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Analyse des résultats obtenus en Python - M1 PFON https://tinyurl.com/2l6t7djn
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_notes_analysis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.set_theme(\n",
" context=\"paper\", style=\"ticks\", rc={\"axes.spines.top\": False, \"axes.spines.right\": False}\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"remove-cell"
]
},
"source": [
"# **Bilan résultats examen M1 Python**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"\n",
"def get_dataframe(gid, nbr_question, tag=None, col_note=None, skiprows=2, nrows=None):\n",
" tag = tag or \"1nG5eGX_ZOFmkeDUh_z09DN5bvu_I_Rqqs53yvTualjM\"\n",
" df = pd.read_csv(\n",
" f\"https://docs.google.com/spreadsheets/d/{tag}/export?gid={gid}&format=csv\",\n",
" skiprows=skiprows,\n",
" nrows=nrows,\n",
" header=None,\n",
" )\n",
"\n",
" r = list(range(2, 2 + nbr_question))\n",
" col_note = col_note or r[-1] +1 \n",
" df[\"room\"] = df[1].str[:4]\n",
" df.rename(\n",
" columns={0: \"timestamp\", 1: \"identifiant\"}\n",
" | {\n",
" i + col_note: col\n",
" for i, col in enumerate([\"notes\", \"nom\", \"prenom\", \"sexe\", \"correcteur\", \"origine\"])\n",
" },\n",
" inplace=True,\n",
" )\n",
" df[\"notes\"] = df[\"notes\"].str.replace(\",\", \".\").astype(float)\n",
" df[r] = df[r := list(range(2, 2 + nbr_question))].apply(\n",
" lambda x: x.str.strip(\"%\").astype(float)\n",
" )\n",
" df.rename(columns={i: f\"Q{i-1}\" for i in r}, inplace=True)\n",
" return df\n",
"\n",
"\n",
"def plot_mark_by_exercice(df, first, last, kind=\"count\"):\n",
" cols = range(first, last)\n",
" ex = df.iloc[:, cols].melt()\n",
" sns.catplot(\n",
" data=ex.rename(columns={\"variable\": \"question\", \"value\": \"note [%]\"}),\n",
" x=\"note [%]\",\n",
" col=\"question\",\n",
" kind=\"count\",\n",
" col_wrap=4,\n",
" ).set_titles(\"{col_name}\")\n",
"\n",
"\n",
"def _table(df, group=None):\n",
" def _info(df):\n",
" return {f\"< {val:2}\": (df.notes < val).sum() for val in [5, 7, 10, 12]}\n",
"\n",
" if group:\n",
" tbl = pd.concat(\n",
" [\n",
" df.groupby(group).describe().notes.T,\n",
" pd.DataFrame(\n",
" {f\"{name}\": _info(df[df[group] == name]) for name in df[group].unique()}\n",
" ),\n",
" ]\n",
" )\n",
" else:\n",
" tbl = pd.DataFrame.from_dict(\n",
" {**df.notes.describe(), **_info(df)}, orient=\"index\", columns=[\"Summary\"]\n",
" )\n",
"\n",
" display(tbl)\n",
"\n",
"\n",
"def mean_results(df):\n",
" _table(df)\n",
" sns.histplot(data=df, x=\"notes\", kde=True, element=\"step\").set(ylabel=\"\")\n",
"\n",
"\n",
"def results_per_group(df, group):\n",
" ngroup = len(df[group].unique())\n",
" palette = {\n",
" \"sexe\": dict(M=\"b\", F=\"r\"),\n",
" \"correcteur\": dict(ALP=\"g\", XG=\"orange\", AC=\"g\"),\n",
" \"origine\": dict(ext=\"0.7\", L3=\"b\"),\n",
" }\n",
"\n",
" sns.displot(\n",
" data=df,\n",
" x=\"notes\",\n",
" col=group,\n",
" hue=group,\n",
" kde=True,\n",
" rug=True,\n",
" element=\"step\",\n",
" legend=False,\n",
" col_wrap=4,\n",
" palette=palette.get(group),\n",
" )\n",
"\n",
" sns.catplot(\n",
" kind=\"violin\",\n",
" data=df,\n",
" x=\"notes\",\n",
" y=group,\n",
" hue=group,\n",
" cut=0,\n",
" inner=\"quartile\",\n",
" palette=palette.get(group),\n",
" )\n",
" sns.swarmplot(data=df, x=\"notes\", y=group, color=\"0.3\")\n",
"\n",
" if ngroup < 4:\n",
" g = sns.catplot(\n",
" kind=\"point\",\n",
" data=df[df.notes > 0].melt(\n",
" id_vars=group, value_vars=[col for col in df.columns if str(col).startswith(\"Q\")]\n",
" ),\n",
" y=\"variable\",\n",
" x=\"value\",\n",
" hue=group,\n",
" linestyle=\"none\",\n",
" orient=\"h\",\n",
" dodge=ngroup * 0.15,\n",
" palette=palette.get(group),\n",
" ).set(xlabel=\"fraction de points [%]\", ylabel=\"question\")\n",
" for ax in g.axes.flatten():\n",
" plt.setp(ax.collections, alpha=0.75)\n",
" plt.setp(ax.lines, alpha=0.75)\n",
"\n",
" _table(df, group=group)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## **2020 - 2021**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>timestamp</th>\n",
" <th>identifiant</th>\n",
" <th>Q1</th>\n",
" <th>Q2</th>\n",
" <th>Q3</th>\n",
" <th>Q4</th>\n",
" <th>Q5</th>\n",
" <th>Q6</th>\n",
" <th>Q7</th>\n",
" <th>Q8</th>\n",
" <th>...</th>\n",
" <th>Q13</th>\n",
" <th>Q14</th>\n",
" <th>Q15</th>\n",
" <th>notes</th>\n",
" <th>nom</th>\n",
" <th>prenom</th>\n",
" <th>sexe</th>\n",
" <th>correcteur</th>\n",
" <th>origine</th>\n",
" <th>room</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>29/01/2021 16:59:29</td>\n",
" <td>h305-11_iap1</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>13.00</td>\n",
" <td>Abetian</td>\n",
" <td>Charbel</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>ext</td>\n",
" <td>h305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>29/01/2021 20:08:14</td>\n",
" <td>h305-26_iap1</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>8.00</td>\n",
" <td>Albert</td>\n",
" <td>Jules</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>L3</td>\n",
" <td>h305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>h305-15_iap1</td>\n",
" <td>75.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>25.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>6.50</td>\n",
" <td>Ambrosiani</td>\n",
" <td>Ludovic</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>L3</td>\n",
" <td>h305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>29/01/2021 16:21:01</td>\n",
" <td>h305-07_iap1</td>\n",
" <td>100.0</td>\n",
" <td>50.0</td>\n",
" <td>25.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50.0</td>\n",
" <td>10.25</td>\n",
" <td>Bargain</td>\n",
" <td>Léo</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>ext</td>\n",
" <td>h305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>29/01/2021 22:44:04</td>\n",
" <td>h305-30_iap1</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>25.0</td>\n",
" <td>0.0</td>\n",
" <td>75.0</td>\n",
" <td>75.0</td>\n",
" <td>...</td>\n",
" <td>25.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>13.25</td>\n",
" <td>Bequet</td>\n",
" <td>Jonathan</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>L3</td>\n",
" <td>h305</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" timestamp identifiant Q1 Q2 Q3 Q4 Q5 Q6 \\\n",
"0 29/01/2021 16:59:29 h305-11_iap1 100.0 75.0 75.0 100.0 50.0 0.0 \n",
"1 29/01/2021 20:08:14 h305-26_iap1 100.0 75.0 100.0 100.0 100.0 50.0 \n",
"2 NaN h305-15_iap1 75.0 75.0 100.0 100.0 75.0 25.0 \n",
"3 29/01/2021 16:21:01 h305-07_iap1 100.0 50.0 25.0 0.0 0.0 0.0 \n",
"4 29/01/2021 22:44:04 h305-30_iap1 100.0 75.0 75.0 100.0 25.0 0.0 \n",
"\n",
" Q7 Q8 ... Q13 Q14 Q15 notes nom prenom sexe \\\n",
"0 100.0 100.0 ... 0.0 0.0 100.0 13.00 Abetian Charbel M \n",
"1 0.0 0.0 ... 0.0 0.0 100.0 8.00 Albert Jules M \n",
"2 0.0 0.0 ... 0.0 0.0 100.0 6.50 Ambrosiani Ludovic M \n",
"3 100.0 100.0 ... 0.0 0.0 50.0 10.25 Bargain Léo M \n",
"4 75.0 75.0 ... 25.0 0.0 100.0 13.25 Bequet Jonathan M \n",
"\n",
" correcteur origine room \n",
"0 NaN ext h305 \n",
"1 NaN L3 h305 \n",
"2 NaN L3 h305 \n",
"3 NaN ext h305 \n",
"4 NaN L3 h305 \n",
"\n",
"[5 rows x 24 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = get_dataframe(gid=\"2106474267\", nbr_question=15, nrows=96)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### **Moyenne générale**"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Summary</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>96.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.611979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3.552032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>10.125000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>14.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>20.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>13.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>24.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>47.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Summary\n",
"count 96.000000\n",
"mean 11.611979\n",
"std 3.552032\n",
"min 0.250000\n",
"25% 10.125000\n",
"50% 12.250000\n",
"75% 14.000000\n",
"max 20.000000\n",
"< 5 4.000000\n",
"< 7 13.000000\n",
"< 10 24.000000\n",
"< 12 47.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_results(df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### **Résultats par exercice**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### **Exercice 1 : Attracteur de Lorenz**"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2009.78x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mark_by_exercice(df, first=2, last=8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### **Exercice 2 : Datasaurus**"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2009.78x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mark_by_exercice(df, first=8, last=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **Résultats par salle**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>c101</th>\n",
" <th>c106</th>\n",
" <th>h305</th>\n",
" <th>h306</th>\n",
" <th>h307</th>\n",
" <th>h401</th>\n",
" <th>h515</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>13.000000</td>\n",
" <td>11.000000</td>\n",
" <td>15.000000</td>\n",
" <td>14.000000</td>\n",
" <td>14.000000</td>\n",
" <td>15.000000</td>\n",
" <td>14.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>12.653846</td>\n",
" <td>12.250000</td>\n",
" <td>11.466667</td>\n",
" <td>12.410714</td>\n",
" <td>11.357143</td>\n",
" <td>11.516667</td>\n",
" <td>9.857143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3.244448</td>\n",
" <td>3.446012</td>\n",
" <td>2.329674</td>\n",
" <td>3.564795</td>\n",
" <td>2.590133</td>\n",
" <td>4.509382</td>\n",
" <td>4.544348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>6.000000</td>\n",
" <td>6.750000</td>\n",
" <td>6.500000</td>\n",
" <td>6.500000</td>\n",
" <td>4.500000</td>\n",
" <td>3.000000</td>\n",
" <td>0.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>10.750000</td>\n",
" <td>10.000000</td>\n",
" <td>10.250000</td>\n",
" <td>9.187500</td>\n",
" <td>10.812500</td>\n",
" <td>9.875000</td>\n",
" <td>6.687500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>13.000000</td>\n",
" <td>11.250000</td>\n",
" <td>10.750000</td>\n",
" <td>13.875000</td>\n",
" <td>11.000000</td>\n",
" <td>12.750000</td>\n",
" <td>10.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>14.750000</td>\n",
" <td>14.250000</td>\n",
" <td>13.125000</td>\n",
" <td>15.250000</td>\n",
" <td>13.187500</td>\n",
" <td>13.750000</td>\n",
" <td>12.750000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>17.250000</td>\n",
" <td>18.500000</td>\n",
" <td>14.500000</td>\n",
" <td>16.250000</td>\n",
" <td>14.750000</td>\n",
" <td>20.000000</td>\n",
" <td>16.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>6.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>8.000000</td>\n",
" <td>5.000000</td>\n",
" <td>9.000000</td>\n",
" <td>5.000000</td>\n",
" <td>8.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" c101 c106 h305 h306 h307 h401 \\\n",
"count 13.000000 11.000000 15.000000 14.000000 14.000000 15.000000 \n",
"mean 12.653846 12.250000 11.466667 12.410714 11.357143 11.516667 \n",
"std 3.244448 3.446012 2.329674 3.564795 2.590133 4.509382 \n",
"min 6.000000 6.750000 6.500000 6.500000 4.500000 3.000000 \n",
"25% 10.750000 10.000000 10.250000 9.187500 10.812500 9.875000 \n",
"50% 13.000000 11.250000 10.750000 13.875000 11.000000 12.750000 \n",
"75% 14.750000 14.250000 13.125000 15.250000 13.187500 13.750000 \n",
"max 17.250000 18.500000 14.500000 16.250000 14.750000 20.000000 \n",
"< 5 0.000000 0.000000 0.000000 0.000000 1.000000 2.000000 \n",
"< 7 1.000000 1.000000 1.000000 2.000000 1.000000 3.000000 \n",
"< 10 2.000000 3.000000 2.000000 4.000000 3.000000 4.000000 \n",
"< 12 6.000000 6.000000 8.000000 5.000000 9.000000 5.000000 \n",
"\n",
" h515 \n",
"count 14.000000 \n",
"mean 9.857143 \n",
"std 4.544348 \n",
"min 0.250000 \n",
"25% 6.687500 \n",
"50% 10.500000 \n",
"75% 12.750000 \n",
"max 16.000000 \n",
"< 5 1.000000 \n",
"< 7 4.000000 \n",
"< 10 6.000000 \n",
"< 12 8.000000 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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sXKJAKGg6Ro+I98bpivHnqaGjSU+vfdl0HAAAAPQhR1SOT5kyRY8//vhB73vyySc1derUI3rxK664Qu+9955Wrlypp59+Wq+++qrefPPNI3oOAJFj994WrdxSpamjs5SefGQXy+DQzjluiJwOS//6aJvpKAAAAACAbhAOh/Vh8WeKdfedz9IzB0zR6IwCfVD86f6z1gEAAIDudkTl+HXXXafnnntOP/rRj7Ro0SIVFxdr0aJF+tGPfqRnn31W119//RG9+JAhQxQVFfV/YRwOlZSUHNFzAIgcby3aqXBYOn36QNNRbCU9OVozx+dofVGNdu5uNB0HAAAAANDFttfuVFnjbk3rP9F0lB5jWZaumXSRXA6X/rbiOQX7yK55AAAAmOU6kgcXFBTokUce0S9+8Qu9/PLLsixL4XBY+fn5euSRRzRs2LAjDvCHP/xBTz75pNra2pSTk6OzzjrrC4+pqqpSdXX1F24vKio64tcD0D06/EG9v3SXctLjNHZomuk4vUpre+ArH3Pi5DzNX1mmVz7ermvPGdMtOVxOhzxuZ7c8N+yLNRoAgMjD+gz0Ph/vWCxJOrb/FL1f9KnhND0nO76fzho+R/M2vq13tn+s04bN/tLH+4J+BUJf/Rm6J7gcLnmcbtMx0MuwRgMAYN4RleOSNHXqVL399tvatWuXampqlJqaqgEDBnQ6wK233qpbbrlF69at0wcffKCEhIQvPOb555/XQw891OnXAND9FqwqV1OrXxeeVCDLskzH6RWcDofcToeu+tW7h/173l9WqveXlXZLHrfLoefuOo2CHEeENRoAgMjD+gz0Lv6gX5+VLldeQpYGJOWYjtPjzh1xqj7ZuVTPr39N0/tPUlLUF78blPYV41fNu0X+CCnH3Q6X/jH3PgpyHBHWaAAAzDvicvxzAwYMOKpS/D9ZlqWxY8dqwYIFevDBB/XjH//4gPsvuOACzZ79xStHi4qKdNttt3VJBgBH590lu+RxOTR7cn/TUXoNt8uhn35zqoKh0GE9fs22ar3ySbFOntpfx4zO6tIsHb6gfvfkcgWCIcpxHBHWaAAAIg/rM9C7rKhYpxZfq84dcUqfvNjc6/Lo8vFf130L/6pn1rys70y9/KCPC4QC8ocCunnaNfK6PD2c8kAdAZ/+uOhvCoQClOM4IqzRAACY1+lyvDsEg8GDnjmekZGhjIwMA4kAHI7SPU3atLNWx0/IVVw0HwqPhNvlkFuOw3rshIJ+em9piVZsrtKswtw++aUJIg9rNAAAkYf1GehdPtm5RJZl6dgBU0xHMWZqbqHG9huh+TsXac7gYzUsbdAhH+t1eeR1eXswHdB1WKMBADDv8BqZbtDQ0KCXX35Zzc3NCoVCWrFihZ599llNnz7dVCQAnfTBsn0XtZw0lV3j3cntcmhiQYZqGtq1Y3ej6TgAAAAAgKPU2N6kVbvXa2y/EUqJTjIdxxjLsnTVhPPldDj16MrnFDrMCWsAAADAkTJWjluWpXnz5umEE07QxIkTdfvtt+uqq67SpZdeaioSgE4IBEP6YHmpMlNjNHpQmuk4tjdxRD9J0opNewwnAQAAAAAcrcVlKxUMhzSzD+8a/1xOQqZOH3aidtSV6v3iT03HAQAAgE0ZG6uekJCgJ554wtTLA+giyzftUX1Thy49dbgcDsZ8d7eM5Bj17xev9cU1OvPYgKK8EXU6BgAAAADgCCwsWSG3063JOeNMR4kIXx95qhbsWqLn1r2q6f0nKs4TazoSAAAAbMbYznEA9vDBshI5LOnESYxU7ymTRvSTPxDS2qK9pqMAAAAAADqptrVem6q3a2LWGEW7o0zHiQjR7ihdMvZcNfta9OKGN03HAQAAgA1RjgPotOZWn5ZvqtLYIelKS4o2HafPGDM4VR6XQ8sZrQ4AAAAAvdai0hUKK6zp/SeajhJRjh0wWUNS8vXOtvmqaKw0HQcAAAA2QzkOoNM+W1uhQDCkWRNyTUfpU7wel8YMSVNZVbOq6lpNxwEAAAAAdMLC0hWKcnlVmDXadJSI4rAcurLwGwqGQ3pizTzTcQAAAGAzlOMAOm3+yjK5XQ5NG5NlOkqfM35ouiRpzbZqw0kAAAAAAEeqqnmvttXs0KSccfK6PKbjRJxhaYM0o/8kraxYpzWVG03HAQAAgI1QjgPolOq6Nq0vqtGUkZmKjXabjtPnDMxOVEKsR2u27VU4HDYdBwAAAABwBBaWrpAkTc9jpPqhXDL2XLmdbj2x6kUFQ0HTcQAAAGATlOMAOuWTVWWSxEh1QxwOS2OHpKm2sV2le5pMxwEAAAAAHIGFJcsV647WuMwRpqNErLTYFJ1VcJJKG3frg+JPTccBAACATVCOA+iUj1eVKTbarUkjMkxH6bM+H62+mtHqAAAAANBrVDRWamd9mabkFsrtZBLblzl7+ElKjk7U8+teU4uvzXQcAAAA2ADlOIAjtquyUTsqGnXsuGy5XU7TcfqsrLRYpSdHa+32vQoGQ6bjAAAAAAAOw+cj1Wf0n2Q4SeSLckfpojFnq8nXoje3fmA6DgAAAGyAchzAEft4JSPVI4FlWRo/NF2t7QEVlTeYjgMAAAAA+ArhcFiflSxXgjdOozKGmY7TKxw3YKoGJObo3e2fmI4CAAAAG6AcB3BEQqGwPl5ZprSkaI0amGo6Tp83ZnCaJGld0V7DSQAAAAAAX6W0oULljZU6JneCnA4msR0Oh8OhS8bNlT8UMB0FAAAANkA5DuCIbNpZq6q6Ns0qzJHDYZmO0+elJUUrKzVWG3fUMlodAAAAACLc5yPVp/efaDhJ7zIuc4RGpg+VJFW1cHE4AAAAOo9yHMARYaR65Bk9OFVtHYxWBwAAAIBIt7RstRK8cRqeNsR0lF7FsiydP/pMSdL8HYsNpwEAAEBvRjkO4LAFgyF9uqZC/TPjNTA70XQc/Buj1QEAAAAg8lU0Vqqscbcm54yXw8FXckcqP3nfRfrFdSUqri0xnAYAAAC9FT+JAzhs64tq1NTq08zxOaaj4D8wWh0AAAAAIt/S8jWSpCm54wwn6d2clkPvFy1QOBw2HQUAAAC9EOU4gMP22doKSdKMsdmGk+C/MVodAAAAACLb0rLVinZHaXRGgekovdrE7DHa3Vyl9VVbTEcBAABAL0Q5DuCwBENhLVq3W3n94pXXL950HPyXUYNSJUmbdtYaTgIAAAAA+G81rXXaXrtTE7JGy+10m47Tq03Lmyiv06P5OxYpGAqajgMAAIBehnIcwGHZWFyj+uYOdo1HqPSkaKUmRmnTzlpGywEAAABAhFm2f6T6eLNBbCDaHaVp/Seqtq1eayo3mo4DAACAXoZyHMBh2T9SfRzleCSyLEsj8lPU2OJTeXWz6TgAAAAAgP+wpGyV3A6XCjNHmY5iC8fkTlCMO1of71yiQDBgOg4AAAB6EcpxAF8pFApr4doK5aTHakAmI9Uj1Yj8FEmMVgcAAACASNLU0axN1ds1NnOEotxRpuPYgtfl0bH9J6uxo0nLK9aajgMAAIBehHIcwFfatLNWdU0dmjEuR5ZlmY6DQ+ifmaCYKBflOAAAAABEkBUV6xQKhzQ1t9B0FFuZlDNO8Z5YfbprmXwBn+k4AAAA6CUoxwF8pYWfj1TnvPGI5nRYGj4gRZU1raprbDcdBwAAAACgfSPVHZZDE7PHmI5iK26nS8flH6MWf6uWlK02HQcAAAC9BOU4gC/1+Uj1rNRYDcxOMB0HX4HR6gAAAAAQOdr97VpbuUkj04cq3htnOo7tFGaNUnJUohaWLlebn4vEAQAA8NUoxwF8qa0lddrb0K7pY7MYqd4LDMlLkstpaSPlOAAAESsc8MtfX6X2im1qL92ktpKN6qjcoUBDtcLBgOl4AIAutKpyg/yhgKbkjjcdxZacDqeOHzhN7YEOLSxdYToOAAAAegGX6QAAIttnn49UH8dI9d7A63ZqcG6StpXUqa0joGgvf80DAGBaOBSUr3KH2su3yrdnpwL1VZLCB3+wwyV3Sqa8mYMU1X+kXMmZXKAIAL3Y0n+P+56cM85sEBsb3a9AC3Yt1dKyVZqWN0Ex7mjTkQAAABDBaE0AHFI4HNZnayuUkRytIblJpuPgMI3MT9GWXXXasqtO44elm44DAECfFWxtUsuWxWorWq1Qe7MkyREVp6j+I+RMSJUrNklyumVZlkK+NgVbGxWoq5Rvb7n8e8vUvP4TuRLTFTt8mqIHjZXldJt9QwCAIxIIBbVq9wYNTh6g1Jhk03Fsy2E5NCv/GP1r45taXLpSswfNMB0JAAAAEYxyHMAhbSutV3Vdm86ZNZgdS71IwYAUSUXatKuWchwAAAOCbU1qXjtfrUWrpFBQzrgUxY05XlEDRsmVmP6VP1eFQyH595aqbdd6tRWvUcOSV9W09iPFj5ut6EHjZTk4HQsAeoPN1dvU6m/TxJwxpqPY3siMofp4Z4qWlK3WtLyJinZHmY4EAACACEU5DuCQFjJSvVdKiPUoLyNOW0vqFAiG5HLyBToAAD0hHAqqZeNnal6/QOGAT+60PMWNOlbe3GGyrMNfjy2HQ56MAfJkDFD8+Dlq275SzesXqGHxK2rZskRJ086ROyWrG98JAKArLK9YJ0malD3WcBL7c1gOHZc/VfM2vqVFpSs1e9B005EAAAAQoWhMABzU5yPV0xKjNCyP8W+9zYj8FHX4gtpR0WA6CgAAfYK/drf2vvWImlZ/IEd0nJJnXaTUU65WVN7wIyrG/5vD7VXsiGlKP/t7ih11rAL1VfteZ+18hUPBLnwHAICuFA6HtaJinVJjkjUgKdd0nD5hVMYwpcWkaEnZKrX5203HAQAAQISiHAdwUMXlDaqsadX0cdlyOBip3tuMGJgqSdq0s9ZwEgAA7C0cDqt540LtfesRBeqrFDdmltLPuOHfpXjX/Qzl8EQpofAkpX3tWrkS09S89iPVfviUQu0tXfYaAICuU95UqT3N1ZqYNYZjynrI57vHfUGfFpeuNB0HAAAAEYpyHMBBffb5SPWxjFTvjTKSo5UU79XWknqFw2HTcQAAsKWQr011859V08p35IxPUdqp31L8uNmynN13epU7NVtpp16nmKGT5Kss1t63/iJ/XWW3vR4AoHOWl6+VJE3KYaR6TxqVMUypMcnsHgcAAMAhUY4D+IJwOKzP1lQoJcGr4QNSTMdBJ1iWpWF5yaptbFdNA18IAADQ1QJNNdr79t/UUb5FUfljlXbqt3rsHHDL6VLi1DOVOO0cBduaVfPu39VRuaNHXhsAcHhWVKyT1+XVyIxhpqP0KQ7LoeMGTFUHu8cBAABwCJTjAL5g5+5GVext0fQxjFTvzQr6J0mStpTUmQ0CAIDN+Kp2ae9bf1WwqUYJk76mpBlz5XB7ezxHzOBCpcy+TJJU++GTai/d1OMZAABf1NjepK01xRrXb4Q8TrfpOH3O6IwCpUbv2z3eHugwHQcAgF4nHAzKV1+v1rJytezYqebtRWotKVF75R4FWluZVIper/vm/QHotT4fqT6dkeq92qDcJDkdlraW1DEeHwCALtJetkV1C16QZTmUfPwlisoZajSPN3OgUk/+pmo/eFJ1n7yg5OMuUFTecKOZAKCvW7l7vcLhMCPVDXE4HDp2wGS9svldLStfo5kDppiOBABAxAqHQmrfs0ctRcVqLStX++5K+WprpS8pwB1er7wZGYrOyVZs/gDFDR4kZ3R0D6YGjg7lOIAvWLh2t5LivBo5KNV0FBwFr9up/KwE7ahokM8flMftNB0JAIBerW3HWtUvfEkOT7RSZl8qd2pkXHzmTs5UypwrVPv+Y6pb8O+CPLfAdCwA6LNWVKyTJUuFWaNMR+mzxvQbrvk7Fmlx6Uodk1soNzv4AQDYLxwOq620VPVr16lx/UYFmpv33WFZ8qSmKmHEcLkTE+WKj5PD7ZbldCrk9yvY3qFAY6N8dXVq312pttJS1S5eIlmWYgb0V9K4sUocPYqiHBGPchzAAUr3NKl0T5O+Ni1fTkaq93oFA5JVVN6gHRUNKuD8eAAAOq1t5zrVL5wnR3SCUudcLldCmulIB3AnZShlzpWqfW9fQZ564hXyZPQ3HQsA+hx/0K81lRs1NHWgEqMSTMfps5wOp6b1n6i3t83Xqt0bNCV3vOlIAAAYF/L5VLdqtWqXLFNHVZUkyZOaqrTxYxU7eLBi+ufJ6T28I8PC4bB8tXVqKS5W09Ztat62Xa07d2n3m28radxYpU6bqqh+/brz7QCdRjkO4AALPx+pPibLcBJ0hWH9k/Xmwp3aUlJPOQ4AQCe1lWxU/Wfz5IiOV+pJV8oVH5lrqjspQ8mzL1Hte4+pdv4zSj35m3InZZiOBQB9yoaqbWoPdDBSPQJMyBqtT3Yu0cKS5ZqYPUZOB9PUAAB9U7CjQzWLlqhm4SIFW1vliIpS6rSpSppQqKjMTFnWkW+SsyxL3tQUeVNTlDJ5koLt7WrcsEm1y5apbvkK1S1foYRRI5Ux+3hKckQcynEAB/hsbYXiY9waMySydkOhc9KTopUU79XWkjrTUQAA6JXaSzerfsE/5fDGKPXEKyK2GP+cJzVHycddoNqPnlbdR08p9dRvyRkVZzoWAPQZKyrWSpImZo8xnARup1vH5E3Qh8Wfad2ezRrPmHsAQB8TDgZVt2Klqj6cr0Bzs9yJico44zQlTyiUw+Pp0tdyRkUpeWKhkicWqrW0VNUfL1Djho1q3LhJyRMnqN9JJ8oVG9ulrwl0lsN0AACRo2Jvs3ZUNGrqqCy5nPz1YAeWZWlYXrJqG9u1t77NdBwAAHqV9vJtqlvwwr4zxudcIVdi77h40Js9RInHnKVgS4PqPn5e4WDAdCQA6BPC4bBWVKxTRmyqchOYxhYJJueMk9fp0aclyxQKh0zHAQCgx7SWlKroT4+o4tXXJUnZZ52hYbfcqNRjpnZ5Mf7fYvLyNODSizXo+m8pZsAA1S1foa1/fEC1y5YrHA5362sDh4P2C8B+C9fuliTNGJdtOAm6UkH/JEnSFnaPAwBw2Pw15ar75HlZbq9S5lzR68aTxwwuVOyIafJXl6hh6et8AQEAPWBXfbn2ttZqUvbYTo0nRdeLcnk1OWecalrrtLm6yHQcAAC6XcjvV8Xrb6j4kb+po7pa6bNmaujN31PKlMmynD17xEhMbo4GXn2l8i48Xw6PRxWvvKadf39cvlq+p4ZZlOMA9lu4tkKxUS6NG9o7dkXh8AzKTZLTYTFaHQCAI1D36YuSpJQTLpE7uXeejxZfeLK82UPUVrRKbdtXmI4DALa3f6Q6541HlGPyJsjlcOrTkqVcLAYAsLW2it0qevgvql28VDEDBmjId7+tfifNkdPrNZbJsiwljh6lod+7QcmTJ6llxw5t/98/qX7NOmOZAMpxAJKkqtpWbSut1+RRmXK7evYKMnQvr9up/KwE7ahokM8fNB0HAICIFmxrkiSFO1qVfOx58qTlGk7UeZbDoaQZX5czNkkNy96Sv6bCdCQAsLUVFesU7Y7SiLQhpqPgP8R6YlSYNUa7m6pUXFdiOg4AAF0uHAqpesGnKv7LX+WrrVW/k+do4NVXypuebjrafs6oKOWcfaYGXHGZHG63yv75ospfflWhAMeAoedRjgOQJC1ct+/L0hljGaluR8P6JysQDGtHRYPpKAAARKxQwKeql/+fJCm+8CRF5Q03G6gLOLwxSjrufElh1S14QSFfu+lIAGBL9W0N2l67U4WZo+RyukzHwX+ZnjdBliwtKmGSCgDAXgItLdr52JPa88578qQka9B11yj9uJmyHJFZ/8UPHaIh3/22YgcPVt3yFdr5j8cVaG42HQt9TGT+6QDQ4xau3a0oj1OFBb3rPE0cnmH9kyVJW0rqzQYBACBChcMhVb/6oDrKt0qSYoZOMpyo63hSc5Qw8RQFm+vUuPwt03EAwJZWVOwbDToxm5HqkSgpOlEjM4aqqG6XKpurTccBAKBLtFdVqehPj6iluFjJkydp8LevU3R25G9+c8XFKf/yS5Q6fZpad5Wo6E+PqG33btOx0IdQjgNQTUObNu2s1eSRmfK6GaluRxnJ0UqK93LuOAAAh1C/4EW1bFqomKGTTUfpFjHDpsibPVRtxavVVrLRdBwAsJ0VFevksBwqzBplOgoOYXreREli9zgAwDZ2/uMJBZqalH32mco5+0w5PB7TkQ6b5XQq67SvKefccxRoblbxI4+qYQOfVdEzKMcBaNG6fVdlTR+bZTgJuotlWRqal6TaxnbVNLSZjgMAQERp2bJEdQuel6ffQKWddp3pON3CsiwlTjtbDm+MGha/qmBrk+lIAGAbvoBPa/ds0vC0wYrzxpqOg0PITshUflKu1ldtUUM76yAAoHcKh8Mq+9dLkiSH2638q65QyuTeO/kseWKhBl59pRwej0qfe0G1y5abjoQ+gHIcgD5bWyGP26mJw/uZjoJuNDRv32j1baX1ZoMAABBBfNUlqnr1ATliEtTvGz+Qw+01HanbOKPjlTj1LIV9bWpY/LLC4bDpSABgC+urtsgX9GtC9hjTUfAVpvefpFA4pCVlq0xHAQDgiIWDQW1/6E8qf3GeJGng1VcqNn+A4VRHL6Z/fw2+7lq5k5JU8cpr2vvZQtORYHOU40AfV9fUro3FNZo4PEPRXpfpOOhGg3MS5bAoxwEA+FywrUmV//ydwgG/+s39vtyJGaYjdbuo/iMUPbhQHRXb1bp1qek4AGALy/993vgkyvGINyQlX+kxKVpRsU7tgQ7TcQAAOGwhn0+bf3evqt7/QIlj9/3M4U5MNJyq63hSkjXo2m/Km5Guyrfe0Z4PPuKCbnQbynGgj1u8vlKhsDR9bLbpKOhm0V6XcvvFq7i8QcFgyHQcAACMCoeCqnr5jwrUVSr1pKsUPaDvnBGbMOlUOeOS1bjyXQUa9pqOAwC9Wjgc1sqKdcqKy1B2QqbpOPgKlmVpWv9J8gV9WvnvixoAAIh0gZYWbbjjLtUuWaq0447VsNtuMR2pW7gTEjTw6qsUlZ2t6o/mq/KttynI0S0ox4E+buHaCrmcDk0ZyUj1vmBoXpI6/EGV7OF8NQBA31b38XNqK16j+PFzlDDxa6bj9CiH26uk6edKwaAalryqcJiL5gCgs3bWl6m2rZ6R6r3ImH4FivPEanHZKgVDQdNxAAD4Ur76Bq2//RdqXL9BWaefpmE33yiHy74TYF2xsRr4zSsUM2CAahYuVuXb71CQo8tRjgN9WGOLT2u371VhQbpiotym46AHDM3l3HEAAFq3rVD9wnnyZg1R2inXyLIs05F6nCdjgGKGTZKvapfaijh3FQA6a8W/dx9PpBzvNVwOl6bmjldTR7PWV20xHQcAgEPy1Tdo/U9/rpYdO9T/kos08NpvynLYv9ZzRkUp/4pLFTOgv2o+W6SqD+ebjgSbsf+fIgCHtHTDboVCYc1gpHqfkZsRp2ivS9vL6k1HAQDACH9DlapefUCOqDhlzL1VlqvvXiAYP36OHNHxalz5noJtzabjAECvtKJirWLc0RqePsR0FByBidlj5Xa4tKR0FbvRAAAR6fNivK20TPnfvEJ555/Xpy7sdng8GnDZJftHrO/99DPTkWAjlONAH/bpmgo5HZamjuJctL7C4bA0ODdR5VXNamnzm44DAECPCgf9qpp3n0LtzUo/63/kTsowHckohydKCZNPU9jXpsYVb5uOAwC9Tn1bg4pqd2l85ki5HE7TcXAEot1RGpc5Urubq1TaUGE6DgAAB/jvYjzn7LNMRzLi8x3k3ox0Vb79rmqXLjMdCTZBOQ70UQ3NHVq9tVqFBRmKi/GYjoMeNDQ3SWGJ3eMAgD6n5v0n1FGxTYnTzlHs0Emm40SEqLwR8uYWqH3nOrVXbDMdBwB6lZW710vatwsZvc/U3EJJ0pIyjhcBAEQOivEDuWJjlX/VFfKkpKjitTfUsG696UiwAcpxoI9auG63gqGwZo7PMR0FPWxof84dBwD0Pc2bFqpx+ZuK6j9SKcdfbDpOxLAsS4mTT5fl8qhxyesKBXymIwFAr7G8Yp0sy9L4rJGmo6AT0mJTNCQlX5uqt6u+vdF0HAAA5G9q0oaf/5Ji/L+44+OVf9UVcsXFqezFeWrZuct0JPRyxspxn8+n22+/XbNnz1ZhYaFOP/10vfbaa6biAH3OglXl8rgcOmY0I9X7mqQ4r9KTo7W9rJ6z1QAAfYKvpkLVrz8sZ2yiMs65RRajbw/gjE1U/PgTFWypV/Pa+abjAECv4Av6ta5yk4anDVa8N850HHTS1NxChRXWsrLVpqMAAPq4YFubNt75a7XuKtGAKy6jGP8vnuQkDbj8EllOp0qeflYd1XtNR0IvZqwcDwQCysjI0OOPP66VK1fqjjvu0C9/+UutWsUoI6C71TS0aX3xXk0a2U8xUW7TcWDAsLwkNbb4tKe21XQUAAC6Vcjfoap59yrs71DGOTfLFZ9sOlJEihk2Ra6ULLVsXqxAI18yAMBX2VC1RR1BnyZkjTEdBUdhcMoApcYka+Xu9fIF/abjAAD6qJDPp013/07NW7cp97y5yp17julIESk6K0t5F56vYEeHdj7xlALNzaYjoZcyVo7HxMToxhtvVF5enizL0qRJkzRhwgTKcaAHfLqmQuGwdFxhrukoMGRILqPVAQB9Q807f5OvapeSj7tA0fkUGIdiORxKnHSaFAqqccU7puMAQMRbUbFOkjQxh7WlN7MsS1NzC9Ue6NDayo2m4wAA+qBwMKgt996nhrXrlHnq19T/Uo4B+zLxw4Yq+8zT5a+r066nnlHIx9FgOHIu0wE+19raqvXr1+vyyy//wn1VVVWqrq7+wu1FRUU9EQ2wnQWryhXtdWrSiH6mo8CQgdkJcjktbS+r59x5HBXWaBxMKOCTggHTMfZxuuRweUyngCFNaz5U05oPFT1ovJJmzDUdJ+J5MvorKn+s2neuVXvZVkXlDjMdCZ3E+gwcGV/Qr0Do8H92CYfDWl6+VhmxqUqOSlSrv63LsrT527vsubpKpGTqrhzjMkfqw+LPtKRstSZmj5VlWd3yOoDUt9fokM+nUCBCPidKcrhccnj4rAizwuGwtj34sGqXLFPacTM16FtXsw4dhpTJk+Srq9feTxao7MV5yrvwfFkOY3uB0QtFRDkeCoX0ox/9SGPGjNGxxx77hfuff/55PfTQQwaSAfZTWdOiLSV1On5irrxuztvsqzxup/KzErSjolH+QNB0HPRirNH4b6GAT7v+cLnCgcgYS2m53Bpw6xMU5H2Qr2qX9r79VznjU5Vx9o2yLD4oH46ECSepo2yzGle8LW/WIFnOiPjIiCPE+gwcPl/Qr6vm3SL/EZTj/+mql27t4kSSy+GS0zL/ed1pOeVyuPTt135iOsp+3fHfxuN0qzBrtBaVrlBR7S4NSc3v0ucH/lNfXaNDPp8WX3y5wv7I+JwoSZbbrWOeeYKCHEaVPPOcqj+ar+TJEzX0xu9S8B6BfnNmy19Xp4Z161U9/xNlzD7edCT0Isa/6QiHw/rFL36hqqoqPfroowe9KuaCCy7Q7Nmzv3B7UVGRbrvttp6ICdjGgtXlkqRZjFTv84bkJml7WYN2VDSqf2a86TjopVij8QXBgMIBvzLOvUWW22s0StjfoaqX7tu3i51yvE8JdbRpz7/uVTgUVL+5t8oZk2A6Uq/hjElQ3OiZalr9gVo2L1bcqC9evIzIx/oMHL5AKCB/KKCbp10j72H+vLCwZLk+2bVUF44+S/nJXf/Z2mk55YqAi5NcTpd+eOy3FQxHzgXV3fXfZkrueC0uXaklZasox9Gt+uoaHQoEFPb7VXDbLXJ4zX5OlKRQR4e23HOfQoEA5TiMqfrwI5W98KLihgxWwfdvkcNlfu3vTSyHQznnnq2OvTWq+vAjRWX2U8LIEaZjoZcw+qctHA7rjjvu0KZNm/TYY48pNjb2oI/LyMhQRkZGD6cD7OmTVeWKj3Fr3NB001Fg2ND+yXp78S5tL6unHEensUbjUCy3Vw5PlNEMIaOvDlPC4bCq3/yT/LUVSplzpaJyC0xH6nViR0xT6/ZVal73saIHjpMzhp8TehvWZ+DIeV0eeV2HV9gU15XK6/RoSGq+nA7zO7y7k8vpksv83ppulxSVoOHpg7Wperv2ttYqLSbFdCTYVF9fox1er5xRZj8nApGgfu06bf/fP8ubnqYRP/0xfy46yeHxqP8lF6roT4+o7MV5GvSta+ROSjQdC72A0RkNd955p9asWaNHH31UcXFxJqMAfcKuykbt3N2o6WOz5XYxoqWvy0yJUXyMW1tL6k1HAQCgyzStfEctGz9TzLApSpxyhuk4vZLldCth4ikKB3xqWv2e6TgAEFFafK0qa9ytwSkDbF+M9zVTcwslSUvKVpsNAgCwtdbSMm3+7T1yeDwa+fPb5UlONh2pV/MkJan/RRcoFAho19PPKtDaajoSegFj7Vh5ebmeeeYZbd++Xccff7wKCwtVWFioP//5z6YiAba3YNW+kerHFeYYToJIYFmWhuQmqaquVY0tHabjAABw1Dp2F2vve/+QKylD6Wd+96BHNuHweHML5MkarLbiNfLXVJiOAwARY2vNDknSsLRBhpOgq/VPzFFWXIbWVG5Uu7/ddBwAgA356hu08Ve/Vqi9XcN/+H3F9O9vOpItxOYPUPYZp8lfV6fyeS+bjoNewNhcpJycHG3ZssXUywN9Tjgc1iery5WS4NWoQWmm4yBCDM1L1qqt1SoqbzAdBQCAoxJsb9GeefdKkvrN/b6cUQc/sgmHx7IsJUw4RXvf/JMaV76rlDlXmI4EABFhW02xLFkamjLQdBR0McuyNDWvUC9vekcrd2/Q9P4TTUcCANhIsKNDm379G3XsqdKQ735bSePHmY5kKylTJqu9slK1S5ebjoJegLnKQB+xeWeddu9t0czxuXI62EWFfYbkJcmSVFxGOQ4A6L3C4bCqX/9fBer3KO2kq+TNGmw6ki24k/spetB4+fbsUEf5NtNxAMC4QCigotpdyk3MUown2nQcdINRGcMU64nRsvLVCoVDpuMAAGwiHApp2x8fUPPWbco9b676nTTHdCRbyjztVEVlZ0mS6lauMpwGkYxyHOgjPlheIkk6cXKe4SSIJHHRbmWnx6q4otF0FAAAOq1x2Rtq3bJEsSNnKH7CKabj2Er8uNmynG41rXpX4RAlAYC+bVd9uXxBv4alsmvcrlwOlyZmjVF9e6O2/XuEPgAAR2vXE0+pZtFipR07Q/0vuch0HNtyuFzKnXuuJKno4T+rfc8ew4kQqSjHgT6g3RfQgtXlGpSTqIHZiabjIMIMyU1WW0fAdAwAADqlvXyraj54Qu6UbKWf9m3OGe9izpgExY6crkBDtdp2rDEdBwCM2rK3WBLnjdvdxJyxsixLy8pZ9wAAR6/y7XdV/tIrih9eoKE3fleWg1quO7mT9vUfwZZWbf7dHxTy+QwnQiTiTyHQByxeX6nW9oDmTO5vOgoi0ND+SaYjAADQKcHWJlXN+4Msh1MZc2+Vw8uI2+4QO3KGHFGxatmwwHQUADAmHA5rW02xkqISlB6TajoOulGCN07D0warqHaXalrrTMcBAPRidStXqegvf1VUZj+N+MkP5fB4TEfqM7LPPVstRUXa8eg/TEdBBKIcB/qAD5aWyOW0dFxhjukoiED9+8XL42Y5AAD0LuFwSFWvPqBA416lnnKNvP3yTUeyLYfbq7ixJyjU3mI6CgAYU91So/r2Rg1LHcSUkj5gcs54SdLy8rVmgwAAeq2WnTu15fd/kCsmRiN+drvciUx07Um5581V4tgxqnz7XVXN/9h0HEQY2hDA5qrqWrVme7Umj8xUYpzXdBxEIJfTofysBElSa7vfcBoAAA5Pw6JX1Fa0UnFjj1f8uNmm49hezJAJcibs2ykZaGYXHYC+Z2sNI9X7kvykXKXHpGh15Qb5g3xOBgAcmY6aWm28826F/H4N/8kPFJPLprWeZjkcGnbrzfKkpKjo4b+otaTEdCREEMpxwOY+WlGqcFiMVMeXGpyz78rFDcU1hpMAAPDV2ko2qnb+M3Kn5yntlGvZwdcDLIdTcWNOkLTvwgQA6Gu27i2Wx+nWgCS+3O4LLMvSpJxxag90aN2ezabjAAB6kWBbmzbddbd8NTUa8j/fUeKoUaYj9VmepEQV/OBWhfx+bf7tPQq0tpmOhAhBOQ7YWDgc1gfLSpUU59WE4Rmm4yCCDc5NkiSt2bbXbBAAAL5CoLFGVfPuleXyqN/c78vhiTIdqc/wZg+RJDWtmy9/XaXZMADQg1p8rSpt3K3BKQPkcrhMx0EPGZc5Qh6nW8vK1ygcDpuOAwDoBcLBoLb84f+ppXiH8i66QBnHzzIdqc9LGDFc+VdeprbyChX/5RHTcRAhKMcBG9u0s1a797bo+Im5cjn5445DS47fN3J/zbZqPvQDACJWOODXnn/do2BLg9LP/K48abmmI/Up+3foh4Kq+/g5s2EAoAdtr90pSRqWykj1vsTr8mps5khVNlerrHG36TgAgF5gx6OPqW7ZcqWfcLzyLviG6Tj4t+yzzlTy5Emqnv+Jqj6cbzoOIgBtGWBj7y/dd47G7El5hpMg0n3+ZXdVXZt217QYTgMAwMHtffdRdVRsU+K0cxQ3YprpOH1WVP4YNW/4VB17dpqOAgA9YuvefeeND00daDgJetrknLGSpGXlawwnAQBEuorX3tDuN95UwuhRGnLD9Rz/FUEsy9LQ792w7/zxv/xVbeUVpiPBMMpxwKbafQF9uqZCg3MTNTA70XQc9CKrNleZjgAAwBc0rnpPTaveU/TAcUo5/mLTcfq05JnnSwqrbv4zpqMAQLcLBAPaVrtTeYnZivXEmI6DHpYRm6b8pFxtqNqqZh8XkgMADq5myTLtePQfis7J1ogf/0AOt9t0JPwXd0KCht16k0I+n7bce59Cfr/pSDCIchywqU9XV6itI6ATJ/U3HQW9iMNhaeWWatMxAAA4QHv5Vu19529yJWYo45ybZTmcpiP1ad5++YodMV2t21eovXSz6TgA0K2K60rkD/pVkDbYdBQYMjlnnELhkFZWrDcdBQAQgZq3F2nrH/4od0K8Rv78drni4kxHwiEkjh6lvG98XS3FO7Tz8SdNx4FBlOOATb29aKc8bqdOYKQ6jsCwvCStK6qWPxAyHQUAAElSoLFGe178vSzLoX7n3SZnTLzpSJCUPOsiyXKo9qOnFA6HTccBgG6zZW+RJGk45XifVZA2WPGeWK2oWKtQiM/KAID/01FdrY133a1wKKThP/mRojIzTUfCV8i74BtKGDlCu197Q7XLlpuOA0MoxwEbKiqr15aSOs0qzFFcNCNccPjGDk1XW0dQm3fVmo4CAIBCvnZVvvAbBZvrlH7GDfJmDjIdCf/mSc1W/LjZai/dpLaiVabjAEC3CIVD2rK3WOkxKUqNSTYdB4Y4HU5NzB6rxo5mbakpNh0HABAhAq2t2viru+Wvq9ewm7+nhOEFpiPhMFhOp4bdcpNccXHadv9D6qipMR0JBlCOAzb01qKdkqRTp+cbzYHeZ9zQNEnSqi2cOw4AMCscDqnq1Qfk27NDyTMvUNyoY01Hwn9Jnnm+LKdbtR89rXCYnXQA7Ke8sVIt/lYVpA8xHQWGTcgeLYfl0LLy1aajAAAiQCgQ0Jbf3avWXSUacPmlSpsx3XQkHAFvepqG/M93FGhq0tb77lc4GDQdCT2MchywmdZ2vz5eWaYhuYkamseV7Tgyg7ITFR/j1krKcQCAYXXzn1XrliWKHTlDSTO/YToODsKVkKqESafKV7VTLRsXmo4DAF1uc/V2SYxUhxTvjdOI9CHaUVeqvS1MWgOAviwcDqv4L39V/eo16nfyHOXMPcd0JHRC6jFTlXna19S4foPK/vWS6TjoYZTjgM18uLxU7b6gvjZtoOko6IUcDkvjh2WoqKxBDc0dpuMAAPqoprXzVb9wnrzZQ5V+xg2yLMt0JBxC0vS5srwxqv34WYWDAdNxAKDLhMNhbd5bpHhvnLLj+5mOgwgwOWecJGlZ+RrDSQAAJpW/9Ir2vPu+ksaP06DrruXzai828KorFJM/QCXPPq/GjZtMx0EPohwHbCQUCuu1BcWKj3Fr1oQc03HQS00oSJckrdpabTgJAKAvatu5TtVv/knOhDT1+8YP5XB7TUfCl3DGxCtp6lkK1FWqac2HpuMAQJfZ21qr2rZ6FaQN5ktvSJL6J+YoIzZNayo3yhf0m44DADBg72cLtevxJxUzoL8KfnCrHC6X6Ug4Cg6PRwXfv0UOt1tb/vD/5G9qMh0JPYRyHLCRlVuqVLG3Racck68oDwszOmf8sAxJnDsOAOh5HbuLVfnP38rh8ijrgp/IFccRMb1B4tQz5IhJUN2n/1TIz+QZAPawubpIEiPV8X8sy9LknHHqCPq0oWqL6TgAgB7WuHmLtv7xAbmTkzTyZz+RKzbWdCR0gZi8XA269pvy7d2r7Q/9SeFw2HQk9ADKccBGXvmkSA6HpdOmM1IdnZeWFK3+mfFataWKHwYAAD3GX7tblc/fJQWD6nf+j+XJGGA6Eg6TwxOt5BlfV7CpVo0r3zEdBwC6xJa9RfI6PcpPyjUdBRFkbL/h8jo9WlGx3nQUAEAPaquo0Ka7fiPL4dCI238sb3q66UjoQhlzTlTazBmqXbxElW+/azoOegDlOGATJZWNWr21WtPHZCk9Odp0HPRyEwoyVNfUoZ27G01HAQD0AYGmOu1+9k4FW5uUce4tiu4/0nQkHKH4CSfLGZ+q+oUvKdTRZjoOAByVxo5mlTdVamjqQDkdTtNxEEE8Lo/GZY3U3tZa01EAAD3E39CgjXf+WoGWFhXcdovihw4xHQldzLIsDf72dfL2y9DOvz+mll0lpiOhm1GOAzbxyifFkqSzZjLyDUevsIDR6gCAnhFsb1Hlc3cpUF+ltFOvU2zBFNOR0AkOl0fJM89XqLVRDUtfNx0HAI7Klr3/HqmezudrfNHknHGmIwAAekiwo0Obfv1bte+u1KBvXaOUyZNMR0I3ccXGquDWmxUOBrX13vsU7ODIMDujHAdsoKahTR8uL9WI/BSNGJhiOg5sYNSgVHlcDq2kHAcAdKNge4sqn7lTvqqdSp51kRIK55iOhKMQP/Z4uZIzVb/kVQXbmkzHAYBO21JdJKfl1JCUfNNREIHSYlL2j9uva2swnAYA0F3CwaC23ne/mrZsVc7cc5R16immI6GbxRcMU/+LL1RrSal2/v0x03HQjSjHARt49ZNiBYIhnTd7qOkosAmv26lRg1K1obhW7b6A6TgAABv6vBjv2L1dSceep6QZXzcdCUfJcrqUMutChTtaVb/oZdNxAKBT2vzt2lFfqoHJefK6vKbjIEJNyBotSZq/Y5HhJACA7rLjH0+odvESpc2coQGXXWI6DnpIztxzlDh2jCrfflc1ixabjoNuQjkO9HLNbX69tWin8vrFa9KIfqbjwEYmDM9QIBjS+qIa01EAADYTbGtW5TN37C/Gk4+7UJZlmY6FLhA7coY8Gf3VuOxNBZrqTMcBgCO2ZW+RQuGQRmZw8TkObUhqviTp452LFQgFzYYBAHS5ildf1+7XXlfCqJEaeuP/yHJQpfUVlsOhoTd9T66EBG178GF1VFebjoRuwJ9ooJd7a+EOtXUE9PUThsjh4EtldJ3CYZw7DgDoesG2ZlU+e6c6dhcp6dhvUIzbjGU5lDzrYoUDPtV/9qLpOABwxDZWb5NlWSpI47xxHJrD2veVan17o5aWrTYbBgDQpWoWLdaOvz+m6NwcDf/xD+Rwu01HQg/zpqZo6I3fVbClRVvvu1/hIBfC2Q3lONCLtXUE9NL8IqUnR+u4wlzTcWAz/TPjlZoYpVVbKccBAF0j0LhXFU/+bF8xPvN8pcyiGLejmKGT5M0eqsZV78tfz88RAHqP9kCHimp3aWBSnmLc0abjoBdwOZx6Z/vHpmMAALpI/dp12vKH/yd3YqJG/vx2uePjTUeCISmTJirrzDPUuHGTSp//p+k46GKU40Av9vqnxWpq9en8E4fJ7eKPM7qWZVkqHJah0j3Nqq5rMx0HANDLdezZqfLHfix/dYlSZl+mlOMuMB0J3cSyLKWccIkUCqhuwQum4wDAYdu6t/jfI9WHmY6CXmJyznhtqt6mkvpy01EAAEepeXuRNt/9Ozncbo38xU8V1Y8jTPu6/CsuVezAgSr957/UsH6D6TjoQrRpQC/V2u7XS/OLlJEcrRMn9zcdBzZVWJAuSVrJaHUAwFFo27FWFU/+TMGWRmWcc5OSpp1jOhK6WXT+GEXlj1Hzuo/l21tmOg4AHJaN1VtlydJwRqrjMJ04eIYksXscAHq51rJybbjjLoWDQY346Y8UN2ig6UiIAA63W8O+f7Mcbre23ne//I1NpiOhi1COA73UG5/t2LdrfA67xtF9xg/LkGWJ0eoAgE5rWjtfu5/7tSxJWRf9VHGjZpqOhB6ScvzFUjikuk+eMx0FAL5SR8Cn7bW7lJ+Uq1hPjOk46CUGJw/QwOQ8fbJrqVp9TFwDgN6oY2+NNv7yTgWam1Vw2y1KHDXKdCREkJjcHA361jXy1dRo+0P/q3A4bDoSugCNGtALNbX69K+PtisjJUazJ7FrHN0nIdajIblJWrO1WsEQCz8A4PCFAj5Vv/UXVb/2oJyxicq+/NeKzh9jOhZ6UFTOMMUMnayWTYvUsbvYdBwA+FJFtbsUDAU1MmOo6SjoRSzL0ilDjldHoEMf71xsOg4A4Aj5G5u04Zd3qqN6r4b+zw1KmTLZdCREoIwTT1DacceqdskyVb71juk46AKU40Av9M8Ptqmlza/LvjacXePodhMKMtTc5te20jrTUQAAvYS/rlIVj9+uppXvKjp/jHK++Xt5Mrigry9KnnWhJEu1Hz9jOgoAfKnNe7dLkoanDzGcBL3NjP6TFOuJ0bvbP2E3GQD0IsG2Nm381a/VVlqmgVdfpYzZx5uOhAhlWZYGX/8teftlaMffH1PLzl2mI+Eo0aoBvUxVXate/7RYg3ISdVxhruk46AMKCzIkSau2VBtOAgDoDVo2L1H5o7fJV7lDScd+Q5kX/UyuuCTTsWCIt1++YkfNUFvRKrWXbjIdBwAOqbiuRAOSchXniTUdBb2M1+XRCQOnq7ypUuurtpiOAwA4DCG/X5t/e4+at25T7je+ruyzzjAdCRHOFRurgltvlkIhbbnnPgU7OkxHwlGgHAd6maff3ix/IKQrTx8ph8MyHQd9QMGAZEV7XVq5eY/pKACACBZsa1bVaw9pz79+Lzldyrzop0qZdaEsh9N0NBiWctwFkuVQ7UdPs6MOQMQKhIIamc5IdXTOyUOOkyVL72z72HQUAMBXCPn92vy7e1W/eo36nXKy+l9ykelI6CXiC4ap/8UXqq2sTDse/YfpODgKlONAL7K1pE4fLi/V+GHp+3fzAt3N5XSosCBdW0rq1NDMFXEAgAOFw2E1b1qoskduVvPajxQ9qFC5V9+rmEHjTUdDhHCnZCt+3Gy1l25SW/Fq03EA4JBGMFIdnZQZl67xWSO1rGKN9rbWmo4DADiEUCCgLff+UXXLliv9hOM1+PprZVlsQMPhy5l7jhLHjdWed97T3s8WmY6DTqIcB3qJUCisP89bK6fD0rVnjzYdB33MlJGZCoel5ZvYPQ4A+D++qhJVPnunqub9QeFAh9JO/44yL7xdroRU09EQYZJnfkNyulQ7/1l2jwOIKB2BfRcA5yZkKd4bZzgNerNThsxSOBzW+0ULTEcBABxEOBjU1vvuV+3iJUo7bqaG/s93ZDmoyHBkLIdDw276nlwJCdr+v39Se1WV6UjoBP7kA73EB8tKtK20XmccO0j9MxNMx0EfM2lEP1mWtHRjpekoAIAI4K/fo6rXHlLZX29R2461ih83W3nXP6iE8Sdy1T0OypWQpoSJX5OvskitW5aYjgMA+62u3ChJGp422HAS9HbjM0epX2ya3i/6VP6g33QcAMB/CAeD2vr/HlTNZwuVOn2aht30P7KcHAGGzvGkJGvojd9VsKVFW+/9fwoFAqYj4QhRjgO9QFOrT4+/uVFJcV5ddHKB6TjogxLjvBo+IEWrtlTJHwiajgMAMKRjz05VvfqASh/+7r4R6vmjlfPN3yv9jBvkjE00HQ8RLnn6XFnuKNV+/KzCIX6eABAZFpWslCQNZ6Q6jpLD4dBJQ45TY0ezFpeuMh0HAPBvnxfjez9ZoJSpkzXs1psoxnHUUiZNVPY5Z6lpyxbteuIp03FwhFymAwD4av94bYMamn26+aIJio12m46DPmryyH7atLNW64pqNIEz7wH0YaGAT/6aCgXqKhVsqVegpUHBlnqFWpsUDvr3lX6hoMKhoCynS5bLK4cnSpbbK4c3Rs7YJDljE+WMTZIrLlmuxHQ5vNGm39YhhXxtatmyVE2r3lN76SZJUlT+GCXP+Lqi88cYTofexBmbqMQpp6v+s3+pecMCxY853nQkAH1cU0ez1u3Zt7bFeWIMp4EdzB44Xc+vf03vbP9YM/OnmI4DAH1eyO/X1j/8UTWLlihl6mQV3HarHC5qMXSNAZddoqbNW1TxymtKGDFCqdOmmo6Ew8TfAkCEW7O1Wu8tLVHhsHSdMDHXdBz0YVNGZeqJNzdp2YZKynEAfUY46FdHRZHadq1XR2Wx/NWl8tdVSuHQwX+D0yXL4ZTlcEoOh8LBgMK+DklffsayIzpersQMuZMy5EpK//c/95MrKUOupAw5XJ6uf3NfItjWpLai1WrZtkyt25Yr7O+QnC7FjZmlhImnKipnaI/mgX0kHnO2Gle8rbpPnlfcyBmynFz4CcCcRaUrFTzUmg50Qpw3VjP6T9L8HYu0o65UA5PzTEcCgD4r5PNp82/vUd2KlUo7doaG3vw9inF0KYfLpYLbbtXqm7+vbQ88pJj8AYrOyjQdC4eBvwmACNbuC+ihF1fL63HqO+eN4wxPGNW/X7z6pcRo6cZKfevcMfz/EYBt+ev3qGXTIrXtXKv20s37imFJshxyJ2cqZthkedLz5E7JljMuSa7YJDljk+SIjttXiv+XcDi8b0e5r0OhjhYFW+oVbN632zzQXKtAQ7UC9VXy11fJV1msgxXpzrgUuZP7yfXvwtz9H//rjE+WZXX+tKSQr13+ukp1VGxTR/lWtZdvlX9v+f4c3pwCxY0+TnEjp8sZk9Dp1wEkyRkVq6Rp56j2o6fVtPoDJUz8mulIAPqwBbuWyuN0y8f50OhCXxsyS/N3LNI72+br+imXmY4DAH1SsL1dm379WzWsXaeM2SdoyHe/zSh1dAtvWqqG3XKjNt5xl7b8/l6N/d3dcnh6doMDjhzlOBDB/vHaBlXWtOrqs0YrMzXWdBz0cZZlacqoTL22oFi7KpuUn0VBAsA+Ao01atm8SM0bPlVHxTZJkuV0y5s7TNEDRitqwGh5s4d0age3ZVmyXB7J5ZEzJl7u5ENfRRwO+hVorJG/fo8C9VUK1O+Rv75Kgbo98u0t2z/W/AAOl5yxCXLGJO4b1x6TIMsTJcvlkcPlluXy7CvoAz6F/R0K+zsUbG/ZV8o3VCvU1nTA07kS0xU7crqi88coZshEueJTjvg9A18mYdJpalj6huo+fVFxY0+Qw+01HQlAH1TVUqMte4s0NbdQS8o4HxpdZ1DKAA1NydenJct0ybhzFe+NMx0JAPoUf1OTNt31GzVt3qLMU0/RoG9dI8vR+QvKga+SXDheeeefp9Ln/6niv/1dQ75zvelI+AqU40CEWr5pj95cuFNjBqfprJmDTMcBJElTRvbTawuKtXRDJeU4gF4vHA6rfec6NSx7Q63bVkgKy/JEKW70cYodOUPRA8f2+Dhzy+mWOznzkAV6qKN1f1nub9ijQN0eBRqqFWxtVLClQf7a3Qr72w/jhRxyxqfIk5YrV2K6XInp8mYNljd7mFzxyV38roADOTxRSprxddW8+6gaV7ytpGPONh0JQB/06a6lkqRpeRMox9HlTh12gh5Y/A99UPyZzhlxiuk4ANBndFRXa8Mv71JbWZlyzj1bA664jOmX6BF5F3xDjZu3aM877ylh5AhlHD/LdCR8CcpxIAI1NHfogedXKSbKpZsuLJTDwQKOyDBqUJpiolxaurFS588ZZjoOAHRKyN+h5vUL1LDsDfmrSyRZihk6UXFjj1fM4AkRvYvV4Y2Rt1++vP3yD/mY0L93h4cDfoUDHQr5fbIshyy3R5bLK4fbs29n+UFGwAM9JaHwJDUsfkX1C+cpofAkObwxpiMB6EPC4bA+3bVM8Z5Yje433HQc2NAxuRP0ZNQ8vbPtY51RMEcufu4CgG7XsqtEG+/4lXw1tcr/5pXKOftM05HQh1hOp4bdcpPW3Px9FT38F8UNGqSY/nmmY+EQmCUBRJhQKKw/PrtSdU0duu7cscpI4YtCRA63y6HCggxtLalTfVOH6TgAcETCwYAaV7yj0oe/q71v/kmBhmolTDlDed95SJnn/1hxw6dFdDF+uBxur5wxCXIlpMqdki1vv3x5MvrLnZwpV3yyHFGxFOMwznK5lTTzfIXamtWw5HXTcQD0Mbvqy1TWuFvT8iZSWqJbuJwunTzkONW01Wlp2WrTcQDA9ho2bNS6H98uf0Ojht16M8U4jPAkJargtlsU8vu1+Xf3KtDaZjoSDoFyHIgw//pom1ZsrtKJk/M0exJXFiHyTBmZqXBYWr6p0nQUADgs4VBITes/Uemfv6e9bz8ihYNKmXOlBnzvEaWddNWXngEOoPvEjz1e7pRs1S95VcHWRtNxAPQhC/49Uv3YAVMMJ4GdnTR4ptwOl97a+qHpKABga1UfzteGn9+hcDCkkT/7idKPO9Z0JPRhCSNHKP/yS9VWVqbtDzyocDhsOhIOgnIciCDrtu/VU29t0oDMeF0/d6zpOMBBTRrRTw5LWrpxj+koAHBYKp78qapfuV+htiYlH3+x8r7zv0qaeiZjnAHDLIdTybMuVNjXpvqF80zHAdBHhEIhfVayXOmxqSpIG2Q6DmwsISpeMwZM1paaYhXV7jIdBwBsJxwMaufjT2rb/Q/KnZSkMb+5S0njx5mOBSj7nLOUduwM1SxaorJ//st0HBwE5TgQIfbUtuq3TyyT1+PUDy+frCiPy3Qk4KASYj0anp+iVVuq5PMHTccBgIMKtbeoYekbkiR/7W4lTjtHeTc8rOQZX5fDE204HYDPxY6YJk/mYDUsf0v+OqbSAP+fvfuOj6JO3Dj+bEnvlYSQEAIhoRPpTRApCthA0VNRLKind5ZTzu5ZsPzEO+upd/Y79AQVBUEBpShKEwkt9FADCUlI79ny+wPNyRmQkmQ2k8/79cKY3dmd55vZzTe7z84MGt+WvJ0qqCzS4IQ+slgsRseByY1JHi5J+oK9xwGgQTkqKrX16Wd1cPZnCkrpqB7PPaPApHZGxwIkSRaLRR3+eKsC2iVq/wcfqmDND0ZHwv+gHAc8QGW1Q9PeXq3Sihrdc1VvxbcKMjoScEL9usSqqsap9TvyjI4CAMdwu12q2LlWuXNfVtXejZKkuGufUsTwSbL5Mb8CnsZisSpixDWS06GCZR8YHQdAC7Bs70pJ0hAOqY4mkBjWRp2jkrXiwI8qrCw2Og4AmEJldrY23feACn9Yq6hhZ6vrtMfkHRZmdCzgGDZfX6Xef6/sgYHa8bcXVZGVZXQk/ALlOGAwh9Ol6TPWam92ia4+r5P6duG8p/B8A7vHSpK+33jI4CQA8F/O8mIVLP63ild/LovNrpD+F0mSvMJjDU4G4ET82naVf3IflW/5XlUHdxgdB4CJlddUaNWBdeoYkaQ2Ifx9gKYxpuNwOV1OLdr1rdFRAKDZO7JylTb86c+q2H9AbSddpeQ7b5fV29voWEC9fFtFK+XPd8tZXa2tT/6fHOXlRkfCTyjHAQO53W698tF6/bDlsIb3jtdl5yYbHQk4KTERAerQJkSrN2er1uEyOg6AFs7tdqtyz0blzXtVNTm75dehl6Iu+IN8EzobHQ3ASQoffrVkserI1+/J7XYbHQeASX237wfVOGt1btIgo6OgBenduruiAyL0Vea3qnHWGh0HAJolV22tdr/5jrY9M10Wu11dHn1YbS4dzylS4PFCu3dTu+uvVdWhQ9rxtxfldnKaUk9AOQ4Y6L35W7T4hwPq3amV/jixJ5M5mpWB3VurvMqhDTs5tDoA47iqK1S0/CMVff+JLDa7woZdqdD+F8rq7Wt0NACnwDuyjYLTRqo6a5sqtq82Og4Ak1qy+3v52X01IP4so6OgBbFarToveZhKqsv03b41RscBgGanOi9Pmx/8i7I/n6egTqnq+cJzCu3Zw+hYwEmLHTdW0cOHqXDtj9r/n5lGx4EoxwHDfPbNLn2ydJdS24bp3mt6y27j6YjmZVD31pKkFRxaHYBBavKzlP/F66ranyHf+E6KHHerfNukGB0LwGkKHTJRFm9fHVnyb7nZsw5AA9tdsF97ig5oUEJv+XrxITo0reFJg+Tn5avPt38tl5ujrwHAyXC73cpdskzpt/9Jpdu3q/XFF6rrtMfkExFhdDTglFgsFrX//c0KTO6grI8+Uf73K4yO1OLRxgEGWLL2gN6am6H4VoF65Mb+8vW2Gx0JOGWtowKVGBusVZuz5XDy4h5A03G73SrftkpHFr0tZ1W5QvpdqNCzL5fNN8DoaADOgD0wVKEDLpGjMEcl674yOg4Ak1m8+ztJ0rntBxucBC2Rv5efRrYfooMlOVqfnWF0HADweLUlJdr+f9O188WXZfXxVqeHH1C7666V1c776GierN7eSr3vz/IKC9XOF15W6fYdRkdq0SjHgSa27McDevHDdYoM8dVjUwYqyN/b6EjAaRvUo7VKK2q1OTPf6CgAWghXTZWKln+kkrVfyhYQosjzpsg/uRenJgFMIqTfBbIFhatw+Sw5q8qNjgPAJKoc1fpu/w9qG9pGSWEJRsdBC3V+8jmyWaz6fPvXRkcBAI9WsOYHpf/xLh1ZuVoRAwco7aXnFd67l9GxgDPmExmhTg/eL0na+uQzqjqca3CilsuwcnzGjBkaP368unbtqrvuusuoGECTWvzDfv3tP+sUHuyrJ28dpKgwP6MjAWfk50Orf78x2+AkAFoCR0m+8he8cfQw6gmdFXn+zfIKizE6FoAGZPXyUfjQ38lVWaqiFbONjgPAJFYdWKfK2iqdmzSID9TBMBH+YRqU0EcZuTuUWbDP6DgA4HGq849o2zPPauuTz8hVW6Pku+5Qyp/vlldwsNHRgAYTlNxBHf90p2pLSrTliSflKOND4UYwrByPjo7WrbfeqokTJxoVAWhSi1bv04sz0xUZ6qenbxus1pGBRkcCzlh8qyDFtwrSqk3ZcrrcRscBYGLVh3Ypf8EbcpYeUdBZoxU6ZKKs3pwvFDCjwG5D5R2dqJI181VbzCfpAZy5xbu/l5fNS4Pb9jE6Clq4cSkjJIm9xwHgF9xOpw7Nnad1t93+373FX35B0cPO5kNtMKWIAf2UOPkaVR7I0rZnn5PL4TA6UotjWDk+atQojRgxQmFhYUZFAJrMlyv36uVZ6xUd5q9nbh2smAjOiQrzGNS9tYrKqrVlzxGjowAwoaPnF1+pgqUzJLcUfs7VCuw8kBfIgIlZrDaFj7hGbmetCpd+YHQcAM1cVkm2tudnqn+bNAV681ocxkoMa6PurTpp1YF1yi3nNTQAFG3cpA1336s9b70jr+BgdXr4AaXee498IiKMjgY0qtYXXaCY80apeMNGZb72T7nd7HjWlOxGBzgZubm5ysvL+9XlmZmZBqSBp6ipdcrhdBkd44TcbrfmLt+tDxZuV0yEvx6+vp8C/b1UUVXbqOu126zy9rI16jqAnw3q0VoffrVdKzYcUrf2kUbHQRNjjkZjcrucKl4zT5W71skWFKHwc66UPfjUf8+4qisbIR3MiseLZ/Bv10N+7dNUlrFcwb3Pk2+bVKMjNSvMz56jxlkrh8tz9gSxW+3ytnkZHaNJLcn8XpJ0btJgg5MAR12YOlIbD2/VFzuWaHLaZUbHQRNjjkZ9XDU1LW7P0YqsgzrwwYcqSl8vi92u2AvHKW78xbL5+MhRUVG3nNVul9Xb28Ck/+VJ28lZwevW5s5isSjpphtVlZun3K8Xyzs8TG2v+l2jr9eTHsdGPr+bRTk+c+ZMvfLKK0bHgAepqXXqioe+UK3Ds8vxX8o5UqHbpi9tknV52a36cNoYCnI0ibYxQYqLCtCKTYc05eJuslrZm7MlYY5GY3HVVKlw+SzVZGfKO7a9woZcJqu33yndh8Vmk2x27X/5pkZKCdOy2Y8+fmCoiJHXKWvPRuUvfFtx1z0ti5VtcrKYnz1DjbNW183+k2o9qBz3str1zvi/tZiCvNpRo6V7Vyo2KFqdojoYHQeQJHVrlaq2IXFavPt7XdplDEc0aGGYo/G/XDU1WnXlNXLXNu7OVJ7M7XAoe+48Zc+d96vrLF5e6v/BvwwvyD1xO1m8eN3a3FlsNqX++W5tfvgxZc36WN6hIYodO6bR1udpj2Mjn9/Nohy//PLLNXz48F9dnpmZqalTpxqQCEZzOF2qdbh076Te8vH2vAnA4XRpzjeZythToISYIF0xoqN8fZrm6VZd49T//XutHE4X5TiahMVi0cDurfXR4p3aurdAXZI47FFLwhyNxuAsL1bB0vflKDos/w69FNx37GmVYhabl2Im3ie309kIKWFmFptNlhZSHHky74g4hfQdq+JVc1W6YYmC00YaHanZYH72DA6XQ7Uuh+4acKN87Mbv8VTtqNHzK9+Uw+VoMeX4d/vWqLymQpd3vYBTssBjWCwWXZA6Uq+sfldf7VquSzqfZ3QkNCHmaPwvl8Mhd22tUqb+SVYfH6PjNJqawiIdWbFSRRs2Si6X/OLj1WrEcPnFtT7ubVzV1do+/W9yORzGl+MeuJ0sNpusXi3jbzozs/n5qfMjD2jTfQ9q9xtvyyskRJGDBzXKujzpcWz087tZlOPR0dGKjo42OgY8kI+3Tb7envUwrqpxaOZXO5R5sFhd2kVo4oiO8rJbjY4FNKrBPeL00eKd+jY9i3K8hWGORkOrLcxRwdL35aooUVDPEQroMviM3sy22LwoOYFmLGzwZSrb9K0Kln2ggNQBsvkFGh2pWWB+9iw+dm/52D3jTdSWxO1268udy+Rn99XQxP5GxwGOMTChtz7cNFfzdizW+R3PkS+/I1oM5mgcj9XHRzZfX6NjNLiq3FzlL//+mFI8+pyhCkzu0Cw/uGbW7QRjeQUHq/OjD2vTvQ9qx/MvyR4YqNCePRptfTyOJcMaO4fDoerqajkcDrlcLlVXV6vWQ3blB05XaUWN3pyzWZkHi9WvS4x+NyqFYhwtQrvWwYpvFaTvNhySw9l8TncAwLNU5+zRkUVvy1VVrtBBExTYdUizfLEMoOFYffwVPnySXBUlKvx2ptFxADQjW/N2an/xQQ1rN0B+Xi37zT94HrvVpotSR6m0ukyLM78zOg4ANCi3y6WSLVu15+13teulv6sofb38ExKUeN21SrrpBgV1TOa1PvA/fKOj1fkvD8nq46OtTz+r0u07jI5kaoa1dq+99pq6d++u119/XQsWLFD37t318MMPGxUHOGP5RZV6ffZGHcov14i+CbpwSBLnXkaLYbFYNPSsOJWU1yh9e67RcQA0Q1VZ21WwZIYkKXz4JPm1625wIgCeIrDb2fKJS1HJjwtUk7vP6DgAmokvdi6VJI1OHmpwEqB+5yQNVKhvsOZu/0q1TnYYAtD81RQVKXfZt9rx1xe0/4MPVb53n0K6dVXSTTco6cbrFNg+iVIcOIGAxLbq/PADktutjMeeUNmuTKMjmZZh5fgf//hHbd++/Zh/zzzzjFFxgDOSlVuqf3y6SUVl1bpkaHsN7xXPRI8WZ2haG0nSN+sOGpwEQHNTuWejCr/5UFYvb0WMmCyfmHZGRwLgQSwWqyJH3yC53cpf9LbcbrfRkQB4uJyyPP1wcIPSYruodVAro+MA9fK2eemClJEqrCzWsj2rjI4DAKfFWV2twnXp2vPWu9rx1xeU+/ViuZ1ORZ0zTCn33KX4yy+Tf0KC0TGBZiO4U6o6PXS/3LUOZTz6uMr37DU6kil51smagWZo54FCvb9gm1xu6arRqercjvMto2WKiQhQp8RwrcrIVmW1Q34+TDEAflv5jh9Usma+rP5Bijj3GtlDooyOBMAD+cS2V1DPc1W6/muVZ3ynwK5DjI4EwIPN375YbrdbF6SMNDoKcEIj2w/WZ1sX6LNtC3VO0kDZrTajIwHAb3KUl6t02w6VbN2qsl2ZcjscsthsCu7cSaE9eygwuYOsdt4XBE5XaPduSr3/z9r65DPa/Mhj6vbk4/JPiDc6lqnwGwo4A+t35Orjpbvk42XTded3UtvYYKMjAYYaelYbbd1boFWbs3VOLyZsACdWlvGdStO/ki0oXOHnXiN7YJjRkQB4sPBzrlb5jjU68vU78mufJptfoNGRAHigkuoyLd2zQklhCeoS3dHoOMAJ+Xr5akzH4Zq5+XN9v+8HDW3X3+hIAPArbpdLlYcOqWzXbpXt2qWKffslt1uyWhXQNkEh3boqpFtX2fz8jI4KmEbYWWlKvfcebXtmujY/8qi6TntM/m3aGB3LNAw7rDrQ3H234aBmLd6pID8v3XRxN4pxQNLgHq1lt1m0ZO0Bo6MA8GBut1sl6V+rNP0r2UOjFTHqeopxAL/J9tMRJpzlxSpY+r7RcQB4qEW7vlGNs1YXpo7kdGdoFs5LHiY/L199unWBXC6X0XEAQC6HQxUHspS/YqX2f/Chtj71f9r9+hvK/XqxKg8eUnCnVMVNuESp901VuxuuU3jfPhTjQCMI79tHKVP/pNriEm1+4BGV791rdCTTYM9x4BS53W4tWr1P36QfVHSYnyaP66LQQB+jYwEeISTQR306x2jV5mzlFlYoOszf6EgAPIzb7VLJD1+qYscaeUW2Ufg5V8nqw+8KACcnsNswlW5cqtL0RQrqPlS+bVKNjgTAg1Q7arRg5zJFBUSoX5s0o+MAJyXA21/nJw/T7C0LtCorXQMTehkdCUAL4nI4VJ2bp6qcHFXl5KjiwEFVZWfL7XAcXcBikV9cnALbJymgfZL8E+I5ZDrQhCIG9FfqfVO1/dm/avODf1HnRx9WUHIHo2M1e/wWA06By+XWZ99mau3Ww4pvFaRrx3SSv6+X0bEAjzKiT4JWbsrW0rUHdPnIFKPjAPAgbpdTxSs/U+WejfKOaaewob+T1YsPmAE4eRaLRZHn36ysN/6kvC/+oTY3TJfFxstaAEd9lblcJdVlur7LWNk4dzOakTEdz9X87Uv0yZYv1L9NmqxWDvYJoOG43W45yspUc6RANUeOqDr/yNGvR46oOi9f+sVRK6y+vgpolyj/+Dbyi4+Xf3wb2Xx9DUwPIKJfX3V68D5te/pZZTz8qDo/8qCCO3cyOlazxrsIwEmqdbg06+sdythzRMnxobpqdKq8vXixDfyvs1KjFRroo8U/HNDEER05lCEASZLbWavC5R+rOmubfOJSFHb2ZbLY+IAZgFPnHRGnsIETVLh8popXf67QgZcYHQmAB6hx1GjutkUK8w3R8KRBRscBTkmwT6DOSx6mOdsWacWBtRrctq/RkQA0E26XS87KSjnKy+UoKVVtcYlqS4p/+lpy9GtRkVzV1cfe0GKRV2iogjomyzcmRr6xMfKNiZF3WKgsfEAH8DhhZ6Wp818e0pYnnlLGo0+o0wP3KrRnD6NjNVuU48BJqKpxaMaX27T7ULG6d4jUpcOTZbfxRwJQH7vNqmG92uizbzK1ZU+BuiRFGB0JgMFctdUq/OZD1eTslm9id4UOvFgW9uYCcAZCB16isozlKlw+SwGdBsgrLMboSAAMtmTPChVVlWhy2mXy5gN4aIYuSh2lRZnfaubmeeof30t2/l4GWiS3yyVnRYUc5RVylJfLWV5+tPgur5CzolyOsl/8f3mFnBUVkttd731Z7HZ5hQTLL661vCMi5BMRLu/ISPlEhMsrLIzDowPNTEjXLur6+F+U8dg0bXn8SXW4/TZFDxtqdKxmid9+wG8oq6zVe/MzdDCvXP27xmjc4CRZ2RMWOKERfRL02TeZ+mrNPspxoIVzVVeqYOkM1eZnyT+5t4L7jpXFwgfMAJwZi91LkeffpOz3H1XeF68r9spH+N0CtGC1zlp9tnWhQnyCdG7SYKPjAKcl0CdAF6aM1MzNn2vZnpUa0Z7HMmAGbrdbzooK1Rb/tDd3UfFP/3/0X/WRAklS5utvyFlRIWdl5XHL7p/Z/PxkCwiQT2SE7AEJsgUEyB7gL3tQkLxCQuQVHCyvkGDZ/P05oiNgMkEpHdX9mWnKeOxJ7Xz+JdXkH1HchEt4rp8iynHgBIrLqvXW3M3KL67Sub3jNbx3PL9kgJPQNjZYKQlhWr7+kG68qJsC/dhzA2iJnJVlKlj8LzmKDiugy2AF9RzBPAqgwfgldlNQ2iiVpi9S6bpFCu51ntGRABjkq8zlKqgs0tU9xsvH7m10HOC0jek4XF/uXKqPM+br7MR+HAUBaAacVVWqzstXdX6+qvPyVZOfr+r8I6rO/+///+qQ5vVxu+UTFSV74NGi+2jhffSfzd//6NcAf9n9/WWxcWQJoCXzT0hQ92ef0pbHn9S+f7+v6vx8JU25gd8Np4ByHDiOorJqvTlnswpKqnTB4CQN6BZrdCSgWTlvQKJenJmupWsP6IIhSUbHAdDEnOXFKvx2ppylRxTUc4QCuw4xOhIAE4o49xpV7k7XkcX/ll/7NHmFtjI6EoAmVllbpU+2fKlwv1Cd14HDSqJ58/Py1cWdztO/1n+sRbu+1biUc42OBECSq7ZWVdk5qszOVuXBQ6o6lF33/7WFhfXexurrK5/ISAV3SpV3RIS8QkOO7tUdEiLvX/y/7Db9MOk6tf/9TbL5+jbxyAA0Vz4REer21BPa9sx05Xy5UNX5R9TxT3fK7u9ndLRmgXIcqMcvi/GLh7ZX386cwxA4VYN7ttabczZpwaq9Gje4HXuLAi1MwdIZclWUKrjvWAV07Gt0HAAmZfXxU9TYW5X9wWPKm/d3xV71KIdXB1qYedu/Vml1mW7ufZW82WscJjCqw9mav32xPtu6QOcmDZKfF2UZ0JRqiopUsXefyvfsVfnefSrfu1eVWQfldjiOWc4W4C+/1q0V0q2rfKOjjp7LOypSPpER8omMlC0g4KTeC3NUVDTWUACYnD0gQJ0feVC7XnlNecu+0aZ771fqA/fJL5Y+67dQjgP/g2IcaBi+3nad0zte877bo617C9S5HeceB1qC6tx9kiRXZalCB42XX7vuBicCYHZ+7bor+KzRKlm3UCVrFyikzxijIwFoIsVVJfp8+9eKDYrWsHYDjI4DNAhvm5cmdBmjf659X1/sWKIJXZjXgMbirKpS+Z49Kt2+U6Xbd6h0+45f7QnuExWp0LQe8k9IkF9ca/m1bi2/1rGyBwezIwgAw1m9vJR85x/l3zZB+/41QxvvuVcpU/+k0J49jI7m0SjHgV8oKq3Wm3OPFuOXDG2vPhTjwBk5b0Ci5n23R1+u2Es5DrQAVVnblDPzKUlSyMAJ8mvXzeBEAFqK8HMnqSIzXQVLZ8i/w1nyCuPveKAlmLl5nqoc1fpdt4tks3KORZjHsHYDNGfbIs3d/pVGth+iYN8goyMBpuAoK1P5nr0q3bVLkrT2hpsll+volVarAtq2VXjvXvJPbKuAdm0V0Lat7IGBBiYGgN9msVjUZvzFCkhsq+3P/U0Zj01T4uRr1PrCcXyI5zgox4GfFJVW6405m1RYWk0xDjSQtjHB6pIUoe82HNT1F3RRWDCHgwPMqmL3Bh3++P/qvveNSzYwDYCWxurtp6hxtyr7/UeVO/dltZ70uCwUZYCp7S08oMWZ36lzVLL6tUkzOg7QoOxWm37X7SK9sPJNzdz8uab0vtLoSECz5KysPHpo9N17VLZ7j6oPHz7m+rBeZym4cycFpSQrsH17zvkNoFkLOytNPab/n7Y++bT2vv2uSrduU4c/3Cp7YIDR0TwOJ2MDRDEONKYLhiTJ4XRrwcq9RkcB0EjKt61WzqynZLF5KWbifUbHAdBC+SV2U3DfcarO2qbC7z42Og6ARuR2u/Vu+keSRZqcdhl7xMCUBsSfpU5RHfT17u+0ryjL6DhAs+B2u1WVk6PcZd8q8x9vautT/6f97/9HR1aukrO8XCE9uivukovU/rZbJEkd/3SH2oy/WCFdulCMAzAFv7jW6j79GUUMGqAjK1dp/V33qHTHTqNjeRz2HEeLV1hapTfnbFZRabXGD+ug3p1aGR0JMJX+XWIUFeanL1bu1aXnJsvLzl5cgJmUblyqvHmvyuYfrNgrH5E9JMroSABasIhzrlbVvgwVffex/Np2lV/bLkZHAtAIVh74UVvydmpE+yFKDIs3Og7QKCwWi67teZnu/+oZvZf+sR4edgcfBAHq4aqtVfnuPf89Z3hxsSTJ6uOj4E6pCkhqp4CkJPlERdY9h5xVVUZGBoBGZQ8IUMrUu5XTbZH2vPWONt33oNpee7WiR5xrdDSPQTmOFu2XxfglFONAo7DZrBo3qJ3embdFy9cf0vDevHkFmEXR6rkq+Po92UOiFHvlX+QVHitXdYXRsQC0YBa7l6IvuUsH35qq3Dkvqs2Nf5XNn/O0AmZSVlOud9I/UqB3gK7oeoHRcYBGlRSeoGHtBmjpnhX64eAG9W3T0+hIgEdw1dSodMdOFW/OUOn2HXLX1kqSvMPDFTGwv4JSUuTfNkFWO/UHgJbJYrEo9vzRCk5N0bZn/6q9b7+ngh9+NDqWx2B2QItFMQ40nVH92uqDRds1d3mmzunVhk+7A82c2+1W4bIPVLRitrwi2yj2d4/IHhxhdCwAkCR5R8QpcvSNypv3d+XNf1WtLv0zf3sAJjJjw6cqrirRrX2vUbAvH36B+f2u24VadWCd/r1httJiu8jL5mV0JMAQxyvE/RMSFNw5VUEpKfKOjODvPgD4hYB2ier5t2e1+823lfv1EklS0YaNCu/bp0X/vqQcR4tUWFKlN+f+dCj1czqoVyrFONCYAv29NbJPguZ9v0cbduapZ8dooyMBOE1ul1P5C95Uafoi+bROVszlD7JXJgCPE9j9HFXsXq/yLd+rdN1CBfc6z+hIABpARu4OLdn9vbq1StHQxP5GxwGaRKhfiC7pfJ4+2PiZvtixVBd1GmV0JKDJuF0ulWXuVlH6epVs3XZMIR7SrYuCu3SWV3CwwSkBwLPZ/PyU/MfbFJqWph3T/6rsz+erbMdOtb74QnkFtcz39CjH0eIUllTpjbmbVUwxDjSpi4d10Bcr9+rjJTspx4Fmyu2sVe6cl1S+dYX82nVXq0v/LKu3n9GxAOBXLBaLos6/WdWHdurIV+/KJ7aDfFp3MDoWgDNQUVOpV1e/J2+bl6b0urJF7+mClmdsx+FanPmdPtnyhYYm9lOoX4jRkYBGVZVzWEXr16towyY5SkslSX7x8Qrp1kUhXTrLK4TnAACcqrCzekqSgrt2UcnmDO188RW1GjH86F7kVqux4ZpYyxotWjyKccA4rcL9dXZanDbszNeO/YVGxwFwilw1VcqZ9bTKt65QQOoAxUx8gGIcgEez+gao1SV3S5JyPpkuZ3mxwYkAnIm3181UXkWBruk5QTFBfNgWLYuXzUuTek5QlaNa76R/ZHQcoFE4KiqUv2Kldv39Ne165VXlf7dCFrtdUecMU/Jdd6j9zTcqcuAAinEAOENxF1+ohKt+J5uPj7LnfaHM199Q5cGDRsdqUuw5jhbjl8X4hHOSdVYqL6aBpjbhnGQt+zFLnyzdqfuv7Wt0HAAnyVlerJyPnlH1wR0K6jlCkeffJIvVZnQsAPhNPq07KPL8m5Q37+86/OlfFfu7R2Sx8TIYaG5W7F+rb/et1lmxXTWy/dlGxwEM0Seuh/rE9dDKAz9qyME+6h3Xw+hIwBlzu90q37NXhWt/VEnGFrmdTll9fRXWu5dCe/aQf9sEjhQCAI0guFOqApLaKW/pN8pfsVKZr7+h8D69FX3uObIHBBgdr9HxrgBahIKSKr05Z7OKyyjGASMlxgarT+dWWrkpW/uyS9Q2lvNCAZ6utiBb2R9Ok6MwR6EDL1HYsKt4cwJAsxLUY7iqc3arZO2XOrLk34oceZ3RkQCcgoMlOXr9hxkK8QnSLX0n8XcIWiyLxaIbel2hzbnb9caP/1HnqI7y50hOaKYc5eUqSl+vgrU/qib/iCTJPzFR4b17KbhLJ1m9vAxOCADmZ/PxUcx5oxSa1kOH5s5XwZofVLRho6KGDlHEgP6m/l3MYdVhescU48MpxgGj/W5Uitxu6YNF24yOAuA3VGVt18H3HpCjKFeR501R+DlX84Y0gGYpYsRk+cZ3UsmaeSrd9I3RcQCcpIraSj333T9U46zVnQNvVKgvH65FyxbuF6pJPcarsLJY72/81Og4wCkr37NXB2Z+pO3P/lU5CxbJWVGpiEEDlXzHH5R043UK7dnd1GUMAHgi31at1O7G6xR/xUTZ/P11eNHX2vnCyypav0Ful8voeI2CPcdhagUlVXpjziaVlNUcLcZTKMYBoyXHh6lflxit2Jit3QeLlRTHuaIAT1S+bbVy57wgWSxqddm9CkjubXQkADhtFptd0ePv0cG3pyr/i9flFREn39YdjI4F4ARcLpdeWf2eDpbm6Jqel6pLdEejIwEeYXjSIH237wd9lblcg9v2UaeoZKMjASfkqKhUzsKvJEn73/+PJCkgqZ3CevdScOdOstqpKADAaBaLRSFduygoNUUFq9cob9m3yvp4tvK+Xa7oc4YpuEtnWazm2d/aPCMB/scvi/FLKcYBj3Ll6FRJ0gcL2Xsc8ETFP8zX4U+my+rjp9irH6cYB2AK9sBQtZrwZ0nS4VlPqbYwx+BEAI7H7XbrnfRZWntwgwYn9NHYjsONjgR4DKvFqpv6XCUvq12v/zBDNc5aoyMB9ao8dEi733hLa6+fon3v/kuSFN6/n5LvvF3trp+s0O7dKMYBwMNY7XZFDhqo5LtuV+SQwaotKtaBmR9p1yuvqXhzhmn2JKcchykdKa78bzF+brLSKMYBj5IUF6KB3WO1OiNH2/YVGB0HwE/cbpeOfPWOjix6W14RsWo9+Wn2rARgKr5xyYq++E45y0uU8+E0OStKjI4EoB6fbV2ohbu+UZfojvo95xkHfqV1UCtd1nWcsktz9dHmeUbHAeq4XS4V/rhOGY9N07rf/1HZ876QT3SU2t14vSSp1Yjh8omMMDglAOC32P39FTN6pDrefedPJXmRDnw4Sztf+rsKflgrV23z/nAe5ThM50hxpd6cu1kl5T8V4x0pxgFPdPV5nWS1WvTWnM1yu91GxwFaPFd1hQ5/9H8qXjNPvvGd1Pqap+QV2sroWADQ4AJS+ili9A2qLchWzqxn5KqtNjoSgF+Yu22R/rNpjtqGxGnqoFvkZePcs0B9xqWMUFJYguZu+0pbcncaHQctnKO8XIc+n6d1t92uLY8/qaL1GxQxoJ+6Pvm4er74N0Wfe47REQEAp8EeEPDfkvzswXKUlenQnM+1/bnnlbv0GzkqKoyOeFo4bglMJa+wQm99nqHSiqOHUqcYBzxXfKsgnT8gUfO/36PvNx7S4B5xRkcCWqzawhzlfPSMavMOKLDr2Yoc+3tZ7d5GxwKARhPS+3w5ivNUvGqOcue8qFbj75bFajM6FtCiud1ufbp1gT7cNFfxIa310LDb5e/tZ3QswGPZrTbd3v863bvoab2y+l1NH/2gArz9jY6FFqYiK0vZ879U7pJlclVVyR4UqLgJlyj2/NHyiYoyOh4AoIHYAwIUM2qkooaercIf1+nI9yuVu3iJ8r75ViHduiq8bx/5tYlrNkd8ohyHaeQcKdfbn2eooqpWl4/oqO4d+AMM8HS/G5WipT8e0Lvztqhflxh52XlTGmhqlXs36fDs5+SqLFf48EkK6X9Rs/lDFgDORPjwq+UoyVf5lu+V/+U/FTnmZlksHFwNnqOytkp55UdUWlOmytoqVTqqVVlbpVqXQzaLVXarXXarTV5Wu4J8AhXiG6QQnyAF+QTK1sw+7OFwOfX2upn6OnO5EkPb6KFhdyjYJ9DoWIDHax0co2vTLtU/136gN9Z+oDsG3MDf8mh0bqdThevSlT3vCxWt3yBJCmiXqNhxYxQ5ZLBsPj4GJwQANBabj48iBw5QRL++Kt68RQWrV6sofb2K0tfLt3Wswvv2UUjXLrL5+hod9YQox2EKh/LK9Pa8DFXXOPW7UanqksS5a4DmICTQRxPP7ah352/Rp8syNXFER6MjAS2G2+1WydovdeSrd2Tx8lHMxPvln9zL6FgA0GQsFquiL/ijcirLVLr+a1msNkWcN4VSAYaoclRrX1GW9hZlKbcsX7nlR1RWU35a92WRReH+oYoNjFZMYJRigqLVOqiVrB762C6uKtFLq97WpsPb1a1Viu4aOEWB3gFGxwKajXOTBmt99hatOPCjOkd31KgOZxsdCSblKCvX4cVLlPPFl6rKOSxZrYoYNECxY8couHMn/oYCgBbEYrMptEc3hfbopsrsHBWs+UHFGzbq0GdzlT3vCwV37qTQnj0U2D5JFpvnfXCXchzN3oHDpXpnXoYcTpeuPi9VKW3DjY4E4BRceHaSvlqzXzO/2q6z0+IUE8EbYUBjc9VUKm/+ayrf8r3sYTGKmXi/vCPbGB0LAJqcxe6lVpfdq5xZT6tk3ULJalPEqOt5cxeNzu12K7v0sLblZ2p34X4dKj0st9stSfKy2hUVEKH24W0V5R+uEN9g+Xv5ys/LV352X9ltdjldLjldTjncDtU4alVaU6biqlIVV5WqqKpEueX52py7XZtzt9etMyrg6IfIfzi4QWkxXRTsG2TI2H8pPXuzXl3zbxVXlWhU+7M1+ayJsjezvd4Bo1ksFv2+7yTtXXRA76Z/pA7hiUoKTzA6Fkyk4sBPh05f+tOh04OD1ebS8Yo5b7R8oiKNjgcAMJhfbIziLrpAMaNHqnjTZhWt36DijZtUvHGT7EFBR0v0nj3lG9PK6Kh1KMfRrO0/XKr/LNwul9uta8Z0Voc2oUZHAnCKvOw2/X5Cdz30+gr949NNeuSGfrwhDTSimvwsHf5kumrzs+Tfsa+iL/iDrL58KAVAy2X96egZOTOfVMnaL47uBTViMn+PoFHkludr8+EdysjdroLKIkmSj91HKRFJaheWoHZh8Yr0D2+Qx1+Vo1qHy/KUXZqrrJJs7S08IEn6++r3JEltQ+LUrVWqurZKVeeoDvL1arpDHxZUFun9DZ9q+b418vfy0+39r9fgtn2abP2A2QR4++uugVP08OLn9LcV/9TTI+9TEKcmwBlwu1wq/HHdsYdOT2qn2HFjFDVksKze3gYnBAB4Gpuvr8L79FZ4n96qPlKg4g0bVJi+QfnfrVD+dyvkEx2tkK6dFdy1i7yCgw3NSjmOZu39BdtksUiTx3ZWu9YhRscBcJp6JEdp2FlttGxdlr7feEiDe8QZHQkwpbKM75Q3/zW5HTWcXxwAfuFoQf6Acj6cppI182SRFD7iWs5BjgZR66xVRu5OrT24QdlluZKkQO8A9WuTpi7RHRUXHCNrIzzWfO0+ahvaRm1Djx4dpqq2Sv/33WuanHaZdhzZo4zD2zVvx2LN27FYNotVyRHt1K1Vqrq1SlWHiHaNsgd3UVWJvtyxVF/sXKpqR7V6xnTWlN5X1u3VDuD0tQ9vq+vPmqh/rv1Az694Uw8M/SNHYsApc5SXK3fxUmXP/1JVOTl1h05vPW6sgjql8voRAHBSfCLCFT38HEWdM0wV+/araP0GlWzZqtwly5S7ZJm8I4098gjlOJql1ZuzJUlWi0XXjeushBhjP2UC4Mxdf2EX/bjtsF77ZKO6JkUqNMjH6EiAabhqKpW/8G2VbVwiW0Cooi9/QH5tuxgdCwA8itXbVzFXPKicD59U8Zp5claUKGrcrbLYvIyOhmYqp/RoEf7Kmn+p2lEtL5uX0mK7qnurVCWExjVKIX4iPxcaw9oN0JiOw+V2u3Wg+JA2Ht6mzYe3KSNvp7blZ+qjjPnytfuoU1SyurVKUaeoZMWHtJb3aT4XnC6nNh3epuX71mjVgXWqdTnUOqiVJvWcoLNiu1K0AA1oRPsh2luYpUWZ3+pf6z/W9WddbnQkNBMVWT8dOn3JT4dODwri0OkAgDNmsVgUkNhWAYlt1fqCsSrfu0/FmzNUsmWrobkox9HszP9ut/7x2SZJ0jVjOlGMAyYRFuSr30/ooWf/vVZ//3i9HpjclzfKgAZQdWiXcj97Xo7CHPklpSnqgttkDwwzOhYAeCSrt59ifvewcj99XmWbv5Wzolitxk+V1cfP6GhoRnYe2aM5Wxfph4NHD0Mb5O2v4e0GqkdMJ/nYPecDoBaLRQmhcUoIjdO4lHPlcDm168hebTq8VZtzt2tjzhalZ2+WJNksVrUJjlViWLzahsYpOiBSUQERCvIOkL+3X13RX1FTqdKaMh0uy1dWSbZ25O/W1vxdqqytkiR1jEjSBakj1Kd1D1mtHJkBaAyTz5qorJJsLdi5TDGBURrTcbjRkeCh3C6XCtelHz10evp6SVJAu0TFjhuryCGDZPPxnDkLAND8WWw2BbZPUmD7JMWMHqmt0542LAvlOJoNt9utf3+5VR8t3qnYCH9lH6lQbCTnSAXMZEjPOK3clK3l6w9qydoDOrdPgtGRgGbL7XKqeNUcFXzzoWSxKGLkdQruM4ZDBAPAb7B6+ajVpVOVv+ANlaZ/pUMzHlHM5Q/KHhhqdDR4MLfbrQ05W/TZ1oXakrdTktQzpovW52TohrOuaNLzeZ8uu9Wm1Kj2So1qr8s0TlW1Vdqav0s7j+zV3sID2lN4QN/sXXVK92mz2tQhPFE9YjprcEJvxQRFN1J6AD+zW226e9BNenjxc3ov/WNF+IepX5s0o2PBg9QUFSv368XKWfSVqg/nHj10+sABih03RsGdO7GjAgDA9CjH0SzUOlx69eMN+vqH/UqOD9WfJ/XSlKcWGx0LQCO4ZXx3Zew+otdmb1THhDDFtwoyOhLQ7NTkHVDevL+r+tBOeUW2UfTFd8mnVaLRsQCg2bBYbYo8/2bZA8NVuHymDr13v2Iuu0/e0W2NjgYP43a7lZ69WR9tnq/Mwn2yWawamthfF6aOVIR/mCbP/lOzLRl8vXyVFttVabFd6y4rqSpVVkm2csuP6EhFocpqKlReWyGX2yVJ8vfyU6B3gKIDIhQXHKP4kNby9aC95YGWIsgnUA+c/Qc9uHi6Xlr1ju4f4q+urVKMjgUDud1ulWzZopwvF+rIytVyOxzyCgn56dDpo+QTFWV0RAAAmgzlODxecVm1nn7vB2XsPqJeqdG675o+crndRscC0EiCA7w19epeevC17/XMv37QX28/W74+TFfAyXA7HSpa+ZkKv/tIcrkU0v9ChZ19haxevCkNAKfKYrEo7OyJsgWFKX/BGzr47v2KGvt7BXYZYnQ0eICjpXiGPsqYp8yCffKy2nVeh2G6sNNIRfqHS5IqaisNTtnwgn2D1Nk3SJ2NDgLgN0UHRur+IbfpsWXP6/++e00PD71dHSOTjI6FJuYoK1fu0mXKWbBIlVlZkqSQbl0Vc94ohffrK6uXl8EJAQBoerQN8Gh7DhVr2jtrlFtQoQuGJOmGC7rIZrOqoqrW6GgAGlHX9pG6+vxO+tcXW/XKRxt091VnNds9boCmUp2dqbz5r6nm8B55RbZR1Ljb5BvX0ehYANDsBaeNlHdkvA7Pfk65n72g6kO7FD58kiw2Xk63RG63W+tzMvTR5vnaVbBX9p9K8Ys7jVa4f6jR8QDgGEnhCXrg7D9o2rKX9NS3r+ihoberQ0Si0bHQRA589ImyZn0sV02NbAEBir1gnGLOGyn/Nm2MjgYAgKF4NQ+PtXJTtv72wY9yOF36w2U9Nbo/hzAEWpIJ5yRr+75CfZOepTatAnXFSA4BB9THWVGqgmUfqDT9K8liUeigCQobfJksdvYAAICG4hufqrgbpit39l9VvGaeqnN2K/qiO2UPjjA6GpqI2+3WxsNbNWvzPO08skd2q12jOwzVxZ1GK8I/zOh4AHBcKZHtde+Q3+uZ5a/qiWUv6r6zb1WnqGSjY6EJVGYdVEBSO7UaNUKRgwfJ5sMRxQAAkCjH4YGcTpfeX7hNHy3eqZBAbz167QB1SeJNJ6ClsVotuvuqXrr3leV6f8E2tY4M0NlpfLoZ+Jnb5VTp+sUqWPa+XJVl8k3orMjRU+QdnWB0NAAwJXtgmGKvelRHFv9LJT/MV9Ybdyly9BQFdBnMEW5MzO12a9Phbfpo8zxtP7JbNqtNo9qfrYs7j647fDoAeLqurVL1wNl/1DPL/64nv3lZ9wy6WT1juxgdC42s4123Gx0BAACPRDkOj5JbWKHnZvyorXsL1KFNiO6/tq+iw/2NjgXAIH4+dj18fX/d89I3ev4/6xTo562zUqONjgUYyu12q3L3ehUsfV81h/fIFhim6IvupJwBgCZgsdkVOep6+SV2U/4Xryl3zgsK2L5akeffJJt/sNHx0MAycndo1ubPtTVvl2wWq0a0H6Lxnc5TZAClOIDmp3N0sh4edoee+vYVPbP8Vd3U+0oNTxpkdCwAAIAmRzkOj7Fy0yG9OHO9yitrdfHQ9rpmTGd52a1GxwJgsKgwPz06ZYAeePV7PfnuGj02pb+6to80OhZgiKpDu1SwdIaq9m6SxealkP4XKWzwpbL68EEyAGhKAR37yLdNivK//KfKt61U1YEtanXZffKN62h0NDSALbk79VHGPGXk7pDVYtXwpEEa3/l8RQdwRDMAzVtyRDtNO3eqnvr2Fb3+wwxll+bqd90uktXK+28AAKDloByH4cora/XOvAwtXLVPwQHeeuSGfurTOcboWAA8SLvWIXrspgF66PUVevytVXrwun7qkRxldCygyVTn7FHR95+ofNtKyWJVYPfhCh96uezBfFAEAIxi8w9W9Pi7VZ7xnfIXvaWqfRmU482Y2+3W5tzt+nTLAm3O3S6rxaph7QZoQufz1SqQvzsBmEdccIyeHPFnTV/+muZsW6S9RQd0R/8bFOgTYHQ0AACAJkE5DkOt3JSt12dvUEFJtXokR+qu352liBA/o2MB8EAdE8L02JQBeuzNlXr0jVX686TeGtAt1uhYQKOqytqmwu8+UWXmOkmSf3IfhZ9zpbyjOK84AHgCi8WiwK5DFNBlkCRObdEcuVwurT6YrjlbF2l34X5ZLBadndhPl3Yeo5ggTucDwJxCfYP16PA/6a11M7Vk9/eauuhJ3dH/eqVGdTA6GgAAQKOjHIchCkqq9I9PN2rFxmwF+Hnp9ok9NaJvAudKBXBCndqF6+nbBuuRf67UM++t0bVju+iSYe353QFTcbucqtj5o4rXzFPV/gxJFgWkDlDooPHyiUkyOh4AoB4WC4ejbW5qnLX6du8qzd32lXLK8uRl89KoDmfrgpQR7CkOoEXwsnnplj5Xq2NEO72zbpb+svRvuqTTeZrQ+Xx52byMjgcAANBoKMfRpKpqHJrzbaY+WbJLldUODereWjdf0k1hwb5GRwPQTLRrHaJn/zBET7y9Su/My9Ce7GLdNqGHfH2Y0tC8OStKVLp+sUp+XCBHSb5ktSmw2zCFDrxE3pFtjI4HAIApFFUW6+vd32vhrm9UXFWiAG9/je98vs5PHqYQ32Cj4wFAkxueNEgpke314sq3NHvLl/oha71u6TtJyRHtjI4GAADQKPh4O5qE0+XWotX7dPPTizXjy20KDfLRg9f11X3X9mk2xXhJeY2+/mG/SsprWuT6z1TmwSL9379/0M79hcdcXt+4DuWV6Z+fbdKhvLKmjnnKjrdd6hvDmW7D+m5/vPts7o+X3xIbGaDnbj9bfTvHaNmPWbrz+W+0K6vI6FjAKXO7nKrITNfhz57X/pduUsHSGXI7HQodfJkSbntN0Rf+kWL8NzgrSlW6YamcFaUndXlTZmiq2zcGT8zUEBprW53s/dYcyVb+ordVcyT7tNZ/KrlOJatZtzfwM7fbrW15u/TCyrf0+3kPatbmz2W32HRNzwl6ddyTuqLbhc2mGC+tLtOyPStVWu35r5VauuzSXL27bpayS3MbfV3He1xsytmmZ779uzblbGvQ+20M9a3rZC9ryvWbVVxwjJ4aca8mdr1Ah8py9dDX0/Xamn+rqKrE6GjASaktLdXhxUtVW/rbf8/WlpYq75vlTZDKeKfyczFac8ralM7051KZna3db76tyuzffg1a37qOt/5TWfZM13Wy/nt788/bZvDzdqopLDJk/ZTjaFS1DpeWrD2gPz63VC/PWi+H06WbL+mmV/88XP27Nq9zBZdW1GjJ2gMqrTCmbDR6/WfqUG65istqlJV77ORW37hyCyu0N7tEuYUVTR3zlB1vu9Q3hjPdhvXd/nj32dwfLyfD39dLD17XV9df0EWHC8o19aVv9f6CbaqpdRodDTght9ut6pw9OrL4Pe1/+WblfDhN5Rnfyad1B0VffKcS/vi6wodeIXtwhNFRmwVXZanKNi2Tq7L0pC5vygxNdfvG4ImZGkJjbauTvV9nca5qc/fJWdywRUl96z+VrGbd3kBhZbHmbvtK9yycpkeW/FUr9q9Vp8gO+tPAKXp53BMalzJCfl7N48PaPyurKdc3e1eprKbc6Cj4DfnlR7Sv+KDyy480+rqO97jYX5SlameN9hdlNej9Nob61nWylzXl+s3MbrPr0i5jNH3Ug+oS3VFL96zQHfP/ov9snKOSFvABATRvjtJS5S1dJsdJlGqO0lLlL/+uCVIZ71R+LkZrTlmb0pn+XKpzc1Wxd5+qc3/7NWh96zre+k9l2TNd18mqu30Zc1Zz8PN2qi0qMmT9HIMWjaK8slYLV+3T3OWZOlJcJV9vmy47N1mXDk+Wvy/nLQLQMKxWiy4Z1kHdO0Tq+f+s04dfbdc36Vm68cKu6tO5Fecih8dwu12qztqh8u2rVb59lRxFR1+U2EOjFTpkooK6DZVXWIzBKQEAaP4qa6v046FNWr5vtdbnbJHb7VaAt7/O6zBMo5LPVpvg5vUhbQBoam1CYvXwsDu05uB6fbhxrj7dukBf7Fyq8zoM1QUpIxTsG2R0RAAAgDNCOY4G43a7tX1/oZb8cEDfpGeposqhsCAfXTOmk84fkKhAf2+jIwIwqfZtQvXCn4Zp7reZ+mDRdj3x9mp1SgzX1eenqlv7SEpyGMJRVqjKPRtUuXuDKvdskLO8WJJkC4pQcJ8xCkgdIN/4VFksHMgHAIAzUVZTrrUHN2pN1nptyNmiWpdDVotVZ8V21dDE/urVupu8bHxIGwBOlsViUb82aerTuodWZa3TJxlfaM62RVqwc5kGJvTWuUmDlBzRjtfaAACgWaIcxxnLOVKub9MPasna/TqYd/RQU4mxwbpwSJKG9WojL7vN4IQAWgK7zarx5yRr6Flt9OFXO7Ro9T49+NoKdYgP1UVnt9fAbrHy9uL3ERqPoyRfVQe2qurANlUd2KKa3P1113lHJyiox3AFpPSXd2x73kQCAOAMuFwu7S7cr42Ht2pDzlbtyM+U0+2S1WJV56hk9W3TUwPiz2o25xEHAE9ltVo1MKG3+sefpTVZ6zVn2yIt3bNCS/esUFxwjIa3G6RBbXsr3C/U6KgAAAAnjXIcp8zhdGnLniP6Ycthrd16WFm5R88NEBLorQvPTtLwXvFKigvhjX8AhogI8dNtl/bQ+GEd9Nk3u/T1mv366/s/6p/+Xjo7rY36d41R1/aRstvYWxenx+12y1mSr+rDe1VzeK+qD+9RdXamnCX5dcvYAkIV2PVs+bXrIb923WUPCjcwMQAAzVuts1Z7Cg9oW36mduTv1pa8nXXnAPax+6hHbBf1jeup3nHdFewTaHBaADAfq8Wq/vFnqX/8WdpXlKUlu1do+b41+veGT/TvDZ+oXVi8erXurt6tu6ldWALvCQIAAI9mWDleUlKihx9+WN9++60CAgJ04403avLkyUbFwQmUVdZq+74Cbd1ToK17C7Rjf6GqapySpPBgH43q11b9usborJRoyiYAHiM2MkC/n9BDV45O1dIfD2jhqn2a//0ezf9+jwJ87erVqZX6do5R53YRigz15cU7fsXtrFVtUZ4chTmqLcxRbUG2avL2q+bwXrmqyv67oMUqr8g4+fccId/4TvKNT5U9lHPeAwBwOqpqq7S/+JD2FmVpX1GW9hZlaU/hATlcDklHD/XbLjReI9oPVs+YzuoYkSS7jc/9A0BTaRvaRtedNVFX9bhEPx7aqB+yNig9J0MfZ8zXxxnzFewTqI6R7ZUSkaSUyCQlhSXI286pFgEAgOcw7BXk448/rpqaGi1fvlwHDx7U5MmT1a5dOw0dOtSoSC2a2+1WUWm1DhdW6FBeufbnlGhfTqn255Qot7Cybjkfb5s6xoepe3KkendqpfbsIQ7Aw4UE+ujioR100dnttS+nVKszsrV6c46+TT+ob9MPSpLCg32V0jZMKQlhahsbrLioQEWH+cnGB35My+1yylleLGdpgRylBXKWHf3qKC2UszRftYU5chTnS27XMbezePvKOzpRPq0S5d0qUd6t2sk7Kl5WLx+DRgIAQPPicrtUVlOh/PICHS7PU05pnnLKfv6Xq8LK4mOWD/IOUJfojkqJbK/UyCR1CE+Ur5evQekBAD/ztnlpQHwvDYjvJafLqe35u/XjoY3akrtT6w5t0tqDGyQd3es8Niha8cGtFR8Sq/iQ1moVGKUo/3AFePvzviIAAGhyhpTjFRUVWrBggWbPnq3AwEClpKRo4sSJ+uSTTyjHG0itw6WqGocqqxyqrD76r6S8RkVl1Souqz76tbRGxeXVyi+qVG5BhWocxxYAdptV8a0CNaxdhDomhKlTYrgSWwezdziAZslisSgxNliJscG6fESKjhRXKn17nrb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"text/plain": [
"<Figure size 2000x1000 with 7 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_per_group(df, group=\"room\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **Misc.**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>F</th>\n",
" <th>M</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>28.000000</td>\n",
" <td>68.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.258929</td>\n",
" <td>11.757353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3.914291</td>\n",
" <td>3.411999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.250000</td>\n",
" <td>3.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>9.562500</td>\n",
" <td>10.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.125000</td>\n",
" <td>12.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>13.312500</td>\n",
" <td>14.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>17.250000</td>\n",
" <td>20.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>4.000000</td>\n",
" <td>9.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>8.000000</td>\n",
" <td>16.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>14.000000</td>\n",
" <td>33.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" F M\n",
"count 28.000000 68.000000\n",
"mean 11.258929 11.757353\n",
"std 3.914291 3.411999\n",
"min 0.250000 3.500000\n",
"25% 9.562500 10.250000\n",
"50% 12.125000 12.250000\n",
"75% 13.312500 14.000000\n",
"max 17.250000 20.000000\n",
"< 5 2.000000 2.000000\n",
"< 7 4.000000 9.000000\n",
"< 10 8.000000 16.000000\n",
"< 12 14.000000 33.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 554.625x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_per_group(df, group=\"sexe\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>L3</th>\n",
" <th>ext</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>59.000000</td>\n",
" <td>37.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>12.063559</td>\n",
" <td>10.891892</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.865367</td>\n",
" <td>4.381757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4.500000</td>\n",
" <td>0.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>10.375000</td>\n",
" <td>7.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.250000</td>\n",
" <td>11.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>14.125000</td>\n",
" <td>14.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>18.500000</td>\n",
" <td>20.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>4.000000</td>\n",
" <td>9.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>28.000000</td>\n",
" <td>19.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" L3 ext\n",
"count 59.000000 37.000000\n",
"mean 12.063559 10.891892\n",
"std 2.865367 4.381757\n",
"min 4.500000 0.250000\n",
"25% 10.375000 7.250000\n",
"50% 12.250000 11.500000\n",
"75% 14.125000 14.000000\n",
"max 18.500000 20.000000\n",
"< 5 1.000000 3.000000\n",
"< 7 4.000000 9.000000\n",
"< 10 12.000000 12.000000\n",
"< 12 28.000000 19.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 563.375x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_per_group(df, group=\"origine\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## **2021 - 2022**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"tags": [
"hide-cell"
]
},
"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>timestamp</th>\n",
" <th>identifiant</th>\n",
" <th>Q1</th>\n",
" <th>Q2</th>\n",
" <th>Q3</th>\n",
" <th>Q4</th>\n",
" <th>Q5</th>\n",
" <th>Q6</th>\n",
" <th>Q7</th>\n",
" <th>Q8</th>\n",
" <th>...</th>\n",
" <th>Q12</th>\n",
" <th>Q13</th>\n",
" <th>Q14</th>\n",
" <th>Q15</th>\n",
" <th>notes</th>\n",
" <th>nom</th>\n",
" <th>prenom</th>\n",
" <th>sexe</th>\n",
" <th>correcteur</th>\n",
" <th>room</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>22/01/2022 09:39:43</td>\n",
" <td>h401-24</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>16.75</td>\n",
" <td>Alquier</td>\n",
" <td>Rodolphe</td>\n",
" <td>M</td>\n",
" <td>XG</td>\n",
" <td>h401</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>21/01/2022 14:59:42</td>\n",
" <td>h307-29</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>50.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>6.75</td>\n",
" <td>Anquetil</td>\n",
" <td>Jean</td>\n",
" <td>M</td>\n",
" <td>ALP</td>\n",
" <td>h307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21/01/2022 16:02:39</td>\n",
" <td>h401-10</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.00</td>\n",
" <td>Arribas March</td>\n",
" <td>Sara</td>\n",
" <td>F</td>\n",
" <td>ALP</td>\n",
" <td>h401</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>21/01/2022 11:49:25</td>\n",
" <td>h307-17</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>100.0</td>\n",
" <td>25.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>12.75</td>\n",
" <td>Audoin</td>\n",
" <td>Ilan</td>\n",
" <td>M</td>\n",
" <td>ALP</td>\n",
" <td>h307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>21/01/2022 14:41:54</td>\n",
" <td>h307-26</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>25.0</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>100.0</td>\n",
" <td>25.0</td>\n",
" <td>14.75</td>\n",
" <td>Ausseresse</td>\n",
" <td>Marie</td>\n",
" <td>F</td>\n",
" <td>ALP</td>\n",
" <td>h307</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" timestamp identifiant Q1 Q2 Q3 Q4 Q5 Q6 \\\n",
"0 22/01/2022 09:39:43 h401-24 100.0 100.0 75.0 100.0 100.0 0.0 \n",
"1 21/01/2022 14:59:42 h307-29 100.0 100.0 50.0 50.0 0.0 0.0 \n",
"2 21/01/2022 16:02:39 h401-10 100.0 100.0 100.0 100.0 0.0 100.0 \n",
"3 21/01/2022 11:49:25 h307-17 100.0 100.0 75.0 100.0 0.0 100.0 \n",
"4 21/01/2022 14:41:54 h307-26 100.0 100.0 25.0 100.0 75.0 50.0 \n",
"\n",
" Q7 Q8 ... Q12 Q13 Q14 Q15 notes nom prenom \\\n",
"0 0.0 0.0 ... 100.0 100.0 100.0 75.0 16.75 Alquier Rodolphe \n",
"1 0.0 0.0 ... 50.0 100.0 0.0 0.0 6.75 Anquetil Jean \n",
"2 100.0 0.0 ... 0.0 0.0 0.0 0.0 8.00 Arribas March Sara \n",
"3 0.0 0.0 ... 100.0 25.0 50.0 0.0 12.75 Audoin Ilan \n",
"4 50.0 0.0 ... 100.0 100.0 100.0 25.0 14.75 Ausseresse Marie \n",
"\n",
" sexe correcteur room \n",
"0 M XG h401 \n",
"1 M ALP h307 \n",
"2 F ALP h401 \n",
"3 M ALP h307 \n",
"4 F ALP h307 \n",
"\n",
"[5 rows x 23 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = get_dataframe(gid=\"711121012\", nrows=72, nbr_question=15)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### **Moyenne générale**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Summary</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>72.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.295139</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>4.808540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>7.437500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>10.875000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>15.125000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>22.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>6.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>14.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>26.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>39.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Summary\n",
"count 72.000000\n",
"mean 11.295139\n",
"std 4.808540\n",
"min 1.000000\n",
"25% 7.437500\n",
"50% 10.875000\n",
"75% 15.125000\n",
"max 22.000000\n",
"< 5 6.000000\n",
"< 7 14.000000\n",
"< 10 26.000000\n",
"< 12 39.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_results(df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### **Résultats par exercice**"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"#### **Exercice 1 : Analyse des résultats lors de l'élection présidentielle américaine de 2020**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2009.78x1500 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mark_by_exercice(df, first=2, last=11)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"#### **Exercice 2 : Pendule élastique**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2009.78x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mark_by_exercice(df, first=11, last=17)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### **Résultats par salle**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>h307</th>\n",
" <th>h401</th>\n",
" <th>h515</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>22.000000</td>\n",
" <td>27.000000</td>\n",
" <td>23.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.977273</td>\n",
" <td>12.092593</td>\n",
" <td>9.706522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3.502473</td>\n",
" <td>5.197146</td>\n",
" <td>5.206340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>6.750000</td>\n",
" <td>1.500000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>10.000000</td>\n",
" <td>8.375000</td>\n",
" <td>6.750000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>10.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>14.375000</td>\n",
" <td>16.875000</td>\n",
" <td>13.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>18.750000</td>\n",
" <td>22.000000</td>\n",
" <td>18.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>0.000000</td>\n",
" <td>2.000000</td>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>2.000000</td>\n",
" <td>5.000000</td>\n",
" <td>7.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>5.000000</td>\n",
" <td>10.000000</td>\n",
" <td>11.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>11.000000</td>\n",
" <td>13.000000</td>\n",
" <td>15.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" h307 h401 h515\n",
"count 22.000000 27.000000 23.000000\n",
"mean 11.977273 12.092593 9.706522\n",
"std 3.502473 5.197146 5.206340\n",
"min 6.750000 1.500000 1.000000\n",
"25% 10.000000 8.375000 6.750000\n",
"50% 12.000000 12.000000 10.250000\n",
"75% 14.375000 16.875000 13.500000\n",
"max 18.750000 22.000000 18.000000\n",
"< 5 0.000000 2.000000 4.000000\n",
"< 7 2.000000 5.000000 7.000000\n",
"< 10 5.000000 10.000000 11.000000\n",
"< 12 11.000000 13.000000 15.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 2000x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 575.25x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_per_group(df, group=\"room\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **Résultats par correcteur**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ALP</th>\n",
" <th>XG</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>32.000000</td>\n",
" <td>40.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.773438</td>\n",
" <td>10.912500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>4.247086</td>\n",
" <td>5.236261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.500000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>8.437500</td>\n",
" <td>7.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.625000</td>\n",
" <td>10.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>15.125000</td>\n",
" <td>15.187500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>18.750000</td>\n",
" <td>22.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 5</th>\n",
" <td>2.000000</td>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 7</th>\n",
" <td>5.000000</td>\n",
" <td>9.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 10</th>\n",
" <td>9.000000</td>\n",
" <td>17.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&lt; 12</th>\n",
" <td>15.000000</td>\n",
" <td>24.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ALP XG\n",
"count 32.000000 40.000000\n",
"mean 11.773438 10.912500\n",
"std 4.247086 5.236261\n",
"min 1.500000 1.000000\n",
"25% 8.437500 7.000000\n",
"50% 12.625000 10.250000\n",
"75% 15.125000 15.187500\n",
"max 18.750000 22.000000\n",
"< 5 2.000000 4.000000\n",
"< 7 5.000000 9.000000\n",
"< 10 9.000000 17.000000\n",
"< 12 15.000000 24.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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