diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index fa944f3..1b18438 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -9,24 +9,37 @@ "\n", "## 0. Jupyter Notebooks\n", "\n", - "Welcome to your first Jupyter notebook! Notebooks are made up of cells. Some cells contain text (like this one) and others contain Python code. \n", + "Welcome to your first **Jupyter notebook**! Notebooks are made up of cells. Some cells contain text (like this one) and others contain Python code. \n", "\n", - "Each cell can be in two different modes: editing or running. To edit a cell, double-click on it. When you're done editing, press **shift+Enter** to run it. You can use [Markdown](https://www.markdownguide.org/cheat-sheet/) to add basic formatting to the text. Before you go on, try editing the text in this cell." + "Each cell can be in two different modes: editing or running. *To edit a cell, double-click on it*. When you're done editing, press **shift+Enter** to run it. You can use [Markdown](https://www.markdownguide.org/cheat-sheet/) to add basic formatting to the text. Before you go on, try editing the text in this cell." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Other cells are code cells, containing Python code. (This is a comment, of course!)\n", "# Try running this cell (again, shift+Enter). You'll see the result of the final statement \n", "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", - "1+1" + "1+1 * 4" ] }, { @@ -41,10 +54,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell A\n", "x = 10\n", @@ -53,10 +79,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell B\n", "x = x * 2\n", @@ -97,9 +136,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import pandas as pd" @@ -107,9 +148,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "pokemon = pd.read_csv(\"pokemon.csv\")\n", @@ -130,10 +173,253 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "579d8dda-ca39-48b1-8819-b17651029729", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
0BulbasaurGrassPoison3184549496565451False
1IvysaurGrassPoison4056062638080601False
2VenusaurGrassPoison525808283100100801False
3VenusaurMega VenusaurGrassPoison62580100123122120801False
4CharmanderFireNaN3093952436050651False
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", + "

800 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "0 Bulbasaur Grass Poison 318 45 49 49 \n", + "1 Ivysaur Grass Poison 405 60 62 63 \n", + "2 Venusaur Grass Poison 525 80 82 83 \n", + "3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", + "4 Charmander Fire NaN 309 39 52 43 \n", + ".. ... ... ... ... .. ... ... \n", + "795 Diancie Rock Fairy 600 50 100 150 \n", + "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", + "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", + "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", + "799 Volcanion Fire Water 600 80 110 120 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "0 65 65 45 1 False \n", + "1 80 80 60 1 False \n", + "2 100 100 80 1 False \n", + "3 122 120 80 1 False \n", + "4 60 50 65 1 False \n", + ".. ... ... ... ... ... \n", + "795 100 150 50 6 True \n", + "796 160 110 110 6 True \n", + "797 150 130 70 6 True \n", + "798 170 130 80 6 True \n", + "799 130 90 70 6 True \n", + "\n", + "[800 rows x 12 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon" ] @@ -152,12 +438,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "people" ] }, { @@ -174,12 +692,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "9afca362-9edc-423c-981b-dc42107d5de0", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1 0.20750\n", + "5 0.20625\n", + "3 0.20000\n", + "4 0.15125\n", + "2 0.13250\n", + "6 0.10250\n", + "Name: generation, dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "pokemon.generation.value_counts()" + "pokemon.generation.value_counts(normalize=True)" ] }, { @@ -192,10 +729,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "5fe580d0-5939-4152-9f8c-4c32d35a4479", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "hp 69.25875\n", + "attack 79.00125\n", + "defense 73.84250\n", + "speed 68.27750\n", + "dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\"]].mean()" ] @@ -210,10 +764,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.08125" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.legendary.mean()" ] @@ -238,12 +805,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "65 0.336326\n", + "55 0.206369\n", + "45 0.157669\n", + "35 0.135527\n", + "25 0.108866\n", + "18 0.055244\n", + "Name: age, dtype: float64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "people.age.value_counts(normalize=True)" ] }, { @@ -256,12 +843,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "b7f910c8-3d40-49ae-b270-678734c04100", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "height 1.705082\n", + "weight 83.053588\n", + "dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "people[[\"height\", \"weight\"]].mean()" ] }, { @@ -274,12 +877,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True 0.785801\n", + "False 0.214199\n", + "Name: exercise, dtype: float64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "people.exercise.value_counts(normalize=True)" ] }, { @@ -297,10 +916,253 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
156ArticunoIceFlying580908510095125851True
157ZapdosElectricFlying580909085125901001True
158MoltresFireFlying580901009012585901True
162MewtwoPsychicNaN68010611090154901301True
163MewtwoMega Mewtwo XPsychicFighting7801061901001541001301True
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", + "

65 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "157 Zapdos Electric Flying 580 90 90 85 \n", + "158 Moltres Fire Flying 580 90 100 90 \n", + "162 Mewtwo Psychic NaN 680 106 110 90 \n", + "163 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 \n", + ".. ... ... ... ... ... ... ... \n", + "795 Diancie Rock Fairy 600 50 100 150 \n", + "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", + "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", + "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", + "799 Volcanion Fire Water 600 80 110 120 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "156 95 125 85 1 True \n", + "157 125 90 100 1 True \n", + "158 125 85 90 1 True \n", + "162 154 90 130 1 True \n", + "163 154 100 130 1 True \n", + ".. ... ... ... ... ... \n", + "795 100 150 50 6 True \n", + "796 160 110 110 6 True \n", + "797 150 130 70 6 True \n", + "798 170 130 80 6 True \n", + "799 130 90 70 6 True \n", + "\n", + "[65 rows x 12 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "legendary = pokemon[pokemon.legendary]\n", "legendary" @@ -316,10 +1178,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "5d089acf-7b76-4f91-8803-42a4a9a11e3e", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "795 False\n", + "796 False\n", + "797 False\n", + "798 False\n", + "799 False\n", + "Name: type, Length: 800, dtype: bool" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.type == \"Ice\"" ] @@ -334,10 +1220,471 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
238SwinubIceGround2505050403030502False
239PiloswineIceGround450100100806060502False
243DelibirdIceFlying3304555456545752False
257SmoochumIcePsychic3054530158565652False
395SnoruntIceNaN3005050505050503False
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
398SphealIceWater2907040505550253False
399SealeoIceWater4109060707570453False
400WalreinIceWater53011080909590653False
415RegiceIceNaN5808050100100200503True
522GlaceonIceNaN525656011013095654False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
643VanilliteIceNaN3053650506560445False
644VanillishIceNaN3955165658075595False
645VanilluxeIceNaN53571958511095795False
674CubchooIceNaN3055570406040405False
675BearticIceNaN48595110807080505False
676CryogonalIceNaN485705030951351055False
788BergmiteIceNaN3045569853235286False
789AvaluggIceNaN514951171844446286False
\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "133 Jynx Ice Psychic 455 65 50 35 \n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "238 Swinub Ice Ground 250 50 50 40 \n", + "239 Piloswine Ice Ground 450 100 100 80 \n", + "243 Delibird Ice Flying 330 45 55 45 \n", + "257 Smoochum Ice Psychic 305 45 30 15 \n", + "395 Snorunt Ice NaN 300 50 50 50 \n", + "396 Glalie Ice NaN 480 80 80 80 \n", + "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", + "398 Spheal Ice Water 290 70 40 50 \n", + "399 Sealeo Ice Water 410 90 60 70 \n", + "400 Walrein Ice Water 530 110 80 90 \n", + "415 Regice Ice NaN 580 80 50 100 \n", + "522 Glaceon Ice NaN 525 65 60 110 \n", + "524 Mamoswine Ice Ground 530 110 130 80 \n", + "530 Froslass Ice Ghost 480 70 80 70 \n", + "643 Vanillite Ice NaN 305 36 50 50 \n", + "644 Vanillish Ice NaN 395 51 65 65 \n", + "645 Vanilluxe Ice NaN 535 71 95 85 \n", + "674 Cubchoo Ice NaN 305 55 70 40 \n", + "675 Beartic Ice NaN 485 95 110 80 \n", + "676 Cryogonal Ice NaN 485 70 50 30 \n", + "788 Bergmite Ice NaN 304 55 69 85 \n", + "789 Avalugg Ice NaN 514 95 117 184 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "133 115 95 95 1 False \n", + "156 95 125 85 1 True \n", + "238 30 30 50 2 False \n", + "239 60 60 50 2 False \n", + "243 65 45 75 2 False \n", + "257 85 65 65 2 False \n", + "395 50 50 50 3 False \n", + "396 80 80 80 3 False \n", + "397 120 80 100 3 False \n", + "398 55 50 25 3 False \n", + "399 75 70 45 3 False \n", + "400 95 90 65 3 False \n", + "415 100 200 50 3 True \n", + "522 130 95 65 4 False \n", + "524 70 60 80 4 False \n", + "530 80 70 110 4 False \n", + "643 65 60 44 5 False \n", + "644 80 75 59 5 False \n", + "645 110 95 79 5 False \n", + "674 60 40 40 5 False \n", + "675 70 80 50 5 False \n", + "676 95 135 105 5 False \n", + "788 32 35 28 6 False \n", + "789 44 46 28 6 False " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ice = pokemon[pokemon.type == \"Ice\"]\n", "ice" @@ -353,10 +1700,182 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "05d4c5c2-c6b4-4795-9799-c884b15445a1", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
676CryogonalIceNaN485705030951351055False
\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "133 Jynx Ice Psychic 455 65 50 35 \n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "396 Glalie Ice NaN 480 80 80 80 \n", + "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", + "524 Mamoswine Ice Ground 530 110 130 80 \n", + "530 Froslass Ice Ghost 480 70 80 70 \n", + "676 Cryogonal Ice NaN 485 70 50 30 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "133 115 95 95 1 False \n", + "156 95 125 85 1 True \n", + "396 80 80 80 3 False \n", + "397 120 80 100 3 False \n", + "524 70 60 80 4 False \n", + "530 80 70 110 4 False \n", + "676 95 135 105 5 False " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "high_speed_ice = pokemon[(pokemon.type == \"Ice\") & (pokemon.speed >= 80)]\n", "high_speed_ice" @@ -382,12 +1901,245 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
235female84heterosexual1.6577.114TrueTrue7
2435male83heterosexual1.7394.354TrueFalse8
5035female42heterosexual1.7881.654TrueFalse10
6645female64heterosexual1.5772.574TrueTrue7
....................................
16640718male52heterosexual1.6868.043TrueTrue8
16640925male62heterosexual1.5758.514TrueFalse7
16641455female83heterosexual1.6388.453TrueFalse6
16641665female52heterosexual1.5055.343TrueFalse6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

13784 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "24 35 male 8 3 heterosexual 1.73 94.35 \n", + "50 35 female 4 2 heterosexual 1.78 81.65 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "... ... ... ... ... ... ... ... \n", + "166407 18 male 5 2 heterosexual 1.68 68.04 \n", + "166409 25 male 6 2 heterosexual 1.57 58.51 \n", + "166414 55 female 8 3 heterosexual 1.63 88.45 \n", + "166416 65 female 5 2 heterosexual 1.50 55.34 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "2 4 True True 7 \n", + "24 4 True False 8 \n", + "50 4 True False 10 \n", + "66 4 True True 7 \n", + "... ... ... ... ... \n", + "166407 3 True True 8 \n", + "166409 4 True False 7 \n", + "166414 3 True False 6 \n", + "166416 3 True False 6 \n", + "166423 4 True True 6 \n", + "\n", + "[13784 rows x 11 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "no_doctor = people[people.no_doctor == True]\n", + "no_doctor" ] }, { @@ -408,12 +2160,245 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
555male84heterosexual1.8074.845FalseTrue7
....................................
16641855male72heterosexual1.5763.503FalseTrue8
16641945female82heterosexual1.5268.043FalseTrue7
16642125male72heterosexual1.7886.184FalseTrue6
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

142249 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "5 55 male 8 4 heterosexual 1.80 74.84 \n", + "... ... ... ... ... ... ... ... \n", + "166418 55 male 7 2 heterosexual 1.57 63.50 \n", + "166419 45 female 8 2 heterosexual 1.52 68.04 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "5 5 False True 7 \n", + "... ... ... ... ... \n", + "166418 3 False True 8 \n", + "166419 3 False True 7 \n", + "166421 4 False True 6 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[142249 rows x 11 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "health_good_plus = people[people.health >= 3]\n", + "health_good_plus" ] }, { @@ -433,12 +2418,245 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
235female84heterosexual1.6577.114TrueTrue7
6645female64heterosexual1.5772.574TrueTrue7
13555female64heterosexual1.7081.654TrueTrue7
14665female54heterosexual1.5572.575TrueTrue7
25965female44heterosexual1.5756.703TrueTrue6
....................................
16612135female84heterosexual1.65136.084TrueTrue5
16621955female54other1.5259.873TrueTrue5
16627225female84heterosexual1.5298.883TrueTrue8
16638145female54heterosexual1.5249.905TrueTrue6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

2321 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "135 55 female 6 4 heterosexual 1.70 81.65 \n", + "146 65 female 5 4 heterosexual 1.55 72.57 \n", + "259 65 female 4 4 heterosexual 1.57 56.70 \n", + "... ... ... ... ... ... ... ... \n", + "166121 35 female 8 4 heterosexual 1.65 136.08 \n", + "166219 55 female 5 4 other 1.52 59.87 \n", + "166272 25 female 8 4 heterosexual 1.52 98.88 \n", + "166381 45 female 5 4 heterosexual 1.52 49.90 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "2 4 True True 7 \n", + "66 4 True True 7 \n", + "135 4 True True 7 \n", + "146 5 True True 7 \n", + "259 3 True True 6 \n", + "... ... ... ... ... \n", + "166121 4 True True 5 \n", + "166219 3 True True 5 \n", + "166272 3 True True 8 \n", + "166381 5 True True 6 \n", + "166423 4 True True 6 \n", + "\n", + "[2321 rows x 11 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "female_collGrad_noDoc = people[(people.sex == \"female\") & (people.education == 4) & (people.no_doctor == True)]\n", + "female_collGrad_noDoc" ] }, { @@ -457,10 +2675,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "069ea0ab-eff6-4985-9f46-db956fe1df91", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "type\n", + "Fairy 48.588235\n", + "Steel 55.259259\n", + "Rock 55.909091\n", + "Bug 61.681159\n", + "Grass 61.928571\n", + "Ice 63.458333\n", + "Poison 63.571429\n", + "Ground 63.906250\n", + "Ghost 64.343750\n", + "Water 65.964286\n", + "Fighting 66.074074\n", + "Normal 71.551020\n", + "Fire 74.442308\n", + "Dark 76.161290\n", + "Psychic 81.491228\n", + "Dragon 83.031250\n", + "Electric 84.500000\n", + "Flying 102.500000\n", + "Name: speed, dtype: float64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.groupby(\"type\").speed.mean().sort_values()" ] @@ -475,10 +2725,185 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "5c420c0e-b5d2-49ae-ab98-3305ee076169", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
hpattackdefense
type
Bug56.88405870.97101470.724638
Electric59.79545569.09090966.295455
Ghost64.43750073.78125081.187500
Steel65.22222292.703704126.370370
Rock65.36363692.863636100.795455
Dark66.80645288.38709770.225806
Poison67.25000074.67857168.821429
Grass67.27142973.21428670.800000
Fighting69.85185296.77777865.925926
Fire69.90384684.76923167.769231
Psychic70.63157971.45614067.684211
Flying70.75000078.75000066.250000
Ice72.00000072.75000071.416667
Water72.06250074.15178672.946429
Ground73.78125095.75000084.843750
Fairy74.11764761.52941265.705882
Normal77.27551073.46938859.846939
Dragon83.312500112.12500086.375000
\n", + "
" + ], + "text/plain": [ + " hp attack defense\n", + "type \n", + "Bug 56.884058 70.971014 70.724638\n", + "Electric 59.795455 69.090909 66.295455\n", + "Ghost 64.437500 73.781250 81.187500\n", + "Steel 65.222222 92.703704 126.370370\n", + "Rock 65.363636 92.863636 100.795455\n", + "Dark 66.806452 88.387097 70.225806\n", + "Poison 67.250000 74.678571 68.821429\n", + "Grass 67.271429 73.214286 70.800000\n", + "Fighting 69.851852 96.777778 65.925926\n", + "Fire 69.903846 84.769231 67.769231\n", + "Psychic 70.631579 71.456140 67.684211\n", + "Flying 70.750000 78.750000 66.250000\n", + "Ice 72.000000 72.750000 71.416667\n", + "Water 72.062500 74.151786 72.946429\n", + "Ground 73.781250 95.750000 84.843750\n", + "Fairy 74.117647 61.529412 65.705882\n", + "Normal 77.275510 73.469388 59.846939\n", + "Dragon 83.312500 112.125000 86.375000" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ptypes = pokemon.groupby(\"type\")\n", "ptypes[[\"hp\", \"attack\", \"defense\"]].mean().sort_values(\"hp\")" @@ -494,10 +2919,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "444a580d-e70c-48a1-bf87-77f98b8c9f85", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "type subtype \n", + "Electric Flying 0.600000\n", + "Rock Fairy 0.666667\n", + "Ghost Dragon 1.000000\n", + "Ground Fire 1.000000\n", + "Fire Water 1.000000\n", + " Steel 1.000000\n", + "Steel Dragon 1.000000\n", + "Dragon Electric 1.000000\n", + "Psychic Ghost 1.000000\n", + "Dragon Psychic 1.000000\n", + " Ice 1.000000\n", + "Rock Fighting 1.000000\n", + "Steel Fighting 1.000000\n", + "Dragon Fire 1.000000\n", + "Psychic Dark 1.000000\n", + " Fire 1.000000\n", + "Name: legendary, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "legendary_percentages = pokemon.groupby([\"type\", \"subtype\"]).legendary.mean().sort_values() \n", "legendary_percentages[legendary_percentages > 0.5]" @@ -526,12 +2981,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "income\n", + "1 6.952208\n", + "2 6.985627\n", + "3 7.083274\n", + "4 7.079627\n", + "5 7.100286\n", + "6 7.055784\n", + "7 7.078495\n", + "8 7.074626\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "income_vs_sleep = people.groupby(\"income\")\n", + "income_vs_sleep[\"sleep\"].mean()" ] }, { @@ -544,12 +3023,113 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
incomehealth
sexeducation
female13.5547012.848040
25.0490223.315797
35.7793903.483379
46.9606523.844340
male14.4330093.031525
25.7428763.440818
36.2702303.549105
47.1905823.826512
\n", + "
" + ], + "text/plain": [ + " income health\n", + "sex education \n", + "female 1 3.554701 2.848040\n", + " 2 5.049022 3.315797\n", + " 3 5.779390 3.483379\n", + " 4 6.960652 3.844340\n", + "male 1 4.433009 3.031525\n", + " 2 5.742876 3.440818\n", + " 3 6.270230 3.549105\n", + " 4 7.190582 3.826512" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "people_comparison = people.groupby([\"sex\", \"education\"])\n", + "people_comparison[[\"income\", \"health\"]].mean()" ] }, { @@ -566,9 +3146,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import seaborn as sns\n", @@ -589,20 +3171,66 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "5ce066fe-f81d-4b78-a394-c5c2f4dc9f46", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.histplot(data=pokemon, x=\"attack\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "bceb253b-ef4f-4aa2-aef4-cab2b3ca6d59", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.histplot(data=pokemon, y=\"attack\", bins=5)" ] @@ -619,10 +3247,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "92be1ad0-12bb-49f0-a3f6-85fcfd98e943", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.barplot(data=pokemon, x=\"legendary\", y=\"hp\", ci=\"sd\")" ] @@ -637,10 +3288,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "17f1c289-5990-4420-bfcb-e50eee0b8af6", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.barplot(data=pokemon, x=\"hp\", y=\"type\", ci=None, palette=\"muted\")" ] @@ -657,9 +3331,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "3c8e9f47-9aea-4bf0-a628-7aa1a66a8eee", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "bins = [0, 50, 100, 200]\n", @@ -669,10 +3345,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "22f78bec-3d18-4133-ba9f-6595d7181ded", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.countplot(data=pokemon, x=\"speed_category\", hue=\"legendary\")" ] @@ -689,10 +3388,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "444d9832-bd57-4238-9ea4-5ee898847170", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\")" ] @@ -707,10 +3429,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "86f9747b-00a3-407f-9b73-0bce40bac50d", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\", hue=\"legendary\", alpha=0.5, s=60)" ] @@ -725,10 +3470,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "7385237c-6a5c-4041-af46-559d6d84d1fa", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/pwick/.cache/pypoetry/virtualenvs/lab-pokemon-G3oO4pfH-py3.10/lib/python3.10/site-packages/seaborn/axisgrid.py:88: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "favorite_types = pokemon[pokemon.type.isin([\"Fire\", \"Water\", \"Grass\"])]\n", "sns.relplot(data=favorite_types, x=\"hp\", y=\"speed\", hue=\"legendary\", col=\"type\", s=100)" @@ -746,12 +3522,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sns.histplot(data=people, x=\"height\")" ] }, { @@ -764,12 +3564,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sns.barplot(data=people,x=\"age\",y=\"sleep\")" ] }, { @@ -782,12 +3606,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sns.barplot(data=people, x=\"income\", y=\"exercise\")" ] }, { @@ -800,12 +3648,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sns.barplot(data=people, x=\"age\", y=\"health\", hue=\"exercise\")" ] }, { @@ -818,12 +3688,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sns.countplot(data=people, x=\"income\", hue=\"education\")" ] }, { @@ -836,12 +3728,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/pwick/.cache/pypoetry/virtualenvs/lab-pokemon-G3oO4pfH-py3.10/lib/python3.10/site-packages/seaborn/axisgrid.py:88: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "sex = people[people.sex.isin([\"male\", \"female\"])]\n", + "sns.relplot(data=sex, x=\"height\", y=\"weight\", col=\"sex\", alpha=0.1, s=30, edgecolor=None)" ] }, { @@ -863,22 +3786,79 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "6f934273-b829-4bc2-a7f4-a27a3fc44a99", - "metadata": {}, - "outputs": [], + "cell_type": "markdown", + "id": "43e6d7c6-9fe5-4155-be3f-781bffb27ef7", + "metadata": { + "tags": [] + }, "source": [ - "# Your code here. Feel free to add new text cells and code cells as necessary." + "### 2.1\n", + "Do people who sleep at least 6 hours a night tend to report better health? Does exercise play a role in individuals' overall health?" ] }, { "cell_type": "code", - "execution_count": null, - "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", + "execution_count": 31, + "id": "6f934273-b829-4bc2-a7f4-a27a3fc44a99", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "7 0.310813\n", + "8 0.295779\n", + "6 0.213556\n", + "5 0.061421\n", + "9 0.049704\n", + "4 0.024750\n", + "10 0.023073\n", + "12 0.006387\n", + "3 0.006267\n", + "2 0.002518\n", + "1 0.001622\n", + "11 0.001232\n", + "14 0.000727\n", + "16 0.000673\n", + "15 0.000523\n", + "13 0.000300\n", + "18 0.000258\n", + "20 0.000198\n", + "24 0.000066\n", + "17 0.000060\n", + "22 0.000036\n", + "19 0.000018\n", + "23 0.000018\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAG5CAYAAACEM5ADAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAD8IklEQVR4nOy9d5xkZZX//37uvZW6qqvj9ExPDsAMDBOIA0gGSYK4IOq6IqgI6hp2V3dVdk37c1d2v6u7EmQBAQExLSomRILkJDlNYnLonp7pWF3ppuf5/XG7ezpU5+ru6pnn/XqN2FW3bj1Vt6ruued8zucIpZRCo9FoNBqNRgOAMdUL0Gg0Go1GoykldHCk0Wg0Go1G0wsdHGk0Go1Go9H0QgdHGo1Go9FoNL3QwZFGo9FoNBpNL3RwpNFoNBqNRtMLHRxpNBqNRqPR9EIHRxqNRqPRaDS90MGRRqPRaDQaTS+sqV5AKaOUQsrAQNwwRM//10wd+jiUBvo4lAb6OJQG+jiUBt3HwTAEQohx7UsHR0MgpaK1NYNlGVRVxUmlsnienOplHbTo41Aa6ONQGujjUBro41Aa9D4OyWQM0xxfcKTLahqNRqPRaDS90MGRRqPRaDQaTS90cKTRaDQajUbTCx0caTQajUaj0fRCC7I1Go1GoykCUkp835vqZRzQmKaFYUx8XkcHRxqNRqPRjAOlFG1tzWQynVO9lIOCWCxBMlk97nb9odDBkUaj0Wg046CxsZFMJk0iUUU4HJnQk/bBjFIKx7FJp9sAqKiombDn0sGRRqPRaDRjREqf9vZ2EolKEonkVC/ngCccjgCQTrdRXl41YSU2LcjWaDQajWaMeJ6PUvtP2pqJp/u9nkh9V0kFR7/61a9YunTpgH//9V//NeTjlFLceuutnH766axcuZIPfvCDvPbaa5OzaI1Go9EcxARjQ3QpbfKYjPe6JMtqP/zhDykvL+/5e+bMmUNuf9ttt3H99dfzpS99iaVLl3Lvvffy8Y9/nN/85jfMmzdvoper0Wg0Go3mAKIkg6Ply5dTXV09om1t2+aWW27h4x//OFdeeSUAxxxzDOeddx6333473/zmNyduoRqNRqPRaA44SqqsNhZeeeUV0uk0559/fs9t4XCYd7/73Tz55JNTuDKNRqPRaA4cGhsbOPnkY3nggd9N9VImnJLMHF144YW0tbUxe/ZsPvCBD3DVVVdhmmbBbbds2QLA4sWL+9y+ZMkS7rrrLvL5PNFodMxrsSwD0wxiyO7/aqYGfRxKA30cSgN9HEoD3w/efy05mnxMU2BZfb8Hxfo+lFRwNGPGDD73uc+xatUqhBD8+c9/5n/+539oamri61//esHHpFIpwuEwkUjfToFkMolSio6OjjEHR4YhqKqK99pnbEz70RQXfRxKA30cSgN9HKaWfD5PU1Nwvug+UR+ozJ07hyeeeA7LsooShPi+AgGmMbrIUkqBYRhUVJQNOL8X6/tQUsHRKaecwimnnNLz98knn0wkEuGuu+7iU5/6FHV1dZO6HikVqVQW0zRIJmOkUjl8X07qGjT70cehNNDHoTTQx6E08H0XCM4Xnjf9jkO3sWIkMrIkgmmGUIqivFbX8xFCoEYZaPm+QkpJR0eWXM7vWtf+70M8Hhl38FZSwVEhzj//fO644w7WrVtXMDhKJpM4joNt232yR6lUCiEEFRUV43r+3h8A35fT8sN/oKGPQ2mgj0NpoI/D1CJl8N4rNbbH79u3l9tuu5nnnnuGdLqTOXPm8aEP/Q0XXngxtp3nYx/7GwDuvPPengAmlerg8ss/QH39HG666TZM00RKyX33/Yzf/vZ+Ghp2EY8nOOWU0/jUpz5HMrnfnPL977+IxYuXcOmlH+TWW3/A1q2b+dSnPssHPvBhOjs7ufPOW3nyycdpaWmmsrKKo48+ls997h+orKyksbGByy57L9de+w0uuOAiAFpamrnllpt48cUXaG9vI5lMcvjhy/nCF75Eff3snud97rlnuOeeO9m4cT1CGKxefRRXffKzLF68ZGxvHEGQ1P+zX6wLhZIPjoajW2u0detWli1b1nP7li1bmD179rj0RhqNRqPRTBStrS1cc83HALj00g9QWVnJ888/y3XX/X9ksxk+8IEP88///C0+85lPcOutP+Bzn/sHAL773f8gnU5z7bXf6NHj/r//9+888MDvuOCC9/L+93+QxsYGfvWrX/DOOxu4+eY7sKz9p/sdO7bzzW/+MxdffAkXXfQ+5s9fQDab5W//9iq2b9/GBRe8l6VLl9Le3s4zzzzJvn1NVFZWFnwN//Iv/8TWrVu49NIPUl9fT1tbGy+++AJNTXt6gqMHH/wD//Zv3+T440/k05/+HPl8nvvv/yVf+PzV3HbbPcybN3cC3+WxUfLB0QMPPIBpmhxxxBEF7z/66KNJJBL88Y9/7AmOXNfloYce4tRTT53MpWo0Go1GM2JuvfUH+L7P3Xf/jIqKSgDe9773841vXMsdd9zKxRdfwvLlR/LhD3+Ue++9i1NPPYPW1hYeffQhPv/5LzJ//gIAXn/9NX73u/v5+te/zTnnnNez/6OPPpYvfvFz/PnPj/S5fdeunXz3uzewZs2JPbfdfvstbNmymX/7t//Haaed0XP7lVdehRokLdbZ2cmbb77BZz7zBT784ct7br/88o/1/P9sNsv//M9/ceGF7+PLX/7nntvPO+89fPjD7+fH9/6Ir37lX8b4Dk4cJRUcfeITn2DNmjUsXboUgEcffZRf/OIXfPSjH2XGjBkAXHHFFTQ0NPDwww8DEIlEuOaaa7jhhhuorq7msMMO46c//Snt7e184hOfmLLXotFoNBrNYCilePzxP3PmmWejFLS3t/fct2bNiTz66ENs2LCelStX8/GPX82zzz7Ft7/9TXK5LKtXH81ll32oZ/vHHnuERCLBccet6bOfpUsPJxYr49VXX+oTHNXXz+kTGAE8/vijHHLIYX0Co24Gc6SORCKEQiFee+1lLrzw4j7lu25efPEF0ulO3v3uc/uszTBMlh2+nNdefXm4t2pKKKngaNGiRfzyl79kz549SClZuHAh1157LZdfvj8ilVLi+36fx33yk59EKcUdd9xBa2srhx9+OLfffrt2x9ZoNBpNSdLe3kY63clvf/trfvvbXxfcpq0tmD4fCoX46le/zlVXfZRwOMK1136jT8Cya9cO0uk0F1307kH209rn79mzZw/YZvfu3Zx++pmjeg3hcJhPf/pz3Hjj//De957D8uUrOOmkkznvvPdQU1PbszaAz3/+UwX3EY/HC94+1ZRUcPQv/zJ8au2ee+4ZcJsQgmuuuYZrrrlmIpal0Wg0Gk1R6RZyn3vu+Zx33oUFtznkkEN7/v8LLzwHgOPY7Nq1k9mz5/Tal6Kqqpqvf/3/K7ifysqqPn/3t74ZDx/4wId517tO5cknH+cvf3mOH/7wf7nnnh9x/fU3c9hhy5AyKMl97Wv/SnV1Tc/jlFI4riQSDhVtLcWkpIIjjUaj0WgOBiorqygri+P7kuOOWzPktps2vcOPfvRDLrjgIjZt2sh11/1/3H33z0kkEgDMmTOXl1/+CytXrhpxS35/5syZw5Ytm8f42Ln89V9/hL/+64+wc+cOPvaxD/Ozn93L17/+/zFnTiC2rqqq7vM6fSmxHZ+QVdjgeao5sB2rNBqNRqMpQUzT5PTTz+SJJ/7Mli2bBtzfXVLzPI9///dvUls7g7/7uy9x7bXfpK2tleuv/27PtmeeeTa+7/OjH90+YD+e59HZ2Tnsek4//Sw2bdrIE088NuC+wQTZ+Xwe27b73DZnzlzKyuI4jgPAmjUnEI/HufvuO/A8r9dOQRGUF0sRnTnSaDQajWYK+NSnPssrr7zE1VdfyUUX/RULFy4ilUqxceN6XnrpL/zxj3/mrrtu5513NvL9799MWVmcQw45lCuvvIrbbruZM844ixNPPJmjjjqGiy++hHvuuZN33tnA8cefgGla7Nq1k8cee4QvfOGLnHHG2UOu5a//+nIee+xRvv71r3S18i+jszPF008/yZe+9FUOPfSwAY/ZuXM7X/jCZzjzzLNZuHARpmnx5JOP0drawtlnnwNAPJ7gi1/8Kt/+9tf5+Mf/hrPOOofKyioa9zTy3LNPs2LFar70pS9PyPs7HnRwpNFoNBrNFFBdXcNtt93FnXfexhNP/Jlf/7qFiooKFi5cwqc//Tk2bFjP3XffwaWXfoCjjz6253Ef+ciVPP30E/zHf/wb99zzC8rLy/nHf7yWpUsP5ze/+RW33HITpmlRX1/POeecz4oVq4ddS1lZGT/4wW3cfvstPPnk4zz44O+pqqrmmGOOG3Q6RV3dTM4++xxefvlF/vSnwHZn/vyF/Ou/Xsfpp5/Vs90555xHbW0tP/7xXfz0p/fgOC61M2awfPkqzju/sN5qqhFqsHyZBt+XtLZmsCyDqqo4bW0Z7UQ7hejjUBro41Aa6ONQGkjp0ty8h6qqmYRC4alezrTB9SS26xMJmYRGOZPOdR1aWhqpqanvec97fx+Sydi4x4dozZFGo9FoNJpJprTzMjo40mg0Go1GM6mUes1KB0cajUaj0WgmlVJX9OjgSKPRaDQazaRS2qGRDo40Go1Go9FMIkopXVbTaDQajUajmU7o4Eij0Wg0Gs2koZQuq2k0Go1Go9H0RSnEVK9hCHRwpNFoNBqNZtJQJZ830sGRRqPRaDSayaS7rFbCqSM9W02j0Wg0Gg23334Ld95524DbFy1azD33/GLYx7///Rdx0kkn8w//MPQg2dLPG+ngSKPRaDQaTReRSITvf/9/+9wWjUaL+yTTIDrSwZFGo9FoNBoADMPgyCNXTOhzTIPYSAdHGo1Go9FoBieXy3Hzzdfz4osvsHdvE1VV1axZcyKf/vTnSSQSgz5uy5bN/OAH32ft2rex7Tx1dTO58MKLueyDH0EQBElvv/0Gd9z+v6xd+xamaXLiiSfzhS98kaqq6kl7fYXQwZFGo9FoNJoePM/r83c+n0dKydVXf4bKyir27m3i7rvv4Ktf/SI33HDLoPv58pf/gerqar7yla+RSCTYtWsn+/bt7UkdrV37Jv/0xb/lhBPexbe+9R3y+Ry33XYzX/nKF7nlljsn8iUOiw6ONBqNRqMpMkopHFdO2fOHQwZCjL4dLJfLcfrpJ/S57Wtf+1e+9KWv9vzteR719bP5zGeuYseO7cyfv2DAftrb22ls3M0XvvBFTj75VACOPvpYAGzHAwF3/PAHHLb0cP793/9fz1oXLz6Ej370gzz33NOceOLJo15/sdDBkUaj0Wg0RUQpxXd+/AqbdndM2RoOmVvBV//m6FEHSJFIhJtu6tuxNnv2HB588A/8/Of3smvXTnK5XM99O3fuKBgcVVRUMGtWPbfcciOdnSmOOeY46upmAkHiyM7bvP3Wm3z605/H9/2ex82bN5+6upmsW7dWB0cajUaj0RxQlLCHz1AYhsGyZUf0ue2JJx7j29/+Bu99719x9dWfIZmspKWlmWuv/RKOYxfcjxCC733vRm699Qd873v/QS6XY+nSw/nsZ/+OZUesIt2ZQkqfm276b2666b8HPH7v3qYJeX0jRQdHGo1Go9EUESEEX/2bo6dlWa0Qjz32CIceehj/9E//3HPbq6++POzj5s9fwLe//R94nsebb77OrbfexFe+8g/89Oe/I5EoRwjB3/zNlZx++hkDHltRUVmUtY8VHRxpNBqNRlNkhBBEwuZUL6Mo2LaNZYX63PbQQw+O+PGWZXHUUcfwN39zJV/5yj/Q3NzM/PnzOfyII9m+Y9uATFUpoIMjjUaj0Wg0g3LccWv43vf+gx/96IcsX76C559/hpdf/suQj9m06R1uvPG/Oeusc5gzZy7pdJp77rmTWbNmU18/G4Crrv4sX/7S5/j617/KWWedQ3l5Ofv27eXFF1/gggsu6hFwTwU6ONJoNBqNRjMoF198CQ0Nu7nvvp/zk5/cw/HHn8A3vvFvXHPNlYM+pqamhpqaGu65506am/cRjydYtWo1//Iv38IwTQSwfPlKbrjhVu666za+851v4bouM2bM5Nhjj2Pu3HmT9voKIZRS08GsckrwfUlrawbLMqiqitPWlsHzpq6GfLCjj0NpoI9DaaCPQ2kgpUtz8x6qqmYSCoWnejklj+9L8q6PZRp4viRsmYQsY1T7cF2HlpZGamrqe97z3t+HZDKGaY5un/0Z36M1Go1Go9FoRsh0ycaUbFktk8lw/vnn09TUxH333ceKFYPPejnzzDPZvXv3gNvfeOMNIpHIRC5To9FoNBrNSJkm0VHJBkc/+MEP+hhDDce5557Lxz/+8T63hcM6xanRaDQaTakwTWKj0gyONm/ezE9+8hO+/OUv841vfGNEj6mtrWX16tUTuzCNRqPRaDRjRqGmhT9mSWqOvv3tb/OhD32IRYsWTfVSNBqNRqPRFInp0gJWcpmjBx98kI0bN3LDDTfw9ttvj/hxv/vd7/jFL35BKBTi2GOP5Utf+hJLly4d93osy+hRvY9X/a4ZH/o4lAb6OJQGpXwclFIgfYRZcqeYouP7wftfJDPqgwIhBIJgwsp43jfTFFhW3+9Bsb4PJfXJzeVyXHfddfz93/89iURixI8788wzWblyJbNnz2bnzp387//+Lx/+8Ie5//77mTdv7F4JhiGoqor3/J1Mxsa8L03x0MehNNDHoTQoxePgpdvw021EahdP9VImnHw+T1NTcL6wRtmSfjDi+hIhBIYhMAiCmdG+b1IKDMOgoqKMaDTa575ifR9KKji6+eabqamp4dJLLx3V4/7lX/6l5/8fe+yxvOtd7+L888/n9ttv55vf/OaY1yOlIpXKYpoGyWSMVCqH72s/kalCH4fSQB+H0qCUj4PX1oJKt2JZNQd89sj3XSA4X2i/qeHp+awqgfQlviFGrUHyfYWUko6OLLlc0LjV+/sQj0fGnUEqmU/t7t27ueOOO7jpppvo7OwEIJvN9vw3k8kQj8eH2kUPdXV1HHPMMaMqyw1G7w+770v94S8B9HEoDfRxKA1K8Th42U6UY0M+h4iM7Hd7uiJl8N5PFy3NVCKVQqmglKbo+jeO9833BwakxbpQKJngaNeuXbiuy9VXXz3gvo9+9KOsWrWKX/ziF1OwMo1Go9GMFOW7KDcPvovy3WnRmaSZJBQ9wVGpUzLB0eGHH87dd9/d57Z169bxne98h29961tDmkD2p6mpiZdffpmLL7642MvUaDQazVC4NnguIMBzpno1mhFy8snDD3m99tpvcMEFF435OVTP/5Z+dFQywVEymWTNmjUF71u+fDnLly8H4IorrqChoYGHH34YgN///vc89thjnHbaadTV1bFz505uvfVWTNPkYx/72KStX6PRaDSgPBuUBCuEtDOl6RejGcD//u+dff7+1Kc+xvvf/0HOPvu8ntvmzJk7zmdR0yQ0KqHgaKRIKfs4Z8+dO5e9e/fy7//+73R2dlJeXs4JJ5zA5z//+XF1qmk0Go1m9CgnB8JAGCFw8ygpEYYOkUqdI48cWJ2pq5tV8PZubDtPJBId9P7+9OiLpkFdraSDozVr1rBhw4Y+t91zzz19/l69evWA2zQajUYz+SilUHYaYYXAtLq0Rw4YIz+BakqT22+/hZ/97Md8//s38/3vf5d33tnAVVd9mmXLDufzn/8UP/zh3SxbdkTP9l/96hfp7Ozkxhtv7blt+7at3Py/N/LmG6/g+z4rVx7N57/wJRYumD8VL2lISjo40mg0Gs00wnNQnouwImCGIJ9GeQ4idPAFR0qpqdVcWWFEkTM0ruvyrW/9Cx/4wIe55pq/JZmsIJXqGNFjd+/exd/+7VUsWLiYf/ry1xFC8OMf38kX/+Fv+elPf1lys1B1cKTRaDSaoqC8LjF2JIEQIlCYdPkAHUwopcj+9t+QTZumbA3mzEOJvffaogZInudx9dWf4ayzzum57ZVXXhrRY++88zaSySTX/ef3KYsFRo1LDz+SKy9/P7///W+45JLLirbOYqALwRqNRqMpDq4NqP0nZGEEGqSDkNFbG04PTjzx5DE97sUXn+fEk07BMk1838P3PcrLyzn00MNYv35tkVc5fnTmSKPRaDRFQdoZMPafVoQZQtlZlFJFL/GUMkIIYu+99oArq0WjUcrKysb02Pb2dn5538/45X0/G3BfKFRaJTXQwZFGo9FoioCSPjjZQIzdjWmhPCcorVmldwKcSIQQEIpM9TKKSqFgKxwOXqPr9i2fdk+66CaZrOD4NSdx0XsvwejqXvR9Scg0SCZHPkt1stDBkUaj0WjGj+egfAcR7nWiM0Pg5g7K4Ohgoa6uDoDt27eyYsUqIMgSbdiwnqVLl/Vsd+yxx7Nt6xYOOWQpoVAQeni+JGyZhEpwYK8OjjQajUYzbpRng/T7DJoVhomSMuhYO8BnrB2s1NXN5IgjjuSOO24jHk9gmhb33nsXiUTfbNDHP341n/zkFXz1K1/gwgv/iqqqavY1N/P2W69x1OqjePe7zxvkGaYGHRxpNBqNZtwoJ1/4DgHKtSd3MZpJ5Rvf+Db/8R/f5t///VtUV9fwyU9+mkcffahPaW3O3HnccNPt/OjOW/j+//wnuVyO6poaVq06iiVLDp3C1RdGKKVnCQ+G70taWzNYlkFVVZy2tkzJTb8+mNDHoTTQx6E0KLXj4DVtQtlZjFiyz+0yl0JEE1h1i6doZROLlC7NzXuoqppZksLiUkFKRd7xMYz92qWxltVc16GlpZGamvqe97z39yGZjGGa4yvVlV6hT6PRaDTTCuW7KDePKKArEmb3GBG/wCM1Bwuq1/9OB3RwpNFoNJrx4dqB6NoMDbzPtFC+O7Vt7ZoSYPoMnQUdHGk0Go1mnARibIUwzIF3Ghb4XtDSrzlomU5DZ0EHRxqNRqMZJ8rJD3rS6/HG8XVwpJk+6OBIo9FoNGNGKYWy033NH/tjmAftGBFNwHRr/dLBkUaj0WjGju8EJTNz8E4tYYZQTjBG5MAjyIwdmK+tmKii6Y0m473WwZFGo9FoxoxybfBcMIewzTMtlOcGou0DDMsyEQIcR3s5DUUx45nu99oc6jM3TrQJpEaj0WjGjmcDCiGGuNY2Q2Bngo61A2yMiGGYVFZW0tLSBgSzxg6mIbsjxfV8fF+i1P7Pie9LPGWCGlmeRimF49ik023EYomeGW0TgQ6ONBqNRjNmpJ2BQl1qvRDCQCmCMSKTtK7JpL6+nnzeJZ1um+qllCyuJ1EKesczvgTLFJjG6D4VsViCZLK6yCvsiw6ONBqNRjMmlJRgZxFD6I36bO8OMmJkmiOEoKqqlni8Et/3pno5JYdSiq2NHUgFMWt/2NGRcZhVU0Z1MjrifZmmNaEZo250cKTRaDSaseHZKN9FhMuG3VRYgSj7QMYwDAzjwCobFgNfSnxlYQhA7A87fOVjmKGSHLuiBdkajUajGRPKs8H3ghEhw2FYKM9GSZ1ZOdiQUiEVGKMsn00lOjjSaDQazZgYyvxxAGYo6FbTTtkHHb5USKkwppFQXQdHGo1GoxkTyk4H40FGgDAt8H09RuQgJMgcSZ050mg0Gs2BjfI9lJtHjLY1XwdHBx3dmaNplDjSwZFGo9FoxoBnB2WykeiNujEs5AEuytYMREqFgr7+T9LHtDtA+lO2rqHQwZFGo9FoRo1ybZASMYzHUW+EaYGTQyk5gSvTlBq+VIj+DtnSx3I6dXCk0Wg0mgMH5eRGLsbuxgwFY0S8A2+MiGZwujNH0wkdHGk0Go1mVCilUHZmxOaPPZgWSA/la93RwYQn5bTSG4EOjjQajUYzWnwn8DiyRqE3IhgjgpJalH2Q4flyWrXxQwkHR5lMhlNPPZWlS5fy5ptvDrmtUopbb72V008/nZUrV/LBD36Q1157bXIWqtFoNAcZyh2DGLsbYQb+SJqDBs9T06qNH0o4OPrBD36A749MqHXbbbdx/fXXc+WVV3LLLbcwY8YMPv7xj7Nz584JXqVGo9EchHg2KBVkgkaJMK0DfoyIpi+uzhwVh82bN/OTn/yEz33uc8Nua9s2t9xyCx//+Me58sorOfHEE/ne975HZWUlt99++ySsVqPRaA4upJ2FUXSp9cEMBWNEfC3KPhhQSuH7kkmYFVtUSnK53/72t/nQhz7EokWLht32lVdeIZ1Oc/755/fcFg6Hefe7382TTz45kcvUaDSagw4lJTjZ0YuxuzFD4Htad3SQ4HfPVZtmmaOR+b5PIg8++CAbN27khhtu4O233x52+y1btgCwePHiPrcvWbKEu+66i3w+TzQaHfN6LMvANIMYsvu/mqlBH4fSQB+H0mCqjoNybFAeRGIIcwwnPNNC5iUmHoY1+Z8h2dmCveEZoqvOQYTGfm7optS/D64nMU0xZcGJVAoEWCGzz3vU3unxl205zpntYxXhc1Ds41BSwVEul+O6667j7//+70kkEiN6TCqVIhwOE4lE+tyeTCZRStHR0THm4MgwBFVV8V77jI1pP5rioo9DaaCPQ2kw2cfBSzvkYyahZHLI7dpSNmUxi0hoYPnNI0qozCTc6/d1stj79I/Iv/FnopZP1RkfKdp+S/H74PuSLbs7mFFVRmV5ZPgHTADZvEs8niMeDRHqFQQ98uIOntmUZ868FEevWlC05yvWcSip4Ojmm2+mpqaGSy+9dKqXAgTGValUFtM0SCZjpFI5fF87u04V+jiUBvo4lAZTdRy89lZkOo9BbtBtfKnYtTdNVXmEZHxg+U1mPYx9zVhi6ABrIsg1bAIgte4viNV/Ne79lfL3oT1ts3NPJ0JKlOdNyRoyOZeOVA7l+5i9Otb2tgWifOn5tLVlxv08vY9DPB4ZdwapZIKj3bt3c8cdd3DTTTfR2dkJQDab7flvJpMhHh94lZFMJnEcB9u2+2SPUqkUQggqKirGtS7P2/9h933Z52/N1KCPQ2mgj0NpMNnHwct2orBQ/uCexznHI5N3iYRN4tGB7f5KWMhcFuV4iElU6irp47c1ACDbduO07sFI1hVl36X2fVBK0dyWJZ1xsB1vytZmuz6e56OkxFf7g6PObCDIL4taRV1bsQLUkgmOdu3aheu6XH311QPu++hHP8qqVav4xS9+MeC+bq3R1q1bWbZsWc/tW7ZsYfbs2ePSG2k0Go1mP8r3UE4OMYy/keP6eJ4kZw+SrTBDwfgR3wFj8n6jVWpvIAbvwtv+GuEV50za808mWdsjlXEJWQLbnbr5ZUoGQbTop3nK5IPjUB4bg1fWJFAywdHhhx/O3Xff3ee2devW8Z3vfIdvfetbrFixouDjjj76aBKJBH/84x97giPXdXnooYc49dRTJ3zdGo1Gc9DgdZk/RofWdTiORKFwPYnn+1hmP92RYYHvojynKKLokeK37urzt7fjwA2OOjodPKmIhE0cd+oyWr4cmGFUSpHOdQdHJROG9KFkVpVMJlmzZk3B+5YvX87y5csBuOKKK2hoaODhhx8GIBKJcM0113DDDTdQXV3NYYcdxk9/+lPa29v5xCc+MWnr12g0mgMd5dqgJGIIjyOlFFnHIxq28HyJ4ymsfpsLIYJBpJPczi/bdgNgzjoMf89G/IYNKCeLCJdN6jomGtv1aUvbxCImSoHj+UilpqRjTRYIjvKO3xM0JXTmqDhIKQc4Z3/yk59EKcUdd9xBa2srhx9+OLfffjvz5s2bolVqNBrNgYdycsDQJ1jXl7ieT8gy8PIerudDpMCpRhhd+5s8ZFfmyFp4DDKXQnXswdv5FqElx0/qOiaazoxD3vGoTkZwPInrdRkx9o9SJwFPDsxaZXKB3ihiiT4dbKVESQdHa9asYcOGDX1uu+eeewZsJ4Tgmmuu4ZprrpmspWk0Gs1BhVIKZWeGNX90XYnnK2IRA2EIHEdCgY59YQW6I6XUAD3KRNEdHBnVc7AWrMZ940G8Ha8dUMGRLyUtqTyRkIkQAtMQ2L6P5ytCU3DGdz05YK5auis4iodL1xiyNEM2jUaj0ZQWvovybLCGEWN7flfAA5YhyDqDiLKNEMpzAg3TJKA8B5lqCp66ei7W/NUA+DveCFy/DxDSWZds3qMsGkRCpiHwpMSbIpsBzx9YzuvWG8UjpRuClO7KNBqNRlMyqG4x9jCdajnb6/GYsSwDzw9E2QOwQsH+Jkl3JNsbg2G5kQQiVoE561CIxFF2Gn/vprHvN9uB19laxJWOHaUUbZ15hEFPtkYIAUoUFEZPBkNljsp05kijObBRvofMdaJc+4C6CtVoenDtILgQg582pJLkXZ9Q11gRyzB6RNn9CfYjJ20AbbcY26iegxACYZhY84IuaH/7a2Per3Jt/Ex7EVY4frrb9/t7SynUlGSOlFL4UhbIHHWX1Uo3BClpzZFGMx2QuRS5h29E7t2MiFUgymsxknUYVbMxquYE/yJxsEIIQ3/lNNMTZWdhiC41AMeVeJ6iLBpsJ4ygW2lQUTag3HzR11qIHr1R1dye26z5q/E2PY+3/TUiaz4w9n3bOVR46i+KgvZ9OUDkbBgCdwpMILuHzvY3q+4WZJeVcFlN/1JrNONAZtrIPvBfqK6rUpVpRWVakXs29tlOxJKIRFfQVFmPUd0VOMUqgjKFGZo0UapGM1qUlCgnM7z5oyeRUvUpoxhDiLIxQignW+TVFsbvJcbuxpq3AoSBbG9ApvaO2S1b+V6XueTUnVL3t+8PXINpCJwpMIKUUiGlItQvOpoOgmwdHGk0Y0R2NpN94P+hOpogFCV68hUo5SNbdyPbG5Gd+1DpFnDzqFwKlUsh923pu5NIHCNRE2SbKmZhVs/FqJqLiFchImVD+sloNJOGZweGjcP4AdmuT/8Y3zIDUXahrjRhhsC1UdKf8M/6/rLa/syRiMQDz6PG9eNyy1a+g/JcsKbulNqZ3d++3x/TENhTYATpS4XqFyyDLqtpNAcsfvsecn/8L1RnM4TLiJ33d1izDuuzjfI9lGejMm3Itl34LbuQHXtQqb3IdAvYGbAzSDsDLTvwgR71hRXBnHUo4VXnY9YdgghNzURtjQa6xdhe4Gw92DZKkbM9LLPvidAyDTzPx/Mlof4+O2YI5aQDUXZ44qbaKycXXKgAZtWcPvdZC1YHwdE43LKDzJED1sS9hqHwpaSlY3/7fn9MQ+D5El9KzEmcZSeVwi9gPtkTHEV05kijOWDwW3eR++N3UZk2iCYoO+8fMOsWD9hOmBbCtCASx6yeS2hJcLvyXfBdZLYjyDK17UK270F27kV1tqByHeDZ+LveIrfrLYz6pYSPPBer/jCIxHX5bRJRvgeGMaQI+WBAuTYwcD5Wbzxf4noSq5/exTIMctLHLeCzI0wL5ftdWamJCyy6s0YiXo2I9K3vWQtWYz//s3G5ZQcXQi5M0TVMd/t+RaKwB5VpClwn8J8a57D6UeFLhVL0yRxJqch2zdzTmSON5gDB37eN3IP/jcp1IGIVxC74ImbN/FHtQ3RpjMxwGWZlPXAsSimQHngO0s4g923FeethZNMmZOMG8o0bMGYuIXT4mVhzlyOiCS3unmCUUvgtOxDRcszkjKlezpSi7MywLfyuFzhjR0N9T9DCANRQomw14e38hfRG3RgVsxAVs8bnlq0Uyp1ct+/9Tz2wfb8/pmHgSy+YWB+avFK9lAr6NSpmbQ+lQAiIac2RRjP98Zo2kfvT/0A+jYhXEbvgSwNS9GNFCNEjzDYjccxkHdaC1Xi73sZ540Hkno3Ips3YTZtxaxcSWnoK1ryVgdBbl9wmBieLyqdQThbjIH6flfRQbm4EYmwfpQSFkmxCCGzHH0SUbU34GJEevdEg39cet+ztr47ZLVs5+S6rg8k94Q/Wvt8bwxBIGRgyTiaF5qr1eBxFrCmZ9TZSdHCk0YwAb/c6cg/fAE4WkagNAqPKWRP6nMKKEFp4NNbsw/F2r8V56yFk40Zk8zbs5m24NfOxDjkJa94KjLIKXXIrMjKfDnQ2vo9M7cWsOUhnNbo2eC5Ey4fcLO/4DCZnsUxBzvEHFWUrNzuhY0S62/jNXmLsPuub3xUc7QzcssVYdDndbt/W0ONVis1g7fsDUJPvdVTIeLI7OErESjv8KO3VaTQlgLvzDfKP/ADcPCI5k7ILvjjmlt+xIMIxrIVHY9UvxW1Yh7f2z/iN65EtO3BaduBtfBpzyRrMOUdgJqoRsXJdchsnSkpUtg1hRcEKITMtiHglxjABwoGI8hwYpptMdomxBztBDyvK9uwuQfPEZOcKeRz1WUKXWzZ2Bn/vpgHNFcMhTAvleohJDo6Gat8fiMCbZJds35cDMondHkfxaGn/RpWuGkqjKQHcra+Qf/imIDCqmk3Zhf80qYFRN0IIRDRBaNExRM+8hsiZn8acc0Tg0dK2C/elX2I/cTvOusfxGjciU/t6RLSa0aOcDMrOQTiGsCKgFLJj70Hpfh6UvIbO6Liej+cN9LPpxjIN3C7B9gBMq2uMyMQ4ZctcCpXvBARGVX3Bbcbtlm2YICfP7bub7vb9aHh4HZFhgOMOMudugnB9SX8Z1P7M0dBl2qlGB0caTQGUUribnif/55vBszFq5lP2ni9jJGqmdF1CGBhllUGQdNoniJx5Dea8FWCYqPYG3Fd+g/303TjrH8dt3IjfuhuVTweCb82IUblOQPVkS0Q0icq2o7LtU7quyUYphcqnEcMOm5V4SmKahYMoIQBFweBICCMQNHsTE8x3Z41ERV0Q6A5C9yBabwzBUdfLm7QhujB8+35/THPyvY68IeaqJUo8c1Taq9NopgClFO6Gp7Gf/hFIH2PGImLn/0NJlVSEYSISNYRiSczahfj7tuJteg5/19uojj24r/0BkXwJa9ExGDMPxYhXYlbPHVZUq+lqy862ByW1LoRhghVGppqCTsFJ1pVMGb6L8myEOfTrdVwfMUx2SRiCvOtRUajfXYgJy3R2i7HNQUpq3YzXLVsIEYiyJ4l01iVre1TER/ZZNA2B6xbWfU0Url/I4yjIXgWao8nNZI0GnTnSaHqhlMJZ9xj2U3cGgdHMQ4md/6WSCox6I8wQZsVMQguOInL8B4icdhXmwmMCHUeqCff1B3Ce+0kwP6pt90FZFhotyk4HbdnhaN87InGUnQkMPA8SAi2QC8NkjnK2P8D8sT+WKcjbfsEspjBDwey2CUAO0cbfZw1dbtkwtuxRYGg5Oe38Qfu+jRCDt+/3J2jnLyySnghk99DZaZo50sHRJKOkRLbv0XqQEkQpifPmQzjP/BiUxJh9OLHz/h4jWqj/uLQQoQhm9RxC81cQPua9RE79GObi48GKoDr34b75J7zXHkCmmnSJbRhULgVCDDB+FMJAhOOBnsvOTNHqJhnXBtSQJpieL7HdkQRHXbqjQh1TZgjl5QPTzSLjDyPG7o21YDUA3o7XRv08gaGlMyGvoT9B+74zKlGzaQh8X05ax5rsGjrbP0nVI8jWmiNNH6SHn2nBb90ZdIFoSgIlJc6rf8B5/megJObcFcTO+TxGZPRuuVOJiMQxq+djzT2S8IpziZx8Beai4wDwtvwF953nAmdvTUGU5yCzKUSo8HEX4VjwHU41o9SBn4VTThbE0GJfxwtOuCFz6O0s08DzJd5gomzZNYKjiCiles1UG96TrDs46nbLHhVG92uYeN3R/vb9kRs6mqbAU2rSvI78rqGzg40OKfVWfh0cTQVSodKt+G27UbJ0a64HC0r62C/9GuelXwIKc8HRRM/5LMYEjjOYSIQQGLEk5oxFWHMOJ3zkuzHnHgmA++afcHe/jcx3TvEqSxOVT4NnD9lSLqLlqExLkGE6gFFKouzMsDo11/ORUhU0f+xNIMoWON7A6fDCsMD3in7B2D34GcPEqJg57PZGxSyMilmgfLydb43uyQwTukahTCSja9/fjxAClApcsicBWWDorOdL8k5w/HVZTVMQEU2g0i3ItgatA5lClPSw//IL3Nd+B4C55HiiZ30KY4L8ViYTYRgY8SrMmYsJHX0xomImeDbuK7/F37cV5U6eeHS6ILPtYAzd/SPMEBhmV2v/AXxx43VPmh9a8Jt3vBHrXoQRnNwHubfoY0RkW1dJrXL2iL2/zO7S2vZXR/VcPZ+ZCc4cjaZ9fyBiUjNH/YfOdpfUTEOMcf2Thw6OpgrDRMQqkKl9yPbGgyJFX2oo3yP/7E9w3/gTANZhJxM97ZMYB1gnkjAsrJr5RI69BMKxQIP0+h/xWnZNui9LKaOcXNC2PoLBoyJajsqnkJ2tk7CyqUG5XWLsIYIKqRR528eyRhYcWdbgomwMC1lkUbbfOvKSWjc9Lf0730DJwQK5QRDGhOpJfSlpTdkjbt8fiML1R/maxogsMHS2t8dRqbv56+BoChFmCBEtR3bsCUSeWig7aUjXJv/Uj/DW/hkA6/AziJx8BcYwXTnTFRGKYNYvJbTyAkDgN6zDe+fpoDlAZy6BruGqvjuiNn0hDEQohuzce+Bm4Lp8h4Y6iXmej+PJQc0f+2MZg4uyhRkCN1fUC8XhnLEL0dcte/Ooni9wyp64jrV01iWdcykbY0nKNA2cSfI68gsMne1u44+XuN4IdHA05QgrjIjEkW27g/q4ZsKRbh77qR/hbXwaAGvFOUTf9TcHbGDUjVFWSWjxsViHngiAt+EpvJ1vIFN7D/rAXCmJzLQNO3m+NyISB9c+YC9sZD4dCKWHwPEUvlSYI5xFFoiy1aBO2corrlN2d1nNHEXmaFxu2YYVlCNHm3EaAd3t+4Yx8vb9/piGGKKsWVyGGjpb6u7YoIOjkkCEoggrit+2K/iB1kwY0slhP/kjvE3PARBa/R6iaz5w0MwiM5IzsI44C6NuCUgf940/4e/bfNA5Pw/AyaGcTNCNNgpEtByZaUHZ6Qla2NSgpIdyc8ObP3o+Qav/yPbbpQnGLSDKxgx1ibKLU5ZS0ke2NQKjyxzBONyyTSsoVU+AKHss7fv9MQ2B68mCgUux8QtcMOjgSDNqRKQMISz81l3IA7wLZqqQdjYIjDY/DwSBUeTYSw6awAi69EdVswmtugARr0LlU7hvPITXsiPo1DpIkfk0+P6oHcSFFT4w5665dpDBGc78Me+NOGvUjWHQ07HUGyEECFU0QbNMNQWt9VYEUT66sT/93bJHjGEFHWsToOUbS/t+f0xDIKWaFK8jb6ihszo40owGEU2AkoEH0kF8opoIZD4dlNK2vABAaPWFRI79qyEnjR+oiHAMq24xoVUXgBlCtmzH2/g0ftuuA1c/MwRK+qhMKyI0tg7F/XPXDpysr/IckP6QFw6+lNieT2gY88f+WJbAdnxkwVKkUbQRHLJbjF01Z0gTy0L0dcseedea6B4iV+TgyBlj+35/TEPgy8nxOvK86Tt0FnRwNCUMpU8wYhXgOUGANElW9Ac6MteJ/dRdeFv+AnRljI5530GVMeqPKKvEmn0EoSPOAMDf8iLejjeDQbWT4PBbSig7E3zXQmPztRKGibDCgXbrADF2VU5uoLVxP1xP4noSyxrdaSRkGoFxZKEhtGaoaO7j3WJss3p0JbVu9rtlvz7KRxZ/TlxqXO37+zG6g6NJyHK6/hCjQ3RwpOmPt3st9iM34m5+YdBtRKwS5WTxW3ZO2KTqgwU/20H+6bvwtr4IQGjVBUSOvhgxjND0QEcIgVExE2vR8Zhd+gr37Ufw92056KwlVC4wxBxXFjGSOKDmro3E/NF2faQavTg4mPGlBhkj0j2CY/yZl5HOVBuMMbtlF7ljbfzt+/sRQqAAf9IyRzo40owUJcGz8db+GW/nmwU3EUIgygI9iN+y64C5Gp1s/Ewb9tN34299CYDQyvODjNEB5mM0VoRpYVbVYx1+OkbVnMAg8s2H8Nt2I1P7pnp5k4LyPVSuAxGKDr/xEAghEJHEATF3TXlOkPkYToztDCybjITu86VbqGvKDAUlqSL85vndY0NGKcbuZqxu2cK0wLWLpkEbb/t+fwQTrzkKhs72dcdWSpHJB1lpHRyNkieeeIKPfOQjnHDCCRx55JGcddZZfOc736Gzc+hRB5dffjlLly4d8G/z5tF5VEwG1twjMRcdC4Dzyv34LTsKbieEEQRI2TY9ZmQM+OlW7Kfvwd/2MqADo8EQkThWzTxCK88Nps537sNb/yR+W8NB0Tmp7HRXSW18wREEXacHxNw1zwlmnA0hxlZKkXW8YYfNDoYQkC8QHAnDBCnHfUGoPAeVagLGnjmCMbplG1ZQmi5C9qsY7fv9EULgTrDXUY8BZK/MkdNVhgXG1XE3WZTUCtvb21m5ciWXX345lZWVvPPOO9xwww2888473HHHHUM+9uijj+bLX/5yn9vmzh3bFcNEYy09FZVLIfdsxH7+Z0RPuwojUT1gO2GYUFYZjBkxrEBYOMrOkIMRv7MZ+9l78bt+0EIrzydy9HvHLLg90BHxKszahYRXnIvz8q/xG9ZiVM7CN0NdRqWJqV7ihCFzHSCMUQt2B6Nn7lq8AlFWWZR9TjbKs0HJId8T15e4nk9olHqjbkKWIG97SDVwMCmCcWt2ZHsjKIWIJBCxijHvx1pwFO4bD/a4ZY+o9GpaYHcFR+P8zSlG+35/Aq+jib3Y9mWQOQqHBrpjh0MG4ZAJhewcSoiSCo4uvvjiPn+vWbOGcDjM1772NZqampg5c/DBgclkktWrV0/wCouDEAbhoy7Cee4nyPZG7OfuJXraVQU9VoRhQawiaEs1DIzK+qL9kB9oKKXwU/twnv9Jj3lbaMW5RI6+aNT+NQcTQhgYFbMw65dhHXYK3oYncdc9jkjU4FsWZu2iAzKwVJ6NynYW9bMhzBCqa+6aiCSmpbZN2RkQQwcBrifxfEUsMrbfIss0sB2J5/mEQ/3eIyM0Oo1PAXrrjcaj0zFnHrLfLbtpE1b90mEfI4SBUkH2ary5nv3t+8XLeJumwPEkSqkJG+ERZI76Br49eqNo6ZfUoMTKaoWorKwEwHUPrBlQwgoTOfHDiFgSlW7BfuHng5bOgqv3pB4zMgRKKfyOJpzn+gdG7x3RrKyDHWGFMarqMRceg1m/DJTEeeNBZMfeoKx7AHawqXwGvDwUechwMHetE5mefnPXlJKBGHuYk7Hr+l0n17E9T48o2xv4WxZodvLjcpmW3XqjMXaq9aylt1v2aLrWhBp3abBY7fv9MQ2B15XZmSh6hs72KgVOJ48jKLHMUTe+7+N5Hps2beKmm27izDPPHLZE9pe//IXVq1fj+z6rVq3iC1/4Ascdd9y412JZBmbX3CBzhPODhkJhgCnAFIhIktjJHyH72O3I5m24r/2e6LHvKxzNmxGUoVCpPRjhEGZ57bjXMt0Y7DgoJfHa9uC+8HP8Ha8BEFl5LtFj34sRLZ/sZU5fEhUY/mzM5aeTSzejOptx1z5K9KiLEJEIZnXgF1PM78NUoZQCuwNCYYwxloYGx0RFyyDTjJmsHLfYe9BnmYDjoFwHlAfhKGIIPZHtScIhY1ADSLNjF0aqAXfucYNaAhiGwEdh9nseFQ6Dk8PCQ4xxpE+ua2xIqHbeqK0G+hNZdDTepufxdrxG/F0fGrhBn+MQaGqEFcKQ9rieuz1t4/qS6nikqBmecMgiZ3sIIcb93gyGYQgMIbB6GVZ2i7HLy0LBe6UMhBlkEYuxjmJ/H0oyODrjjDNoagrEdKeccgrf/e53h9z+uOOO4+KLL2bhwoXs3buX22+/nY997GPcc889HHXUUWNeh2EIqqriPX8nk+NPv0svRD4VRYTCGKEIJBcSO/MjtDx8J9721zBqZlK++qxBHh3Dz2fAaSZslWOVD9QpHQz0Pg5K+tjNu2l76b4eq//kcRdS9a5LMONj1xocrKiKBTgRRVRcTNvjP0Y2b0fsfo1YRRlhKglXzerZthjfh6lC2lnyloeoqcYITYRIP4bb0UyINOHK6gmdQF7M4+ClXfIxE6s8OeiafSkx2vMky2OFsxp2GvHmLxGeTbiyDmYVLkX5CEzLGrB+paL4nQ7RRAgzHi/42OFItTcAULngUKJVY9tHzzpXnkDm0VuQbQ0k6CTU6zsA4NKJk4V4fH8G0g9LMCBWGRuTDML3JQ1tOWqq4iTjxf18SqmgM0+iPEqibGIaVKRhkEhESJbvP7bd+vvqilhwu2fgd4QpT0b7nGfHS7G+DyUZHN16663kcjk2bdrEzTffzKc+9SnuvPNOTLNwHfzzn/98n79PP/10LrzwQn7wgx9w2223jXkdUipSqSymaZBMxkilcvjjbIFUnoOXzoPlI6yufSXnE1l9PvarfyD1yp9wQklC844cZA8GMu8gtmzAnLEQI5Yc13qmE/2Pg5I+Xutu8s//X49RW2TlOYjl55ByLHCmd0v1VKHMKrxYHeEV52K/8lsya5/GL6vFzLpYWY9QsqZo34epwk/tw2/vxCgPQ25izFaVH4LdOzG9CEas+BnMYv4udeN3tOGn8xgM7lKdd3xSnXmiERNZQFQbXfcwoS5/Nq9xI3b5woL7cRyP5jaP8qiB6KfO8dN5cs1tmM7oT1HKzuKnmgHIhKrJtY3/d8CqPwxv9zqaX3+G6Krz+t6ZtgkDmYzdcxyU54Fnk4+1j0mv1562adzbSUUiQqqz+MLlznSe5pY0rj0xWsLWjjzptE2kV1awpSPQkYUtg1RnDjyHbM6hM5UnGhn/Mer9fYjHI+POIJVkcLRs2TIAjjrqKFasWMHFF1/Mww8/zHnnnTfMIwPKyso47bTT+NOf/jTutfR2cfX9wq6uo0F1CRmFCP51Yy48DivVgrf5efIv/goVKcesmV94J6EEfq4Db+92rNqFwXTwgwjfl7i2g9e2C/fFX+PvDAIj68izsVacjwwnkeM8Tgc1IoRKzkTMyGEtXoO35QXyrz1A5MQP42MGXjTJ2LDfB6VU4Osl/eC/SgZt2n3+Dn74RVnlpNksKCXxO1oC4e9EmuGJENKT+K2NmDNiE9ZpWozfpW68TAqFOeT7krM9HNcnFjHx+3n5mB27CDXt9wQyW7cN2KYbQwRjRPJ5b4AoWyoDL5dBlY1uJhqAv28nACJejTRjRfktMOetwtu9Dmfrq1jLz+lzn+gKiHxf9pgrKkyU44JtI8ToSoNKKZrbciipQKkJMWz0PYXt+EX73PTHcX2kVH2C9s5sl+YoYga3+xLlBzPYirmOYl0olGRw1JulS5cSCoXYsaOwH9CBRGjFOYGvUeOGoMX/9Ksw4oVLZ0asApltw2/ZgVm78KDqxlK+i9eyA/fl+/F3vgGAtfxsIivPx4hXTfHqDgyMskpUxUzMRccgU3uQzdtxXv094TWX4bfuxk9GkdkM0vV6ghwlffDdLo8XD5Qf+P1IGYxi7w6IlIKuEVQAKIlRkceonjs5nZh2FuVkEZGJtygQsf1z10Ri9Cf6wVCeg/Q8/JxE+T4w/hmBSvrg5hHDmT+6/sD2+2AHlG16NNhmxjJCzRsx8+0YuXZkrHLA5t1DUB1PEe4XPwjTQjm5MXVU9Zg/jsPfqD/WgtXYz/8Mv3Fj8NkZpskj6FiTKN8ddcdaT/t+bAJPz4IJNYL0fDlAaqYF2UXm9ddfx3XdUXkWZbNZHn/8cVasWDGBKys+QhiEj70U+6k7gxb/Zwdv8YeuMSNdJpFm7cJp2TY8WqRr4+3bXiAwOhejiCcfDRjJGSgnR2j5u3Fe+Dkq3Yy77nHMle8mv2sDXjq3v+NFEQhvhbHfN6j7v5bVc3twWz8Bru8iO/chwmWISWg0kPk0SG9Svi/CMMGKBK390fJRZ8eUUuA7QeeT56CcfDALznNQeOQ7o3g5iW+EEJE4IhQNyjhWeNjxHwPwbJTvDBs0Zm1vgIgaINzwGmZmH9KKkjvkTAwnjdWxC6ttG05s9YDthQiclF3PB/qt1QwFr9l3YZTvWU8b/xidsQvR7ZYtO/bg7XyL0JLjR/bAMRhBdqSL377fH8MIxr9MFJ43veeqQYkFR5/97Gc58sgjWbp0KdFolPXr13P77bezdOlSzj77bACuvfZa7r//ftauXQvASy+9xA9/+EPe/e53M2fOHPbu3cudd97Jvn37+P73vz+VL6cwwgjS655TsIVYWGHCJ/w19hM/7Gnxj7zrIwWHpAohIFaByrYhU3sxq2ZPxiuYMpRrYzftIv/Sb3oFRmcRPvLdiMTB17030QjDwqysR7k5QqsvxHnh58iGdfi18zGPORODfFHKUsIMgRXDb28MTu4TaDqppB9kccY4ZHZMROKoTAuys3nI76iSslcgZAeZEyeL8tzgJKtU8PthhhCmhQiXYcZj4KTAySPznUCwDWYIYUUR0a6AyQqDFRkyIFSuDb4/5EBmz/dxPUmon55DOBli254GIL/wZFSoDLdqYVdwtB1n9uqC+zNNg7wzyBgRO9v1Ozm24GisA2cHw1ywGvnGg3jbXx1ZcGSYSCc3Kr8cx/Vp6yx++35/TEPgTKBLtuv3HS2jlCKTmz6jQ6DEgqOVK1fywAMPcOutt6KUYs6cOVx22WV84hOfIBwOviBSSnx//5dpxowZuK7Lf//3f9Pe3k4sFuOoo47iW9/6FitXrpyqlzIowrQwKmbhN28PUtgF2nyNWJLIiR8m/+QdyOZtQTnj6IsLppeFYUKkHJnai4jEMcoOzA4t5dm4bTux33igR3xtLT+L8PJ3YyTrJrQb6GBGhGOYlbPBtQktPxv3rYew33wYZ85CiBcvGBeRsq4saAPmjIUTpj9Sdgbl5MblmjxahBAQSSA7mzHKKhCReFDC8pzAjdpzkHYW3Nz+QAjAMINAyIpAJD6g5CgMgTDMIPgxIj3lm+7yJm4OmU8FQZVhgmkF20YKB0zKzTNcDcjxgoGx0VDfE1xsyxMI38FLzMSpD353vaoFsO1pQu3bg3JqgZKpZQryzkCn7J6y1CiNFJVS4x44OxijdcsWZig4pqMoDaayDnnHozo5saarpmHgeH5hh/Ii0D9zlOtyQwcmtlxYREpqlVdffTVXX331kNtcd911XHfddT1/L1iwgNtvv32il1ZURLwKw7MDozLDKng1Z1TMInLcZdjP/QR/x2t4iRpCS08pvL9QBOXZyPYGRDga/JgeQCjPwWvegffa7/cHRkecRfiIszAqdGA00YiySozkTJT0MNsb8Xe9ScsjPyK09BTMxWtGX74Z7HliFahMK7KjqcvZuPj6I5ULsisjGgNRREQoinKy+O17ggDEDUpYdF/oGVYQCIVjYJSP6zMtDDMIhkLRAQGTsrOoXEdQBu0TMCVQ+c4R6I086BfnmB27CO9diwJyh5zdc6efmIm0ohheHjPViF8xMFixTAPb9nE9n0h/p2whguBxFKhcCmWnAYFRWdxM+qjdsg1rf7A7gmDfl5LWlE0kZE74b5ppClwvEEwbVnG/C7LLYLKvO3aQNYpFrEG9sUqN6bHKAwwhBEZyJiI5A5VrH3RIpTnrUEKrzgfAXfso3q7BJ0OLaHnQwtqxZ3oPveyH8l381l14bz/SFRgJwkeeTfiIMzEqZ+lRKpOAEAKjYiZGWTXWspMxa+ajXBvnrUfIP3wD3o7Xi/KZE8JAxCqQnXtRE+AurXwXmWuf3JJaL0Q0icp1BM7cCEQ4gZGoCf6VVSAiZUGANAEnxu4MkxFLYsSD5xTRcoQwUXYW2b4blU0N6xaed/y+CaDeIuxZK/CT9b2fNMgeAaG2bQX3ZxoCXxV2ysawglEmo6DbGVtU1BU9+9jbLbvbU21ITAvkyAfQprMu6ZxL2SQMZTUNgfSDzuli43cPnTV6B0fdeqOSyscMiT6zTBHCMDAr6rtE1e2DjgQJLT4ea8kJAMFQ0JadhfcnRNAZ09mMOkCmqSvfw2/dhfvOM3ibXwAgsfosIsvP0DPmJhlhWphV9YhQGZETP0jVqR8KMj25FM7Lvyb/+G34+7YW4XkCrYzf3ojKp4uw8v0oOwNOHibIsXo4hGlhxKsxYklEODblDRTCMBHh2P6Aqbx2yIBCKkXe9ghZ+096vUXY+UUDM9te5UIArEGCoyAOVDgF/JKEGQrm3w0yVqngGrv1RkUUY/fGmr8aGNkoEWGYID3UCIIjpRRtnTaGYICQeSIIRojICelYK5w5ml5ibNDB0ZQirHAwkiEUReVTg24XWnEO5qylIH3s53+KzBS+qu45sbQ1jntw41SjpIffuhtv+6t4ax8DILToGCqOOQ+zavaEecZoBkdE4sF77znEFq4gft7nCB1xFlhhVHsj9tN3YT/3E2Rq37ifB+nhtzeMez5Vb2SmY38HnWbUuJ6P6ymsLjPeviLsU1Chge3tblfmyOzcg3ALG0sahkHeLhAAmaEg6+KNvONLtnXrjSYoOJq3AoSJbG9ApvaO4BFiROvPTUb7fi+EEKDEBGaOFL1/onVwpBk1Ihzr+iILlF04oBHCIHzcJYiKWeBksZ/9Ccop7OorInHw7SBAGsUVVymhpIffthu/cS3u6w8GPjj1S4msvoBw7dxJ14to9iPiVRjJWrxMOxgmoaWnEDvn81iLgxla/p6N5P/8A5zXft+l/Rjj83RlpWRHU1FKdsq1UfnUQeUHVmxcT+IpidmV2egrwi5sm6KiSfxYNQKF1V7Yqy5kCvKu3yPY7UaYFvj+qHRH/gSJsXvWFIlj1h8GgLf91eEfYJgod3gH9vZMd/v+5P22KdSEONxL1TV0tkDmaLp4HIEOjkoCI5bErJqNcvODXikLK0LkxA8HpbN0M/ZffjHo1Opu/6PxXsFPBUr6yLZGZNNWnFf/AL6DUT2P8OqLsGrmjnkQpaY4CGFgVtZjxitR2Y7gtkiC8Kr3ED3rbzHrl4JSeFtfIvfQ9bgbnhxT9qdHf5TaW5QysbLTg9pnaEaG7UqEEggxuAi7EF7VQmDw0pplGvhet99RoR2MLHOklES2BTPViulx1J/u0tpIdEfCsFDO4KNYoKt9PzXx7fv9MQyBOwHBkS9V4CjRKzjK6MyRZqyIRA1GxUxUrnPQjE93iz9WGLlva3B1XkCrJAwTEUkgU03I3ODlulJDSYlsa8Rv2Y7z+u+DAZblMwgddRFm7Xx91V8iCCtMZMY8hBVB5Tt7bjfKa4mc8NdETrky6BTyHNy1fyb/yI14O14bdQZImCFEKIrf1jBqYW5vlFLITHvQmaU7G8dMzvawLNFPhL2yrwi7AG71QqBLlF3g98ro0r+4hUZIGCZyhBIBlW4BNw+GhVFRN6LHjAVrwSqAHrfsITEtlO8ErvGD0N2+Hw1PbkY88DoqvhGklIr+R1mX1TRjRgiBUTkTUV6NynYMeiIJWvzfDwj87a/ivfNM4f2FoqAEsn1PUXUbE4VSEtneiN++G/fNh1CdzRAtJ3zUhVh1iw6qAbvTASMax6yeE5gq9tOSmLULiZx+FeFjL+kl2r6f/GO34u/bMqrn6dEftTWMSNhaEDePstNT1qV2IOBLie35WKboJ8I+edjHehVzUcLAsFMY+fYB9wsR/HMKBEfCDIGTHVFgLVu7xoZU1g9pZDleut2yUT7ezsE7iIFeHWuFf4Mns31/wNIMgT0BRpC+lAO8qaabASTo4KikEIYVCF6j5YEXySCYsw4jtDIYwuu+/Qje7rcL7y9Wjsp36zYmcMDmOAkCoz347Y146x5HtuwAK0J49Xsw6w4p6kwqTfEw4pUYlfUoOz0gcBHCwJq3kui7P0to+dlgRVAde7Cfvpv8s/eOUMzata9YBSrXEQT6Y9AfqXwafHfSBtseiNhuMBw07OeHFWEPwAzjJQMN0GClNXMIUXYwq2/4wNhvm1i9UW/MBauB4XVHwujWTRVe/2S27/fHNASeLwcdDDxWpBx4rtGZI824EVYEs3pO8KPQq2TRn9CSNVhL1gDgvPTrHiFin331+MbsK9n2fqUUsqMpyBptfRG/YR0Ig9Cq8zFnHYZRMVN3F5UwRvmMLr+uwtlOYYYIHXZyl2j7eBAGsukd8o/ejPPq70bUri+EgYgmkanRf46VkshM2wFnjDrZuF4wZb1s2/Ai7EJ0644G8zuyekTZ/T5DphWYV44g+92TOZpAvVE31oKjAHrcsoelQHA32e37/THNoFut2B1rnqf6DJ31pSRrd2eOtM+RZhwELdNdJYtButIAQivOxZh1GEgP+/mfIQtkm4I5TOGgLXqIfU0FSilkam+gM2pY1+NlFDryHKz6pUEW7SAYpjud6e/XNeh2kTjhVRcQPeszmPXLAIW37WVyD1+Pu/6JYUtmwgojQpHR64/sLMrJwBj0asr3cDc+jbfzzQPKWHUs5B2PaKZhxCLs/vSIstt3QIFgYr8ou+/7LIQR6JRGFBxNzEy1QvRxy27ePvTGwgjm1vVjstv3+2MaRtc4ruJ+tl2/7+iQ7pKaEEy66Hw86OCoRDHiVUHJwskOeuIQwiBy7KWIZB3Yaeznf1bwCktEE+A5gbHeSK5yJoEgMNqHbNuNbN2J+/YjAFhLT8WccwRG9dyCc+c0pUfg1zU78DsaItsJ3aLtDxE55WMYVV2i7XWPYT999wDt0oDnicRBuqPSH8l8J0g5ag2K8l3sF36O+/YjOC/9kvyjN+PtXlvS5emJQilFPu9SvfNxYGQi7P74iTpkKIbwXczOxgH3m6bAU4OIsoUYtuNLSQ/ZHux3MspqgVt21wy5XWuH3ta0Cgq3p6J9vzeGIfAVxc8c9Rs627ukNp0aInRwVMIYyRkYybpgxMhgbfuhCJET/hrCZaj2RpyXf124vBGrQGXakJ3NE73sEaHSLUFg1NmC8+rvADAXHIU5fxVm9RyMaPkUr3B0KKVIZRxyhXQTBwEiXIZZPbegQLsQZu0CIqddRfjYSyEURbbuxH7mnmGzmyJW2Ut/NPSPupIeKts+6iC7OzCSTe+AYUEoiurch/OXX2A/fht+06aDKkhyPUmo4VVC2eYRi7AHIARe5dCjRIQSg4qyh+sKkx17A+FzKDppGkVrftC15u0eOjjC6OpY69WFPFXt+/0RShXdJdvtN3R2OuqNoIjBUSaTobGxkYaGhgH/NGNDCCPovCirHnLEiBGvIrLmg2CY+A3rcNc9PnBfhokIlwX6nmGu7icamW7Bb92FstM4L/0KpIcx6zCsQ07CrJiFiFdP6frGwju72nn81d2s39HOjqZOUhmnoDDxQMYoG1ygXYhAtL2C6MkfhVAM2bab/DN3D2qG2v2Y/fqjoeevKTsbBFujCI6U7wYl6qZNYFpETvowsXO+gLX0VDBDyPYG7Gd/jP3Uj4YvpxwguJkUyV3PAaMQYRdgOL8j0xTk8oOIsj17yM9UjzN21exJ0yj2uGWn9uKlh9DCmRb4Xh+/pqlq3x+IwCvi75QvJbKfAWRmEANII9NMsvEFGIdZ7EQyrrDVtm1uvPFG7rvvPtrb2wfdbt26deN5moMaYVqY1XPwfQeV60CUVRbczqxdQHj1RTiv3I+34UmM8hk9QxJ79hWOobI2sq0RURct2jT10SDTrfitO8FzcF78Jbg5RNUcQkecgZGsDewMplHqFeDtrS3c+Ku3sF2feNTiiIXVHLGwivqaONXJCOVlYSKhqf4RnByM8hkoL49K7YN49YhOVEblbKKnXEH+6btR7Y3kn76L6MmXIyKJgtsLKwyhCH5bY9dE+XjB7VSXx9dIHdWDwOinyL1bwAwROfHDmDMWARA+4kxCS47H3fA03tYXkS3bsZ+6E2PmIV1DkIs7Ab6UkOsfxZSjF2H3p+8okRyqn7WCZQpsLxBlG70/N2Yo8C/ynOD/F1pjlxh7omaqFaLbLdtvWIfduBlx6CDP3d2x5rsIYlPavj9gaQY4bvGy3VKCVIHreTeFMkdGpoWK53+AYadwGxbAnIkvhY6WcQVH3/zmN7n//vs5++yzOeaYY6ioqCjWujS9EKEoRvVc/H3bUHZm0JOBtWA1snMv3jvP4rxyPyJeNUCcKGJJVKYV2bG36ypr8r6cMtsedNVJGZT/su2IeBXh1RdgxGu6ZqZNH8EeBBmjm3/zNrbrIwRk8h4vrt/Li+v3snBWOYcvqGLp/CpqkhEqEhHKolafq6oDjW6Btu86Xcd3ZFlAo2IW0VOuDAKkVBP5p+4ievJHEYOUV0Ukjsq24rc1Ys5YMCDQV56DzLaP2NtIeU4QGO3bGgRGJ/0NZu3Cfs+ZILzyPKxDT8Rb/yTe9leQTZvIN23CnHMEocPPwCifMaLnmy74zdsxG98KRNiHjk6E3R8VKccvq8HMtmC178CdsbTP/ZZlkM/7OK4kGt7/PMIwUao7uCiMnOCxIYNhzV+N37AOp2ETkUNPK7iNEAIlVE/HWnf7fmVi6q0lTLO4XkdSKqRUfYLbdK5vp5rId5B87kYMO4UTrUHOWV205y8m4zoTPfzww1x22WX867/+a7HWoxkEI1oOVbODVL5hIUKFW5NDy89GdTbj79mI/fzPiJ7xSYzY/qBVCAOiSWSqCREpQ8SrJmX9MtuO37ITlMJ5/Y+BeDJcFhgFRoPxKdOt3XpHUyc3/epNsnmPuqoYl5yyiMbWLG9sbmFrYyfb9gT/nnqjkcMXVHHkompm18apKg+ySSHrwJT8CSuMWTUbb99WVL5z0ACnP0ayjugpV2I/fReqcx/5p35E5OQrBjUAFbHKrkA/NiDQV3YGXBtG8PlWnhMMzG3eBlaYyIl/g1m7YPB1xioIH3UR1qEn4a5/HH/nm/i71+LvXoc5fxWhZadhTNL3aiJR0sd5/Q8A5OqOxC8fnQi7EG7VwiA4ats2IDgyjS5Rti8ZWAgVBd21u9nvcTRv3GscDdaC1djP/xSneRdh1wZjsIBHBPP9prh9vz+mIXBdH6VUUS6UfamCzF+vbG0fQbaTIfncDzCzLfhlNexb/D5qwmMr00404/p1FkJwxBFHFGstmmEQ8epemo7CqVAhDMK9O9ie++mADjZhhRFmCNneOCLx7HiRuRR+yy6UlLgbngiErqZF5Lj3IyIJzKo5QUfdNKKxOcP1971BKutSXR7hvSctJFEWZsmcSi44YQEfO38pJxxRR1nEIp1zeXH9Xn704Hp++shGHnttNxt2tNHYkiGb9w5Ica+IxEcl0O7GKK8lcsrHggaCdAv2U3ciB7EI2K8/ahqgP5LZDjDMYct6AwKjkz4yZGDUZ62JGiLHXkr0rE/32BP4O14j//ANOK//YdjOvVLH2/oiKrUX34xiLzqlOPvs7XdUaPQRAmeUmQzlOaiOwFTUqJrczJFRMTOQOiiJ3zaEvtawUG5uytv3+2MaBr4sXseaVN2Zo16ao3wQHCXDkvIX/hersxEZSZI6/mr8cOn+7o8rODrrrLN49tlni7UWzTAIITCSdYhE7aCme9Cvg61jT+EOtkgC5eS62vsnzsNF5jvxW3aA8pE7XsPf9gogCB9zCaKsAqNy1qRlr4pFc0eO63/5Bq2dNsmyEBefvJDK8ggLZpVz6NwKFs5KMqsmzvGHz+SK85Zy4YkLWDAzgVKwpbGTPzy7ndt+v5bfPr2V19/Zx/Y9nXSk7aI71U41oxVo9zwuUU3k1I8hyipRmTbsp36EHMT8UVhhhBXGb2vs8T9Srh1krIYpqSnPxn723l6B0eWYNfNHvM6e9SZnBvYEp12FUbcYlMTb8iK5h76P89bDQwrMSxWV78Rd+xgA7XNOGrSUP1qCUSImht2JkRt4TE1DFHbKHgLZ3gAoRLQcMQVjhsyaIFvlt+0edBthWuDatKfzU9q+3x/TEPi+LFrHmt81V613FiqdczHxWbHzF4TatiNDZaRO/AyyrLQnH4wqOGpvb+/z7zOf+Qy7du3ia1/7Gm+99Ratra0DthlKqK0ZPcIwMavqA+1QdvAOCSNeReSEDw3awSaEQJRVoNKtRW/vD/QeHfjtjUEZ0PeQe7firgt+bEOrzseoCII8I1k35aLE0dDeaXP9fW/Q1JajLGrxvlMXUZ2MMa8uQTwaIhIyqamIsmROBYfMrWRObYKlC6q48KSFfPTcwzh+WR3RsEln1uWFdXv54QPruPfhjTz+6m7e2dnO3rYseefAsQMYzkF70MeVVQYBUjzo1LSfuhOZbim4rYgkwHeCAMn3UHYaXGfQ0jMEAZT97L3Ilu1gRYi86/Kek9xYMavnEn3XR4NSYPU88D28d54h99D3cdc/XtAIsFRx3noEPBu/fBbZ2uXF27EZwqsYfJRItyh7NBcK+52x50zJb0l3QN29jsIbhXBth/a29JS37/cm8JdS+EXqWJNSIfrtKpuzuSLxFMnUZpQZpvOET+EnS7+BYVRH6YQTThjw4VNKsXbtWu67775BH6e71YpLYLo3B3+fi8ylBtVkmDXz+3Ww1fYYl0HX3J9wDJlqwoiUjbm0paQHTh7l5pC5zuBK2bNBCIQVRqZbcF79LQDWoe/CnHUIIpwIgrwRdhKVAumcw42/epNd+zJEQiaXnLKImmSMuXUJysv6ag0MIUjEQiRiIWZURenMurR12lSVRzl6aS3b96R5a2sLO/dm2NyQYnNDiorXwhyxsIqVS2qor4lTmYgQCZuELWNaBZC9GatAGwJtT/TUj5F/6i5Uuhn7qTuDwKOA6DnIMrUgO2IoNwfW4D9tys0HgVHrTghFgoxREV2VzRmLME79OLLpHZy1f0Z17MFd9zju5r8QOuxdWPNXFy0TMxH4zdvxd74OQGrhWVhFznJ4VQsJte8g1LYNZ87Rfe4LWQbZvI/rSczwyK7d/SkSY3dj1g6fOcIwyebz2DJPZaJ0NDZCBFquYrlk+1LSOzZyHJdLws+wKrwDJUxSx3+yp7Ra6owqOPrbv/3bafsjfaAhwmUYVXPwm7ehnCxiEFFb0MG2D++dZ3Be+Q0iXt3nRCDCZahsG377HswZC0c0rkMpCa6NcnJBySSfRnl20MdpWoGwOlKGEAayvRH7hZ+DkphzVwTz4AwDs3rOtBoEmrM9fvDrt9jSmCJkGfzVqYuorYgxd0aCivjQryNkmVQnTarKI2Rtj46MQyIWZvGcJO2dNut3tPHWljY6Mg7Pvd3EC+v2srg+yeELqlg0O0lZxCJRFiIWtoiEDMIhE8ucPmLusQq0AUS0POhie+ZuVGov+ad+RPTkj2IkZ/bdThgQrUCmmsAwEOFB2vvdPPazPw66m0LRIGM0AToVIQTmrMOIzjwEf/da3HWPodItuG89jPvWIxg18zDrl2HOXoZRQr5evUXYxvyjycdmYBW5ccCrWghbn8Rq3xmMEul1gWQYAjmoKLswsm3yZqoVovv3VGU7Bv18KyCdcYjGZQmeQ0XxNEe99UZKEXvrftZENuMrQebYK/H6ifBLmVEFR5/73Ocmah2aMWCUVaAqZwdXwAjEIPOjQsvP6upg2xB0sJ3+SYyyXh1ssYqg6yfVhFFZuL1feU4QDDlZVK4zuDr3PRAGIhRBRJMDskAy3Yr93L3gORi1CwmtOBekh1k1r6SvnPvjuB63/vZt1u9oxzAEF5+8kLqqIGNUVT7yDjshBPFoiHg0xIyKGOmcS1siz4yKGMccVse2phRvbWmloTnLpt0dbNrdQTRssmROBUtmJ5ldmyAcEoQtk7KISTwW+CdFQibhUGlnl7rnBfrN28HNj8q1WkQTRE++gvwz96A69gQB0rs+ilHZt3tKWGHwIyjfKejhpdw89jM/DgwDQ9EgyJpgfyIhDKy5R2LOPhx/5xt4W/6CbG9EtuxAtuzAfeshRLIOc/bhWPXLEBWzpvQ4douwCcXwDz0Nr10SjRQ3OPLjM5ChMgw3i5lqwK/sX84UOK4PIxyHN5kz1QohQlHMZA1+qgW/rQGrfmAAkM175B2fWEUp6goVrl+csVKuJ3uGzsY2PkjZrqcA+I1/KqfNXlWU55gsxlX8/OpXv8qHPvQhVq0q/KLfeOMNfvrTn/Kd73xnPE+jGQKjvBaU7Ll6KhQgBR1sl5B/8nZUai/28z8leurHezI3wVV3OTK1FxGJByWK7lKZk0PmOgKnYc8BAcKMIMJlg5pIymw73san8ba/CtJHJOsIH3cpeHmM6nnTqs3ZcX3u/ON6Xt/cghBw0UkLqK+JM7c2QXVy7LPfQpZBVXmEykQ46GDJOiTjYQ6bW0VLR44NO9rZsLOdTN7j7a2tvL21lVjE5LC5lRw6r4L6mjgtKRshBJZpEAkZJGIhYhGLSDgImEotu2TEq1CuHQQnhjWqocIiEid68keD4Ka9gfzTdxXM+ohIHMHAwFs5uSBj1LYbQrGuwGj8rekjRRgm1oKjsBYcFdhaNG7Ab1yPbN6GSu3FS+3FW/8EIlaBOXsZZv0yjJr5k1p27i3CDi8/i7SIoMhR9FhNCLyqBYT3riPUtm1AcGQagpw9spO1sjM9nYpTVVYDCFXV46eCkUj0C466Rwthmpi+TWlMt9yPaRrYTnGCNq9r6Gx0yxOUbfgjAL/MHMeW5BEUdoEqXcYVHP3617/mpJNOGjQ42rVrF/fff78OjiaQ7g42ED0W+gUDpFCEyIkfJv/4bT0dbOHjL+tpdRZWJDhxtTeicqmgVObaoCSYoa5SWWLIq1qZbcfb8FQQFHWJb43ahYSPeR94NiI5Y1qZ5Hm+5GePvsMLa4M24fPXzGdeXTlzauPUVBRnKK4QgrJoiLJoiNqubFJ1eYSZ1XHWLJ9FS0eOzQ0p1m9vI5P3eH1zC69vbiEWMVk6v4ojFlQyZ0YCz5fsbc8hpcI0BKGQSSxsEo+GiEaCclxJOPIm61C+PSoH7W5EuIxId4DUtgv76buJvOsjmMN42ygnh/3MPUFXUzhG9OQrMCpmjfeljBmjrBJjyRpCS9agnCz+nnfwG9cHM9tyHXibX8Db/AKEYpizDguCpbolE16Gdt56GDwbo2o25sKjybflmCgrHrdqIeG96wJRdj+bgJApcLpE2aYx9Oeju31exKsHlRZMBqHqevLb3+q5SO2N7fpkch7RaATh5YPfxkkacTISTENgu0XKHPmS8saXia/9JQDv1JzKk60LWTbN5qrBOIOj4di7dy/RqJ6sPtEEAVIQdAyVQTLKKoms+SD203d1dbA9RviIs/bvJ1oeDLl1bYQVQcQGlsoKMVhQFDr8dMzahchMCyJWiVlRjxjmx65U8KXkV09s5vHXgh/fs46Zw+LZFdTXlDGjMjYhQYZlGlQmIlQmIvv9UKIWtZUxTl4xi5aUzfrtbazrCpRee6eZ195pJhYxWTa/isMXVrGoPtA7uK4knXNp7wyyfZZpMKMqyqyqsikNkMYj0IaghBF51+XYz92LbNmB/cw9Q5o2KicblOO6TEejJ390SgOj/ohwGdb8VVjzV6F8F3/vliBQatwAThZ/5+uBONqwMOuWBIHSrMNGXJZWSoFnBxmWXv/o97ey06iurtXQqvegEGRtr+h6o266h9Ca6SaEm+0zr80ahSh7vzP21JTUuglVBZ8p2bZ7gKFiZ87FVxIzFALfCeQIJaS3NA2B58tALzSOaFgphdXwBtXrfg5AbvFpvO6sAfZMu6GzMIbg6JFHHuHRRx/t+fsXv/hFQa+jzs5Onn32WY488sjxrVAzInoCJCG6fjBUwSsps2Y+4aMuwnn5frwNT3XNYFvZsw9RNvKSl8y04W58Cn/7a/uDohmLCC07vedkJXMpRCg2rQTYUir+8Nx2HvzLTgBOWVnPsgVVzKoqY2b15AQXsYhFLGJRnYyQyri0pPJUJeCkFbM4+5i57G7JsHZbW09G6dV3mnm1QKBkGgZKKfKOT1NLlmjIGpVOaiIYj0AburKgJ32kx7zRfvbHfeagdaPsbCDk7tgTBEanXDFAyF1KCDOEVb8Uq34pSklkyw78hvX4jetR2Xb8PRvw92wABEbtfEJzDic/cw5uWxt+Lt0n0Okd/CBHnhWwFh+HWTUH2/XwPUU0MjFlPRVJ4MdnYGb2YbXtwK1b1nOfYQh8KXE8SXSYn4z9A2endjaXVVkXCMvdPCrTikgEHj6u55PKOsFsRUMgnBxCuihK57fQNALjTc+XhMdRxnV3r6X69bsRSpKft4bs8r8i89wOYODQ2enAqIOjzZs38+CDDwLByfT111/nrbfe6rONEIKysjKOO+44vvKVrxRnpZphEUJglNciRFd7qwIRGRggWfNXI1ODd7ANh8y04W54Cn/Ha72CosWElp3WExQppbqmLatgtMMgYvFSQyrFoy/v4jdPbQXg+MPrWLG4hplVMWbVlE36XLSQZVJTYVJZHqYz69KaypPKOlTGI5x97FzOXzOf7U2dQwZKRyysYmF9Ob6vaGjJEAkZlEWn9sdqPAJtCAKsyIkfxn7h58i9m7GfvZfICR/CnHkIEGhRgsCoCSLxoJSWrJuIlzIhCGFg1i7ErF2IWnEuKtWE37ger2E9qmMPsnk7dvN2RuycZIUDPVY4HmSdIsF/RSSOiHb//wSivBYAx5N4SmKOQhc2WtyqBV3B0bY+wREEVhiuN3xQ1zNwdoozR8IwMSrrka27kG27MbqCo0zexXF8kvEwwWA4ifBditMbVhxMU+DbCs9XhMf4s+Dv3YL90PUI6ZGfuYLMqg+BMHrNVTsIgqNrrrmGa665BoBly5bxb//2b1x00UVFX5hmbAghEOUzAIHfuhPswgFS3w62nxI9/eo+HWyFkJnWrqDo9f1BUd3iIFPUy1lYSQ+V7UCEY5iVczHKKov5EicMpRRPv9HAz/+8CQWsOqSGY5fOoK4qRn1NfEpnIZlGUHKriIfJ5D3aOvO0dTqkPZeZVWUsnFXeJ1Bat72NbK9AKR61+MCZh1AeC7G7OcPCWeVT7tLbR6Ct1KgDaGGFiZzwIewXfoFsegf7+Z8SWfNBjKo5PQNsp2Ng1B8hBKJiFkbFLELLTkdm2vAbNyD3bEB4+WC6fa/Ap/tfnwBolFlbx/UxBh3zWhy8qoWw6yVCbdvIKUVv5bdpDi/KVkqVTFkNwKye0xUcNcC8lUgl6ci4hCyj10sTIEfuFj8ZGELgS4U3Rod+v3U32T9+FzybXNWhpFZ/FKsrA9V7rtp0Y1yXBevXry/WOg4qbNdHSjWhTqlG1xWg37oLbDVAo7C/g+0OVKppQAdbb2S6FXfDk4H2oWseklG3JMgU9Ru3oJxs4LuUqMGsrB91RmCqUErx4romfvzQRqRSHL6gkpOOnMWMyhiza+PDCkMnC9HLXLK2wqM9Y9OWsmlN2URCJgtmlrOoPjkgUMrkPe57fDNXvedwUhmHxpYsc2ckpnz4ZRC0KGRnMyrdEnRBjiJIEmaIyAkfxPnLffiN67Gf/1mXIWQrRBJBKW0aNQGMBCNehXHICZhLTySZjJFK5fCL5FPTTTbvY5oTHBwl56AMC8NJY2RbkPHanvssY79T9mDfPZXrCEqIQkxq5+FgmFVzcNmv+8zmPXK2R3mvwEAJAzEJ8yxHgxACBWP6DMnUPnIP/D+wM1C7iMYjrqA8tP8ckukJjkrHFXyklMYvfhdPPPEEH/nIRzjhhBM48sgjOeuss/jOd75DZ+fwAxz/7//+j3PPPZcVK1bw3ve+l8cee2wSVjw2UhmHpraJn7dklNdi1sxDSbdn7lRvgg62v4ZIPOhge+lXfUY8yHQL9sv3k3/khq4SmsKYeQiRUz9B9F1951ApJZHZNpTvYVTPx6xZMG0CI4A3NrdwxwPr8XzFktlJTl09m9qKKLNrEyXXEt9NLGJRXx3nkDkVLJhVTsgyaE87dGQcpFIsqk/ynhMX8PlLV1BbEbh03//0VspjIfZ15NjXnpvqlxAItCvrsWYdGsxhkx4y3TKqYbXCsAgffxnmnCNAyUDzEU0QPeXKAy4wmgw838fxfEIT/bk3Q3gVQcYn1La9z12WZeB5EtcbPJvRXVITyZkloWc0u6wEZHsj0g8aKoTo15hmWAjPLjh0dyoRqFHPV5PZdrJ/+E9Utj0w4Dzj8/hGuCdLppTqyRwd8JqjZcuWjVqMKoRg7dq1I9q2vb2dlStXcvnll1NZWck777zDDTfcwDvvvMMdd9wx6OP+8Ic/8LWvfY1PfepTnHDCCTzwwAN89rOf5d5772X16tWjWu9kkcl52K4fCPUmkO7ad1BiywzIIPXpYGtcj7v2MawFq3HXP4m/6439maKZhwTlswLpa+V1DfqMVQTZojGOIZkq1m9v5dbfvo3jSebXJTjrmLnUJmPMqU0QmqBunWISDpnUVsSoTER6dEmdWQelIB6zCIdMLjtjCT/8/Tq2NnbyzNt7OHH5TPa0ZomETSoTUyvQhi4jvarZGPEqZLoVmWlF2elABzOCIFsYJuFjL8WNliPbdhM++n092VPN6HA8FThUhyb+hOZVLSDUtg2rbRv23GN6bjcMgZIMKcruFmNPhMP5WBCJaghFwLWxW/eQySeI9RO0K8NCSBekB4P4xE0FQghcd+TBkcqnyf3hv1Cd+xDlM4i950t0yhjQ0RMj5B2/Z2ZbYoo1jmOhpMaHXHzxxX3+XrNmDeFwmK997Ws0NTUxc2bhTpPrr7+e97znPfzd3/0dEMyA27hxIzfddBO33XbbhK13POQdj2zem/DgCIYPkIIOtvfivPxrvI1P4W18GugOig4NymeFgiKlUPlOkD5GRX0wTLaEvvAjYUtDBz+4/21yjs+s6jLOPX4+NRVR5tYlCE/CsSkmlhkYS1YkwmRywSy39rRDZ9YlEQvxnhMXcP9TW3nq9UbmzUgwszpGQ3MmcNyOlkbaW4SDzkYjUR0ESemWEQdJwjAJrzx/klZ64OK6Pkg1KVY8btVCYjyB1bEzCBiM/Z9DIQLt02D0DJwtAb0RBFIFo3IOct8W8vt24ieWYvUXtJsWwssFouwS+q0MvI5GNvBauXmyD34P2bYLUVZJ2Xv+CaOsEj/VN9vbnTWKhs0Js4SYSEp+fEhlZSUArltYxLZz5062bdvGP/7jP/a5/YILLuA///M/cRyHcHjqU679cVxJZ9aZtLbqIEAS+K07oOtk0xtr/qpgBltXYGTMOiwIiga5KlO+h8q1BzPeaucjYhVTbjA4WnbuTXPjr94knXOpqYhy4YkLqKmIMq8uMSlB60RhCEF5WZjysnAfXdL8ugTHLp3BSxv28euntnL1e4/Ac3wamjM9ZblSoXCQlOkKkqY+03Ugk3c9xCRp0WRZLTIcx3AyWB0NeFX7S/WmKcg7gwdHfncb/xQ6Y/fHqAqCI791N5GqIwZuIIwgG19iomzTFDieHODR1B/lu+Qeuh65dwtE4sQu+Mf9Hnuyb6lwOouxYYJNIMeK7/t4nsemTZu46aabOPPMM5k7t/DVwZYtWwBYtKivx8mSJUtwXZedO3eyZMmSMa/FsgzMrtq7WaQavGUamFZgsiZRhCera6iyFmkZ+C07UW4Go1/5K7riLLzqoLRhVg0+c0rZWZSbx6isw6ycNWnaomIeh4bmNDf88g3a0w6ViTCXnLKY2sooC2YlSyaLUgySiTDJRJiaZJQtDR2cuno2DS0ZGpqz/PLxzVx5/jJSWZd9HTnm1iVGZFVQ7O/DkFhxKIujKmrw0y2odCsql0FEE4Fr+0FM3+NQnPEPCoXtSSIhc3xNCEoFHa0j8M3xqxZiNL1NqH07qmZhz+3hsInnB1PeTUNgmQKjK4BXSvZkjsK18zCnMrDvdRysmjl4gJVuJBa1EAU6/oQhsPCRJaRlDIdMfF8FaxtkXUopMo/cir97LYSilF/4Jay6Xu70IngPuj+X3d2GibJQ4d8KZSDM4HxYjMxS0c/TxdjJnj17WLt2LZ2dnYG/TT/e9773jWp/Z5xxBk1NTQCccsopfPe73x10246ODgCSyWSf27v/7r5/LBiGoKpqfwkqmSyOV48toSodiPVCkTBV45jRNWqq4ngVZTh7t4PhYcb6GfBVHDvoQ5WU+Ol2RDyEVb2AUEXtpM5+6ma8x2HX3k6u/+WbNHfkKS8L85HzDmdWbZwlcypIlJVelrEYVFVBOBZmy652Lr/gCK7/+Wvs2pfhyTf38J53LaIj7eBIqK8d+UDgYn0fRkYcmIGfz+ClmoM5Vn4GM1aOcZBnkuLx4r1+2/EJh/JEEubYBdm+B7kOQEFZTZ8W/YLUHwpNbxPu2E6o12uJ+op03iUaCxE2o0QqyrCSwefTbW+i3bPBtKhZtGRKfoe6cenEyQbHITRvMfnnIJRrxYoYhZ2wRRTCCspLx/st6vnk8h7l5TGig3RR23u20r7lRTAt6j/wFWILV/S5P5X3SOYlyfLgfNYtYaoqj5Is9Fo9A78jTHky2uc8O16K9bs0ruDItm2+/OUv89BDDyGlDFoCu4Kj3qm50QZHt956K7lcjk2bNnHzzTfzqU99ijvvvBPTnNwvgJSKVCqLaRq9WmbHf4WW6siRyeYRCHY1tiP80TkEj58oMlqH37wD1ZnDGIFDsfJsVC6NiFdgltVjkICOyW1JLcZxaGrJ8t//9zoNzRnKIhaXnLqIsrBBVZmFa7u02aWV7i4mplLEQgZNrVkuPmURP3vkHZ58dTezqmIsnp1k/ZYW7JxDxTAC7WJ/H0ZNqBaZiCE7W1CtQYdkkEk6MAPbwTBNg3g8QiZjF+04pHMuHZ15KlQIZyw+R56NcDPIWDXC6YTOzLDCY1E2hwQgUnvItLWiwvtPlOm0TWubRULlyXdkMfzgxOtsewcAs3I27ZP8OzSAtE0YyGRsOjIGXiiB5abJNe0YMFQXQDgS5XXgW9nhA8dJQkpFR9qhuSU9aGeZsyvoKDRrF5KvWEy+rW8HdEtbhkzOxTKCGKC5qyM7EjJIdRbojPUcsjmHzlSeaGRgN/Vo6f27FI9Hxp1BGldw9L3vfY+HH36Yv/u7v+Ooo47i8ssv57rrrqOuro677rqLvXv38h//8R+j3u+yZYFb6lFHHcWKFSu4+OKLefjhhznvvPMGbFtRERgXdnZ2MmPG/rbdVCrV5/6x4vVqJfV92efvMe/Tl0gPYlGDtpRNbTI2+XqPSAWqci5+y05kJjXoCIce0bXyMZIzEcmZSNNCFuF9GCtjPQ5NrVlu+vWbNDRniIZNLjl1EdXJKPU1cWJhqyjHttSZURElnXURAk46chbPvrWH+5/awicvOoKQabB9TyeL6sWIPLiK9X0YE2YMKudCrAqVbsHPtILsDDRJB02QFLz3vi+L5nOUzXsoqbr0I6Pbp7DTCCXxErOQZTVYTj4YpyGGuai1YnjxOqzMXkTrNry6w/ffpyBre8QsBb7C6Pq8ufuC0T6ias6Uf29FV2Dq+T5tqTzh+Eys9jQi1YCfLKSHMhCug+86JdWx5vo+eWfwDmovFczeE/Hqgu953g6E/N2BejrrABCPWoWDd1+i/OB8WMxjWKwLhXGdkf/0pz9xySWXcPXVV3PIIYFt/8yZMznppJO45ZZbKC8v59577x3XApcuXUooFGLHjh0F71+8eDGwX3vUzZYtWwiFQsybN/TE7qkkEjLJOz5Ze2RdAsXGiFdh1s5HQRAA9UP5HirTgrBCmDMWYVTORkzgOIGJpKk1y82/eYtd+zKEQwaXnraY2ooYc2ckqIgfLCfTYBxJfU0ZhjA4cflM5s9M4LiS+x7bTDQcfB4bmjOj9jyZKkQkjlkzH2vmoYjyGpSbDWwA5NR8p6Y7edsbvfmjkhi5dhAmXuU8ZCKYMyYjCYQ/skysVxWMHQq1betzu2mK4KTbD1mCYuy845PJeaiKwJDS7NxTeEPDQkgPUWKfUaHEkIGFTLcG23V1P/dGqSAo6i1Tm+6C7HEFRy0tLaxcGQwtjUaDdGcutz99du655/Lwww+P5yl4/fXXcV13UEH2vHnzWLhwYc+8t24eeOABTjzxxJLsVOvGMAK5XiY7daUco6wyMIokGBLbjbIzqFwHIjEDc8ZijLLKadeN1s3etiy3/u5tdjSlCVkG7z99MdXJKLNnxKd8COtUUF4WZlZ1jLzr876TFxGPWjS15XjwLzupTIRpT9vsac0gS8yobihEJI5ZPR+r7pDAITvbUdD4VDM4vpTkPZ/QaIIj6WHk2pGRBH7VfFR0f6ZehWJdwuzhP0de1UIArLZtfbYPmQaO5w8I1ntmqlWVRhs/QDrr4iuJSnYFR6nGwhsaZiBWH2HgOFkIwZAXRSrdAuy3humNLxVS0aehYzobQMI4y2q1tbW0tbUBEIvFqKioYOvWrT33p9NpbHvEoxH57Gc/y5FHHsnSpUuJRqOsX7+e22+/naVLl3L22WcDcO2113L//ff3MZb83Oc+x5e+9CXmz5/PmjVreOCBB3jjjTf48Y9/PJ6XNylEwibtGZu66tiUOTF3zz7zW3Yicx2gfDBCmLULEIlqxGQYnkwQe9ty3Pb7tWxt7MQyBe8/bTHV5TFm18SpmUwhfIlRWxEjZ3s0d+S55NTF/Pjhjbz2TjPz6xIsX1TFvrY80ZBFbWXpiEaHQwgB0QRmuAxVVoHf3hiMJIklp53/1lTgeEF5IzLCbk3h5RFuDhmvxU/MHFAiUlY0uG0EhodeRfcokQxGthkZDyQSlmmQd108X9J9GaOkh2xvAEonc+T4ilTGIRIy8SKzADDtFMLJosIDZ1sCCFlaA2gNIxhtNRhyiOBIdpVirdD+c0VP5mgaGkDCOIOjlStX8sorr/T8fcYZZ3D77bczY8YMpJT86Ec/GpVD9cqVK3nggQe49dZbUUoxZ84cLrvsMj7xiU/0ZICklPh+3wN44YUXksvluO2227j11ltZtGgRN954I0cdddR4Xt6kEA2bdKQdsrZHcgo7pYIAKRhWK0LxwOk6UrwOgqlgb1uWOx5Yx+bdKUxD8P7TllCdjDKrqowZVbFpmwkrBoYhmFUdJ+f4hCyD01fP5rFXG3jg+e3MqimjIh6moSVLOGxO6edyLAjDQCRqEOEy/NReVGcLWCGIJKb0mKuubEGpWhA4XTMfh523pxTCSSMAv3w2Ml5DQcdIM4QywwjfGd7w0LDwKuYSattGqG07dldwJIzgxNt7jIjsaALpQyiKSJSGC3o262K7KighCRM/Vo2Za8VM78GrXjzwAUKAN/LEwWRgGgbOEC7Z3ZkjkagecJ/fFRx1Z46kVD1ykelaVhtXcHT55Zfz4IMP9hgtfuELX+DVV1/ln/7pnwCYP38+//zP/zzi/V199dVcffXVQ25z3XXXcd111w24/bLLLuOyyy4b3QsoAQxDoFQwoG+qT0JGWUUgZrVCCGN6aosgqH/va89x14Mb2LizA0MILjltETXJKDMqY8ysiY3Iz+dAJxI2qa8uY+ueFMctq2Pn3jSbdqe47/HNfPLCI1DIwEF7lkE0PP0+DyIcC0rGsSSyYw8q0wLR5KQLtpX0gwGpfpBBUXYmME2dwvbzQmRyLuawgZHEyKdQVhSvfBYqmhx8W2EgIwnM9N4RZUi8qoW9RonstxQRAtxe5Z4eZ+yqOSVxgaOUIpWxCVnRnuYzv3wWZq4VK9VYMDhShoXwSmsArWEIHM9HKjXg91F5DqpLdlEwc6RU8Liuz08276FUcOymq2/cuFZ97LHHcuyx+z/E9fX1/PGPf2Tjxo0YhsHixYuxrOn5xkwmkYhBKuMws6psyqekj2YieikSBEZZfvzQO6zb3oYQ8FenLmJGZRnVyQiza+PjM7c7wKhIRJhZVUZDc4aL3rWQO/6wntaUzW+f2calpy2ivdOlsSXDvLrykh3AOxRCGIh4FSJShuzYi0w3o9wcIlo+4eVi5XtBUCQlIlaOUV6LsML4HU2oTGuQySqR4cyO55Ozhxln5LsYdhoZrUCWzww0RcMwkm26CUaJgNWxq88okZBp9BFl98xUK5GSWt7p6vKK7n/vvPJZhPeuHUKUbSI8N8iAlUiQbJoC1+sSVvczJlaZQD6DFYYCFYVAc7Q/OOouqZVFrCk/p42Vov86GIbBsmXLOOyww3RgNEKiYZOs7U1Z19qBglKKvW1ZfvboJt7aGnRWXHzyQuqr41TGI8ypTUzLE/xEM6MyRlUiguspLj19MYYhWLe9jRfX76OiPERryqapNVvQ4HW6IKwIRvVczBmLEaEYKtOCcifmyl15DjLb2jWMOYk5czFm3RKMeFUgHK9dgFE1F+XlkdmOoNw2xeQdH8eXgzoVCzeH4WSQ8Rn4FXNGHPQoKxIEOSMQH8uyGmQ4gZAeVsfuntst0+hq9w4CpP2Zo9IQY+cdH6kkVq+LLr+8V8dage+NMiyE8hC+M2nrHA7TEEhf4hWwheitNyqUrTvQRodAEYKjdDrNrbfeyic+8Qne97738cYbbwDQ3t7OnXfeyfbt28e9yAMd0zCQUpHJlVb3wnSiOzD6v8e38Nqm4It80UkLmF9XTqIsxNy6+LQbJDtZWKZBfW2cSNikMhHhnOOCk87DL+6ioTlLeVmIprYcranS0kiMFiEERlkFZt0ijMo5QXCSaUPJwUWoo0G5dmAj4GYRZTWYM5dgzlgYdHr2OnEKw8SsnBUEauEIKtOKmuLOpWzexRBioCehUgi7EyE9/ORs/OSs0XnzmOEe3dGwCIHb1dJv9Wrp7w6O7C7dkd/a3cZfGsFR1nYx+mUh/cQMlDAwvBxGvsCUBmEG2bESauc3DYEnZcGONZUZvI0fdHA0gD179vC+972P66+/nj179rBhwwYymaB9trKykp/97Gfcc889RVnogU4kbNKRcaZV+3SpEARGOX791FZe2bgPgAtOmM/iORWEQyZzZ8SnpWZmMolFLGbXxHFdyaolNRyxsAqpFL98fDOeL4mGDRpaMnRmS+dKd6wIM4RZNRuzbgkiWo7KtqGcAg6+I0Q5uaBc59kY5TOw6g7BrJ2PEUsOWbozYsnAJiNZh8qnpsx6wPN9MnmPSKjfWpXEyLeDEcarnI+M1xYWXg+FMJCR+Cj8joIZmb39joQBKHBdP3DqT+0FAs3RVOP5kmzeHWjia1j4iTpgEL8jIQAx4vdlMhBCgBLDZI4GirEhKKv15qAPjv7zP/+TTCbD/fffzz333DMg7X722Wfz3HPPjWuBBwtBac0lp0tro0IqRVNblt8+s5W/rAt+NM85bi7L5ldhCsG8ugRl07SVdLKpTISpq4qRznm854QF1CQjpLIuv35yK7GIhZSBQNseYlL6dMKIlmPWLcSonhe0h2daR5xFUkqh7GwQFEkfo6Iea9YhmDXzglEmIxQKCysclPtqF6KUGtUaikXO8XE8n1BvnYnvBv5F0Qq8qvmoyNhHHKlQ4Vb2QnhVgSmtmdmHcHoFiwJsRyLbGgGFiJZjlI1v+kExyDs+jqsKTjjwE10t/Z2D+B0BlFBZDYLBw4WMIPd3qhXOHPV/TCY/vT2OYJzB0TPPPMPll1/OIYccUvDHYN68eTQ2DvHB0PRgmQa+H6j8NSNDKkVTa5Y/Pr+D594OBhWfefQcVi6pRUrF3LoE5dOsDX0qEUJQV1VGMh7GdiXvP2MJlmmwuSHFU280koyHSedcGpozUzNTbQIQhoVZMROrbnGXeWT7kBkcpSTKTgeaJaEwquYGQVH1HMQgfjbDrkEYGIkarJmLEbEkKtOOcievhJnJ9S2pdeuL/MRM/Iq5MAbrga2NKZ5+oxEpVZfuyByR7kiFygLPJMBq2y/JsAxBxnbxW4OxIaVSUss7HlKpgl1+XnkQHFmDiLKVYSHcsWcsJwLDEDgFvtvd7thGvHDmyPVlH+F1Oje92/hhnMFRPp+nurrwmwX0lNg0IyMcErSn7WktfJ0spFLsac3y0Is7eeqNIAA/dVU9xy6bge36zJ4Rp3KYAaqagYQsI+joMwXlsTDvOXE+AI+/2sDWxk4qy8O0pHLs3pfp4z0z3QmE0gsxaxegUMh0Sx8dkJI+Kt8ZdO0YJkZ1MLLErJxVtI4zES4LNErVs1FuDplLTfhvgedLMrZH2DICfVE+BcrHr5iLLJ/V0zE2Gt7e2sqPH9rIn1/ZzavvNHfpjiKjKK0tBPqW1iwz8OBxm7v0RiVQUoPAFXsw+wO/2yk73RQ4YvfHsIL3ZJIzhUNhGgKnQGZ4uMyR58mC7tgHbXC0ZMkSXnzxxUHvf+SRRzjiiCPG8xQHFdGwRS7vkSswS0izn+7A6NGXdvHEa4FT7klHzuLE5TPJ5v2D3v16vMSjIeprysg7PssXVnPUoYHR3q+f3EIm55EoC7Nrbycbd7axe1+ajowzbWaxDYUwDIzyWqy6JYhELSrXicp3InMdqGw7WBHMGQsxZx6CWVE3IX5JwrAwK+sxZyxCWKEusfbEZZPzjo9nO0SUHeiLrAh+xXxkWfWYJsa/taWFXz25padB69m39iCVGKXuqJcou2tHpmng+n5JibE9X5K1PcL9tVpdyFh1IEaXHkamZcD9yjCD+WolJsp2+l30KKWGdMcGcP2+5qGZntEh01frOa7g6IorruhxtE6n00DwRm7fvp1//Md/5LXXXuPKK68sxjoPCkKWgetLsnbpiPRKDV8qGpszPPHabh57NWjpXXN4Haetqied87T7dZGoTkaprYjSnnE49/h5zKyKkcl7/PKJLVimCMaKCMHethybd3ewcWc7DfsypA6AQEmEY5i18zDrFoFpIcJxzLrFmDOXBK3MkzCKJOiqW9wVpHWg7GzR9q2URLmBjUC+rQnTzSJMEz9Rh1c5HxVJjGm/b2xu4ddPbUUpWLmkhrKoRVunzdtbW7t0RyP7XHjJ2SgjhOFmMTJBg4UQIBCotu6ZalOfOco7PrbbT6vVGyF6ldYKyEsMC6RXUqJs0xB4vsSXvY6VnQEv0EaJeNWAxyil8OWBlzkaV1h38cUX09DQwPe//33+53/+B4CrrroKpRSGYfD3f//3PTPRNCMjZBl0pB1qklF9gu+HlIpdezt58vUGHnkpuII8ZukMzjp2Dh1plxmVMWbVlGn36yJgCMGs6jJytkfO8Xn/GUv44e/WsXNvmkdf2sX7z1pKWcQiYgU2FHnHp6ktS1Nb0HlZWR6hPBaiLGpNS9PNHvPIWDlg9GnFn7Q1WBHM2nmoaBl++x5UthURqxyTeaXyHPDs4L8ICIWR0XLawwlUPIoXj4++E60Xr29q5jdPbwPg6MNqec+JC3jmzT38+ZXdPP1mIyvmLe4JBoYt1RkWXuU8Qq1bCLVtw+7q+orSld2iNGaq5W0PKcEMDf5745fPItS+I+hYq1/Z904hglJmCc1YM02BYwdeR92WcN1ZIxEr7C7fPXS2e3vPk+S7SnMHbXAE8OlPf5r3vve9PPzww2zfvh0pJfPnz+ecc85h3rx5xVjjQUU0bJLJe+Qdn1hk+qYkJ4K97Vle3NDMn17YgVKw6pAazjt+Hm1ph9pklNm18WnrxlqKhEMm9bVxtjWkiEcs3nvyQv7vsc088+Yeli6sYUFd4JRrGIKyqEVZ1OoKlDz2tGTZIyAesUjGw5SXhaelW+5Uj9ERwkCUzwjmxLU1Bn4z0fJh57Mp6QfBkGsHehczhAhFMcpnICJliHCMzrwi09FBZVl4TCW0bl7duI/fPRuIp49ZOoMLTpiPEIJjl83gmTf3sK89z/qGPEcmwgjPQY3AVsOtWkiodQtW23bseccDEHOagzvj1WMWvxeTdM7BsoZ+3/yhMkfQNWOtdDrWAs89L2i46PKFk8PojbqHzoa6oqN0V6eaaQii4enrLVeUb373gNhUqq+AsKEh0IPMnj27GE9zUBAOmXRmg5Z+HRztp63T5rm39vDbp7chFRy5qJoLT1xAR9qlMhFhzoy4dr+eAJJlYWZWl7FrX5rD5law5oiZvLC2iXsfXM+Hzj6UBTP7lmCCQClEWRR8GVxBNrZk2NOapSxiUZmIEI+FpmWgNJWISBxzxkJkRxMytRc8B1W2v71eKQW+EwRDvgvCQIQiGOU1waiUUDQY1Nq79JHPIGBcx+HlDfv4w3NBYHTcsjrOWzOv5zmiYYvjDq/j6TcaefrNPRx+aiVWthnF8IFNj+6oY1dPl1soEwRHfnLqzyeBkN0nYhkMlfbxupyyjUxz8Dr6lWSVYZbUjDXDEEhFH68j1d2pNlgbv1QoOXB0SCIWmtbVj3GdfW3b5sYbb+S+++6jvb190O3WrVs3nqc56LAsg1TGplqLioHAM+P1Tc387plt+FJxxMIqLj55IZ1ZN3C/nhEfvO6vGTe1lVFytkdrZ56zjpnDvvYcWxpS/PhPG/irUxdxxMLCHaumYRCPGsSjoSBQsn127UtjdgVQlYkw8ViIWMTSpdARIEwLo2o2IhpHtjWgMq34YYnMpFCeD1YYESnDiFUEMxLD0UEzX76UdKRtIuGxX1C8uH4vf3x+BxDo/s45ft6Ak+EJR9TxwtomGlqybG6tZOkIf9JkrBoZKcewO7E6diFjVZiZwK7DKZs55jUXi269UWU8DEMkflQ4gQzHMZwMZnovfkW/cqBhIbyu7N4Ez/obOaqPbnDYzJFS+L2G1e4XY0/fkhqMMzj65je/yf3338/ZZ5/NMcccQ0XF1JtyHQhEwybpnIft+ESmcVqyGNiuz5aGFL97ZhuerzhsfiWXnr6EVNrW7teThGkYzKopI2t75GyPD7/7MH77zDbe2NTMfY9v4f9v77+jJDvrO3/89dxYuavj9OQkaTQa5TQSEpKQECCRbLCNVwSBsBBLMtjsSnsMGGyvj4+9Z9dGuwaBZJL52gbbPwxYEpIFSLICCqDAKE+e6emZnk6V66bn98etqq6e7uquztU9z+ucOWe6uqr6qXrq3vuuT3h/rr/E48LTe6Z9jnhUIx418f2AouNz8FgOQ9eI2gadqQjppLUs65MWEyEEIpZGmBFE9ijoAq1tFRhRhBWdNt1WpVAKa8nS8dl13P3ihaP85InQc+iSHau49sJ1k0YJYhGT80/r4hcvHOPhF0fYdoHeXN2RELjtm7D7n8cY3ocTbUfPhSav+cgq3BNNKxeZUtkbFy1piBD4yV60wd0Y2SMTxJHU9HC0iu+FQ11bASnwgvrIUaVTrYHHkR9IpKQucrT8PY5gjuLo/vvv57d/+7f5kz/5k/lajwKwDI1cwaVQ9k5qceQHAX0DOX70yD6Gc2VScYv3X3cGo5kCuq4r9+tFJGIZrOmKs+9IhiCQ3Hj9GfzDfS/x1EvHuPvxA+RLHlecs7qpMLquaySiGomoiecHFMse+45maM/Z9HTElv1JdTEQZgS9exPR9hjlkSLeDD2nckUXgtml1B7f1c99T4YNEa87s5drLlg75b5fuqOXp14aYP+xAvtG42xMN1d35LVvxO5/HnN4P87qc0O/IKAQ6aFYXlpxlCk4k7piT4aXXI05uHvyMSKagXAKlaLs1hBHmgaOO2YvENTmqk0ujoJAjkstjqXVlveX1jl9TRNCKB+jBUAIga4LMvnlPehzLkgpOTpc5OfP9vHa4VE0IfidN2yt/A7WdceV+/Ui0xa36OmIkS06SOBtr9vIFeeENRUPPtPHPb84MGEA5XQYukYyZpFOWGQKDnv6MhwZXFkGkwuFEGJWnWtBIMnkHWx75o999Ndjwujys1dPK4wAUnGLc04JUzIP7m5+Er2X3hiOEikcRysMorlFJAIn2rOkdieuF1As+w39jU6kWpQ9+Yy1cHBcS7Xz64KyO3b8yWk8jk485vMroI0f5iiOrrnmGh599NH5WouijmpqzXFPTkPIoUyZ5149ziPPhyeUN164lp72GGXXY213QrlfLwFCCHrSUdqTEYayJYQQXHXeWq7bGbpoP/XSAP/60J5Z+RzpmkY6aWOZgr7jefYeyTCad5Rb/AJQTY/OtJPoP587UrPQuOKc1bzhvDVNF9y+7sxehIDXjpbpyzT3+ZBmtCYsrP7nAQji3ZgRm0zeXbLPRskJz8tWk5Gr2oy10kiDcSGiqdEqi4WuiXDIr5TIwEPmR4Ap5qqtwKGzMENxNDIyMu7fxz72MQ4dOsTnP/95fv3rXzM0NDThPlMVaisaY5s6JdejcBIOos0WHHb3jXLvE2Ek4vSNaS46vYds0WFNV4LOlBJGS4Wha6zpjGObWm245EXbe3j3lVvQNMEL+4b5h/94lfIsRX3EMuhI2ZQcjz19oxwayK2YQbetQr7o4gdyRvVdDz3bx09/GRowXnXeGq46b/qIUT0dqQhnbg7TMg/tDZp2hfbSmwAwh/eEP6dWY1saJceveeksNiXHJ5BN1BtVkGYEPxqaJ04WPZJCQ3itM2NN1zT8IOxYk/lhQIZmqNHJhw/7fjCuljx3MhZkX3LJJRMOCCklL7zwAv/8z//c8HGqW23mCCHQhCBXdE6qKEnJ8Tg8kOMnTxwgU3BpT9q847JNZPIu7W0RVnfFyWaKTNk/q1hQYhGDdXaSZ4cKmJpA1zV2bO4gaht876evsfdIlm/f+zI3vPHUWZ0ghRCk4hau53NsuEi24NLbESOdsFX7/xwJpGQkV266llFKyYPP9PHQs6FPz9Xnr+Xys1fP6m9fdtZqnt8zxAv9AcdHSnR1TO/E7bZvJHLwcUQlSuQnV2MaOpm8u2RecDOpN6riJ3vRi8Po2SN4HZvH/1I3wnZ+KefkNzVf6Jqg7Ph4foCotPGLeGfDFK7rB9QflislcjSjT9bHP/7xZe1bsNyIWOFJwG0PZnwwLkc8P6BvIM/Dzx5h75Esuib47au24vsSy9RZ06m8jFqFznSUzlSEgeEiHW2heN+yJsUH3rKN/+8/XuXIYIFv3PMS7732NNqTsxP3pqHTkdLIlzz29WfpSDr0tMeIRZZ3oedSEjqee01duKSU/PxXfbXBzm+8cB2vO7N31n+7pz3Ktg1pXj4wwsOvlfjNi6cXR35qDVI3azU51WGumibIl5xZf7Zmi+v5FMs+tjmzlKSXXI117EWMbD8nVpLK2gBaF/Slr6PUdYEnJX4gMWr1Ro0HzHteUPvSIqU8ObvVPvnJTy7UOhSTELF0hrMOhbJHW6u0eS4Q4TDZPL/eN8TjL4ZdKdddsoHOtgjZgsum3qS6KLYQuibo7YyRKTjki24tQrSmK86Hrjudv7/vFYYyZb5x90u899pTWdUxO0djIQSJqIlvBQxny2SLLqvao3SkIkooz4J80cX35bTvnZSSn/7ycK3m700XreOSHbMXRlUuP3s1Lx8Y4bkjAVflfdrj04gMTcdr24A5tBsALxkaQNpm+MXR6wgW9XNQdHwc1yceqT8fTx8wGFeUfWKESDMQbhHhe8gWEEeiMtbE8wPMauSoQb0RVIbOVl6P4wa1msP4Mj9fq7NLCyOEQAD5QusU6y0Ux0eK7D2S5f4nD9YGV557SieZvEN3OkJ6kb8hKqYnahus7oiNOyECdLZFuOmtp9OTjpIrunzznpfZfzQ7p7+l6xrtKRtDFxw4lmPfkSyZQuuMXVgOhCk1Z9ouKykl//HUoZowesvO9fMijADWdsXZ0hsnkPDIq7mmHuNW3LKl0AniXQDYlobjLn7dUansAXJcBkUaNiBCI8cG+IkepNDQ3AKinBn/S6GFgilopfO8wPdlXadagzb+6tDZE9yxLVPDmmF0rdVQ4qjFsS2dkXx52U86n4rRXJm+43keeOoQ+ZJHdzrC9ZdsIFNwScYsejvUMNlWJZ206UjZZE7oLEvGLG68bhvrexKUXZ/v3vcKLx8YmfPfi9oGHUmbXMlhb1+GvoH8SdvROVNKZY9S2SM6hceQlJL7njzIY7vGorcXb59fR+rLzwmjP786UCZbmn7v3K5TCQwbt3sbaOEFt1o0XFrkhpVswZ1Q4iDNCBj21DPSNAM/3g2AMVlLf4u184PE9f3m5qpJaufnlVJvBEoctTwRS6fs+Cu2a61Q8jh8PM/jLxzlwLEclqGFdUaBRBMaqztjajRIC6MJwaqOGBHLIF8a/xmN2gbve9NpnLa+Dc+XfO9nr/HMq8fn/jc1QTphE7V1jgzl2XMkw3C2TKDa/qekUPJw/QCjQf2ilJJ7f3GQX7wQOlG/9dKNXDSN8/ls2NibYkOHhRfAo69N36Ul7SS5c24gf/bvjLvdNMSiRg8d16dY9iZGRDQD7ATCn9qXbiy1NnEIrRStNWNN1zXKTtDUXLUgkFQbH5U4UiwamiaQcsxYayXhej6Hj+d4+cAIT7wYnpDf9rpNtCdtCmWP3o6oMnpcBkQsg95qeu0E80bT0PidN5zCuad0IiX88JF9PPL8kXnxqLFMnY6Ujev57DuS4eDRLMUV+iVirshpUmpSSu55/ABPvhQeh29/3UYu2Na9IGsRQnD5jjBN89TeIgWniai4pk+YPWZbOoWyv2iRw5Lj43gB1mTiMpKAYOp1VMXRpJEjTUe4lY61FkDXBGW3PnLU2B1bBnVz1UpKHCkWEdvWyOQd/GDlpNaCQNJ3PM/hgTz/8VQ4o+nC07vZsbmdkZxDZypCV1t0iVepaJZ00qarLTKpcaOmCd5+2aZap9MDTx/m/qcOzYtAEkKQjFkkYyaDmRJ7+jIcHymuqGNlPig5PoWS29D48bndgzz18gAA77hsE+edtjDCqMop6ztYnRI4vuQXuwuzeg7L0GrRnMWgWPZAMnnHthlF6saUZo5eMuy007NHJ9QnSc0IvZ+a9H9aaHRN4JfyUDGt1OKNI0d+neeTihwpFpWIpVdcbVdGbUU4GqTA0eEC//H0QYqOz5rOGG+6aD25okssYrK6I648bZYRmhCsao8RtY3aCbIeIQRvvHAd1160DoDHdx3lBw/vnTcRYxgaHakIQkj2H8uy+3CYalMiKSRfcnH9oGGK+rndYYTginNWc+6pXQu/IDPCFadEAPjFnuK4cRXNUmtYWQRxJKUM/Y3MBuck0wYjMuVolCDWEdoSBC5aYXD8LzUDEXiIFinK1jWBKA4DIOwEwpy8ISaoDJ0VtZqjcC+WuwEkKHG0LNA1jSCQKya1Npwtc3SowJMvDdB3vEDE0vmtSp2R70vWdMZO6oG7yxXb0lndGcfzZMPZaJfu6OU3Xr8ZTQie3zPEPz3w2rymRWIRk/ZE6LC990iGPX2VeqQZznxbSUgpGc01Ni7Ml1z29YfdhOecsgjCCEBonL4hTVdcUHQlT+6bnUO0ZWpk886C15s5XkDJmcLfSGhIOzl1UbXQ8BNhcfuE1Jqmg/TBb5HIkS7QCtO38fuNhs4u8zZ+UOJo2WBbOqOLcBJYaHJFl77jYRHt05Uw/m+8fjOpuEWu4NLTESMVV3VGy5V0wqIrPXl6rcrZWzt5zzWnYOgarx3O8J37XuHIYGHeBIymhQ7b6YRFseyxryKSRnMnZ9F2yfHJlxrPUntp/whSwprO2KKaKgo7xhWbwkvQY68Vcf2Z741thg0rpQWOqpccH9eb2oxXWhUvryk+Y2Optck61kTLRI40IdCLI+H/pzCAbDR0diVEjlpK3t1zzz388Ic/ZNeuXWQyGTZu3Mj73/9+3v3ud0/pzH311Vdz+PDhCbc/99xz2HZr+ePs7hvljn/bxUXbeuhoa74TJBxE61Ise8Qjy/ODV3Z8Dg/kGBgpct+TYZ3R687s5bT1aYYzZdIJm550VLmwL2OEEPS0x8iXPHJFt2FB/anr2nj/m0/jH/7jVQ4P5Pn6j17ANDTWdsVZ1xNnXXeCdd1xYnP4rFdFkh8E5Iou2T6HtrhFZzpKMmaeNPYQxbKH6/mk4pO/l7v2hRGC7ZvaF3NZSMPm7LUGP90jGSkG/HJ/kZ1bZmYWahgarh9QcrwFNYktlsOL/lTnJmlEQodr3wlb+ydhnBnkiQgB3tQdb4uFEAK9PBL+fwpx5J8gBFdSzVFLiaNvfvObrF27lttuu4329nYeffRRPv/5z9Pf388nPvGJKR/75je/mZtuumncbZbVehGIwdESx0dL/PRXh9mxpaPpA9rQNXw/bMddjuLI8wP6BnOM5Mr85MmDOG7AhlUJrj5/Lfmii2WGKRnlerz8sU2d3o4Y+45kcD2/YZ3L+p4EH7r+dO5/6hAHj+Youz77+rO1FA9AZ8oOhVJPKJa609EZ16LpmkZb3ML3AzJFh9GCQzph0dkWJRk1V7wYH82XG7bv54su+yvv9xmbGl8EFwKp2+imzeVb4Me7yjzyaoELN0XRZ7q/uiBXdOlIRRZmnVKSLbiTd6mNW4iJNGOIcqZiDDmRWuQoPxAWb+tj53JZccpuFcxSWHPUqI0fwvN6tYkwHB2ixNGC8JWvfIWOjrED9NJLL2VkZIRvfOMbfOxjH0ObYop0V1cX55577iKscm5csK2b3o4Y/UMFfvarw7z10o1NP9YyBSO5Ml1tkWV1Qg+k5OhQgaFMmcdfOMqx4SLxiMG7r9yCH0jKbqDGg6ww2uJheu3oUJGOlNbw89qdjnLDG08lCCTHR0scGshx6FiOQwN5jo+WGMyUGcyUebZSMGyZlehSnWBqdviormukEzaeHzCacxjJObQnbDrbIiRWqEgqOz65YuOU2ov7h8OUWtfiptQA0HSkFef8NSV+/prGaDHguYMlzts4sy5V2wyj6p6/MKNEHDegWPaJWNM/t7QTaMXhhmOxpZ0kMGNobgE9P4CfWjP2u9qMNS/0TlpizFrkaApx5I0NnS2UvVpGMR5d+vXPlZZ6BfXCqMr27dv53ve+R6FQIJGYflBhq6NrGu+8fDN3/HAXT788wHmndrGmK97UYyOWQbEUdq0tJyExNFri6HCRvUcyPPvaIELAu67cQiJqMpQp09MeVeNBVhhCCHrSMfJFj2zBnbaOTNMEPe1RetqjnF9pIy+WvYpYynNoIMfhgTyOG7D3SJa9R8aiS11tEdZ1xytiKUF3euovD4aukU7aeF7ASK7MSL5cEUlR4hFjRYmkfMnFcX0SDS5WL+wLowOLHTWqIq0Yphjk0lOi3L8rz8OvFjhnQ2RGKU/b1BnJOxTL3oL4opWcMC2ZjE1/zpVmJCyubiRwhMBP9qIN7UHPHhknjtB0hO8gfDds7V9ijIo4mipy5PoTR4fEbAN9ikDGcmHpd2Aann76aVatWjWtMPrRj37E9773PUzT5MILL+Szn/0s27Ztm/PfNwwNvfJtRJ+nbyWnrU+zbUMbLx8Y5d5fHODDbz+jqZOBrocTyh3PJ7VMBtGO5MocHSlSKLnc/+QhAN5w3lpOWZdmJFsmnbRZ25PAasIFe773QTE7mt0Hw9BY25NgT18GP5AznrWUiFmcvrGD0zeGF+4gkBwbKXLwWBhdOng0y2CmzPFKqvqZ18LoUnvS5sbrTp82EqLrGrZt4HoBo3mHTNGjI2nR1RZdFgWlzexDvuLobExyfGULTm3m3VlbOpfkuBJWFGEYXLIpwn++UmAw5/PSEYez1o2PHglNIHUNMckadT0sIHa8xu7fc6FccRWf7D0EakJA1zSwYwgrghF4yAbn6CC1Bob2YGaP4teLCGEi3Dy6CJBLfY6TAUZ5FAAj1Yk+xftqGDq6rtWsZhIxs7nPktQQevhlZT72bb6vDy0tjp566inuvvtubr311invd/XVV3P22WezZs0aDh48yFe/+lVuuOEGfvCDH7B+/fpZ/31NE7S3j0V1Uqn5MSUsB/CmSzax78ivOTSQ5+WDGXY2OdgxEBq+ppFOx1r6G26+6DIwXOB41sW0DH702H5cP+D0je289fVbKZU92lIap6xP05aYWdRovvZBMTea2Yd0OoZmGhw6liWRmFlEYNLna4tx2saxb7K5osv+Ixn2Vf4dOBq27t/7iwN85DfOavoY6WyP47g+mYJD/2iZLgRd7bFlUTvRaB/Krg96jp7OBJFJUo/P7RlCStiwKsmGNekFXmUDAgucBHEkV2xP8ZPnRnn41QI7T2s7Ye9sSEQgNvlrlUJDLsB5UUpJ33CRznSc5DTRz3jcDtfpd0P2KMQbnNd6NsA+MPL9lcfUIUyIaJBY4nNcfgghA6TQSPWuxrImHgdBIInGCkSBeMTEl+FA3XTSJpVsYv2ehj9qkUxFxl1n58p8XR9aVhz19/fzmc98hp07d/KBD3xgyvt+7nOfq/3/wgsv5LLLLuO6667jrrvu4otf/OKs1xAEkkymgK5rpFJRMpki/jwMgM2MFhEy4Mrz1nDfEwf50cO72bSqudoJz/Xpz5VI2XrTtRaLScnxGBwtMThawvF9EhGTH/3nPgaGi6TiFu+4fBMjowVGcw7rexIErsfwcHPeHvO9D4rZMdN9iOigS8nh/tEZC+FmWN8dY313jNef3cvxkSJf+cGveWn/MI88e4izt87Mt8fSoOy4vHogz77DI3SkbDqSEQxdQ2ihOZ4mREt8MZluH4azZQaHCnSkbBxnYov40y+Gw2VP35gmk126QmDNM9GKQ1ywIcnPXhD0Dbv8aneGbavHCqxFsYyfKyH9ydfpuD65XIn2mDmvHmklx+P4YB7b1pENxoPomkY8bpPPh6ajwtPRCyWkLIUdaCdidpIERH6I3MgImGMXc1H0CEYzBHL+xMJs0AePkAR8O83QcBHbmmhu6fkBmUwRXdfwXY+B4TwAEVNv7vPkORSKDtlMiYidn/ua646HeNyecwSp9a6uQCaT4eabbyadTnP77bdPWYg9GT09PVxwwQXs2rVrzmupnxXl+xNnR83qOf2AwIOLTu/mly8PhN1rTx/iLTs3TPtYXROUyh7ZvIO51KHXOsquz1C2xOBombLjkYiapCM2T7x4lF17h9CE4Leu3IJtaAyNluhsi9CesGf1fs7XPijmRrP7oCHoaouy98gohZLb2EhvHmhP2lx+9mp+/qs+7nn8AJt7UzOuzzM0QTpuU3Z9jhzPc3SogCY0NE2gCcJ/moapi1ra3dA1NBFeKKv307VQROmaCG+rCKv5ptE+DGfCWV2hF80JLdeFMePH0zekl/TLhjQi4HnYMbhoU5RHXivw85dzbO0ZK5LXAkngBwQN1qkLKDoe2YKDrs2fAM8VXIqOR9TWp32P/CAI7yMs0EykW4bJUmu6jR9Jo5dGEKNH8Do21X4l0JDlwpJ/+dPzob2Da7dRcrxJOwjLro/jBkQ18H1BJh8KqHjEaG79foD0w+vhfJ7P5+u9azlxVCqVuOWWW8hms/zTP/0TyWRyqZe0YOiaxlt2buDv73uFJ186xrmndtHbMb3Ph2FojObLC9a6OhNcL2A4G9Z8lMoe0YhBZ1u4roPHctxXqTO69qJ1rOtJkC04xKNqPMjJRlvcoqctxpGhPNYU3WvzwWVn9vLC3mGOjRS5/8mDvPP1m2f1PLapY5s6fhAQBGGKJQgkgZR4nk/JkeFtss73T0qkAEFYB6MJgagII0EomLrT0QU/dl3PJ1toPEvtxf1hIfba7jjpBYjmzQSp25UiZp9LT4nyiz0FDg557Dvusrm7udpKIQQagkLRm9fXUyh7aDSOFEop+foPd3F8tMQF27q56PQeUnELaUQRbr5h3ZGf7EUvjaDn+seJI2oda374niwRWmV0iGun8RqYc4ajQ+qGzq4gA0hoMYdsz/P49Kc/zZ49e7jzzjtZtWrVrJ7n6NGjPP3005x11lnzvML5Z8uaFGdsakdKuOfxA00N44xYOvmiR9lZullrnh9wfLTI7r5RDh7LAZL2lE3UNpBS8tRLx/j2vS8TBJLtG9u5eHsPZdfHDySrO9R4kJOR7vYoyZhV+4a5UOi6xtteF1pkPLt7kD19mbk9n6ZhGhqWqROxDWIRk0TUJBW3aEvYtCftMP2Wsuloi9CZitCetEnFLWJRA9vUMDSBEOB4PgeP5RjOLqzZX6HkUXb9hsdZ1fjxjEU2fpwMadhI3UL4DsmIXmvlf+iVmaVabEsjW3TmzWk9kJJs3sEyG18mB0ZKHBrIU3J8Hnm+ny//8/P860N7OFywEFOMAvErfkdG9si426Wmhy7ZSzyAtiqOPLu9YSRmJQ+dhRYTR1/60pf42c9+xkc/+lFyuRzPPPNM7Z/jhCfUG2+8kWuvvbb2mB//+Mf84R/+IT/84Q95/PHH+f73v8/73vc+dF3nQx/60FK9lBlx7UXrMQ2Ng8dyPL9naNr7W4ZG2fUpLNI06nr8IGCoMv18f38Wzw/oSNnEImEIvOz4/OuDe7j78QP4geTUdW284/JNSBmGqHva1XiQkxXT0OjtjCEQCy7s1/UkuOj00IH+3x/bj+st7hcJIcJokaGHosq2whrBZMxC1wWHBnILKhKzRQdNTO7onC04HDiaA+CMjUsvjkK/o1joLA1cfmoMTcCeAZdDw82P07BNnaLjUXLm57xYdnzKbjBll2XVQLO3M8bm1UkCKfn1niG+9h993PWkx0t9xUlH1nhVp+zMkfHjRjQDAn/KAbaLgV4Mr0NeJI3XQBwFlblqY0NnV5Y4aqm02iOPPALAX/zFX0z43QMPPMC6desIggDfHzvRrVu3jmPHjvHnf/7nZLNZkskkl1xyCZ/61Kfm1Km2mLTFLV5/9mp++svD/MdTh9i2Pj1lZEUIga4LMvnyohm3BVKSyTscHymF06kNQXvSHpcaOzJY4F9+vpuhbBlNCK65YC2X7FiFEEKNB1EAkIpZdLVHOXI8j2loC5pavfqCtbx8YJjhbJkHnznCGy9ct2B/ayYkoiaZvMOhgRwbtOS8X0xcLyCTdxueQ17cPwLAuu74ghTIzwZpxtDyg0ggHdM5e32EZw6UePjlPP/lknRTz6HrGoEvKZS9OY2dqVJyfDzfxzQaP1fVCuG803q45IweDh3L8fiufnbtHWLfsGTfE1k64wUu2Rrl3A1RLCP8vPuJHiQCzS0gyllkJBU+oRCARAReQyPJxUArhJEjP5oOux4nwQ/kuDXmiqEoVeJoAfjpT3867X2+853vjPv53HPPnXDbcuSSHat45rXjDGXKPPhsH2+6aGphF85a83Bcf8b+MTOhap1/fKTIaN5B0wXphDXuoial5OmXB/jJEwfxA0lb3OLdV25hXU/oTaXGgyjq6UlHyRddMgVnQepdpJQIIbBNnesu3cg/PfAaj+3qZ8fmDlZ3zmx210KRiluMZh0OD+TYsCo5r52nhbJHyfFJJyaP0L5QS6ktjfHjZEgjAppWq7V5/akxnj1Q4qV+h6OjHqubDDbrhkau4NDVNvd27mLJm7KAXkpZi8BtXdsGwOrOGL95xRauuWAdTz27h6f25BjM+/z7czl++mKeCzdHuXhzlFTUxI93Y+SPYeT6caviCAAB3tJGjqppNRnraCiOgkBSfXd8P6BYroqjlpIVs0ZdqVoEQ9d4y8Vht9ovKiM2psI2dUqut2CpteqcnP39WXb3jZIpOKTiJm3x8cKo5Hj8S10a7bT1bXzkHWfUhJHrBZTdgNWdsWXl6q1YOAxdo7cjhoaYcwokCGQ4IqPgMpwtMzRaYihTplAKn3fb+jTbN4Y1fT9+dN+81aPMB6mESaEUuoA3ugDNhnzBDQvCJ4nKZfJ1KbUWqDeqEtYd2bV0UlfS4Iw1oXB++NXma49sUyNf8uecRg2kJFt0MKeoNxrKlMkVXXRNsKE3Ne53qbjFNeev5rNXmlx/VoKOuE7RlTz8SoG/vm+Qf306Q9YO074nDqGVmo7wlnDGmldGcwvhWuIduF4waWqwfuhsvnK8aUK0pMXMbFDiqIU4ZV0b2zakw+LsX0xdnC0qnTDZwvx/wyiUXA4ey7H78CjD2TLJqEk6OdE34shgnq//6EVe2DeMJgRvumgd77n6lNrB4fsBmbxDdzqixoMoxpGMWXR3RMkXvaYFi+8HoY1FwWE4U2ZwtEwm7+D5EtvSWZWOsWl1itWdsdq3WIC37FyPbeocGSzwRMXbpxUQQpBOhgXqh4/lcOfJJmQkX54ipRZGBNb1xFur9q9WdzRWY/T608Io368PlRnMN/cZsU2dsuvX3JpnS9nxKTs+9hTO/dWU2rruBOYkDs/SiGDZJjs3GXzyjR387sVtbOw08SU8e7DEvQfCTmzneN948aEZCM8BuTTt/FpxBIDAiKJZUfxg8vZ4zw9qNk65Wqfayhm/szIk3grizRetZ/fhUfb3Z3lh3zA7NjcOfUcsnWzBxfWCSQ/O6ZBS4noBjhfguD6lsk++7FIs+3heQCJmTJqyC7vRBrjvybo02lVbWNc9NuLF9wNGcg6dqQi9HfEF8XdRLG+626LkCx6ZvEs6OXahllLi+xLXD3C9AM+TIGStayxmm8TbDGzLwDI1LEMf9/kvlDyOj5RwPR/T0EnGLK69aB0/fnQ/P/tVH6dvaG8ZsS5EWLs3nC2j6YJ13Yk5pZ4L5bCLta1hSi0URztaKKVWRZoxtMJgrY5lddrk1FUWrx51eHivz9vXTv8cQgiQUChPP89vKsJ6IznlWItqBG7j6gZ2M7qFNCIIt4RmW2xfY7N9jc2hYZfHXitwsD80KLUKR7n9p8fZuTXBOesjmJqB8MuhUDQW/3NaLcYOoml0TRD44XthnqAWPG/iXLWVUm8EShy1HOmkzWVnrebBZ/q478mDnLqurWFNUcTSGck6FMoebdPMWgukxHUDyp4fCiHHI1/0QnHkB1Cp0zB1jYilYcUn/5CXHI8fPbK/9g102/o077h807hQanXqeVdbhLVzPNkrVi6GHnav7enLkMk7oSgKJCAwtNBgMRUzidqh67Fl6FimNu3nKWrrpOImI3mHdCI8ds47tYvndg9y4GiOf398Pze88dSW+YaraWEd3/HREromWNuVmHWheq7oImmcUgttN2B7K3SpnYA0IiC0cR4/V5wW59WjDs/0BVxR8GhmKoVlamTyLqva5az3OF9yENOctqqdapt6G4gjIZBWEq2cHVe4vK7d5LcvamMkH8N72iAiXER+mB89I3nghRwXbY5yyWqXSNpDsvjiqFpvFETb0TSBFwSTdqy5fkD1Y5afjTjSdDwruaR+TlOhxFELctmZvTy3e5DhbJmHnm3cZVNroSw4tNV9SwoCGbqXViJCxbJHoeTieBLPD5ASdI2Kd4tGLGI0dTLuO57nXx7cE37L1QRvvGAdO8/oGXcCUsJIMRMSUZPejihDmRJR2yQWCaOVVuWzOZvp3kII2hIRhrKh541Wcap+2+s2cce/7WL34Qy/3jvEWVsaTxtfbHRdoy1ucWwkHMfQ2xGbcbTVDwJGc2Ui1uTvWfULzfqeRGul1CqM1R25yMoFc0OnyaZOk32DLo++NMybL5t+HIxthUNQS44/q/qXIJDki96U/kYjuTKjeQchqNVXTvqazCggwhTZCWorHTch1QuZQ7xtU45/OdLBSDHgwZcLPPIqnLXxMDvPXk9P++LOWasXR2EkTkxqBDnnyJGm49ttShwpmscwNN508Xr+6YHXePyFo5x7Sidd6ckPENvSGc07xCJlXD+gUHQplD08L8CvuPkausA0NKK2hqHPPCcspeTJlwa4v5JGSyfCbrS13eNPClVh1J2OsqZLdaYpmqM7HaUrHZ3X1GsyZhKxQt+beKWtu6stwuvPCUeL/OSJg2xd09ZSTQKmoZGMmhwdLKALQU/7zGwvCqWwSy3VIOpbNX7csbn1okZAWHdkRhGlUTDHHMRff1qMfY+N8uy+LNdeKqf9ImcaOpm8O2txVKrUG8Wm6LqqptTWdManHIcjzUgo+DwHaU50RfdSvRiZQ2yLDvGpa8/jpSNlHn2twKFhj1/tzfCrvbvYuibFJWeuYsvq1KJEO6viyI+FnxOJnFBzFARhlLd6zFbb+OMrpFMNVEF2y7JtfZpT17URBJJ7nzjYsDg7YukUSi57joxy6GiOTCH8NhOLGKSTFp1tEdoSoUmjaegzPrhKZY/v/3w39/4i7EbbtiHNzW8/Y6Iw8pQwUsyOanPBfGLoGh0pm9IJhbmXndlLTzpKoeRx/5MH5/VvzgeWqRON6BwZzDOUmZmLdr7kIqWcNNo2mnc4dCzs+mrFlFoVacURcvyebe62iBhQcgP6jjfXuaZpgnxpds0qJcfD9eWU57BqSm1Db+OoUbgQA2nHwZ98L/2qGWT2CLom2LE2ws1XdvB7l1icscZGCNjdl+G7973KHf/2As+8eryhKeN8oddFjiB8L50T/qYfSKRkRdccqStYC/Pmi9eja4I9fRleOjAy6X00TdBZGVnQ0RaOLIjaBoYx9/lVfcfzfO1HL/DS/hE0TfDmi9fzO2/YOuHbmOcFjOaVMFK0FqmYjalrOHVt8vM9WmQhiFhhavHwQI6RXHMCKQgkozmnYRTjxUrUaMOqBMlY66XUqkjDDtNPdZ1auibY2hmey3Y3uV+2GUaP/GDmQqJQdpkum1vtVNu4avrZn6HgazCCI1ERR/mBcSNDNnRa/O75Np/4zR3s3N6DZWgcGynyw0f28Tfff46Hnu2jUGrePXwmVA0gg2hYtK9rAucER/uJkSMljhSLSEcqwuvODA+e+5442NC7Y75DrVJKnnjxKH9390uM5BzSCYsPXX86O89YNeFvuV7ASN6hpz3K2m4ljBStQ1iYbU3wAlvq0SLNUK0DPHQsjAZPR6HsUSx7DQfNVrvUWsn4cTKkEUFqVtjKXscpneF5ZXffaFPPY1tapd5yZnsbBKHprT1FvVG24NSiehumqDeqEhpcGuNsCmp/L9JGYEYRMkDPDYw9pjJGpD2u8+adG/j0b5/NGy9cRypmki95/PxXffz195/j3x/dz/GRefREkgFaaXzkSNfEBB8uvzp0tvI2rbShs6DEUctz+dm9tMUtRvMODz/XP/0D5shYGu0gQSA5fWOaj7z9DNZ2xSfcNxxT4NDbEUaMZlM8q1AsFKGPkE0QMMFL6erz15KMmbXRIq1IImbiS8mhYzny00QJ8kUXP5ATvMgARnNlDg1UU2rphs/hB8G8eC3NCU1HWtHanLUqp3SFr+vwQJ5SE8a3uqbhBzR133pKjoczzTy1ar1Rb0eUSBM1TScaXI5DiHGptRqagfA9REVQRWyD153Zyyd/6yzedcVmVnfG8HzJ068M8Lc/2MU//Mer7D2SaWpw+VSIcg4R+EgEQSR0/dY1EQ6ZrYvCBbIydFZFjhRLhWnovOnicJTIY7/uZyhTWpC/EwSS53cPcscPx9Job9m5nt++auukJwDX88nkHVZ1RFndqYSRojVJRMMOuOIJTty2pXP9JWF67bFd/fQPFpZiedPSFrdw3IBDx3LjjC3rCaRkNN84pfZCpUttupRaJucymp+/qfazRVqJCWmodFTQmTSREvZW6n2mwzREU1G3ekJ/o2DqeqMZpNQAEBpBJFUTOifiJVcDYNQ7ZQsNkONSbRCKvjO3dPJ7b9vOjW/Zxrb1aQBePTTKd37yCl//0Qs8t3twUtPGZqh1qkVStS4yXQ+71eo71vy6obNOpTMalDhSLDKnb0izZU0Kf5ri7NlQFUVf+cEu/n8P72U0H6bRbrr+dC7ePjGNBhVhVHDp7YixpjOhhJGiZTF0jfaEPWl6ZduG1h0tUk9bIkylHB7ITzpmpFiqpNTsBuJo7/TGj0FliGgiYk4bpVpopGFTa3+v45Te0DF79+FmU2s6hbI/ruZsOqrjQKZirBi7SXFEtaUfmGwMRy1ydGJmQDYUVEIINvYmec81p/Dxd53Jhad3Y+ga/UNFfvDwXr78L8/zn88daSioG3FiMTaEgiwc+F4XOaobOluNGpmGhjULM+JWZeW8khWMEIK37NyApgleOzTKK4eaOzlMxYmiaDBTImrrXH3+Wm555w7WTJJGA3DcijBqj7G6M76gU9UVivkgGbOwDH3Si2R1tEhfi40WqUeI0CRyNF+m7/jEMSOFkhe6OU8S7RjJlTl8fPoutbLrE7F0OlI2jhcsqVAM01AT64621sRRc+kjy6jUHTnNiSM/CMhVhmQ3olByGRgJo/cbVk1fb1RFGhGkbk1IF0KdOCoOgTdWgC+FjvCmzxR0piJcf8lGPvM7Z3P1+WtJRE2yBZef/vIwf/3957j/qea/UI95HI0JaU0TBJITIkdBbehsda5aImq2jLHqfKDE0TKhqy3CJWesAuAnvzgw69qAqUTRp37rbC4/e3XD8Lzj+mSLLqvb40oYKZYNUVsnFTNrw2jrqY4WAfjZr/oYyc6sfX6x0LRwzMhQJhRI1foPKSUjuRKWOfmx+GKlEHtjb5JErHHKo1T2aYtbdKQiJKPW0kaPNGPSuqNNPVF0TTCad5qyORBCIKDp11JyfBzPn7IYu1pv1J2O1PyzmkI3kWYM4U1ctzRj+JX6nnGpNc1AuKVJo02TEbUNLj97Nb//W2fxzss3sao9iusFPPbro+yqRA+nQ5skclRZ5TgLgXrxXD9XbSWhxNEy4opzVpOMmYzkHB799cyKs+ciiqAijAouqzvi9HbFlDBSLBuqhdlSTizMhnC0yIZVCVwv4N8f3z+vaev5RNMEbZUxI0cG8wSBpFDyyJd8ItbkF6ZdtVlqjaNG1RRJMmZh6BpdbZGljx5ZCUQwPuJjGRrrK9GaZrvWLFMjm3cmnSp/IqWyj+9PXtRepVpvtKHZeqM6pD3xNVWZLLUWdqy5E+qOpkPXNc45pYuPvOMMdm4PuzJfOjBDcRQ78fMi8Oo+D54nJwydXUn1RqDE0bLCMnXedFFYnP3I80cYbuJbbhBInt8ze1EEYcg9V/RY3RWnt3PmYw0UiqUmETWJRoxJazCqo0V0TdRGi8wnUkoOD+S478mDfPf+VxiYQ+u1oWuk4iZHh4v0DxXIFhw8f/LB0yPZMn3H8wgBp0+RUis5YUqt6hbelrCWPHo0md8RwNY1KSBMrTWDbeqUHX+CGehk5Esuuj71ua02bHYGKbUq0oyERc6TiB2/UpQ9vmNNRwQ+IpjdPgghOHNLmB577dBoU+aR1Zoj/4TIkaaB446t2/UnGR0yk0jaMmBlxcFOAs7Y1M7TLyfZ15/lvicO8p5rTpn0fkEg2bVviIeeOcJgpcMtautcsqOXi0/vwW7gh3IiZdcnX/RY3Rlj1SzmPSkUrUC1MPvQQJ74JJN45nu0iJSSI4MFXtg3zAv7hhjJjaWIvpd9jd97+xnTfilphGnoJKJwZDAPuj6pMIKxLrWNq5JTfqsvOT697bFazZKuaXSno+w9kqnNpltswrojE+E7oU9Qha1r2njg6cPs68/i+8GUUR4IRzG5fkDJ8abcT88P642m2pOS49E/FHY1zipyZESQRmWUyAmRPq8SORqfVtNB+uB7MEvdsaYrTjIW1iDtO5LllHVtU95/zAByvDgKvY7GxJU3ydDZleRxBCpytOyoFWcLwcsHR3j1hOLscZGih8YiRW84fy2fevfZvP7s1c0LI8enoISRYoWQiluYhtawe+myM3vpTkfC0SJPzXy0iJSS/sECDzx9iP/7r7/mzh+/yKO/7mck52AaGjs2d5CKmQxmyvz40bml72xTJ2obDGdKDeeHvVBxxT5jmpSagAn1SKm4STJm1qICi45mIM0YnFCUvaojSjxi4HoBB4/lmnoqXRfTvo6SE3a1TTVs9uCxHFJCe9Ke3eBeoRHYyUn9jvxEDxKB5uQQ5fFWBY061pr6k0JwWqXd/+UGUxbGFuGiOeHfnkwcua5f+8y6cx06uwxQkaNlSE97lIvP6OHxXUf5yS8OsHn1DjQh5iVSVKXs+ORLHmu6YvS0K2GkWP5EbYNUzGQkV560IykcLbKJb9z9Es++NshZWzrZUknjNEJKycBIiV17h3hh3xCDdYXChq5x2vo2ztjUzqnr2jANnYPHcnzrnpfZtXeIjasSXFhx6p7160lGyWSLE3xthrNl+o4XEGLqLrWS42HXpdSq6JpGV9sSR4/sOFpxmHoJKYRgy5oUz+8ZYndfhk2rp94fCIVkruhO6V9UcjyCYPK5dFX2988+pVZFmrHKfyTUn1N1iyDehZ4fwMj249phZEoKbdIi7pmwbUOap18e4OWDI1wvNzTsKNOKI+Hf1K2xdVaXp2k1ryNNCwear2QDSFDiaNly5Tlr+PWeIYayZf7t4b30DxXnRRRBeKIolHzWdsVnPBlcoWhl2pM2w9lywwv++p4EF53ezZMvDfDvj+3no+/cMWnaamCkyAv7htm1d4jjo2Pt1oYuOGVdGzs2dXDqurYJImx9T4KrL1jLfzx1iJ88cZC13QlWd8ZOfPo5U40abexNTpnuKDkBvZ2xSUVDffRoVpGSOSKNSCggTqw7WtsWiqPDGa65YPrnsU2dkbxDsew1NMHMFZqpN6qYP87A3+hEwpZ+MxwlYoxfi5fsRc8PoGf7cbtODW/UDPDmNh5kc2+yJhAPH8+zrntycafV1xudcM7XNUG5apBJ2Npv6lVxVG3lX1lyYmW9mpMI29J544Xr+MHDe2sdKXMVRRDa7RfLShgpVibxqmN22WsoGq4+fx0vHRipjBbp440Xhq3+g6Mldu0b4oW9wxyrK6rWNcHWtW3s2NzOaevT09YSXbpjFQeOZnnl4Cj//PPd3Pz27Q27zWbLC7UutamNHxGNv/FXo0f7jmTwg2DRzV5rfkcnpKGq0bz+oQL5ojttrYumCWQgKTo+yUl0qOcHFMrelP5GjuvTd3z29UY1DAtpRBFuHnmCOPKTvdD//LiibKkZYVot8EKhNAt0XeOUtSl27Rvm5QMjDcXRZAaQY88h8GQ4bFaI8LOjCQ0ppYocKVqPs7Z08NKBYQ4dy3PR9p45iSIIuzVcN2Btd5zutBJGipWHoWu0J20OHss1vKhWR4v8009f47Fd/QgRujL3D40JIk0TbF2TYsfmDk5b3zYjcSOE4J2Xb+ZrP3yB4WxYf/TuK7fM2/E2nC1zZLBQ6VJLN7xf0fGI2QbxKQqV2+IWyZhFrujSttjRo0rdkXDG1+Akoia9HVH6h4rs6ctw1tbOaZ/KMjUyOYfutsiE97nk+JRdf8rXd2ggTyAlqZhJOjG390FGkmilUU6sOPNrY0SOjqXdNB3hlRG+G7b2z5JtG9pr4uiaC9ZNeh+tGEYbJxNHQgiQslKIrRHIAE3TKTl+zfJhpRVkK3G0jBFC8DtvmLxbbaZkCw5SCjasStKRikz/AIVimZKMWZgVx+xG0YLqaJEX9w/zyPNhB5EmBJvXJNmxqYNtG9INC6GbIWobvPuqLXzznpd5Yd8wG1cNcNH22dcf1VNNqW3qTU5pVFguB6zuikwZEdI0QVc6QqbPWZroUaXu6MQ0z5Y1bfQPFdndpDiyTZ1iZajsiV8gS2WPIGDKuqr6lNpcRaw0ImFvfODX5pcB+LHOSqSojFYcJoh1hNEiGYRpOHOSNssmOWVdCk0THB8tcXy0RFfbxHN8YwPIKgLPD9A1UYkcjRW6Ryx9ynl0y5GV9WoUM0ZKyWiujBAaG1cllDBSrHiitkFb3KyNPWjEdTs3sL4nwZY1Kd72uo38wXvO4b3Xnsa5p3bNSRhVWded4I2Vb/H3PXmQvsqYj7lSS6ltbpxS84MAoTWXCknFLNriFrnC4neuSd0GISYMot26Nkyt7elrbpSIaWg4nj9hADFAruhgGE3OU5tLSq1CWHdkT+xa03T8RDgFYZzfkZSIGRpBnkjEMthUqZV6uYEh5PTiSOJVzEEl4ZfzlZpSAyWOTmqklIxkHUxDZ+OqBG0Je6mXpFAsCulEY8fsKomYyYeuP533vek0zj+te06+R43YeUYPp29I4weSf/75bkozHBR6IkOZ0lhKbUO64f1KZZ+YbTT1mjRN0NUWIQiY9bT32VKtO4Lxf3d9TwLT0MgVXY4OT1+wLIRAQ1Aojn9/XS8gX/axpxiY6vkBhwZC4TqXYuwamk5gJybtQpvU70gI8Oc+1qb6eWjU0l8zgJzgjl35va5RdoOw7qhy2OSVOFKsNIJAMpxxiEdNNvUmG3ZxKBQrkUTMJN7AMXsxEULwjss2kU5YjOQcfvjIvjn5H1WjRptXp4hNlVJzfdoSVtNpsmTMIhW3Ft/3SDfHJtrXYehaTajs6WvSLdvSyBadcYK45HiUp0ivAvQdz+MHknjEoDM1P18gpVUZ7H3CXjcaIyLcuXWsATW/o0MD+YlRQCnHIkeRBuJIE5RdvxY5gvq5akocKeYB09AwDI2RrLMk84v8IGAoWyYVt9iwKjHlSVShWInoWliYXWpyYvtCErENfuuqreia4KUDIzzx4rFZP1dVHE1l/Oj7AZoQJKLNfyEKa4+iSxM9shJIJoqXsVEizc1Zq9YdlepSayXHR07j41SfUpuvovkwtVaZnVZHbYxI7lhYkwSgGwjPHft5lqTiFmu6wna9Vw6NjPudcAs1s8kgmp708boW1hy5lc8PrNw2flDiaElIJ2y2rEmRjJkMZ8uTTgtfKDw/YCTj0Jmy2bAqMe8txArFcqG+MHupWdMV59rK3MT7nzrE4YHm3J/rGcyU6B+qptQai6Oi4xO1DWIzrJtKxkza4hbZRY4eScNGGhO/wG1dG47COHA0h+tNv4e6rhH4kmLdnLVswWk4fqXK/uo8tflIqdUWYyGNCOIEB/Ag0kZgRBDSR88PAJXIkfQmCKnZsK3yuXjphNRarVPNToLeyNpB4AeSkuOt+KGzoMTRkpGImmxanWR9T4JAwlCm3NRgwLngej4jOYfu9ijre5JThpIVipVOs4XZi8VFp3dzxqZ2gkDyzz/fM+OU3/iUWmPhU3Z80gl7xq7XmhB0pqNIyYKfq+oZqzsaT2fKpi1u4QeSff1NjhIxNLKFsH7H9XyK5alHhvjB2JiSuThjT0AIpJWcOFRWiLrUWqUoW+gQ+HMaI1KlWne0ty9Due5LQaOZavXousAPAnxfrvjRIdBi4uiee+7hv/7X/8oVV1zBueeeyzvf+U7++Z//edocvJSSr33ta1x11VWcffbZvOc97+GZZ55ZnEXPAV3T6GmPsWV1io6kTTbvkiu4c6o5aETZ8cnkXVZ3xFjbHV9xbZcKxWxIJyPTFmYvFkII3va6jbQnbUbzDv/2nzOrP3phb/jtf8c0KTVdF7OuEUlWfH4WtXNNN8GIIsX4c5YQYqxrrenUmka+5ON6AcXqPDWj8ZfE/sECrhcQsXR62mffSj8ZYS3VRAdw/8SibCGAuXesQThguSNp4wdyXDpSr3fHboCuaQQB40aHrNShs9Bi4uib3/wm0WiU2267ja985StcccUVfP7zn+f//b//N+Xjvv71r/PlL3+ZD37wg9xxxx10d3dz0003cfDgzIdHLgWxiMGG3iQbe5NommAwU24qTNwsxbJHoeSxpjvO6q74onuVKBStSiIamiAWlrgwu0rEGqs/euXgCI/vOtrU4wZHSxwdLqIJUUudTEax7BOzzRmn1KpoQtCZiiIBz1u86JGf7EXaE9NaVbfs3c0WZZs6ZdenWPZCA0M5Tb1RJaU2n/VGVaRZaek/IbXmVeuO6jvWEDDHGWsQCsptk3StTd/GX1mzlJXRO+HPKzly1FIFJ1/5ylfo6Bjz5rj00ksZGRnhG9/4Bh/72MfQJrmol8tl7rjjDm666SY++MEPAnDBBRfwlre8hbvuuosvfvGLi7T6uaEJQUcqQjxqMjBS4PhICU3zScbMOR2U+aKL50vW9cTpalOu1wpFPdXC7EPHctAiJ/jVnTHefPF67n78AA88fZh1PQnW90yd0qkaP25ek5w6peb69LRH5zRINlGJHo3mXNLJRepy1SaP7mxenUIIOD5aYjTvTOviHTo9Q6Hski9609cbVYqx5zWlVkUzkHYcURwGc8xfrho50gqDoSAy7ErHWqnRM82IbRvSPLbrKK8eGq0ZezYrjoSAQIbXqyCQtZT0ShRHLRVCqBdGVbZv304ul6NQKEz6mF/+8pfkcjmuu+662m2WZXHttdfy0EMPLdhaFwrb1FnblWDzmnAkwVCmPK67YiZk8g5+EHqCdKdjShgpFJOQjFkYhj6uBmOpuWBbNzs2tRNIyb88uGfapo1mZql5c0ypVdGEoLMtStUUcCmJ2gZru8K2+GZTa5apMZpzKDr+lHPwgkByoBo5ms9i7DqkFZ9gcCmtOIGdQgBGrhI51PTQNFLO/f1e150gFjEoOT77K7VaY+Ko8ecHQnHpVWqOqp9JIZh1JLKVaflX9PTTT7Nq1SoSicmV+549ewDYsmXLuNu3bt3Kt771LUqlEpHI7F2fDUNDr9Tn6ItYp9PZppOKWwyMFhkYLpItuCTjFnoT3/iklIzkHCxTZ33PyjF3XIp9UExkpe1D0rDobLMZypRbytbiHa/fQv/QrxnMlPm3/9zLDW86rVbrAdTS40OZci2ltn1zR8N9KVSm0ifj1rjnmQ3tSZvOtijD2RLt9tK66p+yro1DA3n2HMly4fZV094/GjUolX38ICAZtxu+FwMjhYoHksba7kTDc291H2ZVrmDHEIaJLv1xXWJ+ajXaQAYzdxTZsQkMC7wSOj7oc7ts63rYzfjLVwZ45dAIp65P12qOSDT+/ABYpo7rBRiGzkg+TAfGIybmLJt7NCP0rDKmieA1w3yfl1paHD311FPcfffd3HrrrQ3vk8lksCwL2x4vAFKpVDgaY3R01uJI0wTt7fG655zfgrxm6OlOksk79B3PMTRawrKMKb/5BVIymCnR0xln05q2FWnuuBT7oJjIitoHQ6e0f4h4PNLUF5DFIAV86O1n8jf/+CtePTTK0y8f55qLNky43yuHwojJto3t9HY1jnCUfMnG1Sk6O+YnRaRbJi/vHyYSNacsal5ozjm1h5//qo+9fRkS8UhTKcNjwwVsIUhP8Rl+5rVBIJzj1t4Wa3i/IJAMjZZCU82ZXpilDW4b+A7UX8M618HAy1iFo5hxG6QFBReiOkTmftydf/qqUBwdHOV3rzEQpbBmK969GqKNn1/TdUYLDum2GMdGwxqotoRNKjm7NZV9SaotOu46O1fm67zUsuKov7+fz3zmM+zcuZMPfOADS7KGIJBkMgV0XSOVipLJFBfdAK1KV8JE+D5HhwocG/Jpi9sTOs78QDKSLZOMmXQmYnhll+Hy4s9DWihaYR8UK3Mf/CBAegFHj2dbqn4iGdF5yyUb+NEj+7j70b30pCM1vx1d04jHbX75Uph62ba+jUx2cidl1wsolTx812N4eH5muEkpMTXJkaMZ2pdwJmNb3CRi6RTKHi/tPc66aeqzAALfRxOi4fsF8PL+sI5rbVd8yvs5boBm6PQfz5GMzfyzo/k2WnYI6Y09Vo90EwPk8GHy+VCEiGIZP5NFunO/bPe2RzANjZFsmT2v7OVUJFIzyLgGeI1fqx+6gJLPlzg2GKbkopY+5fszFblciXzOZngegj3156V43J5zBKklxVEmk+Hmm28mnU5z++23T1qIXSWVSuE4DuVyeVz0KJPJIISgra1tTmupz6n7frCkOfaOZISoZXBsuMBQpoxpaMSjBkIIfD9gJOeQTtis60pg6tqS1wMsFEu9D4qQlbYPbXGLA0ezRK3W8v8695RO9h3J8PyeIb7/s9f4yDvOIF5J/x0dyocpNU1w6rq2hmI1X3SIWMa8nxfScZvjI0VKZRdzCaNHm1eneHH/MK8cHGF1Z+MoT5XqLLVG75eUkn2VYuz1PfEpvwQUHY9VqQijmSKuq8242D3QbYxAEvg+VXdFP95DFIFWzhIUM0g7gRZIAqdMYM19/zQRDu99af8Ih/cd5FTCYuzwZU79/DHbwPcDMrW0mjGrL0m+HyAQGJqY18/kfH1ha7migVKpxC233EI2m+XOO+8kmZy6EK5aa7R3795xt+/Zs4c1a9bMqd6oFYnaButXhW3/uq4xmClTLHuM5Bw6UxE2rEpgt9jJXaFYDiRjJpbZWoXZEBbBvvXSjXS1RcgWXH7w0N6a/9Ezr4QuylvWpIhOURTruEFo/DjPTRnxiEF7wiZXWForhJrfUZMt/dNxfLREoeRh6II1XVOnfDwvfG+TMZN8aeaR+nCUiBWm1qroFkGsM/xvLmzpl5qO8OanYw3GXNRHj4Vmk9N1qp3IXD2OHC/ANLSWvV61lDjyPI9Pf/rT7NmzhzvvvJNVq6Yvrjv//PNJJBLcc889tdtc1+W+++7jiiuuWMjlLhnVtv8ta1L0dkRxPUlPe5R1PYkl/famUCxnIpZBW9yiuECO2VJKCiV3VuNKLFPnt67aiqFr7O7L8J/PhxfMZ14NxdFUxo+uF2DqWi3aNJ+ISueapol59WabKVW/o0MDuVl399ZT7VJb152Y0jBXSokQoUDobIviuMHMTXx1E2nFECf4GHknmkFW2/nnoWMN4NR1bQgBenEEmNoAcjLm6nHkuD6JqNmyvnsttaovfelL/OxnP+OjH/0ouVyOZ555pvbPcUJVfeONN3LttdfWHmPbNrfccgt/93d/x7e+9S0ee+wx/vAP/5CRkRE+/OEPL9VLWRSqbf+nrE2xtmvqg1ihUExPW8Ked8fsUBR5DGXKgCBTcGf1/D3tUa6/JCzI/vmvDvPki8foHyyga4JtlYnrk1FyPGIRk6i9MF+c4hGD9uTSRo/SCZvOVOh2vvdIds7Pt/9oddjs1PVLbiX6EbFDYR2PmrOalSmtBOKEwbJjY0TGIkdID/z5eZ+jtsHGVUnatbAGbaaRo7mKI99nSk+upaalVvbII48A8Bd/8RcTfvfAAw+wbt06giDA98d/iG6++WaklPzd3/0dQ0NDbN++nbvuuov169cvyrqXEiFES7UfKxTLmUTUIBYxKJQ8ErMorj2Rqjt9xDZY35MgGbPoO54nk3dIJ2dusXHuqV3s78/y7O5BfvzoPiAcwBqZIqXmugGrO6wF8zkTlUj2SLYcjuNYopmNW9emGMyU2HM4w/aNM7vQ1yOlHDN/nMbfyHED4lEDy9AwDY2OpM3BYzliEWNG77c0I6HRZeCF/e2AX3PKPgJShpEjp4gIXCTz04W8bUOa9heq4ig9o8fmilUDyJnLiCCQoNHSg89bamU//elPp73Pd77znQm3CSG45ZZbuOWWWxZiWQqF4iRB1zQ6UhEOHM2SYPbiqOz45IoutmWwpitORypSMxxc1REjX/Iolr0p64Qacd0lG+gbzDMwEtafnLm5sXGf6/kYurbgs6/iEYN00ub4aImOJRJHW9akeOLFY+zuG62ku2YnBkdyDtmCi6YJ1nVPXW/kegGJ2JjwTCdsBkZLlBx/RnsrjQjSCEeJyIpg8ONdSKGjeWW00kglsiNDATVPbNuQJvZSKI4KeoqZ7NxcIkeO52Mb+pQmnEuNysMoFApFHbXCbGfmNTSO6zM4WqLsBqzuiLN1TYrVnfFxF4FE1KS3I0qh5IWt0TOkWn9kGRpR22DbxnTD+xbLPvFo2Oq+kIS1RxEMTcyqpmo+2FSZTTmScyopzNlRjRqt6YpNW8MZIInWRT8sU6cjZVMozfA9EBqBnQxdsKtoOn4yrLvVM0cqN8rx95kj6YRNuxFOn9g90ryY87yg1rgwK3HkBkRsfdrxLUtJ665MoVAoloBaYfYMhtG6ns9wpkypHM4uO2VtG2u64w2jB51tEdoTNpnc7HzIutNRPv7us/jsDRdMmZpwvYC2xMKl1OqJR0zaU0tXe2SZOhsqHkfNDqKdjGq90cZVU6fUwkJ3fUK3VXvCxja1GReGS7NiQVBX0O0nKkXZ1Y41oc/bjDUA4RaJEIqt5482XweXq3Tl6ZqYVbeZ5wckW8hPbDKUOFIoFIoTSFcKs6eL7HhewEjWIV/y6EjZbF3XxvqeqYe/Qpi+6+2MYRrarAp4q2vsaGtsVeJ6PqahL0iXWiM6UxEMXSyZHUK1pX93k3PWJqPaqTadOHI8H9uc2IoescIC9Znua9jSb4I/Jpi9E4qy0Yywq22mHXENqM5UywU2L/cVm+44rE+pzVR4SykRiJauNwIljhQKhWICiahJPGpSbJAeCU1Xy+SKLumExdY1bWxYlZyREIlFTHraoxSd2aXXpqNY9olHjAVPqdUTi5h0tNnkCkvjzL91TWj6u68/OyszwEzeYThbRohwYPdUVIuxJ/OOak/aGJo2sxSjYSGNKMIfSwn6qWpR9lEIfKRmQODOW91RVRxlSOD5QdM+UXPxOApns7Wuv1EVJY4UCoXiBDRN0JG0J0RAgkCSyTuM5l1SUYsta9rY0JskGZtd6qqzLUJH0mZ0lum1qXAr5oSLkVKrpyMZwTSWxkxzVUeUeMTA9QIOHsvN+PHVlFpvR2zai3cQSGL25OIgFjFJJ23yxRlGjyJJRF2rfhBJExg2Qvro+eOgG4jAQwTz83nRCuGIlKrH0csHRpp63Fin2myKsQNsU8dq4XojUOJIoVAoJiURM7ErhdlBIMkWHEZyDlHbYMuaFJtWp0jNccK9rmmsao9jmTqFWbgrN8Jxw5TaUvjIxCImHSmrFl2oR0pJEEh8P8D1AhzXp+R4FcsDl1zRJVtwGM07jOTKDGfLDGXKDI6WGM6UpzVYFELUDCFnU3d0oL+SUpumhd/3A3RdTBmV60hFEFooUptFGhHQNKh6HglRqzvSs/0gtDCl5s/PZ0WvRI6sti4AXj442pQH11habeafL9cNSMRmno5bbJQ4UigUikmIWAapuEUm7zKcLWObBpt6k2xZkwpHccxwhlYjYhGD3vYoRceft7lQRccnEV3clFo9HckopqEzOFpmKFNiaDQUOcPZMpm8Q77oUSz7OG6AH1RsfISGVamRSsdtutoirO6Isa4nwfpV4bikZoTG1rVham02o0TGirGnSal5AZYxsRi7nnjEIB2fXCQ2Iqw7ssd1pI3zOwrvNS66NBeqabV4Zw8RS6dY9pqKuM2ljV+e0OHXqrT+ChUKhWKJaE/alB2fjlSEtoS1YC70HakIuaLLUKZMR9vMzSFPxFuilFqVWMRgXXcCPwjQhEDTBJoQCEHt/+HtYbSnep9GSCkZzZUpOd60JpPVyNGRwQL5ott0XUy+6HJ8NOwEW98zXTF2QFvMmnL0hRCC9lSU4ZxTiTQ18dnRdAI7gZ4/jjSjAHip8WNEpNAmjBqZLVVxJGMdnLY+zXO7B3n54Mi0kbPZiiPPCzA0bclE+0xQkSOFQqFoQDJmsXVdW+jhs4DjeTRNsKpS5zKb4aX1VF2ql3o0Q3vSpqstSkcqQjphk4pbJGMW8YhJ1DawLR3T0DH06SfZCyFoi1tNRY6qPlIAe440Hz2qdqn1tEenfe98XzYlDJIxk2TUIjeDzjVpVYwnKynEalpNKwyGw2k1A7xi0883FVVxFETb2bYhDYR1R9OlL2crjhzPxzK1ljZ/rKLEkUKhUEzBfE+yb0TUNujtiFF2Arw5pNeKZY9k1Gj5VumZErUNBKKpmpgtla613YebF0fNptSCQIKgqW4rrWKO6fuy6Xl6YWqt0pUGSDsRGkQi0bNHkZqB8N251x3JAK0UWh4E0Xa2rklh6ILhbJljI1OLr9l2q4Udfua8paQXEiWOFAqFokVoT9l0pmwyeWfm090J00+eD6n43FNzrUbUNrCs5rrgqn5He/oyTb+Pzc5Tc70A29CbTg2l4iaJqNl8RFC3kEYE4Y3VHVX9joxsf+h1FHiIObbza6VRhAyQQiOIpLBMvZaSnKprTUo56241P5CL6rs1F5Q4UigUihZBE4Ke9hgRyyA/C3PIsE1aWzYXoJlg6BrJqNmUOFrfk8A0NHJFl2PD06egimWPo5X7bZi23sgnUkkJNoOuaXS1RXDcoDmhJgTSSo5r1/drZpBHwgG1Mphz5GgspZYOu+CAbevTwNTiyHHHIpsz6Vbzg2DWjtpLgRJHCoVC0UJU02uOG+DNoA0coFT2SETNZXMBmimJqInvTy8wDF2rRYCaaek/UOnQ6kzZJGJTC0vXba7eqJ5U3CIeNZt2zQ6LsUUoghjrWKsWZSPl3CNHdfVGVU6riKMjgwVG85PPcKvWG9lm8wIRQlFlma09bLYeJY4UCoWixUgnw1b20Rmk18KUmqQtsfJSalUiloGpa02Jxq1rmh8lcqDJlJqUYb1RpMHMvEYYukZH0qbk+E3tpzQrLf2V1JqXWIUEtHIG4eRDLyRvbjPWtMJEcRSPmjVn8FcaRI9ytXqjmb0HrhcQs/UFbWyYT5bHKhUKheIkQhOCVe0xorbRtMuy44bOw0vdpbaQROzQW6ipuqOKODpwNDftzLD9lU61DU0MmzV0jcgsoh/phE3ENig5TTiHawbSTkB1lIhhE8Q6gNAMUmoGYo7iqGoA6deJI6DWtfbSgeFJHzfbTjXXC4hHrRmuculQ4kihUChaENvSWd0Zx/WCplrYi45HsuLqvVLRhCAZt3Dc6d+PzrYIbXELP5Ds629sbFh2fY4M5oHmzB8jlo5lzvzSaZk6HSmbQoN5fScirRhCjr3Ocak1TUd47piT9iyYLK0GY+Jof3+OUnmiMJ+NOJJSoonlU28EShwpFApFy5JOWHS2RabtXpNS4gdyRXapnUjcNpAwo1Eie/oap9YOHcshZfheT5eSnOvoi/aEjW1qlJzpo4HhKBGjVnjt1RVlS81ASK/W7j8bGomjzlSE7nSEQEpenSQlORtx5HgBpqnPKuK2VChxpFAoFC2KEKE5ZDxq1i5Kk1F2fWzTIL6CU2pVIraBZWg4TY0SqdYdNS7KbjalBhDIuY2+iFgG7Um7qcJsadjjRomMjRHpBzQIvNDvaJY0EkfAOEPIE5mNx5Hj+kRMfVp381ZCiSOFQqFoYWxTZ1V7DM+XDWtnSmWfVMxcVhef2WKbOlHboNxE7c7m1SmEgOOjpYbdVzV/o2lSap4fYOpzH33RnrQxNA1nurqpiv9QTRzFu5FCR/NKaOUMIGYvjrwymlsAGomj8LbXDo1OMCSdTeTI9SSJ2PIS7kocKRQKRYuTTlh0pyOM5t0J6aRASnwpScaWT7HrXEk1OUokahus6QrHceyZJEXkegF9xyv1RtN0qjlugDkPoy9iEZN00m6q0H6spV+CpuMnuoFq9IhwnMgsqBZjB0a0NsOtnjWdMZIxE8cL2HskO+53Vf+tZj2OpJTIOUbclgIljhQKhaLFEULQk46RjJpkC+OjBWXHJ2IaMzLkW+5EbQNNE/jBDFr6J/E7Onw8jx+EvkXtyanrjRzPJx6Zn9EXHakIQmNagReOErFqImgstVapO3Jn17E2VUoNws/bmCHk+K61mUaOPD/ANPRlVYwNShwpFArFssAydXo7YviBHJeSKTk+yZg5I0O+5U7ECs0Em+la27o2nLO2py8zYb5ZfUptuiLrYB5HX8QjBum4XavfaYhuhl1rXtjSP2GMiO/MqmNtnDt2A6p1R68cHK1FK8PRITMTR6HFhLbsUr5KHCkUCsUyIRW36ElHyRZcAinDf4EkFT95UmoQmiomomZTdUdru+LYpk7J8emrtOxXOXC0OfPHIJCIeWxFF0LQnoogAX+aIcPSSiAqAqgWOcodRQoRumTPwil7usgRwKbeJLapkyu6HB4I37dC2aOa1W3WT8vxApJRa9EGOM8XShwpFArFMkEIQU97lEQlvVYqe0QsfUXOUpuOZMxiGl0BgKbVt/SPpdZ8P+DgsfCiP12nmuP6WGbzw2abIRkzScYsctN0rkkzEs5TCzyCaDtStxCBh1YcmXXHWtUd2481Fke6rnHKujDq9lKla60aNYrZBrrWnHwIAoguwy5KJY4UCoViGWEaOr2dcWQgyRQc2hIWpnHyncojlo6pi6YKs7esmdjS3zdYwPMDYrZBdzoy5eMdLyBmze/oC00IOlMRfF9OSPfVI40I0qiMEhFiLLWWOwqScQNqm0UvDgFTR44ATj+hpX+mKTXfDzB0sSyNSU++I0qhUCiWOamYSU97FMvQT6outXoilk6kyZb+alH2oYFczYCxmlLb0ES9kesFJBbgfU7FTRJRk3xpCoEjNAI7OYnf0REQgDfzjjWtOAJAEO2Y8n6nrG1D0wSDmRLHR4q1Drtm56o5XoBpaNjW8pMay2/FCoVCcZITptdirO2Jz3jG1UpBCEEqbjZVlJ1O2nSmbKSEfZXW9GbNH6Wc33qjenRNo6stguMGUzugm7HqYvDrirKlps98xpoM0ErT1xxBOMJmc6Ue6+WDI7MoxvZJRM2mU3CtxPJbsUKhUCgwDY213cllM+V8IYjZZsUGaPpJ99Wutd2Hw661gxVxNF0xtusFWMbshs02QypuEY+aU7pmhy39JvguXiVypOWPg5RhJ5tsoviqgijnEIGPRBBE2qa9/9gg2pmLI99vvnC71Th5jyqFQqFQLGuidtjSX57ObZq6uqO+UfqHCpWRKzqr2ieaINbjuAG2pS9YXZeha3QkbUqO31jkGRbSjCL8MtJOEFgJBBKtOATSA7/5jrWaAWSkLSz0noaqODo8kKd/KHTVbkYcBYEELRyZshxpqVXv37+fu+66i2effZZXX32VLVu28OMf/3jax1199dUcPnx4wu3PPfcctr3yBzEqFArFyYhp6MQjOqMFl8g0JUGbepNommAk5/DMa8cBWL8qMa2po+sFdLVFZj1sthnSCZuB0RLFst8w0iLtJFpxFEnod2QNvoaRG8CNpBGBi6S5miitVoydbur+yZjFmq44fcfztZRkM+LI8XxsQ1+WxdjQYuLo1Vdf5cEHH+Scc84hCKbOwZ7Im9/8Zm666aZxt1nWyVmoqFAoFCcLiZjFUKY87f0sU2dDT4J9/Vl++UoojqabpwYQIInYC3uptEydzpTN4YFCY3FkREDTIPDDouzB19Bz/bhdpyB8l2avlmMeR1MXY9dz+oZ0bcwKNDd01nED4lFz2XZStpQ4uvrqq3njG98IwG233cavf/3rph/b1dXFueeeu0ArUygUCkUrErUNNF3g+wH6NPVXW9ak2NefrbXOb5ymGNv1Akx9caIf6YTN8ZESJcebNBUV1h3ZCN+pFWWHM9YEzMDrqBkDyBPZtiHNT385lp1pJnLk+cGy7qRsKUmnLcOKdoVCoVAsHVHLaLruqFqUDWFB++qu2JT3dzwf29QWZS5YxDJoT9qNC7M1ncBOILwyfnIVAHppFDxnRh1rVQPIYAoDyBPpaovQkRorUZlOHIVZH7FgReyLQUtFjubCj370I773ve9hmiYXXnghn/3sZ9m2bducn9cwtNq3kem+lSgWFrUPrYHah9ZA7cMY7ckIx4YL074Xa7rjxCMG+ZLH+p4Eljn1JdAPoDNlTTkXbD73oas9ykjewQvkpNEqEUmgFQeRZhQ/2oFeHMIsDePF06AJaKIuSi+NACDjHTNa8/aN7TzyfD+aEMRj5pTjQMquHzq3x0yMRUqrzffxsCLE0dVXX83ZZ5/NmjVrOHjwIF/96le54YYb+MEPfsD69etn/byaJmhvj9d+TqWm7mpQLA5qH1oDtQ+tgdoHCDSNbNknmZi+cHrHli6eeKGfMzZ3kkpO/d6VfMnqVW20p6d/j+djH9oBJxAcHS5MvraIAPc4GBqiYy0cHsJ2hrAjp0DMAGP6NJaoiKNY12qY5vXXc9GO1TzyfD9d6Sjp1NQRt2zeIZXUWNWdXNBC9smYr+NhRYijz33uc7X/X3jhhVx22WVcd9113HXXXXzxi1+c9fMGgSSTCb+NpFJRMpnitEMCFQuH2ofWQO1Da6D2YQzH8XDLLoPDwbTT368+fw29HVHOOaWTTLbY8H6eH1AquJSKZYan8BGa730wCCjmywwGwcRiZinRXQ1RyGJEVxHheYLhI5S6C/h2FmlNLVrwHdKlcIRKVsaQU7z+E2mPm7z32tNIJawp3zeA4UyJ3s44IyOFpp9/rtTvQzxuzzmCtCLE0Yn09PRwwQUXsGvXrjk/l1c3t8f3g3E/K5YGtQ+tgdqH1kDtA+hCYBoahZKLPk1rvmVonHtKJ8CUYqZU9tA1gaGJpt7f+dqHiKmTjJqM5MqkkxOtaKQRRy+O4iZWEQG07BECz8N3y0h96hlxWi5s45e6hadFaGpybx1b14ZeUdOJQM8PMHVtST6X8/VFQSWrFQqFQrGsEUKQillNDaFtFsf1iUcWf/SFEIKOVATJ5Bd6aUYBgR/vRAoNzS0inCyiCSPIaqeaH21vqj5pNnhegKFpRBahiH0hWZHi6OjRozz99NOcddZZS70UhUKhUCwCsYiBQEw54X4m+EHzA1bnm0TMJBmzyE3SuSbNSkt/EODHuwHQ84MIb/oUmT6LNv6Z4ng+lqktW/PHKi2VVisWizz44IMAHD58mFwux7333gvAxRdfTEdHBzfeeCN9fX3cf//9APz4xz/mZz/7GVdeeSU9PT0cPHiQr33ta+i6zoc+9KEley0KhUKhWDyitoFl6TiuP2fTxiCQIFiyC7wmBJ2pCJm8QxDI8S7emoG0E2jFIfzkaozcUfTCcYRbAimnjAjNxuNopjhuQGdbZFrn8VanpcTR4OAgv//7vz/uturP3/72t9m5cydBEOD7Y34W69at49ixY/z5n/852WyWZDLJJZdcwqc+9ak5daopFAqFYvlg6BrJqMlQtjRnceR6AbahL2lqKBU3SURN8iV3gpmitGJQOI6X7MU+Anp+AAIv/Kc39iBaDHHkB5J4pLnBtK1MS4mjdevW8fLLL095n+985zvjfj733HMn3KZQKBSKk49E1GRgpPkOrEY4nk/MNjGNpRNHuqbR1RZh75EMUspxLfHhKBEDP94V3jd3DOE7iMBDLqE48oMAXROLYpq50KzImiOFQqFQnHxELGNeuqRcVzY1ImOhScUt4lFzgmu2NGykbiOtOFK3EIGHVhicdoxItebIn4E79kxw3NBKYbnXG4ESRwqFQqFYIURsHdtqbpRII6QM640WethsMxi6RmcqQsnxxw9iFxpBJIUIPLxEZZRI/jgimEIcSbngkSPHC4jZBsYKcG1f/q9AoVAoFArCQuZk3MJxZx85cr0AQ9daZi5YW9wiYhsUy+MFX62lvzqENj8AXrnh8wgnj6hEloJIekHW6nkB8RaIuM0HShwpFAqFYsUQtw0kjI+0zADHC4hYOpbZGpdHy9TpTNkTxZERQerWWN1R/viUA2hrUSM7OWXR9myRUqKJlVFvBEocKRQKhWIFEbENLEPDmWXdkesGJGLmos8Em4p0wsY2NUpOXe2RbiKtGH4kTJFphUGEUwg71iZhMVJqpqm3TMRtrihxpFAoFIoVg23qRG2DsjO7uqNASqLW0tcb1ROxDDqSkYmF2VYCjAiBFUcgMXJHa6mzE9Hr3bEXAMf1iZj6tLPtlgtKHCkUCoViRZGKz26USHUmWCuOvkgnLQw9NLmsIs0I6AZ+tSg7279kkSPXkyRirSUq54ISRwqFQqFYUURtA02b+SgRxw0wW3T0RSxikk5Y5Itj4kcaEaRhj687ahA50orh0NmFEEdSSmQLRtzmghJHCoVCoVhRRKzQa2emLf2OFw6bbdXRFx2pCEJjLComNAI7iR/tAEDLD4A/eceaVhwBIKjcdz7x/ADT0FdMMTYocaRQKBSKFYahaySi5ozrjoIWH30Rjxik4zb54lh0SJqxschROYNWGJn0sQtpAOm4AbaprZh6I1DiSKFQKBQrkGTMwp9B2VEQtH4ruhCCjlQECfiVFyfNCNJO4le8i4zMYQhOEIWBhyhlwv8ugMeR4wUkoxZaC3X4zRUljhQKhUKx4ohYOqYumi7Mdlwfy1zaYbPNkIiZpGIWuWrnmm4hzehY9Ch7ZEJRtlYcRSCRmoG0E/O+piCAaGTl1BuBEkcKhUKhWIFELJ2IbTRdd+R4AVFLb/nRF1oleuT7slZwLu0kQawTAD13FOE74x9TX4wt5vf1eX6AoYuWLGKfC639KVAoFAqFYhYIIUjFTRynuciR6wUkYtYCr2p+SMVNElGTfCmsPZJGZKydPzcwoWNtIdv4XS/ANDRsa2XJiZX1ahQKhUKhqBCzTRDTjxKRUiJavN6oHl3T6GqL4LhB2EZvRPCSa5BCQ/OKiPzx8fdfQANIx/VJRE10bWXJiZX1ahQKhUKhqBC1m2vpd7wAy2idYbPNkIpbxKNm6Jqt6QSxdC0yZI7sH3ffhYwc+T7EVli9EShxpFAoFIoVimnoxCM6ZXfq1JrrBtiWjmksn0uioWt0piKUHD+MHllx/Hh3+LvRwyDHXvOYx9H8iqMgkAgtHG+y0lg+nwSFQqFQKGZIImbhT9Ox5noByWhrDZtthra4RdQ2KJb9SmqtFwA91w91dUcLFTlyPB/L0FdcMTYocaRQKBSKFUzUNtB0UfMFOhEpJQGSiL38oh+WqdORsimWfdAtvLZ1QLUou9KxJiV6IexWm++aI8cNiNjLK+LWLCvvFSkUCoVCUSFqGVPWHXm+xNSXb/QjnbCxTY2S6+OnNyI1AxG46JkjAAiviKiMFAmi6Xn9254fkFwmHX4zRYkjhUKhUKxYNE2QilkN644cz8c2tWXTqXYiEcugIxmhUPIqdUehGaQxcgAArVBJqVlxMOx5+7thB6BYVkXsM0GJI4VCoVCsaGIRk6AyOf5EHDcgHjWW9eiLdNLG0HXKmPiJsO7IqHSsLVS90Zi/kRJHCoVCoVAsO6K2jqnrk44SCQIZ+iEtY2IRg3TCIl8Gr30jAHqmD2SwcMXYboBt6lgrsN4IlDhSKBQKxQrHNnWi9sS6I98P0HXR8vPUmqEjFUFoUGzbDIBeGAS3uGAGkKGj+PLr8GsWJY4UCoVCsaIRIqw7OjFyFJo/6isiNRSPGKTjNhm9g8CIImSAMXJwwSJHEkl0BfobVVHiSKFQKBQrnljEQCBqw1ohHH0Rj6yM0ReiMpA2MCJ4yXDOmjGyf0HEkecFGJq2IiJujVj+nwiFQqFQKKYhahtYlo5Tl1rzfIhHV070IxEzScVtCvHQ78gYObAg4sjxfCxTW7b2B82gxJFCoVAoVjyGrpGMmrW6o5U4+kKrRI9KybAo2xg5iFYaBeZZHLlhvZGmrcx6I1DiSKFQKBQnCYmoieeHaTXXC7ANHdtcWZfBVNyEVacBoJdGEDJACo0gkpq3v+GvgA6/6WipT8X+/fv5whe+wDvf+U7OOOMM3va2tzX1OCklX/va17jqqqs4++yzec973sMzzzyzsItVKBQKxbIiYhmYuobnBTieT8TSMY2VlRrSNY3O3lW4dlvttiCaBjE/l3s/CNA1sSKK2KeipcTRq6++yoMPPsjGjRvZunVr04/7+te/zpe//GU++MEPcscdd9Dd3c1NN93EwYMHF3C1CoVCoVhOROywM63s+riuJBFdmdGPVNzCS62r/TzfKTXLXL7jVpqlpcTR1VdfzYMPPsiXv/xlduzY0dRjyuUyd9xxBzfddBMf/OAHufTSS/nf//t/k06nueuuuxZ4xQqFQqFYLmhCkIyHo0SEYFkOm20GQ9cwV40FGOa3GDsgZhsYekvJh3mnpV6dNot2yl/+8pfkcjmuu+662m2WZXHttdfy0EMPzefyFAqFQrHMidsGUkp0XVuxc8EAIuu31/7vRzvm7Xk9LyC+QiNu9Sx72bxnzx4AtmzZMu72rVu38q1vfYtSqUQkEpn18xuGhl5RyPoKV8qtjtqH1kDtQ2ug9mF2JOIW0YiBberEosacHZ5bdR8S605hWAiElBBvn5f1BVJiGBrxqInRYmND5nsflr04ymQyWJaFbY+fNpxKpZBSMjo6OmtxpGmC9vZ43XNG57RWxfyg9qE1UPvQGqh9mDmjRZ9YxKCjIzFvz9l6+xAn170R79g+StEeXH/i0N2ZEgSSzvY4vatSLVtzNF/7sOzF0UISBJJMpoCua6RSUTKZIr4/cXChYnFQ+9AaqH1oDdQ+zJ6YKdBlwPBwfs7P1cr7ELvmo2T2vUhq4w6Ypxloui4o5EoU5uXZ5o/6fYjH7TlHkJa9OEqlUjiOQ7lcHhc9ymQyCCFoa2ub4tHT49XN4vH9YNzPiqVB7UNroPahNVD7MHOqtUbz+b615D4ke0me1TvvT9tyr7OO+RKorZU0nAXVWqO9e/eOu33Pnj2sWbNmTvVGCoVCoVAoTj6WvTg6//zzSSQS3HPPPbXbXNflvvvu44orrljClSkUCoVCoViOtFRarVgs8uCDDwJw+PBhcrkc9957LwAXX3wxHR0d3HjjjfT19XH//fcDYNs2t9xyC7fffjsdHR2cdtpp/MM//AMjIyN8+MMfXrLXolAoFAqFYnnSUuJocHCQ3//93x93W/Xnb3/72+zcuZMgCPB9f9x9br75ZqSU/N3f/R1DQ0Ns376du+66i/Xr1y/a2hUKhUKhUKwMhJRy7v19KxTfDxgaymMYGu3tcYaH8y1diLbSUfvQGqh9aA3UPrQGah9ag/p9SKWic+5WW/Y1RwqFQqFQKBTziRJHCoVCoVAoFHUocaRQKBQKhUJRhxJHCoVCoVAoFHUocaRQKBQKhUJRhxJHCoVCoVAoFHUocaRQKBQKhUJRhxJHCoVCoVAoFHUoE8gpkFISBOHbo+vavE37VcwetQ+tgdqH1kDtQ2ug9qE1qO6DpgmEEHN6LiWOFAqFQqFQKOpQaTWFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOpQ4UigUCoVCoahDiSOFQqFQKBSKOoylXkArs3v3bv7sz/6MX/3qV8Tjcd75znfy6U9/GsuylnppJw3/+q//yv/4H/9jwu0333wzn/3sZ5dgRScH+/fv56677uLZZ5/l1VdfZcuWLfz4xz+ecL/vf//73HnnnfT19bF582Y+85nP8IY3vGEJVrwyaWYf3v/+9/PEE09MeOzdd9/N1q1bF2upK5p77rmHH/7wh+zatYtMJsPGjRt5//vfz7vf/W6EELX7qeNhYWlmH+breFDiqAGjo6PceOONbNq0idtvv52jR4/yF3/xF5RKJb7whS8s9fJOOu68806SyWTt51WrVi3halY+r776Kg8++CDnnHMOQRAgpZxwn3//93/n85//PB/96Ee55JJLuPvuu/nEJz7Bd7/7Xc4999zFX/QKpJl9ADj//PO59dZbx922bt26xVjiScE3v/lN1q5dy2233UZ7ezuPPvoon//85+nv7+cTn/gEoI6HxaCZfYB5Oh6kYlK++tWvynPPPVcODw/XbvvHf/xHuX37dtnf3790CzvJ+Jd/+Rd52mmnycHBwaVeykmF7/u1/996663yrW9964T7vOlNb5J/8Ad/MO6297znPfL3fu/3Fnx9JwvN7MP73vc++ZGPfGQxl3XSMdn553Of+5w8//zza3ukjoeFp5l9mK/jQdUcNeChhx7i0ksvJZ1O12677rrrCIKARx55ZOkWplAsApo29anh4MGD7Nu3j+uuu27c7ddffz2PPfYYjuMs5PJOGqbbB8Xi0NHRMeG27du3k8vlKBQK6nhYJKbbh/lEHXkN2LNnD1u2bBl3WyqVoru7mz179izRqk5e3va2t7F9+3auueYa7rjjDnzfX+olndRUj4HNmzePu33r1q24rsvBgweXYlknLU888QTnnnsuZ511Fu973/t48sknl3pJK56nn36aVatWkUgk1PGwhNTvQ5X5OB5UzVEDMpkMqVRqwu1tbW2Mjo4uwYpOTrq7u/nkJz/JOeecgxCCn/70p/z1X/81R48eVbVfS0j1GDjxGKn+rI6RxeOiiy7ine98J5s2beLYsWPcddddfOhDH+I73/kO55133lIvb0Xy1FNPcffdd9fqWtTxsDScuA8wf8eDEkeKlub1r389r3/962s/X3755di2zbe+9S0++tGP0tPTs4SrUyiWnk996lPjfr7qqqt429vext/+7d/y9a9/fYlWtXLp7+/nM5/5DDt37uQDH/jAUi/npKXRPszX8aDSag1IpVJks9kJt4+OjtLW1rYEK1JUue666/B9nxdffHGpl3LSUj0GTjxGMpnMuN8rFp9YLMaVV17Jrl27lnopK45MJsPNN99MOp3m9ttvr9WEqeNhcWm0D5Mx2+NBiaMGbNmyZUJtUTabZWBgYEItkkJxslE9Bk48Rvbs2YNpmqxfv34plqVQLBilUolbbrmFbDY7wVpEHQ+Lx1T7MJ8ocdSAK664gkcffbSm/AHuvfdeNE3jsssuW8KVKe6++250XeeMM85Y6qWctKxfv55NmzZx7733jrv97rvv5tJLL1VGqUtIoVDg5z//OWedddZSL2XF4Hken/70p9mzZw933nnnBJ81dTwsDtPtw2TM9nhQNUcN+N3f/V2+853v8PGPf5xbbrmFo0eP8pd/+Zf87u/+rjIgXEQ+/OEPs3PnTrZt2wbAAw88wPe+9z0+8IEP0N3dvcSrW7kUi0UefPBBAA4fPkwul6ud+C+++GI6Ojr45Cc/yWc/+1k2bNjAzp07ufvuu3nuuef4+7//+6Vc+opiun2oXiSuvfZa1q5dy7Fjx/jGN77BwMAAf/M3f7OUS19RfOlLX+JnP/sZt912G7lcjmeeeab2uzPOOAPLstTxsAhMtw/PPffcvB0PQsoGlqsKdu/ezZ/+6Z+OGx/ymc98Rn0LWET+7M/+jIcffpj+/n6CIGDTpk389m//Nu9///vH2fYr5pdDhw5xzTXXTPq7b3/72+zcuRMIxyV8/etfr41L+IM/+AM1LmEemW4fent7+ZM/+RNefvllRkZGiEajnHfeeXziE5/g7LPPXuTVrlyuvvpqDh8+POnvHnjggZr7sjoeFpbp9sH3/Xk7HpQ4UigUCoVCoahD1RwpFAqFQqFQ1KHEkUKhUCgUCkUdShwpFAqFQqFQ1KHEkUKhUCgUCkUdShwpFAqFQqFQ1KHEkUKhUCgUCkUdShwpFAqFQqFQ1KHEkUKhWBHcdtttXH311Uu9DIVCsQJQ4kihUCgUCoWiDiWOFAqFQqFQKOpQ4kihUCgUCoWiDiWOFArFsiCXy/E//+f/5Oqrr+bMM8/k0ksv5UMf+hC7du1q+JggCPjmN7/JW9/6Vs466yxe97rX8YUvfIHR0dEJ933wwQe54YYbOPfccznvvPP4yEc+wquvvjruPrfddhvnnXceBw8e5MMf/jDnnnsul19+Of/3//5f1JhKhWLloMSRQqFYFvzxH/8x//AP/8Cb3vQm/viP/5ibbroJ27bZvXt3w8d84Qtf4K/+6q84//zz+aM/+iPe9a538aMf/YgPf/jDuK5bu98PfvADbrnlFmKxGJ/97Gf52Mc+xmuvvcYNN9zAoUOHxj2n7/v83u/9Hp2dnfy3//bfOPPMM7n99tv58pe/vGCvXaFQLDJSoVAolgEXXHCB/NKXvtTw97feeqt8wxveUPv5ySeflKeddpr84Q9/OO5+Dz300Ljbc7mcvPDCC+XnPve5cfcbGBiQF1xwwbjbb731VnnaaafJP/3TP63dFgSB/MhHPiJ37NghBwcH5/QaFQpFa6AiRwqFYlmQSqV49tlnOXr0aFP3v/fee0kmk1x22WUMDQ3V/u3YsYNYLMYvfvELAB599FEymQxvfetbx91P0zTOOeec2v3qee9731v7vxCC9773vbiuy2OPPTY/L1ahUCwpxlIvQKFQKJrhs5/9LLfddhtXXXUVO3bs4Morr+Q3fuM3WL9+/aT3379/P9lslksvvXTS3w8ODgKwb98+AG688cZJ75dIJMb9rGnahL+5efNmAA4fPtz061EoFK2LEkcKhWJZcP3113PhhRdy//3388gjj3DXXXfx9a9/ndtvv50rr7xywv2DIKCzs5P/9b/+16TP19HRAVArpP7Lv/xLuru7J9xP1/V5fBUKhWI5oMSRQqFYNvT09PDe976X9773vQwODvKbv/mbfPWrX51UHG3YsIHHHnuM888/n0gk0vA5q1Ggzs5OXve61027hiAIOHjwYC1aBLB3714A1q5dO9OXpFAoWhBVc6RQKFoe3/fJZrPjbuvs7KSnpwfHcSZ9zHXXXYfv+/zt3/7thN95nkcmkwHg9a9/PYlEgjvuuGNcB1uVoaGhCbd997vfrf1fSsl3v/tdTNNsmMJTKBTLCxU5UigULU8+n+fKK6/kzW9+M6effjqxWIxHH32U559/nttuu23Sx1x88cW85z3v4Y477uDFF1/ksssuwzRN9u3bx7333ssf/dEf8Za3vIVEIsEXv/hF/vt//++8613v4vrrr6ejo4O+vj4efPBBzj//fL7whS/Unte2bR5++GFuvfVWzj77bB5++GF+/vOf89GPfrSWqlMoFMsbJY4UCkXLE4lE+C//5b/wyCOPcN999yGlZMOGDfzxH/8xN9xwQ8PH/cmf/Alnnnkm//iP/8j/+T//B13XWbt2Le94xzs4//zza/d7+9vfTk9PD1/72te46667cByHVatWceGFF/Kud71r3HPqus6dd97JF7/4Rf7qr/6KeDzOJz7xCT7+8Y8v2OtXKBSLi5BS2boqFApFM9x222385Cc/4Ve/+tVSL0WhUCwgquZIoVAoFAqFog4ljhQKhUKhUCjqUOJIoVAoFAqFog5Vc6RQKBQKhUJRh4ocKRQKhUKhUNShxJFCoVAoFApFHUocKRQKhUKhUNShxJFCoVAoFApFHUocKRQKhUKhUNShxJFCoVAoFApFHUocKRQKhUKhUNShxJFCoVAoFApFHUocKRQKhUKhUNTx/wfQbk1kwMRunQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Your code here. Feel free to add new text cells and code cells as necessary.\n", + "sns.lineplot(data=people, x='sleep', y='health', hue='exercise')\n", + "people.sleep.value_counts(normalize=True)" + ] + }, + { + "cell_type": "markdown", + "id": "65fcf778-7a4b-4202-87f8-2267ad8618ef", + "metadata": {}, + "source": [ + "A line graph makes for a clear representation of this data and turned out to be much more appropriately formatted than a bar graph, in this case. Regarding the original questions, this data would suggest that someone is typically at their highest health when getting 6-7 hours of sleep per night. Further, while the effect of exercise seems to increase overall average health at all levels of nightly sleep, it was interesting that the trend from few to many hours of nightly sleep stayed exceptionally consistent across the dataset. At the extreme high- and low-ends of the sleep reporting, there is significant deviation in the data, most likely due to 98.7% of respondents falling in the range of 4-12 hours of nightly sleep; there just isn't enough data available to draw conclusions in those end-cap ranges with any real reliability." + ] } ], "metadata": { @@ -897,7 +3877,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 46b1b41..e1457f0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ authors = ["Chris "] license = "MIT" [tool.poetry.dependencies] -python = "^3.11" +python = "^3.10" jupyterlab = "^3.3.3" pandas = "^1.4.2" matplotlib = "^3.5.1"