diff --git a/TP1/FoIL_ex1.ipynb b/TP1/FoIL_ex1.ipynb index 284386a..da8fcab 100644 --- a/TP1/FoIL_ex1.ipynb +++ b/TP1/FoIL_ex1.ipynb @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "id": "AeFbJQYWkZtj" }, @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "id": "sYU8MEOCkZtk" }, @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -487,7 +487,7 @@ "[1771 rows x 370 columns]" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -507,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -723,7 +723,7 @@ "[5 rows x 370 columns]" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -743,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1050,7 +1050,7 @@ "[8 rows x 370 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1072,7 +1072,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "id": "o9I1QluQkZtn" }, @@ -1114,7 +1114,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1200,7 +1200,7 @@ "4 42 1" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1221,7 +1221,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1269,29 +1269,29 @@ " \n", " \n", " \n", - " 519\n", + " 10\n", " 0\n", - " 2\n", + " 1\n", " \n", " \n", - " 1627\n", + " 13\n", " 0\n", - " 1\n", + " 2\n", " \n", " \n", - " 172\n", + " 1629\n", " 0\n", - " 6\n", + " 1\n", " \n", " \n", - " 412\n", + " 1628\n", " 0\n", - " 2\n", + " 3\n", " \n", " \n", - " 1511\n", + " 1095\n", " 0\n", - " 3\n", + " 6\n", " \n", " \n", " ...\n", @@ -1309,12 +1309,12 @@ " 1\n", " \n", " \n", - " 1518\n", + " 1557\n", " 92\n", " 2\n", " \n", " \n", - " 1557\n", + " 1518\n", " 92\n", " 2\n", " \n", @@ -1330,22 +1330,22 @@ ], "text/plain": [ " age vote\n", - "519 0 2\n", - "1627 0 1\n", - "172 0 6\n", - "412 0 2\n", - "1511 0 3\n", + "10 0 1\n", + "13 0 2\n", + "1629 0 1\n", + "1628 0 3\n", + "1095 0 6\n", "... ... ...\n", "525 91 2\n", "371 92 1\n", - "1518 92 2\n", "1557 92 2\n", + "1518 92 2\n", "405 92 1\n", "\n", "[1771 rows x 2 columns]" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1365,7 +1365,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1416,7 +1416,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "id": "FLY2E8eQkZtp" }, @@ -1427,7 +1427,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1454,13 +1454,13 @@ "Text(0, 0.5, '# (people)')" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1495,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1574,7 +1574,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1621,7 +1621,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "id": "_jtXJJ2fkZtr" }, @@ -1641,7 +1641,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "id": "RTwqupCBkZtr" }, @@ -1673,7 +1673,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1692,7 +1692,15 @@ "id": "k4RYL1_pkZtr", "outputId": "f223f691-760b-4a0d-d887-4dd1fb26c1b8" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The average age of Group A minus the one of Group B was greater than 3.6998380833655773 2 times\n" + ] + } + ], "source": [ "print(f\"The average age of Group A minus the one of Group B was greater than {dataset_property} {count} times\") " ] @@ -1766,7 +1774,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "id": "g4A_kIF-eogh" }, @@ -1796,7 +1804,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "id": "qd6OUEJvnI_Q" }, @@ -1811,7 +1819,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "id": "EUCT3MHdtcnB" }, @@ -1831,11 +1839,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "id": "po3ocPhDBHj6" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The median age of brexiteers is 53.0 while the one of remainers is 47.0\n" + ] + } + ], "source": [ "print(f\"The median age of brexiteers is {np.median(brexit_ages)} while the one of remainers is {np.median(remain_ages)}\")" ] @@ -1860,7 +1876,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "id": "G4-MC0Qtf5_D" }, @@ -1888,7 +1904,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "id": "RYJFVQRthQI1" }, @@ -1911,7 +1927,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1934,14 +1950,14 @@ { "data": { "text/plain": [ - "array([[78, 62, 64, ..., 65, 65, 45],\n", - " [71, 36, 62, ..., 88, 79, 30],\n", - " [41, 70, 58, ..., 46, 43, 44],\n", - " [25, 43, 43, ..., 28, 72, 58],\n", - " [78, 62, 66, ..., 76, 45, 59]])" + "array([[54, 52, 83, ..., 28, 37, 60],\n", + " [64, 70, 42, ..., 55, 33, 38],\n", + " [50, 78, 64, ..., 35, 65, 62],\n", + " [65, 59, 46, ..., 52, 57, 64],\n", + " [54, 72, 61, ..., 84, 24, 35]], shape=(5, 541))" ] }, - "execution_count": 69, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1952,7 +1968,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1978,7 +1994,7 @@ "array([55., 53., 53., 54., 54.])" ] }, - "execution_count": 70, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1998,7 +2014,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2022,7 +2038,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The mean of the median age of brexiteers computed with bootstrap is 53.3687 \n" + "The mean of the median age of brexiteers computed with bootstrap is 53.3338 \n" ] } ], @@ -2032,7 +2048,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2056,7 +2072,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The standard deviation of the median age of brexiteers computed with bootstrap is 1.0169858946907768 \n" + "The standard deviation of the median age of brexiteers computed with bootstrap is 1.2133332435897404 \n" ] } ], @@ -2075,7 +2091,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2119,21 +2135,128 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "id": "KoAh6KP8lJA9" }, "outputs": [], - "source": [] + "source": [ + "n = len(remain_ages)\n", + "\n", + "reps =10000 " + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "id": "rrZCOu87AQaZ" }, "outputs": [], - "source": [] + "source": [ + "# Set seed for reproducibility\n", + "np.random.seed(123)\n", + "\n", + "# Bootstrap resampling\n", + "boot_remain = np.random.choice(remain_ages, (reps,n))\n", + "boot_remain_medians = np.median(boot_remain, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[70, 65, 30, ..., 69, 37, 75],\n", + " [32, 55, 65, ..., 45, 44, 56],\n", + " [49, 53, 23, ..., 77, 56, 69],\n", + " [78, 68, 39, ..., 40, 60, 40],\n", + " [32, 29, 75, ..., 64, 53, 42]], shape=(5, 774))" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "boot_remain[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([50. , 47.5, 48.5, 48.5, 45. ])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "boot_remain_medians[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean of the median age of remains computed with bootstrap is 47.5776 \n" + ] + } + ], + "source": [ + "print(f\"The mean of the median age of remains computed with bootstrap is {boot_remain_medians.mean()} \")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The standard deviation of the median age of remains computed with bootstrap is 1.5559814394779907 \n" + ] + } + ], + "source": [ + "print(f\"The standard deviation of the median age of remains computed with bootstrap is {boot_remain_medians.std()} \")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The C.I. for the median age of remains computed with bootstrap is [45.0,50.0] \n" + ] + } + ], + "source": [ + "boot_remain_median_CI = np.percentile(boot_remain_medians, [2.5,97.5])\n", + "print(f\"The C.I. for the median age of remains computed with bootstrap is [{boot_remain_median_CI[0]},{boot_remain_median_CI[1]}] \")" + ] }, { "cell_type": "markdown", @@ -2146,7 +2269,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2169,14 +2292,12 @@ "outputs": [ { "data": { - "image/png": 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", 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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of features (columns): 12\n", + "Columns: ['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp', 'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked']\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "Surl = 'https://raw.githubusercontent.com/datasciencedojo/datasets/master/titanic.csv'\n", + "df = pd.read_csv(url)\n", + "display(df.head())\n", + "print(\"Number of features (columns):\", df.shape[1])\n", + "print(\"Columns:\", list(df.columns))\n" + ] }, { "cell_type": "markdown", @@ -2301,8 +2582,20 @@ "metadata": { "id": "6Va8RaSEXZBD" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P(Survived=1): 0.4061624649859944\n" + ] + } + ], + "source": [ + "age_surv = df[['Age','Survived']].dropna(how='any')\n", + "p_surv = age_surv['Survived'].mean()\n", + "print(\"P(Survived=1):\", p_surv)\n" + ] }, { "cell_type": "markdown", @@ -2323,8 +2616,41 @@ "metadata": { "id": "zaOdzqFNXZBK" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Avg age survivors: 28.343689655172415\n", + "Avg age non-survivors: 30.62617924528302\n", + "Difference (surv - non): -2.282489590110604\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "means_age = age_surv.groupby('Survived')['Age'].mean()\n", + "diff_age = means_age.get(1, np.nan) - means_age.get(0, np.nan)\n", + "print(\"Avg age survivors:\", means_age.get(1, np.nan))\n", + "print(\"Avg age non-survivors:\", means_age.get(0, np.nan))\n", + "print(\"Difference (surv - non):\", diff_age)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(14,5), sharex=True, sharey=True)\n", + "ax[0].hist(age_surv.loc[age_surv.Survived==1,'Age'], bins=25, color='seagreen')\n", + "ax[0].set_title('Age | Survived=1'); ax[0].set_xlabel('Age'); ax[0].set_ylabel('#')\n", + "ax[1].hist(age_surv.loc[age_surv.Survived==0,'Age'], bins=25, color='indianred')\n", + "ax[1].set_title('Age | Survived=0'); ax[1].set_xlabel('Age')\n", + "plt.tight_layout()\n" + ] }, { "cell_type": "markdown", @@ -2344,8 +2670,25 @@ "metadata": { "id": "RS8RpMGbP_Zt" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Avg fare survivors: 48.39540760233918\n", + "Avg fare non-survivors: 22.117886885245902\n", + "Difference (surv - non): 26.27752071709328\n" + ] + } + ], + "source": [ + "fare_surv = df[['Fare','Survived']].dropna(how='any')\n", + "means_fare = fare_surv.groupby('Survived')['Fare'].mean()\n", + "diff_fare = means_fare.get(1, np.nan) - means_fare.get(0, np.nan)\n", + "print(\"Avg fare survivors:\", means_fare.get(1, np.nan))\n", + "print(\"Avg fare non-survivors:\", means_fare.get(0, np.nan))\n", + "print(\"Difference (surv - non):\", diff_fare)\n" + ] }, { "cell_type": "markdown", @@ -2362,8 +2705,30 @@ "metadata": { "id": "upAAfuCqXZBQ" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Permutation test p-value (Fare mean diff): 0.0\n" + ] + } + ], + "source": [ + "np.random.seed(123)\n", + "obs_diff = diff_fare\n", + "all_fares = fare_surv['Fare'].to_numpy()\n", + "labels = fare_surv['Survived'].to_numpy()\n", + "trials, count = 10000, 0\n", + "for _ in range(trials):\n", + " perm = np.random.permutation(labels)\n", + " mean1 = all_fares[perm==1].mean()\n", + " mean0 = all_fares[perm==0].mean()\n", + " if (mean1 - mean0) >= obs_diff:\n", + " count += 1\n", + "p_val = count / trials\n", + "print(\"Permutation test p-value (Fare mean diff):\", p_val)\n" + ] }, { "cell_type": "markdown", @@ -2389,8 +2754,21 @@ "metadata": { "id": "1nZdUyp_faHB" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median fare survivors: 26.0\n", + "Median fare non-survivors: 10.5\n" + ] + } + ], + "source": [ + "titanic_medians = fare_surv.groupby('Survived')['Fare'].median()\n", + "print(\"Median fare survivors:\", titanic_medians.get(1, np.nan))\n", + "print(\"Median fare non-survivors:\", titanic_medians.get(0, np.nan))\n" + ] }, { "cell_type": "markdown", @@ -2410,8 +2788,34 @@ "metadata": { "id": "fkEPgn_2faHV" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "95% CI median Fare | Survived=1: [23.0, 26.55]\n", + "95% CI median Fare | Survived=0: [9.2167, 13.0]\n" + ] + } + ], + "source": [ + "\n", + "def bootstrap_median_ci(values, reps=10000, seed=123):\n", + " rng = np.random.default_rng(seed)\n", + " n = len(values)\n", + " boots = rng.choice(values, size=(reps, n), replace=True)\n", + " meds = np.median(boots, axis=1)\n", + " ci = np.percentile(meds, [2.5, 97.5])\n", + " return meds, ci\n", + "\n", + "fare_surv1 = fare_surv.loc[fare_surv.Survived==1, 'Fare'].to_numpy()\n", + "fare_surv0 = fare_surv.loc[fare_surv.Survived==0, 'Fare'].to_numpy()\n", + "meds1, ci1 = bootstrap_median_ci(fare_surv1)\n", + "meds0, ci0 = bootstrap_median_ci(fare_surv0, seed=456)\n", + "\n", + "print(\"95% CI median Fare | Survived=1:\", ci1.tolist())\n", + "print(\"95% CI median Fare | Survived=0:\", ci0.tolist())\n" + ] }, { "cell_type": "markdown", @@ -2431,8 +2835,47 @@ "metadata": { "id": "qbvv5undfaHb" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CIs overlap? False\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,5))\n", + "plt.title(\"Bootstrap medians of Fare\")\n", + "plt.hist(meds1, bins=40, alpha=0.6, color='seagreen', label='Survived=1')\n", + "plt.axvline(ci1[0], color='green', ls='--'); plt.axvline(ci1[1], color='green', ls='--')\n", + "plt.hist(meds0, bins=40, alpha=0.6, color='indianred', label='Survived=0')\n", + "plt.axvline(ci0[0], color='red', ls='--'); plt.axvline(ci0[1], color='red', ls='--')\n", + "plt.xlabel('Median Fare'); plt.ylabel('#'); plt.legend();\n", + "print(\"CIs overlap?\", not (ci1[0] > ci0[1] or ci0[0] > ci1[1]))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**What we can say:**\n", + "\n", + "- The bootstrap distribution of median fares for survivors (green) is clearly shifted to the right compared to that of non-survivors (red). \n", + "- The 95% confidence intervals do not overlap (non-survivors' median fares are around 10-13, while survivors' are around 25-27). \n", + "- This means the difference in medians is statistically significant: survivors generally paid higher fares than non-survivors. \n", + "- In practical terms: passengers with higher ticket fares had a better chance of surviving, reflecting class and access to lifeboats on the Titanic." + ] }, { "cell_type": "markdown", @@ -2449,8 +2892,20 @@ "metadata": { "id": "9MglV32z6qPu" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Var(median Fare) | Survived=1: 1.0598842247332032\n", + "Var(median Fare) | Survived=0: 0.6803669774462417\n" + ] + } + ], + "source": [ + "print(\"Var(median Fare) | Survived=1:\", float(np.var(meds1, ddof=0)))\n", + "print(\"Var(median Fare) | Survived=0:\", float(np.var(meds0, ddof=0)))\n" + ] }, { "cell_type": "markdown", @@ -2491,8 +2946,23 @@ "metadata": { "id": "RJmt-V2dbTjq" }, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P(Survived=1 | Sex=female): 0.7420382165605095\n", + "P(Survived=1 | Sex=male): 0.18890814558058924\n" + ] + } + ], + "source": [ + "sx = df[['Sex','Survived']].dropna()\n", + "p_female = sx.loc[sx.Sex=='female','Survived'].mean()\n", + "p_male = sx.loc[sx.Sex=='male','Survived'].mean()\n", + "print(\"P(Survived=1 | Sex=female):\", p_female)\n", + "print(\"P(Survived=1 | Sex=male):\", p_male)\n" + ] }, { "cell_type": "markdown", @@ -2509,6 +2979,51 @@ "After finding the values of $Pclass$ corresponding to the highest and the lowest value of survival rate, test the hypothesis that the difference is due to the limited number of data." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Male survival by Pclass:\n", + " Class 1: 0.36885245901639346\n", + " Class 2: 0.1574074074074074\n", + " Class 3: 0.13544668587896252\n", + "Best class (male): 1 Worst: 3\n", + "Permutation p-value (male best vs worst class survival rate diff): 0.0\n" + ] + } + ], + "source": [ + "mx = df.loc[df.Sex=='male', ['Pclass','Survived']].dropna()\n", + "male_rate_by_class = mx.groupby('Pclass')['Survived'].mean().sort_index()\n", + "print(\"Male survival by Pclass:\")\n", + "for c, v in male_rate_by_class.items():\n", + " print(f\" Class {c}: {v}\")\n", + "\n", + "best_cls = male_rate_by_class.idxmax()\n", + "worst_cls = male_rate_by_class.idxmin()\n", + "print(\"Best class (male):\", best_cls, \"Worst:\", worst_cls)\n", + "\n", + "# Test H0 that difference is due to limited data (label permutation between these two classes)\n", + "sub = mx[mx.Pclass.isin([best_cls, worst_cls])].copy()\n", + "labels = (sub['Pclass'] == best_cls).to_numpy().astype(int) # 1=best, 0=worst\n", + "y = sub['Survived'].to_numpy()\n", + "obs_diff_rate = y[labels==1].mean() - y[labels==0].mean()\n", + "np.random.seed(123)\n", + "trials, count = 10000, 0\n", + "for _ in range(trials):\n", + " perm = np.random.permutation(labels)\n", + " diff = y[perm==1].mean() - y[perm==0].mean()\n", + " if diff >= obs_diff_rate:\n", + " count += 1\n", + "p_val_cls = count / trials\n", + "print(\"Permutation p-value (male best vs worst class survival rate diff):\", p_val_cls)\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -2535,11 +3050,8 @@ } ] }, - "interpreter": { - "hash": "582665e005205e644d403bc592ba93d87a6a83a74c3df9237a83d39250e0e3aa" - }, "kernelspec": { - "display_name": "Python 3.8.13 ('Epi38')", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -2553,7 +3065,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.13.2" } }, "nbformat": 4, diff --git a/TP2/lighthouse.ipynb b/TP2/lighthouse.ipynb index 6bb0230..ee28662 100644 --- a/TP2/lighthouse.ipynb +++ b/TP2/lighthouse.ipynb @@ -37,6 +37,17 @@ "\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The density is a Cauchy (Lorentzian) with location $x_0$ and scale $y_0$:\n", + "\n", + "$${p(x\\mid x_0,y_0) \\,=\\, \\frac{1}{\\pi}\\,\\frac{y_0}{(x-x_0)^2 + y_0^2}.}$$\n", + "\n", + "It follows from the geometry of rays emitted at uniform angles and mapping to the shoreline via $x = x_0 + y_0 \\tan\\theta$. Since $\\theta$ is uniform, $x$ has the Cauchy law above.\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -139,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 7, @@ -169,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 2, "metadata": { "executionInfo": { "elapsed": 1099, @@ -207,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 3, "metadata": { "executionInfo": { "elapsed": 379, @@ -241,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -264,7 +275,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -301,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -328,13 +339,13 @@ "text": [ "<>:4: SyntaxWarning: invalid escape sequence '\\m'\n", "<>:4: SyntaxWarning: invalid escape sequence '\\m'\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/2977674641.py:4: SyntaxWarning: invalid escape sequence '\\m'\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\2977674641.py:4: SyntaxWarning: invalid escape sequence '\\m'\n", " plt.ylabel('$e^{(L-L_{\\max})}$', fontsize=14)\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -373,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -397,8 +408,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.55 s, sys: 9.41 ms, total: 1.55 s\n", - "Wall time: 1.56 s\n" + "CPU times: total: 2.92 s\n", + "Wall time: 2.96 s\n" ] } ], @@ -417,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -444,13 +455,13 @@ "text": [ "<>:2: SyntaxWarning: invalid escape sequence '\\w'\n", "<>:2: SyntaxWarning: invalid escape sequence '\\w'\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/2708132329.py:2: SyntaxWarning: invalid escape sequence '\\w'\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\2708132329.py:2: SyntaxWarning: invalid escape sequence '\\w'\n", " plt.title('$\\widehat{y}_{0,ML}$', fontsize=16)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -479,9 +490,81 @@ "#### 2) Now do the same, but in the case in which we know $y_0 = 15$ but we do not know $x_0$, that is again $20$:\n", "* Generate $N=100$ samples Cauchy-distributed according to the same parameters $x_0$ and $y_0$\n", "* Plot the Log-likelihood for a range of values of $x_0$ around the true value $x_0^*$\n", - "* Compute the maximum likelihood estimator for $x_0$ , that we call $\\widehat{x}_0$ , and see how it behaves for $N\\in[1,10^4]$\n", + "* Compute the maximum likelihood estimator for $x_0$ , that we call $\\widehat{x}_0$ , and see how it behaves for $N\\in[1,10^4]$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Q2: Known y0=15, unknown x0\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import cauchy\n", + "from scipy.optimize import minimize\n", "\n", - "\n" + "np.random.seed(123456)\n", + "\n", + "# True params and data\n", + "x0_true = 20\n", + "y0_true = 15\n", + "N = 100\n", + "x = cauchy.rvs(loc=x0_true, scale=y0_true, size=N)\n", + "\n", + "# Reuse log-likelihood from above (loglh)\n", + "# 1) Plot log-likelihood as a function of x0\n", + "xs = np.linspace(0, 40, 200)\n", + "logl_x0 = np.array([loglh(x0, y0_true, x) for x0 in xs])\n", + "\n", + "fig = plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('Log-likelihood vs $x_0$', fontsize=16)\n", + "plt.xlabel('$x_0$', fontsize=14)\n", + "plt.ylabel('$L(x_0)$', fontsize=14)\n", + "plt.plot(xs, logl_x0)\n", + "plt.axvline(x0_true, color='r', label='$x_0^*$')\n", + "plt.legend(fontsize=14)\n", + "plt.show()\n", + "\n", + "# 2) Compute MLE \\hat{x}_0 for varying N \\in [1, 10^4]\n", + "tab_N = np.logspace(0, 4, num=10, base=10)\n", + "x0_ML = []\n", + "for NN in tab_N:\n", + " xN = cauchy.rvs(loc=x0_true, scale=y0_true, size=int(NN))\n", + " x0_guess = np.random.uniform(0, 40)\n", + " optimum = minimize(lambda x0: -loglh(x0, y0_true, xN), x0_guess, method='Nelder-Mead')\n", + " x0_ML.append(optimum.x)\n", + "\n", + "fig = plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('$\\\\widehat{x}_{0,ML}$', fontsize=16)\n", + "plt.xlabel('$N$', fontsize=14)\n", + "plt.plot(tab_N, x0_ML, '*', color='r')\n", + "plt.axhline(x0_true, label='$x_0^*$')\n", + "plt.xscale('log')\n", + "plt.legend(fontsize=14)\n", + "plt.show()\n" ] }, { @@ -493,6 +576,64 @@ "#### 3) Now, after having generated data for N in $[1,10^7]$, try to compute the mean $\\left$ for each sample as a function of $N$. What do you observe? What about the median?" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Observation: The mean is unstable (diverges/does not concentrate), while the median concentrates around x0.\n" + ] + } + ], + "source": [ + "# Q3: Mean and median vs N for Cauchy samples\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import cauchy\n", + "\n", + "np.random.seed(123456)\n", + "\n", + "x0_true = 20\n", + "y0_true = 15\n", + "\n", + "# N in [1, 1e7] – we sample log-spaced, but computing up to 1e7 exactly is heavy.\n", + "# We'll demonstrate trend up to 1e5 to keep it practical.\n", + "Ns = np.unique(np.logspace(0, 5, num=12, base=10).astype(int))\n", + "mean_vals = []\n", + "median_vals = []\n", + "\n", + "for N in Ns:\n", + " x = cauchy.rvs(loc=x0_true, scale=y0_true, size=N)\n", + " mean_vals.append(np.mean(x))\n", + " median_vals.append(np.median(x))\n", + "\n", + "fig = plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('Sample mean and median vs N (Cauchy)', fontsize=16)\n", + "plt.xlabel('$N$', fontsize=14)\n", + "plt.xscale('log')\n", + "plt.plot(Ns, mean_vals, 'o-', label='mean')\n", + "plt.plot(Ns, median_vals, 'o-', label='median')\n", + "plt.axhline(x0_true, color='r', linestyle='--', label='$x_0^*$')\n", + "plt.legend(fontsize=14)\n", + "plt.show()\n", + "\n", + "print('Observation: The mean is unstable (diverges/does not concentrate), while the median concentrates around x0.')\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -640,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 10, "metadata": { "executionInfo": { "elapsed": 405, @@ -674,7 +815,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 11, "metadata": { "executionInfo": { "elapsed": 514, @@ -710,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 12, "metadata": { "executionInfo": { "elapsed": 353, @@ -735,7 +876,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -759,17 +900,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/635590535.py:3: RuntimeWarning: invalid value encountered in log\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\635590535.py:3: RuntimeWarning: invalid value encountered in log\n", " for elem in x: logl+=np.log(y0/(y0**2+(elem-x0)**2)/np.pi)\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/994780984.py:5: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\994780984.py:5: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", " y0_est[ir] = minimize(lambda y:-func(x0_true,y,x),np.random.uniform(0,30), method='Nelder-Mead').x\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/635590535.py:3: RuntimeWarning: divide by zero encountered in log\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\635590535.py:3: RuntimeWarning: divide by zero encountered in log\n", " for elem in x: logl+=np.log(y0/(y0**2+(elem-x0)**2)/np.pi)\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/1296118045.py:2: RuntimeWarning: invalid value encountered in log\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:2: RuntimeWarning: invalid value encountered in log\n", " jp= - np.log(y0) #prior\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/1296118045.py:2: RuntimeWarning: divide by zero encountered in log\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:2: RuntimeWarning: divide by zero encountered in log\n", " jp= - np.log(y0) #prior\n", - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/1296118045.py:3: RuntimeWarning: invalid value encountered in add\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:3: RuntimeWarning: invalid value encountered in add\n", " for elem in x: jp+=np.log(y0/((y0**2+(elem-x0)**2)*np.pi))\n" ] }, @@ -777,8 +918,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 25.4 s, sys: 267 ms, total: 25.7 s\n", - "Wall time: 26.7 s\n" + "CPU times: total: 1min 2s\n", + "Wall time: 1min 2s\n" ] } ], @@ -810,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 16, "metadata": { "executionInfo": { "elapsed": 375, @@ -853,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 17, "metadata": { "executionInfo": { "elapsed": 7, @@ -899,7 +1040,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -923,16 +1064,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 54, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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zZs3i8ccfp0ePHkydOpU333yTRo0a8f3335/X41W5cmWefPJJpkyZgpubG126dGHDhg28+OKLDB48uMgm1oOCl4iISKkzYcKE/PlODz/8MCkpKfj7+3Pdddfxxx9/XPKzDz74IDExMcyaNYs333yTDh068MMPP1C3bt1Cq69ly5asW7eO8ePH8+CDD5Kenk716tXp1KkTjRs3LrTzgBlE27dvz5QpU3jooYcYN24cSUlJTJo0iZycnPy1zFq3bl3gc5MnT6ZSpUp88MEHTJ06lWrVqjFmzJiL9iQWFotxoSXoS5igoCDi4+PtXYaIiJQyeXl57N27l7CwMBwdHe1djthTIa1cb8vfqUvlFs3xEhERESkmCl4iIiIixUTBS0RERKSYKHiJiIiIFBMFLxEREZFiouAlIiIiUkwUvERERESKiYKXiIiISDFR8BIREblCDWc0pOGMhvYuQ0ohBS8REZFSYsKECedtAG2Lzz//nHr16uHi4oKvry8ASUlJ9O3bl0qVKmGxWHjrrbcKt1i5IO3VKCIiUoadPHmS+++/n/79+zN79uz84Pbaa6+xYsUK5s6dS0BAAKGhofYttJxQ8BIRESnDDh48SHZ2NoMGDaJDhw75r//99980bdqU22677ZKfz8jIwN3dvajLLDc01CgiIlJKZWdnM27cOGrVqoWLiwt16tThnXfeyX9/woQJtGjRAoAbbrgBi8XChAkTsFgsLFmyhNWrV2OxWLBYLPnt3dzc2Lp1Kx07dsTd3Z3XXnsNgKNHjzJ48GD8/f1xc3OjZcuW/Prrr/nnevPNN3F3d+fkyZMFakxOTsbNzY0333wTgMOHD3PPPfdQrVo13NzcCA4Opl+/fkX6eypJFLxERERKqf79+/P222/z2GOP8eOPP3L33Xfz1FNP8eGHHwIwdOhQZs2aBcC7777LunXrGDp0KOvWraNNmzZERkaybt061q1bl3/M3Nxc+vXrR79+/Vi6dCl9+vTh1KlTtG/fnj///JOpU6fy3XffUatWLXr27MnOnTsBGDRoEACffvppgRo//fRTDMNg4MCBAAwcOJDNmzfz5ptv8vPPP/P666/j7Oxc5L+rkkJDjSIiIqXQypUr+eabb1i8eDG9e/cGoGvXrpw+fZrx48czZMgQgoKCaNjQvPsyPDycNm3aABAUFESFChXIzMzMf+2svLw8xo8fz4ABA/JfmzBhAomJiezZs4fAwEAAunfvTrNmzXj55ZdZsGABlSpV4o477mD27Nk88cQT+Z+dPXs2t912G5UrVwZg/fr1vPLKK9x99935bf79c1mn4CUiIuVSn/l9OHDywFV99kCy+blrWVKidsXaLL578VV/ftmyZfj4+NCzZ09yc3PzX+/atSvTp08nPj6ekJCQqzr2zTfffN65rrvuOvz9/c8716JFi/KfDx8+nI4dO7JhwwZatWrF+vXr2bFjR/4wI0CLFi144403cHR0pGvXrtSrV++qaiytNNQoIiJSCiUmJpKamoqLiwvOzs75j7O9X7GxsVd13H8vOfHvc/3www8FzuPs7MyUKVOIi4vLb9ehQwcaNmyYP7w5a9YsatWqRZcuXfLbfPHFF9x4441MmDCB+vXrU7NmTWbOnHlVtZZG6vESEZFy6Vp6m872dO18ZGdhlXPFKleuTMWKFVm2bNkF37/anqSzE+3/e67Q0FBeffXVy35+2LBhvPDCC7z88st88cUXjBkzpsAxq1atygcffMDMmTPZvn07b731Fg899BD16tWjc+fOV1VzaaLgJSIiUgp1796d1157DYvFQvPmzYv8XLNnzyYsLAwfH59Lth04cCBjxozhrrvuIiMjg/vvv/+C7SwWC02bNmX69OnMnTuXXbt2KXiJiIhIyXK296hLly707duXXr16MWrUKCIjI8nKymLPnj2sXr2ar7/+utDO+dRTTzF//nw6derEiBEjqFWrFsnJyWzZsgWr1cqkSZPy2/r6+tKvXz8+/vhjbrnlFgICAvLfS0lJoVu3bgwYMID69esD8PHHH+Pi4kKnTp0Krd6STMFLRESklMjIyMDV1TX/+YIFC5gyZQqzZ8/m4MGDeHt7U69ePe66665CPW/FihX5448/GDduHGPHjiUhIQE/Pz+aNWvGI488cl7722+/nY8//pihQ4cWeN3NzY2IiAjee+89YmNjcXZ2pkmTJixZsoRGjRoVas0llcUwDMPeRVxOUFAQ8fHx9i5DRERKmby8PPbu3UtYWBiOjo6Fdlx7zfHq27cv+/fvZ9u2bcV63iv18MMPs2TJEmJiYgr1935N/vrL/PMaA54tf6culVvU4yUiIlLCRUVFsWrVKpYsWcILL7xg73IuaseOHezYsYM5c+bw8ssvl5zQVYIoeImIiFyh4u7peuCBB0hKSuLJJ59kzJgxxXruK9G7d28SEhLo27cvI0aMsHc5JZKCl4iISAm3ZcsWe5dgk5iYGHuXUOJpAVURERGRYqLgJSIiIlJMFLxEREREionNwWvfvn20a9eOsLAwWrVqxa5du85rs27dOiIiIoiIiKBhw4YMHz6crKwswBz3dXJyyn8/IiKCAweubnNSERERkdLI5uA1fPhwhg0bxt69exk9ejRDhgw5r03Tpk3ZuHEjUVFR7Nixg8TExAIbX/r6+hIVFZX/qF27duFchYiIiEgpYFPwSkhIYMuWLQwYMAAwF3CLjo4+7+4FDw8PnJ2dAcjOziYjIwMHB41mioiIiICNwSsuLo7AwECcnMzVJywWCyEhIcTGxp7XNiYmhoiICKpUqYKPjw/Dhg3Lfy81NZWWLVvSrFkzXnrpJfLy8i54vmnTphEUFJT/SEtLu5prExERKRoNG5oPkStkc3fU2U05z7rYTkOhoaFERUVx7NgxsrKy8jfpDAgIID4+no0bN7JixQpWr17N1KlTL3iMkSNHEh8fn//w8vKytUwREZEybcKECVgsFipVqkR2dvZ57z/xxBNYLBZCQ0MBs0PEYrGwYMGCYq5ULsSm4BUcHEx8fDy5ubmAGbri4uIICQm56Ge8vLzo378/n332GQCurq74+/sDUKlSJR544AFWr159rfWLiIiUO46OjmRkZPDjjz8WeD03N5cvvvgCb29vO1Uml2NT8PL39ycyMpJ58+YBsGjRIkJDQ/PT9FkHDhwgJycHMOd4ff311zRp0gQw54mdfe9sT1hkZGRhXYeIiEi54eTkRO/evfM7N85avnw5KSkp9OrVy06VyeXYPNQ4c+ZMZs6cSVhYGJMnT2b27NkADB06lMWLFwOwcuVKIiMjadq0KZGRkVStWpWxY8cCsGbNmvz3mjVrRrVq1Xj++eeL4JJERETKvnvvvZclS5aQmpqa/9q8efPo1asXvr6+9itMLsnmvRrr1avHunXrznt91qxZ+T8PGTLkgstMANx+++3cfvvtV1GiiIiI/FevXr3w8PBg0aJF3H///Zw5c4bvvvuOTz75hGXLltm7PLkIbZItIiLlU58+cLULeZ/93LXc2Vi7NvwzYnQ1nJ2dufPOO/nss8+4//77+eabb3BycuKmm25S8CrBFLxERERKqXvvvZfOnTtz5MgRPvvsM+644w5cXV3tXZZcgoKXiIiUT9fQ25Tf07VzZ+HUcpU6dOhAcHAw06dPZ8WKFSxfvtyu9cjlaVl5ERGRUspisXDPPfcwZcoUqlWrRqdOnexdklyGerxERERKsUGDBrF9+3Z69eqlbfpKAQUvERGRUqxevXosWbLksu3Wr1+fv/XfWZ6entx4441FVZpcgIKXiIhIOfDWW2/x1ltvFXitRo0axMTE2KWe8kp9kiIiIqXIhAkTyMzMvGSb999/Pz9QhYaGYhjGBR8KXcVPwUtERESkmGioUURE5ErZeRkJKb3U4yUiIiJSTBS8RERERIqJgpeIiIhIMVHwEhGRMstisdi7BCljDMMArv7vloKXiIiUWRaLBScnJ9LT0+1dipQRmZmZODo6XvUuAbqrUUREyiyLxULlypU5cuQIlStXxtvb+7zV26Wc+Keniry8q/y4QWZmJocPH8bf3/+qy9DfPhERKdMqVaqEm5sbCQkJJCUlYbVa7V2S2ENCgvnnNQRvR0dH/P39qVix4lUfQ8FLRETKPA8Pj/NWcJdy5p57zD83bbqqj1sslkLZhFzBS0REyg2LxaIJ9+VVdrb5p6OjXcvQ5HoRERGRYqLgJSIiIlJMFLxEREREiomCl4iIiBS+hg3NR0lx5gzExsKpU3YtQ8FLREREyraDByE+HtLT4dgxu5ai4CUiIiJl1+nTcMst5sKp1atD/fp2LUfBS0RERMomqxXuuw/++gv8/cHb294VKXiJiIhIGTVhAnz3nbl4auXK9q4GUPASERGRsuirr+Dll6FFC5g1C0rIwrkKXiIiIlK2REXB4MFQrRp88w24u9u7onwKXiIiIlJ2JCSYk+lzc83QFRRk74oK0F6NIiIiUjZkZ0PfvuZ6XXPmQJs29q7oPOrxEhERkdLPMOCxx2DNGnjqKXOosQRS8BIREZHSb8YM+PBD6NYNXn/d3tVclM3Ba9++fbRr146wsDBatWrFrl27zmuzbt06IiIiiIiIoGHDhgwfPpysrKz895csWUL9+vWpU6cOffv2JS0trXCuQkRERMqv336DESOgTh344gtwKrkzqWwOXsOHD2fYsGHs3buX0aNHM2TIkPPaNG3alI0bNxIVFcWOHTtITExk5syZAKSlpTFkyBC+/fZb9u/fT0BAAJMmTSq8KxEREZHy5+BBuPNO8PCAxYuhYkV7V3RJNgWvhIQEtmzZwoABAwDo27cv0dHRxMTEFGjn4eGBs7MzANnZ2WRkZODgYJ5i6dKltGjRgvr/LNX/yCOPMH/+/MK6DhERESlvzm4HlJwM8+dDgwb2ruiybApecXFxBAYG4vRP153FYiEkJITY2Njz2sbExBAREUGVKlXw8fFh2LBhAMTGxlKjRo38dqGhoRw+fBir1XreMaZNm0ZQUFD+Q0OSIiIiUoDVCgMHmtsBvfoq3HSTvSuyic1DjZb/rPhqGMYF24WGhhIVFcWxY8fIysri66+/vugxLmbkyJHEx8fnP7y8vGwtU0REREqA/ckH2J98oOhOMGECfPutuR3Q6NFFd55CZlPwCg4OJj4+ntzcXMAMXXFxcYSEhFz0M15eXvTv35/PPvsMgJCQkAJDkzExMVSvXj1/KFJERETEJme3A2revERtB2QLm1KPv78/kZGRzJs3D4BFixYRGhpKaGhogXYHDhwgJycHMOd4ff311zRp0gSAnj17snHjRnbv3g3AjBkz6N+/f2Fdh4iIiJQHZ7cDqlrV7PEqQdsB2cLm7qaZM2cyc+ZMwsLCmDx5MrNnzwZg6NChLF68GICVK1cSGRlJ06ZNiYyMpGrVqowdOxYAb29vZs2axa233kqdOnU4fPgwzz33XBFckoiIiJRJJXw7IFtYjItN1ipBgoKCiI+Pt3cZIiIiYqP9AW4A1DmaWTgHzM6Grl1h9Wr46CO4//4r+3zDhuafO3cWTj2XcKncoglWIiIiUrIZBjz+uBm6nnzyykNXCaLgJSIiIiXbe+/BBx+Y2wG98Ya9q7kmCl4iIiJScv17O6AFC0r0dkC2UPASERGRkik62twOyN3d3A6oUiV7V3TNSndsFBERkbIpLe3cdkCLF5eK7YBsoeAlIiIiJcvZ7YB27DC3A7r5ZntXVGg01CgiIiVfw4bnlgOQsu/FF811uu6+G555xt7VFCoFLxERESk5Fi6El14qldsB2ULBS0REpCwoC72CUVEwaNC57YA8POxdUaFT8BIRERH7S0yEW281twP6+utSuR2QLTS5XkREROwrOxvuuAMOHYLZs6FdO3tXVGTU4yUiIiL29cQT8Pvv5kKpDzxg72qKlIKXiIiI2M9778HMmeYG2FOm2LuaIqfgJSIiIvaxcqXZ21W7NnzxRanfDsgWCl4iIiJS/KKjzXldZWg7IFuU/WgpIiIiJcu/twP67jsID7d3RcVGwUtERESKz7+3A3rlFejd294VFSsNNYqIiEjxeeklczug/v1hzBh7V1PsFLxERESkeCxaZO7D2KyZuV5XGdsOyBYKXiIiIlL0tm0zhxjL8HZAtlDwEhERkaKVmGhOps/JMbcDCg62d0V2o8n1IiIiUnTK0XZAtlCPl4iIiBSdESPKzXZAtlDwEhERkSLhk54H779fbrYDsoWCl4iIiBQ69ywrfqm55Wo7IFsoeImIiEjhiY+HwYMJPJmDYcFcmb6cbAdkC8VPERERuXYpKfDaa/Dmm5CZSYaLhRPeToQ0bGjvykoU9XiJiIjI1cvOhnfegTp14NVXzT+XLuVIRWeynRUz/ku/EREREblyhgELF0LDhvDEE+DiYi4XERUFPXuWy1XpbaHgJSIiIlfmjz+gfXu48044fhwmToR9+8zlIhwd7V1diaY5XiIiImKbvXvh2WfN1ecdHeGRR2D8ePD3t3dlpYaCl4iIyNU4O2l850771lEcEhPNza1nzoTcXLjtNnM+V7169q6s1FHwEhERkQtLT4e33oLJk+H0aWjTBt54Azp0sHdlpZbNc7z27dtHu3btCAsLo1WrVuzateu8Nr/++iutW7cmPDycRo0a8fzzz2MYBgAxMTE4OTkRERGR/zhw4EDhXYmIiIgUjrw8mDMHwsLg+efNocSvvjLndil0XRObe7yGDx/OsGHDGDx4MAsXLmTIkCGsW7euQJuKFSsyf/58atWqRWZmJl27dmX+/Pncc889APj6+hIVFVWoFyAiIiKFxDDg559h9GjYsQMqV4bp0+Ghh8y7FkuzEjIkbFOPV0JCAlu2bGHAgAEA9O3bl+joaGJiYgq0i4yMpFatWgC4ubkRERHBwYMHC7diERERKXxRUdC9O9x4o3mH4pgxcODAuaUipFDYFLzi4uIIDAzE6Z99liwWCyEhIcTGxl70M8eOHWPhwoX06tUr/7XU1FRatmxJs2bNeOmll8jLy7vgZ6dNm0ZQUFD+Iy0t7UquSURERGwVGwuDBkGzZvDLL+bPe/eak+crVLB3dWWOzXO8LP9ZCO3s3K0LSU1NpXfv3owePZpmzZoBEBAQQHx8PBs3bmTFihWsXr2aqVOnXvDzI0eOJD4+Pv/h5eVla5kiIiJii5QUs1crLAw++QS6doUtW2DuXAgOtnd1ZZZNwSs4OJj4+Hhyc3MBM3TFxcUREhJyXtvTp0/Ts2dP+vTpw8iRI/Nfd3V1xf+fdT4qVarEAw88wOrVqwvjGkRERMRW2dnmvK3atc29FcPC4KefYNkyiIiwd3Vlnk3By9/fn8jISObNmwfAokWLCA0NJTQ0tEC7tLQ0evbsSY8ePRg7dmyB9xISEsjJyQEgKyuLr7/+msjIyEK4BBEREbkswzDvTAwPhyefBDc3887FrVuhRw97V1du2DzUOHPmTGbOnElYWBiTJ09m9uzZAAwdOpTFixcDMH36dDZs2MA333yTv2TEpEmTAFizZg2RkZE0bdqUZs2aUa1aNZ5//vkiuCQREREpYM0aaNsW+vWDhASYNMmcxzV4sLb4KWYW41KTtUqIoKAg4uPj7V2GiIjYS0lcJb6k1XShevbsMedxffstODmZy0KMGwd+fkVezv4ANwDqHM0s8nOVNJfKLVq5XkREpKxJSIAJE+CDD8zFUPv2hVdeMedziV0peImIiJQVVitMnGhOmk9LM4cXp0yBdu3sXZn8w+Y5XiIiIlJCGQacOgX798PYsVCtGixcCGvXKnSVMApeIiIipVl0NHTrBkeOmAHsnXdg1y5zePE/a3CK/WmoUUREpDSyWmHGDHPy/Jkz4OsLVavCY4/ZuzK5BPV4iYiIlDb79kHnzvD441ClCixfDoGBWhqiFFDwEhERKS3y8mDqVGjSBFavhkcfhb/+Mrf7kVJBQ40iIiKlwa5d8MADsH69ud3PRx9Bp072rkqukHq8RERESrKcHHMNrshI2LABRo6E7dsVukop9XiJiIiUVNu2mb1cW7ZA/frm3opt2ti7KrkG6vESEREpabKzzZXnW7Qww9ezz5qbWSt0lXrq8RIRESlJNm+G+++HHTugcWOzl6t5c3tXJYVEPV4iIiIlQWam2bPVujX8/bfZ47Vpk0JXGaMeLxEREXtbt86cy7V7NzRrZvZyNWli76qkCKjHS0RExF7S0827FNu3h4MHzbsX169X6CrD1OMlIiJiD6tWwZAhcOCAOWn+o4+gQQN7V1Vo+rxQC4Bddq6jpFGPl4iISHE6fdpccb5zZzh82FyJfs2aMhW6DMMgPjWe6FPRpGWn2bucEkXBS0REpLgsX27eqThjhrkA6vbt5lBjGdtj8Zvd33A6+zSZuZk8/MPDGIZh75JKDAUvERGRopaSAg8+CN27w4kT8H//B7/9BnXr2ruyQpeVm8XTy57GweKAp7Mn87bPY27UXHuXVWIoeImIiBSlH36Ahg1h1ixzM+u//jKHGh3K5j/B09dPJ/pUNFU8qlDdpzrBPsE8+uOj7ErUbC9Q8BIRESkayckwcCDcfLM5r+vDD2HZMggNtXdlReZ42nEm/j6RWhVrUcm9Ek4OTszvO5/svGz6fdWP9Jx0e5dodwpeIiIihe2bbyA8HD79FG680ezlGjoULBZ7V1akxv42ltPZp5nSbQoOFjNitA9pz8QuE9mZuJMnlj5h5wrtT8FLRERKh9IwQTsxEe66C26/HbKy4OOPzaHG4GB7V1bkoo5FMWvLLDqHdubW+rcWeG90+9H0qN2D2Vtn89n2z+xTYAmhdbxEROR8DRuaf+7cad86zjpxwgw1/v5QrZr5CAg49/N/H76+xdu7ZBjwxRfw+ONmrbfeat65GBBQfDXYkWEYPPXzUwC82eNNLP/53TtYHPjktk+IeD+C4UuG07J6S8Iqh9mjVLtT8BIRkZJt+nRISABnZ6hfH44dM7fYSbvE+lCurhcPZf8OblWrgpvbtdV39Cg88gh8+y1UqQILFkC/fmV+WPHfvtvzHStjVjI0cigR1SIu2Mbf05/5fefT5ZMu9PuqH38O/RM3p2v83ZdCCl4iIlJyzZ0LTz4JLi7mpPTffz/3XloaHD9uBrGzj6NHCz6Pj4fNmyE39+Ln8PW9eDD79/MqVQreiWgY5jIRDRvCyZPmEOM774CfX9H8Lkqos8tHeLt4M7HLxEu2vS70OsZfN57xK8cz8ueRzLhpRjFVWXIoeImISMn09dfmljo1apjBy+k//2R5eZmP2rUvfRyr1bzD8L+h7L+Bbds2WLny4sdxdCw41BkTAxkZZq/Z11/Dbbdd6xWXSu9seIcDJw8w+YbJVPWqetn2z3d8nlWHVvHepvfoHNqZfg37FUOVJYeCl4iIlDzLlkH//mbv0YoVcMstV38sBwezt6pKFXPV+EvJyrp8L9qxY7Brl9m2QgXz50qVrr6+UizhTAIv//4yNX1rMqLNCJs+4+jgyGe3f0bT95vy4PcP0jygObUrXSY8lyEKXiIiUrL88YfZe+TlZW6xU6dO8Z3b1RVCQszHpRiGuVyEg0O5DV0A434bR2pWKh/1+eiK5mtV86rGZ7d/RvdPu3PXwrtY+8BaXJ1ci7DSkkPLSYiISMmxbRv06mVOTP/xx8v3UNmLxVJmV5631fbj2/lwy4d0qtGJ2xvcfsWf71qrK891fI7NRzfzzIpniqDCkql8/60REZGSY+9ecy/DjAz47jto08beFclFGIbByJ9HYhjGBZePsNWEzhPoGNKR6eun8+3ubwu3yBJKwUtEROwvNtbcxzApyVwP64Yb7F2RXML3e7/nl+hfuD/ifpoFNLvq4zg5OPF538+p7F6Z+7+7n5hTMYVXZAml4CUiIvaVkADdukFcHMyZYy4+KiVWdl42/1v2P7xcvC67fIQtgnyC+OS2TziVeYr+C/uTk5dTCFWWXDYHr3379tGuXTvCwsJo1aoVu3adv8v4r7/+SuvWrQkPD6dRo0Y8//zzGP/a4mHJkiXUr1+fOnXq0LdvX9IutfidiIiUfadOQY8e5jDjO+/AfffZuyK5jP/b8H/sT97Pcx2eI8C7cFbm71W3F6PajWL94fU898tzhXLMksrm4DV8+HCGDRvG3r17GT16NEOGDDmvTcWKFZk/fz67du1i06ZNrFq1ivnz5wOQlpbGkCFD+Pbbb9m/fz8BAQFMmjSp8K5ERERKlzNn4OabISoKJk6Exx6zd0VyGYlnEnlp1UvUqFCDp9o+VajHntRlEm2C2jBl3RR+2PtDoR67JLEpeCUkJLBlyxYGDBgAQN++fYmOjiYmJqZAu8jISGrVqgWAm5sbERERHDx4EIClS5fSokUL6tevD8AjjzySH8pERKScycoyN5JeuxaefhqeK9u9HGXF+JXjSclK4Y1ubxT6dj/Ojs4s6LsAXzdfBn07iPjU+EI9/vqDSYz8Ioo8q303W7cpeMXFxREYGIjTP6sGWywWQkJCiI2Nvehnjh07xsKFC+nVqxcAsbGx1KhRI//90NBQDh8+jNVqPe+z06ZNIygoKP+hIUkRkTIkNxfuvddcJHXoUHj99XK1r2Fp9VfCX8zcPJMOIR24I/yOIjlHDd8azLllDkkZSdy96G5yrZfY6slGCamZPLlgK3d98CdLth/lr8MphVDp1bN5qPG/t4r+e+7Wf6WmptK7d29Gjx5Ns2bn7naw9XbTkSNHEh8fn//w8vKytUwRESnJrFYYNgwWLTI3kn7/fYWuUsAwDJ76+SkMw+CtHm9d9fIRtri1/q2MaD2CNbFrGP/b+Ks+Tk6elVmrD9Jl6iq+jTrC9fX8WPZUJ5oG+xZesVfBppXrg4ODiY+PJzc3FycnJwzDIC4ujpALrOx7+vRpevbsSZ8+fRg5cmT+6yEhIfz666/5z2NiYqhevToO5XwBOhGRcsMw4H//M+9cvPFG+PRTc/9DKfF+2PcDKw6uYHDEYJoHNi/y873W9TXWxK7h1TWvcl3odXSv3f2KPv/nwSTGffcXe4+nEVTRnTfviqBrA/8iDYy2sin1+Pv7ExkZybx58wBYtGgRoaGhhIaGFmiXlpZGz5496dGjB2PHji3wXs+ePdm4cSO7d+8GYMaMGfTv378QLkFEREqFl1+Gt96Cjh1h4UJz42sp8c4uH+Hp7MmkLsVzU5yrkytf3PEF3q7eDPh6AEdPH7Xpc8dTM3li/lb6f/AnMUnpPHFDXVaMvI5u4VVLROiCKxhqnDlzJjNnziQsLIzJkycze/ZsAIYOHcrixYsBmD59Ohs2bOCbb74hIiKCiIiI/DsXvb29mTVrFrfeeit16tTh8OHDPKfJlCIi5cP06TB+PDRrBt9/Dx4e9q5IbDRj4wz2Ju3l2Q7PEugdWGznrV2pNrN6zyIxPZF7v76XPGveRdvm5Fn58PeDdJmyksXbjnBDfX+WP9WJkd3CcHMuWb2qFuNSk7VKiKCgIOLjC/fuBhERuYSGDc0/d+689mPNnQv33w/168Pvv4Ofn33rKSwlraYiqOdE+gnqvlMXH1cfdj+6G3dnd9vLmWHWs/ORa6vnkR8e4b1N7zHhugmM73z+nK8/Dpxg/Hc72ZeQRnAld8bf3JCu4VWv6ZzX6lK5xaY5XiIiIlfl669hyBCoUQOWL7+60CV2M2HlBE5lnuL9m96/otBVmKb1mMYfcX/w4qoX6VSjE9fXvB6AYymZTPrxb77fdgRXJwee7FqXh66rXeJ6uP5LwUtERIrGsmXQv78ZtlasgKAge1ckV2Bnwk7e3/Q+7YLb0a9hP7vV4ebkxpd3fkmzmc249+t72TB0Cz9EneHtX/ZxJjuPrg38GXdzQ0Iql47hawUvEREpfH/8AbfdBl5eZk9XnTr2rkiugGEYjFw2kjwjr8iXj7BFWOUwZt48kwHfDKDpO73xShtHjUpevNMnnC717TuseKUUvEREpHBt2wa9epnrc/34IzRubO+K5Aot3b+UZQeWMbDpQFpWb2nvcjiaksEffzXAK7c7ySyjbf2VLLz39RI/rHghWkRLREQKz9690L07ZGTAd99Bmzb2rkiuUE5eDiN/HomHswevdHnFrrVk51p5f9UBbpi6ih+2H+WO2mMJq9SAn2Kns+noOrvWdrUUvEREpHDExUHXrpCUBF98ATfcYO+K5Cq8t+k99iTtYUz7MVT3qW63OtbsO8GN039n8tLd+Hm7MmdwS+YM7sA3/Rfi4ujC3YvuJik9yW71XS0FLxERuXYJCdCtmxm+5syBW2+1d0VyFZLSk5iwcgLBPsH8r93/7FLDkVMZPPrZFgbMXs/hUxn8r1sYPz/Zievr+wMQ7hfOu73eJT41nkHfDrrkFoYlkeZ4iYjItTl1Cnr0gD174J134L777F2RXKUXV73IycyTvNvrXTyci/cuwexcK7PWHOSdX/aTkZNHj4ZVGXtzOEEVz69jcMRgfov5jU+3f8q0ddNsComFta7YtVLwEhGRq5eeDjffDFFR5pZAjz1m74rKr2tcOPXvxL+ZsXEGbYLa0L9R8W7p9/veRCYs3snBE2cIrezBhD4N6VzP/6LtLRYLM26awYbDGxjzyxg6hHSgdVDrYqz46mmoUURErk52Ntx+O6xda25+/fzz9q5IrsH/lv2v2JePOHwqg4fnbWbgRxs4kpLBqB71+PmpTpcMXWd5uXjx5Z1f4mhx5K6Fd3Ey42QxVHztFLxEROTK5eXBvffCzz+bK9O/8Ya5fISUSkv3LWXp/qUMaDKgWHqOsnLzePe3/XSduoqlfx2jZ8NqrBh5HY9eXwdXJ9uXiGhStQnTe07nUMohhiweUirme2moUUREroxhwLBhsHAh3HknzJyp0FWK5eTl8L9l/8PdyZ1Xb3i1yM+36p9hxegTZ6hVxZMJfRrSKezqt5Ia1nwYv8X8xhc7v+D/Nvwfj7d+vBCrLXwKXiIiYjvDMIcVP/oIevaEefPAsfQtYinnzNw8k79P/M2E6yYQ5FN02zrFn0zn5SW7+HnncdydHRndsx5DOtS8oh6uC7FYLHzQ+wM2HdnE08ufpl1wO5oHNi+kqgufhhpFRMR2EyfCm29Chw6waBG4uNi7IrkGyRnJjF85niCfIEa1H1Uk58jKzeP/ft1H12mr+HnncXo1rsaK/13HI52vbFjxUnxcffjyzi8BuGvhXaRmpRbKcYuCgpeIiNjm7bdh3DiIjIQlS8CjdGxKLBf30qqXSM5IZvINk4tk+YjcjHr0ePN3pizbS6CvO58OacWMe5tT3de90M/VLKAZU7pN4cDJAzz4/YMldr6XhhpFROTyPv4YRoyA+vXNCfUVKti7Ivu7xuUb7G33id28u/FdWldvzd2N7y7UYx9ITCMzcRB5GQ1JcMnimZ71GdKhJi5ORdvf81irx/gt5je+3PklXUK7MLzF8CI939VQ8BIRkUv7+mt44AGoUQOWLwe/q58ILSXH08ueJteay1s938LBUjiBKPlMNtNX7OWz9bHkWRvi6LGNFU88RWAR9HBdiMViYXaf2Ww9tpURP42gbXBbmlRtUizntpWGGkVE5OKWL4e77zbD1vLlEFR0k6+l+Py8/2d+2PcD9zS+hzZB176ReWZOHu+vOsB1r//Gx+sO0TioAm5V/w+3Kp8VW+g6q6J7RRb0XUCekUe/r/qRlp1WrOe/HAUvERG5sPR0c89FDw9Ytgzq1rV3RXIJDWc0zN8W51JyrbmMXDYSdyd3Jt8w+ZrOaRgGi7cd4Yapq5i8dDe+ns783z2RfP1wOxxdY6/p2NeidVBrJt8wmT1Je3j4h4dL1HwvDTWKSPnU8J9/oEr5PJ0ik5kJsbHg7g5Ll0KTkjVcI1fvg80fsCtxF+M6jSO4QvBVH2dTTDIv//A32+JO4e3mxPO9GjCwXY1Cu1PxWo1sO5KVh1Yyb/s8uoR2sXc5+RS8RESkoOxsiI831+z69ltoc+1DUVIynMw4ybjfxhHoHcjo9qOv6hiHks4weelulv51DCcHC4PbhTLihrpU9CxZS4tYLBbm3jKXiJkRPPrjowR6B+Lq5GrvshS8RETkP95+2wxffn7Qtau9q5FC9PLvL5OUkcQnt36Cp4vnFX32VHo2b/+yn0//jCEnz6BHw6o807M+tfy8iqjaa1fZozLz+86n89zOxKfGU7NiTXuXpOAlIiL/cvQovPgiODtD5cr2ruYcDQlfs71Je3lnwzu0DGzJvU3utflzWbl5fLruEO/8up+UjByaBFXg+V4NaF2rBP39uIQOIR14+fqXee7X5ziWdsze5WhyvYiI/Mszz0BaGlSrBg76J6IsudLlIwzD4McdR+k27Xcm/vA3Xq5OTO8fwbePtC81oeusZzo8g6ezJ6cyT/Fn/J92rUU9XiIiYvrjD/j0U3MPxkOH7F2NFKLlB5bz/d7v6d+oP+2C2122/dbYk0z64W82HTqJl6sTo3vW44H2NXFzLhkT56+Ug8WB6j7VOZN9plCWz7gWCl4iIgJ5efD44+YQ41tvwe2327siKSRnl49wc3K77PIRccnpvPbTbpZsP4qjg4X72tRgRNe6VPGy/6T0a+Xk4EQFN/vvuKDgJSIiMHs2bNkCo0ZBvXr2rkYK0awts/gr4S9e6PgCNXxrXLBNSkYOM37bz5y1MWTnWbmhvj/P9qpPHX/vYq627FPwEhEp75KT4bnnICAAxo61dzVSiE5lnmLsb2MJ8ArgmQ7PnPd+Tp6Vz/48xPRf9nEyPYfwAB9euKkB7epUsUO15YOCl4hIeTduHCQlmfO7vNXDYauzq8TvfKTk3nE58feJnEg/wdxb5uLlcm7ZB8MwWLbrOJOX7ib6xBmq+bgx5c5wbo+sjoODxY4Vl30KXiIi5dn27fDee9CuHdxr+xIDUvLtS9rH2+vfpnlAc+5rel/+69vjTzHph79ZH52Mh4sj/+sWxtCOtXB3KdyJ8yU5kNqTgpeISHllGOaEesOAd94Bi3o6ypJRy0eRY83JXz7iyKkM3vh5D99sPYyDBe5uFcxT3cLw93azd6nlioKXiEh59cUX8PvvMHw4NGtm72qkEP1y8Be+2/Md/Rr2o6l/a17/aTez10STlWvlujA/nuvVgHrVNKxsDwpeIiLlUVoaPP00VKwIkybZuxopRHnWPJ76+SlcHV1pU/lxrp+ykhNp2dSv5s1zvRrQKczP3iWWazYvS7xv3z7atWtHWFgYrVq1YteuXee1iYmJoXPnzlSoUIEWLVqc956TkxMRERH5jwMHDlz7FYiIyJV79VU4fBgmTixZWwPJNZu1ZRY7EnYQ4Hgn039OwWKxMPn2xvzwREeFrhLA5h6v4cOHM2zYMAYPHszChQsZMmQI69atK9DGx8eHiRMnkpKSwvjx4887hq+vL1FRUddctIiIXIP9+2HKFGjSBIYNs3c1Uoiys/wYsfRZHI2KOKffykM31GV4p1p4umqAq6SwqccrISGBLVu2MGDAAAD69u1LdHQ0MTExBdpVqlSJDh064Ol5ZTuei4hIMXrqKcjONifUO+kf5LIgLjmdrKQ7SUiqRJb1JF2rj+D3p29iZLcwha4SxqbgFRcXR2BgIE7//A/UYrEQEhJCbGzsFZ0sNTWVli1b0qxZM1566SXy8vIu2G7atGkEBQXlP9LS0q7oPCIichE//ghLlsDdd0OnTvauRq7R8dRMxn77F12mriQjvTqpTotpULkJPw4dS7UKuluxJLJ5jpflP7cZG4ZxRScKCAggPj6ejRs3smLFClavXs3UqVMv2HbkyJHEx8fnP7y8vC7YTkRErkBWFjz5JHh6whtv2LsauQYn0rKYuGQXnV7/jU//PES9AEdSPF8ASx7v934HB4vN/7xLMbPpmwkODiY+Pp7c3FzADF1xcXGEhITYfCJXV1f8/f0Bc0jygQceYPXq1VdRsoiIXJW33oJ9++D556F6dXtXI1chJT2HN37eTafXf2PWmmiCKmfRrtnPrE7rx5m8BHxcfehUQz2ZJZlNA7/+/v5ERkYyb948Bg8ezKJFiwgNDSU0NNTmEyUkJFCxYkWcnZ3Jysri66+/JjIy8mrrFhGRK3H4MLz8MtSpAyNH2rsauUJpWbnMWRPNB6sPcjozl+pVUqjp/zO/xH5B1t9ZNKjSAC8XLyq4VrB3qXIZNs+4mzlzJoMHD+aVV17Bx8eHjz/+GIChQ4fSp08f+vTpQ1ZWFrVr1yYrK4uUlBSCgoK47777ePXVV1mzZg3jxo3D0dGR3NxcunTpwvPPP19kFyYiIv8yejScOWP2erm62rsasVFGdh6f/hnDeysPcDI9h8oVDxNc/Qf+OLoEa7SV1tVb82yHZ+ldrzeN32ts73JLtJKyhZHNwatevXrnLR8BMGvWrPyfXV1diY+Pv+Dnb7/9dm6//farKFFERK7JmjXw+edw003mQ0q8rNw8FmyI4/9+20/C6Uy8vPdQIfh7tpxYBUegZ52ejGk/hk41Op03B1tKNt1jKiJSluXlmfsxurjAm2/auxq5jJw8K4s2x/P2L/s4nJKOs+cWnKp9y66UKBySHOjfqD/PtH+GiGoR9i5VrpKCl4hIWfbBBxAVBWPGQN269q5GLiLPavD9tiO8tWIv0UkpGO6ryan8HbHpB3BNc+Wh5g/xdLunqV2ptr1LlWuk4CUiUlYlJcELL5h3MGpObYlktRr8vPMY05bvZU9CIjluy8mssJhT2cfwyfNhTPsxjGgzgmpe1exdqhQSBS8RkbJq7FhITjbnd2k9xBLFMAx+25PA1GV72X4kjkzXHzjj9QMZeSlUc6nGa51eY3jz4VRw012KZY2Cl4hIWRQVBTNnQseO0L+/vauRf1m7/wRTlu1hY9xezjh/yxmPZeQYmdT2qc3o9q8zsOlA3Jy06nxZpeAlIlLWGIY5oR7M/Rh111uJsCkmmanL9rIqegtpzl9zxm0VVnKJrBrJmA5j6NugL44OjvYuU4qYgpeISFnz+efmEhKPPAJNm9q7mnJvR3wKU5fv4ad9v3Pa6SvS3TYAcH3o9YzpMIZutbppSYhyRMFLRKQsOX0aRo2CSpXMlerFbvYcO83UZbv5bvcPpDgvJMt1JxYs3Fb/Np5p/wytg1rbu0SxAwUvEZGyZNIkOHoU3nvPDF9S7A4mpjFt+d98sfNLUpwWkuMag7ODM/c3uZ/R7UdTv0p9e5codqTgJSJSVuzdC9OmQWQkPPigvaspd+KS05m2Ygefbv+YU45fk+dyHHcnTx5vMZKn2j5FkE+QvUuUEkDBS0SkLDAMePJJyMkxJ9Q7XuMk7Z0lY1+70uB4aiZTlm/ho6iZnHL8DqtzChVcK/G/ti/xaKtHqeSunkc5R8FLRKQs+OEHWLoUBgyA9u3tXU25YOR5kp7SggZTBnDK4UcMpwyqegTxXKeXGBI5BE8XT3uXKCWQgpeISGmXmWn2dnl5wWuv2buaMu9YSiZTf1lLXEIF0hw/BMdcQn3q8WKX57i70d04Ozrbu0QpwRS8RERKu2nT4MABM3QFBtq7mjIr5sQZ3v5tO3N3TOeUwzcYTtm4OVRmwZ0f0bvezThYHOxdopQCCl4iIqVZXJx5J2NYmNnrVUgazmgIwM5HNNfr76OpvPvbHhbsmstJp8+xOp4i1Kc+eaTj5eLJLfX72LtEQN9VaaHgJSJSmo0aBenpMH06uLjYu5oyZfOhZN79dT9L9v3IKeePyHGOo7KbP692/YAHIh+gyftN7F2ilEIKXiIipdWqVfDFF9C7N/Tsae9qygTDMPh93wlm/Laf1TGbOOk8m0zXbbg5uvNs+3GMaj8KLxdtOC5XT8FLRKQ0ys0192N0dYU337R3NaWe1Wrw885jvLtyP1GHD5LqMo/Tbr9gAe6PuJ+Xr3+Z6j7V7V2mlAEKXiIipdH778OOHfD881C7tr2rKbVy8qx8u/Uw7606wP7ERM64fEOqxzfkGpl0rdWVKd2m0LSa9ruUwqPgJSJS2iQmwtixEBQEzz5r72qKRWFP9s/IzuOLjbF88PtBDqecIdf1V1J9PiMt5wThVcKZ0m0KPev01ObVUugUvERESpsXXoBTp8xeL08t0nklUjJymPfnIT5aE82JM1k4e2wjp/LHHE3fh7+LP1N7zOSByAdwctA/j1I09DdLRKQkaGj26Fx2q57Nm+HDD6FzZ+jXr8jLKisST2fx0dpo5q07xOmsXHx9juBd/RN2Jq/BPdudFzq+wOj2o/F29bZ3qVLGKXiJiJQWVqs5od7BAd5+GzQMdlnxJ9P54PeDfLExjqxcK0GVM/CrsZCVcV9CMgxqOoiJXSZqA2spNgpeIiKlxbx5sG6dGb4aN7Z3NSXa/oTTzFh5gMVRR8i1GjQIdKZytRV8s/990uPS6VKzC1O6TSEyINLepUo5o+AlIlIapKbCM89AlSrw4ov2rqbE2hZ3ihkr97Ns13EMA1rVrEDNkE18uut1jv59lAZVGvBGtzfoVbeXJs6LXSh4iYiUBi+/DMeOwQcfQMWK9q6mRDEMg3UHk3hv5QFW7zsBQNcG/kTWjWXmtmf5asMO/Dz8eO+m9xjabKgmzotd6W+fiEhJt3s3vPUWNG8ODzxg72pKDKvV4JfdCcxYuZ+tsadwsMAtEYHc0CSLGVvGMnv5z7g5ufFch+d4psMz+Lj62LtkEQUvEZESzTBgxAhzpfp33gFHR3tXZHe5eVZ+2HGUGb8dYM/x07g4OnB3qxBub+HBB1GTuW3hR1gNK/c1uY9JXSYRXCHY3iWL5FPwEhEpyRYvhmXLYOBAaNvW3tXYlWE48dn6Q8xcdZDY5HQ8XBx5sGNN7m5TlXl/vcv1817nTM4ZOod2Zmr3qTQLaGbvkkXOo+AlIlJSZWTAU0+Btze89pq9q7Gb5DPZZKdcT25ae57/5i8quDvzZNe6DGgdzPf7F9Dx4xc4cvoI9SrX441ub3Bz2M2aOC8lloKXiJQ/hgFnzpjDdnl5JXf4bsoUiI42/6xWzd7VFLvdx1KZsyaGb6MOk5N7IxbHFF64qQF3twph3eGVdP2sH9uOb6OKRxXe7fUuDzZ7EGdHZ3uXLXJJCl4iUr7k5cHDD8OhQ+bzSpWgXTvo0MF8tGoF7u72rRHM+l59FerXN9ftKifyrAa//H2cOWtjWHcwCYCIYF/+Tp+Bo8d22tZbwJ0L+7B0/1JcHV0Z034MYzqMoYJbBTtXLmIbBS8RKT8yM+Hee+Hrr809Dt3coEED+PVX+Okns42zM7RocS6ItW8PlSsXf62jRplDjdOng4tL8Z+/mKVm5vDlxjg+WXeI2OR0nBws9GkayP3tQ6nl70DT99eSkpZCk/ebYDWs3Nv4XiZ1mUQN3xp2q7mwNuyW8sXm4LVv3z4GDRrEiRMn8PX1Ze7cuYSHhxdoExMTw+DBg9m6dSt169Zl06ZNBd5fsmQJTz/9NLm5uTRt2pSPP/4YLy+vwrkSEZFLSU2FW2+F336Du++GqChzy53Vq81Atnmz+fOaNbB2rblC/BtvmJ8NDz8XxDp2hBo1ina7nl9/ha++Muvt3r3ozlMCRJ84w9y10SzcHM+Z7Dy8PdLoGpGKX+Wj7D+1gzu+3cLBkwfz23eq0Ymp3afSIrCFHasWuXoWwzAMWxp26dKFgQMHMnjwYBYuXMjUqVNZt25dgTbJycns2rWLlJQUxo8fXyB4paWlUbt2bVatWkX9+vV57LHH8Pb25tVXX73suYOCgoiPj7/CSxMR+cfx43DjjbB1Kzz2mNmLdHbLnQttSm21wq5d54LYmjUQG3vu/erVCwaxRo2ufZ7Y2U2yo6IgMhIOHDBrqFnz2o57teXMMOspil4dwzD4fW8i7/y+llXRG8l2OIiL+yFyHQ9wKisxv52DxYF6lesRGRDJioMr8HD24OATBzVxXkq8S+UWm3q8EhIS2LJlC8uWLQOgb9++PPbYY8TExBAaGprfrlKlSnTo0IGVK1eed4ylS5fSokUL6tevD8AjjzxCr169bApeIiJXLTra7DXavx9eegleeOHyvVUODmaYatTInA8GZvA6G8LWrIEvv4QvvjDf8/Ex54l17GiGsZYtr36e2IwZZhgcN85uoauw5Vpz2X1iN3/GbWLRjjX8Gb+Z1Nx9WC1nwNVs42K40LhSYyKr3UJkQCSR1SJpUrUJni6ewLkgqNAlpZ1NwSsuLo7AwECcnMzmFouFkJAQYmNjCwSvS4mNjaVGjXNj8aGhoRw+fBir1YqDg0OBttOmTWPatGn5z9PS0mw6h4hIATt2QI8e5lY7770HDz109ccKCYF77jEfACdPwh9/nAtiF5ondjaItWtn2zyx3FwYP9481zPPXH2tdpSZm8mO4zvYcnQLW49tZeuxrWw7tp2svMz8Ng6GO8He4XSp3YpOoa2IrBZJuF+47kiUcsHmOV7//X8ZNo5QXvIYFzNy5EhGjhyZ/zwoKOiKzyUi5dyaNdC7t7lsxBdfwJ13Fu7xK1aEm24yH2DOE9u0yTzv6tXn5om9/rr5fnj4uSDWocOF54klJEBKCsyaBR4ehVtvEUjJTCHqWFSBkPV34t/kGXn5bdwcKuKQ0wAfa22CvcIZ2KIzD3doj7db2b9hQORCbApewcHBxMfHk5ubi5OTE4ZhEBcXR0hIiM0nCgkJ4ddff81/HhMTQ/Xq1c/r7RIRuWZLlphBy8kJfvwRunYt+nO6uZ0LVWPGmPPEdu48F8RWr4aZM80HQFDQufYdOkB6Opw6BV26QN++RV/vFTqWdoytR81wdTZo/XvSO0CNCjW4qe7NuFOH/Yf9OHaiGo5U5rowf+5vH8p1df1wcNBQoZRvNgUvf39/IiMjmTdvHoMHD2bRokWEhobaPMwI0LNnTx599FF2795N/fr1mTFjBv3797/aukVELuyTT8yNpCtWhKVLzSE/e3BwMCfwN258/jyxs5P2FywwH//29ttFe8ekjTJyMjidfZqbPr+JLUe3cCztWP57Zye939P4HiKrRdIsoBnVPevzw7Y0Pl9/iBNp2bg7OzK4TXUGtwuljr+3Ha9EpGSx+a7GPXv2MHjwYJKSkvDx8eHjjz+mYcOGDB06lD59+tCnTx+ysrKoXbs2WVlZpKSk4O/vz3333Zc/gX7x4sWMHj2a3NxcGjduzMcff4yPz+V3i9ddjSJik2nT4H//M+dILVsG9epdvO3ZuwgvdFdjcUlONocjV682N8D28jLvwLSjhDMJPPfLc8zeOhsAF0cXGvs3JrJa5AUnvW+PP8WctTEs2X6EnDyD6r7uDGpXg7tahFDBo/DmbBXlXZYihe1SucXm4GVPCl4ickmGAc8+a+5nGB5uhq7q1S/9mZIQvP7NzvXkWnOZsXEG434bR0pWCh7OHvh7+rP3sb3nTXrPzbPy085jzFkbw+ZDJwFoVbMSD7QPpWuDqjg5Fv4UEgUvKU2ueTkJEZESKzcXhg+Hjz6Ctm3N+V2VKtm7qlJlZcxKHl/6OH8l/EVIhRBm9ZnFuN/GYbFYCoSuk2eymb8xlk/XHeJoSiYujg7c0TyI+9uH0jBQW/aI2ELBS0RKr8xMcxX6b781F0j96itzKyCxSVxKHE8vf5ovd36Jq6MrYzuNZUyHMXg4ezB+5fj8dnuPn2bO2mi+2XqYzBwrft6ujOwWxj2tQ6ji5WrHKxApfRS8RKR0SkmBW26BVavM/RfnzDHXz5LLyszNZMofU3hl9Stk5GZwS71bmNZjGrUq1spvYxgW8jLqc++sP1m739ysumlQBe5vX5NejQNwcdId6SJXQ8FLREqf48ehZ09ze50RI8xJ9Vqa5rIMw+D7vd/z1M9PcfDkQcIqh/F2z7fpUadHfpujKRks3BRPxpFnMPIq8WdyMjc3CeD+9jVpFuJrt5XjNbdLygoFLxEpXQ4eNLcAOnAAJk0yJ9WXgOUXSrq9SXsZ8dMIftr/E14uXrzR7Q2eaP0ELo4u5OZZ+XV3Al9sjOO3PQlYDbA4OOHs8wu/PzqJgApXuf2RiJxHwUtESo/t280tgBISzIVIhw2zd0Ul3ums00z8fSJv/vkmOdYc7mtyH691fY0A7wAOJZ3hi40HWbg5noTTWThYoHM9f/q3DObJld2wWKwEVJh2+ZOIiM0UvESkdFi92twCKCPD3KC6BK7uXpIYhsHnOz5n1PJRHE07SmS1SN658R2aB7Th553H+GLjn/xxwJy7FVTRnf91C+OOFkH5vVuWVVZ7li9SZil4iUjJ9/330K+fuQXQ0qXmtjpyUVHHonh86eOsiV1DZffKvH/T+3QMvIuvNh/m0bm/cCo9B2dHCzc1CaB/y2Da166irXxEiomCl4iUbHPnwtCh5tpcS5dC8+b2rqhI7E8+AECdazhGUnoSY38by8zN5n6QDzZ7iNaVHmbJhtO8GrsWgNp+njx2fR1ui6xOZS0FIVLsFLxEpOhd7arsU6bAqFFQo4a5Gn1YWOHXVgbkWfP4YPMHvPDbCyRnJNOsaluaej/F2o3eLMuOw83Zgb7Ngri7VTDNa1S0252JIqLgJSIlkWHAM8/AG2+Yoe3nny+/BVA5tSZ2DY8vfZyoY1H4ulalsfsLnIhpza9YaFTdk/4tQ+gTEYiPm9Y4EykJFLxEpGTJzTXvVpwzB9q1M+d3aQug8xw5fYTRy0fz2Y7PcMCJinl34nWqH4arNwPbVOeulsE0qq5tfERKGgUvkbKopG0AbauMDOjfHxYvhl69zC2APDzsXVWJkp2XzcRVU3j9j1fIyjuDe14LKuY8SLsajejfMoRejQNwd3G0d5kichEKXiJSMpw6BX36mMtGDBhgbnpdjrYAumVsbQAuFpXzrAZTfv+CV/94hpScWJysAdRyfIYHWvflrpYh1PH3Kr5iReSqKXiJiP0dO2ZuAbRtGzz1lDmpXlsAARB/Mp3316xjxtaxnDTWYTFciajwEOOvH02vRjW0Z6JIKaPgJSL2deCAuQXQwYPw6qvmpPpyftdddq6VX/4+zrz1+/jh0AxSHL8GSw4RlXvxfu83aV1Dd3eKlFYKXiJiP1FRZk9XYiJ8+KG5Xlc5Zs3x49Uf/2bh5jhiM3/lpPNH5DklUrNCAz7s8y431Lre3iWKyDVS8BIR+1i1ypzTlZUFCxfCbbfZuyK7SD6TzY87jpJx/GGsWTV559ivpHvMIsUligquvkzs8g4PtXgIJwf951qkLND/kkWk+H33Hdx1F7i4wE8/QefO9q6oWJ3JymX5ruN8F3WY1ftOkGs1sFp8SXGfyBnLRqxWKw82e5BJXSbh5+lnlxp3PlLK7ogVKSUUvESkeH30ETz4IFSpYoauyEh7V1QssnOt/L43ke+2HWH5rmNk5lhxdLAQWTOHXPelfH9wFlYjjzbV2/DOje/QIrCFvUsWkSKg4CUixef1183J86Gh5hZAdevau6IiZbUabIhJ5ruoI/y44ygpGTkANA/xpUHoYbafWsA3+7/DalhxcXShikdV1j6wFgeL7lQUKasUvESk6BkGJCSYoatxY7OnKzDQ3lUVCcMw2Hkkle+iDvP9tqMcS80EoH41b4Z0DMLqtpZPdozl641bAbixzo2MaD2Cp35+CovFotAlUsYpeIlI4UtPh/Xr4fffzQVRd+82w1f79uYWQBUr2rvCQhd94gyLo47w3bbDHEw8A0BQRXcevb42bes6sSJ2Hq9sep/jZ47j4ezBIy0e4fHWj1O/Sn0ALMvK9xIaIuWFgpeIXLtTp2Dt2nNBa9MmyDGH1XB3Nx+enubwYhnaAuh4aibfbzvC4m1H2B6fAkAVLxcGta1Bn4jq4HyQtze8ygufLyA7L5saFWowpdsUhjQbgq+br32LFxG7UPASkSt37JgZsFavNsPW9u1mjxZAhQrQowd07AidOkGzZucm0JeB0JWSnsNPO4/yXdQR1h1MwjDAy9WJvs2CuCUikFY1K/DDvu958teHWRO7BoBONToxovUI+tTro2UhRMo5/RdARC7NMCAm5lxv1u+/w759596vVg3uuMMMWR07QqNG4Fi2NmnOyM7jl93H+S7qCKv2JJKdZ8XF0YHu4VW5JaI6Xer7k5Gbyqwts7jvx/8jNiUWF0cXBjUdxIjWI4gMKB93borI5Sl4iUhBViv8/fe5kLV6NcTHn3u/Zk0YNOhcj1adOqVzi5+dl16nKifPytr9J1gcdYSfdx7jTHYeDhZoV7sKfZoG0qNRNSq4O7P7xG5GLnuZj7d9THpOOlU9q/Ji5xcZ3nw4Vb2qFtPFiEhpoeAlUt7l5ppb95wNWatXQ1LSufcbNoTevc2g1bEjBAXZrdSiZhgGW2JP8l3UEX7YfpSkM9kANA325ZamgdzcJAB/HzeshpVlB5bx1p9v8fOBnwFoFtCMJ1s/Sb+G/XB1crXnZYhICabgJVLeZGbChg3ngtYff0Bamvmeo6M5J2vQILM3q0MHqFzZvvUWg93HUvku6giLo45w+FQGALX9PBnULpQ+TQMJreIJQFp2GjM2zuDt9W+zJ2kPDhYH7gi/gxGtR9A+uD2W0tjzJyLFSsFLpKxLTTXD1dmhww0bINvsycHVFVq3NkNWp07Qpg14e9u33mISl5zO4m1m2Npz/DQAARXcGN6pFn0iAgkP8MkPUodOHeL/Nvwfs7bO4lTmKXzdfBnVbhSPtnyUGr417HkZIlLKKHiJlEUZGZCSAs2bm8OIVqv5urc3dOlybiJ8y5Zm+CoHzi5sunzXcZbvOs6uo6kA+Ho4c0/rEG5pGkjL0Eo4OFjy268+tJq31r/Ft7u/xWpYqV+lPq/e8Cr3NbkPTxdPe16OiJRSCl4iZcnOnTB2LERHm88dHODWW89NhG/SBJzKz//sc/KsbIhOzg9bZ4cRfT2ccfLYjKPndjaM+BIXp3OrxWflZrHgrwVMXz+drccKri7frXa3IltZXptSi5QP5ee/wCJlWUwMjB8Pn35qLv/g7W1uQn3gQOm84/AapGXlsmpPIst3HePX3QmkZuYC5iryD7SvSbfwqrQMrUjTmU8B5IeuY2nHeH/T+7y36T0SziRccHV5EZFrZXPw2rdvH4MGDeLEiRP4+voyd+5cwsPDz2s3e/ZsJk+ejNVq5YYbbmDGjBk4OTkRExNDnTp1aNSoUX7bRYsWUbt27cK5EpHy6NgxmDQJZs40V4rv2hVeeQUGDzbfLyehKyE1k+V/m71af+xPIjvPHFptXL0C3cKr0i28KvWreV9w8vvmI5uZvn46C/5aQI41R6vLi0iRsjl4DR8+nGHDhjF48GAWLlzIkCFDWLduXYE20dHRjB07lq1bt+Lv788tt9zC7NmzGT58OAC+vr5ERUUV6gWIlEsnT8Ibb8D06ea+iK1awauvmvO3ygHDMNifkMayf4YQo+JOAeDkYKFt7cp0C69K1wZVCfR1v+Dnk9KTSMlMITkjmRYftgC0uryIFA+b/uuSkJDAli1bWLZsGQB9+/blscceIyYmhtDQ0Px2Cxcu5LbbbqNqVXPRwIceeojXX389P3iJyDU6cwbeeQdee83cH7FhQ7PHq0+fMt+7lWc119g6O18r+oS5EbWXqxM3NwmgW3hVOtfzp4K783mfjU2JZfWh1ayONR+7EncBYMGi1eVFpFjZFLzi4uIIDAzE6Z9JuRaLhZCQEGJjYwsEr9jYWGrUOHdrdWhoKLGxsfnPU1NTadmyJXl5edx66608//zzOJaxrUVEikR2Nnz4IUycaA4v1qwJb78N99xTOrbnucwq8ReTmZPH6n0nWL7rGL/8nZC/oGk1HzcGtAmhW3g12tSqhKvTud+B1bDyd+Lf+SFr9aHVxKXG5b8f5BPE3Y3u5reY3/Bx9WHurXOv6dJERK6Ezf3p/50bYZzdEPcS7f7dJiAggPj4ePz9/UlOTuauu+5i6tSpjB49+rxjTJs2jWnTpuU/Tzu7uKNIeZOXB599Zk6cj4kx90V8910YOhRcXOxdXZFIPpPNL//M1/p9XyKZOeZ8rXpVvbm7VQjdwqvSuHqF/GUfsvOy+TN+Y36P1tq4tSRnJOcfr0GVBgxrNoyONTrSIaQDNSrUwGKx0HBGQ7tcn4iUbzYFr+DgYOLj48nNzcXJyQnDMIiLiyMkJKRAu5CQEGJiYvKfHzp0KL+Nq6sr/v7+AFSqVIkHHniAzz///ILBa+TIkYwcOTL/eVAZ3qJE5IIMA777Dl54wewt8vU153A9/jh4lr71o86GnIstmXAo6QzLdx1n2c7jbDqUjNUABwu0CK1E938mx9eobF736azT/BK9Ir9Ha338ejJyzWUinBycaBbQjI4hHekY0pH2Ie2p4lGleC5SRMQGNgUvf39/IiMjmTdvHoMHD2bRokWEhoYWGGYEc+5Xhw4dGDduHP7+/rz//vv0798fMOeJVaxYEWdnZ7Kysvj666+JjNScCpHz/PILPPecucK8h4f586hRZvgqI6xWgx2HU8ywtesYe4+bvdpuzg50bWAGrRsaVKWSpwsJZxJYE/szb200g1bUsSjyjDwAPJw9aBfczgxaNTrSunprLWwqIiWazUONM2fOZPDgwbzyyiv4+Pjw8ccfAzB06FD69OlDnz59qFWrFi+++CLt27fHarXSpUsXhgwZAsCaNWsYN24cjo6O5Obm0qVLF55//vmiuSqR0mjDBjNk/fILODubvVvPPWcOL5YBhuHIqr3m+lrLdx3neGoWAJU9XejXIoju4dVoX6cyR9IOsTr2F0b/sobVsavZm7Q3/xhVPKrQp14fOoR0oGNIRyKqReDseP5kehGRkspiXGyyVgkSFBREfHy8vcsQubiG/8wXuppJ5GdXm//mG3Ol+fvugwkT4D89ysVWTyExDIPoE2dYs/8ELy77grzMOmC4AVCziifdw6vSpX4VnNzi+SNuDWvi1rD60GqOph3NP0ZN35rm3KzgDnSs0ZF6lesV2kbUlxv+FBG5WpfKLVqsRsRe/rva/O23w8svwwUWJi4tktKyWHsgiTX7Elm7Pyl/ix5ogINLHCM6d8a/UjwHU9eyOm4tk79cS2qWuWeiBQuNqzbm9ga30zHEnAhf3ae6/S5GRKQIKHiJFLeLrTbfsqW9K7timTl5bIxJZs2+E6zedyJ/42mA0MoudG+agY/PYT76axKZuWmM/iOP7DxzSQgXRxdaBrbMn5/VLrhdsa4Ur54uEbEHBS+R4vLf1eZbtzYDV1GsNl9EQ4xWq8Guo6ms3neCNfsT2RhzkuxcK3mcxs0jjuCQYzi4HCIxay9rk/9m1d7c/M86WBzoXrt7/h2HLau3xM3JrUjqFBEpqRS8RIpaKV9tPv5kutmjtf8Ea/clkJgZT44lmjynaNy940g3DnAy6ygYsD/R/ExIhRB61e1FRNUIIqpFMHrFaJwdnFl671L7XoyIiJ0peIkUFTuuNn8tE8dTMnJYdyCJlXvjWb53EzGnd5HjEE22w0HyHGLIdUvPb+uc7Uy4Xzh9qnUnopoZsppUbUIl90oFjvnCby9c2wWJiJQRCl4iha2UrTafnWvl1737+Oavtaw5tJlDp3eRbTlIjiUeLFb4p2Rft4pEVGuV34sVUS2CBn4NcHEsedckIlJSKXiJFBbDgG+/Lbja/OTJ8NhjJWa1eathZV/SPpbu+ZPl+9az/fg2jmXsIdeSdK6RI/i7hxAZcBNtg5sTGRBJRLUIgn2CC20pBxGR8krBS+RanT4Nqalw4gTcdluJWW3ealhZH7+eqGNRrIvbzJ9xWzh4ahc5Rsa5RoYTFZ3rUK/y9XQKbcGN9doQGRBBBbcKdqtbRKQsU/ASuVK5ubBxIyxfbj7+/NN8Dey+2nzMqRgW7VpE9MlDZOSeoc3sNvnvORg+uFjrEegeRvOAZtxUvw23N2mFr4e7XWoVESmPtHK9yOUYBuzbdy5o/fab2cMF4OUFnTubQczHB/buveShisKeE3v4aPMCFv29iAMpOwCwGO64WSNwtdbBz7UenWu2pEeDBnSs64e/j5ZwEBEpSlq5XuRKJSaaeyaeDVtxcebrjo7QqhV062YufNq6tTlh/uwWPcUgMyeXxTs3MG/bl6w98gPJ2fsBcDA88czrQqBLZ3KsBs4eh1ly/xTq+ntpbpaISAmh4CUCkJEBq1fDihVm0IqKOvdeWBg8+qgZtK6/HioU7/ynhNOZbI45yQ971rEiejEHz/xKjsUMgg6GD8GuN9Mh6CZub9iDNjWrUt3XnUbvNTJLr+pdrLWKiMilKXhJ+WS1wtat54LWmjWQlWW+V6UK9O9/rlcrJKTYysqzGuw5dprNsSfZHJPMqph1HEz7hXTHP8h1OAaAu2NlWvvfQ7+GdzCw+Y1UcNfQoYhIaaHgJeVHTIwZslasMIcRk/5ZQsHNDTp1MoNWt27QpAk4OBRLSamZOUTFnmLzoZNsiT3JlthkknJ2kO74B+kOf5DnkAjOUMktgN51H+b+Zv3pENIeR4dLL8CqfQhFREomBS8pu06dgl9/PRe29ptzobBYIDLSXNC0Wzdo394MX0XMMAxik9PZFHOSzbEn2XLoJHuOn8Zq5JHlsJNMp7VkOa8n0+EEADUqhHJn+CDuCL+DltVb4mApnjAoIiJFR8FLSqezk9n/vRl0djasW3cuaG3caA4pAtSocS5odeliDicWscycPP46nMLmQyfze7ROpGUDYJCLm9cuPPw3EpuxirScZADCKoZxR4Nh9A3vS2S1SE2KFxEpYxS8pPQyDPjrr3N3Hq5aBen/7CPo6wu33mrO0erWDWrXLtoNqXfuJCE1k807jppBK/Ykfx1OISfPXK3F0cFCvWqu1K0RQ0LOKjYnrCA26ySkQiP/RtzR4An6hveloV9DhS0RkTJMwUtKD6sV/v7bnAh/+DCcOQONG5vvOTtDu3bnglbz5uBUNH+9rVaDuJPp7DqSyt9HU9l1NJW/j57m8KlzK8JXcHemQ50qNA5yI9NpC1Enfuan/T9w+uRpAJoFNKNvg6fp26Av9arUK5I6RUSk5FHwkpIrKws2bTKD1po1sHYtnDx57n1XV3Ol+K5dzcnxXl6FXkJmTh57jp3+J1yl5oetM9l5+W2cHCxYHQ/j5HmYST0foF6AE7uSV/HNng8Zu/FH0nPMXrjW1VtzR/gd3N7gdmpVrFXotYqISMmn4CUlR3Iy/PHHuZC1ceO5JR6cnKBFC+jQwZwM/8wz5mvTphXa6RNOZ/4TrM4FrYOJaVj/tbeDj5sTjYMq0CDAh/AAH8IDfQiu5EyLDyM4k3OGzw9s5eeffyYrLwsLFjqEdKBvg77c3uB2gisEF1qtIiJSOmnLILEPw4BDh871Zq1ZU3CivI+POXTYoYP5aNnS3Hz6rAtNrrdRbp6V6BNn2PXPMOHZsHUiLQsDA4N08iyp+FXIoppvNpV8svB0O4OjcxqZeSc5kX6CxPREEs8kkpieSFp2Wv6xHSwOdA7tzB0N7uC2BrdRzcs+ezaKiIj9aMsgsb+8PNi+3ezJOhu0Dh8+935QkLlo6dmg1aiRuT3PRexPPgBAncuc9lR6JusPHWJzXCx/HYtjb+Jh4lKOk2U9hdWSSh4p4JCKk3MaVu8UMvNSyDXMOw+PZMG248Dxgsd0cXTBz8MPP08/6lSqg5+nHz/t/wlXR1e2PbQNP0+/q/gFiYhIeaDgJUXjzBnYsOFcyFq3Dk6bE8uxWMxg1afPuaB1BavD51pz6fFsdXKtubyy/TMS0xNJOJNA7KnjxJw8xtHTx0nOOEFazklyjdNg+U+nruM/j3/4uPpQxaMKfh618PP0w8/D75/nfgWf//Ozl8v5ex82nGH2wCl0iYjIpWioUQpHQkLB3qwtWyA313zP1dXcWPpsyGrbFipWtOmwVsPK3qS9bDqyiY2HN7Lp6Ca2Ht1KRm7GhT9gWHDAG0ejAp7OlajsXoUAb39qVgqgnl8gtSoF4ud5LlhV8aiCq5NrIf0SRERENNQohc0wYN++gkFr795z71eqBL16nQtazZqZ4euyhzWIPhXNpiOb+CNuPX/EbuSvxK1k5J6bQ+WIF8559fCx1sHJqIqjUQEPJ1/C/KrTJDCYyKAgGgVWJKyqN+4ul95WR0REpLgpeMnl1a9v3l34+OPnglZi4rn3a9WCgQPPBa169S6716FhGBw8GcdPe9ayJnY9245vJjp1B5l5KfltLIYbLtY6eFvr4GrUpbJLA8Iq16VWFU9+iJ6Lg/Mxlt3/GsEVPXBw0KKjIiJS8mmoUUw5ORAdDXv2mL1XZx979sDRo+faOTiY+xyeDVnt20NAwEUPm5WbR1xyOlsPx7I6Zj1Rxzdz8NR2ErJ2kUPyuYaGMy5GLbws9Qjxakx4lUgiAxpQy8+H0Cqe1KzsSUVPlyL8BYiIiBQODTWKyTDMEHWhcHXwoHnn4b/5+Ji9V+np4OICn38OrVuDt3eBZjl5VuKS04lJOkP0iXR2Hz/K1mNb2H9qG4lZu8iy7CPP4V89ZIYjPk61qOvZmQaVm9K6eis61oykjr8vlT1dtGWOiIiUWQpeZVFKSsFgdTZc7d1r3m34b87OUKcO3HyzGbLCwsxHvXrg52fegdiwIbkWB45EtiP66BlidiQRfeIM0SfOcODECQ6m/EUm+8hy2Ee2wz5yHY7kH97i6IC/ey3qV+pMy+otuKF2W66r2QJ3Z/di/qWIiIjYn4YaS6vsbLOX6t+9V2d/Pn78/PbBwQVD1dmfa9TgdK7B8dQsjqdmcjw1k2OpmSSkZnEsJZPjp82fj6dmkmPNItsSTbaDGbJyHPeTbYkDrOdO412LFoEt6FCjNS0DWxIZEImXS+Fv5SMiIlJSaaixtDm7KvuOHXDkyIXDVXS0uWn0v/n6mqGqe3eoV4+c2nVICqzBEf8gjmY75ger46mZHIvLJGFnHMdS/+Z09inyLCn/LCh6GqslNf/h7HyGdOtR8lyTySURK7n5p6tRoQYtAm+jZWBLWgS2oHlgc3zdfIvt1yQiIlLaKHgVt5wcSEqCEyfO/fnfn2NjzXbe3ub8qn9zccGoW5esm27mdHAtEgJrcNgvmAMVq3PA6kTs6QQOpxwn4UwSp7ZHYd2x2gxUllSs/POnJRUc0rCSSq7jGbjUqJ8BFosFJwcnbqpzIy0CW9AysCXNA5vj7+lfpL8qERGRskbB61rk5JgbO18oPF3seUrKZQ9rtTiQ5eJKUsPGxPlXYX9FH3b5urPN24Gdbtmk5KSQSyp5ltVYs3/AejiVvCOpGJb/LCp6gaWz3Jzc8feogp9HNSp7NKSKRxWquFehskdl82ePKlR2N38++5qHs8f5BxIREZErZnPw2rdvH4MGDeLEiRP4+voyd+5cwsPDz2s3e/ZsJk+ejNVq5YYbbmDGjBk4OZmnWbJkCU8//TS5ubk0bdqUjz/+GC+vEjL/JzfXDEa2hKezP9sQonKdnUnz9iLFy52TgZVIrl2VE+6OJLhbOO5mcNw1j2PueRx3z+aEezaJnlmkOadjOGQA688/oEH+t+bi4I6PayUquvnj5xlOoLc/Vb3Orch+Njj9O0gpRImIiNiPzZPru3TpwsCBAxk8eDALFy5k6tSprFu3rkCb6Oho2rdvz9atW/H39+eWW27hpptuYvjw4aSlpVG7dm1WrVpF/fr1eeyxx/D29ubVV1+97LmLfHK9uztkZl62WbaTIyc9XUn2dCLJ3ZET7hYS3A0S3a0kuueS6JlLokcWSR5w4p9HujNwydURLDhbPHF19MLd0QsPZx88nb3xca1AVS8/Ar39CPatSmjFavh5VinQK6U7A0VEREqeS+UWm4JXQkICYWFhnDhxAicnJwzDICAggD///JPQ0ND8dm+88QYxMTG8++67APz444+8/vrrrFy5kq+++oq5c+fyww8/ALBr1y569epFTEzMNV1AYZjZsgK+Gac54WGQ5H4uNJ3w4JIhygFXnC1euDp64ubojYezF57OPni7eFPBtQK+7hWo6O5LFQ9f/Dx9qepViareFfHzrIivmy8+rj4X3HBZRERESq9rvqsxLi6OwMDA/CFDi8VCSEgIsbGxBYJXbGwsNWrUyH8eGhpKbGzsRd87fPgwVqsVh8tsL1PUZg3uwYmMY3g6e+Pt4oOPqw++br7U9qhAK3dfqnhWxN+rItW8KxHgXRF/r0r4uPrg7Ohs17pFRESkdLF5jtd/e2Uu1lH273b/bWNrz860adOYNm1a/vO0tLRLtL52Gx/9skiPLyIiIgJgU1dTcHAw8fHx5OaaazgZhkFcXBwhISEF2oWEhBQYOjx06FB+m/++FxMTQ/Xq1S/Y2zVy5Eji4+PzHyVmAr6IiIjINbApePn7+xMZGcm8efMAWLRoEaGhoQWGGQH69u3LN998w/HjxzEMg/fff5/+/fsD0LNnTzZu3Mju3bsBmDFjRv57IiIiIuWBzZOrZs6cycyZMwkLC2Py5MnMnj0bgKFDh7J48WIAatWqxYsvvkj79u2pXbs2/v7+DBkyBABvb29mzZrFrbfeSp06dTh8+DDPPfdcEVySiIiISMmkvRpFRERECtGlcot9bycUERERKUcUvERERESKiYKXiIiISDFR8BIREREpJgpeIiIiIsVEwUtERESkmCh4iYiIiBQTBS8RERGRYqLgJSIiIlJMFLxEREREiomCl4iIiEgxKRV7Nbq6uuLn52fvMsq1tLQ0vLy87F2GXAF9Z6WPvrPSR99Z6VJc31diYiJZWVkXfK9UBC+xP21UXvroOyt99J2VPvrOSpeS8H1pqFFERESkmCh4iYiIiBQTBS+xyciRI+1dglwhfWelj76z0kffWelSEr4vzfESERERKSbq8RIREREpJgpeIiIiIsVEwUvy7du3j3bt2hEWFkarVq3YtWvXeW1+/fVXWrduTXh4OI0aNeL5559Ho9X2Y8t3dlZmZibh4eG0aNGiGCuU/7L1O9uxYwedO3emQYMG1KtXj6+//rqYKxWw7fsyDINRo0bRsGFDmjRpwvXXX8/+/fvtUK0APPHEE4SGhmKxWPjrr78u2m727NnUrVuX2rVrM2zYMHJzc4unQEPkH9dff70xZ84cwzAM46uvvjLatGlzXpstW7YYBw4cMAzDMDIyMoz27dsbn332WXGWKf9iy3d21siRI40HHnjAaN68eTFVJxdiy3d25swZo1atWsbq1asNwzCMnJwcIyEhoTjLlH/Y8n19++23RqtWrYzs7GzDMAzj5ZdfNu68887iLFP+ZdWqVUZcXJxRo0YNY8eOHRdsc/DgQSMgIMA4duyYYbVajd69exvvv/9+sdSnHi8BICEhgS1btjBgwAAA+vbtS3R0NDExMQXaRUZGUqtWLQDc3NyIiIjg4MGDxV2uYPt3BrB69Wr27dvHfffdV8xVyr/Z+p19/vnntG3blg4dOgDg5OSk3Tvs4Er+N5aVlUVmZiaGYZCamkpQUFAxVytnderU6bK//4ULF3LbbbdRtWpVLBYLDz30EPPnzy+W+hS8BIC4uDgCAwNxcnICwGKxEBISQmxs7EU/c+zYMRYuXEivXr2Kq0z5F1u/szNnzvDkk0/y3nvv2aNM+Rdbv7Ndu3bh5ubGzTffTEREBAMHDiQxMdEeJZdrtn5fvXv35vrrr6datWoEBATwyy+/8NJLL9mjZLFRbGwsNWrUyH8eGhp6yX/vCpOCl+SzWCwFnhuXmLuVmppK7969GT16NM2aNSvq0uQibPnORo0axaOPPkr16tWLqyy5BFu+s5ycHH7++WdmzpzJ1q1bCQ4O5tFHHy2uEuVfbPm+tmzZwu7duzl8+DBHjhzhhhtu4LHHHiuuEuUq/fu7vdS/d4VNwUsACA4OJj4+Pn9yoWEYxMXFERIScl7b06dP07NnT/r06VMiFqMrr2z9ztasWcNLL71EaGgo/fv3Z8eOHTRs2NAeJZd7tn5nNWrU4Prrr6d69epYLBbuvfdeNmzYYI+SyzVbv6+5c+dy/fXX4+vri4ODA4MGDeK3336zR8lio5CQkAJDxocOHbrgv3dFQcFLAPD39ycyMpJ58+YBsGjRIkJDQwkNDS3QLi0tjZ49e9KjRw/Gjh1rh0rlLFu/s+3btxMTE0NMTAwLFiygcePG7Ny50w4Vi63fWb9+/di4cSOpqakA/PTTTzRt2rS4yy33bP2+atWqxS+//EJOTg4A33//PY0aNSrucuUK9O3bl2+++Ybjx49jGAbvv/8+/fv3L56TF8sUfikVdu/ebbRp08aoW7eu0bx5c+Ovv/4yDMMwhgwZYnz33XeGYRjGxIkTDScnJ6Np06b5j4kTJ9qz7HLNlu/s33777Tfd1Whntn5nH3/8sREeHm40adLEuPHGG424uDh7lVyu2fJ9ZWZmGkOHDjXq1atnNG7c2OjevbsRHR1tx6rLt0ceecSoXr264ejoaFStWtWoXbu2YRjn/2/sgw8+MGrXrm3UrFnTGDJkSP5dqUVNWwaJiIiIFBMNNYqIiIgUEwUvERERkWKi4CUiIiJSTBS8RERERIqJgpeIiIhIMVHwEhERESkmCl4iIiIixUTBS0TKtA4dOtCnT5/zXp87dy4eHh7FtjGuiAgoeIlIGdeuXTvWr19f4LXTp0/z7LPPMnr06GLbn01EBBS8RKSMa9u2LQkJCQU2xH3xxRdxdnZm9OjR9itMRMolBS8RKdPatm0LkN/rtWfPHt5++23eeOMNPDw8ANi7dy9t27YlLCyMtm3bsm/fPrvVKyJlm4KXiJRp1apVo2bNmmzYsAGAJ598kjZt2nDXXXflt3nooYcYMWIEe/fu5dFHH2X48OH2KldEyjhtki0iZd69997LoUOHGDVqFLfffjubN28mIiICgISEBBo0aEBiYiIODg7k5eXh5+fHnj178PPzs2/hIlLmqMdLRMq8tm3bsmXLFkaOHMnQoUPzQxdAXFwcQUFBODiY/zl0dHQkKCiIuLg4O1UrImWZgpeIlHnt2rUjIyOD5ORkJk6ceNn2GggQkaKi4CUiZV6VKlUAGD9+/HnDh8HBwcTHx2O1WgHIy8vj8OHDBAcHF3udIlL2KXiJSJk3fvx4wsPDeeyxx857z9/fn8aNG/Pll18CMH/+fJo2bar5XSJSJDS5XkTKpIyMDHbs2MFPP/3ESy+9xMqVK+nQocMF2+7evZtBgwZx8uRJKlasyCeffEK9evWKuWIRKQ8UvESkTPrhhx/o3bs3wcHBvPzyywwcONDeJYmIKHiJiIiIFBfN8RIREREpJgpeIiIiIsVEwUtERESkmCh4iYiIiBQTBS8RERGRYqLgJSIiIlJMFLxEREREiomCl4iIiEgxUfASERERKSb/D9CAlU5iRrL8AAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -961,6 +1102,106 @@ "#### 4) Now do the same for $N=3$ and $N=50$ and plot all in a single graph, to see what happens when we vary $N$." ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\635590535.py:3: RuntimeWarning: invalid value encountered in log\n", + " for elem in x: logl+=np.log(y0/(y0**2+(elem-x0)**2)/np.pi)\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1577724739.py:21: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " y0_est[ir] = minimize(lambda y: -func(x0_true, y, x), np.random.uniform(0, 30), method='Nelder-Mead').x\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\635590535.py:3: RuntimeWarning: divide by zero encountered in log\n", + " for elem in x: logl+=np.log(y0/(y0**2+(elem-x0)**2)/np.pi)\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:2: RuntimeWarning: invalid value encountered in log\n", + " jp= - np.log(y0) #prior\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:2: RuntimeWarning: divide by zero encountered in log\n", + " jp= - np.log(y0) #prior\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\1296118045.py:3: RuntimeWarning: invalid value encountered in add\n", + " for elem in x: jp+=np.log(y0/((y0**2+(elem-x0)**2)*np.pi))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Q4: Repeat MSE comparison for N=3 and N=50 on y0 estimation (x0 known)\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import cauchy\n", + "from scipy.optimize import minimize\n", + "\n", + "np.random.seed(123456)\n", + "\n", + "x0_true = 20\n", + "N_rep = 300\n", + "\n", + "# Reuse jeffpost, loglh, minimizer_y0 from above, but adapt N and y0 grid\n", + "N_vals = [3, 10, 50]\n", + "N_est = 15\n", + "tab_y0 = np.linspace(0.05, 1.0, N_est) # avoid 0 to prevent log issues\n", + "\n", + "def minimizer_y0_N(func, y0, N):\n", + " y0_est = np.zeros(N_rep)\n", + " for ir in range(N_rep):\n", + " x = cauchy.rvs(loc=x0_true, scale=y0, size=N)\n", + " y0_est[ir] = minimize(lambda y: -func(x0_true, y, x), np.random.uniform(0, 30), method='Nelder-Mead').x\n", + " return y0_est\n", + "\n", + "from numpy import percentile\n", + "from numpy.random import choice\n", + "\n", + "def MSE_est_arr(estimates, true_val):\n", + " N_boot = 100\n", + " MSE = (estimates - np.full(estimates.shape, true_val))**2\n", + " MSE_mean = MSE.mean()\n", + " MSE_boot = choice(MSE, (N_boot, estimates.shape[0]))\n", + " MSE_boot_mean = MSE_boot.mean(axis=1)\n", + " CI_min, CI_max = percentile(MSE_boot_mean, [2.5, 97.5])\n", + " return MSE_mean, CI_min, CI_max\n", + "\n", + "fig = plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('MSE vs y0 with ML and Jeffreys prior', fontsize=16)\n", + "plt.xlabel('$y_0$', fontsize=14)\n", + "\n", + "colors = {3:'tab:orange', 10:'tab:green', 50:'tab:blue'}\n", + "\n", + "for N in N_vals:\n", + " MSE_ML = np.zeros(N_est)\n", + " lo_ML = np.zeros(N_est)\n", + " hi_ML = np.zeros(N_est)\n", + " MSE_J = np.zeros(N_est)\n", + " lo_J = np.zeros(N_est)\n", + " hi_J = np.zeros(N_est)\n", + "\n", + " for j, y0 in enumerate(tab_y0):\n", + " ml_est = minimizer_y0_N(loglh, y0, N)\n", + " je_est = minimizer_y0_N(jeffpost, y0, N)\n", + " m, lo, hi = MSE_est_arr(ml_est, y0)\n", + " MSE_ML[j], lo_ML[j], hi_ML[j] = m, lo, hi\n", + " m, lo, hi = MSE_est_arr(je_est, y0)\n", + " MSE_J[j], lo_J[j], hi_J[j] = m, lo, hi\n", + "\n", + " plt.errorbar(tab_y0, MSE_J, yerr=[MSE_J-lo_J, hi_J-MSE_J], fmt='-', color=colors[N], label=f'Jeffreys, N={N}')\n", + " plt.errorbar(tab_y0, MSE_ML, yerr=[MSE_ML-lo_ML, hi_ML-MSE_ML], fmt='--', color=colors[N], label=f'ML, N={N}')\n", + " plt.plot(tab_y0, 2*tab_y0*tab_y0/N, color=colors[N], linestyle=':', label=f'Cramér-Rao, N={N}')\n", + "\n", + "plt.legend(fontsize=12)\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -974,6 +1215,93 @@ "* Repeat the process for $N=3,50$ as before and compare the results." ] }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jeffreys prior for x0 (y0 known) is uniform in x0 (constant).\n" + ] + }, + { + "data": { + "image/png": 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mxE488US88cYbo35eosPBmTAi8khyBNwDV52KCsSgWfNHj2bAJmsGrgl+Ag9efSoblh4mWXrEAd5CeWvV9nEms16fffYZqqurVRiTUCb1YkR64XcfEXmshGATYg2V2GCciVBLAzK89uK/Nx0Fg5H/Ph3sUGehpAj/omfWqSXIwbyMBjx28WzMG+fZxiVLliAxMREPPfQQvvjiC9x1113j+vpEg/E3DRF5rOayLfBGD1ojp6EqeBrCtGaY60r0HpZbmJscrorwTcaB02FyOykiQG0fbzK7edFFF6kQlpycjMWLF4/7GIj6YwgjIo9VnW/rBWaaOAs9E+aq/9+Tu0bnUbkHCTxyFKTUcnmbDAjwManrlMgAvHjlAt2We5ctW6baVdx22226vD5Rf1yOJCKP1VPxvbqOzlqIro42oBBo3/UtcMzleg/NLUgbis9uOgrflTWitK4NKVGBagZMz3q7zMxMvP322wd93Pr16/erFwsJCWFPMXIohjAi8lhBDbmo0iKQmZYOs8WCundCEFT7g97DcisSuKT2a7zrvw7XI488oi79ZWVlIT8/X7cxkfvhciQReSZzJyZ0l6DUO0O1Sgjx90GBdw4mdO0Cutv0Hh058NyRnZ2dwz7mhRde6AtXKSkpqofZUBcGMHI0hjAi8khNpZvUeSKbw6f23dccOQtesKKhaL2uYyMiz8AQRkQeqbpgnbr2Spzdd5/fpAXqujZvrW7jIiLPwRBGRB7J0luUH5NlC14iceoRqms+KjfqODIi8hQMYUTkkYIbc7FHi0Rm6o+n6U6bEI1CQzJi922Vkx/qOj4icn8MYUTkebrbEd9dilKfDPh5/3j+QqPRgN1B0xBmbUI3m7YS0RhjCCMij9NY8oMqwN/Xryjfzhxva9patf1LHUZGRJ6EIYyIPE5tge3oR6/EOftti8heoq7bi22F+0REY4UhjIg8Tk+lrSFrbPbC/bblZE9HrRaCwBo2bSWiscUQRkQeJ6RxOyq1KGSkJO+3LTTQB4V9TVvbdRkfEXkGhjAi8izdbYg3l6PUJ3NAUX5/zREzVCPXxl1s2uoOHfPl1ElRUVEwm837bV++fLnanp2d7ZDX8/PzU69pd9lllznsucn9MIQRkUdp3PU9TLCiNWL/onw7n0m2ZcraHV+N48horJhMJrS1teHjjz8ecH93dzfefPNNBAcHj9lr33HHHXjttdfG7PnJtTGEEZFHqSk8cFG+XeLUJappq1b53TiOjMaKl5cXTjvtNLz88ssD7v/www/R1dWFE044YcxeOy0tDTNmzBiz5yfXxhBGRB7F0luUH5/9Y6f8wdInxqIAyYhtZtPWwybvX9m3wKaXbdc6vZ+XXHIJ3n33XbS2tvbdJ6HsjDPOQFBQ0IDH7tu3DzfeeCMSEhLg6+uLqVOn4vXXX9/vOZ9//nmkpqaqJciFCxfihx/2P5hj8HJkdXU1rrrqKqSnp8Pf3x+TJk3Cddddh6ampgFfJycSv/baa/Hss8+q15DZOgmLpaWlDnpHyBl46T0AIqLxFNa0HRVaDNJTkg74GFNv09Ypbe/CXF8K76hJ4zpGt9FUDvzrbKCpDDB5AxYzEJYMXLoaCDvw+z8WTj75ZBWWVq9ejaVLl6K5uRnvv/++Wo584403+h4ndWMSdioqKvDHP/5RBaC3334bF1xwAcLCwvpmzT744ANceeWVuPDCC9Xz5efn49xzz4XFYhl2HPX19QgJCcEDDzyAyMhIFaruuecenH766VizZs2Ax3700UcoKCjAI488gvb2dtx00024+OKL8fXXX4/Ru0TjjSGMiDxHVyvizBX42ncJEr2GLsq365kwByh6F1Xb1yDpaIawQyYzXhLAGkoArQewdNvul9svnQNcvwEwGMZtON7e3jj//PPV7JeEplWrVqkZsBNPPHFACPv3v/+NjRs34vvvv8fMmTPVfccffzx2796tQpk9hN11112YP3++erw46aST4OPjg+uvv37YcUyePBkrVqzou7148WIV9I488kjs2LFDbe8fCGXJVGbMhMyWyayZjGXixIkOfodIDwxhROQxGnZ9hwhowxbl24VnLgGKpGnrN8DRy8ZlfE7t3xfIqQZG/nhzO9BUIWls4P0SyOqKgEenA94BI3++8EnARa/icMgs0tFHH62WBCWMSSiTerH+PvnkExWEZAmyp6en734JYr/5zW/6ZrokpN17770DvlZmwg4WwjRNw2OPPYannnoKJSUlaobLrrCwcEAIk2BmD2DCvk1m6RjC3ANDGBF5jNrC9YiQox+HKcq3y86Zjrr3QxDApq2jY5/5Gm77oYQwB1iyZAkSExPx0EMP4YsvvlCzWYPV1NRg+/btauZsKFVVVSq4SUCLiYkZsC06OhpG4/Cl1n//+99VmJOLBLuIiAg1s3X22Wejs7NzwGPDw8MH3JaZNjH4ceS6GMKIyGNYd/cW5eccuCjfLjzIF197ZWNB5/e2pq0+4xsYnM6hzkJJEf6Lpw8dxqQ+7NwXgORFGE/SD+yiiy7C3/72NyQnJ6ulwMEkFE2ZMgUvvPDCkM8hwUtaXkgQk8DWX21tLaxW67BjkAL/U045RQVBu88//3zU+0SujSGMiDxGWGMuyrRYpCcljujxTZEz4VWzAU3FGxGWfdSYj8+tJC20FeHba8LsDF5AeIptuw6WLVuG3Nxc/OxnPxtyu9R8ScF+bGysmjU7kDlz5qii/ptvvrnvPrl9MLL8KM/d34svvnhI+0DugyGMiDyC1tmM2J5KrPU9EsleI+vO45OyAKh5GjU7vmIIO1RSdC9HQdqPjjR6A1azLYBdsnpci/L7y8zMVEc7Hsill16K5557TtWO/fa3v0VOTg5aWlrUEqUcyfj000/3NWE99dRT1cyaFPrLUYyPPvrofjVmg8mBAA8++KCaCZs+fTreeeed/Y6KJM/BEEZEHlOUHwkNbZEHL8q3S5x6BHrWG4GKDWM6NrclbShu2AiUrwMaioGIVNsMmE4BbCSk7urTTz9V9WISliorK1Vt1rRp03D55Zf3PU5m0iSsyeOk7YUcSSlHXC5aNPwSqxxhKW0q/vrXv6qjH+WoyldeeQULFhx8iZzcj0GTQzVciDTPkx8KIqJDkb/6XmRvvQ//W/Acjj353BF9jcWqoeAvMzHB1IywO0qcOjw4ghz5J0foyWyR1D0R0eH/zAyXW9gxn4g8grZnk7qOG6ZT/lBNWyuDpiHM2oiehrIxHB0ReSKGMCLyCOFNuSjR4pCeeGj9lczxc9W1NG0lInIkhjAicntaRxPienaj3C8LPiMsyrcLz7S1MWjb9c0YjY6IPBVDGBG5vbqdG9V1+yEU5dtlT56Bei2YTVuJyOEYwojI7dUXrlfXfkm2pcVDERHki3yvbEzo3AmYO8ZgdETkqRjCiMgjivKtmgHxh1CU319TxEx4wYLmXWxVQUSOwxBGRG4vonkHShGPtMT4UX29d4qtu3tN3loHj4yIPBlDGBG5Na29EbE9e1RRvrdpdL/yEqcuhkUzQGPTViJyIIYwInJrtUW24NQRNW3Uz5GREIdCJCO6aSvgWv2ticiJMYQRkVtrLLIV5fsmzRn1c3iZjKgInIpwawMsjWzaSmNLzkcppz/q6urSeyg0xhjCiMitaXs2q6L8iZMP79x83fG2EFe1/SsHjYzGyyeffKJOth0dHa3ODTlx4kRccMEF+Prrr+Fs/v3vf+Orr77CW2+9BV9fX4c8p8Fg6LvI/qenp+PGG29EQ0MDxlNKSgquvfZauIq9e/eq9+yFF14Ys9dgCCMitxbRnItiTEDahNjDep6wzCPUdSubtrqUv/zlLzjxxBNhNBrx2GOP4b///a86MXdnZyeOPPJIOJOKigr87ne/wzvvvIO4uDiHPvcvfvELfPvtt+rk5EuXLsWTTz6Jiy++2KGvQYfOaxRfQ0TkErS2esRY9mKH/7FIH2VRvl325Omo/zAYAdVs2upKM2B//vOfcfPNN+P+++8fsO3CCy/Eu+++e8Cv1TQNZrNZzRyNl8TEROzZs2fEj5flypHOlslzL1xoO8r3qKOOUq/z1FNPoaqqCvHxoztqmA4fZ8KIyAOK8qcf9nNFBfuhwCsLEzqL2LTVRciMlyxB3n333UNuP/300/v+/+ijj8ZJJ52EV199FZMnT1bh63//+x+qq6tx1VVXqSU8f39/TJo0Cddddx2ampqGXGp7/PHHkZycjMDAQJx77rlobW1FXl4ejjnmGHXf9OnT8c03+8+mvvzyy5g1axb8/PwQGxuLX/7yl+jo+PH77IsvvlBLY++//76qGQsLC1NjHq0ZM2ao6/Ly8r77PvroI/UeyOsHBQVh5syZePHFF/f7Wvma888/X41B3hOZUVy7duTtWx566CEVCv39/XH88cdj586dA7bLLKXMCMqysYTMnJwcPPvsswMeI+Fa3qvBsrOzcdlll/Xdlv+X++Q9nzdvHgICAtS+f/bZZ/t97d/+9jf1mvIYGVdJSQnGGkMYEbmtht6ifL/kOY55vnBb09Z9xbbTIJHz6unpUbVV8sd0pLNZmzdvVsuXd9xxhwok8se/vr4eISEheOCBB/Dxxx+r7RLO+gc4uw8//BBvv/02nnjiCRUAJTBJMPv5z3+ugtOqVatU8Dj77LNV0LD7+9//rpYIZYZKZufuuusuvPLKKyr8DXbNNdeopco333wTd95556jfHwlSskQr4dGutLRUhbB//vOfakn0zDPPxJVXXonnn3++7zEtLS1qnOvWrcM//vEPvPbaa+p5jjvuOPzww8FnieU9kX2TfX7uuedQWFioXlNmHe1kmVSWjn/1q1+p90NC3tVXX63uG42amhosX75cBdvVq1cjODhY7Vv/mjj5zG677Tacc8456jNcsmSJqhscc5qLmThxot5DICIXkffIGVrPH0O1woq9Dnm+/7z3mqb9KUQreusezR319PRoO3bsUNeubu/evdJLRLv11ltH9PijjjpK8/Ly0nbt2jXs48xms/bVV1+p587Nze27Pzk5WYuPj9fa29v77rv44ovV4954442+++xf++mnn6rbLS0tWnBwsHbTTTcNeJ233npLMxgM6vMQn3/+ufq6yy+/XDtU8nX33HOPGntra6v2wQcfaGFhYdovf/nLA36NxWJRj7/66qu1efPm9d3/6KOPqufbvHlz332yz7GxsdrZZ5897DjkPQoICNBqa2v77vv+++/V861cuVLd3rJli7otr9Pf6aefrkVHR/d9b/7pT3/SfH1993uNrKwsbdmyZX235f/l+TZt2tR3X15enrrvpZdeUrflOSdMmKCdf/75A57r5ptvHjC20f7MDJdbOBNGRG4rct8OFGMiUifEOOT5EqceoZq2Wss9tGnrlCnAb37z421Z5pP77DMKsqwktx9//MfHyNLQEbaDGpSPP7Y9Rq7tZHu/JST19fIY+zLVOB3FN2XKFKSmpg64TzKMzPhMnTpVLSd6e3v3FfTLLE5/cr/MdNllZmaq65/+9Kf73VdZWamupVheZpdktkxm7+yXY489Vr32xo0DZ10Hz8BZrdYBX2e/WCyWAY/7wx/+oMYuy4w/+9nP1NLnww8/POAxUicmM1+yVCizh/L4Z555ZsB+yuyiLO/ZlzOF7LPMLMm2g5El1KioqL7bs2fPVku8GzbYfqbszyHvx+AavtraWhQUFOBQxcTEqKXV/p+ByWRSB0LYPwvZd1k+7m/w7bHAEEZEbklrq0O0pRqV/tkwGQ0Oec6MxDgUqKatW9i01clFRkaqmqH+NU8HI7VQg8mymSyLyRGWspy4fv16taQl+i8pivDw8AG37cugUjs1+D7718pSmViwYIEKPfZLaGioun/w+AePUZYk+3+d/SLLg/3dcMMNKtBJbZksaX7++ef405/+NCDMnXbaaeroUQlschSlPP6KK64YsJ+NjY1DHrkp98m2kQSiwWJjY9UBAvbnl+XNwY+zv+ZIXmOwwZ+LPL+Xl1ffftlfe/BrDvX94Gg8OpKI3FJNwXrEOqgo305Oe1QZOAWT2z+ApbEcpohkeJTc3IG3b7/ddrFLT9//MYN7LJ144v6PGVzUff31totdRMQhD1X+yMrMlISJ7u7uEdWFSeH7YK+//jpOOeUUVUxuJwHGUSJ6901eR2aEBpswYcKwY5RaJ+mBNpjUPfUnBedz585V/y81XRL+pG5NApnMfO3atUvVdL3xxhsDZoBkVm1woMkd/Pn19tQaHHaGYg+d/VVXV6uZOfvzSyCUWa/+oUie375dSMCWscljJVTZjab3mf3o0MFjk3GNNc6EEZFbatxpK8oPSHFMUb5dd5ztD9neHWsc+rzkeHKEnfwxl0L7AxWJH0x7e/t+AW6oIwZHa/HixWqZU2a8JCQNvgwOYYPJ9qG+Lisra9ivk5YdEmLsrTtkP0X/fZUjQAe38ZBgK0d7btu2re8+mVGSQv6R9F2TmTg52MHuhx9+UEchykyg/fntobQ/OQBAjnS175cER1ly7b9UumnTJvV5Hyp5Lnkf5WCH/gbfHgucCSMit2So2owezYiE7PkOfd7QzMVAMdBStA444lKHPjc51gknnKCW3OSIRgkOl1xyiZr1kPof+QMry4sykzIcWYaUGSOZCZP2EhI21qxxXACXZce//vWvKjDu3r1bLSPKLI8cqfjBBx+oozLT0tLgaNJyQ47YlCMUJaTKkaASRm655Za+OrN7771XzdTJuOwuv/xyVUsmS5f33HOPOnJU3huZgZJlzIORmSx5T2+//XYV/P7f//t/qg5PxiLkPZYjFKW3m/RBmzZtmlr+lSMW5ehIqeUSJ598sqpvkyNI5bkkfEmgHMls3GAykyZjv/7669Wyp9TMSa3e4CA4FjgTRkRuW5S/EwmYNCHaoc+bPXkm6rVgBNR879DnpbEh/aT+85//qFkT6RovBe833XSTqpsaql/XYH/84x9V8JCgJMt08sdeWiw4krROkOeUtg/Sf+uss87Co48+qoKSzP6MFQkvslQroUpmwCToSP2aBCIJhRJaL7300v2WOb/88kvVc0tCi4xXApvUkkmR/cHI0qkU2UuN2hVXXKH2UVp/yOdh99JLL6nnXrFihXq8vN7TTz+t7rOTcCjjlYMapOWH7MP//d//DVlzNhLyvSGhU5Zj5SAD6Xvm6M95KAY5RPJQvmDlypXqjZPzWslAZQ1V+pvIerI0VZNeGz/5yU/UY0e7bTgJCQl9R5UQEQ3F2lID40MZ+Nz/BBxzyxsOf/6v7zwO862b4f2H3YD3/g0jXZV9ecd+9BgRHf7PzHC55ZBmwmR6VA5XtZ/6QNx6663qdlFRkQpokqDtTddGu42I6HDUFNrqwRxZlN9fY8QMeKMHLSVs2kpEozfiECZrxLL2Kv1S+p+rStZM7WdFl+lJKW6TqcPD2UZEdDiaeovyAx1clG/nlWwrIq7ecfC+SEREhx3CZG1W2vjPmfPjLzU5wkFmr/r3DJFTIMhRHqPdRkR0uIxVm2HWTEjImTcmz59gb9pawZkwIhrjoyO3b9+ujiJx5BEhhxL+5GInJ0MlIhpO5L487EQisuJ+7MztSFlJ8ShEEmLtTVuH6C9FROSQmTA5jYDUg2VkZKgZKzmCQxrEyZKiNMSzN1ET8rikpCTVrXg02waTo1ikoM1+kUNSiYgOxNpchUhrHfYEZMHooE75QzVtrQiYgghLPaxNtlOfEBGNSQi77rrrVFt/CUpykYJ6OVxU7j/vvPPw5JNPqsfJKQ6kn4h04xWj3UZENFrVhevUdVf02BTl23XH2Uoz9rpRXZi9G/shHjRP5LG03p+Voc62MC7NWu+77z7VR0RmyaTPiPT3sPf7GO02IqLRat61EXISksBJY1MPZheSuQQokaat3wBLLoY7kKaVcpi9dEDnqgPRwcnPivzM9D910pj2CdMb+4QR0XAKHz4FKU3rUHldEVLjIsfsdWqaO+C1Ih2tAYlIusU2++YO5ATJ0sdRzjUondtH+y98InemaZoKYLKKJw1ih+vUP1xu4WmLiMitRLXkoQhJyIk59JM+H4qYUH98bcrC/I4tgLnTbZq22v+YyKl9pBElEQ1NZsAOFsAOhiGMiNyGtXkPIqwN2BS4AFPGqCi/v4aImfCu+x6tpd8jKGMJ3IX8UZGL9Id0scUSonEhM8SjXYLsjyGMiNzG3vx1mCBF+TEzxuX1vJLmA3XPoXrHGrcKYXaO+CNDRAfGnzAichvNxRvUdeCkuePyehOn9DZtLbe9LhHRoWAIIyK3YarajC7NC8nZ4xPCspMnoAiJiLQ3bSUiOgQMYUTkHjQNMa15KDIkIzkmbFxe0sfLiLKAqb1NW3nUNhEdGoYwInILlubdCLM2YW9A1ri2VeiKm62ua/Lcp2krEY0PhjAicgvV+d+q6+5xKsq3C8tYrK73SdNWIqJDwBBGRG7TKV8EpY5tp/zBMifPRqMWBL+934/r6xKR62MIIyK34FW9BV2aN5Kzbed0HC9xYf7IM2UivqPQ1rSViGiEGMKIyD2K8lt2oNCQjKTo0HF/+frwmfBGD9rKfxj31yYi18UQRkQur6exHKHaPuwNzNHlXIcmadoqdWm5a8b9tYnIdTGEEZHLq863nUDbHDNdl9efMGUJrJoBFjZtJaJDwBBGRC5vX/F36jo4zTYjNd5yUiaiUJq2Nm7R5fWJyDUxhBGRy/Ou3oxOzRsp2baeXePN18uEMv8piLDUwdpYocsYiMj1MIQRkWvTNMS25qHAkIKEyGDdhtEZZzsqszpvrW5jICLXwhBGRC6tp6EMwVoLqoMm61KUbxfa27S1hU1biWiEGMKIyKXt7e2U36NTUb5d1pRZaNIC4VfNpq1ENDIMYUTk0lqKbZ3yg8e5U/5g8WEB2GHMQlx7AdDTpetYiMg1MIQRkUvzrt6Cds0Xk3Jm6T0U1IfPgA960F7Gpq1EdHAMYUTk2kX5bfkoNKRgYoR+Rfl2puTepq07vtJ7KETkAhjCiMhlmetLEKy1ojpIn075g8VPtjVt7Slbr/dQiMgFMIQRkcuqzrMV5VviZsAZ5KQkoBAJbNpKRCPCEEZELqulxF6Ur0+n/MH8vE0oV01ba6E1V+o9HCJycgxhROSyfGq2ok3zRVr2TDiLjlhb1/4a1oUR0UEwhBGRa7Jae4vyJyE+PBDOIiRjibpuLrItlRIRHQhDGBG5pO66XQjS2lATrG+n/MEye5u2+u5l01YiGh5DGBG5pOr8dU5VlG83ISwAucZMTGjPZ9NWIhoWQxgRuaTW3qL8EJ075Q8ms3L1YTPgjR50lLNpKxEdGEMYEbkk35qtaNX8kJbjPEX5g5u27s1lcT4RHRhDGBG5HqsVce35KDCkIi40AM4mbvIRtqat5Rv0HgoROTGGMCJyOd21hQjQOlAb7Byd8gebMikBRVoCIho26z0UInJiDGFE5HL25tlOC2SJ1/+k3Qdq2lrqPxmRqmnrbr2HQ0ROiiGMiFxOe6mtKD88zbmK8vvrjJ2jrmvz1uo9FCJyUgxhRORyfGu3Yp/mj7Ts6XBWQRmL1HVz0dd6D4WInBRDGBG5FqsFsW2FKDSmItYJi/LtMifPRrMWAJ+9bFNBRENjCCMil9JVXYAAdKAueDKcWUJEILYbsxDfJk1bu/UeDhE5IYYwInIpe3s75Vvjna8/WH9y1GZd2HT4wIzOCs6GEdH+GMKIyKW0l36nrsPSbA1RnZkpiU1biejAGMKIyKX4qaL8AKRnTYOzi8tZYmvaWmZrqUFE1B9DGBG5DqsF8e2FyDemISbUH85uSmoSdmoTEd6wRe+hEJETYggjIpfRtTcPfuhCfYhzF+Xb+fuYUOI/BZGWGjZtJaL9MIQRkcvYm29b1tOctFP+UDpiZ6vrunz2CyOigRjCiMhldNg75ac7b6f8wYLTbE1bmwoZwohoIIYwInKpovwmLRDpmVPhKjKmzFFNW333fq/3UIjIyTCEEZFrsPQgrqMIBcZ0RIf4wVUkRgYi15iJODZtJaJBGMKIyIWK8rvREOoaRfn9m7bWhs6wNW2t3Kz3cIjIiTCEEZFLqMr7Rl1rTt4pfyjGJFsNWzWbthJRPwxhROQSOstsNVUR6c7fKX+wuMlHqKat5jLbKZeIiARDGBG5BP+6bWjQgpCR6VrLkWJKaiJ2ahMQ3sDlSCL6EUMYETk/ixlxHTtRaMpAZLDrFOXbBfh42Zq29tRA27dH7+EQkZNgCCMip9e5Zwd8pSg/JAeuqj3G1rS1nk1biagXQxgROb29+baifEx0nU75gwWl25q2NrJpKxH1YggjIqfX0VuUH5m+AK4qY/Ic7JOmrVVs2kpENgxhROT0Auu2oU4LQWZGNlxVclQQcg0ZiGvLY9NWIlIYwojIufV0I65zJ4pM6QgP8oWrkqatNaHTVdPWLjZtJSKGMCJydh27t8MHPWh0sU75QzEk2XqcVe9g01YiYggjIie3t+Bbly/Kt4udfIS67i5dr/dQiMgJMIQRkVPrKvtBXUdmuG5Rvt3U1CQUWieyaSsRKQxhROTUAuu3oVYLRVZ6JlxdoK8XSvwmI7KnGtq+Kr2HQ0Q6YwgjIufV04W4zl2qKD8s0HWL8odq2trAfmFEHo8hjIicVnvlNnhLUX7YVLiLwPTF6rqxgCGMyNMxhBGR06rOX6eujRNnwl2kT56tmrZ6s2krkccbcQg74YQTMH36dMycORNHHnkkNm3apO4vKirC4sWLkZmZiXnz5iE3N7fva0a7jYhIdJV/p66j3KAo325SdDC2S9PWVjZtJfJ0Iw5hr7/+OrZu3YrNmzfjpptuwmWXXabuv+aaa7B8+XIUFhbilltu6bv/cLYREYnA+u2o1sKQ6QZF+f2bttaGTlMnJO/avUXv4RCRK4SwsLCwvv9vbm62dX+uqcF3332HSy65RN1/zjnnoKKiAjt37hz1NiIixdyJ+K5i7PTKQGiAN9xKgr1p6xq9R0JEOvI6lAcvXboUn3/+ufr/Dz/8UAWn+Ph4eHnZnkaCWVJSEsrLyxEaGjqqbenp6Y7fSyJyOW2VWxAICxrDpsDdqKatudK0dYPeQyEiVynMf/HFF1Xwuvvuu9US4nhYsWIFEhIS+i6tra3j8rpEpK+a3qJ80wTX75Q/2NT0ZBRZJyKsnk1biTzZqI6OXLZsmZoRk1BUVVWFnp4edb+maWo2S2a1EhMTR7VtMKk/q6ys7LsEBQUd3h4TkUvoLrcdPRiV5T5F+XZBvl4o9puMqJ69QEu13sMhImcOYU1NTdizZ0/f7bfffhuRkZGIiYnB7Nmz8dJLL6n7V61apYKZLCmOdhsRkQhs2I4qLQJZbvp7oS3aNsPXULhW76EQkTPXhEkh/nnnnYeOjg4YjUZER0fj/fffV7VcTz31lDqy8d5770VISAhWrlzZ93Wj3UZEHs7cgfiuEnzrNQ9H+LlZUX6vwLRFwG6gMf9rRMw5R+/hEJGzhrDk5GRs2DB0AWlWVha+/fZbh24jIs/WVr4ZgbCiKdz9ivLt0qbMxb4v/eHFpq1EHosd84nI6VQX9BblT3S/ony71Ohg5NqbtlrMeg+HiHTAEEZETsfcW5Qfnel+Rfl2RqMB1aHT4YsudLNpK5FHYggjIqcT1JCLSi0KWWmpcGsT56mr6h1f6T0SItIBQxgROZfudsR1l6LEOx3BblqUP6Bpq+xyiW35lYg8C0MYETmV1rJNMMGK5rCpcHdT0pOx0zoBoWzaSuSRGMKIyKnU2IvyE9y3KN8uxM8bO31z2LSVyEMxhBGRUzFX/qCuY9y4KL+/tpjZ6rqx8Gu9h0JE44whjIicSnDDdlRo0chKmwRPEJi2WF03FjCEEXkahjAich5drYjtLldF+XJ+RU+QljMbLZo/vPZ8p/dQiGicMYQRkdNoKftBFeXvC58GT5EWG4rthnTEsmkrkcdhCCMip1FbsF5deyXY6qQ8gWraGmJr2mres03v4RDROGIIIyLnK8rP9oyifDstwd60dY3eQyGiccQQRkROI6RhO8q0GGSlJMGTxOTYmrZ2sWkrkUdhCCMi59DVglhzBUq9MxDoIUX5dlPTU7DLGs+mrUQehiGMiJxCS8n3MELDvgj375Q/WKi/N4p8JyPKXAW01ug9HCIaJwxhROQUagptRfneiXPgidqibWcIaGLTViKPwRBGRE7B0luUH5flWUX5dgGpi9R1A5u2EnkMhjAicgohjdtRao1FVkoiPFHq5Lls2krkYRjCiEh/nfsQZ65EqW8m/H1M8EQZcaHIRTpiW3awaSuRh2AIIyLdNRfbZn9awj2vKL9/09a9odNsTVur2LSVyBMwhBGR7uoKbf2xvJM8syjfTps4X13X7PhK76EQ0ThgCCMi3Vl2b1LXcdm2EOKponKWqOvOYjZtJfIEDGFEpLvQxlwUa/HITk6AJ5uePolNW4k8CEMYEemrowmxPbtR6pMJP2/PLMq3Cw3wxk6fHESZ9wCttXoPh4jGGEMYEemqqbcov80DO+UPpaW3aWtzEfuFEbk7hjAi0lV9b1G+j4cX5Q9u2lrPpq1Ebo8hjIh0Zdm9GVbN4PFF+XapU3qbtu5m01Yid8cQRkS6CmvajmLEIytpgt5DcQoZcWHYjnTEtOYClh69h0NEY4ghjIj0096AmJ4qlPlmeXxRvp3JaEB1yFT4aV3oYdNWIrfGEEZEumnctVFdt7MofwDrxHnqmk1bidwbQxgR6aa+aL269k5mUf5QTVs7Sti0lcidMYQRkW6suzfDohkwMYtF+f1NS09VTVtD6ti0lcidMYQRkW7Cm3NRjAnITIrTeyhOJTzQB0U+OYg272bTViI3xhBGRPpob0B0z15VlO/rxaL8wVqiZqrrfTu/0XsoRDRGGMKISBeNOzeo646oaXoPxSn525u25q/VeyhENEYYwohIF+yUP7zUyfPQqvnBtIdNW4ncFUMYEelCq+otys9eoPdQnFJmfKitaWsLm7YSuSuGMCLSRXhTLnYiARkJ0XoPxSl5mYyoCp7W27R1u97DIaIxwBBGRONOa61FlKUGFX4syh+ONWGuuq7JY9NWInfEEEZE+nXKj2RR/nCismxNWzvZtJXILTGEEZFuRfl+7JQ/rKkZqSi2xiGkdpPeQyGiMcAQRkTjzlC1CT2aEROz2Sl/OJFBvij0yUGUNG1tq9N7OETkYAxhRDTuwpvzbEX5E1mUfzAtUbNs1zu/1XsoRORgDGFENK60lmpEWmpVUb6PF38FHYz/pIXquj6fxflE7oa/AYloXDX0dspvj5qu91BcQsrkuWjTfGHczaatRO6GIYyIxlVD0Xp1HZDCovyRyJ4Qjm2qaet2Nm0lcjMMYUQ0rgxVm2HWTJiYZeuBRQdv2ronyNa01VKdq/dwiMiBGMKIaFxF7NuBIiSyKP8QWBPmqeuaHawLI3InDGFENG60fXsQYalHpX8WvE389TNSUdm2pq0dxTxCksid8LcgEY2b+iJbUX4Hi/IPuWlriTUWwXVs2krkThjCiGjcNPYeGRnATvmHJCrIFwXeOYjuZtNWInfCEEZE48ZYtRndmgmJOSzKH23T1tZdPI8kkbtgCCOi8aFpiNyXh0IkIz0+Uu/RuBzf3qatdflr9R4KETkIQxgRjVtRfpi1Abv9s1TbBTo0kybPszVtrbQt6RKR6+NvQiIaF3WFtiatXdEsyh+N7Inh2I40xLTksmkrkZtgCCOicdG0a6O69men/FHx7mva2smmrURugiGMiMaFsWoTujQvJGWzKH+0eiba3rvavK/1HgoROQBDGBGNPU1DVMsOFCAZaXHheo/GZUVmH6Gu2bSVyD0whBHRmNOaKxFqbUZVAIvyHdG0Naj2B72HQkQOwN+GRDTmanuL8jujZ+g9FJcWE+yHAu9sRHdXAm31eg+HiA4TQxgRjbnmXba2CoEsyj9s+yJtTVvbdnFJksjVMYQR0Zgz7d2CLs0bydkMYQ5r2lrApq1Ero4hjIjGlqYhumUH8pGMVBblH7aU3qathkpbyw8icvMQ1tnZiTPPPBOZmZmYMWMGjj/+eOzcuVNtq6mpwUknnYSMjAxMnToVa9as6fu60W4jIvehNZUj2LoPVYHZMBkNeg/H5eVMjMB2LQ3R+3IBq0Xv4RDReMyELV++HAUFBdiyZQvOOOMMXHXVVer+W2+9FQsXLkRRURFWrlyJiy66CGaz+bC2EZH7qC1gp3xH8vEyYnfQVPhrHbDuZdNWIrcPYX5+fjjllFNgMNj+FSvhqbS0VP3/66+/jmuvvVb9/7x58zBhwgR8+eWXh7WNiNxHc7GtKD8odZ7eQ3EbFnvTVp7Mm8jzasIeffRRNRtWX1+vZq/i4uL6tqWkpKC8vHzU24jI/YryOzQfJGfZjuqjwxeZtURdt7NpK5FL8zrUL7j33ntVPdhnn32Gjo4OjLUVK1aoi11ra+uYvyYROYimIUYV5adgekyY3qNxG1My01EqTVtrNuk9FCIar5mwBx98EKtXr8ZHH32EgIAAREZGwsvLC3v37u17jCxTJiUljXrbYDfddBMqKyv7LkFBQaPfWyIaV9aGUgRprdjLonyHig3xQ76XNG2tANob9B4OEY11CJPZqFdeeQWffvopwsJ+/BfteeedhyeffFL9/8aNG7F7924cddRRh7WNiNxDbeE6dd0dw6J8R2uOmqmu27gkSeTey5EyA/Xb3/4WqampOOaYY9R9vr6+WL9+Pe677z5ceumlqtWEj48PXnrpJXh7e6vHjHYbEbmHfcUbEStF+ZNYlO9ofikLgZpHUZ+3FoFTf6b3cIhorEJYQkICNE0bcltsbCw++eQTh24jIvfgtXcL2jVfpGSzKN/RkibPQ/t6X4BNW4lcFjvmE9HYdcpvzVdF+ZOiQ/QejduZkhCJbUhF9L7tbNpK5KIYwohoTFjrS3qL8nNgZFH+2DRtDZxma9pavUPv4RDRKDCEEdGYqCmwFYybY1mUP1bME2xNW+vYtJXIJTGEEdGYaCmx1SqxU/7YN21t28UjJIlcEUMYEY0Jr+qtaNN8kZpla6VAjjc1Mx1l1hgE1fyg91CIaBQYwojI8axWxLbmIR+pSI4K1ns0bisu1A95bNpK5LIYwojI4Sz1uxCgtWNvEIvyx1pzpG2msb3E1hiXiFwHQxgROVxNgS0Q9LAof8z5SNNWKc7PY3E+kathCCMih2stthXlB6fO13soHtG0tUPzYdNWIhfEEEZEDuddsxUtmj9SszgTNtamJkZim5aG6OZtbNpK5GIYwojI8UX5bfnIN0xCclSQ3qNxe75eJlQGTVVNW7WaPL2HQ0SHgCGMiBzKUlekAkFNUA4MBhblj4fueFvT1lo2bSVyKQxhRDRGRfkz9B6Kx4jIWqyu29m0lcilMIQR0ZgU5YeksSh/vEzNzEC5NRqBbNpK5FIYwojIoXxqtmKfFoC0zGl6D8VjxIf6YYc0be0qZ9NWIhfCEEZEjmO1IKa9QBXlJ0YG6j0ajyG1d00RtqatHaUb9B4OEY0QQxgROUxPTQH8tU7UBE1mUf448+1r2vqV3kMhohFiCCMih6kpXK+uLXEsyteraatWwZkwIlfBEEZEDi/KD2VR/ribkhiF7Voqopu3s2krkYtgCCMih/Gr3YpmVZQ/Ve+heBw/bxPKA6VpazubthK5CIYwInIMSw9i2gqRb0hDQkSA3qPxSOb4Oeq6vuAbvYdCRCPAEEZEDmGuyYcfulATzKJ8vYRnHaGuW3cyhBG5AoYwInKImnxbp3xrPIvy9TIlM101bQ1g01Yil8AQRkQO0V76vboOY1G+biaG+SPPlIWYrjI2bSVyAQxhROQQvrVb0KgFIT1zit5D8ViyDNwYaWva2smmrUROjyGMiA6fpQex7UXIN6RiQpi/3qPxaN7Jtqattflr9R4KER0EQxgRHTbz3h3wRTfqQliUr7fkKfPZtJXIRTCEEdFhqy7oLcqPm6X3UDze1MQobNNSEdW0DbBa9R4OEQ2DIYyIDltH6XfqOix9nt5D8XjStLUicAoCpGlrLZu2EjkzhjAiOmx+dVtRrwUjIyNH76GQato6V1035H+t91CIaBgMYUR0eCxmxLbvRIExDfEsyncKYZmL1XXLrm/1HgoRDYMhjIgOi7lqB3xgRj075TuNKZmZqGDTViKnxxBGRIelpsA222KNt/WnIv0lhPsjV5q2dpYCHY16D4eIDoAhjIgc0ik/PGOB3kOh/k1bI9i0lcjZMYQR0WHxr9uKWi0EmelZeg+F+vFOtoXiuryv9B4KER0AQxgRjV5PN2I7pCg/HbGhfnqPhvpJypmHTs0b1oqNeg+FiA6AIYyIRq27aju80YMGdsp3OlOTo21NW5vZtJXIWTGEEdGo1fR2ytdYlO90Any8UB4wBQHWNmi1+XoPh4iGwBBGRKPW0VuUH5E+X++h0BC6e5u2NhawaSuRM2III6LDKsqv0cKQmZGp91BoCKH2pq07v9F7KEQ0BIYwIhqdni7EdharTvmxoeyU76xNWyu1KPizaSuRU2III6JR6dq9TRXlN4ZO1nsodABJEQHYbrQ3bW3SezhENAhDGBEdVlE+JszWeyg0XNPWcNtBE91lbNpK5GwYwohoVDrLv1PXERnz9B4KDcOrt2lrbd5avYdCRIMwhBHRqATUbcdeLRyZ6Rl6D4WGkZgz39a0tXy93kMhokEYwojo0Jk7VVF+oTEdMcHslO/MpiVHY7s2CZFs2krkdBjCiOiQde3eCi9Y0BjGonxnF+jrhVL/qbamrXUFeg+HiPphCCOiQ1bdV5Q/S++h0Ah0x89R12zaSuRcGMKI6JB19xblR2bYir7JuYWxaSuRU2III6JRFeXv0SKQnZ6m91BoBHIys2xNW6vZtJXImTCEEdGh6W5HbFcJikzpiAry1Xs0NAIpkQHINWYiprOETVuJnAhDGBEdkq7KLTDBiqawKXoPhQ6haWuDvWlr+Ua9h0NEvRjCiOiQVBfY+k0ZWJTvUkxJ89U1m7YSOQ+GMCIaVVF+VCaL8l1JYs4CdKmmrTx9EZGzYAgjokMS2LBdFXlnp6XqPRQ6BNNSYrBNmrY2bWHTViInwRBGRCPX3YaYrjLsNKUjItBH79HQIQhSTVsns2krkRNhCCOiEeus2KyK8hvDpuo9FBqFrri56rqpiP3CiJwBQxgRjVhNb6d800TbkXbkWkIzl6jrFoYwIqfAEEZEI9Zdbmv2yaJ815STmanq+fz2smkrkTNgCKMfaRpQ9i2w6WXbtdwm6ieoYTsqrNHISU3Reyg0CqlRgdhuyESUNG3tbNZ7OEQez0vvAZCTaCqH9q+zoTWWwmLwgknrgSE8BYZLVwNhSXqPjpxBVytiusvwpfdCHMOifBdu2joDxsZv0F22AT5Zx+s9JCKPxpkwUjNe5n+eBUt9MYxWM7wtHepabsv9nBEj0VGxCUZoaGJRvkszJdmWkuvyv9Z7KEQejyHM01kt0DY8DWNjMbxgGbBJbhsaS6AVfqzb8Mh51PR2yjdNnK33UOgwJPQ2bbWU2z5PInLyEHbjjTciJSVFTWVv3ry57/6ioiIsXrwYmZmZmDdvHnJzcw97G40DqwUo/Rr44HfQVuTA8NHvVduBoagg9srPgScWAx/+Hsh7D2hvGPchk/7MFd+r62gW5bu06SnRtqatjVvZtJXIFULYueeei7Vr1yI5OXnA/ddccw2WL1+OwsJC3HLLLbjssssOexuNZfBa2xe88MIpwMZnUN5qwps9R8KsmYb8sh7NiK8sU9FQuwfY8BTw2iXA/ZOA/1sCfHQLQ5kHCW7YhlJrLCanskbQlQX7eaPUT5q2tgL1RXoPh8ijGTRt5AU/Mhv29ttvY+bMmaipqUF6ejoaGhrg5eUFeZr4+HgV1kJCQka1Te4/mISEBFRWVh7ufntO8Cr/Fsh9C1reezC0Vqu7SxGPd3sW4EPLQnRHZmNGQihuyLsISaiGt+HHfxmbNSPKEIc7Jj6PoupWhLSXYqExDwuNO7DEKx+RWuOPrxU7FUg5Akg5EkheDARE6LHHNFY698H6tyR8YVqMY+/4UO/R0GF6+flHcXH5H9F0/AqELbkSnkqzWpG/8VO07ClE8IRMZM87HgYjq3TIsYbLLaM+OrKiokKFJwlSQpYqk5KSUF5ejtDQ0FFtG0kIoxEEr7JvgB1vQ9vxLgxtNeruUm0C3rOcqYIXYibj5GkT8PdpcciICVLbL3rwTtzd+kckarUwwwRvWFCOGNwRdCf+ffVC9ZiSujasL2nA/4rr8dfievi3lKhQtsiYiyU1+YiofhJY/yQ0GGDoC2VHMJS5gfbyHxAADc3hLMp3ByEZS4ByYF/Rtx4bwqrKCmB+4SykWattv/M2W1Dxn1h4X/YW4pOz9B4eeQinb1GxYsUKdbFrbW3VdTzOG7y+BnLfhjXvPRh7g1eJCl5n4UPLAvhNnIaTp8XjySlxSIkK3O8pHrjqVCx9LhoxTZuQaqxBsTUGtWGz8OJVC1VQFqnRQepy4fwkNYNZ2diBdcX1+LKkAfcX18GnaVffTNni6nxEVv8fsP7/VChD3FQYZJbMHsr8w8f9baLRqylcD+kMZkqYpfdQyAFysrKw+7+R8Ku21fl54gyYBLB4a5Wa/fdBj7pfbu954Wxod2zjjBg5dwhLTExEVVUVenp6+pYVZTZLZrVkyXE024Zy0003qUv/aT0aFLx2vAtje21f8HrfchY+si5ASOIMnDQtHiunxmFCmP+wT5cQHoDPfns0viubgdK6NpwVFYi5yeF9AWwwuT8xIkBdzpubqO7b07QYG0oa8E1JPR7eVQ9DQxEWGXeoYLZ4bx4i9j4BrHtiUCiT5ctFDGVOrqfC1mE9lkX5biE1KgifGDJxQsc6W9NWv1C4tZ5uoKkMqN8F1O9EU94XSLDugdEwsBpHAtlE6x5Uvn8vEhdfAISnACann6sgFzbq766YmBjMnj0bL730kiqsX7VqlQpI9iXF0W6jYVh6bMFrhz141am7i7UJ+MByNv6jLUTUJFvwenFyLGKC/Q7p6SVYzUuJUJfRkKB35qyJ6iJqWhapULa+uAF/L66DpbawL5Qt2puHyAGhbFq/mTKGMmcT0rAdxdY4ZE+yBW5ybUajAfVhM2Fs+hbd5Rvhk/lTuMU/TJsrVMhCfTHQsAta/U5Y63bC2FwBg/ZjCx757XKgYmgvgxWJPzwA/PCAalzdHToJxuhM+MRmwxCdBURlyHm7AF9bKQfRmBfmy9GMH3zwAfbu3YvIyEgEBwdj586dKCgoUEGqvr5ezXCtXLkS06ZNU18z2m0H43GF+fbglfsWLDvehamjXt1dZJ2ID60L8Im2CHHpM1XwOn5yLMICnLeTeUNbty2UldRj/a56mGvysMDQu3xpykME9qnHqVAWP/3HUJYkoSxM7+F7Lpkp+VsSPjMdiePueF/v0ZCDvLp6FS7YegWqZv0G8Wf8GS5B/lzt26MCln1WCw3F0OT/G0pgsHYPeHgXvNURvSVaPEq1OJRocagwTECSfxfu7H4QPgbbMmR/cqT405afqfY8aYY96pJkqIFp0KxZu18ceiLS4ROXDd84e0DLBIJi5V+0Y/5WkOsYLrcc0tGRzsAjQpgKXmvVUuPg4PWBdQE+MyxGYvZsnDQ1HsdkRatDzl1Rc4cZ35VKKJPZsnp07tmB+YZcFcoWqVDWoh5nmymbDsMkhjI9tBX8D4GvnIW3oq/DWdf/Te/hkIN8lVeJ+a/OQE3UAiT+0omOeJU/SW11vUFr58Cw1VAMg7l9wMN7YEK5FoMSa1xf0JJLk18SAqOTkBoTgjRVzxqorhPC/WEyABV3Te2rCet/RPge4wTE3LoZFU2d6mAkKc+orG1EZ/VO+DQWIaKjFGnGPUg37EGqoQoBhq4B4+k0BaE9JFUFMv8Jk+Efnw1EZXFp04MljMXRkTQ2wUvbLjNe78Gr0xa8dqkZr7PxhWkJUibPUcHrmsxo+PsM3dfLlYT6e+O4nFh1Ea1dC/F9WaMKZM8X16N993bMhSxf7sCiKqkp2wJ8+xg0gxFa3HQY+1piLHL/mhYd1RWshxzK4cWifLcyY1IstmuTkG1v2jrehegdjX3Lhn1hq3cJ0dBl+weYnRUGVCEauyxpKmDZw1Y5JsAUkYSUmLC+kHVWdBDSogMPuiogR0FWvXAW4uxHR8KCKmMcfC9/G/6+3siMlUtwv6+Yaxt2twVlDbZw9lVtK5qqSmCtK4Bf0y7EdZcjzboHaQ2liJb3tV8bth54YZ9/IjrD0+EVnYXgRAloOVza9HCcCdM7eJV+Ba13xsur09b0tFBmvCwLsdZnCdKnzMNJ0+KwOC0Svl6uH7wOhfyy21TeiHUlDdiwqxYtlbmYo23vbYuRh3BD70yZhLLY6TBOOgKY9BMgaSFDmQPteuI8pNV8gg0/34L5OXKMJLmLN+9dinO73wGu3yinQnD8C3S1qhks20yWhK1+/99u+4dmf3WGCOy0xKF40BJis+9EJMaE985o2UJWWkwQkiIC4G0yOk2fsLauHpTWS0BrR9XePeioyoepvhBBLSWY0FN+wKXNJq9o7AuaBEtkplraDE+eagtoXNp0C1yOdMrg9RZ6ct+Dd5cteBVYE1QriXX+RyJr2jycNCUO8ydFwOswfsG4m64eC7ZUNKuZsg3FdWgu34ZZVgllO7DAmIcIQ2tfKLPGTocptffoy5GEMvkxKF9n+4MRkWr7Gv7yU2rvycG+Lg3R/28bQlx06ZuG9tKzj+CSyj+hfcqFCJi/bHTf9+ZOoLGkbyarrzBerlv37vfwZmOoCleF5th+s1rxKEcsoiIiVNCSkGULW7b/jwj0OeCR2q5iX6cZZXXtKKtpRFNlHnqqC+DTVISwtlIkWSuHXNpsMwSizi8ZHSGpquYsYGIOolOmwy8mjUubLoQhzCmC1xpYt8uM18DgJTNe3wX+BJOnz8PJ0+IwKzFcHblEB2e2WLFtt4SyBmworkVT2TZM79mmQpnMloX3D2VxM2Ca1D+Uhfz4RE3l0P51NrTGUnU0lEnrgSE8BYZLVwNhHn6KHlkyui8F//X6CX56+3t6j4YcqakcLU+fguD2ClhgUjNAB/y+t5jV4/svG/aFLTkicdCxhu3GQFUAX2iOwS5rLIqttlktuWi+oX1LhzKblRplm9VKjgzwuNl+u+Z2M0rqWlBdsQttu3cAdYUI2LcLkZ1lSNF2I9rQPODxZnih2msCmgImoTs8DV6x2QhNnILYSVPhFzSyelmeLWD8MITpGLws21ar4OXT3aTuzrcmqhmvraFH24LX1HhMnRji8v/KcwY9Fivyqlp6j76sQ2PpFkw1b1WBbEH/UAYjLHEz4CUzZclHwPzRLTA0laujofqeCyZo4ZPgfeN3Hj0j1pr3GYJeOxuro6/H2dffq/dwyFE0Dea/z4WhsWTQ970RCIqD15G/sc0K249ClB5b1oFHEnYb/VBlmoBdlljs6I6xzWhZbbNajYZgTAwL+HHpsLcwPj06CNHBvvx9N0Ly57mx3Yzy3bvRWJaL7r15MDXsRHBrsao/S0D1fkub1YhEjW8SWoLToEVmwC8+BxHJUzExIQU+3qYBZwvoXw+318izBYwVhrDxIv9aLFmDnu1vwTooeH1gWYC8iGMxbcZ8NeMlpwviL6KxZbVqKKhu6Vu+rC/ZjMldW/pCWZihTT1OfgCG+iS64QXvy9+DQTr8e6iyd+5B8qb78d7s53Da6efqPRxyEK3sG5hXntbXKf5AegzeqPOeoIJVXnc0inpi1P9L2KpGOPy9vZAWE6iav9pmtmz/Pykq0C0OHnJm8qe7vrkFe0tysa9iByy1cnDAToS1l2JiT+V+S5v7tABUmBJQ75uEqR3rEaK1wqtfgLMfGZrEswU4HI+OHPPg9SW6t64G8t6Hj7lZval5asbrp9gVczymz5yHcw5wuiAaO7KsmxMfoi6XLZkETZuLXbWtWFfcgD9KKCvehPM6V+FU0zrVoHGofkGVhduR6sEhrKdyE6yaAbFZ8/UeCjlQSeF2xGqmIftkdWle+KflBLxoORF7tEhYO4yID/VDWqJtNutke61WTCDiQvz4j0mdyPseFRaCqFmLALn0o1ktqNtTgrrS7WjfI8ubRQjatwvxXWWY0lHY+wQDn09adUhtWuWdWdhnioDZ5I8er0BYvYOg+QSpIzhNcvEPgY9/CHwDQ+AXFIqAoFAEBofBNyAE8A0G5LFeztuv0tnqgBnCDiN4dW1ZDeS/D19zM3zswct6AsrjTsCMmfNw4QhOF0Tj+0srPSZYXS5ZmAxNm4233wmFddMGdRD8YAHoglaxHmg/12NPQB7atB27tAnISY7XeyjkQKVaLBL6LUP2J3+GGhJPwM0LjldhS2a1An35p8KVGIwmRCWkqwtw5oBt379xHyZvfxD+hoGNbe2tQALQDX9rNfwtHQjs7hzV60vNWpfRH92mQJhNAbB4B0KTi08QjH7BMPkFw8s/GD4BIfALDIW3vwS4IMAnEPAJ7v3/oN5QFwh4+cKhnKgOmD9ZIy1UlOBV/CU6trwJY8GHKnjJt0WeNQkfWU9AVcJJmDlrHi4dxemCSL9QljDjWFRsikaSVj2gaaNFM6hfSGnlb8Ly0AcwzroYhkW/ACLT4DHaGxBlrsImn6ORwaMi3UpwxhGo+Hr/73tZkipHDI474XTMmxSp6xhpbAQkzYRp+/7/6BRygEbNyU8jZ8GJfTNqne2taGluQmtLE9pbm9DZ2oyu9n3obt+Hno59sHa2QOtqA7pbYTS3wmRug7elDT49HQjo6UAgOhBkaFD/qA1E537n6xwJCUo/zsoFwuAbBKOvLchJqDP0ztT9GNx6A526L3hgwPMJhPmfZ/XVQxphVq/RU18M7Z9njXsdMENYL3uhYpq9UHGzBRX/iUHgT38Pv93r4FX4IXx79sHfHry0k1CXdDJmzZqLK5z8dEF0YHNTInBR0J24u/WPSNRq+4pUpQP3Lw23IqcnH5dbP8S0756F9t1zsGacBNOSG4DkJW5fsN9W+r1q0toSMVXvodB4fd8jBncE3Yl/j/L8seT8ZHKh4j+xQ54tQJrVyvb+M2r+QaHqEoPkQ65Z6zRb1ZlRmjrMKOswo7m9C62t+9DR2ozOtmaY21tgbt8HS2eLLcx1t8LQbQtyfloHgtCBAEOnCm9BPZ0I7JJQ14JAQ626zxudMIwi1EnwGfzbWwJZd2MptPJvx7UOmCGsdwZMApj9m9JerJpo3QPDp79W/7/DmoxPcDKaJp2C2bPn42oXPl0QDZwNe+CqU7H0uWjENG1CqrEGxdYY1IbNwotXLYS30YB/frMUD6/7Dy60vIfjiv4DFH2Entjp8FryS2DKWYDJPb8PagvWqRDmnTRH76HQOH/fs87LfcnqznBnC3BUUb58D8nBGXKJC+2/OjSy0oZOs0UFuL5Luxl7+t/uMGNfexc62lt7Z+VaYOlqgdbZAl9ruwppgSrASZjrVGFOrnOMZZhuKHaaOmAeHSkzW+s/RuqHF8F3iCLVHs2IpyJ+j7TjLsdRbnK6INqf/Bh8V9aoTkUiB1DMTQ4f8IdIOmG/8V0FPvlqLU5qfQfnmb5UNRU9gXHwWnQdMGcZ4B8Od7LrsbORUvs/bLp4O+ZmJug9HNLh+57clzv3CescIsDZ/7829wv8Zs/vhjwopVvzwtolz+PYE85w6HjYouIgNrz1D0zZfBcCBx3SK9o0X+TOvAPzz/qlQ1+TXJPFquHj3L145YvNmLb3LSzz+hixhiZYvAJgnH0JDAuvsx1p4wbq785EXbc3Ev6whYXZROQWNpbUI+KFJUjC/vWQZYhD42VrHV4POVxucY/Ye5jkXwEyHTsUuV+2EwmT0YBTpsXjxRtOwrFX/w1/Tn0VN5mvQ0F3NAwbnob299mwvnIxUPat7RBoV9VWj8ieapT6ZjKAEZFb1UPeHnSnOk2WzHzJRItcSwCTekjZPp742/UQCxWJhCzZyA/r3JRFKKmbjue+uggVP3yMpfgAxxW8DxS8D0v8LJgW3wBMPtPlzvPWUrIRwZLFWJRPRG7E4GT1kFyO7DXUaRzshYpxSRkOfz1yPw1t3XhpXRm+/PprnN39Ls7xWgM/mGEJToBp0bXA7KUHP5G4kyhZ/RdM2roC7839J047dWCfISIiV6eNYz0ka8JGyJ0LFWl8i0Lf3rQbr325GUua3sUyr0/UCXilYaFJCvgXXAOEp8CZFf/jDCTXfYktl+ZidvpEvYdDROSyGMKIdDp35ecFNVi5Jh9x5R/gStOHyDFWQDMYgZzTYFh0A5DonKcDarg7AzXdvki6fTMCfFxrKZWIyJnw3JFEOp278ricWHXZWjkDT6y5AM25n+By44c4Zsc7wI53YJ04D8bF1wPZpzlP3VhrLSJ6arDB9zhkM4AREY0Z/oYlGgfTE8Lwj4tmo7IxGyu/Ph0Pb/gaF1o/wNm718L3jctgDUmEUfqNzboU8AtxiqL89shpuo6DiMjdseCJaBwlhAfgjlMn41+3XYZ9xz+EM72fwsPmc9DY3Ax8/P9gXTEZ+PgPQFOFbmOsK1yvrn3YKZ+IaEwxhBHpINTfG9cclYZ3bjkLKefeicvDX8DvzVdjZ2cI8O1j0B6dAbxxOVD5/biPTdvzgzpTxISseeP+2kREnoSF+UROQH4Mv9lVj6e/3AVt12e4yvQhfmLaZtuWuBCGRVI39jPAOPanzWq8Kw1V5kBMun0TT9NFRHSYWJhP5OSkP82S9Ch1Kdg7Gc9+9TPct/lbLDV8hLMq1sKn4lJYw1JgXPQLYObFgG/Q2AykpRrhljqs95uFyQxgRERjisuRRE4mKy4YD5w3AytvuQzlR96Hk/AEHu05C81N9cBHv4d1RQ7w6R+B5t0Of+3m4o3quo1F+UREY44hjMhJxYT44eYTs/Hebecg9OQ/4Vz/Z3Cb+UqUdAYBXz8K7dHpwKqrgD2bHPaaDUW2ony/ZBblExGNNS5HEjk5OYH2ZUsm4dJFKfg4dyZ+9+VZCN3zpaobO2LbG8C2N6AlL7Y1f808WRqUjf7F9mxCt2bChKy5jtwFIiIaAgvziVyM/Mh+X9aIp9cUozJ/A64wfYQzTN/AGz3QIlJhWCh1YxcBPoGH/NxNd6Wi0hyM9Dt+gJ83a8KIiA4XC/OJ3KyIf25KhLqU1OXgubVH4pHvtuHn+BhLG/6L0A9/B+1/d8Mw9wpg/nIgJH5kT7yvCmGWenzjNxdTGcCIiMYca8KIXNikqEDcfeY0vHvbudCOuR2nGJ/E7ebLUdbpD6xdAe2RacDqa4CqrQd9rqZdtnqwjqip4zByIiLiTBiRG4gI9MGNx2Vg+U9S8famGbhqzelIbliLq70+wsKtrwJySTkSkLqxjBOGrBtr3LkBYaoon01aiYjGA0MYkRuROq4L5ifh/LmJ+LxgCh756ni0lHyPK70+wuml38Cr9Ctokem2urEZFwI+AVJkBpSvQ1DJx6ooPyFzlt67QUTkEViYT+TmtlY24ZmvSvD9tlxcYvwYl3p/hmCtDZp/BAzTzoVW9Cm05krAagbkt0FUBoyXrgbCkvQeOhGRyxsutzCEEXmIysZ2rPy6FO9uKMTJlv/hau//IBHVKncZ+j2uByZo4ZPgfeN3chSAjiMmInJ9w+UWFuYTeYiE8ADccepk/Pe2n2HiCb/C3abrYdZMAwKY8IIFWmMptPJvdRopEZFnYAgj8jCh/t645qg0/G6+L7oPUBYq4aykcPu4j42IyJMwhBF5qApDPLxhGXKb3F+qxY77mIiIPAlDGJGHCs44AhWIhlkb+GtAbpcjRm0nIqKxwxBG5KGk4/7tQXeiHLHo1rzQpvmq6zLE4Y6gO9V2IiIaO+wTRuTBpz964KpTsfS5aMQ0bUKqsQbF1hjUhs3Ci1ctVNuJiGjssEUFkYeTXwHflTWitK4NKVGBmJsczgBGROQgPIE3ER2QBK55KRHqQkRE44c1YUREREQ6YAgjIiIi0gFDGBEREZEOGMKIiIiIdMAQRkRERKQDhjAiIiIiHTCEEREREemAIYyIiIhIBwxhRERERDpgCCMiIiLSAUMYERERkQ4YwoiIiIh0wBBGREREpAPXC2HV1cBvfvPj7bvvBqZMARoabLd37rTdfvzxHx9z2WXAEUf8ePvjj22PkWs72S6Ps5Ovl8fI8wl5frktr2cn45D77DZssN3+979/vO/0020XO9kmj5HH2slt7hP3ifvEfeI+cZ+4T3C7fXKrEEZERETkBgyapmlwIQkJCaisrNR7GERERESHlVs4E0ZERESkA4YwIiIiIh0whBERERHpgCGMiIiISAcMYURERESeFsKKioqwePFiZGZmYt68ecjNzdVzOERERESeEcKuueYaLF++HIWFhbjllltwWf8mZ0RERERuTLcQVlNTg++++w6XXHKJun3OOeegoqICO+3dcomIiIjcmG4hTAJXfHw8vLy81G2DwYCkpCSUl5frNSQiIiKiceP0hfkrVqxQ3Wbtl9bWVr2HREREROS6py2S5cj09HQ0NDSo2TAZhsyMrV27Vt1/IDxtEREREbkKpzxtUUxMDGbPno2XXnpJ3V61apUa6HABjIiIiMhd6HoC74KCAnVEZH19PUJCQrBy5UpMmzZt2K/hTBgRERG5iuFyi60qXidZWVn49ttv9RwCERERkS6cvjCfiIiIyB3puhw5Gr6+voiOjh7T15AjMIOCguCpPHn/ue+eue+evv+evO+evv+evO/jtf+1tbXo6upyjxA2Hjy97syT95/77pn77un778n77un778n77gz7z+VIIiIiIh0whBERERHpgCFsCDfddBM8mSfvP/fdc3ny/nvyvnv6/nvyvjvD/rMmjIiIiEgHnAkjIiIi0gFDGBEREZEOPDKEffDBB5gzZ47qOfbrX/962McWFRVh8eLFyMzMxLx585Cbmzuibc7MarXil7/8JdLS0tS5Oh977LEhHyenk5o5c2bfRfZTTrYuJ10XRx99NCZNmtS3/eGHH4a77LtISUlRZ3Ww799rr73mMZ99Z2cnzjzzTLV/M2bMwPHHH4+dO3f2bXeVz36kn9Nzzz2HjIwM9b5cffXVMJvNI9rm7Eay///73/8wf/58TJ48GVOmTMHvf/979X0iSktLYTKZBvwe2LVrF9xl37/44gv4+/sP2L+Ojg6P+ezlVIH99z0qKgpnn322S3/2N954o/rdbTAYsHnz5gM+zml+5jUPVFBQoG3evFn7wx/+oP3qV78a9rHHHHOMtnLlSvX/b7zxhjZ37twRbXNm//znP7Vjjz1W6+np0err67WkpCRt+/btB/26Bx54QDv11FP7bh911FHaW2+9pbmSQ9n35ORkbdOmTUNuc/fPvqOjQ/vggw80q9Wqbv/jH/9Qn7erffYj+ZyKi4u1+Ph4raqqSu3vaaedpj322GMH3eYKRrL/P/zwg7Zr166+z33JkiV9X1NSUqKFhoZqrmgk+/75559rM2bMGPLrPeGzH2zKlCnam2++6dKf/ZdffqlVVFQM+/vbmX7mPTKE2f3pT38aNoRVV1drwcHBmtlsVrflA4mNjdWKioqG3ebsTjnlFO2VV17pu33zzTerQHow2dnZA/7wusof4tHu+4F+iD3xs9+4caN6P1zpsx/p53T//fdr11xzTd9tCZ8SRA62zdmN9vv0+uuvV78bXfkP8Uj3fbgQ5mmf/bp167To6Gitu7vbpT97u+FCmDP9zHvkcuRIVVRUID4+Xi3BCZneTEpKQnl5+bDbnJ2MMTk5ue+2TN0ebNzffPMNGhsbceqppw64/9Zbb8W0adPw85//HMXFxXC3fV+6dKnavyuvvFKdekJ42mcvHn30UZxxxhku9dmP9HMa7j0Z7fvlDEbzfbp37168+eabA37O29ra1HLW7Nmzceedd8JiscCd9l2W2GTfZB+feOKJvvs97bOXJbhLL70U3t7eLv3Zj4Qz/czbPiE3s2jRIrUePpRNmzYhMTER7uxg+z8a8gMqgcT+Qy3+9a9/qfdSZlQff/xx9Yt7x44dcJd9X7NmjfrFJfUAt99+O5YtW4YPP/wQnvbZ33vvvaoe7LPPPnPqz54Oz759+3DaaaepmrC5c+eq++QP+e7duxETE6NqQSVwP/TQQ+ox7kDChZyyJjQ0VF2fcsopqi7q/PPPhyeRsPXqq69i3bp1ffe5+2fvLNxyJuzbb79FXV3dkJdDCWDy2KqqKvT09Kjb8gdHErH8YR5um7Pvv4yxrKys7/FSgDncuOUEp6+//jquuOKKAffb30v5V9YNN9ygZkOkmN9d9t1+v/zLUA7g+Oqrr9RtT/rsH3zwQaxevRofffQRAgICnPqzH2ykn9Nw78mhvl/O5FC+T1taWnDSSSep2c7+zSvl4CX5IywiIiLU7wD7z4E77HtISIgKYPZzCF544YV9++cpn71444031EEZcnCGq3/2I+FMP/NuGcIcRb4B5V9KL730krq9atUq9YMqR5UNt83ZnXfeeXjmmWfU1LL8C0eO+pN/5RyIbJcj5LKzs/vukx/u6urqvtuy/7GxsYiMjIQ77Lv8y7Cpqanv9iuvvIJZs2ap//eUz37FihVqvz/99FOEhYW53Gc/0s/pnHPOwbvvvquW4uSP1ZNPPokLLrjgoNuc3Uj3X/6RJQFMLjLj219NTU3fkWFdXV0qkNt/Dtxh3yWo2I8ElSD6/vvv9+2fJ3z2/Vc6pOTCHT77kXCqn3nNA/33v//VJk6cqAoXg4KC1P+/8847aptcX3nllX2Pzc/P1xYuXKhlZGRoc+bM0bZu3Tqibc5Mjoz7xS9+oU2aNElLTU3VHnnkkb5tg/dfLFq0SHv++ecH3Nfa2qr2eerUqdr06dPVEXdyxKm77LscLTZz5kxt2rRpah9PP/10VajqKZ+9HF0kvx7kMVK4LJf58+e73Gd/oM9J9tP+My+efvppta9yueKKK/qKkw+2zdmNZP/vvvtuzcvLq+9zlovcJ1atWqWOmJPPefLkydoNN9ygdXZ2au6y73LUr+yXff/kgAT7EcGe8NnbHyd/B/ft2zfg6131s1++fLn6m24ymbSYmBgtLS3NqX/medoiIiIiIh1wOZKIiIhIBwxhRERERDpgCCMiIiLSAUMYERERkQ4YwoiIiIh0wBBGREREpAOGMCIiIiIdMIQRkcf44YcfYDQaVRdsu46ODixYsABz5sxR3eOJiMYLm7USkUc599xzsXHjRnWiczkhvZymZPPmzeq8m3FxcXoPj4g8CEMYEXmUHTt2YNq0aXj88ceRl5enzq/39ddfDzg3KhHReGAIIyKPs3TpUnVSYzl5s5yg/IgjjujbJjNksr2+vl6dlPzFF19ERkaGruMlIvfEmjAi8jgSqtrb27F8+fIBAUxcc801+NWvfoXCwkJcf/316jYR0VjgTBgReZQ333wTF1xwgSrELy4uVpfg4GC1raamBjk5OaitrVUF/BaLBdHR0SgoKFDXRESOxJkwIvIYa9euxaWXXoq77roL77zzDtra2vDwww/3ba+oqEBCQoIKYMJkMqnbcj8RkaMxhBGRR8jPz8cZZ5yBZcuW4bbbblNHQl577bVYsWIFGhoa9B4eEXkghjAicnvV1dU4+eSTsWjRInVUpN0tt9wCs9mM++67T91OTExEZWWlKtgXshwpt+V+IiJH83L4MxIROZnY2FiUlJQMeb8sSdrFxMSo9hWvv/66qht75ZVXMGPGDNaDEdGYYGE+EVE/UoQvS5ayRBkeHq5aVGRlZek9LCJyQwxhRERERDpgTRgRERGRDhjCiIiIiHTAEEZERESkA4YwIiIiIh0whBERERHpgCGMiIiISAcMYUREREQ6YAgjIiIi0gFDGBEREZEOGMKIiIiIMP7+P+2duyNeyt6NAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Q5: Known y0=15, estimate x0; Jeffreys prior, MSE of ML vs median, compare to CRB\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import cauchy\n", + "from scipy.optimize import minimize\n", + "\n", + "np.random.seed(123456)\n", + "\n", + "# For x0 with known y0, Fisher info I_N(x0|y0)=N/(2 y0^2) => CRB = 2 y0^2 / N\n", + "x0_true = 0.0 # scan around 0 as requested in [-1,1]\n", + "y0_true = 15.0\n", + "\n", + "# Jeffreys prior: since I_N(x0|y0) is constant in x0, Jeffreys prior is flat in x0\n", + "print('Jeffreys prior for x0 (y0 known) is uniform in x0 (constant).')\n", + "\n", + "def loglh_x0(x0, x):\n", + " return loglh(x0, y0_true, x)\n", + "\n", + "# Evaluate MSE of ML and of sample median (as estimator for x0) over x0 in [-1,1]\n", + "N_vals = [3, 50]\n", + "N_rep = 400\n", + "x0_grid = np.linspace(-1, 1, 9)\n", + "\n", + "for N in N_vals:\n", + " MSE_ML = []\n", + " MSE_MED = []\n", + " for x0_true in x0_grid:\n", + " ml_estimates = []\n", + " med_estimates = []\n", + " for _ in range(N_rep):\n", + " x = cauchy.rvs(loc=x0_true, scale=y0_true, size=N)\n", + " # ML for x0 (1D)\n", + " x0_guess = np.median(x)\n", + " opt = minimize(lambda x0: -loglh_x0(x0, x), x0_guess, method='Nelder-Mead')\n", + " ml_estimates.append(opt.x.item() if hasattr(opt.x, 'item') else float(opt.x))\n", + " # Median estimator\n", + " med_estimates.append(np.median(x))\n", + " ml_estimates = np.array(ml_estimates)\n", + " med_estimates = np.array(med_estimates)\n", + " MSE_ML.append(np.mean((ml_estimates - x0_true)**2))\n", + " MSE_MED.append(np.mean((med_estimates - x0_true)**2))\n", + "\n", + " CRB = (2 * y0_true**2) / N\n", + " plt.figure(figsize=(9,6), dpi=80)\n", + " plt.title(f'MSE vs $x_0$ (N={N})', fontsize=16)\n", + " plt.xlabel('$x_0$', fontsize=14)\n", + " plt.plot(x0_grid, MSE_ML, 'o-', label='ML')\n", + " plt.plot(x0_grid, MSE_MED, 'o-', label='Median')\n", + " plt.axhline(CRB, color='r', linestyle=':', label='Cramér–Rao bound')\n", + " plt.legend(fontsize=14)\n", + " plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -1005,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1028,7 +1356,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1066,7 +1394,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1089,7 +1417,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1127,7 +1455,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1151,7 +1479,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/3g/j3pztqtd49qg6qjj2mzntx8h0000gn/T/ipykernel_27185/635590535.py:3: RuntimeWarning: invalid value encountered in log\n", + "C:\\Users\\abouj\\AppData\\Local\\Temp\\ipykernel_23560\\635590535.py:3: RuntimeWarning: invalid value encountered in log\n", " for elem in x: logl+=np.log(y0/(y0**2+(elem-x0)**2)/np.pi)\n" ] }, @@ -1159,8 +1487,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.13 s, sys: 18.3 ms, total: 2.15 s\n", - "Wall time: 2.18 s\n" + "CPU times: total: 4.16 s\n", + "Wall time: 4.15 s\n" ] } ], @@ -1185,7 +1513,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1215,7 +1543,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1252,6 +1580,259 @@ "\n", "#### 6) Take the dataset you find in `where_is_the_light.npy` file and import it into a numpy array. It contains $N=10000$ Cauchy-distributed samples with unknown parameters $x_0$ and $y_0$. Using the techniques previously showed, give an estimate (with a confidence interval) of the true value of $x_0$ and $y_0$. You are guaranteed that $x_0 \\in [-100,100]$ and $y_0 \\in [0,30]$. *Bonus*: which one is better between Jeffreys prior and uniform prior?" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Q6 steps\n", + "1) Load the dataset into `x` (no histogram).\n", + "2) Define log-likelihood `loglh_xy(x0, y0, x)` and objectives:\n", + " - MLE: minimize negative log-likelihood\n", + " - Jeffreys MAP: minimize negative log-likelihood + 2·log(y0)\n", + "3) Compute MLE and Jeffreys-MAP using Nelder–Mead with robust initial guesses (median for x0, 0.5·IQR for y0).\n", + "4) Visualize the log-likelihood:\n", + " - 3D log-likelihood surface over a grid of (x0, y0)\n", + " - 1D profiles: L(x0 | y0=MLE) and L(y0 | x0=MLE), with vertical lines for MLE and MAP\n", + "5) Quantify uncertainty via bootstrap CIs (for both MLE and MAP) by resampling x and refitting.\n", + "6) Summarize and compare MLE vs Jeffreys-MAP estimates and CI widths; discuss when Jeffreys is preferable.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "N = 10000\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import cauchy\n", + "from scipy.optimize import minimize\n", + "\n", + "np.random.seed(123456)\n", + "\n", + "x = np.load('where_is_the_light.npy')\n", + "N = x.size\n", + "print('N =', N)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLE (x0, y0) = [42.850107 15.74620134]\n", + "MAP (Jeffreys) (x0, y0) = [42.85015539 15.73990217]\n" + ] + } + ], + "source": [ + "# MLE (uniform prior) and MAP (Jeffreys) fits\n", + "\n", + "def loglh_xy(x0, y0, x):\n", + " return np.sum(np.log(y0/((y0**2 + (x - x0)**2)*np.pi)))\n", + "\n", + "def neg_loglh(params):\n", + " x0, y0 = params\n", + " if y0 <= 0:\n", + " return np.inf\n", + " return -loglh_xy(x0, y0, x)\n", + "\n", + "# Jeffreys prior for (x0,y0): p ∝ 1/y0^2 ⇒ add -2 log y0 to log posterior\n", + "\n", + "def neg_logpost_jeff(params):\n", + " x0, y0 = params\n", + " if y0 <= 0:\n", + " return np.inf\n", + " return -loglh_xy(x0, y0, x) + 2*np.log(y0)\n", + "\n", + "# Robust initial guess (median and IQR)\n", + "x0_guess = np.median(x)\n", + "y0_guess = 0.5 * (np.percentile(x, 75) - np.percentile(x, 25))\n", + "\n", + "res_mle = minimize(neg_loglh, x0=[x0_guess, y0_guess], method='Nelder-Mead')\n", + "res_map = minimize(neg_logpost_jeff, x0=res_mle.x, method='Nelder-Mead')\n", + "\n", + "print('MLE (x0, y0) =', res_mle.x)\n", + "print('MAP (Jeffreys) (x0, y0) =', res_map.x)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 3D log-likelihood surface \n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "x0_true_est = res_mle.x[0]\n", + "y0_true_est = res_mle.x[1]\n", + "\n", + "x0_vals = np.linspace(-100, 100, 100)\n", + "y0_vals = np.linspace(0.5, 30, 100)\n", + "X, Y = np.meshgrid(x0_vals, y0_vals)\n", + "Z = np.array([loglh_xy(x0, y0, x) for x0, y0 in zip(np.ravel(X), np.ravel(Y))]).reshape(X.shape)\n", + "\n", + "fig = plt.figure(figsize=(10, 8), dpi=80)\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "plt.title('Log-likelihood surface', fontsize=16)\n", + "ax.plot_surface(X, Y, Z, alpha=0.8)\n", + "ax.plot(np.full(1000, res_mle.x[0]), np.full(1000, res_mle.x[1]), np.linspace(np.max(Z), np.min(Z), 1000), color='r', label='MLE path')\n", + "ax.set_xlabel('$x_0$', fontsize=14)\n", + "ax.set_ylabel('$y_0$', fontsize=14)\n", + "ax.set_zlabel('$L$', fontsize=14)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1D log-likelihood profiles with MLE and MAP markers\n", + "# Profile vs x0 at fixed y0 (MLE y0)\n", + "x0_line = np.linspace(res_mle.x[0]-50, res_mle.x[0]+50, 400)\n", + "L_x0 = np.array([loglh_xy(x0, res_mle.x[1], x) for x0 in x0_line])\n", + "\n", + "plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('Profile L(x0 | y0=MLE)', fontsize=16)\n", + "plt.xlabel('$x_0$', fontsize=14)\n", + "plt.ylabel('$L$', fontsize=14)\n", + "plt.plot(x0_line, L_x0)\n", + "plt.axvline(res_mle.x[0], color='r', label='MLE x0')\n", + "plt.axvline(res_map.x[0], color='g', linestyle='--', label='MAP x0')\n", + "plt.legend(fontsize=14)\n", + "plt.show()\n", + "\n", + "# Profile vs y0 at fixed x0 (MLE x0)\n", + "y0_line = np.linspace(0.5, 30, 400)\n", + "L_y0 = np.array([loglh_xy(res_mle.x[0], y0, x) for y0 in y0_line])\n", + "\n", + "plt.figure(figsize=(9,6), dpi=80)\n", + "plt.title('Profile L(y0 | x0=MLE)', fontsize=16)\n", + "plt.xlabel('$y_0$', fontsize=14)\n", + "plt.ylabel('$L$', fontsize=14)\n", + "plt.plot(y0_line, L_y0)\n", + "plt.axvline(res_mle.x[1], color='r', label='MLE y0')\n", + "plt.axvline(res_map.x[1], color='g', linestyle='--', label='MAP y0')\n", + "plt.legend(fontsize=14)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLE (x0, y0) = [42.850107 15.74620134]\n", + "MLE 95% CI x0: 42.40048240484191 43.29490993702912 y0: 15.277450772922677 16.243410322588847\n", + "MAP (x0, y0) = [42.85015539 15.73990217]\n", + "MAP 95% CI x0: 42.40059552607266 43.294878637076096 y0: 15.271301876451854 16.236844673189545\n" + ] + } + ], + "source": [ + "# Bootstrap CIs \n", + "from numpy.random import choice\n", + "\n", + "B = 200\n", + "ests_mle = np.zeros((B, 2))\n", + "ests_map = np.zeros((B, 2))\n", + "\n", + "for b in range(B):\n", + " xb = choice(x, size=N, replace=True)\n", + " def nll_b(p):\n", + " x0, y0 = p\n", + " if y0 <= 0:\n", + " return np.inf\n", + " return -np.sum(np.log(y0/((y0**2 + (xb - x0)**2)*np.pi)))\n", + " def nlp_b(p):\n", + " x0, y0 = p\n", + " if y0 <= 0:\n", + " return np.inf\n", + " return nll_b(p) + 2*np.log(y0)\n", + " rb_mle = minimize(nll_b, x0=res_mle.x, method='Nelder-Mead')\n", + " rb_map = minimize(nlp_b, x0=res_map.x, method='Nelder-Mead')\n", + " ests_mle[b] = rb_mle.x\n", + " ests_map[b] = rb_map.x\n", + "\n", + "ci_mle = np.percentile(ests_mle, [2.5, 97.5], axis=0)\n", + "ci_map = np.percentile(ests_map, [2.5, 97.5], axis=0)\n", + "\n", + "print('MLE (x0, y0) =', res_mle.x)\n", + "print('MLE 95% CI x0:', ci_mle[0,0], ci_mle[1,0], ' y0:', ci_mle[0,1], ci_mle[1,1])\n", + "print('MAP (x0, y0) =', res_map.x)\n", + "print('MAP 95% CI x0:', ci_map[0,0], ci_map[1,0], ' y0:', ci_map[0,1], ci_map[1,1])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparison and discussion\n", + "- **Estimated parameters**\n", + " - **MLE**: x0 ≈ 42.85, y0 ≈ 15.75\n", + " - **MAP (Jeffreys)**: x0 ≈ 42.85, y0 ≈ 15.74\n", + "\n", + "- **95% confidence intervals (bootstrap)**\n", + " - **MLE**: x0 ∈ [42.40, 43.29], y0 ∈ [15.28, 16.24]\n", + " - **MAP**: x0 ∈ [42.40, 43.29], y0 ∈ [15.27, 16.24]\n", + "\n", + "- **Comparison and takeaway**\n", + " - **Point estimates**: virtually identical.\n", + " - **Jeffreys prior**: slightly smaller CI for y0 (regularization); x0 CI essentially unchanged.\n", + " - **Large N**: both methods agree; Jeffreys preferred for smaller N or weakly identified y0.\n" + ] } ], "metadata": { @@ -1273,7 +1854,7 @@ ] }, "kernelspec": { - "display_name": "foli25", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1287,7 +1868,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.7" + "version": "3.13.2" } }, "nbformat": 4,