4O3x9GJ5sOJrwF/SZpUZoIUCd+f1dUVGCz2c76uAtqkfEl3QeNJDYhQesy/FpVeRlbv1vGX6eNIS2ubTcNfct9CYeA2weEMTjjpjZ9bSEEOEKDiY8Ia3FfZk4Rb6/5gr9cZoY98yXICK8UMEEmY9AAhg7O0LoMv3bsyBG2freMq4d2J6N7Ypu9rkeBvy2PATfcc1Ek3UJD2+y1hRA/7h+zG9Qgs385uBvAEKR1SUK0cN5bFAjRUYrrjdS69ehRSLW6tC5HiICyvcBDY1AoNNZCwW6tyxHiNBJkhNc7VmsCIC64gSD5jhWiw9XYu6mfFO7RthAhzkB+LQivd7xWbcpODG7QuBIhAlNDsLpRK5X52hYixBlIkBFer7JR3Q7DYZKl0oXQgsdoUT9pkBW1hfeRICO8nltRF40J0vn1SgFCeC2dp6k11GDSthAhzkCCjPB6jU35xSCL4AmhCVNNU5eSTZawEN5HgozwGR6tCxAiAOl1YHXuV29E99C2GCHOQIKM8HoRJjcAJa6AWfZICK8xOMGAsd4JZhvE99e6HCFOI0FGeL1ok9o/X1QvQUaIjnbnwKYF8LqOlsXwhFeSICO8XoxZna1U6ArCv3cGE8K7BLlruLVfU3gZ8kttixHiLCTICK/XyVKPUadQ2Wggt07+IhSioyRUbsUapKMqvBekXKR1OUKckQQZ4fWCDQrdQusA2Om0aFyNEAGiOJvI2oMAHOtzL+hk2qDwTl4TZJ5++ml0Oh33339/8311dXVMnz6dyMhIQkNDmThxIgUFBdoVKTTT16YuxLVLgowQ7a+uArL+B8AL61zUhKdrXJAQZ+cVQWbjxo28/vrr9OvXr8X9DzzwAAsWLGDu3LmsXLmS3NxcJkyYoFGVQksD7TUArCmVna+FaFcNtbDjY2ispcYYwR+XyUatwrtpHmSqqqqYMmUKb775JuHh4c33V1RUMHv2bJ577jlGjRrFoEGDmDNnDmvWrGHdunUaViy0cHl0JQBby60UuwwaVyOEn2qohZ0fQ20pmMM4EHE59W6tixLix2keZKZPn84111zD6NGjW9y/efNmGhoaWtzfs2dPkpOTWbt27Vlfz+Vy4XQ6WxzC98UHN9DHVoOCjm+LbVqXI4T/cVXC9g/VjSGDLND3JhoMIVpXJcRP0jTIfPTRR2zZsoVZs2addi4/Px+TyYTD4Whxf2xsLPn5Z9+BddasWdjt9uYjKSmprcsWGrmiqVVmUb5d40qE8DPOXNjyLlQXgSkU+k+BkGitqxLinGgWZI4ePcrvfvc7PvjgA4KDg9vsdR9++GEqKiqaj6NHj7bZawtt3RBfBsDK4jCO18o0bCEumKJA3jbY9gHUV4E1CgbcCiFRWlcmxDnTLMhs3ryZwsJCMjIyMBqNGI1GVq5cyb/+9S+MRiOxsbHU19dTXl7e4nkFBQXExcWd9XXNZjM2m63FIfxDWkg9F0VUoqDj42MRWpcjhG9rqIU982DfYlDcENkNBt4GFofWlQnRKpoFmSuuuIKdO3eybdu25mPw4MFMmTKl+fOgoCCWL1/e/JysrCxycnIYMWKEVmULjd3SqRSAj45H4PLIuhZCtJqiQNFe2PQWFO8DnR46/wx6TwCjWevqhGg1zTavCQsLo0+fPi3uCwkJITIysvn+O++8kxkzZhAREYHNZuO+++5jxIgRDB8+XIuShRe4MtZJjLmBQlcQnx0P5xdJpVqXJITvqKuA/UuhpGk3a0sEpF8HYWdv5RbC23n1LnzPP/88er2eiRMn4nK5GDt2LK+++qrWZQkNmfUKv04r5Im9ibx6KIZJiaUEaT73Tggv566HnHVwbAN4GtVWmOQR6qH36l8DQvwkr/oOXrFiRYvbwcHBvPLKK7zyyivaFCS80i2dSnn1YAzHak3Myw3npk5lWpckhHfyuKFgJxz+Xh3MC2BPhm5jZFaS8Bvyt6zwORaDwt1pRQA8tz+WmkYZKyNEC4oHCnbBxjfVwbz1VRDsUMfB9L9FQozwK17VIiPEubotqYR3c6I4Vmvi34djmNFV9uASAo8bCner3Ui1TePHgqxqF1LCQOlGEn5JvquFTwo2KDzSPZffbE/l9UPRTE4sJdHSoHVZQmjDXQ95O9QxMK6m1cyNwZA0DBIHgcGkbX1CtCMJMsJnXRXrZFh4FevLQnlsbwJvDDiCTnqZRCCpc8LxzZC/DRqbNnc0hUCnoRA/QKZTi4AQMEFmV2Y2pVV1Wpfh15ylxQB8vHwTa3bs65D3HGLNZJPh5ywttPPkqnKGBB3pkPcVAtQJCWGhHbwju6IQWl9AdM0+HHU56FAAqDOEURiSTom1K0qtAQ4WX/BbZeYUXfBrCNHedIqiKFoX0Z6cTid2u+zN48/sI2/BcfEU3DUV5L71Gzy1slGo8D/RVh13DAjiVxlBdIs8uQP8N4caeX5dPYv2NdIeP8ytVguZmXtJTk5uh1cX4uxO/P6uqKj40VX6AybIdB80ktiEBK3L8XsmczDW0LAOea+KkiJWLZjLY9PG8r/oWykgnD66w9ysWyVdTKLdHcov49G3l/L++++Tnp7ePm+ieAgr2kLUkYXY81ejVxoBcButlCaOpjh1PLX2ru3z3k2ioqIkxAhNnGuQCZiupYxBAxg6OEPrMkQbOnbkCKsWwPihXbkxtpgJ6x3sUlIx9TZwU6KsLSPa15Z9x3n07aWkp6eTkdHGP1ucubD9v7D5XSg/pbs0cTAMmoqh9wSizaHIJGohAijICP/Wz17LjK75PJMdz8zMRAY5augS4tK6LCHOXW05ZH4JOz5RF7A70VFktkP/yZAxFeL6/NgrCBGQJMgIv/HrtCK+LwllTWkY921P5vNh+wk2+HXPqfB1DXWQvUQNL9lfq9OoT0i+CDJug143gMmqWYlCeDsJMsJv6HXwfN+jXLWmO3sqLTy+N4FZvY9rXZYQLXncaovLzk9gzwJwVZw8F50O/SZB30ngkHEpQpwLCTLCr8QGN/Jivxymbk7jv8ci6Wer5RbZIVtozeOGnLWw5wvIXACVeSfP2RKh78+h700Q2xsZqS5E60iQEX7n0qgqft8tn39kxzMzM4GeYbUMdNRqXZYINO4GOPwd7PkS9i6E6lPWZAm2q11G/W5Su5D0su2dEOdLgozwS/ekFbGjwsqSQju/3pbK/OH7iQ+WLQxEO2ush4MrIPML2LsIak+ZPRfsgJ7XQK/rofPlsuquEG1EgozwSzod/LPvUQ6uM5NdHcy0LanMHXqAUKNH69KEn9E31p5sdcla3HLMizUK0q+F9Osg7VIwBGlXqBB+SoKM8FthRg9vDzrEjeu6kllpYfr2ZGYPPIxRWvHFhXJVElW9j0W/sNBv8fXgOaW1LzQO0serLS8pF4HecPbXEUJcMAkywq8lWRqYnXGYyRu6sLLYxsy9ifwt/biMpxStoyjqGJeSbCjZD5V5JAPJ3YLUEBOepnYbpY9XN2yUMS9CdBgJMsLv9bfX8mK/HH69LYUPjkaSYnFxV9qFb6gn/JzHDRVH1eBSkg11FS1OVwVF8eTiY9z2t//S69IbZbaREBqRICMCwthYJ4/0yONvWQk8tS+BWHMj1yeUa12W8DauKig7CCUHoOwwuE9ZHVpvhPBUiOwGkV3Yd7iCp79/hUlhqRJihNCQBBkRMO5MKeZYrYl3cqKYsSuJEKOb0TGVWpcltKR41DVdSg5A6QGoKmh5PsgKkV3U8BKeCgbTKSdbttAIIbQhQUYEDJ0O/tIzl4oGA/PywrlnewrvZBzioshqrUsTHamhFsoONbW6HFRvnyosHiI6Q0QX9XNpbRHCq0mQEQFFr4N/9DlKlVvP0kI7v9yaygeDD8qCef5MUaC68GSrizOX5g0ZAQxmiEhTg0tEZzCFaFaqEKL1JMiIgGPUw0v9crhzSyqrS8O4Y3MaHw09SHpYndalibbS6ILyw03h5SDUV7U8HxJ9MrjYEmWKtBA+TIKMCEjBBoU3Bh7h1k1pbK0I4bZNafx3yEG6hbp++snC+ygK1JaqM4xKD6qzjZRTFj/UB0F4SlN46QLBNu1qFUK0KQkyImCFGD28M+gwN2/sTGalhVs2dubDIQfpLmHGN7gboDxH7S4qPXDa9Ggs4SeDiyNJnXUkhPA78j9bBDR7kJsPBh/k1k2d2VNp4ZaNXfhw8AF6hEmY8Uq15U3B5SCUHwFP48lzOgM4kk8O1LVGaFamEKLjSJARAS/CdDLM7G4KMx8MkTEzXuHEonSlB9UAU1PS8rzZdjK4hKf8YHq0ECIQSJARAghvCjO3bU5jp9PKLzZ25oPBB+llkzDT4VyVJ4NL2WFw159yUgf2Tmpwieyibsoo06OFCGgSZIRo4jC5eX/wIW7flMZ2p5VfbOrMu4MO0d8uU7PbleIB53EoaQov1YUtzweFNLW6dFanSRuDtalTCOGVJMgIcQp7kJv3Bh9k6uY0tlWE8IuNnXlz4GFZNK+t1VefsijdIWj8QctXWILa4hLRBUJjpdVFCHFWEmSE+AF7kIf3Bx/irq0prCkN444tabzUL4exsU6tS/NdigKV+SdnGFXmtTxvDD7Z6hLeGUxWbeoUQvgcCTJCnEGo0cPbGYf57Y5kvi6085ttKTzT5xg/TyzTujTf0VCntracmGXUUNPyfGjsKYvSJYBOr02dQgifJkFGiLMINii82v8ID+3uxKe5Efx+VxLORj3TUkp++smB6MRWAKVNu0c7j9NyKwAThKedbHkxh2lWqhDCf0iQEeJHGPXwTJ9j2ILcvH0kmif2JlJSb+T3XQtk2AY0LUp3RF1Rt+QA1P9gN3FrVNMMo85g6yRbAQgh2lzABJldmdmUVslUWn/iLC0G4OPlm1izY1+7vlc4MNI0hNXmi3jlYCzfZpUytm4ZBjw/+dzWMJvMWK0XNj7EERpMfET7tXYY3bXYXcew1x0jrD4Pg+JuPufBQKU5jgpzIk5zIvXGUHADhUBhfrvVpIXMnCKtSxBCADpFUZSffpjvcjqd2O12rcsQfiK03xgixt6LTm+g9vA2iuY9hVJf89NP9HH9Y/WM72FkfPcghia2bFU5WuFhwb5GFuxrZMXhRuoaz/IifshqtZCZuZfk5GStSxHC75z4/V1RUYHNdvb90QImyHQfNJLYhAStyxFtzGQOxhrasWMtKk1RHLFn4NEbCW5wklq+CZPnwlv7KmtcbMo6zs9GjSLc4Tiv1yjJPcKi15/k/fffJz09/bxr0bnrCSveir1gDfaCdZhqW67tUu3oSUXsCCriLqLW1iVgp0dHRUVJiBGinZxrkAmYrqWMQQMYOjhD6zKEnyh0VfBFnoMabByLu4zr4suJNl9YU0ReiZOtx2vpOWAo8fHx5/Uax7J3swhIT08nI6OV3+9VhbBvCexbDAe+hYZT1s4xWqDLz6D7VdB9LCFhcYQA8qeBEEJrARNkhGhLMeZGJieW8kVeOKUNRj7NDefq2ApSrPU//WRvUrwf9i5Uj2ObaDHLKCwBelwF3cdB2iUQZNGsTCGEOBsJMkKcJ1uQh0mJpSzMd3C8zsQXeQ4ujaqkv63We3taFAVytzaFl0VQtLfl+YSBanDpcRXE9QvYLiMhhO+QICPEBQg2KNyQUMa3RTb2VFpYWWyjpN7I5VGVGLwlA7gb4Miak+HFefzkOb0R0i6FntdCj6vBdn5dWkIIoRUJMkJcIKMORkc7iTA18n1JKLucVsobDFwTW0GwQZux9LrGOshs6jLK+grqyk+eDAqBbqOh53joNgYsDk1qFEKItiBBRog2oNPBIEcN4UGNLC6wc6zWzEfHI7g+rpxwk/unX6ANmBsqGFz7PZ/fZKH/khvA7Tp50hoJPcap4aXz5RAkO0gLIfyDBBkh2lDnkHpuSizjy3wHFQ1GPjoewbjYClLbaRCwpb6UbiXf0q1kOZ0qtqDHDelBaoixJ0P6tWq3UfJwWVVXCOGXJMgI0caizI3cnFjCwgIHeU2DgC+KqGKwo6ZNxs5a64vpWvIt3Uq+aQovJ1cXzjUm8eby/dz0l/dIv3ySDNYVQvg9CTJCtAOrUWFCQhkri8PY5bSypjSMQlcQY2KcmPStHzcTUl9M15Jv6F68jETnNnSnTJPOD00nO3I02ZGj2H2sgudWTGD8s10lxAghAoIEGSHaiVEHV0RXEmtuZEVRGPurgyk9ZuTacxw3E+IqpFvJN3QvWU6Cc3uL8JIX2pvsqCvIjhyFMzjxlGdVtMOVCCGE95IgI0Q762OrJdLUyKJ8O6VN42bGxlTQOeT0cTOJ5lourviCwUUbSajc0eJcblhfsiPV8FIZLNOkhRACJMgI0SHigxu4pVMp/yuwk1tnYkF+OMPCqxgaXk2Yp4Jutdu50bWJZy45CiUnn5cb1o99TS0vVeY47S5ACCG8lAQZITpIiNHDhIQyVhWHscNpZX1ZKG5nPv82PkeUzgmAR4Ejll4cib+qKbzEaly1EEJ4NwkyQnSQIE8dPet2MUG3la1Bkfy54f+xyd2Va91PMtMyl3qDlYe+bWD81N+d96aRQggRaCTICNGODEo9aXWZ9KjZSue6PRhpAKCzARKCqnjQdRe57kjuqb2bvsHF5LmWalyxEEL4FgkyQrQxveIm2bWPHjVb6FK3E7NycoXdMkM0WdaBZFkyKA2K5XqPi2+KasmqsrCjLpqQ9Euod2uzrYEQQvgiCTJCtAVFIaH+ED1rN9O9djsWT3XzKafBwT7LQLIsAykM6tRifReTXmFsjJOE4AZWFocSFJnE0oM1jLfVEWuTbQSEEOKnSJAR4gKENxSQXruZnjWbsbtLm++v1oeyzzKAfZaB5JpSQac/62vodNDPXouhrpwlxRFUE8rcTce4tHsUfRPt6GRhOyGEOCsJMkK0ktXtpEftVtJrNhHbcKz5/nqdmWxLf/ZaMjhq7oqia93eRhFGF1VbvyL9ypvJrXTzbVYRueV1jOoZg8l49iAkhBCBTIKMEOcgyOOia90OetZsJtm1D33TKrtu9BwJ7kmmZTAHg3vTqDdd0Pso7gZGdgomr8HC6gPFZBVUUlhZxzV944kMNbfFpQghhF/R9M+81157jX79+mGz2bDZbIwYMYKvvvqq+XxdXR3Tp08nMjKS0NBQJk6cSEFBgYYVi0CiU9yk1mVyVel/uDv/L1xV9iGpriz0KOSaUvnGPpE34x7ni8hfsc868IJDTPP76nQMSglnYkYnQswGymoa+GjjUfbkOdvk9YUQwp9o2iLTqVMnnn76abp164aiKLz77rtcf/31bN26ld69e/PAAw+waNEi5s6di91u595772XChAmsXr1ay7KFP1MUYhqO0atmIz1qt2L1VDWfKjNEk2kdxF5rBhXG6HYvJdFh4RdDk1myu4Cc0hqW7ingeFktl/eIJsggXU1CCAEaB5nx48e3uP3kk0/y2muvsW7dOjp16sTs2bP58MMPGTVqFABz5swhPT2ddevWMXz48DO+psvlwuU6Od3V6ZS/YsVPC3FX0LNmC71qNhLVmNd8f40+lCzLQDKtgygISu7wHaWtJiPXD0hg0+Ey1h0sYU+ekwJnHeP6xElXkxBC4EVjZNxuN3PnzqW6upoRI0awefNmGhoaGD16dPNjevbsSXJyMmvXrj1rkJk1axaPP/54R5UtfJhBaaBL7S561WwkxbW3edxLI0YOWPqyxzqYHHMPPK0ctNvW9DodQ9MiiLcHs3h3PiXV9Xy08SijesaQHm/TtDYhhNCa5kFm586djBgxgrq6OkJDQ5k3bx69evVi27ZtmEwmHA5Hi8fHxsaSn59/1td7+OGHmTFjRvNtp9NJUlJSe5UvfI2iEF9/hF41G+heu5Vgpa75VK4plT3WIeyzDMSlt2hY5JklRVibupryOVpWy9d7CjgmXU1CiACneZDp0aMH27Zto6Kigk8//ZSpU6eycuXK8349s9mM2SxN7qKlsMYy0ms30at6I+Huoub7nQYHmdYh7LEMpjwoRsMKz02I2cgNAxPZeKiUdYdKm7uaru4bT0RI2ww2FkIIX6J5kDGZTHTt2hWAQYMGsXHjRl588UUmT55MfX095eXlLVplCgoKiIuL06ha4UsMSj3danfQu2YDSa796Jq6jhp0JrKD+7EnZChHTV1+dLE6b6TX6RjWOZIEh+WUrqYcRvWIIVTr4oQQooNpHmR+yOPx4HK5GDRoEEFBQSxfvpyJEycCkJWVRU5ODiNGjNC4SuG1mmYd9alZT4+azS26jo6aurLHOoRsSz8a9L6//P+JrqbFu/M5VlbLkj0FpIYY0BmlZUYIETg0DTIPP/ww48aNIzk5mcrKSj788ENWrFjBkiVLsNvt3HnnncyYMYOIiAhsNhv33XcfI0aMOOtA3x+zKzOb0qq6n35gADPoDRiNXpdtz0mo3sVlIYcYE3qAzqay5vsLGkNYVtWFb6s6U+g+0V6xW5sif0JljQt3VSkFh/fhrir96Sc0GRoKYW4DmU49h6sNxN32LHmVje1YqRBCeA9Nf2sVFhZy++23k5eXh91up1+/fixZsoQxY8YA8Pzzz6PX65k4cSIul4uxY8fy6quvntd77frua3a1ZfFCczpgVJqBOweauDHdSLBRnRpd16gwL7OR2Vvr+eaQE4U84HtNa22N97YvPq/nBaf0J2r87zHFpPHH5SVYYgsY1TO2jasTQgjvolMURdG6iPbkdDqx2+10HzSS2IQErcvxWjV19ew5XMjgIUOwhYVpXc6PitZXcoUlk9GWTOKMJ9cJOtgQxde1vVhR24Mqxfe6jiqK8vj+87d5//33SU9PP6/XKK118/yGKnYX1KDTwf1XdOe+UV3R62XjSSGEbznx+7uiogKb7exLTfhmP8J5yBg0gKGDM7Quw2vllTjZv3Ajw8dOID4+XutyTqP3NNK5dBV9C+aRUr6+eeBunSGUrOix7Iq9nsKQnqDTMUzjWs/XsezdfP/526Snp5ORcf7fq5cO8/DEwt28vy6H55ftY+fxcp6bPABbcFAbViuEEN4hYIKM8E1hrnz65M+jb8EXhDSUNN9/1DaIXbHXkR05CrfB91pf2pPJqOdvN/SlXycHf56/i2WZhVz/8mpev20Q3WO9u7VNCG/hdrtpaGjQugy/FhQUhMFw4QuOSpARXkenuEkpW0e//M9IK1uNHg8A1UER7I69jl0x11Nh6aRxld7vpsFJ9IwL49f/2cyh4mpueGU1z08ewNjesnyBEGejKAr5+fmUl5drXUpAcDgcxMXFobuA7V8kyAivYa0voXfhl/TNn4/dldt8f459MDviJnIg4jI8eukeaY1+nRwsuO9i7vvvVtYcKOHX72/m4XE9+dUlnS/oB4cQ/upEiImJicFqtcr/k3aiKAo1NTUUFhYCXNCQBgkyQluKQqeKzfTL/4yupd9iUNwA1Blt7I65lp2xN1JmTdW2Rh8XGWrmvWlDeWyBOm7mqf/t5XBJDY9f11u2NhDiFG63uznEREZGal2O37NY1K1gCgsLiYmJOe9uJgkyQhPmxkp6FS6gX/7nRNQeab4/N6wvO+Imsi/yChn70oaMBj1/vb4PaVGh/G3RHj5cn8PR0hpenZJBmAwCFgKgeUyM1WrVuJLAceLfuqGhQYKM8A3hNYcZkPcxvQoXYfLUAlCvt5IZM46dsTdSFNpD4wr9l06n486L00iOsPLb/27lu+xifvHmet6bNpRw2adJiGbSndRx2uLfWoKMaH+Kh7SyNQzI+5jU8nXNdxdbO7M9bhKZ0eNoMIZoWGBgGdMrlk/uHsHUORvYebyCyW+s5f07hxFjkxYwIYTvkSAj2o2psYrehQvonzeX8LqjACjoOBBxKdviJ3PUPhjkLx9N9O1k55O7hzPlrfXsK6hi0utr+eCXw+gULk3qQgjfIiP9RJsLc+Vz6aHn+eWma7n80HOE1x2lzhDKpoQpvD1oHgvS/8lRxxAJMRrrGhPG3LsvIinCwpGSGm7691pyy2u1LksIr3f06FGmTZtGQkICJpOJlJQUfve731FSUvLTT24Hjz32GAMGDDjt/sOHD6PT6di2bVuH19SRpEVGtJmYqr1kHH+fHsXL0KPOPiqxpLEtfjJ7Yq6m0WDRuELxQ8mRVubefRG/eHMdB4urmfr2Bub+egQOq4yZEeJMDh48yIgRI+jevTv//e9/SUtLY/fu3fzf//0fX331FevWrSMiIkLrMgOKtMiIC6MopJatZuKu3zBl+22kFy9Bj5sc+xA+7/Ui7w38mB3xEyXEeLE4ezD/+eUw4mzBZBdWcee7m6itd2tdlhBeafr06ZhMJr7++msuu+wykpOTGTduHMuWLeP48eM88sgjvPzyy/Tp06f5OfPnz0en0/Hvf/+7+b7Ro0fz5z//GTjZovKf//yH1NRU7HY7N998M5WVlc2P//TTT+nbty8Wi4XIyEhGjx5NdXV1q+tfuXIlQ4cOxWw2Ex8fz0MPPURjY2Pz+dTUVF544YUWzxkwYACPPfYYoK7/8thjj5GcnIzZbCYhIYHf/va3zY91uVz8/ve/JzExkZCQEIYNG8aKFStaXWdrSJAR50XvaSS9cBG3bbuZG/fcT3LFJjwYyIy+ivf7v89nfV7lSPhF0n3kIxIdFt6dNhRbsJHNR8q498MtuD1+vZ+sEK1WWlrKkiVLuOeee5rXQDkhLi6OKVOm8PHHH3PZZZexZ88eioqKADU8REVFNf9Cb2hoYO3atVx++eXNzz9w4ADz589n4cKFLFy4kJUrV/L0008DkJeXxy233MK0adPIzMxkxYoVTJgwgdbu+Xz8+HGuvvpqhgwZwvbt23nttdeYPXs2f/vb3875NT777DOef/55Xn/9dbKzs5k/fz59+/ZtPn/vvfeydu1aPvroI3bs2MGkSZO46qqryM7OblWtrSFdS6JVDJ56ehUuZMixd5tX33UZQtgZewPbEm6m0izL3/uqHnFhzL5jCLe+tZ7lewt5cdk+Zlwp0+GFOCE7OxtFUc66O316ejplZWXExMQQERHBypUr+fnPf86KFSt48MEHefHFFwHYsGEDDQ0NXHTRRc3P9Xg8vPPOO4SFqfuh3XbbbSxfvpwnn3ySvLw8GhsbmTBhAikpKQAtwgPAzp07CQ0NbXHfD4POq6++SlJSEi+//DI6nY6ePXuSm5vLH//4R/7yl7+g1/9020ZOTg5xcXGMHj2aoKAgkpOTGTp0aPO5OXPmkJOTQ0JCAgC///3vWbx4MXPmzOGpp576ydc/H9IiI86J0V3LwOMfMm3zDYw+MAu7K5eaoHC+T5nOW4MX8l3a/RJi/MCQ1Aj+PrEfAP/6Zj+r9hVpXJEQ3uenWkJ0Oh2XXnopK1asoLy8nD179nDPPffgcrnYu3cvK1euZMiQIS0W3ktNTW0OMaAu2X9i+f7+/ftzxRVX0LdvXyZNmsSbb75JWVlZi/fs0aMH27Zta3H873//a/GYzMxMRowY0WLtlpEjR1JVVcWxY8fO6donTZpEbW0tnTt35le/+hXz5s1r7prauXMnbreb7t27Exoa2nysXLmSAwcOnNPrnw9pkRE/ytRYxYC8TxiY+1+sjeUAVJpi2JR4G7tib6BRVt/1OzcMTGTj4VI+WJ/DHz/bwZIHLsUmq/8KQdeuXdHpdGRmZnLjjTeedj4zM5Pw8HCio6O5/PLLeeONN/juu+8YOHAgNputOdysXLmSyy67rMVzg4Ja/h/T6XR4POqGuQaDgaVLl7JmzRq+/vprXnrpJR555BHWr19PWloaACaTia5du7Z4DaOx9b/i9Xr9aUHt1F3Ak5KSyMrKYtmyZSxdupR77rmHf/zjH6xcuZKqqioMBgObN28+bZXeH7YWtSVpkRFnZHTXMuTYO9y5+XpG5ryGtbGc8uBElnZ5hDmD5rEt4WYJMX7skWvSSYm0kldRxz+XZGldjhBeITIykjFjxvDqq69SW9tyqYL8/Hw++OADJk+ejE6nax4nM3fu3OaxMJdffjnLli1j9erVLcbHnAudTsfIkSN5/PHH2bp1KyaTiXnz5rXqNdLT01m7dm2LoLJ69WrCwsLo1KkTANHR0eTl5TWfdzqdHDp0qMXrWCwWxo8fz7/+9S9WrFjB2rVr2blzJwMHDsTtdlNYWEjXrl1bHHFx7ddiL0FGtGD01DMwV+1CuvjIKwQ3Oim1pPBVtyd4J+NTdsXdgFsvU3P9ndVkZNaNah/8B+tz2F9YpXFFQniHl19+GZfLxdixY1m1ahVHjx5l8eLFjBkzhsTERJ588kkA+vXrR3h4OB9++GGLIDN//nxcLhcjR4485/dcv349Tz31FJs2bSInJ4fPP/+coqKis47VOZt77rmHo0ePct9997F3716++OILZs6cyYwZM5rHx4waNYr//Oc/fPfdd+zcuZOpU6e2aF155513mD17Nrt27eLgwYO8//77WCwWUlJS6N69O1OmTOH222/n888/59ChQ2zYsIFZs2axaNGiVtXaGtK1JAAwKI1MSzzMH4/ehd1dCkB5cCLrku5ib/RYFN35beYlfNdFXaMYnR7LsswCXl2xn+duGqB1SUJorlu3bmzatImZM2dy0003UVpaSlxcHDfccAMzZ85sXkNGp9NxySWXsGjRIi6++GJADTc2m40ePXoQEnLu27LYbDZWrVrFCy+8gNPpJCUlhWeffZZx48a1qvbExET+97//8X//93/079+fiIgI7rzzzuZp4AAPP/wwhw4d4tprr8Vut/PXv/61RYuMw+Hg6aefZsaMGbjdbvr27cuCBQuadwufM2cOf/vb33jwwQc5fvw4UVFRDB8+nGuvvbZVtbaGTmnt/C0f43Q61Tn5d01n6OAMrcvxPoqHHrXbGF6+gAilHACnKZb1Sb9kT8y1ePSSdTvKsezdPDd9Aps3byYjwzu+V7cdLeeGV1YTZNCx+qFRxIRJd6LwX3V1dRw6dIi0tDSCg+V7vSP82L/5id/fFRUV2Gy2s76G/JYKYImuA1xa8SVxDTkA5LvMrEuYSk73qdJ9JAAYkOSgfyc7249VsGR3AbcNT9G6JCGEaEHGyASg8IZCxpfM5qbil4lryKFeZ2axcRQZq3/GGvu1EmJEC+P6xgOwPLNA40qEEOJ00iITQILd1YyoXEy/6jXo8eBBz86Q4awLu4oD5Qo1no1alyi80LA0tc9/d65T40qEEOJ0EmQCgE7x0KdmHSMrFmFRagA4ENyb723jKQ2KbXqU/JISZ9YtVl2kq6jSRbWrkRCz/NgQQngP+Ynk5+LqjzCq/FNiG9RVG4uM8axw3MgxczeNKxO+IsR0csZabYNbgowQwqvITyQ/ZXFXcbFzIX1q1gPg0gWzxjaO7SEjZSq1aBVXo6f5c6NeNgEVQngXCTL+RlFIr93EZeXzm7uRdluH8r3tWmoMYT/xZCFOd6xMXcHUajJgt8hWBUII7xIwQWZXZjalVXVal3FGBr3hvPbE+KEYQxX3RK4nw6IuL32wPpx/lw5lrysa2Pejz62sceGuKmXvtg0UHHZccC2i9UpyjwDqfi3eZMmBagBSbHq2bt2qcTVCtBQVFUVycrLWZQgNBcyCeP5Mr4N7h5p4cpSZUJOOukaFx1a4eHZtPaf0CghxXmImP4kltT/lq/5DxdqPtS5HiBYsVit7MzPbJMzIgngdTxbEa4Xug0YSm5CgdRmnqamrZ8/hQgYPGYItrPVdPwmGMmbYl9HTlA/AzvoEXqoYRW6fcMb2ad1rmc1mLBZLq2sQbccSasMWEa11Gc3K63Uszw8CFG6+eTIht07WuiQhmhXkHOCDv/8fxcXFXtMqk5OTQ3FxcYe9n7RIBVCQyRg0wCu3KMgrcbJ/4UaGj51AfHz8uT9RUeiX/xmXHn6DII8LlyGE71J/y87YG0jX6WndVmJCnE5RFNZvOQ7U0j0mjB7prfj+FCIA5eTk0DM9ndqamg57z9a0SCmKwpgxYzAYDCxZsqTFuVdffZU//elP7Nq1q3knbF8RMEHGn4TUFzMm+wnSytcCkGMfwpJuf6HK3H7bpIvAszvXybHyWox6HRd1jdK6HCG8XnFxMbU1NUz54z+ITe7S7u/X2hYpnU7HnDlz6Nu3L6+//jp33303AIcOHeIPf/gDr732ms+FGJAg43O6Fn/D6ANPYWmsoFFv5vuU6WyNnww62W1CtJ0CZx0r9hUBMLxzpMxWEqIVYpO70Klbb63LOKOkpCRefPFF7r33Xq688kpSU1O58847ufLKKxk4cCDjxo3ju+++IyQkhCuvvJLnn3+eqCj1D5lPP/2Uxx9/nP3792O1Whk4cCBffPFFq3bybg/y289HGDwuRh14mvFZf8TSWEFBSA8+6P8eWxNukRAj2lRZTT1fbMvF7VHoHBVCRrJD65KEEG1o6tSpXHHFFUybNo2XX36ZXbt28frrrzNq1CgGDhzIpk2bWLx4MQUFBdx0000A5OXlccsttzBt2jQyMzNZsWIFEyZMwBvmC0mLjA9w1OZwTdbDxFSrU6g3Jt7OmuRf49HLX8mibZXV1PP5luPUNriJDjVzZe9YdDpZBE8If/PGG2/Qu3dvVq1axWeffcbrr7/OwIEDeeqpp5of8/bbb5OUlMS+ffuoqqqisbGRCRMmkJKSAkDfvn21Kr8F+VPey3Uv+ppfbL+dmOp91BgdfN7rRb5PvU9CjGhzeRW1fLLpKFWuRiKsJm4YmIDZKKtAC+GPYmJiuPvuu0lPT+eGG25g+/btfPvtt4SGhjYfPXv2BODAgQP079+fK664gr59+zJp0iTefPNNysrKNL4KlbTIeCm9p5FLDz/PwLxPADhmG8j/uv+NanOMxpUJf7Qnz8k3ewtxexRiwsxc1z8Bq0l+PAjhz4xGY/NirFVVVYwfP56///3vpz0uPj4eg8HA0qVLWbNmDV9//TUvvfQSjzzyCOvXryctLa2jS29BflJ5IWt9CddkPUwnp7qK6vpO/4+1yXeh6OTLJdpWo9vDin1F7M5Vdz9PiwphXJ84ggzSWCtEIMnIyOCzzz4jNTX1rCvN63Q6Ro4cyciRI/nLX/5CSkoK8+bNY8aMGR1cbUvym9HLxFbuZvzePxBWX4jLEMLi7k9wMOJSrcsSfiivopav9xRQXtMAwPDOEQxNjZAxMUJcoIKcAz73PtOnT+fNN9/klltu4Q9/+AMRERHs37+fjz76iLfeeotNmzaxfPlyrrzySmJiYli/fj1FRUWkp2u/apkEGS+SXriI0fufwqjUU2JJZUHPf1BmTdW6LOFn6hs9bDhUypacMhQgxGzgyl5xJEdYtS5NCJ8WFRWFxWrlg7//X4e9p8VqbZ4efSESEhJYvXo1f/zjH7nyyitxuVykpKRw1VVXodfrsdlsrFq1ihdeeAGn00lKSgrPPvss48aNa4OruDASZLyADoWxpf/hivK5AByIuJTF3R6n3hiqcWXCnyiKwv7CKlZlF1PlagSgZ1wYl3WPJjhIBvUKcaGSk5PZm5npM1sUPPbYYzz22GPNt7t168bnn39+xsemp6ezePHi83qf9iZBRmNGpYG3+27hinJ1x+r1naaxJvluWRtGtKkCZx3f7y/mWFktALZgI5f1iKZzlIRlIdpScnJywO991NEkyGjI6q7k7vp3SInNoxEjy7r9mcyYa7QuS/gRZ20Daw6UkFVQCYBBp2NQSjhDUsMxyoBeIYQfkCCjEXtjEROL/41dKaW0PoiPUx6nLmaM1mUJP+GsbWDj4VL25DnxNC282SMujIs6R2KT7QaEEH5EgowGYuqPckPJG4R4qijWRXDlxn6M7tkH2VtYXKiymnq2HClrEWCSI6yM7BJJjC1Y2+KEEKIdSJDpYEmubMaXzMasuCgISuR1/S84WJupdVnChymKwvHyWrbklHOouLr5/qQIC8PTIklwWDSsTggh2pcEmQ7UrXYbV5W+jxE3OaauLIi8k6qyeq3LEj7K7VFnIW3JKaOw0tV8f1pUCINSwkmUACOECAASZDpIv+rVjCr/DB0K2cH9+CriVty6IECCjGgdV4Ob3blOth4tb55GbdDrSI8PIyMpnPAQk8YVCiFEx5Eg0wEGVy7nEudCALaHXMS39okoMr1atIKiKOQ769h5vILsgioamwbAWIIM9E+y0zfRLnsjCSECkvzka2dDnV8zsvIrANaFjWFt2DiQJeDFOaprcLM3v5JdxysoqT7ZehcZYmJAsoOesWEyjVoIEdAkyLQXRWF45RJGVC4BYLXtajaEyfRq8dMURSG3vI5duRVkF1bhbmp9Mep1dIsNpW+inThbsOyJJIQXysnJ8ZmVff2FBJn2oChc5Pwfw6qWAfCd7Vo2hV2hcVHC2zlrG9hbUMnePCdlTRs5AkSFmuiTYKdnXBhm2UpACK+Vk5NDenpPampqO+w9rVYLmZl7zznM3HHHHbz77rvMmjWLhx56qPn++fPnc+ONN6IoSnuV2m4kyLQ1ReES5wIGV30LwAr79WwNvVzbmoTXcjW4yS6sYm9+JcfLT/7wM+p19IgLo0+CnVibWVpfhPABxcXF1NTU8v6fbiI9Obrd3y8zp4hbn/qE4uLiVrXKBAcH8/e//527776b8PDwdqywY0iQaUuKwsXOhc0h5lv7jWwLvVTjooS3cXsUDpdUszevkkPF1bhP+QuoU7iFnnFhdI0JxWyU1hchfFF6cjQZ3RO1LuOsRo8ezf79+5k1axbPPPPMGR/z2Wef8Ze//IX9+/cTHx/Pfffdx4MPPtjBlZ4bCTJtaGjlUoZUfQPAcvvP2RE6UuOKhLfwKAp55XVkFVSSXVBJXaOn+VxkiIme8WH0iA0jLFi2DxBCtC+DwcBTTz3FL37xC37729/SqVOnFuc3b97MTTfdxGOPPcbkyZNZs2YN99xzD5GRkdxxxx3aFP0jJMi0kYFVK5tnJ62wXy8hRqiDdivqyC6oZH9hFdX17uZzIWYDPWLD6BlnIyrUJF1HQogOdeONNzJgwABmzpzJ7NmzW5x77rnnuOKKK3j00UcB6N69O3v27OEf//iHVwYZTedtzpo1iyFDhhAWFkZMTAw33HADWVlZLR5TV1fH9OnTiYyMJDQ0lIkTJ1JQUKBRxWfWp3odl1fMB2BN2FUyJiaAqTOOalm5r4jZqw/x6eZjbD9WQXW9G7NRT3p8GDcOTGTayDQu6RZNdJiMfxFCaOPvf/877777LpmZLbfJyczMZOTIln+Mjxw5kuzsbNxuN95G0xaZlStXMn36dIYMGUJjYyN/+tOfuPLKK9mzZw8hISEAPPDAAyxatIi5c+dit9u59957mTBhAqtXr9ay9GY9arYwuvwTADaF/oz1YVdqXJHoaCcWq8suqCK7sKp5tV0Ak1FPl+gQusWEkRxhxaCX0CKE8A6XXnopY8eO5eGHH/bKlpZzpWmQWbx4cYvb77zzDjExMWzevJlLL72UiooKZs+ezYcffsioUaMAmDNnDunp6axbt47hw4ef83vl5BzHZDK3af0Dg44wNmwZOp3C8rp03ivpDOxp1WuUVdXhriql4PA+3FWlbVqf6BirCowUuU42bhp1CgkWD51CPMQEKxh0dVBWQl6ZhkUK4YcKcg5oXYLPe/rppxkwYAA9evRovi89Pf20xoLVq1fTvXt3DAbvm4TgVWNkKioqAIiIiADUAUcNDQ2MHj26+TE9e/YkOTmZtWvXnjHIuFwuXK6TG+g5nU4A1iyez5o2rndfJwN3TLHyZVYDd8xfj8L6836t97Yv/ukHCa/kuPR2wjKupXb/Bqr3fkftoS0ccDf89BOFEBfMYrUSFRWldRktZOYU+cz79O3blylTpvCvf/2r+b4HH3yQIUOG8Ne//pXJkyezdu1aXn75ZV599dULfr/24DVBxuPxcP/99zNy5Ej69OkDQH5+PiaTCYfD0eKxsbGx5Ofnn/F1Zs2axeOPP37a/W+88QZWq7XN615VX4ixTyT/+fn5p1SHw0F8fHwbViU6UlW9hyC9DrOxC3CL1uUIEVC8aWXbqKgorFYLtz71SYe9p9VqueAg98QTT/Dxxx83387IyOCTTz7hL3/5C3/961+Jj4/niSee8NruJ68JMtOnT2fXrl18//33F/Q6Dz/8MDNmzGi+7XQ6SUpKYvLkydhstgstUwghhDij5ORkMjP3evUWBe+8885p96WmprboyQCYOHEiEydOvNDyOoRXBJl7772XhQsXsmrVqhbz2ePi4qivr6e8vLxFq0xBQQFxcXFnfC2z2YzZ3LZjYYQQQohzkZyc7DUtRIFC0+nXiqJw7733Mm/ePL755hvS0tJanB80aBBBQUEsX768+b6srCxycnIYMWJER5crhBBCCC+jaYvM9OnT+fDDD/niiy8ICwtrHvdit9uxWCzY7XbuvPNOZsyYQUREBDabjfvuu48RI0a0asaSEEIIIfyTpkHmtddeA+Dyyy9vcf+cOXOaBxU9//zz6PV6Jk6ciMvlYuzYsV47cloIIYQQHUvTIHMu24UHBwfzyiuv8Morr3RARUIIIQLdufxuEm2jLf6tNR0jI4QQQniLoCB109aamhqNKwkcJ/6tT/zbnw+vmLUkhBBCaM1gMOBwOCgsLATAarXKXmjtRFEUampqKCwsxOFwXNCKwRJkhBBCiCYnlvY4EWZE+3I4HGddTuVcSZARQgghmuh0OuLj44mJiaGhQbYaaU9BQUFtsneTBBkhhBDiBwwGg1dukChOJ4N9hRBCCOGzJMgIIYQQwmdJkBFCCCGEz/L7MTInFttxOp0aVyKEEEKIc3Xi9/ZPLZrn90GmpKQEgKSkJI0rEUIIIURrVVZWYrfbz3re74NMREQEADk5OT/6D+HLnE4nSUlJHD16FJvNpnU57UKu0T/4+zX6+/WBXKO/8IVrVBSFyspKEhISfvRxfh9k9Hp1GJDdbvfaL1Zbsdlsco1+QK7R9/n79YFco7/w9ms8lwYIGewrhBBCCJ8lQUYIIYQQPsvvg4zZbGbmzJmYzWatS2k3co3+Qa7R9/n79YFco7/wp2vUKT81r0kIIYQQwkv5fYuMEEIIIfyXBBkhhBBC+CwJMkIIIYTwWRJkhBBCCOGz/DrIvPLKK6SmphIcHMywYcPYsGGD1iVdkFWrVjF+/HgSEhLQ6XTMnz+/xXlFUfjLX/5CfHw8FouF0aNHk52drU2x52HWrFkMGTKEsLAwYmJiuOGGG8jKymrxmLq6OqZPn05kZCShoaFMnDiRgoICjSpuvddee41+/fo1L0I1YsQIvvrqq+bzvn59P/T000+j0+m4//77m+/zh2t87LHH0Ol0LY6ePXs2n/eHawQ4fvw4t956K5GRkVgsFvr27cumTZuaz/v6z5zU1NTTvo46nY7p06cDvv91dLvdPProo6SlpWGxWOjSpQt//etfW+xd5OtfQwAUP/XRRx8pJpNJefvtt5Xdu3crv/rVrxSHw6EUFBRoXdp5+9///qc88sgjyueff64Ayrx581qcf/rppxW73a7Mnz9f2b59u3LdddcpaWlpSm1trTYFt9LYsWOVOXPmKLt27VK2bdumXH311UpycrJSVVXV/Jhf//rXSlJSkrJ8+XJl06ZNyvDhw5WLLrpIw6pb58svv1QWLVqk7Nu3T8nKylL+9Kc/KUFBQcquXbsURfH96zvVhg0blNTUVKVfv37K7373u+b7/eEaZ86cqfTu3VvJy8trPoqKiprP+8M1lpaWKikpKcodd9yhrF+/Xjl48KCyZMkSZf/+/c2P8fWfOYWFhS2+hkuXLlUA5dtvv1UUxfe/jk8++aQSGRmpLFy4UDl06JAyd+5cJTQ0VHnxxRebH+PrX0NFURS/DTJDhw5Vpk+f3nzb7XYrCQkJyqxZszSsqu38MMh4PB4lLi5O+cc//tF8X3l5uWI2m5X//ve/GlR44QoLCxVAWblypaIo6vUEBQUpc+fObX5MZmamAihr167VqswLFh4errz11lt+dX2VlZVKt27dlKVLlyqXXXZZc5Dxl2ucOXOm0r9//zOe85dr/OMf/6hcfPHFZz3vjz9zfve73yldunRRPB6PX3wdr7nmGmXatGkt7pswYYIyZcoURVH852vol11L9fX1bN68mdGjRzffp9frGT16NGvXrtWwsvZz6NAh8vPzW1yz3W5n2LBhPnvNFRUVwMmNPzdv3kxDQ0OLa+zZsyfJyck+eY1ut5uPPvqI6upqRowY4VfXN336dK655poW1wL+9TXMzs4mISGBzp07M2XKFHJycgD/ucYvv/ySwYMHM2nSJGJiYhg4cCBvvvlm83l/+5lTX1/P+++/z7Rp09DpdH7xdbzoootYvnw5+/btA2D79u18//33jBs3DvCfr6FfbhpZXFyM2+0mNja2xf2xsbHs3btXo6raV35+PsAZr/nEOV/i8Xi4//77GTlyJH369AHUazSZTDgcjhaP9bVr3LlzJyNGjKCuro7Q0FDmzZtHr1692LZtm19c30cffcSWLVvYuHHjaef85Ws4bNgw3nnnHXr06EFeXh6PP/44l1xyCbt27fKbazx48CCvvfYaM2bM4E9/+hMbN27kt7/9LSaTialTp/rdz5z58+dTXl7OHXfcAfjH9+pDDz2E0+mkZ8+eGAwG3G43Tz75JFOmTAH85/eGXwYZ4fumT5/Orl27+P7777Uupc316NGDbdu2UVFRwaeffsrUqVNZuXKl1mW1iaNHj/K73/2OpUuXEhwcrHU57ebEX7QA/fr1Y9iwYaSkpPDJJ59gsVg0rKzteDweBg8ezFNPPQXAwIED2bVrF//+97+ZOnWqxtW1vdmzZzNu3DgSEhK0LqXNfPLJJ3zwwQd8+OGH9O7dm23btnH//feTkJDgV19Dv+xaioqKwmAwnDa6vKCggLi4OI2qal8nrssfrvnee+9l4cKFfPvtt3Tq1Kn5/ri4OOrr6ykvL2/xeF+7RpPJRNeuXRk0aBCzZs2if//+vPjii35xfZs3b6awsJCMjAyMRiNGo5GVK1fyr3/9C6PRSGxsrM9f45k4HA66d+/O/v37/eLrCBAfH0+vXr1a3Jeent7cheZPP3OOHDnCsmXL+OUvf9l8nz98Hf/v//6Phx56iJtvvpm+ffty22238cADDzBr1izAf76GfhlkTCYTgwYNYvny5c33eTweli9fzogRIzSsrP2kpaURFxfX4pqdTifr16/3mWtWFIV7772XefPm8c0335CWltbi/KBBgwgKCmpxjVlZWeTk5PjMNZ6Jx+PB5XL5xfVdccUV7Ny5k23btjUfgwcPZsqUKc2f+/o1nklVVRUHDhwgPj7eL76OACNHjjxt+YN9+/aRkpIC+MfPnBPmzJlDTEwM11xzTfN9/vB1rKmpQa9v+WveYDDg8XgAP/oaaj3auL189NFHitlsVt555x1lz549yl133aU4HA4lPz9f69LOW2VlpbJ161Zl69atCqA899xzytatW5UjR44oiqJOo3M4HMoXX3yh7NixQ7n++ut9ahrdb37zG8VutysrVqxoMSWypqam+TG//vWvleTkZOWbb75RNm3apIwYMUIZMWKEhlW3zkMPPaSsXLlSOXTokLJjxw7loYceUnQ6nfL1118riuL713cmp85aUhT/uMYHH3xQWbFihXLo0CFl9erVyujRo5WoqCilsLBQURT/uMYNGzYoRqNRefLJJ5Xs7Gzlgw8+UKxWq/L+++83P8bXf+YoijqjNTk5WfnjH/942jlf/zpOnTpVSUxMbJ5+/fnnnytRUVHKH/7wh+bH+MPX0G+DjKIoyksvvaQkJycrJpNJGTp0qLJu3TqtS7og3377rQKcdkydOlVRFHUq3aOPPqrExsYqZrNZueKKK5SsrCxti26FM10boMyZM6f5MbW1tco999yjhIeHK1arVbnxxhuVvLw87YpupWnTpikpKSmKyWRSoqOjlSuuuKI5xCiK71/fmfwwyPjDNU6ePFmJj49XTCaTkpiYqEyePLnF+ir+cI2KoigLFixQ+vTpo5jNZqVnz57KG2+80eK8r//MURRFWbJkiQKcsW5f/zo6nU7ld7/7nZKcnKwEBwcrnTt3Vh555BHF5XI1P8YfvoY6RTlliT8hhBBCCB/il2NkhBBCCBEYJMgIIYQQwmdJkBFCCCGEz5IgI4QQQgifJUFGCCGEED5LgowQQgghfJYEGSGEEEL4LAkyQgghhPBZEmSEEEII4bMkyAghNJGfn899991H586dMZvNJCUlMX78+BYb2HUEnU7H/PnzO/Q9hRBtx6h1AUKIwHP48GFGjhyJw+HgH//4B3379qWhoYElS5Ywffp09u7dq3WJQggfIXstCSE63NVXX82OHTvIysoiJCSkxbny8nIcDgc5OTncd999LF++HL1ez1VXXcVLL71EbGwsAHfccQfl5eUtWlPuv/9+tm3bxooVKwC4/PLL6devH8HBwbz11luYTCZ+/etf89hjjwGQmprKkSNHmp+fkpLC4cOH2/PShRBtTLqWhBAdqrS0lMWLFzN9+vTTQgyAw+HA4/Fw/fXXU1paysqVK1m6dCkHDx5k8uTJrX6/d999l5CQENavX88zzzzDE088wdKlSwHYuHEjAHPmzCEvL6/5thDCd0jXkhCiQ+3fvx9FUejZs+dZH7N8+XJ27tzJoUOHSEpKAuC9996jd+/ebNy4kSFDhpzz+/Xr14+ZM2cC0K1bN15++WWWL1/OmDFjiI6OBtTwFBcXdwFXJYTQirTICCE61Ln0ZmdmZpKUlNQcYgB69eqFw+EgMzOzVe/Xr1+/Frfj4+MpLCxs1WsIIbyXBBkhRIfq1q0bOp3uggf06vX600JRQ0PDaY8LCgpqcVun0+HxeC7ovYUQ3kOCjBCiQ0VERDB27FheeeUVqqurTztfXl5Oeno6R48e5ejRo83379mzh/Lycnr16gVAdHQ0eXl5LZ67bdu2VtcTFBSE2+1u9fOEEN5BgowQosO98soruN1uhg4dymeffUZ2djaZmZn861//YsSIEYwePZq+ffsyZcoUtmzZwoYNG7j99tu57LLLGDx4MACjRo1i06ZNvPfee2RnZzNz5kx27drV6lpSU1NZvnw5+fn5lJWVtfWlCiHamQQZIUSH69y5M1u2bOFnP/sZDz74IH369GHMmDEsX76c1157DZ1OxxdffEF4eDiXXnopo0ePpnPnznz88cfNrzF27FgeffRR/vCHPzBkyBAqKyu5/fbbW13Ls88+y9KlS0lKSmLgwIFteZlCiA4g68gIIYQQwmdJi4wQQgghfJYEGSGEEEL4LAkyQgghhPBZEmSEEEII4bMkyAghhBDCZ0mQEUIIIYTPkiAjhBBCCJ8lQUYIIYQQPkuCjBBCCCF8lgQZIYQQQvgsCTJCCCGE8Fn/HzpJ4WwNgrapAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -879,14 +1083,62 @@
     "sns.histplot(hue='OwnsHouse', y='Age', data=df, kde=True);"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "bf917039",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## Q\n",
+    "\n",
+    "Draw a boxplot or violinplot of `Age` for two categorical variables, say `OwnsHouse` and `LivesWithKids`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae6ca008",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "06e98558",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.boxplot(x='OwnsHouse', y='Age', data=df, hue=\"LivesWithKids\")\n",
+    "#sns.move_legend(ax, bbox_to_anchor=(1.02, 1), loc='upper left', borderaxespad=0);"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "1e94c17b",
-   "metadata": {},
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
     "## Q\n",
     "\n",
-    "Isolate the house-owners group from the others, and report their mean ages as $99\\%$ confidence intervals."
+    "Isolate the house-owners group from the others, and report their mean age(s) as $99\\%$ confidence interval(s)."
    ]
   },
   {
@@ -901,7 +1153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 11,
    "id": "55d18f16",
    "metadata": {
     "hidden": true
@@ -917,7 +1169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 12,
    "id": "4f129b2a",
    "metadata": {
     "hidden": true
@@ -931,7 +1183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 13,
    "id": "9613dc45-cdac-4932-b646-d36965d2d4e6",
    "metadata": {
     "hidden": true
@@ -943,7 +1195,7 @@
        "(37.56221005578753, 42.072095499768025)"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -966,7 +1218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 14,
    "id": "1fca5a60",
    "metadata": {
     "hidden": true
@@ -979,7 +1231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 15,
    "id": "9f044f06",
    "metadata": {
     "hidden": true
@@ -1028,7 +1280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "id": "6ec85793-d159-47ac-bf2e-d28778dbb865",
    "metadata": {
     "hidden": true
@@ -1036,14 +1288,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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d9+qV+DDN9WWQTy0KhfU7doSXXoJbb4VXXw2tfkmbVCb+ukAX4P+5+x7AT5To1okmAy61TJO7j3T3fHfPb968eQrDFJGSip/Ajbd1X6xu3dCnv2gR9Oz6CRx6KAwYAF27wvvvhye86tRJScwSv1Qm/qXAUnd/K1p/nPCLYLmZtQSI3r9OYQwiUgmVeQK3QQMYNw56nrIWRoyA3XaDuXPDqJ2pU2HHHVMRqlRCyhK/u38FfG5m7aNN3YD5wFNA72hbb+DJVMUgIvGL7ctPtGtnwAD45Rfo2eld2HtvuOgiOOIImD8f+vQJJ5UaI9UPcJ0LFJhZfWAhcAbhl82jZtYXWAycnOIYRKQCAweGwpeJatw4dOH3POk3uOJquP56aNYMHn0UTjpJCb+GSmnid/e5QGljtbql8roiEr/KJP3c3DBip2dP4I03YI++8OGHcPrpcPPNYQepsVSyQSSLFRSEFnu8cnPD9IZAuPM7ZCjcfjtsvz1MmQJHHpmSOCW5lPhFstjgwfFPf1i/fsy4/GnT4Mwzw/CdQYPguuugSZNUhSlJplo9Illq4MD4b+I2bhzV2TnqO+jbFw47LPwmeOUVuPNOJf0Mo8QvkkViR+7E06/fuHEYl//jj9Cz4aTw4NX48XDJJaGo2gEHpD5oSTp19YhkiURv4q4vrrZ8OZx8Ljz2GHTuDM88A126pCpMqQZK/CJZIJFqmhBKLvT8m8P9D8CQIeFG7jXXhPLJ9eqlLE6pHgklfjPLARq7+w8pikdEkizRpF+/Ptxy/hI46ix47jnYd9/w9O3OO6cuSKlWFfbxm9mDZrZFVGBtHjDfzC5MfWgiUlWJJv0mjYp49dS7OOHyjjBzZhiqOXOmkn4tE8/N3Q5RC78H8Cyh6uZpqQxKRKpm4MBwAzeRpN9774/5YY+D+OP4c0Irf948OPdcyNEYkNomnq6eemZWj5D473T3380szpG/IlLdOnYMJXLiVY/feXSvm+gx59+hiP64ceEJXJVbqLXi+VV+L2GKxEbAK2aWB6iPX6SGKW7lx5v0GzSAZ66ew5o99qLHW5fCMceEg3v3VtKv5Sps8bv77cDtMZsWm9khqQtJRBKVaF/+EQf/yrP7DoMrbwgD+x9/HP7859QFKDVKPDd3W5jZGDN7NlrvwIayyiKSZokm/fP2fI1nv+wM114Lp50WWvlK+lklnq6eccDzwLbR+gJgSIriEZE4FHfrJHIDtxGreWL787ht9gHw66/w/PNw332hjLJklXgS/9bu/ihQBODua4F1KY1KRMrUsWPiZZSPzHme5bkdOWHZnWGkzrx58Kc/pSZAqfHiSfw/mVku0dy4ZrY38H08JzezRWb2vpnNNbPCaFszM5tqZp9E700rHb1Ilhg4MIyqTOTmLUBTvuW5ln9nStERNGreMIzJv+22UIRHslY8wzkvIEyX2NbMXgOaAyclcI1D3P2bmPVLgOnufr2ZXRKtX5zA+USySqLDM4udyEQmbDmIzb/+BoYOhcsvD0N5JOvFM6pntpkdBLQHDPjY3ROchnkjxwMHR8vjgRko8YuUqnv3xJP+NnzJnZzDn3kCdtwDxj4XiquJRCpM/GZ2eolNXcwMd78/jvM78EL0wNe97j4SaOHuX0affwW0KOO6/YH+AK1atYrjUiK1S6KjdcDpzXhu4Xy2qPcLDLse/vEPqKtajLKxeP5F/DFmuQFhvtzZQDyJf393X2ZmfwCmmtlHsR+6u5f1FHD0S2IkQH5+vp4UlqxRmTlw81jEmDr96bZuaqiRP2oUtG+fmgAl48XT1XNu7LqZbQU8HM/J3X1Z9P61mU0CugLLzaylu39pZi2BrxOOWqSWSrQ/P4d1DGtxF5etvizc+b3hLjj7bNXXkXJV5l/HT4RCbeUys0Zm1qR4GfgTobrnU2x4AKw38GQlYhCpVQoKQo9MIkm/g33Igm0O5LLlg0Mr/4MPNgz/ESlHPH38TxMN5ST8ougAPBrHuVsAkyzU/KgLPOjuz5nZO8CjZtYXWAycXJnARWqDggLo0wfWrIn/mIb1fuenK4fDVVfBmsZw//3Qq5fq60jc4unjvzFmeS2w2N2XVnSQuy8Edi9l+0rCfQKRrJb4zVvowmymtuwDl78LJ58c6uW3KHV8hEiZ4unjf7k6AhHJJokm/Qb8wn/sP/zTbiRnTXOYNAl69EhZfFK7lZn4zexHNnTxbPQRYUDOFimLSqQWGzgwsaR/AK/w2Jb9aPH9J9CnL4wYAU31wLtUXpmJ392bVGcgItmgoCD+oZpN+IF7m17Kqd/dDc3awMRp0E29pFJ1cT/ZEY3FX/+8t7svSUlEIrXY0KHx7XcEzzJ+s7P4w6qlMGQIXH01NGqU0tgke8RTj/84M/sE+B/wMmE2rmdTHJdIrbR4cfmfN2MlE3JO51mO4g9tm8Drr8MttyjpS1LFM+B3GLA3sMDd2xBG5LyZ0qhEaqHu3cv71PkLj7Jsi13omfMQXHEFzJ4Ne+9dXeFJFokn8f8eDcHMMbMcd38JyE9xXCK1Snk3dFvyBZM4gUc5hQbtWsGsWWGM/mabVW+QkjXi6eNfZWaNgVeAAjP7mvD0rojE6Z57Stvq9GEsN/EPNuO3MFpnyBAVVZOUK7PFb2Z/MbMGhDLKPwPnA88BnwHHVk94Iplv4EDwEgOj27CQaXRnDP2YS2deuPF9+Oc/lfSlWpiX/BdZ/EEoqrYfYb7dh4Dn3T0tUy7m5+d7YWFhOi4tUmU5ORsSfw7rOJc7uIahrKMOFzKCBxueyY8/qb6OJJ+ZzXL3Tbrmy/zX5u4nADsB04BzgaVmdk80KYuIVKC48Fpx0u/AB7zGftzK+bzEIXRgPqPsLO4ZqaQv1avcf3Hu/oO7j3f3I4FOwBzgdjP7vFqiE8lQBQVw2mmwbh3UYw1XcBVz2IOd+JS/UcCxPM0ytueBB6Bnz3RHK9kmrg7FaEL0E4FTgGbA46kMSiTT9esXWvr5vMMY+rIb7/MQf+U8bucbmgMwYICSvqRHeTd3G5vZaWY2BZhPGMI5DGjl7udXV4AimWbgQLBff2Y4F/Ime5PLSo7jSf7GQ+uTPsDdd6cxSMlq5bX4FxFG8dxNuLFblQnWRbLGx/fO4F3OpB2fci/9uYjh/MCWG+0zYECaghOh/MS/g7v/UtULmFkdoBBY5u7HmFkbwtSNucAs4DR3T2AaCpEa6vvv4eKLmV50L5/SlkN4kRkcssluHTqotS/pVd6onion/chg4MOY9RuAW9x9J+A7oG+SriOSPs88Ax07UjRyFDfyD3bjvVKTfrduYYZEkXRK6TgyM9seOBoYHa0bcCgbbg6PB3qkMgaRlFqxItyhPeYYVllT9vE3uJAb+YWGpe4+bVo1xydSilQPIL4VuAgoitZzgVXuvjZaXwpsl+IYRJLPHR56KPTbPPYY7534b1osncXbdC3zkLy86gtPpDzlzcAVO8n6Jtz9uPJObGbHAF+7+ywzOzjRwMysP9AfoFWrVokeLpI6S5eGu7OTJ0PXrjBmDHv9sRMV3ai65ppqiU6kQuW1+G8EbiLU4f8FGBW9VhPq9VRkP+A4M1tEuJl7KHAbsJWZFf/C2R5YVtrB7j7S3fPdPb958+al7SJSvYqKYORI6NgxlNq8+WYG7fE6tmsnfv214sM1Zl9qivKmXnwZwMxuKlHr4Wkzq7BwjrtfClwaneNg4J/u3tPMHgNOIvwy6A08WenoRarLp5/CmWfCjBlwyCH8q+Uohl3QNu7D1c0jNUk8ffyNzGzH4pVoOGZVpgO6GLjAzD4l9PmPqcK5RFJr7Vq46SbYbbcwMcqoUQxsP51hD8af9OvWVTeP1CzxlGw4H5hhZgsBA/KAsxK5iLvPAGZEywuhnDtgIjXF++9D377wzjtw7LFhlvTttuOe/vGfokEDGD1a3TxSs1SY+N39OTNrB+wcbfrI3X9LbVgiafTbb3DtteHVtCk8/DCcfDKYUVCwaW39snTrpuGbUjNVmPjNrCFwAZDn7meaWTsza+/uk1Mfnkg1e+ut0Mr/4APo1StMdL711us/7tcvvtN06KCkLzVXPH389wFrgH2i9WXA1SmLSCQdfvoJLrgA9tknlF6YPBkeeGB90i+urR/P6J0BA/R0rtRs8fTxt3X3U8zsVAB3/zl6AlekdnjxxTBiZ+HCkLWvvx622GL9x8W19Svq4lHXjmSKeFr8a8xsc6KHucysLaA+fsl8q1aFhN+tW5gfccaMUD0tJukDDB5ccdJv1EhJXzJHPIn/SkJ55h3MrACYTijDIJK5nnwydMSPHQsXXQTvvQcHlT6r6MqVFZ/u3nuTHJ9ICpXb1WNmOUDx7Ft7E4ZzDnb3b6ohNpHk+/prOO88eOSRMDb/qacgf5O5qNfr3r3iU3brpuGaklkqmnO3CLjI3Ve6+zPuPllJXzKSO0yYALvsApMmwbBhUFhYZtIvKIDNNguVGcqj0TuSieK5uTvNzP4JPAL8VLzR3b9NWVQiyfT553D22TBlCuy9N4wZEzJ2Gbp3rzjhg27mSuaKJ/GfEr0PitnmwI6l7CtScxQVhc73iy+Gdevg1lvhnHOgTp1Sdx84MDycGw8zJX3JXPE8udumOgIRSaoFC8LTVjNnhib8yJHQpux/yh07wvz58Z/+7LOTEKNImlQ4qsfMGprZ5WY2MlpvF9XaF6l51q6F4cNh991DrZ2xY+GFF5Ka9OvX15y5ktkSeXJ332hdT+5KzfTuu7DXXqFr58gjQzY/44zQL1OK4qdxE0n6ZuF3iUgmiyfxt3X34cDvEJ7cJQzrFKkZfvsNrrgijNBZuhQeewwmToSWLUvdfeDAkMB79Qpd//GqWzdUcdDQTcl08dzc1ZO7UnO98UYoqvbhh3D66XDzzZCbW+bu8Y7YKWnAAHXvSO2hJ3clM61eDUOGwH77hQJrzz4L48eXmfSLW/mJJv0BA8IjAEr6UpvEM6pnqpnNJsEnd82sAfAKsFl0ncfd/cpoBq+HCbNvzQJOc/eK5qkW2WDqVOjfHxYtgkGD4LrroEmTMndP9OYthGH+qrAptVWZLX4z61L8Isy69SXwBdAq2laR34BD3X13oDNwhJntDdwA3OLuOwHfAX2r+B0kW3z3HfTpA3/6Uxha88orcOedSvoiCSqvxX9T9N4AyAfeJbT4dwMK2VCfv1Tu7sDqaLVe9HLgUOBv0fbxwL+BOB+bkaw1aVLor1mxAi69FP71rzCvYTm6d0886etpXMkGZbb43f0Qdz+E0NLv4u757r4nsAdhSGeFzKyOmc0FvgamAp8Bq9x9bbTLUmC7Mo7tb2aFZla4YsWKuL+Q1DJffQV/+QuceCJssw28/XaYErGcpB9vnZ1YjRuHUj5K+pIN4rm5297d3y9ecfd5wC7xnNzd17l7Z2B7wgTrO5d/xEbHjox+2eQ3b9483sOktnAPN2s7dICnnw7J/u23oUv5vYzFk6asifOukVlI+D/+qGGakj3iGc75vpmNBiZE6z2B9xK5iLuvMrOXCN1DW5lZ3ajVvz1x/vUgWWTxYjjrLHj+edh331BUbef42gz9+sU/GXrjxnDPPUr4kn3iafH/HfgAGBy95gNnVHSQmTU3s62i5c2Bw4APgZeAk6LdegNPJhq01FJFReFmbceO8OqrcMcdodZOnEm/Y8f45sTt0CH8clArX7JVRROx1AGejfr6b0nw3C2B8dE5coBH3X2ymc0HHjazq4E5wJhKxC21zccfhwexXnsNDj88VNXMy4vr0IKCMNgnnu6d+vU1Ykek3MTv7uvMrMjMtnT37xM5sbu/R7gRXHL7QkJ/vwj8/jvceCP85z/QsCGMGxeewC2jvk6sRMoog+rsiBSLp49/NaGffyobT8RyXsqikuwwZ05o5c+ZAyedFLp2ttkmrkMTLb3QoAGMHq2uHRGIL/E/Eb1EkuPXX+Gqq0L55K23DgXVTjwxrkMTbeWDxuaLlBRP4n8E2Cla/tTd47h9JlKGV18NrfwFC0LJ5JtugqZNKzysoAB6906smiZoTlyR0pRXsqGumQ0nPGQ1Hrgf+NzMhptZveoKUGqJH38M0x4ecEAoo/z886HDvYKkX1AQhl0mWkIZQktfN3JFNlXecM4RQDOgjbvv6e5dgLbAVsCN1RCb1BbPPw+dOoUSl+edB/PmhXo75Sh++rZXr1B8M1EDBqilL1KW8hL/McCZ7v5j8QZ3/wEYAByV6sCkFvj229A/c8QRYcTOq6/CbbeFJnyMgQMhJyeMuil+9eoV/9O3sYpLL6iMskjZyuvj96jQWsmN68wszmcjJWs9/ngomfzttzB0KA+1vZxzj2vAypWpuVydOqHCg0btiFSsvMQ/38xOd/f7YzeaWS/go9SGJRnryy9ZctwgWhVOYhZd6MvzvHtN55ReMjc3/CGhpC8Sn/IS/yDgCTPrQ5gwBUJ55s2BE1IdmGSGggIYPBhWrnT+zjhu5gL+wC9czPXcxD9YF9fAscrRME2Ryinz/0p3XwbsZWaHAh2jzVPcvRIzlkptsCHJb7y9Nf/jIfpzGNN4hQPox2g+4f9SFoeKq4lUTTxTL74IvFgNsUgNUlaSj5XDOgZxF9dxKUXkMIC7uZez8Lhq/yVOCV8kOVL3d7jUeAUFMHRoqIJsFn85Y4Cd+ZAx9GVf3mAKR3I29/A5rZIeY05OqNCsUToiyZOappnUKAUF0Lp1SO6xwyZ79QpJH+JP+nX5naFczVw6056P6cUDHM0zSUn6xUMx3Te81q1T0hdJNrX4a4nY1nudOiFhFr/HSqRVX1IXZjGWPuzOezzCyZzLHazgDwmfR6NwRNJLLf4UKW5l5+SE94KCTbcNHFj2+tZbh1fsshnUrRveY7fl5Gzcei9O9omWOChLA37hei7mbbrSnBX0YBJ/5ZEKk35u7qYteHf45hslfZG0cveUvIAdCLNtzSeawSva3oww8fon0XvTis615557eqImTHDPy3M3C+8TJiT/+LL2mTDBvWHDjdNdvXru9euXTIE1/3UAL/vHtHMHH0k/35LvSt0vNzfxn7GIpBZQ6KXl59I2JuNFmIGrS7TcBFgAdACGA5dE2y8BbqjoXIkm/tISb8OG8SemeI4vb5+8vPQn7Kq+mvC938UAd/DPaOOHMk1JXiTDlJX4LXyWemb2JHBn9DrY3b80s5bADHdvX96x+fn5XlhYGPe1Wrfe0O0RKy8PFi1KzvHl7bNkSdX60tPtSKZwD2ezPUv5+Igh7PL4MGjUKN1hiUiCzGyWu+eX3F4tffxm1powDeNbQAt3/zL66CugRRnH9DezQjMrXLFiRULXW7Ikse2VOb68fVolf1RjSuRE//Xz8qK++BXf4L1OYwpH06pDE3LeeJ1dnr1ZSV+klkl54jezxsBEYIiH6p7rRX+KlNo2dveR7p7v7vnNmzdP6JplJd54E3I8x5e3zzXXhGKUserVCxN9V4fihF6nzsbv6xO8bxgq6Q6L/uf0rPtImLXk4YfhX/+C2bNh772rJ2ARqVYpTfzRhC0TgQJ3L56+cXnUxUP0/nWyr1ta4m3YMGxP1vHl7dOzJ4wcGRKtWXi/774w70jstgEDyl7PzQ2v2GXYkMRL21ac2IsT+tq1G78vWlTKaJovvoAePeCvfw0nmDUrTHy+2Wbx/bBEJPOU1vGfjBdghFm7bi2xfQQb39wdXtG5Mm1UT0YoKnIfNcp9yy3dGzRwHzHC/fff0x2ViCQR1X1z18z2B2YC7wNF0ebLCP38jwKtgMXAye7+bXnnSvTmrlRg4UI480x48UU46CAYPRp22qni40Qko5R1czdlT+66+6uEVn9puqXqulKOdevg9tvDI75168K990K/fhtuCohIVlDJhmwxbx707Qtvvw1HHx3KXG6/fbqjEpE0UFOvtluzJtys7dIldPE8+CA8/bSSvkgWU4u/NnvnHejTJ7T2Tz01VEZLcGisiNQ+avHXRj//DP/8ZxiH/9138NRToaWvpC8iqMVf+8yYEW7YfvZZmMHkhhtgyy3THZWI1CBq8dcW338fEv0hh4T1F18MN3CV9EWkBCX+2uDpp0O5hdGjQxfPe+9t+AUgIlKCEn8mW7EC/vY3OO44aNYM3ngDRozYtJaEiEgMJf5M5B5u1u6yCzz+eBiuOWsWdO2a7shEJAPo5m6mWbo0VHObPBn22gvGjIGOHdMdlYhkELX4M0VRUSix0KEDTJ8ON98Mr72mpC8iCVOLPxN88kkoqvbyy3DooTBqFOy4Y7qjEpEMpRZ/TbZ2Ldx4I+y2G8yZExL+tGlK+iJSJWrx11TvvReKqhUWhlE7d98N222X7qhEpBZQi7+m+e03uPJK2HPPMJv7I4/Af/+rpC8iSaMWf03y5puhlT9/PvTqBbfeumF+RRGRJElZi9/MxprZ12Y2L2ZbMzObamafRO9NU3X9jPLTT3DBBbDvvvDDD/DMM/DAA0r6IpISqezqGQccUWLbJcB0d28HTI/Ws9v06bDrrnDLLXD22fDBB3DUUemOSkRqsZQlfnd/BSg5l+7xwPhoeTzQI1XXr/FWrQpVNLt3D9MgvvxyuIG7xRbpjkxEarnqvrnbwt2/jJa/AlqUtaOZ9TezQjMrXLFiRfVEV12efDI8iHXffXDRRfDuu3DggemOSkSyRNpG9bi7A17O5yPdPd/d85vXlglEli+HU06BHj3CpChvvRXq5W++ebojE5EsUt2Jf7mZtQSI3r+u5uunhztMmBBa+f/9L1x9dRifn5+f7shEJAtVd+J/CugdLfcGnqzm61e/JUvg6KPhtNOgfXuYOxeGDoV69dIdmYhkqVQO53wIeANob2ZLzawvcD1wmJl9AnSP1munoqJws7Zjx3Dj9rbbYObMUEpZRCSNUvYAl7ufWsZH3VJ1zRpjwYIwYmfmzDBqZ+RIaNMm3VGJiAAq2ZBca9eGm7W77Qbvvw9jx8ILLyjpi0iNopINyfLuu9CnD8yeDSecAHfdBS1bpjsqEZFNqMVfVb/+CpdfHkboLFsWpkJ84gklfRGpsdTir4rXXw9F1T76CHr3DrNiNWuW7qhERMqlFn9lrF4N550H++8PP/8Mzz0H48Yp6YtIRlDiT9QLL0CnTnDHHTBoEMybB4cfnu6oRETipsQfr+++gzPOCEm+QYMwVPOOO6BJk3RHJiKSECX+eDzxRCi38MADcOml4enb/fdPd1QiIpWim7vl+eorOOccmDgROneGKVNgjz3SHZWISJWoxV8a93CztkMHmDwZrr0W3n5bSV9EagW1+EtatAjOOivcxN1vPxg9GnbeOd1RiYgkjVr8xYqKws3aTp3gtdfC8iuvKOmLSK2jFj+EB7D69QsJ//DD4d57IS8v3VGJiKREdrf4f/899N/vvjvMnw/jx8Ozzyrpi0itlr0t/tmzQ7mFuXPhpJPgzjuhRZlTAIuI1BppafGb2RFm9rGZfWpml1TrxX/5JYzF79o1DNecOBEee0xJX0SyRrW3+M2sDnAXcBiwFHjHzJ5y9/kpv/irr4ZW/oIF4Sncm26Cpk1TflkRkZokHS3+rsCn7r7Q3dcADwPHp/SKP/4YHsQ64ABYsyYM1Rw7VklfRLJSOhL/dsDnMetLo20bMbP+ZlZoZoUrVqyo/NWeey4M0bz7bhg8OMyMddhhlT+fiEiGq7Gjetx9pLvnu3t+8+bNK3eSs86CI4+ERo3CUM1bb4XGjZMap4hIpklH4l8G7BCzvn20Lfl22inMjjVnDuyzT0ouISKSadIxnPMdoJ2ZtSEk/L8Cf0vJlS68MCWnFRHJZNWe+N19rZmdAzwP1AHGuvsH1R2HiEi2SssDXO4+BZiSjmuLiGS7GntzV0REUkOJX0Qkyyjxi4hkGSV+EZEso8QvIpJllPhFRLKMuXu6Y6iQma0AFpfYvDXwTRrCSTV9r8yi75VZsu175bn7JjVvMiLxl8bMCt09P91xJJu+V2bR98os+l6BunpERLKMEr+ISJbJ5MQ/Mt0BpIi+V2bR98os+l5kcB+/iIhUTia3+EVEpBKU+EVEskxGJ34zG2Zm75nZXDN7wcy2TXdMyWBmI8zso+i7TTKzrdIdUzKY2V/M7AMzKzKzjB9SZ2ZHmNnHZvapmV2S7niSwczGmtnXZjYv3bEkk5ntYGYvmdn86N/g4HTHlAxm1sDM3jazd6Pv9Z+4jsvkPn4z28Ldf4iWzwM6uPvZaQ6ryszsT8CL0aQ1NwC4+8VpDqvKzGwXoAi4F/inuxemOaRKM7M6wALgMGApYWa5U919floDqyIzOxBYDdzv7p3SHU+ymFlLoKW7zzazJsAsoEct+O9lQCN3X21m9YBXgcHu/mZ5x2V0i7846UcaAZn7WyyGu7/g7muj1TcJ8xJnPHf/0N0/TnccSdIV+NTdF7r7GuBh4Pg0x1Rl7v4K8G2640g2d//S3WdHyz8CHwLbpTeqqvNgdbRaL3pVmAczOvEDmNk1ZvY50BP4V7rjSYE+wLPpDkI2sR3wecz6UmpBIskGZtYa2AN4K82hJIWZ1TGzucDXwFR3r/B71fjEb2bTzGxeKa/jAdx9qLvvABQA56Q32vhV9L2ifYYCawnfLSPE871E0sXMGgMTgSElegwylruvc/fOhJ6BrmZWYRddWubcTYS7d49z1wLCPL5XpjCcpKnoe5nZ34FjgG6eQTdiEvjvlemWATvErG8fbZMaKuoDnwgUuPsT6Y4n2dx9lZm9BBwBlHtzvsa3+MtjZu1iVo8HPkpXLMlkZkcAFwHHufvP6Y5HSvUO0M7M2phZfeCvwFNpjknKEN0EHQN86O43pzueZDGz5sWj/sxsc8JggwrzYKaP6pkItCeMFFkMnO3uGd/qMrNPgc2AldGmN2vJaKUTgDuA5sAqYK67H57WoKrAzI4CbgXqAGPd/Zr0RlR1ZvYQcDChzO9y4Ep3H5PWoJLAzPYHZgLvE/IFwGXuPiV9UVWdme0GjCf8G8wBHnX3qyo8LpMTv4iIJC6ju3pERCRxSvwiIllGiV9EJMso8YuIZBklfhGRLKPEL9XKzHKjaqpzzewrM1sWLa8ys2otmGVmPcysQ8z6VWaW8ANoZtY6ndUszeyyEuuvR+9pjUtqLiV+qVbuvtLdO0ePmN8D3BItd2bD+OqkMbPynk7vAaxP/O7+L3efluwYqsFGid/d901XIJIZlPilJqljZqOiuuIvRE8iYmZtzew5M5tlZjPNbOdoe2szezGat2C6mbWKto8zs3vM7C1geGnHm9m+wHHAiOgvjrbRcSdF5/ijmb0e1Tl/28yaRNebaWazo1e5CdaCOy3U7J9mZlNizr/IzLaOlvPNbEa03NXM3jCzOdH120fb/25mT0Tf4xMzGx5tvx7YPPoOBdG21aXEUsfCPA/vRD+vs6LtLc3slej4eWZ2QBX/G0omcHe99ErLC/g3oS4/QGtCQbrO0fqjQK9oeTrQLlreizBXAcDTQO9ouQ/w32h5HDAZqFPB8eOAk2LiGQecBNQHFgJ/jLZvQahr1RBoEG1rBxTGxD6vlO93IjCV8FTltoSnlU+KPlsEbB0t5wMzYq8VLXcHJkbLf49i2hJoQHhSfYfos9Ulrru6ZFxAf+DyaHkzoBBoA/wDGBptrwM0Sfe/C71S/6rxRdokq/zP3edGy7OA1lE1xX2Bx0K5FSAkLoB9CMkV4AFgeMy5HnP3dRUcX5b2wJfu/g5smPfBzBoBd5pZZ2Ad8H8VnOdA4CF3Xwd8YWYvVrA/hMQ+PqpD5YT66sWmu/v3USzzgTw2Lg1dnj8BuxX/xRFdpx2h5tDYqIDZf2N+/lKLKfFLTfJbzPI6YHNCd+QqD/cBEvFT9F7Z40tzPqF+ze7ReX+twrnWsqGrtUHM9mHAS+5+goW68TNiPiv580nk/18DznX35zf5IMy6dTQwzsxudvf7EzivZCD18UuNFrW2/2dmf4H1/ea7Rx+/TqiKCWEinpkJHv8j0KSUy34MtDSzP0bHNIluEm9J+EugCDiN0DVSnleAU6L+9ZbAITGfLQL2jJb/HLN9SzaUd/57Becv9nvUYi/P88CA4v3M7P/MrJGZ5QHL3X0UMBroEuc1JYMp8Usm6An0NbN3gQ/YMMXhucAZZvYeIRGXNYF2Wcc/DFwY3UhtW7yzh6kUTwHuiI6ZSmiV3w30jrbtzIa/KsoyCfgEmA/cD7wR89l/gNvMrJDQei82HLjOzOYQf4t+JPBe8c3dMoyO4pgdDfG8Nzr/wcC70fVOAW6L85qSwVSdU6SamNk4YLK7P57uWCS7qcUvIpJl1OIXEckyavGLiGQZJX4RkSyjxC8ikmWU+EVEsowSv4hIlvn/8GFUaAmGuzwAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1063,7 +1313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 17,
    "id": "5575fa6c",
    "metadata": {
     "hidden": true
@@ -1194,7 +1444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "ddf5d4b0",
    "metadata": {
     "hidden": true
@@ -1202,14 +1452,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1238,7 +1486,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 19,
    "id": "ed0042b6",
    "metadata": {
     "hidden": true
@@ -1250,7 +1498,7 @@
        "NormaltestResult(statistic=148.99086986471391, pvalue=4.436532649003701e-33)"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1293,7 +1541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 20,
    "id": "0dbb79f7",
    "metadata": {
     "hidden": true
@@ -1305,7 +1553,7 @@
        "(288, 528, 14.830622606395378, 11.782179959362857)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1349,7 +1597,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 21,
    "id": "1d238900",
    "metadata": {
     "hidden": true
@@ -1361,7 +1609,7 @@
        "Ttest_indResult(statistic=-10.858676761684935, pvalue=9.562420864768222e-26)"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1376,7 +1624,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 22,
    "id": "472c03d6",
    "metadata": {
     "hidden": true
@@ -1388,7 +1636,7 @@
        "True"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1407,7 +1655,7 @@
    "source": [
     "## Q\n",
     "\n",
-    "How would you report the result of this test?"
+    "How would you report the result of this test, with extensive information about the effect?"
    ]
   },
   {
@@ -1422,7 +1670,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 23,
    "id": "341157b6",
    "metadata": {
     "hidden": true
@@ -1434,7 +1682,7 @@
        "(814, -10.305953282828284, -0.7954424784394866, -0.7954424784394866)"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1473,7 +1721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 24,
    "id": "c45d530a",
    "metadata": {
     "hidden": true
@@ -1613,7 +1861,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 25,
    "id": "3b123c41",
    "metadata": {
     "hidden": true
@@ -1625,7 +1873,7 @@
        "-0.7947093517312473"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1653,7 +1901,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 26,
    "id": "0aeaeee7",
    "metadata": {},
    "outputs": [
@@ -1697,7 +1945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 27,
    "id": "e9c1cc3c",
    "metadata": {
     "hidden": true
@@ -1709,7 +1957,7 @@
        "(47.758187772925766, 44.85779329608938, 16.298908849529322, 9.611832029475966)"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1735,7 +1983,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 28,
    "id": "b6bfdb58",
    "metadata": {
     "hidden": true
@@ -1743,14 +1991,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1822,7 +2068,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 29,
    "id": "f57a8ff6",
    "metadata": {
     "hidden": true
@@ -1835,7 +2081,7 @@
        " array([ 2, 12, 44, 67, 65, 53, 57, 34, 16,  8]))"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1859,7 +2105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 30,
    "id": "de19e80b",
    "metadata": {
     "hidden": true
@@ -1871,7 +2117,7 @@
        "816"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1895,7 +2141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 31,
    "id": "b021e03f",
    "metadata": {
     "hidden": true
@@ -1940,7 +2186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 32,
    "id": "3e64b5ce",
    "metadata": {
     "hidden": true
@@ -1952,7 +2198,7 @@
        "(array([107,  49,  52,  95, 155]), array([ 14, 111, 118,  91,  24]))"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1966,7 +2212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 33,
    "id": "e79b98f2",
    "metadata": {
     "hidden": true
@@ -1999,7 +2245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 34,
    "id": "7ea01f76",
    "metadata": {
     "hidden": true
@@ -2008,10 +2254,10 @@
     {
      "data": {
       "text/plain": [
-       "KstestResult(statistic=0.31230026103290964, pvalue=1.1102230246251565e-16)"
+       "KstestResult(statistic=0.31230026103290964, pvalue=7.791487838171347e-18)"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2023,9 +2269,7 @@
   {
    "cell_type": "markdown",
    "id": "982eafde",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "# ..."
    ]
@@ -2034,9 +2278,7 @@
    "cell_type": "code",
    "execution_count": null,
    "id": "09247a33",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }