From 3a43929fda2918264481dc107a7edfff5b0ded8e Mon Sep 17 00:00:00 2001 From: lpm0073 Date: Tue, 8 Aug 2023 18:41:51 -0600 Subject: [PATCH] add confusion matrix model --- .gitignore | 3 + confusion-matrix.xlsx | Bin 0 -> 10750 bytes ...istic_Regression_Notebook-checkpoint.ipynb | 432 ++++++++++++++---- .../Logistic_Regression_Notebook.ipynb | 121 ++--- 4 files changed, 400 insertions(+), 156 deletions(-) create mode 100644 confusion-matrix.xlsx diff --git a/.gitignore b/.gitignore index df5da89..b45ce17 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,9 @@ .DS_Store .ipynb_checkpoints +._Logistic_Regression_Notebook.html +._Logistic_Regression_Notebook.ipynb + .env # .gitignore for edx-platform. # There's a lot here, please try to keep it organized. diff --git a/confusion-matrix.xlsx b/confusion-matrix.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..9a468b996ee2f037361510b6526527688ae06aea GIT binary patch literal 10750 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matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)\n", "Requirement already satisfied: contourpy>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.0.5)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (22.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from pandas>=0.25->seaborn) (2022.7)\n", "Requirement already satisfied: six>=1.5 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)\n", "Requirement already satisfied: scikit-learn in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (1.2.1)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (2.2.0)\n", + "Requirement already satisfied: scipy>=1.3.2 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.10.0)\n", "Requirement already satisfied: joblib>=1.1.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.1.1)\n", "Requirement already satisfied: numpy>=1.17.3 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.23.5)\n", - "Requirement already satisfied: scipy>=1.3.2 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.10.0)\n" + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (2.2.0)\n" ] } ], @@ -171,7 +171,7 @@ }, "outputs": [], "source": [ - "hotel = pd.read_csv(\"../data/reservations-db.csv\")" + "data = pd.read_csv(\"../data/reservations-db.csv\")" ] }, { @@ -184,7 +184,7 @@ "outputs": [], "source": [ "# Copying data to another variable to avoid any changes to original data\n", - "data = hotel.copy()" + "reservations_db = data.copy()" ] }, { @@ -426,7 +426,7 @@ } ], "source": [ - "data.head()" + "reservations_db.head()" ] }, { @@ -644,7 +644,7 @@ } ], "source": [ - "data.tail()" + "reservations_db.tail()" ] }, { @@ -677,7 +677,7 @@ } ], "source": [ - "data.shape" + "reservations_db.shape" ] }, { @@ -742,7 +742,7 @@ } ], "source": [ - "data.info()" + "reservations_db.info()" ] }, { @@ -788,7 +788,7 @@ ], "source": [ "# checking for duplicate values\n", - "data.duplicated().sum()" + "reservations_db.duplicated().sum()" ] }, { @@ -830,7 +830,7 @@ }, "outputs": [], "source": [ - "data = data.drop([\"Booking_ID\"], axis=1)" + "reservations_db = reservations_db.drop([\"Booking_ID\"], axis=1)" ] }, { @@ -1042,7 +1042,7 @@ } ], "source": [ - "data.head()" + "reservations_db.head()" ] }, { @@ -1310,7 +1310,7 @@ } ], "source": [ - "data.describe() " + "reservations_db.describe() " ] }, { @@ -1378,7 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 78, "id": "9k4V_XXCb495", "metadata": { "id": "9k4V_XXCb495" @@ -1387,10 +1387,17 @@ "source": [ "# Defining the hist_box() function\n", "def hist_box(data,col):\n", - " f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={'height_ratios': (0.15, 0.85)}, figsize=(12,6))\n", + " kwargs = {\n", + " 'height_ratios': (0.15, 0.85)\n", + " }\n", + " f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw=kwargs, figsize=(12,6))\n", " # Adding a graph in each part\n", " sns.boxplot(data[col], ax=ax_box, showmeans=True)\n", " sns.distplot(data[col], ax=ax_hist)\n", + "\n", + " ax_box.set_title(col + ' Histogram')\n", + " ax_box.set_xlabel(col)\n", + "\n", " plt.show()" ] }, @@ -1406,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 79, "id": "italian-imagination", "metadata": { "id": "italian-imagination" @@ -1414,7 +1421,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1424,7 +1431,7 @@ } ], "source": [ - "hist_box(data, \"lead_time\") " + "hist_box(reservations_db, \"lead_time\") " ] }, { @@ -1451,7 +1458,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 65, "id": "liable-guess", "metadata": { "id": "liable-guess" @@ -1459,7 +1466,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1469,7 +1476,7 @@ } ], "source": [ - "hist_box(data, \"avg_price_per_room\")" + "hist_box(reservations_db, \"avg_price_per_room\")" ] }, { @@ -1870,7 +1877,7 @@ } ], "source": [ - "data[data[\"avg_price_per_room\"] == 0]" + "reservations_db[reservations_db[\"avg_price_per_room\"] == 0]" ] }, { @@ -1906,7 +1913,7 @@ } ], "source": [ - "data.loc[data[\"avg_price_per_room\"] == 0, \"market_segment_type\"].value_counts()" + "reservations_db.loc[reservations_db[\"avg_price_per_room\"] == 0, \"market_segment_type\"].value_counts()" ] }, { @@ -1964,7 +1971,7 @@ "outputs": [], "source": [ "# assigning the outliers the value of upper whisker\n", - "data.loc[data[\"avg_price_per_room\"] >= 500, \"avg_price_per_room\"] = Upper_Whisker" + "reservations_db.loc[reservations_db[\"avg_price_per_room\"] >= 500, \"avg_price_per_room\"] = Upper_Whisker" ] }, { @@ -1989,7 +1996,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 19, "id": "finite-kingston", "metadata": { "id": "finite-kingston" @@ -1997,7 +2004,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2007,13 +2014,13 @@ } ], "source": [ - "sns.histplot(data=data['no_of_children'])\n", + "sns.histplot(data=reservations_db['no_of_children'])\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "id": "Rd-seHBO-rtT", "metadata": { "id": "Rd-seHBO-rtT" @@ -2022,20 +2029,22 @@ { "data": { "text/plain": [ - "0 0.925624\n", - "1 0.044604\n", - "2 0.029166\n", - "3 0.000606\n", + "0 0.925624\n", + "1 0.044604\n", + "2 0.029166\n", + "3 0.000524\n", + "9 0.000055\n", + "10 0.000028\n", "Name: no_of_children, dtype: float64" ] }, - "execution_count": 26, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data['no_of_children'].value_counts(normalize=True)" + "reservations_db['no_of_children'].value_counts(normalize=True)" ] }, { @@ -2060,7 +2069,7 @@ "outputs": [], "source": [ "# replacing 9, and 10 children with 3\n", - "data[\"no_of_children\"] = data[\"no_of_children\"].replace([9, 10], 3)" + "reservations_db[\"no_of_children\"] = reservations_db[\"no_of_children\"].replace([9, 10], 3)" ] }, { @@ -2075,7 +2084,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "id": "expensive-deposit", "metadata": { "id": "expensive-deposit" @@ -2093,7 +2102,7 @@ } ], "source": [ - "sns.histplot(data[\"arrival_month\"])\n", + "sns.histplot(reservations_db[\"arrival_month\"])\n", "plt.show()" ] }, @@ -2129,7 +2138,7 @@ } ], "source": [ - "data['arrival_month'].value_counts(normalize=True)" + "reservations_db['arrival_month'].value_counts(normalize=True)" ] }, { @@ -2155,7 +2164,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 24, "id": "happy-collins", "metadata": { "id": "happy-collins" @@ -2173,20 +2182,33 @@ } ], "source": [ - "sns.histplot(data = data[\"booking_status\"])\n", + "sns.histplot(data = reservations_db[\"booking_status\"])\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "wOeK2StJzykk", "metadata": { "id": "wOeK2StJzykk" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Not_Canceled 0.672364\n", + "Canceled 0.327636\n", + "Name: booking_status, dtype: float64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "data['booking_status'].value_counts(normalize=True)" + "reservations_db['booking_status'].value_counts(normalize=True)" ] }, { @@ -2201,12 +2223,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "c2f50049", "metadata": {}, "outputs": [], "source": [ - "data[\"booking_status\"] = data[\"booking_status\"].apply(\n", + "reservations_db[\"booking_status\"] = reservations_db[\"booking_status\"].apply(\n", " lambda x: 1 if x == \"Canceled\" else 0\n", ")" ] @@ -2228,23 +2250,34 @@ "id": "D4vIqPb9aaZW" }, "source": [ - "#### **3.1: Find and visualize the correlation matrix using a heatmap and write your observations from the plot.**\n", + "#### **3.1: Find and visualize the correlation matrix using a heatmap.**\n", "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "official-wyoming", "metadata": { "id": "official-wyoming" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "cols_list = data.select_dtypes(include=np.number).columns.tolist()\n", + "cols_list = reservations_db.select_dtypes(include=np.number).columns.tolist()\n", "\n", "plt.figure(figsize=(12, 7))\n", - "sns.heatmap(data.corr())\n", + "sns.heatmap(reservations_db.corr())\n", "plt.show()" ] }, @@ -2280,16 +2313,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "animal-depth", "metadata": { "id": "animal-depth" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.boxplot(\n", - " data=data, x=\"market_segment_type\", y=\"avg_price_per_room\", palette=\"gist_rainbow\"\n", + " data=reservations_db, x=\"market_segment_type\", y=\"avg_price_per_room\", palette=\"gist_rainbow\"\n", ")\n", "plt.show()" ] @@ -2318,7 +2362,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "GjDZRQMWiCEs", "metadata": { "id": "GjDZRQMWiCEs" @@ -2327,7 +2371,7 @@ "source": [ "# Defining the stacked_barplot() function\n", "def stacked_barplot(data,predictor,target,figsize=(10,6)):\n", - " (pd.crosstab(data[predictor],data[target],normalize='index')*100).plot(kind='bar',figsize=figsize,stacked=True)\n", + " (pd.crosstab(data[predictor],reservations_db[target],normalize='index')*100).plot(kind='bar',figsize=figsize,stacked=True)\n", " plt.legend(loc=\"lower right\")\n", " plt.ylabel('Percentage Cancellations %')" ] @@ -2344,14 +2388,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "aMUKgxiFryyN", "metadata": { "id": "aMUKgxiFryyN" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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NAAAAAJyC1c+xatiwoRo2bJiFUQAAAADAOdn0HCsAAAAAQHoUKwAAAAAwiWIFAAAAACZRrAAAAADApEwpVklJSbp582ZmvBUAAAAAOB2bi1VSUpJmzZqlTz/9VJK0a9cu/etf/9Ljjz+uTp06KTo6OtNDAgAAAIAjs7lYzZw5U3PnztXt27clSePHj1ehQoX05ptv6tdff9XkyZMzPSQAAAAAODKrn2N1z9atWzVo0CC1a9dO586d0+nTpzVx4kQ9//zzKliwoN5//3298847WZEV/8/D72F7R3AqfL8AAACQ1WwuVpGRkapWrZok6dtvv5WLi4saNGggSfL39089k4WsYaSkqOjzA+wdw+kYKSmyuLBWCwAAALKGzcWqaNGiunTpkoKDg7V9+3ZVqlRJvr6+kqRDhw7J398/00PivywuLlr+2QlF3oixdxSnUdTXWx2fqWzvGAAAB8BVDLbh+wVYz+Zi1bJlS02YMEFbtmzRgQMHNHLkSEnSuHHj9PHHH+vVV1/N9JBI6+DJSJ29zCIh1ipbwodiBQDgqo8M4qoPwDo2F6t+/frJ09NT+/bt0+uvv662bdtKkn766Sd16dJFvXr1yvSQAAAAZnHVh+246gOwns3FymKxqGfPnurZs2ea8dWrV2daKAAAgKzAVR+24aoPwHo2FytJun37tnbv3q2YmBgZhpFu+/PPP282FwAAAAA4DZuL1c6dOzVgwADFxsbed7vFYqFYAQAAAMhVbC5WU6ZMUZkyZfTmm2+qWLFicuFmRgAAAAC5nM3F6ty5c5ozZ46Cg4OzIg8AAAAAOB2bTzc99NBDunPnTlZkAQAAAACnZHOx6tmzp2bPnq1Lly5lRR4AAAAAcDo2Xwq4ZcsWXbt2TU2bNpWvr688PT3TbLdYLPryyy8zLSAAAAAAODqbi5W/v7/8/f2zIgsAAAAAOCWbi9WECROyIgcAAAAAOK0MPSBYkr777jvt2bNHt27dUqFChRQcHKz69etnZjYAAAAAcAo2F6uEhAS99tpr+v777+Xq6qpChQrpjz/+0Pz581WnTh3NmzdPHh4eWZEVAAAAABySzasCzpw5UwcOHND777+vo0eP6vvvv9eRI0c0YcIEHT58WHPmzMmKnAAAAADgsGwuVlu3blWfPn3UsmVLubq6SpLc3Nz0/PPPq0+fPtq6dWumhwQAAAAAR2Zzsbpx44YqV658322VK1fWtWvXTIcCAAAAAGdic7F65JFHtG/fvvtu27Nnj4oXL246FAAAAAA4E5sXr2jTpo0mTJggT09PPfvssypcuLB+//13bdmyRQsXLlTfvn2zIicAAAAAOCybi9Urr7yiEydOaMqUKZo6dWrquGEYatWqlXr06JGpAQEAAADA0dlcrFxcXDRu3DiFh4dr7969unXrlnx8fFSrVi2VLVs2KzICAAAAgEPL8AOCy5Urp3LlymVmFgAAAABwSlYVq8aNG2v27NmqWLGiGjVqJIvF8sB9LRaLvvzyy0wLCAAAAACOzqpiVatWLeXNmzf1z39XrAAAAAAgt7GqWE2YMCH1zxMnTvzbfZOSkswlAgAAAAAnY/NzrBo3bqyTJ0/ed9vRo0dVt25d06EAAAAAwJlYdcZq69atqWeiLl++rC+++OK+5WrXrl1KTEzM3IQAAAAA4OCsKlbHjh3T0qVLJf25OMWcOXMeuG94eHimBAMAAAAAZ2FVsRo0aJA6dOggwzDUpEkTzZo1S5UqVUqzj6urq/Lly6d8+fJlSVAAAADAWXj4PWzvCE4lJ3y/rCpWHh4eKlGihCTpq6++UtGiReXu7p6lwQAAAABnZKSkqOjzA+wdw+kYKSmyuNi8BITDsPkBwSVKlNDhw4e1d+9eJSYmyjAMSZJhGIqJidGBAwe0du3aTA8KAAAAOAOLi4uWf3ZCkTdi7B3FaRT19VbHZyrbO4YpNherVatWaezYsamF6n+5uLioXr16mRIMAAAAcFYHT0bq7OVoe8dwGmVL+Dh9sbL5XNvKlStVr1497dmzR127dtVLL72kw4cPa/r06cqTJ49atmyZFTkBAAAAwGHZXKwuXbqk9u3by8fHR1WrVtWBAwfk6empZs2aqWfPnlq+fHlW5AQAAAAAh2VzsXJ3d5enp6ckqXTp0rpw4ULqs6see+wx/fLLL5kaEAAAAAAcnc3FqlKlStqxY4ckqVSpUkpJSdHhw4clSVevXs3UcAAAAADgDGxevCI8PFx9+vRRdHS0JkyYoMaNG2vo0KFq1qyZtmzZopo1a2ZFTgAAAABwWDafsWrSpIk+/PBDlStXTpL0zjvvKCAgQKtXr1aZMmU0YsSITA8JAAAAAI7M5jNWktSwYUM1bNhQklSoUCEtXrw4MzMBAAAAgFOxqljt27fPpjcNCQnJUBgAAAAAcEZWFasOHTrIYrGkGTMMI3Xs3p/v/d+IiIhMD7pp0ybNnz9fFy9e1COPPKI+ffro6aefliRFRERo3LhxOnbsmAoWLKgOHTqoa9eumZ4BAAAAAO7HqmJl72dTbd68WW+99ZaGDRumhg0bauvWrRo0aJD8/f1VunRphYeHq0mTJhozZowOHz6sMWPGqGDBggoLC7NrbgAAAAC5g1XFqlatWlmd44EMw9D06dPVqVMnderUSZLUu3dvHTx4UHv37tXevXvl4eGh0aNHy83NTWXLltWFCxe0YMECihUAAACAbGFVsZo1a5bVb2ixWNS7d+8MB/qrc+fO6fLly2rRokWa8UWLFkmSunfvrpCQELm5/fej1KlTR/PmzVNUVJT8/PxsPqZhGIqJiTEXPAtYLBZ5eXnZO4bTio2NlWEY9o7hFJhr5jDXrMdcM4e5Zj3mmjnMNesx18xxtLn2v7c//ROHL1a//PKLJCkmJkZdu3bViRMn9PDDD6tXr15q1KiRrl69qsDAwDSvKVq0qCTpypUrGSpWiYmJWXKfmFleXl6qXLmyvWM4rfPnzys2NtbeMZwCc80c5pr1mGvmMNesx1wzh7lmPeaaOY441zw8PKzaz6pidfLkSVNhzLhz544kadiwYerTp48GDx6szz//XK+99pqWLFmiuLi4dB82T548kqT4+PgMHdPd3T31OV2OxNq2jPsLCAhwqN+AODLmmjnMNesx18xhrlmPuWYOc816zDVzHG2unTlzxup9M/Qcq3tu376tyMhIlSxZUq6urnJ1dTXzdvfl7u4uSeratatatWolSapUqZJOnDihJUuWyNPTUwkJCWlec69QeXt7Z+iYFoslw6+F4+K0PLILcw3ZhbmG7MJcQ3ZxtLlmS1F2ycgB9uzZoxdffFG1atVSixYtdPr0ab3++uuaOHFiRt7ub/n7+0tSusv9ypUrp0uXLsnf31+RkZFptt37ulixYpmeBwAAAAD+yuZitWvXLnXt2lWenp4aPHhw6qm6ypUra/ny5VqyZEmmBqxcubLy5s2rI0eOpBk/deqUHnnkEYWEhOjAgQNKTk5OkzEgICBD91cBAAAAgK1sLlbTpk1T48aNtWLFCnXq1Cm1WPXo0UPdunXTunXrMjWgp6enunXrptmzZ2vr1q369ddfNXfuXP3www8KDw9XWFiY7ty5o+HDh+vMmTPasGGDli1bpp49e2ZqDgAAAAB4EJvvsYqIiEhd9e+v1xzWrVtXy5Yty5xk/+O1116Tl5eXpk6dqmvXrqls2bKaOXOmateuLUlauHChxo0bp1atWqlIkSIaOnRo6v1YAAAAAJDVbC5W+fPn1/Xr1++77bffflP+/PlNh7qf8PBwhYeH33dbUFCQ1qxZkyXHBQAAAIB/YvOlgI0bN9bUqVP1008/pY5ZLBZdvXpVH374oRo2bJiZ+QAAAADA4dl8xur111/XkSNH9NJLL6lw4cKSpEGDBunq1asqXry4Bg0alOkhAQAAAMCR2VysfHx8tG7dOm3atEm7d+/WzZs3lT9/fnXo0EEvvPCCw609DwAAAABZLUMPCHZ1ddWjjz6ql156SdKfz4366aef5OZm6nnDAAAAAOCUbL7H6urVq2rRooX69euXOnby5En17t1bbdu21Y0bNzI1IAAAAAA4OpuL1fvvv6+UlBRNnTo1daxBgwbavHmz7t69q8mTJ2dqQAAAAABwdDYXq127dmnw4MGqWrVqmvEKFSqoX79+2rlzZ6aFAwAAAABnYHOxSkxMTPdg4Hvy5Mmju3fvmg4FAAAAAM7E5mJVvXp1LV26VImJiWnGExMTtWzZMgUFBWVaOAAAAABwBjYv4zdgwAC1bdtWjRs3VoMGDeTn56cbN27ou+++0x9//KEVK1ZkRU4AAAAAcFg2F6tHH31Ua9eu1Zw5c/TNN9+kPscqODhYr732mipVqpQVOQEAAADAYWXowVMVK1bUjBkzMjsLAAAAADilDBUrwzAUERGhmJgYGYaRbntISIjpYAAAAADgLGwuVkePHlX//v119epVSUotVhaLRYZhyGKxKCIiInNTAgAAAIADs7lYjR8/Xm5ubpowYYL8/f3l4mLzwoIAAAAAkKPYXKxOnDihKVOmqEmTJlmRBwAAAACcjs2nm/z8/DhLBQAAAAD/w+aG1LZtW82fP18xMTFZkQcAAAAAnI7NlwJeuHBBZ8+eVd26dVW+fHl5enqm2W6xWLRs2bJMCwgAAAAAji5DxapixYqpX/91ufX7Lb8OAAAAADmZzcVqxYoVWZEDAAAAAJxWpq5CERMTo2+//TYz3xIAAAAAHJ7NZ6wuX76skSNHat++fUpMTLzvPjwgGAAAAEBuYnOxmjBhgg4dOqSXXnpJBw8elJeXl6pXr64ffvhBp06d0syZM7MiJwAAAAA4LJsvBdy3b58GDBigt99+W2FhYfLw8NCQIUO0fv16hYSE6KuvvsqKnAAAAADgsGwuVnfv3lWlSpUkSWXLlk297M/V1VXt2rXT7t27MzchAAAAADg4m4tV0aJFdf36dUlSqVKlFB0drcjISEmSj4+PoqKiMjchAAAAADg4m4tVaGiopk+froMHD6p48eLy9/fX4sWLdefOHa1fv17FihXLipwAAAAA4LBsLlb9+vVTgQIFNGPGDEnSwIEDtXz5coWEhGjLli0KDw/P9JAAAAAA4MhsXhWwUKFCWrduXerlfy1bttRDDz2kw4cPKygoSLVq1cr0kAAAAADgyGwuVvcULVo09c9BQUEKDg7OlEAAAAAA4GysvhTw9u3bGjdunNatW5dmPCEhQfXr19eoUaMUExOT6QEBAAAAwNFZVazu3Lmjjh07atWqVfrjjz/Sbatdu7bWr1+vDh06KDY2NkuCAgAAAICjsqpYLV++XJcvX9bHH3+sHj16pNnm6+urGTNmaMmSJTp37pxWrFiRJUEBAAAAwFFZVaz+/e9/q1u3bqpWrdoD9wkJCVGHDh20bdu2TAsHAAAAAM7AqmJ16dIlBQUF/eN+ISEhunjxoulQAAAAAOBMrCpW3t7eunv37j/ul5KSojx58pgOBQAAAADOxKpiValSJX377bf/uN8333yjUqVKmQ4FAAAAAM7EqmL14osvav369frqq68euM/XX3+tdevW6bnnnsu0cAAAAADgDKx6QHCzZs30xRdfqE+fPgoNDVXDhg318MMPKzk5WVeuXNHOnTu1c+dOhYaG6uWXX87qzAAAAADgUKwqVpI0adIkVahQQUuWLNE333wji8UiSTIMQ4ULF9brr7+uzp07y8XF6mcOAwAAAECOYHWxslgs6tGjh7p06aLjx4/r6tWrcnFxUYkSJVSpUqXUogUAAAAAuY3VxSr1BW5uqlat2t8+0woAAAAAchOu2wMAAAAAkyhWAAAAAGASxQoAAAAATKJYAQAAAIBJNi9ecU90dLT279+vyMhINWvWTDdv3lRAQACrAwIAAADIdTJUrObOnat58+YpLi5OFotFQUFBmjp1qm7evKnFixerQIECmZ0TAAAAAByWzZcCrly5UjNnzlR4eLjWrl0rwzAkSZ06ddLFixc1ffr0TA8JAAAAAI7M5mK1YsUK9ejRQ/3791eVKlVSx+vXr68BAwbo66+/ztSAAAAAAODobC5WV65cUa1ate67rUyZMvr9999NhwIAAAAAZ2JzsSpevLgOHTp0323Hjh1T8eLFTYcCAAAAAGdi8+IVrVu31syZM+Xp6amGDRtKkmJiYvT5559r3rx5Cg8Pz+yMAAAAAODQbC5W3bt316VLlzRp0iRNmjRJktSxY0dJUosWLdSzZ8/MTQgAAAAADs7mYmWxWPTOO+8oPDxcu3fvVnR0tPLnz69atWqpfPnyWZERAAAAABxahh8QHBAQoICAgMzMAgAAAABOyeZi1aFDB1kslvtuc3Fxkbe3t0qVKqUXX3xRZcqUMR0QAAAAABydzasClixZUocPH05dGbBIkSJycXHR0aNHtW/fPt24cUNbt25VWFiYTpw4kemBAQAAAMDR2HzGqkiRInrooYe0ePFiPfTQQ6nj169fV7du3dSgQQP17NlTvXv31rRp0zR//vxMDQwAAAAAjsbmM1br169X//7905Qq6c/C9dprr+mjjz6Sq6ur2rRpoyNHjmRaUAAAAABwVDYXq9jYWLm7u993m8Vi0d27dyVJ3t7eSkhIMJcOAAAAAJyAzcXqscce0/Tp03X9+vU041FRUZo9e7Zq1KghSdq7d68eeeSRzEkJAAAAAA7M5nus3nzzTbVr105NmzZVjRo15Ovrqxs3bujQoUPKmzevpkyZom+//VazZ8/W6NGjsyAyAAAAADgWm89YlSlTRp999pnCw8MVHx+v48ePyzAMde/eXf/5z39UtmxZFSxYUFOnTtXLL7+cFZkBAAAAwKFk6AHBhQoVUv/+/R+4PSgoSEFBQRkOBQAAAADOJEPF6vDhw9q7d68SExNlGIYkyTAMxcTE6MCBA1q7dm2mhgQAAAAAR2ZzsVq1apXGjh2bWqj+l4uLi+rVq5cpwQAAAADAWdh8j9XKlStVr1497dmzR127dtVLL72kw4cPa/r06cqTJ49atmyZFTkBAAAAwGHZXKwuXbqk9u3by8fHR1WrVtWBAwfk6empZs2aqWfPnlq+fHlW5AQAAAAAh2VzsXJ3d5enp6ckqXTp0rpw4YISExMl/fmMq19++SVTAwIAAACAo7O5WFWqVEk7duyQJJUqVUopKSk6fPiwJOnq1auZGg4AAAAAnIHNi1eEh4erT58+io6O1oQJE9S4cWMNHTpUzZo105YtW1SzZs2syAkAAAAADsvmM1ZNmjTRhx9+qHLlykmS3nnnHQUEBGj16tUqU6aMRowYkekhAQAAAMCRZeg5Vg0bNlTDhg0l/fmw4MWLF6du43JAAAAAALlNhu6xOnr06H237d+/X08//bTpUAAAAADgTKw6Y7V48WLFxMRIkgzD0Lp16/Ttt9+m2+/QoUPy8PDI3IT/4/z583rhhRc0YsQIvfDCC5KkiIgIjRs3TseOHVPBggXVoUMHde3aNcsyAAAAAMBfWVWsEhISNGvWLEmSxWLRunXr0u3j4uKi/Pnzq1evXpmb8P8lJiZq8ODBqQVPkv744w+Fh4erSZMmGjNmjA4fPqwxY8aoYMGCCgsLy5IcAAAAAPBXVhWrV199Va+++qokqWLFilq7dq2CgoKyNNhfzZw5U3nz5k0ztnbtWnl4eGj06NFyc3NT2bJldeHCBS1YsIBiBQAAACDb2Lx4xcmTJ7Mix9/at2+f1qxZo02bNqUumiH9eU9XSEiI3Nz++zHq1KmjefPmKSoqSn5+fhk6nmEYac6MOQqLxSIvLy97x3BasbGxMgzD3jGcAnPNHOaa9Zhr5jDXrMdcM4e5Zj3mmjmONtcMw5DFYrFq3wytCvjDDz9ox44dio2NVUpKSpptFotF48ePz8jb3tetW7c0dOhQvf322ypevHiabVevXlVgYGCasaJFi0qSrly5kuFilZiYqIiIiIwFzkJeXl6qXLmyvWM4rfPnzys2NtbeMZwCc80c5pr1mGvmMNesx1wzh7lmPeaaOY4416xdQ8LmYrVw4UJNmjRJefLkka+vb7oGZ22js9bo0aNVvXp1tWjRIt22uLi4dB80T548kqT4+PgMH9Pd3T31OV2OJLO/t7lNQECAQ/0GxJEx18xhrlmPuWYOc816zDVzmGvWY66Z42hz7cyZM1bva3OxWrVqlVq0aKFx48Zl6QqAkrRp0ybt379fW7Zsue92T09PJSQkpBm7V6i8vb0zfFyLxWLq9XBMnJZHdmGuIbsw15BdmGvILo4212wpyjYXq6ioKLVu3TrLS5UkrV+/XlFRUWnuq5KkUaNGadGiRXrooYcUGRmZZtu9r4sVK5bl+QAAAABAykCxqly5sk6fPq3atWtnRZ40Jk2apLi4uDRjTz75pPr166dnnnlG27Zt0+rVq5WcnCxXV1dJ0q5duxQQEJDh+6sAAAAAwFY2F6u33npLAwYMkLe3t6pVq3bf03UPPfRQpoR70FknPz8/lShRQmFhYVq4cKGGDx+ubt266ejRo1q2bJnGjBmTKccHAAAAAGvYXKxeeeUVpaSk6K233nrgNYfZtaKen5+fFi5cqHHjxqlVq1YqUqSIhg4dqlatWmXL8QEAAABAykCxGjt2bFbksNrPP/+c5uugoCCtWbPGTmkAAAAAIAPFirNBAAAAAJBWhh4QnJCQoE8++UQ//vijrl+/rvHjx2vv3r2qUqWKgoKCMjsjAAAAADg0F1tfcOPGDYWFhWncuHG6cOGCjh49qri4OO3cuVMdOnTQoUOHsiInAAAAADgsm4vV+++/r7t37+qzzz7Txo0bU5+MPH36dFWtWlUzZszI9JAAAAAA4MhsLlY7duxQ//79VapUqTSrAubJk0ddunTR8ePHMzUgAAAAADg6m4tVfHy8ChYseN9trq6uSkxMNJsJAAAAAJyKzcWqatWq+uijj+67bcuWLXr00UdNhwIAAAAAZ2LzqoD9+/dX586d9dxzzyk0NFQWi0Vbt27VzJkz9f3332vhwoVZkRMAAAAAHJbNZ6yCg4O1ZMkSeXl5aeHChTIMQ0uXLtX169c1b9481alTJytyAgAAAIDDytBzrEJCQrR69WrFxcUpOjpa+fLlk5eXl1xcbO5pAAAAAOD0MtSE5s6dq65du8rT01PFihXTsWPHVLduXS1dujST4wEAAACA47O5WC1cuFCzZs1SYGBg6lipUqX03HPPafLkyVqzZk2mBgQAAAAAR2fzpYBr167VwIED1a1bt9Qxf39/vfHGG/L19dXy5cv18ssvZ2pIAAAAAHBkNp+xunbtmqpUqXLfbVWrVtWlS5dMhwIAAAAAZ2JzsSpZsqR+/PHH+27bs2eP/P39TYcCAAAAAGdi86WAr7zyisaPH6+kpCQ1adJEfn5+unHjhr788kstX75cgwcPzoqcAAAAAOCwbC5W7dq109WrV7VkyZI0qwC6urqqU6dO6ty5cybGAwAAAADHZ3Oxio6O1uuvv64ePXro8OHDunnzpgoUKKCgoCAVKlQoKzICAAAAgEOzuVi9+OKLGjBggJ555hnVr18/KzIBAAAAgFOxefGK6OhozkwBAAAAwP+wuVh17NhR77//vnbv3q0bN25kRSYAAAAAcCo2Xwq4efNmXblyReHh4ffdbrFYdOLECdPBAAAAAMBZ2FysWrZsmRU5AAAAAMBp2Vys+vTpkxU5AAAAAMBp2Vys7tm5c6d+/PFHXb9+XQMHDlRERISqVKmiEiVKZGY+AAAAAHB4Nher2NhY9e7dWz/++KPy5cunu3fvqmvXrvr444914sQJrVy5UuXLl8+KrAAAAADgkGxeFXDKlCk6fvy4li5dqt27d8swDEnS+++/r2LFimn69OmZHhIAAAAAHJnNxerf//63Bg0apDp16shisaSOFylSRL169dKBAwcyNSAAAAAAODqbi9WtW7ceeB+Vj4+PYmJiTIcCAAAAAGdic7EqX768tmzZct9tX3/9NfdXAQAAAMh1bF68olevXurTp49u3rypJ554QhaLRfv27dOGDRu0evVqTZ48OStyAgAAAIDDsrlYNWnSRB988IEmT56snTt3SpImTpwoPz8/jR49Wk899VSmhwQAAAAAR5ah51i1aNFCLVq00Llz53Tz5k0VKFBAZcqUkYuLzVcWAgAAAIDTs6lYHT16VJcvX9YjjzyiKlWqqEyZMlmVCwAAAACchlXF6tatW+rZs6cOHz4swzBksVhUvXp1TZkyRcWLF8/qjAAAAADg0Ky6dm/atGk6ceKE+vbtq/nz52vYsGE6f/68RowYkdX5AAAAAMDhWXXGaseOHRo0aJA6deokSWrQoIGKFSumwYMHKyYmRt7e3lkaEgAAAAAcmVVnrK5fv64qVaqkGatdu7aSk5P122+/ZUkwAAAAAHAWVhWrpKQkeXh4pBnz8fGRJMXHx2d+KgAAAABwIqbXRzcMIzNyAAAAAIDTMl2sLBZLZuQAAAAAAKdl9XOsRo8erXz58qV+fe9M1YgRI5Q3b97UcYvFomXLlmViRAAAAABwbFYVq5CQEEnpL/u73ziXBgIAAADIbawqVitWrMjqHAAAAADgtEzfYwUAAAAAuR3FCgAAAABMolgBAAAAgEkUKwAAAAAwiWIFAAAAACZRrAAAAADAJIoVAAAAAJhEsQIAAAAAkyhWAAAAAGASxQoAAAAATKJYAQAAAIBJFCsAAAAAMIliBQAAAAAmUawAAAAAwCSKFQAAAACYRLECAAAAAJMoVgAAAABgEsUKAAAAAEyiWAEAAACASRQrAAAAADCJYgUAAAAAJlGsAAAAAMAkihUAAAAAmESxAgAAAACTKFYAAAAAYBLFCgAAAABMolgBAAAAgEkUKwAAAAAwiWIFAAAAACZRrAAAAADAJIoVAAAAAJhEsQIAAAAAk5yiWN28eVMjR45UgwYN9Nhjj+mVV17R/v37U7dHRESoffv2ql69uho2bKhFixbZMS0AAACA3MYpitWgQYN05MgRTZkyRZ988omqVKmirl276uzZs/rjjz8UHh6u0qVLa/369erbt6+mT5+u9evX2zs2AAAAgFzCzd4B/smFCxf0ww8/6OOPP9Zjjz0mSRo+fLi+/fZbbd26VZ6envLw8NDo0aPl5uamsmXL6sKFC1qwYIHCwsLsnB4AAABAbuDwxapQoUKaP3++Hn300dQxi8UiwzAUHR2tY8eOKSQkRG5u//0oderU0bx58xQVFSU/Pz+bj2kYhmJiYjIlf2ayWCzy8vKydwynFRsbK8Mw7B3DKTDXzGGuWY+5Zg5zzXrMNXOYa9ZjrpnjaHPNMAxZLBar9nX4YlWgQAGFhoamGfv3v/+tX3/9VfXq1dPUqVMVGBiYZnvRokUlSVeuXMlQsUpMTFRERETGQ2cRLy8vVa5c2d4xnNb58+cVGxtr7xhOgblmDnPNesw1c5hr1mOumcNcsx5zzRxHnGseHh5W7efwxeqvDhw4oLfeekuNGzdWo0aNNGHChHQfNk+ePJKk+Pj4DB3D3d1d5cqVM501s1nblnF/AQEBDvUbEEfGXDOHuWY95po5zDXrMdfMYa5Zj7lmjqPNtTNnzli9r1MVqy+//FKDBw9WtWrVNGXKFEmSp6enEhIS0ux3r1B5e3tn6DgWiyXDr4Xj4rQ8sgtzDdmFuYbswlxDdnG0uWZLUXaKVQElaeXKlerbt68aNGigBQsWyNPTU5Lk7++vyMjINPve+7pYsWLZnhMAAABA7uMUxeqjjz7Su+++q3bt2mnatGlpLv0LCQnRgQMHlJycnDq2a9cuBQQEZOj+KgAAAACwlcMXq/Pnz2v8+PFq2rSpevbsqaioKF2/fl3Xr1/X7du3FRYWpjt37mj48OE6c+aMNmzYoGXLlqlnz572jg4AAAAgl3D4e6w+//xzJSYmavv27dq+fXuaba1atdLEiRO1cOFCjRs3Tq1atVKRIkU0dOhQtWrVyk6JAQAAAOQ2Dl+sXn31Vb366qt/u09QUJDWrFmTTYkAAAAAIC2HvxQQAAAAABwdxQoAAAAATKJYAQAAAIBJFCsAAAAAMIliBQAAAAAmUawAAAAAwCSKFQAAAACYRLECAAAAAJMoVgAAAABgEsUKAAAAAEyiWAEAAACASRQrAAAAADCJYgUAAAAAJlGsAAAAAMAkihUAAAAAmESxAgAAAACTKFYAAAAAYBLFCgAAAABMolgBAAAAgEkUKwAAAAAwiWIFAAAAACZRrAAAAADAJIoVAAAAAJhEsQIAAAAAk9zsHQAAAACAY/Bwsyi/l6ssluw9bgEvF8XFxWXvQSW5u7vL1dU1U96LYgUAAADkchZJ9avk12Pl8svV1SXbi5Wbq4vOnz+fvQf9fwULFpS/v78sJj80xQoAAADI5epXya/HKxdSId/CcnX30J9VK/t4uLnqoSJ5s/WYhmEoJiZGkZGRkqTixYubej+KFQAAAJCL5XGz6LFy+VXIt7A8vPLbJYObu6s8PT2z/bheXl6SpMjISBUtWtTUZYEsXgEAAADkYvm8XOXq6vL/Z6pyH29vb0lSYmKiqfehWAEAAAC5mMWi/7+nKptvrHIQZu+tuodLAQEAAADcl5urRa4uWX8uxt3N+c/3UKwAAAAApOPmalHJYvnl5mqf0pOSYsjFxXnOolGsAAAAAKTj6uIiN1cXTVp1QJeu3c7WYz9cLL8Gt6uZodempKRo1qxZWrdunW7duqWaNWtq1KhRKlWqVCanTItiBQAAAOCBLl27rbOXo+0dw2pz5szR6tWrNWHCBBUrVkwffPCBunfvrq1bt8rDI+sW6HD+ixkBAAAAQFJCQoIWL16svn37KjQ0VBUrVtTUqVN17do1bd++PUuPTbECAAAAkCOcPHlSd+/eVZ06dVLHChQooMqVK2vfvn1ZemyKFQAAAIAc4erVq5Kk4sWLpxkvWrSofvvttyw9NsUKAAAAQI4QGxsrSenupcqTJ4/i4+Oz9NgUKwAAAAA5gqenp6Q/77X6X/Hx8fLy8srSY1OsAAAAAOQI9y4BjIyMTDMeGRkpf3//LD02xQoAAABAjlCxYkXly5dPe/bsSR27deuWTpw4oeDg4Cw9Ns+xAgAAAPBADxfL7zTH9PDwUPv27TVp0iT5+vqqRIkS+uCDD+Tv76+mTZtmcsq0KFYAAAAA0klOSVFScooGt6tpl+OnpBhycbHY/Lp+/fopKSlJb7/9tuLi4hQSEqJFixZl6cOBJYoVAAAAgPtISjZ08dptubpk/d1D7m4uKl44b5qxjJQqSXJ1ddWQIUM0ZMiQzIhmNYoVAAAAgPtKSjaUlJxs7xhOgcUrAAAAAMAkihUAAAAAmESxAgAAAACTKFYAAAAAYBLFCgAAAABMolgBAAAAgEkUKwAAAAAwiedYAQAAALgvN1dLtj0g2NlRrAAAAACk4+ZqUali+eTi6mqX4xspKbKYLHVz5szRrl27tGLFikxK9WAUKwAAAADpuLq4yMXVVZGbpikh6lK2HtvD72EVfX6AqfdYunSpZsyYoZCQkMwJ9Q8oVgAAAAAeKCHqkhKunrd3DKtdu3ZNw4cP14EDBxQQEJBtx3X+ixkBAAAA4P8dP35cPj4++vTTT1WtWrVsOy5nrAAAAADkGI0aNVKjRo2y/bicsQIAAAAAkyhWAAAAAGASxQoAAAAATKJYAQAAAIBJLF4BAAAA4IE8/B7OFcc0i2IFAAAAIJ3klBSlJCebflBvRhkpKbK4OM8FdhQrAAAAAOkkJRu6cO2OXLOh3Li7uah44bxpxjKjVE2cONH0e1iLYgUAAADgvpKSDSUlJ9s7hlNwnnNrAAAAAOCgKFYAAAAAYBLFCgAAAABMolgBAAAAuZhh/Pk/ybB3FLswjMz53BQrAAAAIBe7E5us5OQUJScm2DuKXcTExEiS3N3dTb0PqwICAAAAuVh8kqGDZ27rcQ83FfKVXN09JFmyNUOSXBUXF5etxzQMQzExMYqMjFTBggXl6upq6v0oVgAAAEAu993x25Kkx8olydXVRZbs7VVyc3VR/B3P7D3o/ytYsKD8/f1Nvw/FCgAAAMjlDEnfHr+t3T/fUX4v12wvViWL5tdb4ZWy96D68/I/s2eq7qFYAQAAAJAkJSQZirqdlO3H9cmfIk9P+5yxyiwsXgEAAAAAJuWIYpWSkqIZM2aofv36qlatmrp06aILFy7YOxYAAACAXCJHFKs5c+Zo9erVGjt2rNasWSOLxaLu3bsrISF3LhkJAAAAIHs5fbFKSEjQ4sWL1bdvX4WGhqpixYqaOnWqrl27pu3bt9s7HgAAAIBcwGJk1qOG7eTo0aN68cUX9Z///EcBAQGp46+88ooqVKig0aNH2/R+Bw8elGEYph8QllUsFoui7yQoKTnF3lGchpuri3zyeWTaU7VzC4vFojsxiUpOYa5Zy9XFRfm83ZlrNuLnmu34uZYxzDXbMdcyhrlmO0eda4mJibJYLHrsscf+cV+nXxXw6tWrkqTixYunGS9atKh+++03m9/P8v9rS1qye41JG/jk87B3BKfkyH+njiqft2P+gsHRMddsx8+1jGGu2Y65ljHMNdsx1zLG0eaaxWKxOpPTF6vY2FhJkodH2smbJ08eRUdH2/x+NWrUyJRcAAAAAHIPp7/H6t56939dqCI+Pl5eXl72iAQAAAAgl3H6YnXvEsDIyMg045GRkfL397dHJAAAAAC5jNMXq4oVKypfvnzas2dP6titW7d04sQJBQcH2zEZAAAAgNzC6e+x8vDwUPv27TVp0iT5+vqqRIkS+uCDD+Tv76+mTZvaOx4AAACAXMDpi5Uk9evXT0lJSXr77bcVFxenkJAQLVq0KN2CFgAAAACQFZz+OVYAAAAAYG9Of48VAAAAANgbxQoAAAAATKJYAQAAAIBJFCsAAAAAMIliBQAAAAAmUawAAAAAwCSKFQAAAACYRLECAAAAAJMoVsiQX375ReHh4QoKClKlSpXS/Q/ITO+9955Onz5t7xjIRRISEnTu3DklJSUpMTHR3nGQQ8XFxWnTpk2aPHmybt68qb179+rGjRv2joUciLmWPdzsHQDOadSoUbpy5YoGDx6s/Pnz2zsOcrgDBw5o6dKlqlKlisLCwtS8eXMVKFDA3rGQAxmGocmTJ2vFihVKTEzU559/rqlTpypPnjx655135O7ubu+IyCF+//13tWnTRr///rsSEhL00ksvafHixfrpp5+0fPlylS1b1t4RkUMw17KPxTAMw94h4HyCgoK0bNky1ahRw95RkEucP39emzZt0pYtWxQVFaXGjRvrhRdeUN26dWWxWOwdDznE8uXLtWDBAg0cOFDvvPOOtmzZop9++kljxozRiy++qMGDB9s7InKIwYMH686dO5o6dar+9a9/6dNPP1WBAgU0aNAgubq6av78+faOiByCuZZ9uBQQGVKoUCHlzZvX3jGQiwQEBGjgwIH6+uuvtWDBAvn6+qpv37564oknNGPGDF27ds3eEZEDrFmzRiNHjtQLL7yQWtifeeYZjRs3Ttu2bbNzOuQku3fvVr9+/eTl5ZU65uPjoyFDhujw4cP2C4Ych7mWfShWyJAOHTpoypQpun37tr2jIJc5evSovvjiC33xxReSpJCQEB04cEBPPvmkPv30Uzung7O7dOnSfe8TrVChgn7//Xc7JEJOdffu3TT/0P1fSUlJ2ZwGORlzLftwjxUyZOfOnTp8+LBq164tPz8/eXh4pNn+1Vdf2SkZcqLffvtNmzdv1ubNm3X+/HlVq1ZNffr00TPPPKN8+fJJkmbOnKnx48erZcuWdk4LZ1aiRAkdPXpUDz/8cJrxnTt3qmTJknZKhZwoJCREq1at0ttvv506lpiYqNmzZ+uxxx6zYzLkNMy17EOxQobUrl1btWvXtncM5BKNGjWSn5+fWrRooVmzZt33RtvKlSurdOnS2R8OOUrXrl01ZswYXbt2TYZhaNeuXVq9erVWrFihN998097xkIMMGzZM7dq10969e5WYmKjRo0fr3Llzun37tlauXGnveMhBmGvZh8UrADi8L7/8Ug0aNEh3ZhTICmvWrNHcuXN19epVSZKfn5+6deum8PBwOydDThMZGamPPvpIERERSklJUfny5dW2bdt0Z0wBs5hr2YNihQw7fvy4Fi1apJ9//llubm4qV66cOnXqpKCgIHtHQw5Tp04dLVq0SFWqVLF3FORwV65ckb+/v1xcXHTjxg0ZhiE/Pz8lJSXpxIkT/HwDADwQlwIiQ/bv36/w8HAFBgaqXr16Sk5O1sGDB9W2bVstW7ZMNWvWtHdE5CB+fn4slIJs0bhxY/3www/y9fWVr69v6vilS5fUoUMHHTlyxI7pkJPExsZq6dKlOnDggBITE/XX33MvX77cTsmQ0zDXsg/FChkyZcoUvfjiixo5cmSa8TFjxmjatGlasWKFnZIhJ6pXr5569uyp0NBQlSpVSnny5EmzvU+fPnZKhpxg1apVWrx4saQ/HxAcFhYmF5e0i+beunVLDz30kD3iIYcaM2aMPvvsMzVo0EBFihSxdxzkYMy17MOlgMiQatWqaePGjSpTpkya8bNnz6p169Y6dOiQnZIhJ2rUqNEDt1ksFlahhCmxsbFatGiRDMPQ7NmzFR4enu45fXnz5tWTTz6pEiVK2CklcpqaNWtq7Nixevrpp+0dBTkccy37cMYKGVKoUCFFRUWlK1ZRUVEsMIBM9/XXX9s7AnIwLy+v1LOeFotFXbt2feAzX4DM4uLiosqVK9s7BnIB5lr24QHByJAnnnhC7777rs6ePZs6dubMGY0bN05PPPGEHZMhN0lISND+/fvtHQM5SJ8+feTu7q5r167pypUrunLlii5fvqzz589r06ZN9o6HHOTJJ5/Uxo0b7R0DuQBzLftwKSAyJDo6WuHh4YqIiFD+/PllsVh069YtBQYGasmSJWlu+gbMOnHihN5++239/PPPSklJSbc9IiLCDqmQE+3atUtDhgxRVFRUum2enp5c5oxM895772nVqlUqW7asypQpk+5qjwkTJtgpGXIa5lr24VJAZIiPj48++eQTfffddzp9+rQMw0hdIdDV1dXe8ZDDTJgwQW5ubho1apTGjh2rN954Q7/++qtWrVql999/397xkINMmTJFjz76qDp06KA+ffpo0qRJunLlimbMmME/PpCpjh07pmrVqkn68xlDQFZhrmUfihUyzMXFRaGhoQoNDbV3FORwx44d07JlyxQUFKT169crMDBQbdu2lb+/v9auXcsNucg0P//8s9atW6cKFSqocuXK8vb2VocOHeTt7a1FixapSZMm9o6IHILVc5FdmGvZh2IFq1WqVEnff/+9/Pz8VLFiRVkslgfuy6VZyEwpKSmpS8QGBATo1KlTCg4OVuPGjTVv3jw7p0NO4urqqnz58kmSSpcurVOnTunxxx9XnTp19N5779k5HZzdvn37VKNGDbm5uWnfvn0P3M9isSg4ODgbkyGnYa7ZB8UKVhs/frzy588vietxkb3KlCmjffv2qWXLlipVqpR++uknSdLt27eVkJBg53TISSpWrKjt27erc+fOCggI0IEDB9SpUyddvXrV3tGQA3To0EE//PCD/Pz81KFDB1kslnQPa5X+/Mcuv6CEGcw1+6BYwWqtWrVK/bPFYtEzzzyT7gbImJgYrV27NrujIYdr3769hg8fLunP1Y2ee+45eXp66uDBg6pevbp9wyFH6d69u/r06SMPDw81b95cM2bMUI8ePfTzzz+rTp069o4HJ/fVV1+pUKFCqX8GsgpzzT5YFRBWu3HjhuLi4iRJjRs31ieffJL6/7T3REREaODAgTp69Kg9IiIH+/LLL1WwYEEFBwdr27ZtmjdvnooXL66RI0fy0FZkquPHj8vV1VUVK1bUvn37tHjxYhUvXlz9+vVTwYIF7R0PAOCgKFaw2qZNm/TGG2+knk6+3z1WhmEoNDSU+16QqTZt2vS3Z0g7d+5sn2DIcXr16qXBgwerbNmy9o6CHOjeJVnWWL58eRanQU7WsWNHq/dlrmUeLgWE1Z5//nmVKFFCKSkp6tSpk2bMmCEfH5/U7RaLRd7e3goMDLRjSuQU/3uG9M0331T58uXve4Z0ypQpFCtkmv379ytPnjz2joEc6uGHH7Z3BOQSXMlhH5yxQobs3btXjz32mNzc6ObIGpwhhT2MHz9ekZGR6t27t0qVKpXuLClgxsCBAzVixAj5+vpq3759ql69utzd3e0dC0AmoVghw06ePKlTp04pJSVF0p//yE1ISNCRI0c0fvx4O6dDTrBv377UM6QzZ8584BlS/mGCzNKoUSNduXLlgZdrsXoWzAgKCtK2bdtUsmRJVapUST/88IN8fX3tHQu5wOXLl3XkyJH7rqT7/PPPZ3+gHIpihQxZvnx5ann63yU87z0PgYfRITNxhhTZZePGjX+7/X9XRwVs9eyzz8rFxUVVqlTRxo0b9cwzzzzw0lMea4LMsn79eo0cOVLJycnptrHceuaiWCFDnnzyST399NPq3bu3nnjiCW3YsEE3b97U66+/rtatW3PPCzLdgQMHdODAASUmJqZ7FkefPn3slAoArHfixAnNmTNHt27d0t69e//2UkB+QYnM0qRJEz3++OMaNmxY6gPQkTX49S8y5MqVK2rdurU8PDxUsWJF/fTTT2rSpIneeOMNTZw4kWKFTDV//nxNmTJFPj4+yps3b5ptFouFYoVMtWPHDn344Yf6+eef5ebmpnLlyqlr165q2rSpvaPByW3dulXjxo2Tj4+PGjVqpDlz5nApILJcZGSkunTpQqnKBhQrZEjevHmVlJQkSSpdurTOnDmjJk2aqGzZsrp8+bKd0yGnWblypXr16qX+/fvbOwpyuC+//FJ9+/ZV06ZN1bx5c6WkpGjfvn3q37+/Zs6cqcaNG9s7IpzYypUr1aFDB/n4+Oi3336zdxzkEhUrVtSFCxcUEBBg7yg5HsUKGRIcHKwPP/xQI0eOVMWKFbV27Vr16NFD+/fvT3dGATArOjqam2uRLWbPnq0+ffqod+/eqWOdO3fWrFmzNHfuXIoVTClWrJjefvtt1ahRQ4ZhaOHChfL29r7vvpyJR2bp0qWLxowZo4sXL6pMmTLpVjsNCQmxU7Kch3uskCGnT59WeHi4OnfurFdeeUUtWrTQrVu3FBsbq65du2rQoEH2jogcpEuXLnrhhRf07LPP2jsKcrigoCBt2bJFpUqVSjP+yy+/6LnnntORI0fslAw5wXfffacpU6bo1q1bunLliooVKyYXF5d0+1ksFn311Vd2SIicqGLFig/cxuIVmYszVsiQ8uXL68svv1RMTIzy5s2rdevW6dNPP1Xx4sX11FNP2Tsecpinn35a77zzjo4dO3bf37ZxNguZpWjRovrll1/uW6zy589vp1TIKerXr6/69etL+vMfu1OnTpWrq6sKFSqkhx9++IHL/ANmbN++XZJ048YNFSpUSBaL5b6FHuZxxgqAw+O3bcgu06ZN06effqpRo0apZs2akv5ckXLMmDFq1KiR3n77bTsnhLMzDEOLFi3S8uXLdf369dTxwoULq3379urevTv/6EWmuDfXVqxYocjIyNRx5lrWoVjBapUqVdL3338vPz8/VaxY8W9/s8Y/dAE4o/j4eA0cOFBff/116s84wzAUGhqqadOmycvLy84J4ez69u2rb775Rs8995wef/xxFSpUSNHR0dq9e7c2b96sOnXq6MMPP7R3TOQAzLXsR7GC1TZu3KjmzZvLw8ODh2jCLq5cuaKzZ88qJCREd+/elZ+fn70jIYc6e/asTp06JcMwVKFCBZUtW9bekZADbNq0SePHj9fy5cvveyb+5MmT6tSpk4YOHaqwsDA7JEROwVyzD4oVMmT37t2qU6eOvWMgl0hISNCwYcP073//Wy4uLvr888/13nvv6fbt25o1axb3viBTpaSkaNeuXTp16pRcXFxUpUoVBQcH2zsWcoBXXnlFzZs3V/v27R+4z6pVq7Rt2zZ99NFH2ZgMOQ1zzT64sBIZ0qVLFzVq1EgzZszQr7/+au84yOHmzp2rkydPatmyZcqTJ48kqWPHjrp8+bI++OADO6dDThIZGannn39eXbt21dy5czVr1iy1b99ebdu21e3bt+0dD07uzJkzqlu37t/uU79+fZ0+fTqbEiGnYq7ZB8UKGbJjxw61adNG27dvV7NmzdS2bVutW7dOd+7csXc05EDbtm3TiBEjVLt27dSxWrVq6d1339XXX39tx2TIad555x25u7vrs88+0969e7Vv3z5t2bJFcXFxGj9+vL3jwcklJSXJ1dX1H/djdUCYxVyzD4oVMqRYsWLq0aOHtmzZog0bNqhatWqaPXu26tWrp8GDB9s7HnKYa9eu6ZFHHkk3Xrx4cd26dcsOiZBT/fjjjxozZozKlCmTOla+fHmNGjWK5wrBtHLlyunHH3/8232+++477umDacw1+6BYwbRKlSqpefPmat68uVxdXfXNN9/YOxJymLJly973PxBbt25VuXLl7JAIOVWBAgWUmJiYbtzV1VVubjz6Eea0atVKM2fO1MWLF++7/cyZM5o1a5ZeeumlbE6GnIa5Zh/8VwIZdvHiRX366afasmWLfv31V9WqVUsjR45Us2bN7B0NOUzfvn01YMAAnTp1SsnJydq4caPOnTunL774QlOnTrV3POQg/fr108iRI/XBBx+krqR18eJFjRs3Tr1797ZzOji7Nm3a6JtvvtELL7ygF154QTVq1FDBggV1584d7dmzR5988onq16/PyrowjblmH6wKiAx56aWX9NNPP+nhhx/Wc889pxdeeEEPPfSQJOnu3bvKmzevnRMip/n22281b948nThxQikpKSpfvry6d+9OkUemCg0NVVRUlJKTk5U3b165ubkpOjpahmGkuxeB5/UhI5KTkzV37lytWrVKf/zxR+p44cKF1alTJ3Xt2pWHtiJTMNeyH8UKGfLmm2+qVatWqlWrVupYRESEPv74Y23dulUHDx60YzoAyJh/ekbf/+I3vTDr/PnzunnzpgoWLKhSpUrxj1xkGeZa9uBSQGTIhAkTJEnx8fHatm2bVq9erZ9++kkuLi5q2rSpndMhJ9q5c6dOnTql+Pj4dNv69Oljh0TIiY4dO6ZOnTrdd7EUILMFBATYOwJyCeZa9uCMFTLk3LlzWr16tTZv3qzo6GhZLBaFhYXp1Vdf1cMPP2zveMhhxo4dq5UrV6pw4cLy8PBIs81isbBaGzJNzZo1tXnzZn6OAQBsRrGC1ZKSkvTFF19o9erV2rt3rzw8PBQaGqqnn35aQ4cO1aZNm1ihDVmidu3aGjRokF5++WV7R0EO9/rrr6tIkSLq06eP8uXLZ+84AAAnwqWAsFrDhg11584d1alTRxMnTlSTJk1S/+ExZMgQO6dDTubm5pbmfj4gq1y5ckXbtm3TsmXL5Ofnpzx58qTZztlRAMCDUKxgtdu3b8vPz0/+/v7Kmzev3N3d7R0JuUT79u01d+5cjR07Nt2lgEBmqlu3rurWrWvvGAAAJ8SlgLDanTt39Nlnn2n9+vU6cuSIvL291ahRIz399NPq378/lwIiy/zyyy96+eWXFRMToyJFiqRb9pqzCAAAwN4oVsiQs2fP6pNPPtGWLVv0+++/py5e0a1bN5UuXdre8ZDDtGnTRlFRUXryySfl5eWVbjurAiIzHT9+XIsWLdLPP/8sNzc3lStXTp06dVJQUJC9owEAHBjFCqYkJyfrm2++0caNG/XNN98oJSVF//rXv7Rw4UJ7R0MOEhQUpLVr16pixYr2joIcbv/+/QoPD1dgYKCCg4OVnJysgwcP6tSpU1q2bJlq1qxp74gAAAfFPVYwxdXVVY0bN1bjxo1148YNbd68WRs2bLB3LOQwJUuWVEJCgr1jIBeYMmWKXnzxRY0cOTLN+JgxYzRt2jStWLHCTskAAI6OM1YAHN6ePXv03nvvqX///goICJCbW9rfCT300EN2Soacplq1atq4caPKlCmTZvzs2bNq3bq1Dh06ZKdkAABHxxkrAA6vS5cuSk5OVs+ePdMsXGEYhiwWiyIiIuyYDjlJoUKFFBUVla5YRUVFsSIlAOBvUawAOLwlS5bYOwJyiSeeeELvvvuupk6dqrJly0qSzpw5o3HjxumJJ56wczoAgCPjUkAATiUhIYEzB8gy0dHRCg8PV0REhPLnzy+LxaLo6GhVqFBBS5Yska+vr70jAgAcFMUKgFP4+OOPtWDBAl29elWff/65Fi5cqCJFirDUOjJNbGysPD09ZRiGvvvuO50+fVpxcXGqXLmyQkND5erqau+IAAAH5mLvAADwT7Zs2aLJkyerVatWcnd3lySVLVtW8+fP14IFC+ycDjnBpk2b1LBhQx07dkwuLi4KDQ1Vt27ddOjQIQ0dOlRffPGFvSMCABwcxQqAw1u8eLGGDx+uvn37ysXlzx9bHTt21JgxY7Ru3To7p4Oz27Vrl9566y01bdpUxYsXT7Nt5MiReuqppzR48GDt37/fTgkBAM6AxSsAOLzz588rODg43XhwcLCuXr1qh0TISRYsWKD27dvrrbfeSretVKlSGjt2rAzD0IcffsjDzwEAD8QZKwAOr3Dhwjp37ly68YMHD6po0aJ2SISc5MSJE2rduvXf7vPKK6/oxIkT2ZQIAOCMKFYAHN7LL7+sMWPGpN7ncu7cOX300UcaP368wsLC7JwOzi4hIUGenp5/u4+Pj4/i4uKyKREAwBlxKSAAh9e9e3fdvn1bQ4YMUXx8vHr27Ck3Nze1adNGPXv2tHc8OLmAgAAdOnRIjzzyyAP3OXjwoEqUKJGNqQAAzobl1gE4jdjYWJ05c0aGYahMmTLKly+fvSMhB1i2bJmWL1+ujz/++L6XlkZGRqpNmzYKCwtT79697ZAQAOAMKFYAHNKVK1es3vehhx7KwiTI6ZKTk9WxY0edOnVKrVu3VvXq1VWgQAHdvHlThw8f1oYNG1SqVCmtXLnyHy8ZBADkXhQrAA6pYsWKslgsf7uPYRiyWCyKiIjIplTIqRISEjRjxgytW7dO0dHRqeOFCxdWWFiYevXqRakCAPwtihUAh7R3716r961Vq1YWJkFukpSUpIsXLyo6Olq+vr4qWbLkPxZ8AAAkihUAJ3Pz5k25uroqf/789o4CAACQiuXWATiFhQsXqkGDBnr88cdVq1YtNW3aVGvXrrV3LAAAAEkstw7ACcyfP19z5sxRhw4dVL16dRmGoQMHDmj8+PEyDEMvv/yyvSMCAIBcjksBATi80NBQDRw4UM8//3ya8U8++UTz589PfXAwAACAvXApIACHd+vWLVWrVi3deHBwsK5du2aHRAAAAGlRrAA4vCeffFIrVqxIN75161aFhobaIREAAEBaXAoIwOFNmDBBH330kcqWLauQkBC5ubnp2LFj2r9/vxo3bpxmhcAJEybYMSkAAMitKFYAHF6HDh2s3vd+Z7YAAACyGsUKAAAAAExiuXUATiE6OloXLlxQfHx8mnGLxaLg4GA7pQIAAPgTxQqAw9u0aZNGjRqlhIQE/fUku8ViUUREhJ2SAQAA/IlLAQE4vIYNG6pBgwbq3Lmz8uTJk257iRIl7JAKAADgvzhjBcDhRUdHq0uXLipdurS9owAAANwXz7EC4PCefPJJ7dy5094xAAAAHohLAQE4vN9//13NmzdXuXLlVLJkSVksljTbeXYVAACwNy4FBODwJkyYoLt37yohIUGXL1+2dxwAAIB0OGMFwOHVqFFD06ZNU2hoqL2jAAAA3Bf3WAFweHnz5tUjjzxi7xgAAAAPRLEC4PB69uypadOm6c6dO/aOAgAAcF9cCgjA4YWHh2v//v0yDEN+fn5yc0t7e+hXX31lp2QAAAB/YvEKAA6vZs2aqlmzpr1jAAAAPBBnrAAAAADAJM5YAXAKx48f16JFi/Tzzz/Lzc1N5cqVU6dOnRQUFGTvaAAAACxeAcDx7d+/X23atNGFCxdUr149hYSE6Pz582rbtq0OHDhg73gAAABcCgjA8bVt21YVK1bUyJEj04yPGTNGZ86c0YoVK+yUDAAA4E+csQLg8I4fP6727dunG2/fvr2OHTtmh0QAAABpUawAOLxChQopKioq3XhUVJQ8PDzskAgAACAtihUAh/fEE0/o3Xff1dmzZ1PHzpw5o3HjxumJJ56wYzIAAIA/cY8VAIcXHR2t8PBwRUREKH/+/LJYLIqOjlaFChW0ZMkS+fr62jsiAADI5ShWABxabGysPD09ZRiGvvvuO50+fVpxcXGqXLmyQkND5erqau+IAAAAXAoIwHFt2rRJDRs21LFjx+Ti4qLQ0FB169ZNhw4d0tChQ/XFF1/YOyIAAIAkihUAB7Vr1y699dZbatq0qYoXL55m28iRI/XUU09p8ODB2r9/v50SAgAA/BeXAgJwSF26dFG5cuX01ltvPXCf4cOH69q1a1q4cGE2JgMAAEiPM1YAHNKJEyfUunXrv93nlVde0YkTJ7IpEQAAwINRrAA4pISEBHl6ev7tPj4+PoqLi8umRAAAAA9GsQLgkAICAnTo0KG/3efgwYMqUaJENiUCAAB4MIoVAIfUsmVLzZgxQ5GRkffdHhkZqenTp+upp57K5mQAAADpsXgFAIeUnJysjh076tSpU2rdurWqV6+uAgUK6ObNmzp8+LA2bNigUqVKaeXKlf94ySAAAEBWo1gBcFgJCQmaMWOG1q1bp+jo6NTxwoULKywsTL169aJUAQAAh0CxAuDwkpKSdPHiRUVHR8vX11clS5aUxWKxdywAAIBUFCsAAAAAMInFKwAAAADAJIoVAAAAAJhEsQIAAAAAkyhWAACHwq2//yyj3yO+twCQdShWAADTKlSooJkzZ5p6j1u3bmnYsGHav39/JqXKmebOnatFixZl2+sAANahWAEAHEJERIQ2bdqklJQUe0dxaNOmTVNsbGy2vQ4AYB2KFQAAAACYRLECgByoUaNGmjVrliZMmKDatWurRo0aev3113X37l3Nnz9fDRo0UM2aNdW3b1/98ccfkqS4uDhNnjxZTz75pB599FE99thjCg8PV0REROr7vvHGG+rUqZNGjRql4OBgtWrVSklJSemOP336dFWsWFGffPJJ6tj+/fvVvn17VatWTbVq1dKwYcN048YNSdKePXvUsWNHSVLHjh3VoUMHqz9rSkqKpk+frkaNGunRRx9Vo0aNNGXKFCUmJqbuEx8fr/fff1+hoaF69NFH1aJFC3322Wdp3icxMVGTJk1SgwYNFBQUpK5du2rTpk2qUKGCLl26lPr5u3btqrVr16pJkyYKCgpSmzZtdP78ee3YsUMtWrRQtWrV9OKLL6b5vv3T55ekDRs2qHLlyjpy5IhefvllVa1aVQ0bNtSCBQtS96lQoYIkadasWal/tsZfX3f69GlVqFBBa9asSbPftWvXVKlSJW3cuFGXLl1ShQoVtG3bNr366quqVq2aQkNDNXPmzHRnFdetW6fmzZvr0UcfVcOGDTVz5sz7zgsAyMkoVgCQQy1ZskRXrlzR1KlT9eqrr2rr1q0KCwvTDz/8oHfffVd9+/bVV199pRkzZkiShg4dqk8++UQ9evTQ4sWL9cYbb+jUqVMaOHBgmkUP9u/frwsXLmjmzJnq3bu33Nzc0hx30aJFmjt3rt555x21bt1akrRv3z517txZnp6emjZtmt566y3t3btXHTt2VFxcnKpUqaKRI0dKkkaOHKlRo0ZZ/TkXLFigVatWqXfv3lq8eLFeeeUVLVy4UB9++KGkPxds6N27t1avXq3w8HDNnTtXNWrU0MCBA7Vp06bU9xk5cqSWLVum9u3ba/bs2SpcuLBGjBiR7niHDx/WihUr9MYbb2j8+PE6c+aMevTooQkTJqhnz56aMGGCfvvtNw0ePDj1Nf/0+e9JSUnRgAED9Mwzz2j+/PmqWbOmJk2apO+++06SUotQ69at05Wiv/PX15UvX17VqlXT5s2b0+y3efNmeXp6qlmzZqljo0ePVr58+TRz5kw9//zzmjNnjt5///3U7fPmzdOIESP0+OOP68MPP1S7du20YMGC1L9PAMg1DABAjvPEE08Y9evXNxITE1PHmjVrZtSoUcO4detW6ljPnj2Nli1bGvHx8UaXLl2Mbdu2pXmfxYsXG4GBgca1a9cMwzCMYcOGGYGBgcYvv/ySZr/AwEBjxowZxscff2xUqFDBWL16dZrtL7/8svHss88aSUlJqWPnzp0zKlWqZKxcudIwDMPYvXu3ERgYaOzevdumz9qlSxejc+fOacZWrFhhbNy40TAMw/j++++NwMDAdJ9t8ODBRt26dY3ExETjwoULRoUKFYzFixene+/AwEDj4sWLaT7/mTNnUvcZMWKEERgYaPz444+pY4sWLTICAwON6Ohoqz//+vXrjcDAQGPt2rWp+8THxxtVq1Y13nnnndSxe99rW/31datXrzYCAwONX3/9NXXs6aefNt58803DMAzj4sWLRmBgoNGxY8c07zN27FijSpUqRnR0tHHr1i2jWrVqxsiRI9Pss3btWiMwMNA4deqUzTkBwFlxxgoAcqigoKA0Z5OKFCmiMmXKKH/+/KljBQsW1O3bt+Xh4aFFixbpmWeeUWRkpPbt26c1a9Zox44dkpTmsjpPT0898sgj6Y63Y8cOjRkzRjVr1tTLL7+cOh4bG6sjR44oNDRUhmEoKSlJSUlJKlmypMqWLasffvjB1OesXbu2fvzxR7Vt21ZLlizR2bNn1b59ez3//POSpF27dslisSg0NDT12ElJSWrUqJGuX7+u06dPa8+ePTIMQ0899VSa93722WfTHc/Hx0dly5ZN/bpIkSKSpOrVq6eOFSxYUNKfKx3a+vlr1KiR+mcPDw/5+voqJibGzLfovpo3by4vL6/Us1ZHjx7V2bNn9cILL6TZr2XLlmm+btasmRITE3X48GEdOnRIsbGxatSoUbrvrSTTf7cA4Ezc/nkXAIAzypcvX7oxLy+vB+7/3Xffafz48Tp37pzy5s2rChUqKG/evJLSPv/Iz89PFosl3euPHz+uJ554Qjt27NDXX3+d+o/rW7duKSUlRQsWLEhzv9A9efLksfmz/a9u3bopb968Wr9+vd577z1NnDhRgYGBeuutt/T444/r5s2bMgxDjz322H1fHxkZmXqvk5+fX5pthQsXTrf//b6v0oO/t7Z+fk9PzzRfu7i4ZMnzp/Lly6ennnpKn376qfr06aONGzeqVKlSCg4OTrNf0aJF03zt6+sr6b+fS5J69Ohx32NERkZmem4AcFQUKwCAfv31V/Xu3VuNGzfWvHnzUs9IrVq1KvX+nn/y8ssva8yYMWrXrp1Gjx6tWrVqKV++fMqbN68sFos6d+6s5s2bp3vd35U9a7i4uKhdu3Zq166doqKitHPnTn344Yfq27evfvzxR+XPn1/e3t5avnz5fV9fqlSp1AU8oqKiVLx48dRtUVFRprJJyvLPb0ZYWJg2btyoo0eP6vPPP7/voiE3b95M8/W974mfn5/i4+MlSZMmTVLp0qXTvfZ+xRQAciouBQQA6NixY4qPj1fPnj3TXOZ3r1RZc8akSJEislgsGj16tG7cuKEPPvhA0p9nRipXrqxz586patWqqf8rX768Zs2apT179kiSXF1dM5S9TZs2Gjt2rKQ//7H/wgsvqF27drp9+7bu3LmjWrVqKSYmRoZhpDn+6dOnNXv2bCUlJalmzZpydXXVF198kea9//p1Rlj7+a3l4pKx/3Tf73UhISEqXbq0PvjgA/3xxx+pl0/+r6+//jrN159//rm8vLxUrVo1VatWTe7u7rp27Vqaz+bu7q7JkyenrqYIALkBZ6wAAKpSpYrc3Nz0wQcfqEuXLkpISNCGDRv0zTffSJJN9/gEBgaqU6dOWrRokZ599lmFhIRo0KBB6tGjh15//XW1bNlSycnJWrx4sY4cOaJevXpJUuq9X9988418fHxUsWJFq44XEhKixYsXq3DhwqpRo4auXbumJUuWqFatWvL19VVoaKhCQkL02muv6bXXXlPZsmV19OhRzZw5U/Xq1ZOvr698fX0VFhaWukx7xYoVtX379tR7zDJaZu6x5vNbq0CBAjp06JD27dun4ODg+16WacvrwsLCNHnyZNWtWzfN2bp7/vOf/6hw4cIKDQ3V3r17tWrVKg0cOFDe3t7y9vZWt27dNH36dN25c0e1a9fWtWvXNH36dFksFqv/DgEgJ+CMFQBApUqV0uTJk3Xt2jX16tUrdansFStWyGKxaP/+/Ta9X58+ffTQQw/p7bffVnx8vOrVq6dFixbp6tWr6tevn4YOHSpXV1ctWbIkddGH8uXL69lnn9WqVavSLFX+T/r3769XX31V69evV7du3TRx4kTVq1cvdRl5FxcXzZ8/X82bN9e8efPUtWtXrV69Wp07d9bUqVNT32fEiBFq06aNFi9erNdee01Xr15NLT3e3t42ff6/subzW+vVV1/VTz/9pO7du+u3334z/bqGDRtKUrpFK+7p37+/zp49q9dee02ff/65Ro4cmeaeqgEDBuiNN97Q9u3b1b17d33wwQeqWbOmVq5cmWahFADI6SxGVtwRCwCAE7l586a+/fZb1a9fX4UKFUodf++997RhwwabL9dzJgsWLNDChQv13XffycPDI3X80qVLaty4sSZMmPDA0gUA+C8uBQQAOKSkpKR/3MfFxcX0ZXrSnwtIjBs3TpUqVVKnTp3k7e2tgwcPasWKFXr11VdNv39WSU5O/sf73ywWy33vX9u4caNOnTqljz76SD169EhTqgAAtqNYAQAczr2zJf+kVatWmjhxounj5cmTR0uXLtW0adP0xhtvKDY2Vo888ojeeOMNtWvXzvT7Z5WmTZvq8uXLf7tPiRIl0i1AIUknT57U6tWr1aRJE3Xv3j2rIgJArsGlgAAAh5OQkKCff/75H/crVKiQHn744WxI5Jh+/vlnJSQk/O0+Hh4eqlChQjYlAoDci2IFAAAAACaxKiAAAAAAmESxAgAAAACTKFYAAAAAYBLFCgAAAABMolgBAAAAgEkUKwAAAAAwiWIFAAAAACb9HzX/93Ionz8kAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "stacked_barplot(data, \"market_segment_type\", \"booking_status\")" + "stacked_barplot(reservations_db, \"market_segment_type\", \"booking_status\")" ] }, { @@ -2382,14 +2437,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "L2AteH8ru-Lm", "metadata": { "id": "L2AteH8ru-Lm" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "stacked_barplot(data, \"repeated_guest\", \"booking_status\")" + "stacked_barplot(reservations_db, \"repeated_guest\", \"booking_status\")" ] }, { @@ -2416,14 +2482,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "j0UdS10Wvfqd", "metadata": { "id": "j0UdS10Wvfqd" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "stay_data = data[(data[\"no_of_week_nights\"] > 0) & (data[\"no_of_weekend_nights\"] > 0)]\n", + "stay_data = reservations_db[(reservations_db[\"no_of_week_nights\"] > 0) & (reservations_db[\"no_of_weekend_nights\"] > 0)]\n", "stay_data[\"total_days\"] = (stay_data[\"no_of_week_nights\"] + stay_data[\"no_of_weekend_nights\"])\n", "\n", "stacked_barplot(stay_data, \"total_days\", \"booking_status\",figsize=(15,6))" @@ -2451,15 +2528,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "atomic-locator", "metadata": { "id": "atomic-locator" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 5))\n", - "sns.lineplot(y=data[\"avg_price_per_room\"], x=data[\"arrival_month\"], ci=None)\n", + "sns.lineplot(y=reservations_db[\"avg_price_per_room\"], x=reservations_db[\"arrival_month\"], ci=None)\n", "plt.show()" ] }, @@ -2499,15 +2587,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "durable-allergy", "metadata": { "id": "durable-allergy" }, "outputs": [], "source": [ - "X = data.drop([\"booking_status\"], axis=1)\n", - "Y = data[\"booking_status\"]\n", + "X = reservations_db.drop([\"booking_status\"], axis=1)\n", + "Y = reservations_db[\"booking_status\"]\n", "\n", "X = pd.get_dummies(X, drop_first=True) # Encoding the Categorical features" ] @@ -2526,7 +2614,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "Xve9js0S5xPV", "metadata": { "id": "Xve9js0S5xPV" @@ -2539,12 +2627,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "ecological-principal", "metadata": { "id": "ecological-principal" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of Training set : (25392, 27)\n", + "Shape of test set : (10883, 27)\n", + "Percentage of classes in training set:\n", + "0 0.672377\n", + "1 0.327623\n", + "Name: booking_status, dtype: float64\n", + "Percentage of classes in test set:\n", + "0 0.672333\n", + "1 0.327667\n", + "Name: booking_status, dtype: float64\n" + ] + } + ], "source": [ "print(\"Shape of Training set : \", X_train.shape)\n", "print(\"Shape of test set : \", X_test.shape)\n", @@ -2595,7 +2700,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "sx5AmqRM3Cxy", "metadata": { "id": "sx5AmqRM3Cxy" @@ -2647,12 +2752,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "nominated-tumor", "metadata": { "id": "nominated-tumor" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Fitting logistic regression model\n", "lg=LogisticRegression()\n", @@ -2671,12 +2790,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "generous-investing", "metadata": { "id": "generous-investing" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.81 0.90 0.85 17073\n", + " 1 0.73 0.57 0.64 8319\n", + "\n", + " accuracy 0.79 25392\n", + " macro avg 0.77 0.74 0.75 25392\n", + "weighted avg 0.79 0.79 0.78 25392\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Checking the performance on the training data\n", "y_pred_train = lg.predict(X_train)\n", @@ -2711,12 +2856,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "_hbaUbSr6g6d", "metadata": { "id": "_hbaUbSr6g6d" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.81 0.90 0.85 7317\n", + " 1 0.73 0.57 0.64 3566\n", + "\n", + " accuracy 0.79 10883\n", + " macro avg 0.77 0.73 0.74 10883\n", + "weighted avg 0.78 0.79 0.78 10883\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Checking the performance on the test dataset\n", "y_pred_test = lg.predict(X_test)\n", @@ -2754,12 +2925,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "acute-newark", "metadata": { "id": "acute-newark" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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8fNe2/v7+XHLxJXz4xvuEhoQS164Nq5ev5ovPvuDqm6+htKrsGGlFRERE5GRVVNrJLyonPNiHB19azI59BUy7dRAd40MpLK7g1qcX0DLEh1cfOMUtJiQ4USo9jdgll1zC22+/zfbt20lOTubNN98kOTn5L7fv1q0bb7zxBs899xznn38+3t7e9OvXj/vvv991WNndd9+N1Wrl0UcfpbCwkKSkJF577TXatm1bo/SEhITwxhtvMGPGDC6++GLsdjvdunXj7bffxs/Pr0bpAXjooYcIDg7mzRdf5+DBg7SOjuKWe27l9HNGU1pZhkOHsImIiIjUmZ+W72HB6n307xzJu3O38PmTZ7JjXwEAD7y4mGvO6khSbDBA9UiP6eROu2jqTM4mdELFkcOyOnfufMz7y8rK2L17N23atDnqfJf6YLfbKSsrw8vL65gX9DwZSUlJTJ06lfPPP79On7chVTmqOFici7eHN4Fe1RMu2B3Vs74d6xyoP2vof8+GUlJSwtatW2nfvj0+Pj5Gx5EmQPuMnAjtN3IitN80Hf+aOJfi0j8mg7r6zA68892WGtv07xzJ0o0ZdE1swZSbB9ZbFqP2m3/qBv9LIz1Sb6xmKxH+4a6JChxOB5lF2ZTbK2np2wJfm95MRURERGorr7DMVXgSooPYkZ5fo/CcNagNSbEhbNldPYNuRKivITkbk+Z7YJ80mCOTHlQ57JRXVeJ0OsksyiHjcDaVdk1XLSIiIlIbW9NyAYgI9eHxG/vXuC8xOojLT2/PsB5RZB6svg5jXGRAg2dsbFR6GqnU1NQmfWjbsdgsHsQEtXZNc11SWcreggMcKsnTtNUiIiIix2nO4t0AFBZX4Odj457L/rhWYmxEAH7eHtjtDlL2VJejjvGhhuRsTFR6pEFZzRYi/cIJ922B1Vx9dGV+WSHpBQdUfERERESOg4e1+iN8m1bVlwUZ2iOKi0e2A2D55kwAflyxl9JyO2aziZgIjfTonB5pcCaTCX9PX/xsPmQXH6SoooQI/3DXYXAOpwOzSX1cRERE5FiCAzwB6JkcDlR/tjp7cDxbd+cS6GfD6XQSFxGAj5eVEb2isZib98xtoNIjBjKZTLT0CyP8f0Z4nE4ne/L3E+Dphxc2A9OJiIiINE6hgd7ERPgT5OfpWhfo58mTt/wxQ1v7NiF89PhoFZ7fqfSI4Uz/M298ub0Ch9NBflkh9ooq8koLyNy7mmGJA2psJyIiItJcXXFGe644o/0/bqfC8wcdQySNiqfFRpBXANbfr+NT5aji003fcu1/7uGjDV/jcDoMTigiIiLSMOwOne9cV1R6pFExmUyE+gQTGxRFhF8YXlZPLGYLxZWlbDu4S+f6iIiISLMwd8lurpj0A9m5Jbw5exMf/zeFsooqo2M1WTq8TRotm9WGv6cfU0fez6rsjTj+59yfjMPZRPqHG5hOREREmrPt6XnYrBZi6+kaOC9/uQGA+avS+XrRTgDaRgfhbbPy4Mu/AfDAlb0Z2LVVvby+u9HX5uKyfPlykpKS2LdvHwBXXHEFDzzwgMGpqsvPiPiBjGw7CICKqgrumDuJJxbN0jTXIiIiYojP52/ntukLmL9yb708f79OEQBU2f84tH/99hxX4QEoKdNF3o+XSo80OaszNgKwPnMri9KWGZxGREREmovKKjt3zlzIAy8uJv9wOQAf/JBSq+dwOJy8+MV6Xv96I5mHil3r8w6XcfO0+bz4xXrsdgdFpdWF5n+/4O3ctkWN5wrw1Uy3x0ulR5qcvq274231AuClFe/x0YavqbLrGFcRERGpX2UVdnbuK2DzrkPcfH4XAA7ml3LN4z/+5dEnB3KKuPHJea5D1PZmHeaHpWnM/nUXN0+bz3eLdwGwNjWH/TlF/LA0jZe+3MCmnYeA6hGlI/p2jOD0/nEAXH9OJ3q2b1lfP6rbaTalp6yq/C//VNgrj3/bqooa25bXYtvaSEpKYubMmQwfPpyBAweya9cuKioqePrppxk8eDDdu3fn4osvZvHixTUet2nTJq655hq6d+/OgAEDeOSRRygpKQGgsLCQSZMmMXToUDp27MjAgQOZNGkSZWVlJ5zTCGazmdfO+TcJIXEAfL31v1zz9b18tmkODodmdxMREZH6UVZuB8BqMREXGUCbVtXn8xzML+Xf7686ZvF5+LWlZBwq5s3Zm9iwI4fbpy9w3RcR6svm3bmsSclm5/581/ofl+9x3R7eM8p122QyceuFXfl2xjmcM6QtVkuz+Sh/0prNRAZXfnnnX97XPbITE4bc6lq+4ev7KLcfu7B0CEvk0RF3u5bv/flJiiqKj7lt2+BYpp524ufEfPrpp7z++uvY7Xbi4+O555572L59O08//TQREREsWLCAm2++mRdeeIFhw4axb98+rrjiCkaMGMGnn35KUVEREyZM4JFHHmH69Oncf//9ZGZmMmvWLEJDQ1m3bh0TJkwgPj6eq6666oRzGsHTauOR4Xfy445FfLxxNuVV5ewvzMRsrv6fP6+0AA+LFT+br8FJRURExF0cmT3N02bFbDYx+Yb+XDn5vwDs2l9A5qESIlvU/OyRnVviur1zX0GN+2bdMwyz2cT593/LsQaKzCY4a1A8rcP8CA7wquOfpnlpNqWnKTrnnHPo3LkzAHv27GHOnDl88cUXrnXXXHMNKSkpvPnmmwwbNozPPvuMwMBApk2bhoeHBwBTpkxhxYoVAAwcOJBevXqRnJwMQFRUFB988AGpqakG/HQnz8vqydnJp3Fa2yH8tncV/p5+rvvWZmzim60/8uDQ22jpF2ZgShEREWmKdh8o4JmP1uDtaaVHcjhDuremvKJ6pMfLVn09weAAL76YdhZOpxMv2x8fq/MKywgO8GL3gT9Kzr9vG0RybAgVVXaWbcrk/GEJ2DwsbN2dW6PwdIwPJf9wGU/830BsHhb8fWy0iwlumB/ajTWb0vPeBc/+5X1/vvbL6+c+9dfbUvPKttNHPIinlxcWi+Uft62t2NhY1+0tW7YAcOWVV9bYprKykoCA6qHV1NRUOnbs6Co8AL1796Z3794AXHbZZfz8889888037N27l23btpGenk5cXNxJ5TSal4cXp/w+sxtAhb2S9ZlbySjK5vbvHmF04nBGxA8kJqi1gSlFRESkKRk3Y6Hr9ta0XDbvOkRFZXXpOVTwx6kBnh5/fAYsKCpn4Zp9fLd4N706tKRjfKjrvqSYYMxmE5eMTOKSkUmu9clxwbRpFcDuA4UA3Hx+F+LqaRrs5qzZlB4vq2e9bOtp9ay+gOYxSs/J8vL6YxjzyDGiH374Ib6+NYdNjxzSZbVaMZmOXbScTic333wzqampjBkzhlGjRnH33Xfz8MMP13luo9ksHpyTfBoHDmexJ38fc7cvYO72BYxJGsn5Hc7A1+ZjdEQRERFphJxOJ/tzimgR5H3Ufeu25dCtXfXRI75ex/4I7elh4Y1vNgHw7a+7OLVPDBcMTyA00BvLX5x/YzKZuPS0JJ58ZyUANqvO06kP+lttIhITEwHIzs4mNjbW9eerr77iyy+/BCAhIYEtW7Zgt9tdj/vpp58YMmQIa9euZdGiRcyaNYt7772Xs88+m5iYGPbu3euW17qJD4lh6qkPcHPvsYR4BwHwbeo8bpr9ACWVpcaGExERkQbjcDjZtjfPNUrzd35elc7//ftnnv14rWvdKw+cAkD7uBAmXtuXm8/vwpO3DDrm4708rUy5eYBredyMhVxyahJjBsf/7ev26xTJbRd15crR7Y86J0jqRrMZ6WnqEhMTGT58OJMmTeKRRx6hXbt2/Pjjj7z66qs88cQTQPXha++99x6TJk3immuuIS8vj+nTpzNw4EBat26N1Wrl+++/JyQkhPz8fF555RVycnKoqDjxWeYaM6vZwoj4gQxvM4Bf96zg3XVf4Ofhg49H9bc3h8uL2Jm7h64RHf5yhExERESatq8X7eTtOZsJD/Hh1gu70iMp3HXfoYJS9mYepktiGDv35fPqfzYSFxmAxWzim6fPpqyiCh8vD95/9HT8fTywWMycObDN375ey5CaR5Tc9vTPvP7gqZjNf/1Zw2QyMapf3En9nPL3VHqakJkzZzJz5kwmTZpEQUEB0dHRPP7441xwwQUAtGzZkrfeeovp06dz3nnnERAQwOjRo7n77rvx8vJi2rRpPP/883z44YeEhYUxbNgwrr76aubPn++Woz1HmEwmhsT1ZWBML/bk73Ot31eYwZO/vECHsETu6H8dwd6BBqYUERGREzF/5V6e/WQtD17dh/6dI3lnzma8Pa2M6hdHkL8ns3+tvj5Odm4Jk15byrRbB9ExPpQDOUXcNG0+ABePbMdn87YBkJZRSKCfDbPZhI9X9XnSQf7Hf+pDRKgvD13Th68W7ODAwSImXd/vbwuPNAyVnkbqWDOqeXt78+CDD/Lggw/+5eO6d+/Ohx9+eMz7xowZw5gxY45aP2HCBAD69u1b43Xff//92sZu1CxmC/Ehf0wOceT6TFtytnP/j09ye79r6Nwy2ah4IiIiUksHcop49pPqQ9EO5peyYksmXy7YAcAHP6SQFBN81NEcYcHeTH5jGau2ZrnWpWcdrrHNjj9NLV1b/TpF0q9T5Ek9h9QtlR5ptrpGdODJkffz7NI3yC4+xOMLnyMpNJ5x/a8lzDf0n59AREREDPXLuv2u2y1DfQjwsdW4P3VvHn07RhAS4ElVlZNbL+pKeLAPWbl/XGOxVQtfHry6D79tOMDa1GyKSiu5ZGS7BvsZpGGo9EizlhAax/RRE3l77ecs2L2E1EO7uHXORC7sOJqLOx09KiYiIiKNR4vA6plug/096dMhgsoqB+PH9mRNajbzV6YD1eftzLxrWI3H3XhuZx5+dSkAXROrZ2Qb2KUVA7u0arDs0rBUeqTZ8/Lw4v/6XMHwNgN4eeV7+Nv8OCtpJAD5ZYUE2Pxc04KLiIiIMZxOJ3MW72bHvnx+XpVe474jF+/0sJoZ0j2KId2juPm8LizdlOEqNf+rW7twvp1xDvmHy/H3tR11v7gflR6R3yWHtWXmGZPILyt0zfD2S9oyFuxeyqPD7yLQSxcKExERMcqmnYd47euNx7zvWBMFeHlaGd4z+m+fszYTFEjTpq+vRf6H2WR2XdfH7rCTXXSI/YWZPL5wllvPcCciItLY5eTXvM7ekQuFAlRWORo6jjQxbjnSow+n7sHof0eL2cLA2F78uPMX9hbs554fHuf/+lxBYujfz88vIiIidWP3gQLGzVhIUkwwE6/ty5sPnUphSQX5h8vp1b4lezMLeer9VYzsHWN0VGnk3Gqkx8Ojei71kpISg5NIXTjy73jk39UI7cMSGRE/EKi+rs9D857i8YXPcrA417BMIiIizcWRc3dS9+Yx/cNVeHtZSYgKolf7lgDERATwwvgRDOyqCQjk77nVSI/FYiEoKIjs7GwAfHx8jpqbvS7Z7XbKy8tdry11w+l0UlJSQnZ2NkFBQYb/3d7ceyxjkkbyxuqP2Zy9jY1ZqRw4nEUL3xBDc4mIiLir/71w6BHnDGmLv48mHZAT41alByAiIgLAVXzqk8PhoKqqCqvVqtm96kFQUJDr39NorQMimDT8LtLy0pn260t0CEt03VdYXkSAp5+B6URERJq+otJKflu/n5KyKsKDfWrcd9agNvTu0Dg+E0jT5Halx2QyERkZSXh4OJWVlfX6WqWlpezatYuYmBi8vb3r9bWaGw8PD8NHeI4lLjiaZ8+YhNVixe6wszR9NT/tXEy3iA6c235UvY4sioiIuCun08mlE+e6lt+dNIprzurI14t2EOjnyeBurQ1MJ+7A7UrPERaLpd4/NDsc1TOFeHp64uXlVa+vJY2Hl0f1v7XZZGbx3lVszdnO1pztbMnZzgUdRpMc1tbghCIiIsaxO6onIrKYTeQVllFUWkmAr41Av2NPD71p50EmvPRbjXVmk4nzhydw/vCEes8rzYPblh6R+mYymbhv0M08u/RNlqWvYX3mFtZnbiEpNJ7rel5KXHCU0RFFREQa1NrUbB55belR62feOZRAP0+WbDiA3e5kYNdWrmvrLF5/oMa23844p0GySvOi0iNyEswmM3f2u45VMb35eddvrM3YTOqhXdz34xO8NOYJWvhosgMREWm6XvpiPd8vTePsIfEE+XnSt2MEMRF/fbHuY10kFOCTn1K5/eJuvPqfjeQWlhEy25OIUF9aBHpT9fuRM10SWvDE/w2sl59DRKVH5CSZzWb6RHWjT1Q30vLSeWft52zJ2U6A7Y/JDYorSvC1+fzNs4iIiDQuK7Zk8v3SNABm/7ILgPfmbuXRG/rRM7l6ymiHw8ma1Gxe+HwdhwrKuO2iblxzVkcq7XY++D6FxOggzh4cT99OkXh7WsktLAMgt7Cc3MLqGXBvPq8zZw2MJzxEvyel/qj0iNShuOBoHh1xN9lFB7FZq6fV3F+YyV3fTyYpNJ6Hh91hcEIREZHjs2pL1jHXx0UGUFpexcUPfnfUfcs2ZTDx2r5YzCYuGZl01P0fP34Glz78vWs5yN+T/l1aERKgc6Olfqn0iNSDcL8WQPVkF/N3LgYg9dAuPtn0LRe2O8PIaCIiIsclrlUAfTtGMLR7FIO7t8bpdLI38zChgd6s23bsS4NUVTmw/MUhbgB+PjYev6k/H3yfQu8OLbl4ZDvNfCoNQqVHpB6ZzWbGdjsfT6snX26Zy5zUeSQHx9P4JuMWERGpafSANowe0Ma1bDKZiI2sPp8nsoUfcZEBFJVUMPXWQUSE+h7383ZrF063duF1nlfk76j0iNQzs8nMOcmnMjv1JyrtlUxf9hqnhg2gPe2NjiYiIs1U5qFiVmzOZEj3KIL8PXnt6418+2v1eTv9kvyw+hXQKdH7L0dtWob48Py9wxsysshJMRsdQKQ58PLwYurI+7FZPAD4KWcJpVVlBqcSEZHmyOl0csOT83j9m01s3n2IotJK0g4Uuu5fllrExNdWcO742cxdstvApCJ1R6VHpIHEBLXmmTMmYTaZOaVFP6ym6oHW4ooSg5OJiEhzUFFpZ8e+fN7/fqtrXXlFFb5eVob2aE1YsPdRj4kK9ztqnUhTpMPbRBpQuG8oz576CPt37cPDUv2/34vL36Wg/DDX9riEtiGxBicUERF35HQ6uXDCHJzOmutH9IoBYFS/OEb1i6OkpITV6zazeJudsGA/uiSEGZBWpO5ppEekgQV4+rtuV9or2XpwB9sP7ebBn/7N55vm4PzzbyQREZGTZDKZePjavjXWdYwPPea2Pp5m7ri4C9ef06khook0CI30iBjIw+LBtFMf4IlFz5NZlMPnm79jTcYmJg2/Cy+rp9HxRETEjXRJDGPqLQNJig3Bw6rvvaV50R4vYrCWfmE8c8Ykzk4+DYvZws7cPVz39Xh+3LHI6GgiIuIG7A4nFz/4HWtTs0mKDVbhkWZJe71II2A1Wxjb9TwmDL4Vf5svlfZKTPrfU0RETkJllYMx93zDueNnU1pexRNvr2BPxmGjY4kYQoe3iTQiXSLa8+o5/+adtZ+RGBrnWu90OnXFahGRZujSiXMpKq2kZYgPndqG0i0xjKE9omr8TigsruClL9eTkVPMrgMFhAZ6MfnG/qTuyTvq+RKigxowvUjjodIj0shYzRau73mpa3lfYQYvLnuXR0fcjafVZmAyERFpSDvS8ykqrQQgK7eErNwS5q9M59d1B3jwmj5YzCYuf+R7CosrajzuUEEZ2/fmsXRjhmvdlaPbc0b/uIaML9Ko6PgZkUas0l7Jk4teYGfeHj7d9K3RcUREpAEVlVYcc31okBcOh4PKKjslZZVH3R/d0p+RfWLp3zkSgMtOS+KiU9rh56MvzqT50kiPSCPmYfGgd+uufL99AQt3L+WMxGGE+R57ilEREXEvHdqE8u2Mc1zLTqeT7en5bNmdS0lZFT5eVu74Vw9Ky6sY1TcWs7nmYdDt40IYe0YyF41o19DRRRodlR6RRu7CjqP5JW0ZRRXF3DpnIr42H67pfjGDY/voPB8RETexamsW3/22m8oqOy2CvJm/Mp0WgV68OfE0V5kxmUy0iwmmXUyw63HDekT95XNGt/TnkpZJ9Z5dpCnQ4W0ijZy/px8PDR1HbGBrAIorSnhh+Tss2L3U4GQiIlIXtu3NY/Iby1i1NYv12w8yf2U6ABVVDv67LM3YcCJuQiM9Ik1AQmgcT416iOzig3yycTY2i43hbfoDkFmUQ1peOv2iexicUkRETsTWtFzX7YtHtmPZpgz2Zh6mXUwwI/vEGphMxH2o9Ig0ESaTiZZ+YdzR/7oa63OKD/HMkte5stuFnJV0ikHpRETkRHVNDOPm8zoTHuJD7w4RXHFGe6MjibgdHd4m0sSt3L8egA2ZWwxOIiIitXXgYBHTP1hF2+ggeneIMDqOiNtS6RFp4tqFtgGguLLU4CQiInK8quwO3pmzmVuf+pk9mYeZ+s4KoyOJuDWVHpEmzs/mB8D2Q7v5JW25wWlEROSv2B1OFqxOp6ikgm8W7eTLBTuosjsB8LLpjAOR+qT/w0SauC4tk/GweFBpr2Rd5haGxPU1OpKIiFB9XZ3xs35l+758HA6na/07j5zGO9/VPCT58ZsHNHQ8kWZFIz0iTZzZbGZsl/MAWLxnBVUOu8GJRESal/kr9zLmnm9cf6a8tZyKSju3TV9A6t68GoUH4Nd1+7nh3E4AxLcK5NYLuxIe7GNEdJFmQyM9Im4gNqg1ZpOZizqeidVsMTqOiIhb2rAjh2c/WUvfjhFcOCIRgKsf+/Go7VL35GHzsPDk/w3k/hd+ZX9Oseu+G87txNmD2wK4/isi9U+lR8QNdAhvx7OjHyXcNxSoPqSi0lGFzeJhcDIRkabL6XQy8ZUlbE/Pp7S8yrV+7pI0RvWLI7KF71GPOXdoWy45NQmAAF8bz987HA+rhSq7A6tFB9iIGEWlR8RNRPiFuW5vzt7Gc8ve4vFT7q2xXkREjlZZ5eDGJ3/iYEEZ917ek59Xp9MtMYwRvaLZsOPgUds7HE7iIgNwOp10bxdGu9hgxp5+9LV1TCYTHtbq0XcVHhFjqfSIuJnSyjIeX/gcTpyM++4RHh52B0kt2mrUR0Tkd6tTsvh5VTptWwdyWr84CovLOVhQBsD0D1cDsCYlG3+fmu+bQ7q1ZvwVvVzLJpOJx27SBAQiTYFKj4ib8fbw4qbeY3ll5fsAPL7wOWwWD+4ecAM9WnU2OJ2ISMOwO5xYzCag+jC13MIyvl60k68X7XRt8+u6/WxPz2f82F7HfI4BXVoxsk9sg+QVkfql0iPihkbED6CVfzg/7fyVX/esoMJeybRfX+LGXpczsu0go+OJiNSpPRmF/LpuP8EBXtjtDl7/ZhNWi4nXHzyVFkHepGUUMm7GwqMe53TCxSPbYTab+M9TY9i6O5cO8aEUFpezblsOJpOp4X8YEakXKj0ibio5LIHksASu6XExjy98jt156YT6BOF0OvWLXETcxra9edzz3C9Hre/XKRLn7zNFV1Y5XOt7Jodz8/ldiAitOQmB1WKmc0ILAIL9vRjeM7r+QotIg1PpEXFzfjZfpp76AHO3/Uznlu1dheeZ316nQ3giQ2L74mPzNjiliMjxc/7eZsoq7Dzx9grX+p7J4axOyQYgOMCLFkFeALRpFcgX087CZjXrSx+RZkqlR6QZMJvMnJU00rWccTibZfvWsGzfGt5f9yWDY/twVfeL8PbwMjCliMjRDhWUsnnXIUrKqiivtPPGN5sAeHH8cGIiAphy8wCeen8V48f2JCaiekY1hxPX+TwAHlbNnCbS3Kn0iDRDwd6BXNBhNN9vX0BJZSk/717C9kO7ua7nv+gQ3s7oeCIiADz25jJWbsk65n1pGYXERAQQEerLs3cPc5Uck8mERYM5IvIn+upDpBnysnpySecxvHHOUwyK7QNAemEGjy6Yybtrv8DusBucUESaq5KyShwOJ06nk0Bfzxr3HTkyzWSCLgnV1yDzsJprjOqIiByLRnpEmjGrxcq4ftdwWedz+GzTHBamLcWJE7NJ34eIiDFunDqPgqIKHriyN1ee2Z7zhrUluqW/zsURkZOi0iMitPAN4Za+VzIotjedWia5PlyUVZbhafXUhw0RaRDf/babgqIKAFoEeRHsX/1HRORkqfSIiEuXiPau2x+u/w/zdi2mpW8LLup0Fj11YVMRqSdOp5Mfl+/hla82uNa1iwk2MJGIuBuVHhE5pgBPf4orSthVsZd///oSwd6BPDz0DqICI42OJiJuxOFwcs742TXWvTZhpEaYRaRO6cB9ETmmMckjmTzibk6JHwRAXmkBd//wGM/89jq/pq34h0eLiNRUUWlnx758nvloNRdOmMOva/cDYDabSI79Y1Rn8o39iWzh+1dPIyJyQjTSIyJ/qX1YIu3DEokLiuLLLXPJLytk+b61OtRNRI5bSVkllzw096j1z3++jsSYICJCfbnxvM5YLWbatAo0IKGINAe1Lj0Oh4MXXniBzz//nMLCQnr27MmkSZOIjY095vY5OTlMnTqV3377DYB+/foxYcIEIiIiTi65iDSYUYlDOS1hCFtzdpBfVkC/6B5A9fvBwdI8wn1DDU4oIo3VvBV7j1qXFBtMbEQALUN8AEiM1vk7IlK/al16XnrpJT755BOmTp1Ky5Ytefrpp7nhhhuYM2cONpvtqO3vuusu7HY7b7/9NgCTJ0/mlltu4auvvjr59CLSYEwmEx3CE2usW5OxkacWv0L7sEQu6XSWLmwq0kzZHU5y8kr4acVeNu44iM3DTESoL7dd1I2S8irXdp9MGY2vt4eBSUWkuapV6amoqOCtt95i/PjxDB06FICZM2cyePBgfvrpJ84888wa2xcWFrJy5UpefvllOnToAMCNN97ILbfcQl5eHsHB+mZHpCnbkrMDEya25mzn0QUzOTv5NMZ2Pc/oWCJSj3ak57MtPY/u7cKJbOHLis2ZPP7W8qO2y8otAeC8YQmM6huL2WxS4RERw9Sq9KSkpFBcXEy/fv1c6wICAujQoQMrV648qvR4enri4+PD119/TZ8+1Vd9/+abb4iLiyMwUMftijR1V3a7gNMShvDpxtn8tncVs1N+JL+sgJt7X4HVbDE6nojUgaLSSn5etZeflu8lLaPQtb5Phwgevq7vMQtPQlQgPZNbAuDpYcHTQ+8HImKsWpWezMxMACIja05ZGx4eTkZGxlHbe3p68sQTT/DYY4/Rq1cvTCYTYWFhfPDBB5jNJzZxnNPppKSk5IQeW9dKS0tr/FfkeLjbfhNg9uX6Lv/CAysL9y7jl7TlrNy3nkmD7yTCL8zoeG7B3fYZaRh1sd+8OzeVuUuPPicH4IrTEygpKeHq0UlsS8/n3CFtiI3wr7FNY/l9LcdP7zdyIozab5xO53FPb1+r0nPkB/nzuTuenp4UFBQcM0hqairdu3fn+uuvx263M3PmTG699VY+/vhj/Pz8avPyAFRWVrJ169ZaP64+paWlGR1BmiB322/62jrhCKnil9xVhFoD2bt7D3nWg0bHcivuts9IwziR/ebIB4lQ7zLXup4JvljMJnol+BIe5MGhzDQOZUJcEMQFeVCSt4+teXWXW4yl9xs5EUbsN8eaU+BYalV6vLy8gOpze47cBigvL8fb2/uo7b/77js++ugjFixY4Co4r7zyCsOHD+fLL7/kqquuqs3LA+Dh4UFCQkKtH1cfSktLSUtLIy4u7pg/v8ixuPN+0572DMsbSKCXP6He1efslVSWYjVbsVl0LP+Jcud9RurPie43b3y7lZ9W7OeV+4bQrp0HLSMO0rFNCD5euspFc6D3GzkRRu03O3bsOO5ta/UOduSwtuzsbGJiYlzrs7OzSU5OPmr71atX06ZNmxojOoGBgbRp0+aEm6DJZMLHx+eEHltfvL29G10mafzcdb/p5PPHe8HajE0s3L2MLTnbeXDIbbQJjjYwWdPnrvuM1K9/2m+OXDQ0NNCb+1/4lUMF1aM77/+wgweu6s3QnrU/KkOaPr3fyIlo6P3meA9tA6jViTXJycn4+fmxfPkfJy0WFhayZcsWevXqddT2kZGR7Nmzh/Lycte60tJS9u3b95fX9RER91FQdpil6aspKCvk0QXPsONQmtGRRORPVmzJ5P4XFnP9Ez+5Cg/APZf3NDCViEjdqlXpsdlsjB07lunTpzN//nxSUlK46667iIiI4NRTT8Vut5OTk0NZWfWb5rnnngvAnXfeSUpKimt7m83G+eefX+c/jIg0LsPa9GfmGZPw8fCmtLKMB+f9m7vmTuZgSa7R0USavYKiclLScvGwmDml9x+jsN0Sw3h63GA8rCc24ZCISGNU63e0cePGceGFFzJx4kQuvfRSLBYLb775JjabjYyMDAYNGsTcuXOB6lndPvroI5xOJ1dddRXXXHMNHh4efPzxxwQEBNT5DyMijU/rgAimnvoA7ULjAdh/OJO75k6mpEIzA4kYaW1qNuOf/5U5v+3mnCFtuXBEIu9OGsXjNw8gOTbE6HgiInWq1mclWiwWxo8fz/jx44+6LyoqitTU1Brr2rZtyyuvvHLiCUWkyYv0D2fKyPEs3L2Ul1a8R4h3EGn56XQIb0dpZRleVs9aHZcrIifP4az+r9lkok2rQNq00vXzRMR9aSoWEWkww9r0p3tkRwI8/V0l54ftC9mUncqEIbfpgqYiDcRud5BbWH0our5vEJHmQAfsikiDCvQKcBWe8qoKduenszErhcs/v501BzbhcDoMTiji/r5auIN3v9sCgNNpcBgRkQag0iMihvG02hgYUz3zoxMn0359kReXv2twKhH3V1hc4bp9uKTib7YUEXEPKj0iYqi+Ud25sddl9I+unh731z0ryC8rNDiViPvJP1zOC5+vY8e+fK4d05E7/9UdgPOHN44LfouI1Ced0yMihhvZdjAj2w4mZfYO8koLmLX0LSYMuRUPi4fR0USavMoqBzdOnUfGwWIAVm7J5O2HR3FK7xhO6R3zD48WEXEPKj0i0mgMbzOAr7Z8T0JonAqPyEmwO5zc9O9FBPuaSPt4X43zdq44owNms2YvEJHmRaVHRBqNf3U+m16tumA2/XHk7ZoDm1iWvoZzO4yilX9LA9OJNG5FpZV8tWA7F49sR3ZuCflFFeQX/XF/oJ+Nf982mNZhfsaFFBExiEqPiDQqCaFxrtvZRQeZseQ1Ku2VLExbyoj4gZybfBoR/uHGBRRpJBwOJ4dLKsgtLGNtag5vz9kMQHiwD6P6xXLNmUn8d+kurh7TmV4dWuFh1ZTwItJ8qfSISKMV5hvKrX2u5OONs8kqyuHnXb/x867fOCf5NDq3TKZzy2Rd1FSarc/nb+ODH1KOWp95qBiTycTp/WKIDSymfUKoCo+INHuavU1EGi2TycSAmF48f+Zj3Njrctf6b1J+ZMqiWSzYvdTAdCINw/n7CTmHCkq57emfWZ2SBcC67TmubUICPAE4f1gCY89o3/AhRUQaOY30iEiTMLLtIHq17sLiPSvZlJXC6HYj6BDeDoCKqgpsVpvBCUXqzprUbJ7/dC0HC8qOuq+wuIIqu4PrxnRi/sq9xEQGcEb/uIYPKSLShKj0iEiTEeQVwFlJp3BW0ik11j+z9A1MwLh+1+Lt4WVMOJETUFnlYOe+fPZkHuZgfilzl+xm5p1DyTxUfMzCA7D7QCHDekSREB1EQnRQwwYWEWmiVHpEpEmrqKpgZ+4eCsoKmTjvKZ489QE8NeojjZjT6WRtag6zf93J6pTso+738/Ggb8cINuw4iKeHhfyicgZ1aUVYsDedE8KwaLppEZFaU+kRkSbNZrVxa5+rePKX50kvzODm2Q8w44xHCPEOMjqayDEVFlcw6fVjn49mtZjJyi2hTatAHriydwMnExFxXyo9ItLkdYvswNC4fixKW0ZxZSnj//sEU04ZT6SmthYD7M8pYvLry8g4VEygn42CogoALjolkStHdyDA18Z5wxL4z8IdXHRKIhcMT8TXWxfjFRGpT5q9TUTcwg09L+Xs5NPwsnpyuLyIWcveotJeaXQsaWZKyiq5edp8Mg4VA7gKD8Dn87e7ppO+dkxHvp1xDleO7qDCIyLSADTSIyJuwWa1MbbreZzadhCPzJ/B4Ng+WM16i5O6l1tYxvLNmSRGBdEqzJebps0n/3A5z987nGB/TyJDfV2l55YLu1JWXkXe4XLOGRJPaKC3welFRJonfSIQEbfS0i+Mx0+5Fx8Pb124VOrFQy//xr7soqPW79qfz7Ae0Vx7dkc6tW2Bn0ZwREQaDR3eJiJuJ9yvBX6evgDsK8ygvKriHx4h8tecTifZeSWkZx3G6XT+5cU/vT09MJtN9OsUqcIjItLIaKRHRNySw+ngjrmPkl18kFEJQ7mm+8Ua+ZFa+2zeNt7/fisAQ7q3ZvzYXgzs0orbLurGC5+vY1DXVlw2Kpnolv4GJxURkb+j0iMibslsMjMopjdfbpnLD9sXUl5VwQ29LsNqthgdTRo5p9PJ9vR87nnulxrrd+0v4HBJBf4+Nkb1i2VUv1iDEoqISG2p9IiI27qo05l4Wm18tOFrFuxeQmlVGXcPuMHoWNLILdmYwbR3V9ZYN/GaPvTtFGlQIhEROVk6p0dE3JbZZObc9qM4K2kkAMvS1/D4wucoqSg1OJk0Nql7clm1NQuA/n8qN+89OkqFR0SkidNIj4i4vX91GkN6wX7WZ25lY1YKC9OWMrrdCKNjiYGcTie5hWVsT8/nzdmbyDxUQsf4UBKjgwj08+Trp8Zgseh7QRERd6HSIyJuz2a18dDQcSzes4Idh9I4I3E4AFX2KkwmExad59OsHMwv5an3V7E1LbfG+s27DuFpq94XVHhERNyL3tVFpNkYFNuHq3v8MYvblpztPPrzM1RoSmu3VlBUTk7eH4c0/rAs7ajCkxgdxMPX9cXLpu8CRUTckd7dRaTZ2piVQuqhXfx78cs8NPR2zCZ9D9TUFRZXsHX3Id75bgttWgXy67r9ACTFBjN93BAAvG1Wolv6MfHavvh52/D2tOBh1WifiIg7U+kRkWara0QHvkn5kY1ZKezOS6dtiKYgbiocjuoLhu7cX0D3dmH4eHmQd7iMKx/9r2ubfdlFrtsVlXbX7ZF9YhgzOB6bh4qOiEhzodIjIs1Wp5ZJhPoEc6gkjwk/TeP6npcyIn6gruXTiB04WMRr/9nI6pRs17pn7hxCYnQwyzZmuNZ5e1pJjA4iOS6EXsktad8mxHVfoJ9ng2YWERHjqfSISLN2ZbcLeG3lhxRXlvLG6o+ZnfIj9wy8iTbB0UZHa9bsDid5hWW0CPIGqi8MOv3DVaRnFR217drUHBKjg+nfuRX9OkcS5OfpOm9LREQEVHpEpJnrH92TxJA2vLbqQw6V5NGzdRfySgtUegyUd7iMW5/6mcMllQB8O+McMg4WuwpPSIAnl41Kpk/HCLw9ra7JB4L8NYIjIiLHptIjIs1eC98QHhx6O2VV5dgsHphNZjIPZ3O4opjE0DZGx2t2Hn5liavwAJSWV5FfVA7AzLuGkhAVZFAyERFpqjRVkYjI77ysnphNZhwOB3sK9vPQvKeosFf+8wOlzjgcTvZkHnYtjx/bE29PK2cObMO3M85R4RERkROi0iMi8icmk4lPN34LwOMLnyO76KDBiZqPCyfMcd3+9InRDOkeZWAaERFxFyo9IiJ/YjKZOCvpFMwmM6kHd3Lvf6fwa9oKnE6n0dHcSnmlnR378nlv7ha27c3D7nByap8YAIb1iMLHy8PghCIi4i50To+IyDGMiB9IXFAULy5/l/TCDJ5f/jY/7ljEJZ3PplPLJKPjNWl7Mwu545mFVNn/KJHlFXbaxQQzolc04cE+nD88wcCEIiLiblR6RET+QnxILFNPfYCPNnzNf3csIvXQLhbsXqLSc4J27Mvnla82kLon76j7RvSqni0vKTaEpNiQo+4XERE5GSo9IiJ/w2a1cXWPixndbgTfps5jRPxA1337CjMI8wnF02ozMGHT8fOq9BqF5+Hr+pIUE6yLhYqISL1T6REROQ7hfi24rue/XMtOp5NXVnyA3WlnyinjsZgtBqZrGmIj/OmZHE73pHBO7ROjc3ZERKTBqPSIiJyAtPx9bDu0C4Bb5jzEK2OmYjKZDE7VuI3qF8eofnFGxxARkWZIs7eJiJyANsHRnNt+FAB5pQU8vvA5th3cZXCqxunBl37j6sf+S0partFRRESkmVLpERE5QZd1OZd/dT4bgE3ZqUyc/zSfb5qDw+kwOFnjsHJLJrdPX8DGnQc5VFBGpV1/LyIiYgwd3iYichLO73AGHcLaMXnhTOwOO59v/o7E0DZ0i+xodDRDlFfaeeXLDcxbufeo+6LD/Q1IJCIiopEeEZGTlhzWlrfPm0H/6J7MOvMxV+Epqyqnwl5pcLr6tTezkIde/o1VW7MA8LCYWbA63XV/WLA37eNCeP/R0wny1yxtIiJiDI30iIjUAS+rJ3cNuN61nF9WyOI9K3lv3Re0D0vg1j5XEe7XwsCEdauotJIFq9J57euNAK6LiZrNJi4/PRk/bw86tW1BdEuN7oiIiPFUekRE6sHm7FQ+3vA1AFtzdjD9t1eZdtoEzKamPcBeXmln8br9PPvJ2hrrw4K8XbcvOqVdQ8cSERH5W037t6+ISCM1MKY3713wLFd0vQConuJ6dspPBqc6eWtSso8qPA9e3YeYiACDEomIiPwzjfSIiNQTi9nCmOSRrMnYyObsbXy04WsOlxdxRbcLjI5WK5VVdqwWMyaTiazcEtf6sWckc8nIJAOTiYiIHB+VHhGRenZ7v2t4dskbpBzcSVbRQaPjHLfDJRVc9vD3ruVvZ5zDoK6tGNUvFm9P/foQEZGmQ4e3iYjUsxDvICYOHUeYTwgXdBztWp9VlEOVw25gsr/20pfraxSeFr+fs9MiyFuFR0REmhz95hIRaQA2q43nRk/GZDIB1dNZP/nLC/h6+PDI8Dvxsjae6ZzveGYhu/YXuJb9fTx448GRBiYSERE5OSo9IiINxGr54y13b/5+DhbnkuHI5vqvx3NDz8sYEtfXVYqMsvtAQY3C8+kTo/Hx8jAwkYiIyMnT4W0iIgZo1yKeuwfeiJ/Nlwp7JS+ueJdpv77EvoKMBstQVl7FO3M2c9fMhRSXVl9ENSYiAD9vD3omhzN7+tkqPCIi4hY00iMiYpCerTrz6tlT+SblJ77cMpe1GZvYlJXCDb0uY1ib/nX+ek6nk/kr0/nkp9Qas7AB3Dh1Hnf8qzt9OkTw0eNnGD7iJCIiUpc00iMiYiAPiwcXdhzNkyPvp6VvC+xOBz9sX1gvr7VsUybPfbr2qMKTGB3ElJsH0KdDBIAKj4iIuB2N9IiINAJtgqOZOfpRKuwV+HhUz5TmdDprVUB2pOfz2fxtLN2YQXRLP6LC/Vm6MYOvnz4bi9lE/uEy17YPXNmbmAh/olv61/nPIiIi0tio9IiINBJWswWr2du1/NWW78k4nM0l7cf842O/+203r3y1wbWcnlVEelYRAL+s3cfwntGc3j+O4b2i8bLprV9ERJoX/eYTEWmEDpbk8sWWudgddrYd3MV5LU5x3ed0OsnKLWHukjR6JoXTtV0YCVGBNR7fIsib84a1xWwykRQbDFQftqbCIyIizZF++4mINEItfEKYNOwuZi55ncziHN4v/p7c8mBSd5exdOMfM7yFBXnTtV0YSbEhfPjYGVTZHYQEeBmYXEREpPHRRAYiIo1M6p5cfl6VTmJoPA8NvR2ryYMiCvgo5XOWbjxQY1tvT4vrdoCvTYVHRETkGDTSIyJioLKKKv6zcCerU7JI3ZPnWn/RKYk4nU5igloTSw92shxL0EEi+mzk0oSr6JnUEl9vD6wWfXclIiLyT1R6REQMUlRayd3PLiLjYPFR9+3NPOwqNPeMGsMTC9PYX5ZFx5hWjOgZ09BRRUREmjSVHhERg9jtDlfhSYgOYki31oQH+2A2Q//OrVzb+Xh4MzZqDC3jIilx/jHt9I5DaewrzKiXC5mKiIi4E5UeEZEGsCezkDmLd7N43X6uPqsDo/rFYbWYufHczgzs2uq4zsUJ8Q4iyscHqJ7B7dNNs1mfuZXs4kNc3Oms+v4RREREmiyVHhGRelJZ5WBNShZT3l5RY73DWf1fX28PxgyOP+Hnr7BXAfDF5u/ILMrhtr5XYTbpHB8REZE/029HEZF6cvkj3x9VePp2jKBfx4iTfm6TycSk4XcyLK760LbFe1bwXerPJ/28IiIi7kgjPSIidWBNSjYbduQwrGc0cZEBAJzSK5o5v+0myN+ThKggJl7bF4vZVGevaTaZuaXvlZRUlbJi3zo+WP8VbUNi6RCeWGevISIi4g5UekRETlCV3cEPS9P4bN428g6XA2DzsLhKz4WnJHLt2R3xsFr+7mlO2s29xrI5exvFFSV8k/JflR4REZE/UekREamlFZszmbtkN6tTsmus9/fxICE6yLUcGujdIHn8PH2ZecYkXlv5IZ1aJjXIa4qIiDQlKj0iIn/D4XCyaO0++neKxMuz+i0zZU9ujcJjtZiYPm4IbaOCDEoJQV4B3Df4/1zLdocdi7l+R5hERESaCpUeEZE/2bY3j0Vr9vHLuv3k/37Y2pjB8dx4bmcAhveMZn9OEYO7taZdTDDhwT5Gxj3Knvx9TP3lRfpF92Bsl/OwWvRWLyIizZt+E4qI/I87Zy5k576Co9YXFlXgdDoxmUxEt/RnwlV9DEh3fD7f9B25pfnM3fYzaw9s4q4BNxAXHGV0LBEREcNoymoRkd+tTsk6qvB0TWzBaxNGcu/YnphMdTfzWn26c8D1nNnuFHw9vMkoymbCvGl8vmkOTqfT6GgiIiKGUOkRkWZtb2YhL3+5HofDSc/kljx+U38C/Wx8MPl0vp1xDlNuHkhkC1+jY9aK1Wzhqu4X8vyZj9MxvB12h53PN3/HlV/eSWZRjtHxREREGpwObxORZsfpdLJsUyYvfbGe/KLqc3Z6tm9Jnw4RdGsXzgeTzzA4Yd3w8/Tl4WF38MG6r5izbT5+Nl+8LDajY4mIiDQ4lR4RaVZ2pOczd8luflqxt8b6AznFBiWqX2aTmSu7X0hiizZ4mK0EeQcC1cWvtLIMH1vDTKstIiJiJJUeEWk2cvJKefGLdez4/bydqHA/rj+nEyEBXrRpFWhwuvrVP7qn6/ahkjzmbvuZxXtXcn77MzgtYUiTOV9JRETkROicHhFxa69/s5Hxs34BoEWQF5eNSgbg0Rv68fL9p9AzuaXbF54/szvspB7cRV5pAW+u+YSPN35jdCQREZF6pZEeEXE7hwpKufqxH2us+2zeNi4e2Y5e7Vvy6ROj8fHyMCid8cL9WvDYKffw0YZvmJ3yI19v/S9ZRQe5qvuFhHgHGR1PRESkzmmkR0TczvdL0o5aN6JXNAAmk6lZF54jzCYz/+o0hq4RHQBYmr6acd89QkFZocHJRERE6p5Kj4i4neWbM123rzu7E7Onn02LIJ2w/2dWi5WHht7OxKHjAKiwV5J6cJfBqUREROqeSo+IuIVXvtrAU++voqy8inOHtiWyhS+XjUrm3KFtdZL+P+gS0Z6JQ8fRMbwdvVt3Bapnd6uwVxqcTEREpG7onB4RadKy80qY8tZydh8oZPSAOMoq7AztEYWnzUKHNqFGx2syukS0p1PLJEwmEwVlhWQXH2J2yk+0CY5mTNJIPCw6JFBERJoulR4RaXIO5BQx9d2VlJRVkp1X6lr//dI0/u+C6pGKQV1bGxWvyTKbqgf/D1cU88yS1zlUksfyfWtZe2AT4wf/HwGefgYnFBEROTE6vE1EmpQVWzK5adp80jIKaxSeuy/rwTdPn21gMvcRFRDJ86Mf41+dq/8+Uw/tYuK8pzhYnGtwMhERkROjkR4RadSKSirYsjuXPh0jAOiaGOa677qzOzKgSyvCg32Miue2rBYr53c4g4SQOKYsmkVmUQ63zHmI0xOHcXX3i1yjQiIiIk2BSo+INEr5h8t56JXfOJBTDDh5a+JpBAd44elhafbX2WlIXSLaM/OMSTy75A32FOwnJWeHCo+IiDQ5Kj0i0uj8unY/T32wyrUcFxnAwYJSggO8AFR4GljrgAj+PepBVuxbR1lVuWt9eVUFFrMFq9liYDoREZF/ptIjIo2C0+nkkVeXsm57jmudv4+N2y7qSv/OkZp22mBmk5l+0T1cy4v3rGDbwd3szk9nwuBb8bHpOkgiItJ46RgFEWkUTCYTQQGeAJjNJs4eHM97j45iQJdWKjyNkJfVkx92LCT14E6u/s/dbMpKNTqSiIjIX9JIj4gYorC4gg9+2IqXzUqv9uF0SQjj8lHJdG8XRu8OEfj72IyOKH+jV+uuXNntQj5Y/xUOp4PHFj7Lld0u5KykU4yOJiIichSVHhFpcAVF5Yyd9INruWWID10SwogI9SUi1NfAZFIbZyWdwog2A3hu2ZuszdjMe+u+YFN2KuP6XqPD3UREpFFR6RGRBpNXWMbjby1ne3q+a93D1/WlT4cI40LJSfGxeXPfoP/jww1fMyd1HmsObMThdLjudzgdmu1NREQMp99EItIg7A4nV07+b83Cc60KjzuwmC1c2e0CHhh8Cz1bdXaN8jidTm7/7hHWZWw2OKGIiDR3Kj0i0iAsZhMJUYGu5WfvGuq64Ki4hx6tOnP/4FtcIzs7ctPIKT7E1F9eZE7qPIPTiYhIc6bD20Sk3ny/NI3yiirOHZoAwINX9yW/qIzE6GCDk0lDaOnbgq4R7VmfuZX31n2J1Wzl9MRhRscSEZFmqNYjPQ6Hg1mzZjF48GC6du3Ktddey549e/5y+8rKSmbMmMHgwYPp1q0bY8eOZevWrScVWkQat5378nnszWW89MV63pmzhW178wAIC/ZW4WlGArz8eXDI7SSFxgPw1ppPeWfNZ1Q57AYnExGR5qbWpeell17ik08+YcqUKXz66aeYTCZuuOEGKioqjrn9o48+yhdffMHjjz/Ol19+SVBQEDfccAOHDx8+6fAi0rhs3Z3LmHu+4c6Zi1i5JQuArolhRIX7GZxMjGIymXho6O2uC5vO3b6ACT9OxeFw/MMjRURE6k6tSk9FRQVvvfUWt99+O0OHDiU5OZmZM2eSlZXFTz/9dNT26enpfPHFF0ydOpVhw4bRtm1bnnzySWw2G5s2baqzH0JEjPfdb7u574VfXcvhwd48ddtgJt/YHx8vDwOTidG8PLy4q//13N73GqxmK60DIjCbdUqpiIg0nFqd05OSkkJxcTH9+vVzrQsICKBDhw6sXLmSM888s8b2ixcvJiAggCFDhtTY/ueffz7J2CLS2Lzy1QbX7Sf+bwBdEsIMTCONjclkYnBcH7pGdqCsssy1vrC8iOyigySExhkXTkRE3F6tSk9mZiYAkZGRNdaHh4eTkZFx1PZpaWlER0fz448/8tprr5GVlUWHDh144IEHaNu27QkFdjqdlJSUnNBj61ppaWmN/4ocD3fYbxwOJ6tScpjx8XremTgcb08rM8cNwMfbSpCfJ0Cj+f/UHbjDPnOEFTN+Zh9KSkrYcnA7b6//nJySQ/Rp1ZWbe4zVNX3qkDvtN9JwtN/IiTBqv3E6nZhMpuPatlal58gPYrPZaqz39PSkoKDgqO2LiorYu3cvL730Evfddx8BAQG8/PLLXHbZZcydO5fQ0NDavDxQPTFCY5sIIS0tzegI0gQ1xf2mssrJvHUFLN9W5Fr39terGN6leirqAuDorz+krjTFfebvZJUdhConACsOrGf1gY3cEHsRgR7+BidzL+6230jD0H4jJ8KI/ebPveSv1Kr0eHl5AdXn9hy5DVBeXo63t/dR23t4eHD48GFmzpzpGtmZOXMmQ4cO5T//+Q/XX399bV7e9ZwJCQm1flx9KC0tJS0tjbi4uGP+/CLH0lT3m+3pBbz8xUaycmt+izOsbxLt4zQjW31qqvvMP2kPDHUO5N0NX7Jo7zLsOHh3/zc8PGgcrfxbGh2vyXPX/Ubql/YbORFG7Tc7duw47m1rVXqOHNaWnZ1NTEyMa312djbJyclHbR8REYHVaq1xKJuXlxfR0dHs27evNi/tYjKZ8PHxOaHH1hdvb+9Gl0kav6a03zz40m9s3HnQtXzHJd0Y2iMaD6sORWpITWmfqY1b+1/FOR1O45GfZ1BUUcwjvzzDkyPvJy44yuhobsFd9xupX9pv5EQ09H5zvIe2QS1nb0tOTsbPz4/ly5e71hUWFrJlyxZ69ep11Pa9evWiqqqKjRs3utaVlZWRnp5ObGxsbV5aRBpQld3B7gN/HLJ66WlJAESF+/HE/w1gZJ9YFR6pU1GBkTw09HYi/cLxs/kQHRj5zw8SERE5TrUa6bHZbIwdO5bp06cTEhJC69atefrpp4mIiODUU0/FbreTm5uLv78/Xl5e9OrViwEDBnD//ffz2GOPERQUxKxZs7BYLJxzzjn19TOJyElYtTWLN2dvIv9wOS/dN4LgAC/axQbz4WNnEOB7fMfNipyItiGxzBw9idySfCxmi9FxRETEjdT6q9px48Zx4YUXMnHiRC699FIsFgtvvvkmNpuNjIwMBg0axNy5c13bP//88/Tp04fbbruNCy+8kKKiIt577z1CQkLq9AcRkZNXWFzB5DeWsS+7eqKCI//19LCo8EiDMJvMtPANYc2BTby15lO+2vK90ZFERMQN1GqkB8BisTB+/HjGjx9/1H1RUVGkpqbWWOfn58ejjz7Ko48+esIhRaT+vfrVBub8ttu1/MZDp+LrrYuKijGyinL4YftCvD28OLPdKXhaVbpFROTE6aB8EeGumQtrFJ7zhyWo8IihTk0YgsVsobSyjKXpq42OIyIiTVytR3pExL3Y7Q46xIeyY1/1xAWfTBmtwiOGs5othPuEklGUzUsr3uOXtOUMjevHkLi+tZqtR0REBDTSI9JspWUUUlllByDE34uRvWOYPf1sFR5pNMb1v5a+Ud0B2JSdyosr3uX9dV8anEpERJoijfSINDO/bTjAjA9XU1nl4I2HTqVliA8XjEg0OpbIUdqGxHLPwBtJLzjAB+v/g91h57Ku57nudzgdmE367k5ERP6ZSo9IM/LMR6tZsPqPCwP/Z+EObj6/i4GJRP5ZdGArJgy5lSp7Fdbfp7Kuslfx8M/TObPdCAbF9jE4oYiINHYqPSLNgN3h5MdlaTUKz8w7h5IQHWRcKJFaslr++JX1654V7Mzdw6xlb+Pj4U2PVp0NTCYiIo2djgsQcXO7DxRw7vjZvPTlBgD8fWx8/fTZKjzSpA1t04/erbsC8O/FL7M5e5vBiUREpDFT6RFxc1HhfiTHBgNw2ahk3pp4KhazZr+Sps1sMnNH/+toGxyL0+lk8oKZrM/cYnQsERFppHR4m0gTV1RayeJ1+4kK9yOyhS9vf7uFRWv3EeTnyax7hhEc4MX4sb3Iyiuhc9sWRscVqTM2iweTRtzFpPkz2J2fzrRfXuSq7hcxKmGoprUWEZEaVHpEmri1Kdm8+MX6o9bnF5VTWFJBcIAX4SE+hIf4GJBOpH55WT2ZNPwuXlj+DqsObGD5vrX0i+5BkFeA0dFERKQRUekRaYJ2HyggLjIAk8lEcIDnUfdfOCKRzm1bENPS34B0Ig3Lx+bNXQOu5+ddSzglfqBrwoOi8mJ8bT4a9REREZUekaYk42AxXy7Yzo/L9/DYjf3p1i6cjvGhPHPnEHak59OnYwShgd5GxxRpcB4WD0YlDnUt55bk89C8pzCbzVzQ4QxGxA80MJ2IiBhNpUekidibWcitTy9wLW/dnUu3duGYTCYSo4NJjA42MJ1I47Ji/zoOleYB8MrKD9iUvY0LO46mlX9Lg5OJiIgRVHpEGrms3BJmfryGzbsOAeDtaeWBq3rTIync4GQijdfpicMYENOLD9Z9xcK0pSzes4Ll6Wu4pPPZnNZ2MF4eXkZHFBGRBqQpq0UauX+/t9JVeACe/L+BKjwixyHA049b+l7Jg0NuIzogkkpHFR+s/4oXVryLw+kwOp6IiDQglR6RRsjpdLput40KAiAhKpCv/j1GFxUVqaVukR15+vSJXNntAgBOazsEs6n61993qfNZl6Hr+4iIuDsd3ibSiDgcTrbtzeOz+ds4o38cvTtEcMM5nbjlgi6agUrkJJhNZs5KGsmZ7U7BSfWXCjnFh1i8dyUHi3O5f/AttA2J1f9nIiJuSqVHpJHYujuX+1741bW8+0Ahr7ULx+ZhMTCViHsxmUyYqC42dqeDtLx07E4HD877NyPiB3JTr8tVfERE3JBKj0gj8Na3m/nPwh2u5b4dI7jijPZ4WHUEqkh9ifAL4+lRE/lg/VesydjEz7t+o7yqnIs6naVZ3kRE3IxKj4iB7A4nL36+jp9W7AXAbDYx5eYBdG7bwuBkIs1DVGAkDwy5lf9uX8Rbaz7lt72r+G3vKu7sfz0DYnoaHU9EROqISo+IgSxmE5mHSgDo1i6MR6/vh8Wi0R2RhjYqcSiR/uFMWTQLHw9vurRMNjqSiIjUIZUekQZWUWln38EK2v++fOWZ7SkqqaRXex1OI2KkLhHt+fTil8gpycXP0xeATVkpxAfH4mPzNjidiIicDJUekQbidDp57T8bmfPbbgBGDqqeQSo5NsTIWCLyP0wmE+G+oQBU2auYs+1n1hzYyH2D/o9erbsYnE5ERE6USo9IA1i3LZuHX11aY13e4XJ8fX0NSiQi/2RH7h5Sc6onGHlq8cskhsRxSeez6RLR/h8eKSIijY1OHhCpZ1t2H6pReGJa+jHxktaEBHgZmEpE/klyWFueP+txBsT0AmB7bhpTFs3iqy3fU+WwG5xORERqQ6VHpJ4t35Tpun3f2F48fVt/rBZdB0SkKfCz+XJn/+uYNXoyFlP1r8xPNs7m7TWfGpxMRERqQ6VHpJ5dOiqJyBa+3HdFLwZ3b210HBE5ARH+4bx9/jOMjB+Eh9nKkLi+RkcSEZFa0Dk9IvXA6XS6ruruZbPy7F1D8fHyMDiViJwML6snN/a+nHPbjyLEJ9joOCIiUgsqPSJ1rKSskuc+XUurFn6cNyyBAF+bCo+IGwn308WDRUSaGpUekTq0dXcuL325nrSMQmxWMx3jQ3X9HRE39PGGb1i8ZwU9W3Xh2p6XGB1HRET+gUqPSB1ZsuEAT72/CrvDSZC/JxOv6UOSrsEj4pbKq8rJKcnlhx0L2ZC1lcu7nkfv1l2NjiUiIn9BExmInKSKSjtfL9rJ0x9UF562UYHMunuYCo+IG7u0y7kMiO4JwIHDWUxf/CrL0tcYnEpERP6KSo/ISZr4yhLenL2JKruTHsnhPPl/AwnWNXhE3Jqn1cadA67nlbOnkhQajxMnzyx5nccXPktZVbnR8URE5E90eJvISTp7SDweVjNdE8O4cEQiZrOuwSPSXIR4B/HAkFt5fdVHLElfDZjwtNiMjiUiIn+i0iNygvIPlxPk78mgrq3p37kVFpUdkWbJ1+bDnQOu5/z8M7BarK7p6h0OB2azDqgQEWkM9G4scgJ+XbufKx79gbSMQgAVHhEhJqg1rfyrZ2ustFdyx/eP8tmmOQanEhERUOkRqRWn08mC1ek8++laAD6ft83gRCLSGC1LX0tWUQ5fbP6OOanzjI4jItLsqfSIHKfMQ8WcO342z3y0hopKO+3jQrjlQk1RKyJH6x/Tk16tugDw3rovmbJwlsGJRESaN5UekeNwqKCUG56ch8NZvTxmcDyP3dQfX28PY4OJSKNkNVu4d9BN9IjsBMCGrK08v+xtisqLDU4mItI8qfSIHId/v7fKdfuZO4dw47md8bJpHhAR+Wtmk5kHhtxKu9B4AH7ds4KH50+npLLU4GQiIs2PSo/Icbjx3M4E+NqYdH0/EqODjY4jIk3I46fcy8Sh44gOiOSiTmfh4+FtdCQRkWZHX1WLHENeYRkvfrGeFkHeXHpaEgnRQbw3aRQWi74nEJHaMZlMdIloz7TTJuBh+eOQ2GXpa1i2by0j2gygS0R7AxOKiLg/lR6R/2F3OPl64Q4+m7+NkrIquiS0wN+n+kKDKjwicjL+t/CsObCRZ5a8DsCSvau4tPM5nNFuOF5WT6PiiYi4NX2KE/ndqq1ZnDt+Nu98t4WSsipaBHrRu0MEDqfT6Ggi4maSWrTl6u4XER8cA8DHG79hwo/TcOr9RkSkXmikRwTYvOsQk99Y5lq++bzOnNYvFg+rxcBUIuKufG0+jG43gjMSh/Nt6k98sP4/7D+cycsr3+f6npdis2hmSBGRuqSRHhGgoKjcdXvarYM4c1C8Co+I1DuTycTZyafRuWUyAAt3L+WD9V8ZnEpExP1opEeaJafTSVpGIW1aBQIwoEsrbr2wK4O7tda1d0SkwT009HaW7F1NuG8oCaFxRscREXE7Kj3S7BSXVnLHMwvJzivhpftGEBXuD8Dp/eOMDSYizZbZZGZQbO8a6wrKCvGweGiKaxGROqDD26RZcTqdvPKfDWTlluB0ws59BUZHEhE5yjNLXueGb+7n+WVvU15VYXQcEZEmT6VHmo3dBwq44cl5LFy9D4BR/WIZ2iPK4FQiIkfrFtERgNUHNvLkLy9QVllmcCIRkaZNpUfcntPp5PulaYybsZCs3BIArjmrI/93fheDk4mIHNuI+AE8MuwOvK1ebM3ZzjtrP9d01iIiJ0GlR9xeYXEFn83b5lqeestAzh+eoIuNikij1qllMrf0vRKAn3cv4cGf/s3O3D0GpxIRaZr0qU/cXqCfJ3f+qztnDWzDf54aQ6e2LYyOJCJyXPpGdeeyLudiMVvYmbeHJxc9T16pzkUUEaktzd4mbsnpdLJg9T4Gd2uFh9VC18QwuiaGGR1LRKTWzm0/iqFx/fhyy1zOb38Gwd6BRkcSEWlyNNIjbudgfikPv7qEmR+v4YPvU4yOIyJy0oK9A7m+56WE+AQBUFpZxrNL3yTjcLaxwUREmgiVHnEruw8UcPezi1i//SA2q5mwYF3fQkTcz2eb5rBk7yru/uExlqWvMTqOiEijp9IjbqG80s6nP6Vy73O/kHe4nLjIAJ69exhnDYo3OpqISJ07I3EY7cMSsDvszFz6Brty92h2NxGRv6HSI03eoYJS7pq5kA9+SKGiykGXhBZMvXUQ0S39jY4mIlIvwv1acFf/64Hqcxgf+GkaE+c9RVFFscHJREQaJ5UeafJMJhNFJZX4+9i46bzOPH7TAPy8PYyOJSJSr4K8A7mlz5W0D0sAYHtuGnd//5iKj4jIMWj2NmmyHA4nZrOJkAAvHrqmD/4+NlqF+RkdS0SkwQxr059hbfqz7eAuXl75Pjf0vBQ/m6/RsUREGh2N9EiT9NF/U7huyo9UVjkASIoNUeERkWarXYt4Zpz+MB3C2wFQYa/kqaWvsL4gRef6iIig0iNNTJXdwcyP1/Dxj6kcLChj7TZN1yoiAmA2/fErfWduGlsObueHnMVM+uUZ0vLSDUwmImI8lR5pUqa9u5KfV1X/8u7bMYJeyS0NTiQi0vhE+rekf+ueAOwtPMB9Pz7JE4tmkVdaYHAyERFjqPRIk5GyJ5flmzMBuOTUdjx0TR/MZpPBqUREGp8grwBu6nEZ50SMIDogEoD1mVu56/vJuq6PiDRLmshAmoRf1+3n2U/WAhDd0p9/nZqEyaTCIyLyd5L94jmv95nsLT7Ai8vfJav4IBazxehYIiINTiM90iRk55ZQUWknOTaYp28fjNWiXVdE5HglhyUw44xHuLn3FfSM7Oxa/0vacgNTiYg0HI30SKNVXmnH06P6G8kLRiTi5+PB4G6t8fHSNXhERGrLZvFgRPwAoPqCpqkHd/Li8nfpEtGeIK8Ag9OJiNQvfV0ujdIva/dx3ZQf2bkv37VuVL84FR4RkTpgMpl4ZeUHOHGyJ3+f0XFEROqdSo80KvmHy5n58Rqe/mA1BUUVzFm82+hIIiJuKTqwFQA/7fzV4CQiIvVPpUcalRkfrXZNSX3RKYncdlFXgxOJiLinI4e6rdi3juyigwanERGpXyo90mgsWrOPddtyALj94m5cOboDFk1YICJSL2IDo1y3b/vuYdYc2GhgGhGR+qVPlNIofPJTKtM/XA1Anw4RjOwdY3AiERH3FuITxL0Db8LHwxuAb1PnGZxIRKT+aPY2aRTCg6t/6V4wPIErRnfQRUdFRBpAn6huhPmGMjvlR5JatDU6johIvVHpkUZhRK8YYloGkBAdZHQUEZFmpU1wNHf0v861/P22BcSHxKgEiYhb0eFtYpjf1h8gO7fEtazCIyJirMPlRezM28NrKz80OoqISJ3SSI80uLKKKu5+dhHpWUX4ensw9ZaBtGkVaHQsEZFmL6+0gF/SlgPw1OJXuKjjmbQJjjY4lYjIydNIjzSovMIyLn/4e9KzigAYPSCOmJb+BqcSERGovnZPh7BEAFbtX8+Tv7xApb3S4FQiIidPpUcazO4DBdz93C9UVDkAuO2irpqWWkSkETGZTDwy7E4eHnYH3lYvCsoKGfvlHWQW5RgdTUTkpOjTpjSIZZsyuGvmIg7mlxIZ6su0Wwcxql+c0bFERORPzGYznVsmc3X3iwBwOp3sKzhgcCoRkZOjc3qkQRzML8XucNKhTQj3Xt6LsN+nqBYRkcZpePwAWvqF8eH6r/C0egLVBej77Qs4I3E4JpMuLSAiTYdKjzSIswbFE+Bro3/nVnhYNcAoItIUdAhP5IlT73ctF5Yf5p21n1NWVc657UdhNun9XESaBr1bSb0oKatkzD3fkJZR6Fo3pHuUCo+ISBO2av8GAD7ZOJsJP03jYEmuwYlERI6PPoFKnSsqqWDcjIUATH5jGU6n09hAIiJSJ4bHD+D8DmcAsDsvnVu/ncjjC59jV+4eg5OJiPw9lR6pUxt3HOSmafPJ+v2io8N6ROm4bxERN2E2mflX57N5dPhdxAVF4cTJxqwUJi98lrLKMqPjiYj8JZ3TI3Vm/bYcHntrORWVdgCm3DyArolhBqcSEZG61iG8HU+NeoiduXuYOO8prGYr+WWFRHh4GR1NROSYVHqkTmzZfchVeLolhjHh6t74eHkYHUtEROpR25BYPr74RddySUUpPjbNzikijY8Ob5M68cva/VRU2mkfF8Ij1/dV4RERaWYq7ZVc9814Xl35IWVV5UbHERGpQSM9UieuO7sjft4enDO0LR5Wi9FxRESkgeWVFWJ32Jm/azEpB3dw/+BbiPDTIc4i0jhopEdOWHZeCQcOFlFeacfDamHsGe3x97EZHUtERAwQ7hvKHf2vxdvDi/2Fmdw591Hu+n4yG7NSjI4mIqLSI7XndDp59pM1XDflJ+6euYjdBwqMjiQiIo3AwJjePD1qIp1bJuFwOthfmMnjC59j4e6lRkcTkWZOpUdqpaSskukfrmb+ynQAisuqiIsMMDiViIg0FuG+oTw87E7u7H8dABazhaiASINTiUhzp3N65Lit25bNw6/+8W1d57YtePym/lgs6s4iIlLTgJhe9GrVhT0F+0kIjQOgvKqC77cv4LS2QzTLm4g0KJUeOS6rtmYx+Y1lAAT42nj42r4kx4UYnEpERBozm9VGYmgb1/K3qfP4bNO3/LB9IXcNuJ52ofG6gLWINAiVHjkuq7dmuW6/fP8pBPhqwgIREamdmMBWBHj6kVuaz8Pzp5PUoi23972acL8WRkcTETen0iN/qbLKQcbBImIiArj+3M5EtfRnVL9YrDqcTURETkCfqG7Eh8Tw1prPWLV/PakHd3LPf6dwUcczOSV+IL42H6MjioibqvWnV4fDwaxZsxg8eDBdu3bl2muvZc+ePcf12G+//ZakpCT27dtX66DSsCqr7Jx//7fc+vQCvlu8C4vZxJkD26jwiIjISWnhE8J9g25m1ujJtA9LpLyqnA/Wf8XS9DVGRxMRN1brT7AvvfQSn3zyCVOmTOHTTz/FZDJxww03UFFR8beP279/P5MnTz7hoNJwnE4nT7y9wrVstaroiIhI3YrwD2fS8Du5ufdY2oXGMyiml9GRRMSN1erTbEVFBW+99Ra33347Q4cOJTk5mZkzZ5KVlcVPP/30l49zOByMHz+ejh07nnRgqV8Oh5M3vtnE6pRsAOIiAxjVL87YUCIi4pbMJjMj4gcyZeR4vDy8AFiXsYUpC2exIXMrTqfT4IQi4i5qVXpSUlIoLi6mX79+rnUBAQF06NCBlStX/uXjXnnlFSorK7nppptOPKnUu0MFpdz/wq/M/nUXAGcObMOse4YZG0pERJqVJXtXsSFrK1MWzeL5ZW+r+IhInajVRAaZmZkAREbWvMhYeHg4GRkZx3zMhg0beOutt/jiiy/Iyso65jbSOLz17WZS9uRh87Bw83mdObVvrNGRRESkmTm3wygcTge/7FnO4r0ryS8r5JHhdxodS0SauFqVntLSUgBstprTFXt6elJQUHDU9iUlJdx7773ce++9xMXF1UnpcTqdlJSUnPTz1IUjfx9H/tvUnT80ltQ9uYy/rBvRLf0azd+zu3G3/Ubqn/YZORFNdb8JsvhzbZeLifBpwWdbv2NTdipztsxjRNwAo6M1C011vxFjGbXfOJ3O477WV61Kj5dX9fG2FRUVrtsA5eXleHsffWXlKVOmEBcXx7/+9a/avMzfqqysZOvWrXX2fHUhLS3N6AgnLHV/Ke1aebl2mBtPC6EoN52tuQYHawaa8n4jxtA+Iyeiqe43bYjE3+rL4api3tv4JZv2buXUMBWfhtJU9xsxlhH7zZ8HY/5KrUrPkcPasrOziYmJca3Pzs4mOTn5qO2//PJLbDYb3bt3B8ButwNw1llncfbZZ/PYY4/V5uUB8PDwICEhodaPqw+lpaWkpaURFxd3zNLX2H25YBefLdrHvZd2pXf7cKPjNBtNfb+Rhqd9Rk6EO+w3D8eM47Ffn6NDWCLXd7sUm8XD6Ehuzx32G2l4Ru03O3bsOO5ta1V6kpOT8fPzY/ny5a7SU1hYyJYtWxg7duxR2//44481ltevX8/48eN57bXXaNu2bW1e2sVkMuHj07guXubt7d3oMv0du93BZ/O389nPOwHILapqUvndRVPbb8R42mfkRDTl/SbOJ4a3zp9Bpb0Sj98Lz6asFNZmbOaSTmOwWY/vG16pvaa834hxGnq/Od5D26CWpcdmszF27FimT59OSEgIrVu35umnnyYiIoJTTz0Vu91Obm4u/v7+eHl5ERtb80T4IxMhtGrVitDQ0Nq8tNSRg/mljJuxgMMllQCMHhDHecMax8iZiIjIsRwpPFUOO//d8QvL961lxf71XNzxLOJDYmjl37JWH35EpPmpVekBGDduHFVVVUycOJGysjJ69+7Nm2++ic1mY9++fZxyyilMnTqV888/vz7yykk4XFLB5DeWcbikEl8vK9ef04lTesf88wNFREQaAavZQv/onmw7tIusohyeX/42AJ5WT67qdiEDY3rh7eH1D88iIs1RrUuPxWJh/PjxjB8//qj7oqKiSE1N/cvH9u3b92/vl/rjdDqZ/MYy0jIKAZh8Y3+SYkMMTiUiIlI7A2J60j2yI//Z+gPrM7eQlreP8qpyXlv1ITnFh7i0yzlGRxSRRqjWpUeaJpPJxAXDE3hnzhYevLoPsZEBRkcSERE5Id4eXlzW5Vwu63IuFfZKPt80h9/2rqJnq85GRxORRkqlx80VFJUT6OcJQL9OkXROCMPPW7PfiIiIe7BZPLi863lc1uVc17qvt/6XVfs3cEW380lqcWITJ4mIezEbHUDqz4rNmdzw5Dz2/H5Im8lkUuERERG3ZDKZXJMZHCzJZduhXTw8fzrTfn2JovJig9OJiNFUetyQ0+nkx+V7eOaj1ZSWV/Hdb7uNjiQiItJgTk8cRpugaADWHNjIuLmT+GnHr1TaKw1OJiJGUelxMyVlldw0dT7Pf7aO4rIqEqICufqsDkbHEhERaTBRAZH8e9SD3NDzMswmM0UVxby++iNunj2Bvfn7jY4nIgbQOT1uJDuvhHHTF1BcVgXA2DOSuWB4IlaLuq2IiDQ/pyYMpkerTizYvYR5OxdTbq+glX9Lo2OJiAFUetxEeaWde579xVV4JlzVmwFdWhmcSkRExFihPsFc2PFMzmt/OhlF2Vgt1R99SipKeWPNJ4xKGKLJDkSaAQ0BuAlPDwun948jOTaY1x8cqcIjIiLyPyxmC1EBka7lb1J+ZPGeFTy6YCb7CjMMTCYiDUGlpwk7kFPE/pwi1/KFpyTy5C2DiAj1NTCViIhI4zcgpidBXgHYHXbu/v4x1hzYZHQkEalHKj1NkNPp5OdVe7nr2UU8/uYyikqrZ6Px9LDgYdU/qYiIyD+JDYri/sG3uJan/foib6/5zMBEIlKf9Am5iTmYX8rUd1cy8+O1lJRVEeDrSXlFldGxREREmpy2IbE8ddpD9IvqAcD32xdwuLzoHx4lIk2RSk8TsnRjBtc8/iNLN2ZgNpsYe3oyU28ZSGigt9HRREREmqS44CjuHngDHpbqi3fnFB8yOJGI1AfN3tYE2O0OXv3PRr5fmgZAyxAf7r28J8lxIcYGExERcRPTTn2AAE8/Ajz9jY4iIvVApacJMJtN5BeVA3DesASuOKO9zt0RERGpQ9GB1bOe5pcWYDZbCPD0MziRiNQllZ5GrLLKjofVgslk4tYLuzJ6QBzd2oUbHUtERMRtLUlfzccbZ3Np57MZ3W6E0XFEpI5ouKARyjtcxpPvrGDK2ytc6wL9PFV4RERE6tn+wkzKq8p5Z+3n7CvQ9XtE3IVKTyOzJ7OQ65+Yx9KNGaxJyWZPZqHRkURERJqN63r+y3U7tzTfuCAiUqdUehqRVVuzuOe5X6iotAMw866hxEYEGJxKRESk+TCbzCSFxgPw9db/4nQ6DU4kInVBpacRqLI7+OD7rUx+YxnlFXa6JLTgvUdHkRAVZHQ0ERGRZuf0dsMA2JSdyrjvHiGrKMfYQCJy0lR6GoHnP1vHp/O2ATCqXyyP3tCfYH8vg1OJiIg0TwNjetM3qjsA5fYK1mduMTiRiJwszd7WCJw7tC1rUrO55qwOjOgVY3QcERGRZu+egTeyJ38fUQGRWMwWo+OIyEnSSI8BnE4nezL+mKCgTatA3njoVBUeERGRRiQ2KMpVeCrtlXy26VuKyosNTiUiJ0Klp4E5nU7e/34rd85cyIYdfxwj7Omhb5FEREQaq/fWfckXm+dy9w+PsWr/BqPjiEgtqfQ0oMoqOzM+XMPn87dTZXeSlqHpqEVERJqCgTG9CPIKIL+skKcWv8zyfWuNjiQitaDS00CKSip4+NWlLFq7D4vZxLiLu3H24LZGxxIREZHjkByWwNRTHyAhJA6AGb+9xrqMzcaGEpHjptLTAHYfKODu535h865D+HhZefSGfpzaN9boWCIiIlILoT7B3Nb3Kryt1TOsPvnLC+QUHzI4lYgcD5WeepaedZi7Zi4i42AxIQGeTLt1EN3ahRsdS0RERE5Aq4AInj/zMTzMVswmMxaTzskVaQo0ZXU9i27pz+DurSktq2LcJd0J8LUZHUlEREROQoCXP+MH3cyyfWsJ8QkyOo6IHAeVnjq2P6eIz+Zt4+ozOxAcUD38fccl3bFaNKgmIiLiLrpFdqRbZEcA0vLSWX1gI6kHdzJhyG2YTCaD04nIn6n01JHMQ8V8Pn8781fuxe5wUlhcwaTr+wGo8IiIiLix/LLDfLrpWwAmzn+asV3Po31YosGpROR/6dP4SdqTXc70j9Zx49R5/Lh8D3aHkx7J4Vx9Zgejo4mIiEgD6BbZgWt7XIKH2cr2Q7uZ9PMz/LZ3pdGxROR/aKTnBFXZHbzwxSZ+Xf/HBUZ7JIdz8Snt6BgfamAyERERaWinJw6jR6vOvLryfTZmpfLV5u8ZEN1Lh7qJNBIa6TlBZRV2fLyseFhMjOjZmhfHD2fyDf1VeERERJqpcN9Qbu97DQDphRn8e/HLOJwOg1OJCGik54T5eXtw7VnJ9Iy107VzB3x8fIyOJCIiIgYL8g7k6u4X8d66L2nhE4zZpO+XRRoDlZ6TZLPqzUxERET+MLrdCDqEtSPIO8DoKCLyO31iFxEREaljccFRBHlVl55XV37IxZ/+H2+t+RSn02lwMpHmSaVHREREpB6VVpUB8MP2hdzzw+Nsyd5ucCKR5kelR0RERKQeXd39IgbG9MJiMrOvMINHFzzDtF9eJLv4kNHRRJoNlR4RERGRehTkFcAd/a/jtXP+zcj4QVhMZtZkbOLh+U9TWllmdDyRZkGlR0RERKQB+Hv6cWPvy5lx+sP4e/phNVtJLzhgdCyRZkGzt4mIiIg0oFYBEbx57tNGxxBpVjTSIyIiImKQKofd6AgizYJKj4iIiIgBSivL+L/ZE3hrzaeUVJQaHUfEran0iIiIiBjgt70rKSg/zA/bF3L1f+6mpFLFR6S+qPSIiIiIGGBk28GM7XqeazklZ4eBaUTcm0qPiIiIiEHOTj6NQbF9AJj260tsykoxOJGIe1LpERERETFQt4gOrtuPLXyOzzfNMTCNiHvSlNUiIiIiBhoS15dW/i35efcS9hdmMDx+gNGRRNyOSo+IiIiIwRJC40gIjcPusGMxWwAoLC9i5pLXeWjI7Vgt+sgmcjJ0eJuIiIhII3Gk8JRVlrFw91I2Z2/j/fVfGZxKpOlT6RERERFpZLw8vPD18Abg++0L+HLzXBwOh8GpRJoulR4RERGRRuiUtoPoH90TgE83fcs9/32c9IIDBqcSaZpUekREREQaqSu6nc8p8YPwtfmwvzCT+3+cSlFFsdGxRJoclR4RERGRRqqFTwg39b6cJ0beB0CVo4pV+zcYnEqk6dFUICIiIiKNXCv/lozrdy02iwftQtsYHUekyVHpEREREWkCBsX2dt3eV5CB3WknNijKwEQiTYcObxMRERFpYn7Zs5zx/32CdRmbjY4i0iSo9IiIiIg0IU6nk9/2rgLgyV9e4NuUeZRVlRucSqRxU+kRERERaUJMJhO39rmKMJ8QAN5f/yX/9+2DzNv5q8HJRBovlR4RERGRJqZDeCLPn/k4l3c5D2+rF8UVJby26iNeWP6O0dFEGiWVHhEREZEmyGw2c07703jj3Kc4re0QAGICWxmcSqRx0uxtIiIiIk2Yh8WD63tdSrfIjnSP7Gh0HJFGSSM9IiIiIm6gV+suWMwWACrtlQanEWlcVHpERERE3MSBwkzeWP0xUxY9j8PpMDqOSKOh0iMiIiLiJkJ9Qpi/6ze25mznjrmPkpaXbnQkkUZBpUdERETETXhabZwaPxiArKIcJvw0jffWfkFpZZnByUSMpdIjIiIi4kau7XkJj424h96tu2J3OpizbT4Pzvs3B4tzjY4mYhiVHhERERE3kxyWwPhBN3P3gBsI9Apgf2Emc7f9bHQsEcNoymoRERERN9UvugdRgZHMTf2Zy7ueZ3QcEcNopEdERETEjUUFRHJj78td01nnluYz6ecZ5JUWGJxMpOGo9IiIiIg0I7O3/sjWnB2MmzuJzKIco+OINAiVHhEREZFmZFBsHwDKq8qZ9PMMDpXkGZxIpP6p9IiIiIg0Iwmhcdza5ypMJhN5pQXc/t0jvLP2c4rKi42OJlJvVHpEREREmpmhbfoxdeT9hHgHUeWoYu62n3lrzadGxxKpNyo9IiIiIs1QfEgss858jCu6XgDAhR1HG5xIpP5oymoRERGRZspm8WBM8kjigqNoFRBBSUmJ0ZFE6oVGekRERESauc4tkwHYmbeHrzJ+Ysri56myVxmcSqTuqPSIiIiICABeVk+2F+9hR14azy59k/yyQqMjidQJlR4RERERAaC1fwR9g7oAsGL/Om785n4W71lhcCqRk6fSIyIiIiIuQ0J7cXr8UDwsHgDMWvY2v6QtNziVyMlR6RERERERF7PJzL86ns2LZ00hwi8MgM3Z23A6nQYnEzlxKj0iIiIicpQgrwAmDruDIbF9sVk8MJlMRkcSOWEqPSIiIiJyTOG+odzW72qu7n4RAE6nk2eWvE5FVYXByURqR6VHRERERP6WxWwBYPWBDSxLX8M7674wOJFI7aj0iIiIiMhx2ZS9DYAFu37TdXykSVHpEREREZHjclW3CzGbzNidDpbtW2t0HJHjptIjIiIiIsfFZDIR6hMMwKxlb7G/MNPgRCLHR6VHRERERI7b9T3/5bp99/ePkVdaYGAakeOj0iMiIiIix617ZCeeGz2Z2KAoAAI8/QxOJPLPrEYHEBEREZGmJdI/nKmnPsCW7G2umd0Aqhx2rP+zLNJYqPSIiIiISK1ZzRa6RLQH4IvN3/FtyjyqnHbuGXAj3SM76mKm0qjo8DYREREROSmdwpOxO+1U2iuZ9uuLPPDTVHbl7jE6loiLSo+IiIiInJTksLY8N3oyg2J6YzFb2J2XzoR5/+ZQSZ7R0UQAlR4RERERqQOhPsGM638tM0ZNBMDpdPLYwmexO+wGJxNR6RERERGROtQqIIKxXc8HoF9UD0zo3B4xniYyEBEREZE6dXbyqfh4eBHkFYDZrO/YxXi13gsdDgezZs1i8ODBdO3alWuvvZY9e/76RLXt27dz44030rdvX/r378+4ceM4cODASYUWERERkcZtZNvB9GrdlQp7JZlFORSUFRodSZqxWpeel156iU8++YQpU6bw6aefYjKZuOGGG6ioqDhq27y8PK655hp8fX354IMPeP3118nLy+P666+nvLy8Tn4AEREREWm8Xl/1EeO+e4SJ86eTcTjb6DjSTNWq9FRUVPDWW29x++23M3ToUJKTk5k5cyZZWVn89NNPR20/b948SktLmTZtGomJiXTq1Imnn36anTt3smbNmjr7IURERESkcWoTHA1AVlEOd8ydxDNLXqekstTgVNLc1Kr0pKSkUFxcTL9+/VzrAgIC6NChAytXrjxq+/79+/Piiy/i6el51H0FBQUnEFdEREREmpIzEodz78Cb6BbRARMmlqWv4f11XxkdS5qZWk1kkJmZCUBkZGSN9eHh4WRkZBy1fVRUFFFRUTXWvfrqq3h6etK7d+/aZgWqpz8sKSk5ocfWtdLS0hr/FTke2m+ktrTPyInQfiMnor72m04h7egU0o7F6St5Y90npOTsaDSf5+TkGfV+43Q6MZmOb3bAWpWeIz+IzWarsd7T0/O4Rm7ee+89PvroIyZMmEBoaGhtXtqlsrKSrVu3ntBj60taWprREaQJ0n4jtaV9Rk6E9hs5EfW131SVlwGQX1LQ6D7Pyckz4v3mz73kr9Sq9Hh5eQHV5/YcuQ1QXl6Ot7f3Xz7O6XTy3HPP8fLLL3PTTTdx9dVX1+Zla/Dw8CAhIeGEH1+XSktLSUtLIy4u7m9/fpH/pf1Gakv7jJwI7TdyIup7v2ldfphdpgMEegbQPrl9nT+/GMOo95sdO3Yc97a1Kj1HDmvLzs4mJibGtT47O5vk5ORjPqayspIJEyYwZ84c7rvvPq677rravORRTCYTPj4+J/Ucdc3b27vRZZLGT/uN1Jb2GTkR2m/kRNTXfuPj48Nt/a9xLVc57JRUlhLg6VfnryUNr6Hfb4730Dao5UQGycnJ+Pn5sXz5cte6wsJCtmzZQq9evY75mPvuu48ffviBGTNmnHThERERERH38V3qfO747hGWpWtWX6lftSo9NpuNsWPHMn36dObPn09KSgp33XUXERERnHrqqdjtdnJycigrqz5e86uvvmLu3Lncdddd9OnTh5ycHNefI9uIiIiISPPjcDpYkr6K4spSnlnyOr+kLf/nB4mcoFpfnHTcuHFceOGFTJw4kUsvvRSLxcKbb76JzWYjIyODQYMGMXfuXADmzJkDwFNPPcWgQYNq/DmyjYiIiIg0P2aTmcdH3Evb4FgAXlj+DpN+foYDhZkGJxN3VKtzegAsFgvjx49n/PjxR90XFRVFamqqa/mtt946uXQiIiIi4rZsVhsTht7Gff99gtzSfLbmbOfO7ydzesIwru15idHxxI3UeqRHRERERKSuBHj68crZU3nqtAdJatEWgHJ7hcGpxN3UeqRHRERERKSuxQVH89iIe9h2aBe+tj9mACuuKKmxLHIiNNIjIiIiIo2CyWQiqUVbogKqL5NyqCSPm2dPYPWBjQYnk6ZOpUdERP6/vTuPq7JM+D/+PSyHRRQUFxTcfdBIZZHNBU2b0skWc+qpKbIsTdMpd6unyS36+SsxHTPGrLSxxifLpbQcM9PJpdzHqXR0MFMBWVQQROSw3b8/HM4vQsujwn04fN6vl68XXFyH8z10hffX+76vAwBO6e19/ytbeYle2Zai/7stRcfz0syOhDqK0gMAAACn9Gjk/bqpWSdJ0v5T3+n5Ta/oWO4Jk1OhLqL0AAAAwCkF+TXTzAGTNL7nCElSeUW5XvwyWedthSYnQ11D6QEAAIBT69Wmh8bEDpMklVaU6Z39K0xOhLqG3dsAAADg9BLaxupMUZ6a+PgrNjjC7DioYyg9AAAAcHrubu667+Y7qoxtP7FHIY2C1K5xa5NSoa6g9AAAAKDOyS06pyX7V8iQoRf7jVOHJm3MjgQnxj09AAAAqHMMGSqrKNOFkiKtT91sdhw4OUoPAAAA6pxA38b2y92Ky2wmp4Gzo/QAAACgTvKzNpAklVWUm5wEzo7SAwAAgDrJw+3S7en7T32njIIsk9PAmVF6AAAAUCd1adrRXnw+OviZKioqTE4EZ0XpAQAAQJ3U3K+p5gx8Qd4eXrrjv/rLzY1DW1weW1YDAACgzgpuFKRFd82Wt6eXJKmkrESSZPWwmhkLTobSAwAAgDrN1+ojSdqdfkD7M7/XeVuhhkf9t5r6NjE5GZwFpQcAAAAuwcPNQ5uP7ZAkWSwWTe49yuREcBZc+AgAAACXENWqq/29e07kpZucBs6E0gMAAACXMaB9b1lkUfaFM/rw+0/NjgMnQekBAACAy2jaoInuDRskSVp58DMVlVw0ORGcAaUHAAAALuXBbnfLz9pAkrT31Lcmp4EzYCMDAAAAuJw+bWN0tihPjbwamh0FToDSAwAAAJfzeNQDZkeAE6H0AAAAwGUdz0vX4TNHFeTXXBEtw8yOA5NwTw8AAABc1sGcI1qyf4W+Ov6N2VFgIkoPAAAAXJab5dLh7p6Mfyq36Jy5YWAaSg8AAABcltXdU5JUUl6qSRtmqcBWaHIimIHSAwAAAJcVGxKhAR16S5IulF7U0bM/mpwIZqD0AAAAwGU19PLT6JhE9WoTLUlKL8gyORHMQOkBAACAy2sXECIPNw/1axdndhSYgC2rAQAA4PJu65ggiyzy924kSTpzIVfpBVlsY11PcKYHAAAALq+B1Vf33HS7JKm4zKad6f/Q6zuXqMKoMDkZagOlBwAAAPVKhVGhFd+v0/mSC/qfL15R1vkcsyOhhlF6AAAAUK/4evro0YjfSZKO5Z3U+tQtJidCTaP0AAAAoN75TccE3X/zYEnShtS/6/PUr0xOhJpE6QEAAEC9FBsSIS93qyTpnf0faN3hTSYnQk2h9AAAAKBeahsQosX3vKKEtrFq37i1LBaL2ZFQQ9iyGgAAAPWWj6e3no4fbnYM1DDO9AAAAAD/kVGQpbWHvzA7Bm4wzvQAAAAAklLP/qj3DqzS4TM/KC3/lGKCwxUd3F1uFs4T1HWUHgAAAEBSE58AnSnKkyR9dXynvjq+Uw08fRQTEqHbO/ZVp8B25gbENaO2AgAAAJICfRvr9cGzNLn3KPVtGydJulB6UX//8RstO7DS5HS4HpzpAQAAAP7D3c1dsSERig2J0H0336HPj27V12l71aFxG7Oj4TpQegAAAIDLCGrYXI9G3qdHI++TJJWVl0kWizzc3E1OBkdxeRsAAABwFfac+qfGrZ+u3ekHzI4CB1F6AAAAgF9hGIa2n9ij0xfOKnnHmzqel252JDiA0gMAAAD8CovFoge63mX//P9sfV1f/rBdhmGYmApXi9IDAAAAXIU2AcEaG/uoJOlccYHe3PtXfX70K5NT4WpQegAAAICr1K99vBbemaR+7eIlSV/+sN3kRLgalB4AAADAAc0bBOq3/3WLGnr5ydvT2+w4uApsWQ0AAAA4qEOTtnpnyByzY+AqcaYHAAAAuA7lFeWylZWYHQO/gDM9AAAAwDU6eS5Daw9/oeJymyb1elIWi8XsSLgMzvQAAAAA1+jsxTxtPbFLu9MP6I9fzlHm+RyzI+EyKD0AAADANYps2dW+k1vq2R81bv10fZ99xORU+DlKDwAAAHAdRsckaljE7+Tr6SNJmvX3+UrLP2VyKvwUpQcAAAC4Du5u7rqz8280Z+AL9rE/bmJnN2fCRgYAAADADdCsQaBG9Pi9MgqyFNWqq9lx8BOUHgAAAOAGub1TX7Mj4DK4vA0AAACoAZt+2KZXty9Sga3Q7Cj1HqUHAAAAuMFOnsvQ4r3LtTfjn5r0t1k6eS7D7Ej1GqUHAAAAuMHaBARreOR/S5Lybec1Z8ebKi0vNTlV/UXpAQAAAGrAb0P7a9ot4yRJ2YWnNWz1BJ2+cNbkVPUTpQcAAACoIV1bdFFi+FBJUnlFueZ//bbJieonSg8AAABQg+7ucpte6Pe0rO6e6hHc3T5eVlEuwzBMTFZ/sGU1AAAAUMPCg8I0/7cz5OvpYx9be3ijzhblaWT0QyYmqx840wMAAADUgqYNmsjXeqn0/JB7QmsObdAXP2zTmaJck5O5PkoPAAAAUMu8PbxkKy+RJI1Z94LWHt5ociLXRukBAAAAallwoyD9sd8z9s/f/+capednmpjItVF6AAAAABN0D7pJ7977mv3zt/f9r8oryk1M5LooPQAAAIBJfK0+em3QNEnSodOp+vfZYyYnck3s3gYAAACYKMS/pZJunSJvDy81bxBodhyXROkBAAAATBbatIP941Pns9WqYQsT07geLm8DAAAAnERu0Tk9t3G2XtmWouIym9lxXAalBwAAAHASB7IOqrjMpn2nvtO0L5NlGIbZkVwCpQcAAABwEgM69NYDXe+SJB0/l65hqyeosOSCyanqPkoPAAAA4ER+d/Md+k2HPpIkW5lNL3zxqmxlJSanqtsoPQAAAICTeTLmYY2KflgWWZRZmKNlB1aaHalOY/c2AAAAwAnd2rGPfDx99H3OEUW16mZ2nDqN0gMAAAA4qV5teqhXmx5VxkrKS2V19zQpUd1E6QEAAADqgM3Hdmjr8V3KOJ+t2zr20cBO/eTv3cjsWHUC9/QAAAAAdUC3Fl10tihP+cUFWnlwvZ785DktO7BKxaXFZkdzepQeAAAAoA5o1iBQr/12mu7pcruaNwiUIUOfHtmkCRtmqaKiwux4To3SAwAAANQRnu6eejj8Xi28M0mTe4+SJJ0tytMH3681OZlzo/QAAAAAdVBsSITu7nK7pEtvamoYhsmJnBcbGQAAAAB1VGL4vYoPiVSQXzNJUll5mdzc3ORm4dzGT1F6AAAAgDqsU2A7SVJxabHe++dq7T/1vW5p31P3hg1ia+v/oAICAAAALmB/5vfafmKPzl7M06pD67XswEqzIzkNzvQAAAAALqBXm2hFt+quDw9+prWHN2rj0a06cvoHNfL2U792PdW3XZzZEU3DmR4AAADARVg9rHqo2z2KCAqTJJ3Iz9B32Ud0NPe4ucFMxpkeAAAAwIW4ubnpuYSxOnj63zqY82/lFp1TVMtu9q8XlVyUr9XHxIS1j9IDAAAAuBg3Nzd1a9FF3Vp0sY+dKy7Q0v0fKvXsj3qo+xBFtexab8oPpQcAAACoB/y9Gsrq7qkzRblasHOJLBaLpvQerejg7mZHq3Hc0wMAAADUAxaLRY9HPaDebaIlSYZh6NXtf9aCnUtVYCs0OV3Ncrj0VFRUaMGCBUpISFB4eLgef/xxnThx4orz8/LyNGnSJMXExCgmJkYvvviiioqKris0AAAAAMf5eHprXM8n9Mrt/2Mf235itxbuXGr//EJJkSoqKsyIV2McLj0pKSn64IMPlJSUpBUrVshisWjkyJEqKSm57PxnnnlGaWlpevfdd7VgwQLt2LFDM2fOvO7gAAAAAK5N+8attXDwS+rbNk4dG7fVqJhE+9e2ndit5d99YmK6G8+he3pKSkq0ZMkSTZkyRf369ZMkzZs3TwkJCfriiy80ePDgKvP/8Y9/aPfu3Vq/fr06duwoSZo1a5ZGjBihiRMnqkWLFjfoZQAAAABwRHO/pvpD/GNVxrILT+vImR/0Tdp+Hcg8qE5N2qp/h15qH9BaVg+rOUFvAIfO9Bw+fFgXLlxQfHy8faxRo0YKCwvTnj17qs3fu3evmjVrZi88khQbGyuLxaJ9+/ZdR2wAAAAAN1qzBoE6cyFXFUaFTuZnaPOPX+vFL5OVuGqc5u5YrKLSi2ZHvCYOnenJysqSJLVs2bLKePPmzZWZmVltfnZ2drW5VqtVAQEBl53/a0pLS2UYhr799luHH1sTDMOQJKWmpspisZicBnUF6waOYs3gWrBucC1YN5Ck+5sPVHmzCpVVlKm4zKaS8v9/G0vqoX9XWxtmrZvS0tKrfj6HSs/Fi5eandVa9dSWl5eX8vPzLzv/53Mr59tsNkeeWpLsL8pZ/ie0WCyXfX3AL2HdwFGsGVwL1g2uBesGlTws7vJwc5e3h9evzjVr3VgslpopPd7e3pIu3dtT+bEk2Ww2+fhUf2Mjb2/vy25wYLPZ5Ovr68hTS5IiIyMdfgwAAACA+s2he3oqL1XLycmpMp6Tk6OgoKBq84OCgqrNLSkp0blz59jEAAAAAECtcKj0dOnSRX5+ftq1a5d9rKCgQIcOHVJ0dHS1+TExMcrKyqryPj6Vj42KirrWzAAAAABw1Ry6vM1qtSoxMVHJyclq0qSJgoODNWfOHAUFBem2225TeXm5cnNz1bBhQ3l7eys8PFxRUVGaMGGCZsyYoaKiIk2fPl1DhgzhTA8AAACAWmExKrdbuErl5eV67bXXtHr1ahUXFysmJkbTpk1TSEiI0tPTdeutt2r27NkaOnSoJOns2bOaOXOmtm3bJi8vLw0aNEjPP/+8vLx+/aYoAAAAALheDpceAAAAAKhLHLqnBwAAAADqGkoPAAAAAJdG6QEAAADg0ig9AAAAAFwapQcAAACAS6P0AAAAAHBplB4AAAAALo3S8wsqKiq0YMECJSQkKDw8XI8//rhOnDhxxfl5eXmaNGmSYmJiFBMToxdffFFFRUW1mBjOwNF1k5qaqieffFJxcXHq2bOnnnnmGZ06daoWE8Nsjq6Zn1q3bp06d+6s9PT0Gk4JZ+PouiktLdXcuXOVkJCgiIgIJSYm6l//+lctJoYzcHTdnD59WhMnTlRcXJzi4uI0btw4ZWVl1WJiOJuUlBQ98sgjvzjHGY+JKT2/ICUlRR988IGSkpK0YsUKWSwWjRw5UiUlJZed/8wzzygtLU3vvvuuFixYoB07dmjmzJm1nBpmc2Td5OXlafjw4WrQoIHef/99vfXWW8rLy9OIESNks9lMSA8zOPq7plJGRga/Y+oxR9fNjBkztHLlSr300ktatWqVAgICNHLkSJ0/f76Wk8NMjq6bCRMmKDMzU0uXLtXSpUuVlZWlMWPG1HJqOIvKY9xf45THxAYuy2azGZGRkcby5cvtY/n5+Ub37t2NTz/9tNr8/fv3G6GhocbRo0ftY9u2bTM6d+5sZGVl1UpmmM/RdfPhhx8aUVFRRnFxsX0sMzPTCA0NNb7++utayQxzObpmKpWXlxu///3vjWHDhhmhoaFGWlpabcSFk3B03Zw8edIIDQ01tmzZUmV+//79+V1Tjzi6bvLz843Q0FDjyy+/tI9t2rTJCA0NNXJzc2slM5xDVlaW8cQTTxgRERHGoEGDjMTExCvOddZjYs70XMHhw4d14cIFxcfH28caNWqksLAw7dmzp9r8vXv3qlmzZurYsaN9LDY2VhaLRfv27auVzDCfo+umZ8+eeuONN+Tl5VXta/n5+TWaFc7B0TVTadGiRSotLdWoUaNqIyacjKPrZvv27WrUqJH69u1bZf7mzZvVs2fPWskM8zm6bry8vOTr66uPP/5YhYWFKiws1CeffKJ27drJ39+/NqPDZAcPHpS/v7/Wrl2r8PDwX5zrrMfEHqY9s5OrvF61ZcuWVcabN2+uzMzMavOzs7OrzbVarQoICLjsfLgmR9dNSEiIQkJCqoy9+eab8vLyUkxMTM0FhdNwdM1I0rfffqslS5Zo5cqVys7OrvGMcD6Orpvjx4+rdevW2rhxoxYvXqzs7GyFhYXpueeeq3JgAtfm6Lrx8vLSyy+/rFmzZik6OloWi0XNmjXT+++/Lzc3/t28PhkwYIAGDBhwVXOd9ZiYFXsFFy9elHTpP9JPeXl5XfZei4sXL1ab+0vz4ZocXTc/t2zZMi1fvlwTJ05UYGBgjWSEc3F0zRQVFWny5MmaPHmy2rVrVxsR4YQcXTeFhYU6efKkUlJSNHHiRP35z3+Wh4eHHnroIZ09e7ZWMsN8jq4bwzB05MgRRUZG6q9//av+8pe/KDg4WGPHjlVhYWGtZEbd46zHxJSeK/D29pakajf22Ww2+fj4XHb+5W4CtNls8vX1rZmQcDqOrptKhmFo/vz5evnllzVq1Cg99thjNRkTTsTRNZOUlKR27drpwQcfrJV8cE6OrhtPT0+dP39e8+bNU58+fdS9e3fNmzdPkrRmzZqaDwyn4Oi6+eyzz7R8+XLNmTNHPXr0UGxsrBYtWqSMjAytWrWqVjKj7nHWY2JKzxVUnpbLycmpMp6Tk6OgoKBq84OCgqrNLSkp0blz59SiRYuaCwqn4ui6kS5tIztlyhQtWrRIU6dO1cSJE2s8J5yHo2tm1apV+uabbxQZGanIyEiNHDlSknTnnXdq2rRpNR8YTuFa/o7y8PCocimbt7e3WrduzXbn9Yij62bfvn1q3769/Pz87GP+/v5q3769jh8/XqNZUXc56zExpecKunTpIj8/P+3atcs+VlBQoEOHDik6Orra/JiYGGVlZVXZ677ysVFRUTUfGE7B0XUjSVOnTtWGDRs0d+5cPfHEE7UVFU7C0TWzceNGffrpp/r444/18ccfKykpSZK0ePFijRs3rtZyw1yOrpvo6GiVlZXpu+++s48VFxcrLS1Nbdu2rZXMMJ+j66Zly5Y6ceJElUuSLl68qPT0dNYNrshZj4nZyOAKrFarEhMTlZycrCZNmig4OFhz5sxRUFCQbrvtNpWXlys3N1cNGzaUt7e3wsPDFRUVpQkTJmjGjBkqKirS9OnTNWTIEM701COOrpvVq1dr/fr1mjp1qmJjY3X69Gn796qcA9fm6Jr5+YFG5Y3JrVq14j6wesTRdRMdHa1evXrp2Wef1axZsxQQEKAFCxbI3d1d99xzj9kvB7XE0XUzZMgQvfPOOxo/frz9H1Xmz58vq9WqoUOHmvxq4CzqzDGxaZtl1wFlZWXGq6++asTHxxsRERHGyJEj7e+FkZaWZoSGhhqrVq2yzz9z5ozx9NNPGxEREUZcXJwxffr0Ku+/gvrBkXUzfPhwIzQ09LJ/frq24Noc/V3zUzt37uR9euopR9fN+fPnjenTpxtxcXFGeHi4MXz4cCM1NdWs+DCJo+vm6NGjxqhRo4zY2FgjPj7e+MMf/sDvm3ru2WefrfI+PXXlmNhiGIZhXuUCAAAAgJrFPT0AAAAAXBqlBwAAAIBLo/QAAAAAcGmUHgAAAAAujdIDAAAAwKVRegAAAAC4NEoPAAAAAJfmYXYAAIDze+6557RmzZpfnBMcHKzY2Fjt3r1bmzdvrqVkVe3atUvDhg3TsmXLFBcXd13f65FHHpEkvffee1ec8/rrr2vhwoU6cuTIdT0XAKBmUXoAAL9qzJgxevDBB+2fp6Sk6NChQ1q4cKF9zGq1atmyZWbEAwDgF1F6AAC/qk2bNmrTpo398yZNmshqtSoiIsK8UAAAXCXu6QEA3HCrV6/WwIED1a1bN919993aunVrla+FhYXpo48+Up8+fdS3b1+lpqZKkjZt2qShQ4eqW7du6t27t5KSklRUVGR/rM1m08yZM9W3b1917dpVgwYN0pIlS6o9/7Fjx/TEE08oPDxcvXv3VnJyssrKyqp8nzfeeEODBg1St27ddPvtt2vx4sWqqKi44muy2WyaPXu2evfurcjISD3//POy2Ww34scFAKhhnOkBANxQmZmZWrx4scaNGycfHx+99tprevrpp7V582YFBgZKksrLy7Vo0SIlJSUpNzdXnTp10rp16zR58mTdddddGj9+vDIyMjRv3jwdPXpUS5culcVi0csvv6zt27fr2WefVdOmTbV161a98sorCggI0NChQ+0ZZs+erdGjR2vEiBHauHGj3nrrLQUFBSkxMVGGYWj06NE6cOCAxo4dq5tuukm7du3S/PnzlZaWppdeeumyr2vKlCnaunWrxo8fr/bt22vFihVat25drfxMAQDXh9IDALihKioq9MYbb6hjx46SJC8vLw0fPlwHDhzQrbfeap83evRo3XLLLZIkwzCUnJyshIQEJScn2+e0a9dOjz32mL766ivdcsst2r17t3r16qXBgwdLkuLi4uTr66vGjRtXyTBs2DCNGTNGkhQfH68tW7Zo586dSkxM1NatW/X1119rzpw5uvvuuyVJvXv3lre3t/70pz/p0UcfVadOnap8v9TUVH3++eeaNm2aHn74YUlSQkKC7rrrLh09evQG/vQAADWBy9sAADdU48aN7YVHklq3bi1JOn/+fJV5oaGh9o+PHTumrKwsDRgwQGVlZfY/MTEx8vPz044dOyRdKjkfffSRRo4cqeXLlysjI0Njx45V//79q3zv6Oho+8cWi0XBwcEqKCiQJO3evVvu7u664447qjymsgDt2rWr2mvau3evJFUpbW5ubho4cOBV/lQAAGbiTA8A4Iby9fWt8rnFYpGkavfLVF7qJknnzp2TJM2cOVMzZ86s9j1zcnIkSS+88IKCgoK0du1a+7zIyEhNmzZNYWFh9vk+Pj5VHu/m5ibDMCRJ+fn5aty4sTw8qv4V2KxZM0nVy1nlY6RLGzhc7jEAAOdG6QEAmK5Ro0aSpKlTpyo2Nrba1/39/SVd2hb7qaee0lNPPaVTp05py5YtSklJ0aRJk/S3v/3tqp7L399feXl5Kisrq1J8KovVzy+V++nYmTNn1KpVK/t4ZVkDADg3Lm8DAJiuQ4cOCgwMVHp6urp162b/ExQUpLlz5+rQoUMqLi7WwIED7bu1tWrVSg8//LAGDx6srKysq36u2NhYlZeXa/369VXG165dK0nq0aNHtcfEx8dLkjZs2FBlfMuWLQ69TgCAOTjTAwAwnbu7uyZMmKBp06bJ3d1d/fv3V0FBgVJSUpSdna2bb75Z3t7euvnmm7Vw4UJ5enqqc+fO+vHHH7VmzRqH7q3p27ev4uLiNH36dOXk5CgsLEy7d+/WW2+9pXvvvbfaJgaS1LZtWz3wwAOaN2+eysrKdNNNN+mTTz7RkSNHbuSPAQBQQyg9AACncP/996tBgwZ6++23tWLFCvn6+ioqKkrJycn2zRBmzZql+fPna8mSJTp9+rQCAwN13333ady4cVf9PBaLRW+++aYWLFigZcuWKTc3VyEhIZowYYKGDx9+xcdNnz5dTZs21fvvv6/8/HwlJCRo9OjRmj9//vW+dABADbMYlXd2AgAAAIAL4p4eAAAAAC6N0gMAAADApVF6AAAAALg0Sg8AAAAAl0bpAQAAAODSKD0AAAAAXBqlBwAAAIBLo/QAAAAAcGmUHgAAAAAujdIDAAAAwKVRegAAAAC4NEoPAAAAAJf2/wCxoPX/wjZiLAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Predict_proba gives the probability of each observation belonging to each class\n", "y_scores_lg=lg.predict_proba(X_train)\n", @@ -2798,7 +2980,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "brown-advertiser", "metadata": { "id": "brown-advertiser" @@ -2821,12 +3003,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "mental-albany", "metadata": { "id": "mental-albany" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.83 0.85 0.84 17073\n", + " 1 0.68 0.65 0.67 8319\n", + "\n", + " accuracy 0.79 25392\n", + " macro avg 0.76 0.75 0.76 25392\n", + "weighted avg 0.78 0.79 0.79 25392\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Creating confusion matrix\n", "y_pred_train = lg.predict_proba(X_train)\n", @@ -2857,12 +3065,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "needed-trial", "metadata": { "id": "needed-trial" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.83 0.85 0.84 7317\n", + " 1 0.68 0.64 0.66 3566\n", + "\n", + " accuracy 0.78 10883\n", + " macro avg 0.75 0.75 0.75 10883\n", + "weighted avg 0.78 0.78 0.78 10883\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "y_pred_test = lg.predict_proba(X_test)\n", "metrics_score(y_test, y_pred_test[:,1]>optimal_threshold)" diff --git a/jupyter-notebook/Logistic_Regression_Notebook.ipynb b/jupyter-notebook/Logistic_Regression_Notebook.ipynb index 1198754..de48807 100644 --- a/jupyter-notebook/Logistic_Regression_Notebook.ipynb +++ b/jupyter-notebook/Logistic_Regression_Notebook.ipynb @@ -102,35 +102,35 @@ "Requirement already satisfied: six>=1.5 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n", "Requirement already satisfied: numpy in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (1.23.5)\n", "Requirement already satisfied: matplotlib in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (3.7.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (0.11.0)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (2.8.2)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (4.25.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (1.4.4)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (3.0.9)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (22.0)\n", "Requirement already satisfied: numpy>=1.20 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (1.23.5)\n", - "Requirement already satisfied: contourpy>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (1.0.5)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (0.11.0)\n", "Requirement already satisfied: pillow>=6.2.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (9.4.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (22.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib) (1.4.4)\n", "Requirement already satisfied: six>=1.5 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: seaborn in 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/Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (9.4.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", "Requirement already satisfied: cycler>=0.10 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)\n", "Requirement already satisfied: contourpy>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.0.5)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (22.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from pandas>=0.25->seaborn) (2022.7)\n", "Requirement already satisfied: six>=1.5 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)\n", "Requirement already satisfied: scikit-learn in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (1.2.1)\n", + "Requirement already satisfied: scipy>=1.3.2 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.10.0)\n", "Requirement already satisfied: joblib>=1.1.1 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.1.1)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (2.2.0)\n", "Requirement already satisfied: numpy>=1.17.3 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.23.5)\n", - "Requirement already satisfied: scipy>=1.3.2 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (1.10.0)\n" + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/mcdaniel/anaconda3/lib/python3.10/site-packages (from scikit-learn) (2.2.0)\n" ] } ], @@ -171,7 +171,7 @@ }, "outputs": [], "source": [ - "hotel = pd.read_csv(\"../data/reservations-db.csv\")" + "data = pd.read_csv(\"../data/reservations-db.csv\")" ] }, { @@ -184,7 +184,7 @@ "outputs": [], "source": [ "# Copying data to another variable to avoid any changes to original data\n", - "data = hotel.copy()" + "reservations_db = data.copy()" ] }, { @@ -426,7 +426,7 @@ } ], "source": [ - "data.head()" + "reservations_db.head()" ] }, { @@ -644,7 +644,7 @@ } ], "source": [ - "data.tail()" + "reservations_db.tail()" ] }, { @@ -677,7 +677,7 @@ } ], "source": [ - "data.shape" + "reservations_db.shape" ] }, { @@ -742,7 +742,7 @@ } ], "source": [ - "data.info()" + "reservations_db.info()" ] }, { @@ -788,7 +788,7 @@ ], "source": [ "# checking for duplicate values\n", - "data.duplicated().sum()" + "reservations_db.duplicated().sum()" ] }, { @@ -830,7 +830,7 @@ }, "outputs": [], "source": [ - "data = data.drop([\"Booking_ID\"], axis=1)" + "reservations_db = reservations_db.drop([\"Booking_ID\"], axis=1)" ] }, { @@ -1042,7 +1042,7 @@ } ], "source": [ - "data.head()" + "reservations_db.head()" ] }, { @@ -1310,7 +1310,7 @@ } ], "source": [ - "data.describe() " + "reservations_db.describe() " ] }, { @@ -1378,7 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 78, "id": "9k4V_XXCb495", "metadata": { "id": "9k4V_XXCb495" @@ -1387,10 +1387,17 @@ "source": [ "# Defining the hist_box() function\n", "def hist_box(data,col):\n", - " f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={'height_ratios': (0.15, 0.85)}, figsize=(12,6))\n", + " kwargs = {\n", + " 'height_ratios': (0.15, 0.85)\n", + " }\n", + " f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw=kwargs, figsize=(12,6))\n", " # Adding a graph in each part\n", " sns.boxplot(data[col], ax=ax_box, showmeans=True)\n", " sns.distplot(data[col], ax=ax_hist)\n", + "\n", + " ax_box.set_title(col + ' Histogram')\n", + " ax_box.set_xlabel(col)\n", + "\n", " plt.show()" ] }, @@ -1406,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 79, "id": "italian-imagination", "metadata": { "id": "italian-imagination" @@ -1414,7 +1421,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1424,7 +1431,7 @@ } ], "source": [ - "hist_box(data, \"lead_time\") " + "hist_box(reservations_db, \"lead_time\") " ] }, { @@ -1451,7 +1458,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 65, "id": "liable-guess", "metadata": { "id": "liable-guess" @@ -1459,7 +1466,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1469,7 +1476,7 @@ } ], "source": [ - "hist_box(data, \"avg_price_per_room\")" + "hist_box(reservations_db, \"avg_price_per_room\")" ] }, { @@ -1870,7 +1877,7 @@ } ], "source": [ - "data[data[\"avg_price_per_room\"] == 0]" + "reservations_db[reservations_db[\"avg_price_per_room\"] == 0]" ] }, { @@ -1906,7 +1913,7 @@ } ], "source": [ - "data.loc[data[\"avg_price_per_room\"] == 0, \"market_segment_type\"].value_counts()" + "reservations_db.loc[reservations_db[\"avg_price_per_room\"] == 0, \"market_segment_type\"].value_counts()" ] }, { @@ -1964,7 +1971,7 @@ "outputs": [], "source": [ "# assigning the outliers the value of upper whisker\n", - "data.loc[data[\"avg_price_per_room\"] >= 500, \"avg_price_per_room\"] = Upper_Whisker" + "reservations_db.loc[reservations_db[\"avg_price_per_room\"] >= 500, \"avg_price_per_room\"] = Upper_Whisker" ] }, { @@ -2007,7 +2014,7 @@ } ], "source": [ - "sns.histplot(data=data['no_of_children'])\n", + "sns.histplot(data=reservations_db['no_of_children'])\n", "plt.show()" ] }, @@ -2037,7 +2044,7 @@ } ], "source": [ - "data['no_of_children'].value_counts(normalize=True)" + "reservations_db['no_of_children'].value_counts(normalize=True)" ] }, { @@ -2062,7 +2069,7 @@ "outputs": [], "source": [ "# replacing 9, and 10 children with 3\n", - "data[\"no_of_children\"] = data[\"no_of_children\"].replace([9, 10], 3)" + "reservations_db[\"no_of_children\"] = reservations_db[\"no_of_children\"].replace([9, 10], 3)" ] }, { @@ -2095,7 +2102,7 @@ } ], "source": [ - "sns.histplot(data[\"arrival_month\"])\n", + "sns.histplot(reservations_db[\"arrival_month\"])\n", "plt.show()" ] }, @@ -2131,7 +2138,7 @@ } ], "source": [ - "data['arrival_month'].value_counts(normalize=True)" + "reservations_db['arrival_month'].value_counts(normalize=True)" ] }, { @@ -2175,7 +2182,7 @@ } ], "source": [ - "sns.histplot(data = data[\"booking_status\"])\n", + "sns.histplot(data = reservations_db[\"booking_status\"])\n", "plt.show()" ] }, @@ -2201,7 +2208,7 @@ } ], "source": [ - "data['booking_status'].value_counts(normalize=True)" + "reservations_db['booking_status'].value_counts(normalize=True)" ] }, { @@ -2221,7 +2228,7 @@ "metadata": {}, "outputs": [], "source": [ - "data[\"booking_status\"] = data[\"booking_status\"].apply(\n", + "reservations_db[\"booking_status\"] = reservations_db[\"booking_status\"].apply(\n", " lambda x: 1 if x == \"Canceled\" else 0\n", ")" ] @@ -2243,7 +2250,7 @@ "id": "D4vIqPb9aaZW" }, "source": [ - "#### **3.1: Find and visualize the correlation matrix using a heatmap and write your observations from the plot.**\n", + "#### **3.1: Find and visualize the correlation matrix using a heatmap.**\n", "\n" ] }, @@ -2267,10 +2274,10 @@ } ], "source": [ - "cols_list = data.select_dtypes(include=np.number).columns.tolist()\n", + "cols_list = reservations_db.select_dtypes(include=np.number).columns.tolist()\n", "\n", "plt.figure(figsize=(12, 7))\n", - "sns.heatmap(data.corr())\n", + "sns.heatmap(reservations_db.corr())\n", "plt.show()" ] }, @@ -2326,7 +2333,7 @@ "source": [ "plt.figure(figsize=(10, 6))\n", "sns.boxplot(\n", - " data=data, x=\"market_segment_type\", y=\"avg_price_per_room\", palette=\"gist_rainbow\"\n", + " data=reservations_db, x=\"market_segment_type\", y=\"avg_price_per_room\", palette=\"gist_rainbow\"\n", ")\n", "plt.show()" ] @@ -2364,7 +2371,7 @@ "source": [ "# Defining the stacked_barplot() function\n", "def stacked_barplot(data,predictor,target,figsize=(10,6)):\n", - " (pd.crosstab(data[predictor],data[target],normalize='index')*100).plot(kind='bar',figsize=figsize,stacked=True)\n", + " (pd.crosstab(data[predictor],reservations_db[target],normalize='index')*100).plot(kind='bar',figsize=figsize,stacked=True)\n", " plt.legend(loc=\"lower right\")\n", " plt.ylabel('Percentage Cancellations %')" ] @@ -2399,7 +2406,7 @@ } ], "source": [ - "stacked_barplot(data, \"market_segment_type\", \"booking_status\")" + "stacked_barplot(reservations_db, \"market_segment_type\", \"booking_status\")" ] }, { @@ -2448,7 +2455,7 @@ } ], "source": [ - "stacked_barplot(data, \"repeated_guest\", \"booking_status\")" + "stacked_barplot(reservations_db, \"repeated_guest\", \"booking_status\")" ] }, { @@ -2493,7 +2500,7 @@ } ], "source": [ - "stay_data = data[(data[\"no_of_week_nights\"] > 0) & (data[\"no_of_weekend_nights\"] > 0)]\n", + "stay_data = reservations_db[(reservations_db[\"no_of_week_nights\"] > 0) & (reservations_db[\"no_of_weekend_nights\"] > 0)]\n", "stay_data[\"total_days\"] = (stay_data[\"no_of_week_nights\"] + stay_data[\"no_of_weekend_nights\"])\n", "\n", "stacked_barplot(stay_data, \"total_days\", \"booking_status\",figsize=(15,6))" @@ -2540,7 +2547,7 @@ ], "source": [ "plt.figure(figsize=(10, 5))\n", - "sns.lineplot(y=data[\"avg_price_per_room\"], x=data[\"arrival_month\"], ci=None)\n", + "sns.lineplot(y=reservations_db[\"avg_price_per_room\"], x=reservations_db[\"arrival_month\"], ci=None)\n", "plt.show()" ] }, @@ -2587,8 +2594,8 @@ }, "outputs": [], "source": [ - "X = data.drop([\"booking_status\"], axis=1)\n", - "Y = data[\"booking_status\"]\n", + "X = reservations_db.drop([\"booking_status\"], axis=1)\n", + "Y = reservations_db[\"booking_status\"]\n", "\n", "X = pd.get_dummies(X, drop_first=True) # Encoding the Categorical features" ] @@ -2693,7 +2700,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 83, "id": "sx5AmqRM3Cxy", "metadata": { "id": "sx5AmqRM3Cxy" @@ -2745,7 +2752,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 81, "id": "nominated-tumor", "metadata": { "id": "nominated-tumor" @@ -2754,13 +2761,13 @@ { "data": { "text/html": [ - "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LogisticRegression()" ] }, - "execution_count": 38, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -2783,7 +2790,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 84, "id": "generous-investing", "metadata": { "id": "generous-investing"