From af31fa8d775e38ab8ada1b58f6aa1aa1698960fd Mon Sep 17 00:00:00 2001 From: kathrynoh23 <126970932+kathrynoh23@users.noreply.github.com> Date: Mon, 11 Sep 2023 16:40:16 -0400 Subject: [PATCH] Kathryn Odell-Hamilton 9.11.2023 I wrote code for visualization of data with filtering and plotting using Pandas and Seaborn. Unit 2, lab_pokemon Questions Can you limit what shows in Seaborn "hue"? In one dataset, I wanted to only have a specific age range from 55 - 65+ instead of all the age ranges. Why is matplotlib not the best for plotting while it's the backend of Seaborn? I did read that it's slow with large datasets. I've used MS Visio and Excel, and ESRI ArcGIS for data visualization. I found out from trial and error that when I opened "jupyter lab, lab_pokemon.ipynb" during another session to complete the assignment, I had to Shift + Enter after each: import pandas as pd pokemon = pd.read_csv("pokemon.csv") people = pd.read_csv("brfss_2020.csv") import seaborn as sns sns.set_theme() Otherwise I kept having errors while visualizating the error. Other data sets to explore would be diving age groups arrested under the influence in the different types of influece, migration of whales, and low-lying land areas prone to flooding used from GIS data. I watched your Pokemon video, but I'd like to find out how I could get data from my viewing Acorn and Brit TV. Then use it either by filtering or plotting. I like this assignment with having the experience using Pandas and Seaborn. I will go through the tuitorials with Seaborn website. --- brfss_2020.ipynb | 2 +- lab_pokemon.ipynb | 3359 +++++++++++++++++++++++++++++++++++++++++++-- 2 files changed, 3234 insertions(+), 127 deletions(-) diff --git a/brfss_2020.ipynb b/brfss_2020.ipynb index 984628d..8613912 100644 --- a/brfss_2020.ipynb +++ b/brfss_2020.ipynb @@ -175,7 +175,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index fa944f3..2eb4432 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -11,22 +11,37 @@ "\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.\n", + "\n", + "This is my Pokemon lab! Kathryn" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", - "metadata": {}, - "outputs": [], + "execution_count": 2, + "id": "7a219307-d35d-4b1f-9e13-24d56f653675", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "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+1+1" ] }, { @@ -41,10 +56,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell A\n", "x = 10\n", @@ -53,10 +81,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell B\n", "x = x * 2\n", @@ -97,9 +138,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import pandas as pd" @@ -107,9 +150,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "pokemon = pd.read_csv(\"pokemon.csv\")\n", @@ -130,10 +175,253 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "579d8dda-ca39-48b1-8819-b17651029729", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
0BulbasaurGrassPoison3184549496565451False
1IvysaurGrassPoison4056062638080601False
2VenusaurGrassPoison525808283100100801False
3VenusaurMega VenusaurGrassPoison62580100123122120801False
4CharmanderFireNaN3093952436050651False
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
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....................................
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" + ], + "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": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -174,10 +693,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "9afca362-9edc-423c-981b-dc42107d5de0", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1 166\n", + "5 165\n", + "3 160\n", + "4 121\n", + "2 106\n", + "6 82\n", + "Name: generation, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.generation.value_counts()" ] @@ -192,10 +730,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "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": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\"]].mean()" ] @@ -210,10 +765,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.08125" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.legendary.mean()" ] @@ -238,12 +806,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "48.76603274748385" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.age.mean()" ] }, { @@ -256,12 +837,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "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": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people[[\"height\", \"weight\"]].mean()" ] }, { @@ -274,12 +870,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "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": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.exercise.value_counts(normalize=True)" ] }, { @@ -297,10 +908,253 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
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157ZapdosElectricFlying580909085125901001True
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162MewtwoPsychicNaN68010611090154901301True
163MewtwoMega Mewtwo XPsychicFighting7801061901001541001301True
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
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65 rows × 12 columns

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" + ], + "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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "legendary = pokemon[pokemon.legendary]\n", "legendary" @@ -316,10 +1170,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "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": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.type == \"Ice\"" ] @@ -334,10 +1212,471 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
676CryogonalIceNaN485705030951351055False
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" + ], + "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": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "high_speed_ice = pokemon[(pokemon.type == \"Ice\") & (pokemon.speed >= 80)]\n", "high_speed_ice" @@ -382,12 +1893,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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13784 rows × 11 columns

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" + ], + "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": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "no_doctor = people[people.no_doctor]\n", + "no_doctor" ] }, { @@ -408,12 +2151,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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142249 rows × 11 columns

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" + ], + "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": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "health = people[(people.health >= 3)]\n", + "health" ] }, { @@ -433,12 +2408,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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2321 rows × 11 columns

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" + ], + "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": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "education = people[(people.education == 4) & (people.sex == \"female\") & (people.no_doctor)]\n", + "education" ] }, { @@ -457,10 +2664,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "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": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.groupby(\"type\").speed.mean().sort_values()" ] @@ -475,10 +2714,185 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "5c420c0e-b5d2-49ae-ab98-3305ee076169", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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" + ], + "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": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ptypes = pokemon.groupby(\"type\")\n", "ptypes[[\"hp\", \"attack\", \"defense\"]].mean().sort_values(\"hp\")" @@ -494,10 +2908,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "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": 32, + "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 +2970,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "income\n", + "1 6.952208\n", + "2 6.985627\n", + "6 7.055784\n", + "8 7.074626\n", + "7 7.078495\n", + "4 7.079627\n", + "3 7.083274\n", + "5 7.100286\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people.groupby(\"income\").sleep.mean().sort_values()" ] }, { @@ -544,12 +3010,112 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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" + ], + "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": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "difference_income_health = people.groupby([\"sex\", \"education\"])\n", + "difference_income_health[[\"income\", \"health\"]].mean()" ] }, { @@ -566,7 +3132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", "metadata": {}, "outputs": [], @@ -589,20 +3155,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "5ce066fe-f81d-4b78-a394-c5c2f4dc9f46", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.histplot(data=pokemon, y=\"attack\", bins=5)" ] @@ -619,10 +3227,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "92be1ad0-12bb-49f0-a3f6-85fcfd98e943", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "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 +3266,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "17f1c289-5990-4420-bfcb-e50eee0b8af6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JCbRq1YqxY8fy1FNPMWbMmHzPKiIiIq7JYuhKnk5jyub3dG9EERHJVeUKl2Ng3ZdJSblIdrbN0eXcFg8PN4oV83P6mgMD/XB3v/W4lcsukDejkr6lHF2CiIiYjP62OJ5GtpyEYRg5FuiLiIjkFqvNRmrKJWw21/iTr5EtyRMWi4W0tAysVuf9oboX7u5uBAT4mDaj2fOBMpqB2fOBMt6MzWa4TKNlRmq2nIjVanPqDj43mD2j2fOBMpqB2fOBMopzUbPlRG5nKNJVXctm1oxmzwfKaAbOnk+jL2JWarachGEYBAT4OLqMPGf2jGbPB8poBs6az2a1kpKaoYZLTEfNlpOwWCzsnzePjJMnHV2KiEi+8ylVigd79MDNzaJmS0xHzZYTyTh5kkvJyY4uQ0RERHJRgWq2oqKiOHbs/y4a6unpSbly5ejUqRO9evVyYGUiIiJiVgWq2QKIjY0lNjYWgMzMTLZv387IkSPx8fGhW7duDq5OREREzKbANVu+vr4EBQXZHwcHB7NhwwYWL16sZktERERynXO+/zefeXt72z+PiYlh2LBhOfb/ddvOnTvp1q0bNWvWJDo6mhUrVlC1alU2bNiQbzWLiIiIayjwzdb27dv54osv6NSp020df/LkSZ555hnKlSvH4sWLef3113n//fexWq15XKmIiIi4ogI3jThjxgzmzJkDQFZWFllZWdSsWZPHH3/8tp6/cOFC/P39GTt2LJ6enlSqVImRI0fyz3/+My/LFhERERdV4Jqtp59+mpiYGACys7M5fPgw77//Pt26dePzzz+/5fN3795N9erV8fT0tG+rV69entUrIiIirq3ANVtFihQhJCTE/rhixYoUKVKErl278t///veGz8nOzrZ/7u7ujs2me1GJiIjI7Snwa7bg6q1yAGw2G56enqSnp9v32Ww2jh49an9cpUoVdu/eTVZWln3b1q1b869YERERcSkFrtm6dOkSp0+f5vTp05w6dYrNmzczbtw4SpYsScOGDalVqxY///wzP/74I4cPH+att94iLS3N/vyuXbuSlpbGqFGjSEpK4r///S9vvfUWcPWWOyIiIiJ/VuCmEefMmWNfIO/m5kbRokWpW7cu7777Lj4+PsTGxnLkyBEGDhyIl5cXTz75JK1bt7aPfhUvXpxZs2Yxbtw42rVrR+nSpenSpQvvvPNOjnVcIiIiIlDAmq21a9fe8pjChQvz7rvv3nT/gQMHMAyDRYsW2bf9+uuvAJQuXfreixQRERFTKXDTiPfqjz/+oEePHixbtoxjx46xdetWxo8fz8MPP0yZMmUcXZ6IiIg4mQI1spUbIiMjGTFiBDNmzGDUqFH4+/sTFRXFkCFD7vncPqVK5UKFIiKuR7//xMwsxrXFSOJQhmFogb2IFGg2q5WU1Axstrv/s+Th4UaxYn6kpFwkO9ucl+lRRucRGOiHu/utJwk1suUkLBYLaWkZWK3O+0N1L9zd3QgI8DFtRrPnA2U0A2fPZ7MZ99RoiTgrNVtOxGq1OXUHnxvMntHs+UAZzcDs+UScjZotJ3I7Q5Gu6lo2s2Y0ez5QRjMwez5QRmeikcr/ozVbTkJrtkRExExsVhspqZfuquHSmi3JExaLhW8/3cC5UxccXYqIiMg9CSzpT4su9XFzs2h0CzVbTuXcqQucOZbq6DJEREQkFznlhG9UVBRRUVE5bgh9zbBhw4iJiXFAVTe3YcMGQkNDSU5OdnQpIiIi4mScstkCOHbsGO+8846jyxARERG5J07bbAUHB7Nw4UL++9//OroUERERkbvmtM1W27ZtadiwISNGjLjhdCJAamoqY8aMoUmTJtSoUYOnn36aDRs22PfHx8fTvXt3Bg0aRO3atXnrrbdYsmQJLVq0YMGCBTRt2pSaNWsyYMAATp48yZAhQwgPD+eRRx7JcaPp8+fPM3LkSBo3bky1atVo2LAhI0eOJCMjI8+/DiIiIuLanLbZslgsjB07lvPnzzNx4sTr9lutVmJjY9m8eTOTJk1iyZIlVK5cmZ49e7J9+3b7cZs2baJEiRIsX77cvtbr+PHjfP3118ycOZOpU6eyZs0aHn/8capVq8bixYt55JFHeOONN0hJSQGurhPbvXs306ZNY/Xq1QwfPpxly5axcOHC/PliiIiIiMty2mYLoFy5cgwdOpTPPvuM9evX59i3fv16du3axXvvvcfDDz9MpUqVGDNmDA8++CCzZ8/OceyAAQMIDg6mfPnyAGRnZzNq1CgqV65MkyZNqFKlChUqVOC5556z/zcrK4tDhw4BEBERwfjx46lZsyb33Xcfbdu2pWrVqiQmJubHl0FERERcmFM3WwCdO3cmIiKCkSNH5phOTExMxN/fn8qVK9u3WSwW6tatm6MJKl68OP7+/ted9/7777d/7uvrm+NxoUKFALhy5QoAXbt25ejRo0yYMIF+/frRvHlztm/fjs3mvBdaExEREefg9M0WwNtvv82FCxcYP368fdvNLnxvGAYeHv93+TBvb+8bHufp6ZnjsZvbjb8UNpuNvn378vbbb+Ph4UGrVq2YMWMGtWvXvtMYIiIiUgC5xEVNy5Yty7Bhwxg5ciTBwcGUKVOG0NBQLly4QGJion10yzAMtmzZQqVKlXLttffs2cOPP/7IZ599Rs2aNQHIysriyJEjBAcH59rriIiIiDm5xMgWQKdOnYiMjOTo0aMAREZG8tBDD/Hyyy+zceNGkpKSePPNN0lMTOSZZ57JtdctUaIEHh4erFq1iqNHj7Jjxw5eeuklTp8+bZ9mFBEREbkZl2m24Op04rX1V+7u7syZM4eqVavSv39/OnbsyP79+5k7dy61atXKtdcsVaoUEyZMYO3atbRq1YqBAwdSqlQpnn32WXbu3JlrryMiIiLmZDFutvhJ8t3CKd/p3ogiIuLySpQrSueBzUlJuUh29p2/mczDw41ixfzu+vn5JTDQD3f3W49bucSarYIisOT175oUERFxNfp7lpOaLSdhGAYtutR3dBkiIiK5wma1YbNp8gzUbDkNi8VCWloGVqvzDpfeC3d3NwICfEyb0ez5QBnNwOz5QBmdic1mqNn6/9RsORGr1ebUc9O5wewZzZ4PlNEMzJ4PlFGci5otJ3I7i+xc1bVsZs1o9nygjGZg9nzgOhk16lOwqNlyEoZhEBDg4+gy8pzZM5o9HyijGZg9Hzh/RqvVSmpqhhquAkLNlpOwWCwsnTmBMyeOOroUERHJQyXKBPNEn2G4uVnUbBUQaracyJkTR/njyAFHlyEiIiK5yKkntaOioggNDbV/VKlShdq1a9O9e3c2bdp0W+dYsmQJoaGheVypiIiIyI05dbMFEBsby/r161m/fj0//vgjCxYsoHDhwvTq1Yvjx4/f8vmtWrVi/fr1+VCpiIiIyPWcvtny9fUlKCiIoKAgSpYsSeXKlRkzZgyZmZl8++23t3y+t7c3QUFB+VCpiIiIyPWcvtm6EQ+Pq0vNvLy8yMzMJC4ujujoaMLCwmjXrh2rV6+2H/vXacR169bRoUMHatasScOGDRk2bBjnz5+3709KSqJfv37Ur1+fOnXqMGDAAI4dO2bfHxMTw7vvvstrr71G3bp1qV27Ni+//DLp6en5kFxERERcjcs1WydPnuTNN9/E19eXJk2aMHjwYJYtW8aoUaNYsWIFzZs3Z+DAgXz33XfXPffcuXP079+fjh078tVXXzFt2jQ2bdrEO++8A8CxY8fo3LkzXl5efPzxx8yZM4fTp0/TvXv3HM3U3LlzKVGiBIsWLWLSpEmsWbOGuXPn5teXQERERFyI078bccaMGcyZMweA7Oxsrly5QsWKFYmLiyMjI4M1a9Ywffp0mjZtCsCLL77I3r17mT59Os2bN89xrpMnT3LlyhXKli1LuXLlKFeuHNOnT8dqtQLwySef4Ovry7vvvouXlxcAU6dOJTo6muXLl9OtWzcAKlWqxODBgwEoX748ERERbN26NT++HCIiIuJinL7Zevrpp4mJiQHAzc2NokWL4u9/9W7iX331FQB16tTJ8Zx69eoxefLk68710EMP0aZNG/r160dQUBARERE0bdqUFi1aAJCYmEj16tXtjRZAUFAQDzzwAImJifZtFSpUyHFef39/0tLSciGtiIiImI3TTyMWKVKEkJAQQkJCCA4Otjdaf8cwDPu6rr967733WLVqFb169SIlJYVXXnmFnj172p93IzabDU9PT/vjPzdjIiIiIn/H6Zutv3Nt4fuWLVtybN+8eTOVKlW67vht27Yxbtw4KlSowLPPPsvMmTMZN24cv/zyC2fPniU0NJQdO3Zw5coV+3POnDnD4cOHqVixYt6GEREREVNy+mnEv1OxYkWaNWvGmDFjsFgshISE8OWXX7JmzRri4uKuO75w4cJ88skneHp68tRTT3H58mW++uorypcvT7FixejSpQuffvopr7zyCs8//zxXrlxh4sSJFCtWjNatW+d/QBEREXF5Lj2yBTB58mSaN2/OiBEjaNu2Ld9//z3x8fG0bNnyumMrVqxIfHw8v/zyC+3bt6dLly64u7vz0Ucf4ebmxn333UdCQgJpaWl07tyZnj17EhQUxKeffkpAQIAD0omIiIirsxg3W6gk+e6jMS/o3ogiIiZX+v5K9B79ASkpF8nOtt3x8z083ChWzO+un+8KXCVjYKAf7u63Hrdy+ZEtEREREWfm0mu2zKZEmWBHlyAiInlMv+sLHjVbTsIwDJ7oM8zRZYiISD6wWq3YbFrFU1Co2XISFouFtLQMrFbnnZu+F+7ubgQE+Jg2o9nzgTKagdnzgetktNkMNVsFiJotJ2K12px6IWBuMHtGs+cDZTQDs+eDgpFRXIeaLSdyO+9ocFXXspk1o9nzgTKagdnzwdVZAhFno2bLSRiGQUCAj6PLyHNmz2j2fKCMZmDmfDabRrPE+ajZchIWi4XDX+zk8tmLji5FRMQlFSruR0ib6o4uQ+Q6aracyOWzF8k4dcHRZYiIiEgucrqJ+5iYGEJDQ2/6ce7cOaKiooiPj8+119yyZQubN2/+22NCQ0NZsmRJrr2miIiIFAxOObL12GOPMWLEiBvuK1asWK6/XteuXRk/fjx169a96THr16/H398/119bREREzM0pmy1vb2+CgoIcXUYOzlaPiIiIuAanm0a8G7/++ivdunWjRo0aNG3alDFjxpCenm7fn5WVxZQpU2jWrBk1a9akQ4cO/Pzzz8DV6UGA4cOHM2zYMJKTkwkNDWXGjBlEREQQHR1Nenr6ddOIK1asoG3bttSoUYPo6Gg+/vjj/A0tIiIiLsHlm629e/fy3HPP0bhxY1asWMG7777Lrl27iI2NxTCuXp137NixLFiwgKFDh7Jy5UoaN25Mv379OHjwIOvXrwfgtddeyzF1uXTpUj7++GPi4uIoXLhwjtf86quvGDp0KO3atWPFihUMHjyYd999V2u6RERE5DpOOY24cuVKVq9efd325s2bM2nSpBzbZs+eTUREBP369QOgfPnyvPfeezRv3pyNGzdSrVo1Fi1axKhRo2jZsiUAgwYNwjAM0tPTqVChAgD+/v74+/tz/vx54Oo6rkqVKt2wvo8//phWrVrRs2dP+2tevHgRb2/v3PkCiIiIiGk4ZbMVFRXFkCFDrtvu6+t73bbdu3dz+PBhwsPDr9uXlJSEr68vWVlZ1KxZM8e+wYMH/20NISEhN92XmJhI69atc2x76qmn/vZ8IiIiUjA5ZbPl5+f3t83On9lsNh5//HH7yNafBQYGcuzYsbuq4e9GqTw8nPLLJiIiIk7I5ddsPfjggxw4cICQkBD7R3Z2NuPHj+fEiROEhITg6enJjh07cjzvqaeeYu7cuXf1mhUrVrzufOPHj2fAgAF3G0NERERMyimHaDIzMzl9+vQN9xUpUiTH49jYWLp168aYMWPo3r07aWlpjBkzhszMTMqXL4+Xlxfdu3dnypQpBAYG8uCDD7Jo0SISExOZMGECcHV6MikpiZSUlNuqr0+fPrz44ovUqFGDJk2asG3bNj799FPefPPNewsuIiIipuOUzdaqVatYtWrVDfdNmTIlx+NatWoxa9YspkyZwhNPPIGvry8NGzZk6NCheHl5AVfXZ7m7uzN69GguXLhAlSpVmDlzpn1xfGxsLLNmzSIpKYmRI0fesr6oqCjefPNNPvroIyZOnEi5cuUYPnw47du3v7fgIiIiYjoW49r1EcThEj/eoHsjiojcJZ+S/lR+pj4AKSkXyc62ObiivOHh4UaxYn7K6AQCA/1wd7/1iiynHNkqqAoV93N0CSIiLku/Q8VZqdlyEoZhENKmuqPLEBFxaTabDTc3l3/vl5iMmi0nYbFYSEvLwGp13uHSe+Hu7kZAgI9pM5o9HyijGZg9H1z9XVq06PXXZBRxJDVbTsRqtTn13HRuMHtGs+cDZTQDM+fz8NColjgfNVtO5HYW2bmqa9nMmtHs+UAZzcDs+UAZ74XNZmCz6T1zeUHvRnQShmFgsVgcXYaIiBRQVquN1NRLTtFw6d2IkicsFgsLFy686cVcRURE8kpQUBCdO3fGzc3iFM2W2ajZciKnT5/m+PHjji5DREREcpF5J7VFREREnIBTNluGYbBkyRJiYmJo0KAB1atXp0WLFowdO9Zpp9ni4+OJiopydBkiIiLiZJyu2bLZbLzwwgtMmDCBZs2aMX/+fL755htGjhzJjh076NixI2fPnnV0mSIiIiK3xenWbM2dO5d169bx2WefUa1aNfv2smXLUr9+fVq3bs3s2bN59dVXHViliIiIyO1xqpEtwzBISEigbdu2ORqta7y9vZk3bx4vvfQSycnJhIaGMmPGDCIiIoiOjiY9PZ3U1FTGjBlDkyZNqFGjBk8//TQbNmywn+NG031/3RYaGsqiRYt49tlnqVGjBpGRkUybNi3HcxYuXEiLFi2oUaMG/fr14/z587n81RAREREzcKpmKzk5mWPHjtGoUaObHlOuXDm8vLzsj5cuXcrHH39MXFwcPj4+xMbGsnnzZiZNmsSSJUuoXLkyPXv2ZPv27XdUy8SJE3niiSf48ssv6d69O/Hx8WzatAmAL774gjfffJNnn32W5cuXU7t2bf7zn//cXWgRERExNadqts6cOQNAYGBgju39+vUjPDzc/tG6dWv7vq5du1KpUiXCwsJYv349u3bt4r333uPhhx+mUqVKjBkzhgcffJDZs2ffUS3t27enXbt2BAcH069fPwICAvj1118BmD9/Pq1ataJbt2488MAD9OnTh2bNmt1jehERETEjp2q2ihUrBnDdlNyYMWNYtmwZy5Yto2PHjmRkZNj3hYSE2D9PTEzE39+fypUr27dZLBbq1q1LYmLiHdVSsWLFHI/9/f3Jysqyv05YWFiO/eHh4Xd0fhERESkYnKrZCg4OJigoKMcaK4BSpUoREhJCSEgIRYoUybHP29vb/vnN7jxkGAYeHjd/L0B2dvZ12/48VXmj89tsOW8f4OnpedPzi4iISMHlVM2Wu7s7PXr0YNmyZezdu/eGx5w4ceKmzw8NDeXChQs5RrEMw2DLli1UqlQJuNoUXbx4McfzDh8+fEd1PvTQQ/YpxWt27NhxR+cQERGRgsGpmi2AXr160axZM7p27cr06dPZu3cvycnJrF27ltjYWBYvXkyDBg1u+NzIyEgeeughXn75ZTZu3EhSUhJvvvkmiYmJPPPMMwDUqlWL1NRUZs+eTXJyMgsWLODHH3+8oxr79OnDt99+y6xZszh06BDz589n9erV95xdREREzMfpmi03Nzfi4uIYO3YsmzdvJjY2lpYtW/Lmm28SGBhIQkIC48aNu+Fz3d3dmTNnDlWrVqV///507NiR/fv3M3fuXGrVqgVAgwYNePHFF5kzZw6tW7fm559/ZsCAAXdUY9OmTXnvvfdYvHgxjz/+ON988w2xsbH3Gl1ERERMyGLcbKGT5Ltp06bpRtQiIpLvypYtS//+/UlJuUh2tu3WT8hjHh5uFCvm5zT13ExgoB/u7rcet3K6K8gXZEFBQY4uQURECiD9/clbGtlyEoZhYLFYHF2GiIgUUFarjdTUS9hsjm8LNLIlecJisZCWloHV6rw/VPfC3d2NgAAf02Y0ez5QRjMwez5QxnthsxlO0WiZkZotJ2K12py6g88NZs9o9nygjGZg9nygjOJc1Gw5kdsZinRV17KZNaPZ84EymoHZ84Ey5gaNcOU+rdlyElqzJSIizsBms5GS4ti1W1qzJXnCYrGwf+unZKSfcnQpIiJSQPkULsmD4V1wc7NodCsXqdlyIhnpp7iUdszRZYiIiEguMt2kdkxMDKGhoTf8mDhx4i2fv2HDBkJDQ0lOTs6HakVERMTsTDmy9dhjjzFixIjrtvv4+NzyueHh4axfv57AwMC8KE1EREQKGFM2W97e3nd9NVwvLy9dSVdERERyzV1NI165coVPPvmE/v3707lzZ5KSkvj000/Zvn17bteX686fP8/IkSNp3Lgx1apVo2HDhowcOZKMjAzg+mnEqKgoJk6cSKtWrahfvz7Tpk2jSpUqHDuWc21V586db2uaUkRERAqWO262zp07R8eOHRk7diyHDx9m+/btZGZm8sMPPxATE8PWrVvzos5cM2zYMHbv3s20adNYvXo1w4cPZ9myZSxcuPCmz0lISGDkyJHMmjWLPn36EBgYyPLly+37f//9d3777Tc6duyYHxFERETEhdxxs/XOO+9w8eJFvvrqK5YuXcq1y3RNnTqVsLAwpk6dmutF3qmVK1cSHh6e46NXr14AREREMH78eGrWrMl9991H27ZtqVq1KomJiTc9X5MmTWjUqBFhYWF4eXnRrl27HM3WsmXLCAsLo1KlSnmeTURERFzLHa/Z+v7773nttdcICQnBarXatxcqVIjY2FiGDRuWqwXejaioKIYMGZJjm7e3NwBdu3Zl7dq1LF26lEOHDnHgwAGSk5OpUKHCTc8XEhKS43HHjh2ZM2cO27Zto0aNGqxYsYLevXvnfhARERFxeXfcbF2+fJmiRYvecJ+7uztZWVn3WtM98/Pzu65BgqtXxe3bty/79++nTZs2tGrVimrVqjFq1Ki/Pd+1Ru2aSpUqUbNmTVasWEFmZiZnzpyhTZs2uZpBREREzOGOm62wsDA++eQTmjRpct2+lStXUr169VwpLC/s2bOHH3/8kc8++4yaNWsCkJWVxZEjRwgODr6jc3Xs2JEPP/wQm81G8+bNCQgIyIuSRURExMXd8ZqtgQMH8vPPP9OuXTumTJmCxWLhiy++oF+/fnz99de88MILeVFnrihRogQeHh6sWrWKo0ePsmPHDl566SVOnz7NlStX7uhcrVu35vz58yxZsoQnnngijyoWERERV3fHzVbdunX597//jY+PD7NmzcIwDObOncvp06eZMWMGDRo0yIs6c0WpUqWYMGECa9eupVWrVgwcOJBSpUrx7LPPsnPnzjs6V+HChWnevDlFihQhIiIijyoWERERV2cxrr2d8C5kZmZy/vx5ChcujJ+fX27W5RJiYmKoXbs2gwYNypXzbf9piu6NKCIiDuMbUI4ajQeSknKR7Gybw+rw8HCjWDE/h9dxK4GBfri733rc6q6vIL9+/Xo2bdpEamoqJUqUoGHDhtStW/duT+dSvvvuO/bs2cNvv/3GO++8k2vn9SlcMtfOJSIicqf0dyhv3PHI1vnz5+nbty+//fYbHh4eFC1alNTUVKxWK4888gjx8fF4eXnlVb1O4emnn+b3339n+PDhtG/fPlfOaRgGFoslV84lIiJyt2w2Gykpl7DZ7nri656ZbWTrjputoUOH8sMPPzB27Fiio6OxWCzYbDa+++47Ro0aRYcOHRg6dOhdF16QpaVlYLU67w/VvXB3dyMgwMe0Gc2eD5TRDMyeD5QxN9hshkMbLTBfs3XH04g//PADQ4YMoXnz5vZtbm5uPProo5w7d45p06ap2bpLVqvNqX+ocoPZM5o9HyijGZg9HyijOJc7fjeiYRiUKFHihvvKlCnDpUuX7rkoEREREbO445GtJ554gn/96188/PDDOd6BmJ2dTUJCgq45dQ9uZyjSVV3LZtaMZs8HymgGZs8HBSOj1ve6njtutnx8fDh06BDR0dFER0dTqlQpUlJSWLduHX/88QdFihRh+PDhwNUfiHHjxuV60WZkGAYBAT6OLiPPmT2j2fOBMpqB2fOBuTM6ej2V3Lk7XiAfFRV1+ye3WFizZs0dF1VQrdp7jHOX7uxK9iIiUnAE+nrxWJVyAE6/ePxeFPgF8mvXrr2rguTWzl26wqn0TEeXISIiIrnojie1X3/9dbZt25ZrBcTExBAaGnrDj4kTJxITE8OwYcNu+3xRUVHEx8f/7THff/89Bw4cAGDDhg2EhoaSnJx8TzlEREREbuSOR7Z++eUXPv/8c8qXL0+HDh1o164dJUve2xVnH3vsMUaMGHHddh8fH7Kzs3F3d7+n8//ZsWPH6NevH/PmzaNSpUqEh4ezfv16AgMDc+01RERERK6542brm2++YcuWLSxbtoyZM2cSFxdHREQEHTp0IDo6Gk9Pzzsuwtvbm6CgoDt+3t346xI1Ly+vfHttERERKXju6r2xderU4a233mL9+vVMnDgRLy8vhg8fTmRkJG+//TaJiYm5VuBfpxHXr1/PE088QVhYGG3atGHx4sXXTQOePn2a/v37U6tWLerXr8/48eOxWq0kJycTHR0NQI8ePYiPj79uGjEqKorZs2fz4osvEh4eTv369Xn77bfJzs6+oxpERERE4C6brWsKFSpEvXr1qFu3LhUrVuT8+fOsXLmSdu3a0bt3b06ePJlbdQKwZ88e+vbtS8OGDVm+fDnPP/88EydOvO64RYsWUa9ePVauXMkrr7zC3LlzWbp0KWXKlOHzzz8HID4+ntjY2Bu+zpQpU6hXrx4rVqzg1VdfJSEhgS+++OKOahARERGBu5hGBLh06RKrV69m+fLlbNy4EV9fXx577DFGjRpFzZo12bZtG4MGDWLgwIEsWLDgludbuXIlq1evzrGtTp06zJo1K8e2uXPnUr16dV599VUAKlSowNmzZxk7dmyO4x599FGeeeYZAIKDg5k3bx47d+7kySeftK/NKlKkSI6Lsv5ZZGQkPXr0sD9//vz5/Prrr7Rv3/62axARERGBu2i2Xn75ZdauXUtGRgZ16tRh7NixtGzZEh+f/7uAXM2aNe2Nye2IiopiyJAhObZ5e3tfd9zu3btp1KhRjm316tW77rjy5cvneFykSBEuX758W7UAVKxYMcdjf39/srKy7qgGEREREbiLZmvDhg107tyZp59++rqmJi0tjZ9++onWrVvToEEDQkNDb+ucfn5+hISE3PI4d3d3bLZbX9zsRu9evJNrt3p5ed30+bdbg4iIiAjcxZqtM2fO0KpVq+saLbg66nPtVj0PP/ww//jHP+65wD+rUqUK27dvz7Ft69atd3SOe72nVG7UICIiIgXHbY1sDR06lBMnTtgfv/HGGxQuXPi64w4dOkSJEiVyr7q/iI2NpX379rz77rt07NiRAwcOMHXqVOD2myhfX18AEhMTqVq1qkNqEBERkYLjtka2/vGPf2AYRo6puGuPr324ublRq1Ytxo8fn2fFVq5cmWnTpvHDDz/w+OOPM3XqVLp37w5w29f3KlasGB07duSdd95hypQpDqlBRERECo47vhF1TEwMb7zxxnWLyPPD9u3b8fDwyDEitXLlSl577TW2bt2Kh8ddvbnSaWr4z6+/696IIiJyUyULe9Ot9gOAbkTtDPLsRtTz58+/q4Jyw549e5g0aRITJ07koYce4vDhw8THx9O6det8abTyuoZA3+sX5ouIiFyjvxOu6Y5HthzJMAw++OADli5dysmTJylevDitW7dmwIABN7xUhCvVYBiG1nyJiMgt2WwGbm4Wpx/1uRdmG9lyqWbL7NLSMrBanfeH6l64u7sREOBj2oxmzwfKaAZmzwcFI6PFYqFoUV+nb0TuhdmarfyZe5PbYrXanPqHKjeYPaPZ84EymoHZ84G5M3p43NOd9sQB1Gw5kdvpjl3VtWxmzWj2fKCMZmD2fFAwM9psBjabJqmcmaYRnYTWbImIyN2wWm2kpl4yVcOlaUTJExaLhQ8W7ebY6UuOLkVERFxEuSBfXniyKm5uFlM1W2ajZsuJHDt9iUMn0h1dhoiIiOQip5jUjoqKIjQ01P5RpUoVateuTffu3dm0aVO+vH58fPxN9y9ZsuS2b6otIiIi8mdO0WzB1XsOrl+/nvXr1/Pjjz+yYMECChcuTK9evTh+/LhDa2vVqhXr1693aA0iIiLimpym2fL19SUoKIigoCBKlixJ5cqVGTNmDJmZmXz77bcOrc3b25ugoCCH1iAiIiKuyWmarRu5dvsbLy8vtm/fTteuXQkPD6devXq8+OKL9hGvF154gR49euR47sGDBwkNDWX//v0A/PTTT3Tu3JmaNWvyyCOP8P7772O1Wu3Hnz59mv79+1OrVi3q16/P+PHj7fv/Oo148eJF3nrrLSIjIwkPD6d79+7s3LkzT78WIiIi4pqcttk6efIkb775Jr6+vjzyyCP07duXevXqsWLFCubOncvx48d57bXXAOjQoQMbN27kxIkT9ucvW7aMsLAwHnzwQbZu3UqfPn2oU6cOS5Ys4e2332bBggV8+OGH9uMXLVpEvXr1WLlyJa+88gpz585l6dKlN6ztpZde4scff2T8+PEsW7aM4OBgYmNjOX/+fN5+UURERMTlOM27EWfMmMGcOXMAyM7O5sqVK1SsWJG4uDgKFy5MSkoKJUuWpFy5cgQHBxMXF8fZs2cBaNKkCSVKlGDFihX07dsXm83G8uXL6dOnD3D15tk1a9bk1VdfBaBixYq8+eab9ucDPProozzzzDMABAcHM2/ePHbu3MmTTz6Zo86DBw/y448/Mnv2bCIjIwF44403CAgIICUlhSJFiuTtF0pERERcitM0W08//TQxMTEAuLm5UbRoUfz9/e37e/XqxVtvvcXUqVNp0KABTZo04bHHHgOuTje2bduW5cuX07dvX3755RfOnTtHmzZtAEhMTCQiIiLH6/3jH//I8bh8+fI5HhcpUoTLly9fV2diYiIAtWrVsm8rVKgQw4cPv7vgIiIiYmpOM41YpEgRQkJCCAkJITg4OEejBTBkyBDWrl3LSy+9hGEYvPXWW3Ts2JErV64A0LFjR5KSkti5cycrVqwgOjraPsp0be3X33F3d79u240urn875xIRERG5xmmarb9z8OBBRo8eTfHixenSpQtTp05l1qxZJCUlsXfvXuDq1GB4eDirVq1izZo1dOjQwf78ihUrsmPHjhzn/Pjjj+nUqdMd11KxYkWAHOfLzs4mKiqKr7/++m7iiYiIiIm5RLNVrFgxvvzyS15//XWSkpL4/fffWbp0KUWKFKFChQr24zp27EhCQgLe3t45pg179erFb7/9xpQpUzh06BDr1q3jww8/pGnTpndcywMPPMCjjz7KmDFj+OWXX/j9998ZNWoUly9f5uGHH86NuCIiImIiLtNsffTRRxw7doynnnqKJ554guTkZP79739TuHBh+3GPPfYYhmHQvn37HNOCDz30EB988AE//PADbdq0YcyYMfTo0YPnn3/+ruoZN24c9erVY+DAgXTo0IETJ04we/ZsAgMD7zmriIiImIvFuNHCJBd19OhRHn30UVatWnXdgndX8Nq/NuveiCIictvKlynMuOfrkpJykexsm6PLyTUeHm4UK+bn9LkCA/1wd7/1uJUpVnufOHGC7du388knn9C4cWOXbLTg6t3bRUREbpf+brgGUzRbKSkpDBs2jPLlyzNt2jRHl3NXDMPghSerOroMERFxMVarDZvNNJNUpmSqaURXl5aWgdXqvMOl98Ld3Y2AAB/TZjR7PlBGMzB7PiiYGW02w3TNlqYRJc9YrTan/qHKDWbPaPZ8oIxmYPZ8oIziXFzi3YgiIiIirkojW07kdoYiXdW1bGbNaPZ8oIxmYPZ84PiMZpzSk3unZstJGIZBQICPo8vIc2bPaPZ8oIxmYPZ84LiMNpuVlJQMNVySg5otJ2GxWDjx5QyunD3u6FJEROQueBUvS5nWfXFzs6jZkhzUbDmRK2ePc/nUYUeXISIiIrnIVM1WTEwMGzduzLHN09OTEiVKEBUVxSuvvIKPz70PLcfExFCuXDkmTJhwz+cSERERczNVswVX7484YsQI++NLly6xfv16xo8fj81m44033nBccSIiIlLgmK7Z8vb2JigoKMe2kJAQdu7cyVdffaVmS0RERPKVed//+xeFChXCw+Nqb5mZmUlcXBzR0dGEhYXRrl07Vq9eneP47du38+yzzxIeHk6jRo0YPXo0GRkZ1503OzubAQMG0LRpU44cOZIvWURERMR1mL7Zys7O5ocffmD58uW0a9cOgMGDB7Ns2TJGjRrFihUraN68OQMHDuS7774D4OjRozzzzDOULFmShQsXEh8fz88//8yYMWNynNtqtfLqq6+yc+dO5s+fz/3335/v+URERMS5mW4aceXKlTlGqTIzMylbtiw9e/akX79+JCUlsWbNGqZPn07Tpk0BePHFF9m7dy/Tp0+nefPmfPbZZxQtWpRx48bZR8Pefvtttm7daj+vzWZj+PDhbNu2jfnz51OuXLl8zSkiIiKuwXTNVlRUFEOGDMEwDLZv387YsWNp1KgR/fr1w8PDg3379gFQp06dHM+rV68ekydPBiAxMZFq1arZGy2ABg0a0KBBA/vjVatWkZWVRcWKFa9bIyYiIiJyjemmEf38/AgJCaF8+fK0bduWKVOmsGjRIt5+++2/fZ5hGPbm6s9N1s1cm2L8448/mDZtWq7ULiIiIuZjumbrrxo0aMBzzz3Hp59+yo8//khoaCgAW7ZsyXHc5s2bqVSpEgCVKlVi9+7dWK1W+/5vv/2WqKgoLl++DFwdCatZsyZDhgxh9uzZ7Ny5M58SiYiIiCsxfbMFMHDgQMqXL88bb7xB6dKladasGWPGjOGHH37g999/Z9q0aaxZs4bY2FgAunbtSkpKCqNHjyYpKYlNmzbxzjvv0KBBAwoVKpTj3E8//TQ1atRg+PDhXLlyxRHxRERExIkViGarUKFCvPXWWxw/fpz333+fyZMn07x5c0aMGEHbtm35/vvviY+Pp2XLlgCUKlWKOXPmcPDgQdq3b8+gQYNo1qwZr7/++nXntlgsvP322/z+++98+OGH+R1NREREnJzFMAzdLdNJHJ43WvdGFBFxUYVKhhDSYwwpKRfJzrbl2et4eLhRrJhfnr+OI7lKxsBAP9zdbz1uZbp3I7oyr+JlHV2CiIjcJf0Ol5tRs+UkDMOgTOu+ji5DRETugc1mxWbThJHkpGbLSVgsFtLSMrBanXe49F64u7sREOBj2oxmzwfKaAZmzweOz2izGWq25DpqtpyI1Wpz6rnp3GD2jGbPB8poBmbPBwUjo7gONVtO5HYW2bmqa9nMmtHs+UAZzcDs+SD/MmoES+6Emi0nYRgGAQE+ji4jz5k9o9nzgTKagdnzQd5ntNpspKZcUsMlt0XNlpOwWCx8ujuBU5dOOroUERH5GyV9S9Glanfc3CxqtuS2qNlyIqcuneRY+jFHlyEiIiK5yKUn7g3DYMmSJcTExNCgQQOqV69OixYtGDt2LKdPnwYgOTmZ0NBQNmzYkKe1fP/99xw4cCBPX0NERERcj8s2WzabjRdeeIEJEybQrFkz5s+fzzfffMPIkSPZsWMHHTt25OzZs/lSy7Fjx+jXr1++vZ6IiIi4DpedRpw7dy7r1q3js88+o1q1avbtZcuWpX79+rRu3ZrZs2fTtWvXPK9FdzwSERGRm3HJkS3DMEhISKBt27Y5Gq1rvL29mTdvHi+99JJ927Zt2+jUqRPVq1cnOjqaxYsX53jOsmXLaNu2LTVq1CAqKooPP/wQq9WaY3/r1q0JCwujcePGjB07litXrpCcnEx0dDQAPXr0ID4+Pm9Ci4iIiEtyyWYrOTmZY8eO0ahRo5seU65cOby8vOyPP/74Y55//nm++uorGjduzMiRIzl8+OpNn+fOncuoUaPo3LkzK1asYODAgcyePZsJEyYAsHfvXkaOHMmLL77I6tWrGTduHMuXL2fWrFmUKVOGzz//HID4+HhiY2PzMLmIiIi4GpecRjxz5gwAgYGBObb369cvx0L4smXLMmPGDABeeOEFoqKiABg0aBCffvopu3bt4v777+ejjz6ie/fudOvWDYDy5cuTmprKpEmTGDBgAMnJyVgsFsqVK0fZsmUpW7Yss2fPpnDhwri7u9vrKFKkCH5+fnmeX0RERFyHSzZbxYoVA+D8+fM5to8ZM4bMzEwA5s+fz9q1a+37HnjgAfvnRYoUAeDy5cucO3eOM2fOUKdOnRznevjhh8nKyuLgwYM0btyY8PBwnnzySe677z4iIiKIjo6mevXqeZJPREREzMMlpxGDg4MJCgq67nIOpUqVIiQkhJCQEHtDdY2b2/VRDcO46eJ2m+3qPbU8PDwoVKgQ8+bNY+nSpXTu3JlDhw7Rr18/XnvttVxKJCIiImblks2Wu7s7PXr0YNmyZezdu/eGx5w4ceK2zlWiRAlKlCjBli1bcmzfvHkznp6e3H///axbt45p06ZRtWpV+vTpw7x58xgwYABfffUVcPXq7yIiIiI34pLTiAC9evVi9+7ddO3alT59+tC0aVMKFy5MYmIiCQkJ/Pzzz3Ts2PG2ztWzZ0/ef/99goODiYiIYPv27UybNo3OnTvj7++Pp6cnH3zwAYULFyY6Oprz58/zww8/EB4eDoCvry8AiYmJVK1aFX9//zzLLSIiIq7FZZstNzc34uLiWLVqFYsXL2bevHmkpaVRokQJ6tatS0JCAvXq1SM5OfmW54qNjcXLy4uPP/6YcePGUbp0aXr37k3Pnj0BaNSoEWPHjmXOnDm8//77eHt706RJE4YNGwZcXUPWsWNH3nnnHQ4fPszIkSPzNLuIiIi4DouhK3I6jSmb39O9EUVEnFy5wuUYWPdlUlIukp1ty/fX9/Bwo1gxP4e9fn5wlYyBgX64u996RZZLrtkSERERcRUuO41oRiV9Szm6BBERuQX9rpY7pWbLSRiGQZeq3R1dhoiI3AarzYbNplU4cnvUbDkJi8VCWloGVqvzzk3fC3d3NwICfEyb0ez5QBnNwOz5IP8y2myGmi25bWq2nIjVanPqhYC5wewZzZ4PlNEMzJ4PCkZGcR1qtpzI7byjwVVdy2bWjGbPB8poBmbPB8p4IxqFczxd+sFJGIahK9GLiEius1mtpKRmuFTDZbZLP2hky0lYLBb2z5tHxsmTji5FRERMwqdUKR7s0QM3N4tLNVtmo2bLiWScPMml27jivYiIiLgO805q36Fhw4YRExPj6DJERETEZNRsiYiIiOQhNVsiIiIieUjN1g1kZWUxZcoUmjVrRs2aNenQoQM///yzfX9SUhK9e/cmPDycyMhIXn75ZU6fPu3AikVERMRZqdm6gbFjx7JgwQKGDh3KypUrady4Mf369ePgwYOcPHmSrl27EhISwqJFi5g+fTrp6el07tyZS5cuObp0ERERcTJ6N+JfpKens2jRIkaNGkXLli0BGDRoEIZhkJ6ezooVKyhdujQjR460PycuLo4GDRrw9ddf06FDB0eVLiIiIk5IzdZf/P7772RlZVGzZs0c2wcPHgzAtGnT2L9/P+Hh4Tn2X758maSkpHyrU0RERFyDmq2/8PT0/Nv9NpuNBg0aMHr06Ov2+fv751VZIiIi4qK0ZusvQkJC8PT0ZMeOHTm2P/XUU8ydO5cHH3yQpKQkypQpQ0hICCEhIRQpUoRx48aRmJjooKpFRETEWanZ+gsfHx+6d+/OlClTWLNmDUeOHGHy5MkkJibyyCOP0LVrVy5cuMCQIUPYu3cve/fuZdCgQezYsYPKlSs7unwRERFxMppGvIHBgwfj7u7O6NGjuXDhAlWqVGHmzJlUqFABgISEBN577z26dOmCu7s7tWvXZt68eQQGBjq4chEREXE2FsMwdGdKJ7F90iTdG1FERHKN7333UeOVV0hJuUh2ts3R5dw2Dw83ihXzc/q6AwP9cHe/9SShRraciE+pUo4uQURETER/V5yDRrachGEYWCwWR5chIiImY7NaSUnNwGZznT/3GtmSPGGxWEhLy8Bqdd4fqnvh7u5GQICPaTOaPR8ooxmYPR8o443YbIZLNVpmpGbLiVitNqfu4HOD2TOaPR8ooxmYPR8oozgXNVtO5HaGIl3VtWxmzWj2fKCMZmD2fKCMZpGbGZ1hZE9rtpyE1myJiIjkPpvVRkrqpTxpuLRmy8VYLBa+/XQD505dcHQpIiIiphBY0p8WXerj5mZx6OiWmi0ncu7UBc4cS3V0GSIiIpKLnK7ZioqK4tixY/bHnp6elChRgiZNmjBw4EBdpV1ERERcitM1WwCxsbHExsYCkJmZSWJiIpMmTaJ79+4sXLgQf39/B1coIiIicnuc8q0Mvr6+BAUFERQURHBwMNHR0cyZM4cTJ04wa9YsR5cnIiIictucstm6kbJly9KiRQu+/PJLAEJDQ5k6dSrNmjUjMjKSQ4cOcfz4cQYNGkTDhg2pVq0ajzzyCJMmTcJm+7/rkKxfv54nnniCsLAw2rRpw+LFiwkNDSX5/9+TMDMzk7i4OKKjowkLC6Ndu3asXr3a/vwlS5bQokUL+3+rV69Ohw4d2LJlS/5+QURERMQluEyzBVC5cmWOHj3KxYsXAfjkk0+YOnUq06ZNo3z58jz//PNcuHCBf//733z99dfExsYya9Ys1q5dC8CePXvo27cvDRs2ZPny5Tz//PNMnDgxx2sMHjyYZcuWMWrUKFasWEHz5s0ZOHAg3333nf2YEydOsGDBAiZNmsTSpUvx8fFh2LBh6CoaIiIi8lcu1WwFBAQAkJ6eDkC7du0ICwujVq1aZGZm0q5dO9566y2qVKlCcHAwzz77LCVKlGDfvn0AzJ07l+rVq/Pqq69SoUIFWrduTf/+/e3nT0pKYs2aNYwePZqmTZvywAMP8OKLLxIdHc306dPtx2VlZTFmzBhq1arFgw8+yHPPPceRI0c4ffp0Pn41RERExBU45QL5m7lw4eo1qAoXLgxASEiIfZ+3tzfdu3fn66+/Zvv27Rw+fJh9+/Zx5swZ+zTi7t27adSoUY5z1qtXz/75taasTp061x0zefLkHNsqVqxo//zagv2srKx7yiciIiLm41LN1q5duyhfvjx+fn7A1QbrmkuXLtG9e3cyMzNp2bIlTzzxBDVq1KBbt272Y9zd3XOs37pdhmHg4ZHzS+Xl5XXD40RERET+zGWarT/++IM1a9bQu3fvG+5fv349u3bt4ueff6ZEiRIApKamcvbsWXsTVKVKFbZv357jeVu3brV/HhoaCsCWLVto1qyZffvmzZupVKlSruYRERGRgsEpm61Lly7Z1z9lZmayb98+4uLiuO+++3juuedu+JzSpUsDsGLFCv7xj39w4sQJJk+eTFZWFleuXAGuXr+rffv2vPvuu3Ts2JEDBw4wdepU4OrtcipWrEizZs0YM2YMFouFkJAQvvzyS9asWUNcXFzeBxcRERHTccpma86cOcyZMwe4egX5MmXK0KpVK2JjY+1TiH9Vo0YNhg8fzty5c4mLi6NUqVK0atWKMmXKsGPHDuDquxmnTZvG5MmTmTt3Lg888ADdu3cnPj4eT09PACZPnszkyZMZMWIEaWlpVK5cmfj4eFq0aJE/4UVERMRULEYBWmi0fft2PDw8qFq1qn3bypUree2119i6det167Ly28Ip3+neiCIiIrmkRLmidB7YnJSUi2Rn3/ma7VsJDPTD3f3WF3ZwqUs/3Ks9e/bQo0cP1qxZw/Hjx/nf//5HfHw8rVu3dnijJSIiIuZUoDqMp556itOnTzNu3DhOnjxJ8eLFad26NQMGDHB0aQAEltQ9H0VERHKLs/xdLVDTiM7MMAwsFoujyxARETEVm9VGSuolbLbcb3dudxqxQI1sOTOLxUJaWgZWa+7PKTsDd3c3AgJ8TJvR7PlAGc3A7PlAGc0iNzPabEaeNFp3Qs2WE7FabXmygM+ZmD2j2fOBMpqB2fOBMpqFWTKq2XIitzMU6aquZTNrRrPnA2U0A7PnA+fP6AyjLJL/1Gw5CcMwCAjwcXQZec7sGc2eD5TRDMyeD5w3o9VqJTU1Qw1XAaNmy0lYLBaWzpzAmRNHHV2KiIjkgRJlgnmizzDc3CxqtgoYNVtO5MyJo/xx5ICjyxAREZFcZNpmKyoqimPHjtkfe3p6UqJECZo0acLAgQMJDAy863MvWbKE4cOHs2/fvtwoVUREREzMtM0WXL3xdGxsLHD1htaJiYlMmjSJ7t27s3DhQvz9neNiZyIiImJezvl2jVzi6+tLUFAQQUFBBAcHEx0dzZw5czhx4gSzZs1ydHkiIiJSAJi62bqRsmXL0qJFC7788ksAEhMT6du3L/Xq1aN69er2huya+Ph4unfvzqBBg6hduzZvvfXWdef8+uuvqV69OgsWLMi3HCIiIuIaClyzBVC5cmWOHj1Keno6sbGxFC1alAULFvDFF1/QsmVLJk6cyJ49e+zHb9q0iRIlSrB8+XJiYmJynOu7777jlVdeYfTo0Tz99NP5HUVEREScXIFstgICAgA4f/48PXr04PXXX6dixYqUL1/eflPqvy5+HzBgAMHBwZQvX96+7YcffmDw4MGMGTOGTp065Vv9IiIi4jpMvUD+Zi5cuABA0aJF6dq1K1988QW7d+/myJEj7N27FwCb7f9uD1C8ePEbLqYfOHAgV65c4b777sufwkVERMTlFMiRrV27dlG+fHkuXbpE27Zt+fzzzylVqhRdu3Zl6dKl1x3v7e19w/O8/fbbPProo4wYMYKMjIy8LltERERcUIEb2frjjz9Ys2YNvXv35osvviA1NZXVq1fj6ekJ/N/0oWHc+uq+jz/+OA0aNKBVq1ZMnjyZESNG5GntIiIi4npMPbJ16dIlTp8+zenTpzl69CjfffcdvXr14r777uO5556jdOnSZGRk8PXXX3P8+HHWr1/P4MGDAbhy5cptvUZQUBCvvPIKCQkJbNmyJS/jiIiIiAsy9cjWnDlz7Jdx8PT0pEyZMrRq1YrY2Fj8/Pxo2bIlu3btYsKECaSnp1OuXDk6derEmjVr2LFjB126dLmt1+nUqRMrVqzgtddeY/ny5TeddhQREZGCx2LcznyZ5IuPxrygeyOKiJhU6fsr0Xv0B6SkXCQ723brJ9yEh4cbxYr53fN5nJmrZAwM9MPd/daThKYe2XI1JcoEO7oEERHJI/odX3Cp2XIShmHwRJ9hji5DRETykNVqxWbThFJBo2bLSVgsFtLSMrBanXe49F64u7sREOBj2oxmzwfKaAZmzwfOn9FmM9RsFUBqtpyI1Wpz6rnp3GD2jGbPB8poBmbPBwUjo7gONVtO5HYW2bmqa9nMmtHs+UAZzcDs+cCxGTVqJTejZstJGIZBQICPo8vIc2bPaPZ8oIxmYPZ84JiMNpuNlJRLarjkOmq2nITFYuHwFzu5fPaio0sREZE7VKi4HyFtquPmZlGzJddRs+VELp+9SMapC44uQ0RERHKRKSfuV6xYwVNPPUWtWrUIDw+nY8eOLFiwwL4/JSWFzz//PFdfMyYmhmHDdOkGERERycl0I1uLFi1i7NixjBgxgjp16mAYBj///DNvv/02Z86coX///rzzzjskJyfTqVMnR5crIiIiJme6ZuuTTz6hY8eOPPnkk/ZtFSpU4OTJk8ybN4/+/fujOxSJiIhIfjHdNKKbmxtbt27l/PnzObb36dOHhQsXMmzYMJYuXcrGjRsJDQ0Frr4T8KOPPiI6OpqaNWvSrl07VqxYkeP5SUlJ9O7dm/DwcCIjI3n55Zc5ffp0vuUSERER12S6ZqtXr17s3r2bRx55hD59+jBz5ky2b9+Ov78/DzzwACNGjOCxxx4jPDyc9evXA/D+++/z6aefMmrUKFauXEmPHj144403+M9//gPAyZMn6dq1KyEhISxatIjp06eTnp5O586duXTpkiPjioiIiJMz3TRiy5YtKV26NPPmzePnn39m3bp1AJQvX55x48ZRp04dvL298fT0JCgoiEuXLjF37lwmT55M06ZNAbj//vs5duwYs2fPplu3bnz66aeULl2akSNH2l8nLi6OBg0a8PXXX9OhQwdHRBUREREXYLpmC6BWrVrUqlULm83G3r17WbduHQkJCfTu3Ztvv/02x7EHDhzg8uXLvPzyy7i5/d9AX3Z2NleuXCEzM5Pdu3ezf/9+wsPDczz38uXLJCUl5UsmERERcU2marb++OMPZsyYQd++fSldujRubm5UrVqVqlWr0rx5c9q0acOmTZtyPOfaYvm4uDgqVKhw3Tm9vLyw2Ww0aNCA0aNHX7ff398/b8KIiIiIKZhqzZaXlxeff/75dYvbAQICAgAoUaIEFovFvr1ChQp4eHhw/PhxQkJC7B/r1q1j9uzZuLm58eCDD5KUlESZMmXs+4sUKcK4ceNITEzMt3wiIiLiekzVbAUGBtKrVy+mTJnC+++/z549ezh69Cjff/89/fv3p379+tStWxdfX19OnTrF0aNH8ff35+mnn2bKlCksX76co0ePsmjRIiZNmkTJkiUB6Nq1KxcuXGDIkCHs3buXvXv3MmjQIHbs2EHlypUdnFpEREScmammEQFeeuklypcvz2effcZ//vMfMjMzKVu2LI899hh9+/YFoH379nz77be0adOGb775huHDh1OsWDGmTJnCqVOnKFOmDAMGDKBXr14ABAcHk5CQwHvvvUeXLl1wd3endu3azJs3j8DAQEfGFRERESdnMXSFT6eR+PEG3RtRRMQF+ZT0p/Iz9UlJuUh2ti1PX8vDw41ixfzy5bUcxVUyBgb64e5+60lCU00jioiIiDgb000jurJCxf0cXYKIiNwF/f6Wv6Nmy0kYhkFIm+qOLkNERO6SzWbDZtPKHLmemi0nYbFYSEvLwGp13rnpe+Hu7kZAgI9pM5o9HyijGZg9Hzg2o81mqNmSG1Kz5USsVptTLwTMDWbPaPZ8oIxmYPZ8UDAyiutQs+VEbucdDa7qWjazZjR7PlBGMzB7Pii4GTWq5tx06QcnYRhGjivbi4iI3C6r1UZq6iXTNFxmu/SDRrachMViYeHChZw+fdrRpYiIiAsJCgqic+fOuLlZTNNsmY2aLSdy+vRpjh8/7ugyREREJBe5ZLMVExPDxo0bb7gvNjaWnTt3Uq5cOSZMmHDLcw0bNoxjx44xf/783C5TRERExDWbLYDHHnuMESNGXLfdx8eH559//rbPM2LECKxWa26WJiIiImLnss2Wt7c3QUFB93wef3//XKhGRERE5MbM+97Y/699+/YMHz48x7affvqJsLAwUlNTGTZsGDExMQBs2LCBqlWrsm7dOtq0aUP16tVp2bIl3333nf25VquV999/n8jISGrVqsWAAQMYO3as/RwiIiIif2b6ZqtDhw6sXr2azMxM+7Zly5YRFRVF0aJFrzvearUyadIkRowYwRdffEHlypUZOnQoFy9eBODdd99l4cKFjB49msWLFxMUFKT1XiIiInJTLttsrVy5kvDw8BwfvXr1uu64xx9/nCtXrthHp9LT0/nuu+/o0KHDTc/90ksv0bBhQ8qXL88///lP0tPTSUxMJCMjg08++YSXXnqJFi1aULFiRUaOHEnVqlXzLKeIiIi4NpddsxUVFcWQIUNybPP29r7uuGLFihEdHc2yZcto06YNq1atwt/fn8jIyJueu0KFCvbPCxcuDEBWVhZJSUlkZmZSq1Yt+36LxUKdOnXYu3fvPSYSERERM3LZZsvPz4+QkJDbOrZjx47069ePs2fPsmLFCtq1a4e7u/tNj/fy8rpum2EYeHh42D8XERERuR0uO414JyIjIwkKCuKzzz5j8+bNfzuF+HdCQkLw9vbmt99+y7F927ZtuVCliIiImJHLjmzdCTc3N9q3b8/06dMJCwujYsWKd3UeHx8fYmJimDp1KkFBQVSsWJHPPvuMbdu28fDDD+dy1SIiImIGBaLZgqvvSpw+ffpdj2pdM3DgQLKyshg5ciQZGRk0a9aM6OhoLl++nEuVioiIiJlYjAKyAGnDhg307duXn3766Z4uZPrtt99Sp04dAgMD7dtiY2MpXbo048aNu6cap02bpnsjiojIHSlbtiz9+/cnJeUi2dk2R5eTKzw83ChWzM/pMwUG+uHufusVWaYf2UpKSiIxMZHp06fzxBNP3PMV42fPns0nn3zCq6++SuHChVmzZg2//PILc+bMuedac+OK+CIiUrDob4fzM/3I1tq1axk8eDA1a9YkPj6egICAezpfcnIyEyZMYNOmTWRmZlKpUiX69etHixYt7um8hmFgsVju6RwiIlIwWa02UlMvYbOZ40+62Ua2TN9suRKbzYZZvxsWy9U3Kpg1o9nzgTKagdnzgTKaibu7G1ar8zZaAG5ultsaKFGzJSIiIpKHCsR1tkREREQcRc2WiIiISB5SsyUiIiKSh9RsiYiIiOQhNVsiIiIieUjNloiIiEgeUrMlIiIikofUbImIiIjkITVbIiIiInlIzZaIiIhIHlKzJSIiIpKH1GyJiIiI5CE1WyIiIiJ5SM2WA9lsNqZOnUrjxo2pVasWvXv35ujRo44uK9fMmDGDmJiYHNv27NlD9+7dqVWrFlFRUcybN89B1d2d1NRUXn/9dR555BFq165Nly5d2Lx5s33///73Pzp06EDNmjVp2bIlX375pQOrvTtnz57llVdeoUGDBoSHh9OnTx+SkpLs+139e/hXv//+O+Hh4SxZssS+zQwZT548SWho6HUf13KaIeOyZcto1aoVYWFhtG7dmlWrVtn3JScn07dvX2rXrk1kZCRxcXFYrVYHVntnNmzYcMPvX2hoKNHR0YDrZwTIzs5mypQpNGvWjPDwcLp168Zvv/1m32+Gn1MADHGY+Ph4o379+sb3339v7Nmzx4iNjTUeffRR4/Lly44u7Z4lJCQYVapUMbp3727fdu7cOaN+/frG8OHDjQMHDhiLFi0ywsLCjEWLFjmw0jvz3HPPGW3atDE2bdpkHDx40BgzZoxRo0YNIykpyThw4IARFhZmTJ482Thw4IAxa9Yso2rVqsZ///tfR5d9Rzp37mx06tTJ2LZtm3HgwAHjxRdfNCIjI41Lly6Z4nv4Z1euXDE6dOhgVK5c2Vi8eLFhGOb4OTUMw/jhhx+MsLAw4+TJk8apU6fsHxkZGabIuGzZMqNq1apGQkKCcfjwYePDDz80qlSpYvz666/GlStXjEcffdTo06ePsW/fPuPbb781Hn74YWPKlCmOLvu2Xb58Ocf37dSpU8Y333xjhIaGGosWLTJFRsMwjKlTpxoRERHGTz/9ZBw6dMgYMWKEUadOHePkyZOm+Dm9Rs2Wg1y+fNkIDw83/vOf/9i3nT9/3qhRo4axcuVKB1Z2b/744w+jb9++Rq1atYyWLVvmaLamT59uREZGGllZWfZt7733nvHoo486otQ7dujQIaNy5crG5s2b7dtsNpvRvHlzIy4uzhg1apTx5JNP5njO4MGDjdjY2Pwu9a6lpqYagwcPNvbt22fftmfPHqNy5crGtm3bXP57+Ffvvfee0aNHjxzNllkyzpw503j88cdvuM/VM9psNqNZs2bGhAkTcmyPjY01pk+fbqxcudKoXr26kZqaat+3YMECo3bt2i77P7MXL140mjVrZgwbNswwDMM0Gdu2bWuMHz/e/vjChQtG5cqVjdWrV7v8z+mfaRrRQfbu3cvFixdp2LChfVtAQABVq1Zl06ZNDqzs3uzatQtPT09WrFhBzZo1c+zbvHkzDz/8MB4eHvZtDRo04NChQ5w5cya/S71jxYoVY+bMmYSFhdm3WSwWLBYLaWlpbN68Ocf3E67m27JlC4Zh5He5d6VIkSK89957VK5cGYBz584xd+5cSpcuTaVKlVz+e/hnmzZtYuHChUyYMCHHdrNk3LdvHxUrVrzhPlfP+Pvvv3Ps2DEef/zxHNtnz55N37592bx5M9WqVaNIkSL2fQ0aNCA9PZ09e/bkd7m5Yvr06WRkZDB06FAA02QsXrw433//PcnJyVitVhYuXIiXlxdVqlRx+Z/TP1Oz5SB//PEHAGXKlMmxvWTJkvZ9rigqKor4+HiCg4Ov2/fHH39QunTpHNtKliwJwIkTJ/KlvnsREBBAkyZN8PLysm9bvXo1hw8fpnHjxjfNl5GRQUpKSn6Xe89GjRpFw4YN+fLLLxk7diy+vr4u/z28Ji0tjVdffZWRI0de92/QLBkTExM5d+4c3bp1o1GjRnTp0oUff/wRcP2Mv//+OwCXLl2iZ8+eNGzYkE6dOrF27VrA9fP91bX/6enXrx9FixYFzJNxxIgReHp6Eh0dTVhYGO+//z5Tp07l/vvvN01GULPlMBkZGQA5/nADFCpUiMuXLzuipDyXmZl5w7yAS2b+9ddfGT58OI8++ihNmza9Yb5rj69cueKIEu/JM888w+LFi2nTpg0vvPACu3btMs338I033iA8PPy6kREwx89pdnY2Bw8e5Pz587z44ovMnDmTWrVq0adPH/73v/+5fMb09HQAhg4dSps2bZgzZw4RERH885//NEW+v/rkk0/w9/enc+fO9m1myXjgwAH8/f354IMPWLhwIR06dGDIkCHs2bPHNBkBPG59iOQFb29v4Oof4Wufw9UfIB8fH0eVlae8vb2vazqu/YPx9fV1REl37bvvvmPIkCHUrl2bd999F7j6S+Cv+a49dsXvaaVKlQAYO3Ys27ZtIyEhwRTfw2XLlrF582ZWrlx5w/1myOjh4cGGDRtwd3e3/36pXr06+/fvZ/bs2S6f0dPTE4CePXvyxBNPAPDQQw+xe/du/v3vf7t8vr9atmwZ7du3z/G3wgwZT5w4wcsvv8zcuXOpW7cuAGFhYRw4cID4+HhTZLxGI1sOcm3q4tSpUzm2nzp1ilKlSjmipDxXunTpG+YFXCpzQkICL774Is2aNWP69On2/9MqU6bMDfP5+vri7+/viFLv2Llz5/jyyy/Jzs62b3Nzc6NSpUqcOnXKFN/DxYsXc/bsWZo2bUp4eDjh4eEAjB49ml69epkiI4Cfn1+OP84ADz74ICdPnnT5jNdqvLa28JpKlSqRnJzs8vn+bO/evRw9evS6UVgzZNy2bRtZWVk51sEC1KxZk8OHD5si4zVqthykSpUqFC5cmA0bNti3paWlsXv3burVq+fAyvJOvXr12LJlS47rwPzyyy888MADFC9e3IGV3b5PPvmEt956i27dujF58uQcQ9x169Zl48aNOY7/5ZdfqF27Nm5urvFP7cyZMwwePJj//e9/9m1ZWVns3r2bihUrmuJ7+O677/LVV1+xbNky+wfAgAEDGDt2rCky7t+/n9q1a+f4/QKwc+dOKlWq5PIZq1Wrhp+fH9u2bcuxPTExkfvvv5969eqxe/du+3QjXM3n5+dHlSpV8rvce7J582aKFy9+Xd1myHhtPda+fftybE9MTKR8+fIu/3Oag6PfDlmQTZ482Xj44YeN7777Lsd1tq5cueLo0nLF0KFDc1z64cyZM0a9evWMoUOHGvv37zcWL15shIWFGUuWLHFglbfv4MGDRrVq1YwXXnjhuuvfpKWlGYmJiUa1atWMSZMmGQcOHDBmz57tktfZ6tWrl/Hoo48aGzduNPbt22cMHjzYqFevnnHs2DGX/x7ezJ8v/WCGjFar1ejYsaPRqlUrY9OmTcaBAweMcePGGdWrVzf27dtniowffPCBER4ebqxcuTLHdbZ++eUXIzMz02jevLnRs2dPY8+ePfZrUMXHxzu67Ds2fPhw49lnn71uuxkyWq1Wo0uXLkbLli2N//3vf8bvv/9uvP/++8ZDDz1k/Pbbb6b4Ob1GzZYDZWdnG++8847RoEEDo1atWkbv3r2No0ePOrqsXPPXZsswDGPbtm3GU089ZVSvXt1o1qyZMX/+fAdVd+f+9a9/GZUrV77hx9ChQw3DMIx169YZbdq0MapXr260bNnS+PLLLx1c9Z1LS0szRo8ebURERBg1atQwYmNjjcTERPt+V/4e3syfmy3DMEfG06dPG8OGDTMiIiKMsLAwo3PnzsamTZvs+82Qcc6cOUZUVJRRrVo1o23btsa3335r33fo0CHjueeeM8LCwozIyEgjLi7OsFqtDqz27vTq1ct46aWXbrjPDBlTU1ONN954w2jatKkRHh5udO7c2diwYYN9vxl+Tg3DMCyG4SIXABIRERFxQa6xkERERETERanZEhEREclDarZERERE8pCaLREREZE8pGZLREREJA+p2RIRERHJQ2q2RERERPKQmi0RkXsUFRXFsGHDHF2GiDgpNVsiIiIieUjNloiIiEgeUrMlIpILsrKyeOedd4iIiKBWrVrExsZy+PBhAIYNG0ZMTAyLFi2iWbNmhIeH88wzz7B3714HVy0i+UHNlohILvjqq6/Yv38/EyZMYPTo0ezcuZNBgwbZ9+/Zs4f333+f/v37M2nSJFJSUujevTunTp1yYNUikh88HF2AiIgZlCpVig8//BBPT08ADh8+zL/+9S/S09MBuHDhAtOnT6du3boA1KhRg+bNmzNv3jyGDBnisLpFJO9pZEtEJBfUqFHD3mgB3HfffQCkpaXZH19rtABKlixJeHg4mzZtyt9CRSTfqdkSEckFvr6+OR67uV399Wqz2YCrI19/Vbx4cVJTU/O8NhFxLDVbIiL5ICUl5bptZ86coXjx4g6oRkTyk5otEZF8cOjQIZKSkuyPT548ydatW2nYsKEDqxKR/KAF8iIi+cAwDPr168egQYNwd3dn2rRpFClShJiYGEeXJiJ5TM2WiEg+KFu2LLGxsYwbN46MjAwaNWrEv/71L4oWLero0kQkj1kMwzAcXYSIiJkNGzaMjRs3snbtWkeXIiIOoDVbIiIiInlIzZaIiIhIHtI0ooiIiEge0siWiIiISB5SsyUiIiKSh9RsiYiIiOQhNVsiIiIieUjNloiIiEgeUrMlIiIikofUbImIiIjkITVbIiIiInlIzZaIiIhIHvp/3AL/dHcR2k4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.barplot(data=pokemon, x=\"hp\", y=\"type\", ci=None, palette=\"muted\")" ] @@ -657,7 +3307,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "3c8e9f47-9aea-4bf0-a628-7aa1a66a8eee", "metadata": {}, "outputs": [], @@ -669,10 +3319,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "22f78bec-3d18-4133-ba9f-6595d7181ded", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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xePEyeHu/hrZt26nP3NSp44w9e3bixo3rT13XvXt34O39GurUcYaBgQGmT5+FlJSbEAQBZ8+exh9/XMTXX38HKytrAMCoUSG4ePF37N69A59+Ouel9hNg+CEiIiIAr7/eCR99FKoxzdjYGADQt++7OHbsFxw+fAh37txCcvJfSE29hwYNXJ+6rg8/HINlyxZj//498PT0wmuvdcCbb3aHXC7H1auXIYoi+vfvrbFMcXExioqKXkrf/hfDDxEREcHMzBx169YrN10QBEyZMg5//XUDXbv2wBtvdIO7e1MsWhT+j+vq3/89BAa+iRMnjuPMmVNYt241Nm9eh40bYyEIAszNzbF+/bZyyxkaGlZpn/4Jww8RERH9o2vXruLkyd+wZs0mtGjREgBQWlqKu3dvw9nZpVz7nJxsbNz4JYKCgtGrVx/06tUH9+9noG/fXjh37iwaNWqM/Px8lJSUoGHDRurlFi78DI0bN0H//gNeep8YfoiIiOgf2dnZQaFQ4IcfjsLGxgZKZR42b96ArKwslJQUl2tvaWmFEyeO4+7duxg9OgRmZub45pv/wtDQEE2bNoOTUx00aeKO2bOnY9y4yXBwcMT+/btx+PAhREfHVEufGH6IiIheAhcH61dim7Vr2+PTT+diw4Y12L9/N2xt7dChw+sYMGAgjh37pVx7AwMDREZ+gRUrluKTT8agsLAQTZq4Y9GipXBxqQsAWLJkJVau/AKzZk1DQUEBXF0bITw8Eu3aeVd5/U8jE0WRLwD5HyqVgOzsfF2XQVRlDAzksLExx4wvDteoh65VNVcXG0R80gs5OfkoLRV0XQ7VcCUlxcjKSoWdXR0YGhqpp9fE11vUFP+0zwHA1ta8wvucZ36IiIiqkCCIyM19xBeb6jGGHyIioirGAKLf+IRnIiIikhSGHyIiIpIUhh8iIiKSFJ2Hn6ysLEyePBm+vr7w9PTEyJEjcePGDfX8sLAweHh4aPwEBgaq5wuCgGXLlsHf3x9t27bFhx9+iNu3b+uiK0RERFQD6Dz8hISEICUlBWvXrsWePXtgYmKC4OBgFBQUAACuXLmC0aNH49ixY+qfPXv2qJdfuXIlYmNjMX/+fOzYsQOCIGDEiBEoLi7/4CUiIiIinYafvLw8uLi44LPPPkPr1q3h5uaGMWPGICMjA9euXYMoirh+/TpatmwJe3t79Y+trS2AspegbdiwAaGhoQgICEDTpk2xZMkSpKWlIT4+XpddIyIiIj2l0/BjbW2NxYsXw93dHQCQnZ2NTZs2wcnJCY0bN8atW7fw6NEjNGrU6KnLX758Gfn5+fDz81NPs7KyQvPmzZGYmFgtfSAiIqKaRW+e8zNz5kzs2rULRkZGWLVqFczMzHD16lUAwNatW/HLL79ALpejU6dOGD9+PCwtLZGWlgYAqFOnjsa6HBwc1PO0ZWCg8yuCRFVGV0+a1VfcH1QVBOGfH2Iol8v4kMOXSKGQVer3tN6EnyFDhmDAgAHYvn07QkJCEBsbi6tXr0Iul8PBwQGrV6/GrVu3sGjRIly7dg2bN29WjwsyMtJ8xLWxsTHy8vK0rkUul8HGxrxS/SEi/WVlZarrEugVUFioQGamvNwvYplMBisrY8jlCp3UJQgqKJVFqOjbq+bNm43Dhw89s83Jk2erorRKEwQZ5HI5rK3NYGJiovV69Cb8NG7cGAAQHh6O33//Hdu2bUN4eDgGDhwIGxsbAIC7uzvs7e3x3nvv4eLFi+qOFxcXa+yEoqIimJpq/+UmCCKUykeV6A2RflEo5PyF/wSlsgAqFd/tRZVTXFwEQRCgUoka74ozMJBDLlcg+b9foiArtVprMrWrg4a9P4QoihV+f11o6ESMGhWi/vz22z0QGjoRb7zRVT1NX96Fp1KJEAQBeXmPUFCg0phnZWVaM97tlZ2djRMnTqB79+4wMCgrRS6Xo3HjxsjIyIBcLlcHn8eaNGkCAEhLS1Nf7srIyED9+vXVbTIyMuDh4VGp2vTlL5qIqp5KJfDfOFWaSvXsMysFWakoSL9VTdVoz8LCAhYWFuWm2dnV1lFFz/e/gfNF6fTCd2ZmJiZMmIATJ06op5WUlCApKQlubm6YMmUKgoODNZa5ePEigLIzRU2bNoWFhQUSEhLU85VKJZKSkuDt7V0tfSAiInqVHT58CAMGvIOlS6PQvXtnTJ8+EWfPnsbrr7dHauo9dbv/nSaKIrZv34x3330bb7zREcHBAxEf/42uuqFBp2d+3N3d0alTJ3z22Wf47LPPYG1tjTVr1kCpVCI4OBiXLl3CmDFjEBMTg7feegvJycmYN28eevfuDTc3NwBAUFAQoqKiYGtrCxcXF0RGRsLJyQndunXTZdeIiIheGXfv3kFm5n1s2LAdRUVFyM3Nee4ya9euxHffHcH48VPQoIErzp8/i6ioBXj48CH69Xu3Gqr+Zzof8xMdHY3Fixdj/PjxePDgAdq3b4/t27fD2dkZzs7OWLp0KdauXYsvv/wSlpaW6NOnD8aNG6dePjQ0FKWlpQgLC0NhYSG8vb2xfv16GBoa6q5TREREr5jg4BFwcakLoOwsz7MUFBRg585YzJkTjg4dXgcAuLjURVpaKmJjtzD8WFpaYs6cOZgzZ85T5/fs2RM9e/b8x+UVCgUmT56MyZMnv6QKiYiIqF69ehVue/PmXyguLsLcuZ9CLv97hI1KpUJxcTGKigphbKz93VqVpfPwQ0RERPrveWFFpfr77qvHzxmaN28BGjRwLdfW0NCo3LTqxCd9ERER0Qt5PLQkPz9fPe3Onb9fKt6ggSsUCgXS09NQt2499c+JE8fx1VdbNc4G6QLP/BAREb0EpnZ1nt+ohm7Tza0xTE3NsHXrRowcOQZ37tzGjh3b1PMtLCzwzjv98eWXq2Bubo6WLVvj3LkzWLVqGYKCgqulxmdh+CEiIqpCZa+XUKFh7w91tH3VS3+9hZmZOWbOnIfVq5cjKOhdNG7cBGPHjsP06ZPUbT7+eAJq1bLBunWrkZl5Hw4Ojhg+fBQGDvzgpdZWETKxos+/lhCVSkB2dv7zGxLVEAYGctjYmGPGF4dx8+7zb1F9Vbm62CDik17IycnnQw6p0kpKipGVlQo7uzrlxrDw3V4vx7P2ua2tec14wjMREdGr6FUOIK8CDngmIiIiSWH4ISIiIklh+CEiIiJJYfghIiKqBN43VH2qal8z/BAREWlBLlcAKLu1nKrH4339eN9ri+GHiIhIC3K5HHK5AoWFj3RdimQUFj6CXK6o9BOieas7ERGRFmQyGSwsakGpzMLDh4YwMjKBTKabZ/u86kRRRHFxIQoL82FlZVfp/czwQ0REpCVTU3OUlBTh4cM8ALm6LucVJ4OpqQVMTc0rvSaGHyIiIi3JZDJYW9vB0rKWxlvNqeopFIpKj/V5jOGHiIioksrGoVTNL2Z6+TjgmYiIiCSF4YeIiIgkheGHiIiIJIXhh4iIiCSF4YeIiIgkheGHiIiIJIXhh4iIiCSF4YeIiIgkheGHiIiIJIXhh4iIiCSF4YeIiIgkheGHiIiIJIXhh4iIiCSF4YeIiIgkheGHiIiIJIXhh4iIiCRF5+EnKysLkydPhq+vLzw9PTFy5EjcuHFDPf/SpUsICgpC27ZtERgYiC1btmgsLwgCli1bBn9/f7Rt2xYffvghbt++Xd3dICIiohpC5+EnJCQEKSkpWLt2Lfbs2QMTExMEBwejoKAAOTk5GDp0KOrXr4+9e/ciJCQEUVFR2Lt3r3r5lStXIjY2FvPnz8eOHTsgCAJGjBiB4uJiHfaKiIiI9JWBLjeel5cHFxcXjBo1Cu7u7gCAMWPG4O2338a1a9dw4sQJGBoaYt68eTAwMICbm5s6KPXv3x/FxcXYsGEDJk2ahICAAADAkiVL4O/vj/j4ePTu3VuHvSMiIiJ9pNMzP9bW1li8eLE6+GRnZ2PTpk1wcnJC48aNcfr0afj4+MDA4O+M5uvri5s3byIzMxOXL19Gfn4+/Pz81POtrKzQvHlzJCYmVnt/iIiISP/p9MzPk2bOnIldu3bByMgIq1atgpmZGdLS0tTB6DEHBwcAQGpqKtLS0gAAderUKdfm8TxtGRjo/IogUZVRKHg8P4n7g0ja9Cb8DBkyBAMGDMD27dsREhKC2NhYFBYWwsjISKOdsbExAKCoqAgFBQUA8NQ2eXl5Wtcil8tgY2Ou9fJEpN+srEx1XQIR6ZDehJ/GjRsDAMLDw/H7779j27ZtMDExKTdwuaioCABgZmYGExMTAEBxcbH6z4/bmJpq/+UmCCKUykdaL0+kbxQKOX/hP0GpLIBKJei6DCKqQlZWphU+q6vT8JOdnY0TJ06ge/fu6nE9crkcjRs3RkZGBpycnJCRkaGxzOPPjo6OKC0tVU+rX7++RhsPD49K1VZayi9GoleVSiXw3ziRhOn0wndmZiYmTJiAEydOqKeVlJQgKSkJbm5u8Pb2xpkzZ6BSqdTzT548iYYNG8LOzg5NmzaFhYUFEhIS1POVSiWSkpLg7e1drX0hIiKimkGn4cfd3R2dOnXCZ599hsTERFy9ehXTpk2DUqlEcHAw+vfvj4cPH+LTTz/F9evXsW/fPmzatAmjRo0CUDbWJygoCFFRUfj+++9x+fJljB8/Hk5OTujWrZsuu0ZERER6SudjfqKjo7F48WKMHz8eDx48QPv27bF9+3Y4OzsDANatW4fw8HD07dsX9vb2mDJlCvr27atePjQ0FKWlpQgLC0NhYSG8vb2xfv16GBoa6qpLREREpMdkoiiKui5C36hUArKz83VdBlGVMTCQw8bGHDO+OIybd3N0XY7OuLrYIOKTXsjJyeeYH6JXjK2teYUHPPNhF0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQa6LuBVJZfLIJfLdF2GzgmCCEEQdV0GERGRGsPPSyCXy1CrlhkUCp5YU6kE5OY+YgAiIiK9wfDzEsjlMigUcqz46jjuZuTpuhydcXGwRsj7HSGXyxh+iIhIbzD8vER3M/Jw826OrssgIiKiJ+j8ukxubi5mzZqFTp06wcvLC++//z5Onz6tnj906FB4eHho/AwePFg9v6ioCHPnzoWfnx88PT0xceJEZGdn66IrREREVAPo/MzPhAkTcP/+fURHR8POzg5bt27F8OHDsX//fjRq1AhXrlzBnDlz8Oabb6qXMTQ0VP95zpw5OH36NJYvXw4jIyPMnj0boaGh2LZtmy66Q0RERHpOp+EnJSUFx48fR2xsLNq1awcAmDlzJn799VccOnQIQUFByMrKQps2bWBvb19u+fT0dMTFxWH16tVo3749ACA6Oho9evTAuXPn4OnpWa39ISIiIv2n08teNjY2WLt2LVq1aqWeJpPJIJPJoFQqceXKFchkMjRs2PCpy585cwYA4Ovrq57WsGFDODo6IjEx8eUWT0RERDWSTs/8WFlZoXPnzhrTjhw5gpSUFMyYMQNXr16FpaUl5s2bh+PHj8PMzAw9evTAmDFjYGRkhPT0dNjY2MDY2FhjHQ4ODkhLS6tUbQYG2udC3uKuiftD9/h3oIn7g0jadD7m50lnz57F9OnT0a1bNwQEBGDGjBkoKipC69atMXToUFy6dAmLFi3CvXv3sGjRIhQUFMDIyKjceoyNjVFUVKR1HXK5DDY25pXpCj3ByspU1yUQaeAxSSRtehN+vvvuO0yaNAleXl6IiooCAMybNw9Tp06FtbU1AMDd3R2GhoYYP348pkyZAhMTExQXF5dbV1FREUxNtf9yEwQRSuUjrZdXKOT8cn2CUlkAlUrQdRmSxmNSE49JolePlZVphc/q6kX42bZtG8LDw9GjRw8sXLhQfTbHwMBAHXwea9KkCQAgLS0NTk5OyM3NRXFxscYZoIyMDDg6OlaqptJSfjFWFZVK4P4kvcJjkkjadH7hOzY2FvPnz8egQYMQHR2tEWIGDx6M6dOna7S/ePEiDA0N4erqinbt2kEQBPXAZwBITk5Geno6vL29q60PREREVHPo9MxPcnIyIiIi0LVrV4waNQqZmZnqeSYmJujevTsiIiLQunVrvP7667h48SIWLVqE4cOHw8LCAhYWFvjXv/6FsLAwREREwNTUFLNnz4aPjw/atm2ru44RERGR3tJp+Dly5AhKSkpw9OhRHD16VGNe3759sWDBAshkMmzduhURERGwt7dHcHAwRo4cqW43f/58REREYOzYsQCATp06ISwsrFr7QURERDWHTBRFvnHyf6hUArKz87Ve3sBADhsbc8z44rCk3+3l6mKDiE96IScnn+MrdIzHZBkek0SvLltb8woPeNb5mB8iIiKi6sTwQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLC8ENERESSolX4SUxMRH7+01/8qVQq8fXXX1eqKCIiIqKXRavw88EHH+DGjRtPnZeUlITp06dXqigiIiKil8Wgog2nTp2K1NRUAIAoipgzZw4sLCzKtbt58yZq165ddRUSERERVaEKn/np3r07RFGEKIrqaY8/P/6Ry+Vo27YtPv/885dSLBEREVFlVfjMT2BgIAIDAwEAgwcPxpw5c+Dm5vbSCiMiIiJ6GSocfp60devWqq6DiIiIqFpoFX4KCwuxatUq/PjjjygoKIAgCBrzZTIZvvvuuyopkIiIiKgqaRV+wsPDsWfPHvj4+KBZs2aQy/m4ICIiIqoZtAo/8fHxGD9+PEaOHFnV9RARERG9VFqdsikpKUHr1q2ruhYiIiKil06r8PP666/jl19+qepaiIiIiF46rS579erVC7Nnz0Z2djbatGkDU1PTcm3eeeedytZGREREVOW0Cj/jxo0DAMTFxSEuLq7cfJlMxvBDREREekmr8PP9999XdR1ERERE1UKr8OPi4lLVdRARERFVC63CT0xMzHPbjB07VptVExEREb1UVR5+LCws4ODgwPBDREREekmr8HP58uVy0x49eoTTp09jzpw5mDlzZqULIyIiInoZquy9FGZmZujUqRNCQkKwaNGiqlotERERUZWq8pdyOTs748aNG1W9WiIiIqIqUWXhRxRFpKamYt26dS90N1hubi5mzZqFTp06wcvLC++//z5Onz6tnn/ixAn069cPbdq0QY8ePfD1119rLF9UVIS5c+fCz88Pnp6emDhxIrKzs6uqW0RERPSK0WrMT9OmTSGTyZ46TxTFF7rsNWHCBNy/fx/R0dGws7PD1q1bMXz4cOzfvx+iKGLUqFEYOnQoIiMj8dNPP2HKlCmwtbWFn58fAGDOnDk4ffo0li9fDiMjI8yePRuhoaHYtm2bNl0jIiKiV5xW4SckJOSp4cfCwgIBAQFwdXWt0HpSUlJw/PhxxMbGol27dgCAmTNn4tdff8WhQ4eQlZUFDw8PjB8/HgDg5uaGpKQkrFu3Dn5+fkhPT0dcXBxWr16N9u3bAwCio6PRo0cPnDt3Dp6entp0j4iIiF5hWoWfjz/+uEo2bmNjg7Vr16JVq1bqaTKZDDKZDEqlEqdPn8abb76psYyvry/Cw8MhiiLOnDmjnvZYw4YN4ejoiMTERIYfIiIiKker8AMA2dnZ2LBhA06dOgWlUgkbGxu0b98ewcHBsLOzq9A6rKys0LlzZ41pR44cQUpKCmbMmIH9+/fDyclJY76DgwMKCgqQk5OD9PR02NjYwNjYuFybtLQ0bbsGADAw0H44lEJR5ePIazTuD93j34Em7g8iadMq/KSlpWHAgAHIzs5G27Zt0bx5c9y/fx8bN25EXFwc9uzZA0dHxxde79mzZzF9+nR069YNAQEBKCwshJGRkUabx5+Li4tRUFBQbj4AGBsbo6ioSJuuAQDkchlsbMy1Xp40WVmZ6roEIg08JomkTavwExkZCQMDAxw+fBj16tVTT799+zaGDRuGJUuWYMGCBS+0zu+++w6TJk2Cl5cXoqKiAJSFmOLiYo12jz+bmprCxMSk3Hyg7A4wU1Ptv9wEQYRS+Ujr5RUKOb9cn6BUFkClEnRdhqTxmNTEY5Lo1WNlZVrhs7pahZ9jx45hxowZGsEHAOrVq6fVQw63bduG8PBw9OjRAwsXLlSfzalTpw4yMjI02mZkZMDMzAyWlpZwcnJCbm4uiouLNc4AZWRkaHXm6UmlpfxirCoqlcD9SXqFxySRtGl14VulUsHGxuap82xtbfHw4cMKrys2Nhbz58/HoEGDEB0drRFi2rdvj1OnTmm0P3nyJLy8vCCXy9GuXTsIgqAe+AwAycnJSE9Ph7e39wv2ioiIiKRAq/Dj4eGBQ4cOPXXegQMH4O7uXqH1JCcnIyIiAl27dsWoUaOQmZmJ+/fv4/79+3jw4AEGDx6MCxcuICoqCjdu3MCGDRvw7bffYsSIEQAAR0dH/Otf/0JYWBgSEhJw4cIFTJgwAT4+Pmjbtq02XSMiIqJXnFaXvcaMGYPhw4cjLy8PvXr1gr29Pe7fv4+vv/4ax44dw7Jlyyq0niNHjqCkpARHjx7F0aNHNeb17dsXCxYswMqVKxEZGYnNmzejbt26iIyMVD/gEADmz5+PiIgI9VvkO3XqhLCwMG26RURERBIgE0VR1GbBuLg4REVFITMzUz3N3t4eEydOxDvvvFNV9emESiUgOztf6+UNDOSwsTHHjC8O4+bdnCqsrGZxdbFBxCe9kJOTz/EVOsZjsgyPSaJXl62t+csd8AyUDSpu3rw5pk6diry8PFy+fBnLly9/ofE+RERERNVNq/CzYcMGLF26FEFBQXBzcwNQdmfWX3/9hQULFsDY2BjvvvtulRZKREREVBW0Cj87duzAuHHjMHLkSPW0OnXqICwsDLVr18amTZsYfoiIiEgvaXW3V3p6usb7uJ7Upk0b3Llzp1JFEREREb0sWoUfFxcXnDhx4qnzEhMTy72Pi4iIiEhfaHXZ67333kNkZCRKSkrw5ptvws7ODtnZ2fjxxx+xceNGTJw4sarrJCIiIqoSWoWf4OBgpKenY+vWrdi0aZN6ukKhwJAhQzB06NCqqo+IiIioSml9q/vUqVMxZswYnD9/Hrm5ubCyskLr1q3/8bUXRERERPpA6/ADAJaWlvD396+qWoiIiIheOq0GPBMRERHVVAw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpehV+1qxZg8GDB2tMCwsLg4eHh8ZPYGCger4gCFi2bBn8/f3Rtm1bfPjhh7h9+3Z1l05EREQ1hN6En+3bt2Pp0qXlpl+5cgWjR4/GsWPH1D979uxRz1+5ciViY2Mxf/587NixA4IgYMSIESguLq7G6omIiKim0Hn4SU9Px+jRoxEVFQVXV1eNeaIo4vr162jZsiXs7e3VP7a2tgCA4uJibNiwAaGhoQgICEDTpk2xZMkSpKWlIT4+Xge9ISIiIn2n8/Dz559/wtDQEAcPHkSbNm005t26dQuPHj1Co0aNnrrs5cuXkZ+fDz8/P/U0KysrNG/eHImJiS+1biIiIqqZDHRdQGBgoMYYniddvXoVALB161b88ssvkMvl6NSpE8aPHw9LS0ukpaUBAOrUqaOxnIODg3qetgwMtM+FCoXOM6Ve4f7QPf4daOL+IJI2nYefZ7l69SrkcjkcHBywevVq3Lp1C4sWLcK1a9ewefNmFBQUAACMjIw0ljM2NkZeXp7W25XLZbCxMa9U7fQ3KytTXZdApIHHJJG06XX4+eijjzBw4EDY2NgAANzd3WFvb4/33nsPFy9ehImJCYCysT+P/wwARUVFMDXV/stNEEQolY+0Xl6hkPPL9QlKZQFUKkHXZUgaj0lNPCaJXj1WVqYVPqur1+FHLperg89jTZo0AQCkpaWpL3dlZGSgfv366jYZGRnw8PCo1LZLS/nFWFVUKoH7k/QKj0kiadPrC99TpkxBcHCwxrSLFy8CABo3boymTZvCwsICCQkJ6vlKpRJJSUnw9vauzlKJiIiohtDr8NO9e3ecOHECMTExuHXrFn7++WfMmDEDvXv3hpubG4yMjBAUFISoqCh8//33uHz5MsaPHw8nJyd069ZN1+UTERGRHtLry15vvPEGli5dirVr1+LLL7+EpaUl+vTpg3HjxqnbhIaGorS0FGFhYSgsLIS3tzfWr18PQ0ND3RVOREREekuvws+CBQvKTevZsyd69uz5j8soFApMnjwZkydPfpmlERER0StCry97EREREVU1hh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFL0KP2vWrMHgwYM1pl26dAlBQUFo27YtAgMDsWXLFo35giBg2bJl8Pf3R9u2bfHhhx/i9u3b1Vk2ERER1SB6E362b9+OpUuXakzLycnB0KFDUb9+fezduxchISGIiorC3r171W1WrlyJ2NhYzJ8/Hzt27IAgCBgxYgSKi4uruQdERERUExjouoD09HTMnj0bCQkJcHV11Zi3a9cuGBoaYt68eTAwMICbmxtSUlKwdu1a9O/fH8XFxdiwYQMmTZqEgIAAAMCSJUvg7++P+Ph49O7du/o7RERERHpN52d+/vzzTxgaGuLgwYNo06aNxrzTp0/Dx8cHBgZ/ZzRfX1/cvHkTmZmZuHz5MvLz8+Hn56eeb2VlhebNmyMxMbHa+kBEREQ1h87P/AQGBiIwMPCp89LS0uDu7q4xzcHBAQCQmpqKtLQ0AECdOnXKtXk8T1sGBtrnQoVC55lSr3B/6B7/DjRxfxBJm87Dz7MUFhbCyMhIY5qxsTEAoKioCAUFBQDw1DZ5eXlab1cul8HGxlzr5UmTlZWprksg0sBjkkja9Dr8mJiYlBu4XFRUBAAwMzODiYkJAKC4uFj958dtTE21/3ITBBFK5SOtl1co5PxyfYJSWQCVStB1GZLGY1ITj0miV4+VlWmFz+rqdfhxcnJCRkaGxrTHnx0dHVFaWqqeVr9+fY02Hh4eldp2aSm/GKuKSiVwf5Je4TFJJG16feHb29sbZ86cgUqlUk87efIkGjZsCDs7OzRt2hQWFhZISEhQz1cqlUhKSoK3t7cuSiYiIiI9p9fhp3///nj48CE+/fRTXL9+Hfv27cOmTZswatQoAGVjfYKCghAVFYXvv/8ely9fxvjx4+Hk5IRu3brpuHoiIiLSR3p92cvOzg7r1q1DeHg4+vbtC3t7e0yZMgV9+/ZVtwkNDUVpaSnCwsJQWFgIb29vrF+/HoaGhjqsnIiIiPSVXoWfBQsWlJvWunVr7Ny58x+XUSgUmDx5MiZPnvwySyMiIqJXhF5f9iIiIiKqagw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKQw/REREJCkMP0RERCQpDD9EREQkKXr1egsiIpIOuVwGuVym6zL0giCIEARR12VIBsMPERFVO7lchlq1zKBQ8AIEAKhUAnJzHzEAVROGHyIiqnZyuQwKhRwrvjqOuxl5ui5Hp1wcrBHyfkfI5TKGn2rC8ENERDpzNyMPN+/m6LoMkhiebyQiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJYfghIiIiSWH4ISIiIklh+CEiIiJJqRHhJz09HR4eHuV+9u3bBwC4dOkSgoKC0LZtWwQGBmLLli06rpiIiIj0lYGuC6iIy5cvw9jYGN999x1kMpl6uqWlJXJycjB06FAEBgZi7ty5OH/+PObOnQtzc3P0799fh1UTERGRPqoR4efq1atwdXWFg4NDuXmbN2+GoaEh5s2bBwMDA7i5uSElJQVr165l+CEiIqJyasRlrytXrsDNze2p806fPg0fHx8YGPyd43x9fXHz5k1kZmZWV4lERERUQ9SYMz82NjYYNGgQkpOT0aBBA3z00Ufo1KkT0tLS4O7urtH+8Rmi1NRU1K5dW6ttGhhonwsVihqRKasN94fu8e9AE/eH7vHvoDzuk+qj9+GntLQUf/31Fxo3boxp06bBwsICX3/9NUaOHImNGzeisLAQRkZGGssYGxsDAIqKirTaplwug42NeaVrpzJWVqa6LoFIA49J0kc8LquP3ocfAwMDJCQkQKFQwMTEBADQsmVLXLt2DevXr4eJiQmKi4s1lnkceszMzLTapiCIUCofaV2zQiHnQfwEpbIAKpWg6zIkjcekJh6Tusdjsjwel5VjZWVa4bNneh9+AMDcvPxZmCZNmuDYsWNwcnJCRkaGxrzHnx0dHbXeZmkpD8CqolIJ3J+kV3hMkj7icVl99P4C47Vr1+Dl5YWEhASN6X/88QcaN24Mb29vnDlzBiqVSj3v5MmTaNiwIezs7Kq7XCIiItJzeh9+3Nzc0KhRI8ybNw+nT5/GjRs38Pnnn+P8+fP46KOP0L9/fzx8+BCffvoprl+/jn379mHTpk0YNWqUrksnIiIiPaT3l73kcjlWr16NxYsXY9y4cVAqlWjevDk2btyovstr3bp1CA8PR9++fWFvb48pU6agb9++Oq6ciIiI9JHehx8AqF27Nj7//PN/nN+6dWvs3LmzGisiIiKimkrvL3sRERERVSWGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpKUGnG3FxFRVeILJMte4yMIoq7LINIJhh8ikgxrSxOIgsB3SgEQBBVycgoYgEiSGH6ISDLMTYwgk8uR/N8vUZCVqutydMbUrg4a9v4QcrmM4YckieGHiCSnICsVBem3dF0GEekIL3wTERGRpDD8EBERkaQw/BAREZGkMPwQERGRpHDAMxERkR7g86eq7/lTDD9EREQ6xOdP/a26nj/F8ENERKRDfP5Umep8/hTDDxERkR7g86eqDy8wEhERkaQw/BAREZGkMPwQERGRpDD8EBERkaQw/BAREZGkMPwQERGRpDD8EBERkaQw/BAREZGkMPwQERGRpDD8EBERkaQw/BAREZGkMPwQERGRpDD8EBERkaQw/BAREZGkMPwQERGRpBjouoCqIAgCYmJisHv3bjx48ADe3t6YNWsW6tWrp+vSCIBCwYwtCCIEQdR1GUREhFck/KxcuRKxsbFYsGABnJycEBkZiREjRuDQoUMwMjLSdXmSZW1pAlEQYGVlqutSdE4QVMjJKWAAIiLSAzU+/BQXF2PDhg2YNGkSAgICAABLliyBv78/4uPj0bt3b90WKGHmJkaQyeVI/u+XKMhK1XU5OmNqVwcNe38IuVzG8ENEpAdqfPi5fPky8vPz4efnp55mZWWF5s2bIzExkeFHDxRkpaIg/ZauyyAiIgIAyERRrNH/FY2Pj8fHH3+M33//HSYmJurpn3zyCQoLC7FmzZoXXqcoVm58hkwGyOVy5D0shEolaL2ems7IUAELM2OU5CshCipdl6MzMrkChuZWEAQBuvrXxmOyDI/JMjwm9QuPyzKVPS7lchlkMlmF2tb4Mz8FBQUAUG5sj7GxMfLy8rRap0wmg0JRsR34LNYWJs9vJAGG5la6LkEvyOW6H/jNY7IMj8kyPCb1C4/LMtVxXOr+yK+kx2d7iouLNaYXFRXB1JQDbYmIiEhTjQ8/derUAQBkZGRoTM/IyICjo6MuSiIiIiI9VuPDT9OmTWFhYYGEhAT1NKVSiaSkJHh7e+uwMiIiItJHNX7Mj5GREYKCghAVFQVbW1u4uLggMjISTk5O6Natm67LIyIiIj1T48MPAISGhqK0tBRhYWEoLCyEt7c31q9fD0NDQ12XRkRERHqmxt/qTkRERPQiavyYHyIiIqIXwfBDREREksLwQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLC8ENERESSwvBDlZKQkAAPDw/cuXNH16UQVUhgYCCWL18OANi3bx88PDx0XBG9ii5evIiePXuiZcuWWLhwYaXWJYoi9u/fj6ysrCqqjl6JJzwTEWmjV69e8Pf313UZ9Apas2YNDA0NcfjwYVhaWlZqXYmJiZg2bRq+//77KqqOGH6ISLJMTExgYmKi6zLoFZSXl4dmzZqhfv36lV4XX8RQ9XjZiyrk559/Rr9+/dCmTRv4+flh2rRpyMvLK9dOpVJh06ZN6N69O1q1aoXu3bvjq6++AlD2ZdCiRQvEx8er20dERKBp06bIzs5WT+vXrx9Wrlz58jtFesXDwwM7d+7EwIED0apVK/Ts2RNnz57Fzp07ERAQAC8vL4wbNw6FhYXqZc6ePYtBgwahdevWCAgIwNy5c/Hw4UP1/AcPHmDq1Klo3749fH19sXHjRo1t/u9lLw8PD+zbt69cXY+nLV++HMHBwYiJiUGHDh3g6emJWbNmITU1FaNGjUKbNm3QtWtX/PTTTy9hD1FNERgYiFOnTiEuLg4eHh5ISkpCWFgY/P390aJFC/j5+SEsLAwFBQXqZdavX48333wTLVu2RGBgIFasWAFRFJGQkIAPPvgAAPDGG2+UOz5JOww/9FzZ2dkYO3Ys+vfvj8OHDyMmJgaJiYlYtGhRubYLFizAypUrMXbsWBw6dAiDBg1CeHg4Nm3aBGtra3h5eeH48ePq9r/99huAsrFDAJCRkYGkpCS88cYb1dM50itLlizBiBEjcODAAVhaWmL06NE4cuQI1q5di88//xzfffcddu/eDQC4fPkyhg4dCn9/fxw8eBBRUVH4888/MWzYMPX/lMeNG4cLFy5g9erV2LhxI3766SfcvXu3UjWePn0aycnJ2L59O8LCwrBz5078+9//Rs+ePbFv3z64ublh2rRp/N+6hO3Zsweenp7o2bMnjh07hmXLliEpKQkxMTE4cuQIpk+fjri4OOzcuRMA8MMPP2DNmjWYO3cu4uPjMWnSJKxatQoHDx6Ep6eneoza7t270atXL1127ZXBy170XOnp6SguLoazszNcXFzg4uKC1atXQ6VSaZz9efjwIb766itMmzYNffr0AQC4urrizp07WLt2LYYMGYLAwEBs375dvd7k5GQEBAQgISEBPXv2xM8//wwXFxcOQpWo/v37IzAwEADw9ttvY968eZg1axZcXV3h7u6OdevW4dq1awDK/qfcsWNHjB49GkDZsbZ48WK8+eabOHXqFOzt7XHs2DFs2rQJ7du3BwAsXrwYXbp0qVSNgiBg7ty5sLCwQMOGDREZGQlfX1+88847AID3338fP/74I+7fvw8HB4dKbYtqJltbWxgaGsLExAT29vZ4/fXX4e3trf5eq1u3LrZt24arV68CAG7dugUjIyO4uLjA2dkZzs7OcHBwgLOzM4yMjGBtba1eLy/TVg2GH3quZs2aoXfv3hg9ejTs7e3RsWNHBAQEoGvXrjhz5oy63V9//YWSkhK0a9dOY3kfHx9s3rwZWVlZ6NKlCxYsWIDbt2/jzJkzaNGiBTp37ozNmzcDKLu8xrM+0tWgQQP1n01NTQFAY8yEiYkJiouLAQBJSUlISUmBp6dnufXcuHEDOTk5AIBWrVqpp9euXRv16tWrVI12dnawsLBQfzYzMytXIwB1nUQDBw7EDz/8gP379+PmzZu4fv067ty5g0aNGgEA3nrrLezduxfdu3dH48aN0aFDB3Tv3h3Ozs46rvzVxcteVCGLFy/GN998gxEjRiAnJweTJ0/G8OHDNdr802l+QRAAAAYGBnB1dUWjRo1w7Ngx/Pbbb/Dz84Ofnx+Sk5Nx584dHD9+nOFHwgwMyv9/TC5/+teUIAjo06cP4uLiNH7i4+PRp08fyGQydbvnbeOflJaWlptmaGhY4RqJBEHAqFGj8Nlnn8HAwAC9evXCmjVr4OXlpW5ja2uLAwcOIDY2Ft27d8fvv/+OQYMGISYmRoeVv9r4L5ae6/fff0dERAQaNWqE4OBgrF27FhERETh58qTGcyfc3NxgaGiocTYIKBsjYW9vrz5126VLFxw/fhwJCQnw9fWFq6srnJ2dERMTAyMjo3JnjoiepkmTJrh+/ToaNGig/iktLcXnn3+O1NRUNGvWDEDZoOjHlEolbt269Y/rNDQ01BgwnZKS8vI6QJJw6dIl/PLLL/jiiy8wadIkvPXWW6hfvz5u3bql/g/jwYMH8dVXX6Fdu3YIDQ3Frl278O677+Lw4cMAoA7yVHV42Yuey8LCArGxsTA0NMR7772HoqIiHD58GK6urrCxsdFoN2DAACxbtgy1atVCq1atcOzYMcTGxmLChAnqf8CBgYEYOnQoZDKZ+n8/vr6+iIuLQ58+fV7of+YkXcOGDcOgQYMwd+5cBAUFQalUYu7cuSgsLISrqyuMjIzQo0cPzJs3D0ZGRqhduzaio6OfeTmqbdu22L17N7y9vSGKIj7//HMYGRlVY6/oVVO7dm0YGBjgm2++ga2tLXJzc7F69Wrcv39ffSwWFRVh4cKFMDc3R/v27ZGWlobExET1WDUzMzMAZYP8bWxsYG5urrP+vCr4W4aey83NDcuXL0dMTAxiY2Mhl8vh6+uLL7/8EqmpqRptp0+fDhsbG0RFRSEzMxOurq6YNWsW3nvvPXUbT09PmJubw8PDA8bGxgCADh06YN++fbzkRRXWtm1brFu3Dl988QX69u0LMzMz+Pn5YerUqerAsnDhQixcuBDjx4+HIAgYMGCAxmMV/tecOXMwZ84cvPfee3BwcMAnn3yCtLS06uoSvYIcHR2xYMECLF++HNu3b4e9vT0CAgIQHByMH374AQDw7rvvIjc3FytXrkRqaiqsra3RvXt3TJo0CQDg7u6Ozp07Y9y4cZgwYQKGDRumyy69EmQi78ckIiIiCeGYHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iIiKSFIYfIiIikhSGHyIiIpIUhh8iogrgI9GIXh0MP0RUI+zbtw8eHh64c+dOtW/7zJkzGDlyZLVvl4heDoYfIqLn2L17N27cuKHrMoioijD8EBERkaQw/BARAOCPP/7AkCFD0K5dO3h6eiI4OBjnz58HAEybNg2DBw/Gnj170KVLF3h6emLIkCG4fPmyxjru3buHCRMmwMfHB23atMGQIUOQlJSk0aaoqAiLFi1C586d0bJlS/Tp0weHDx/WaCMIAlauXImAgAC0adMGY8aMQV5enlb9ysjIwNSpU+Hn5wdPT08EBQXh3Llz6vnZ2dmYO3cuunTpgpYtW8LHxwchISHqy2vTpk3D/v37cffuXXh4eGDfvn0V7kdJSQmioqLQqVMntG7dGsOHD0dcXFy5y3fHjx/HwIED0a5dO7z22muYOHGixkuD9+3bh+bNm2P37t3o2LEjfHx8sH37dnh4eCA5OVljmwcOHECzZs3KvXSYiP7G8ENEePjwIUaMGAEbGxssX74cS5YsQUFBAYYPH44HDx4AAC5duoQlS5Zg7NixiIyMRE5ODoKCgpCRkQGgLET85z//wZ9//omZM2di8eLFEAQBgwYNUl8yEkURISEh2LFjB4YOHYpVq1bB09MT48ePR1xcnLqeyMhIrFixAv/+978RExODWrVqYfHixS/cr/z8fLz//vtISEjA5MmTERMTA2NjYwwbNgw3b96EKIoYNWoUjh8/jkmTJmH9+vUYO3YsTpw4gdmzZwMAxowZg86dO8Pe3h47d+5EQEBAhfsxa9YsbN68GUFBQVixYgVq166NmTNnatQYFxeHYcOGoU6dOoiOjsb06dNx7tw5DBgwAFlZWep2KpUKGzZsQHh4OKZPn47evXvD2NgYBw4cKLc+Pz8/1KlT54X3F5FkiEQkeefOnRPd3d3FM2fOqKelpKSIixYtElNTU8WpU6eK7u7uYmJionp+enq62KpVKzEyMlIURVGMjo4WW7VqJd65c0fdpqioSHzjjTfEjz/+WBRFUTx27Jjo7u4ufv311xrbnzRpktixY0expKREzMvLE1u0aKFe72PDhw8X3d3dxdu3b1e4X1u3bhU9PDzEpKQk9bRHjx6J3bp1E3ft2iWmpaWJgwcP1uiXKIri/PnzxZYtW6o/T506VezSpYv6c0X6kZKSInp4eIgbNmzQaDNs2DB1P1QqldixY0dx2LBhGm1SUlLEFi1aiAsXLhRFURT37t0ruru7i3FxcRrtJkyYIHbp0kUUBEEURVFMTU0VmzZtKh46dKjC+4hIinjmh4jQpEkT2NraYvTo0Zg1axaOHj2K2rVrY/LkyXBycgIA1K1bF+3bt1cv4+DgAE9PTyQmJgIATpw4gWbNmsHR0RGlpaUoLS2FXC5Hp06d8Ntvv6nbyGQydO7cWd2mtLQUgYGBuH//Pq5du4bz58+jpKQEXbp00aixZ8+eL9yvM2fOoG7dumjWrJl6mqmpKY4cOYJ3330Xjo6O2LJlC9q1a4c7d+7g+PHj2Lp1K86ePYvi4uJ/XG9F+pGQkABRFNGjRw+NZXv37q3+c3JyMu7fv68xDQDq168PT09PnDp1SmP6k/0AgH//+9+4e/cuTp8+DaDsrI+5uTm6du36YjuKSGIMdF0AEemeubk5tm/fjlWrVuGbb77Bzp07YWJigrfffhthYWEAAEdHx3LL2dnZ4c8//wQA5ObmIiUlBS1atHjqNgoKCpCbmwtRFOHl5fXUNhkZGVAqlQAAGxsbjXn29vYv3K/c3FzY2dk9s83BgwcRHR2N1NRU1KpVC82aNYOJiclz1/u8fmRnZwNAue0/+Tk3NxcAULt27XLrqF27drnxUmZmZhqffX19UbduXcTFxcHb2xtxcXHo1asXjI2Nn1k/kdQx/BARAKBRo0aIjIyESqXChQsXcODAAXz11VeoX78+ACAnJ6fcMpmZmepf5paWlvDx8cGUKVOeun4jIyNYWlrCzMwMW7ZseWqbBg0a4MKFCwCArKwsNGrUSD3vcVB4EZaWlk99LtDZs2dhbW2NnJwcTJ06FYMHD8bw4cPVAW/RokU4c+bMM9f7vH483l+ZmZlwdnZWz3scigCgVq1a6jb/6/79++UC4P+SyWTo27cvtm7divfffx/JyclYuHDhM5chIg54JiIA3377LXx9fXH//n0oFAp4enpizpw5sLKywr179wAAN2/e1HjWTXp6Os6dOwc/Pz8AgI+PD5KTk9GwYUO0atVK/XPgwAHs2bMHCoUCPj4+ePToEURR1Ghz9epVrFixAqWlpfD09ISJiQm+/fZbjRp//PHHF+5X+/btcfv2bVy7dk09raioCB9//DH27NmDc+fOQRAEfPzxx+rgo1Kp1JfpBEEAAMjlml+VFelHu3btoFAocPToUY1l4+Pj1X9u2LAh7O3t8d///lejze3bt3H+/Pl/PLP0pH79+kGpVGLhwoVwc3NDmzZtXmAPEUkTz/wQEby8vCAIAkJCQjBy5EiYm5vjm2++wYMHD9CtWzfExcVBFEWMHj0a48ePh0KhQExMDKytrTF48GAAQHBwMA4cOIDg4GAMGzYMNjY2OHz4MHbt2oXp06cDADp37gxvb2+MGTMGY8aMgZubGy5cuIBly5bB398ftra2AMrusFq6dClMTU3h6+uLn3/+Wavw069fP2zduhUfffQRQkNDYWNjgy1btqCkpAQDBw5UB7t58+ahf//+yMvLw/bt29W38D969AgWFhawsrJCZmYmfv75ZzRr1qxC/bC1tUX//v0RHR2NkpISNG3aFEePHlX3Qy6XQy6XY8KECZg+fTomTpyIt956Czk5Oep9O3To0Of20dnZGR06dMCxY8cwadKkF95HRJKky9HWRKQ/fv/9d3HYsGGij4+P2KpVK7Ffv35ifHy8KIp/3+0UGxsrduzYUfTy8hLHjh1b7s6rlJQUMTQ0VPT29hZbt24tvvXWW+Lu3bs12uTn54sRERFip06dxBYtWoiBgYHi4sWLxcLCQo12W7ZsEd944w2xZcuW4uDBg8XY2NgXvttLFEUxLS1NnDBhgti+fXvRy8tLHDZsmHjp0iX1/G3btqm3ExAQIE6dOlU8evSo6O7uLv7000+iKIrilStXxB49eogtWrQQ16xZU+F+FBUViREREaKfn5/YqlUrceTIkeIXX3whuru7izk5Oep23377rdi3b1+xRYsW4muvvSZOmjRJvHfvnnr+47u9/qnvW7ZsEZs1ayamp6e/0L4hkiqZKPJtfUT0bNOmTcOpU6fwww8/6LqUGiM3Nxe//PIL/P39NcbuLFy4EPv27UNCQkKVbWvEiBEwNjbGihUrqmydRK8yXvYiohpHpVI99y3rMpkMCoWimioqz9TUFOHh4WjWrBmGDBkCMzMznD9/Htu2bcOoUaOqZBsrVqxAcnIyjh07htjY2CpZJ5EUMPwQUY3TtWtX3L1795ltfHx8sHXr1mqqqDxjY2Ns2rQJS5cuxbRp01BQUID69etj6tSpGDRoUJVs44cffsCtW7cwZcqUCg2OJqIyvOxFRDXOlStXnvkQQqDs2UVP3ipPRPQYww8RERFJCp/zQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLC8ENERESSwvBDREREksLwQ0RERJLyf8PE58W4ex5oAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.countplot(data=pokemon, x=\"speed_category\", hue=\"legendary\")" ] @@ -689,10 +3360,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "444d9832-bd57-4238-9ea4-5ee898847170", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\")" ] @@ -707,10 +3399,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "86f9747b-00a3-407f-9b73-0bce40bac50d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9wR/czHvec9uMX799+zZuvfUWHnjgQdraWhegh/NLBj+SJEmSJHHjjTfx3vf+1aTHA4HAIvRmYcngR5IkSZLOE67rsb8rTbpQIR7ysbItjqKcm1qTPp+Pmprac/K9FpsMfiRJkiTpPPDUvkG+/bMDpHKV8ccSER9veekKLl9Vv4g9q1ZU+Jd/uZPHHnuUVGqUSCTK9dffwHvf+9dTlpnq6jrOF77wWXbt2oHrelxyyQbe/e7bWLZsOVAtWP6lL/0zv/nNL7Esi1Wr1vCud93K6tVrz8nzkRueJUmSJGmRPbVvkC99f+eEwAcglavwpe/v5Kl9g4vUs6pPfepj7N+/j09+8rN897vf59Zb/z9+/OP/5sEHvzdl+49+9EPU1dVxzz338dWvfgNFUfjQh/4aAM/z+Ju/uZXe3h7+6Z/u4Ktf/Sbr1l3CO9/5Dvbv33tOno+c+ZEkSZKkReS6Ht/+2YEZ23znZwfYtKJuQZfAfvKTH/GrX02svbVhwyY+97k72bLlSi699PLxmZumpmb+4z/+L4cOHZzyXr293WzZciVNTc1omsbf/u1HOHbsKK7rsn37NnbufI7//u+fEY3GAPiLv3g3zz33LA888F3+7u8+tmDP8QQZ/EiSJEnSItrflZ404/N8o7kK+7vSrO5ILFg/rrvuRbzznbdOeMzn8wHwhjf8Po888mseeugHdHcf58iRw/T19dLR0Tnlvf7sz97FnXd+ju9//z/YtOkyrrzyGl760pejKAr79+/F8zze9KZXT/ga0zSpVGYeh/kigx9JkiRJWkTpwtw+8Ofa7kwFgyFaW9smPe66Lu9//20cPnyIm256BS95yctYuXI1n/nMJ6e915ve9L+48caX8thjj/LUU09yzz1f4ZvfvId//ddv47ouoVCIe+/9t0lfp+v6vD6n6cjgR5IkSZIWUTzkm9d28+3Agf08/vhvufvub7Bu3XoAbNump6eL5uaWSe1HR0e55567ufnmt/OqV72GV73qNQwNDfKGN7yKp5/eztKlyykUCliWxZIlS8e/7p/+6R9YvnwFb3rTmxf8OcngR5IkSZIW0cq2OImIb8alr2Skeux9MdTU1KCqKr/4xU9JJBJksxm++c2vMzIygmWZk9pHo1Eee+xRenp6uOWWdxMMhvjRj36IruusXr2GxsYmVqxYyUc/+rfcdtvfUF/fwPe//wAPPfQDPv/5u87Jc5KnvSRJkiRpESmK4C0vXTFjmz986Ypzlu/n+Wpr6/i7v/s4jz76a26++ff58Ic/QF1dHW9+81vYu3fPpPaapvHZz/4ziiJ473vfxVvf+ma2bn2Cz3zmDlpaWlFVlS984cusXr2Wj3zkg7ztbX/AM888zSc/+Vkuv3zLOXlOwvM875x8pwuI47iMjhbm7X6appBIhEilCti2O2/3lU6SY7zw5BgvLDm+C2++x9iyTEZG+qipaULXjbO+31R5fpIRH394HuT5OR2apizYa3imMU8mQ6jq3OZ05LKXJEmSJJ0HLl9Vz6YVdYuW4fliIoMfSRojhMD1PAoVB8f10FRByKch8JDzo5IknQuKIhb0OLtUJYMfSaIa+AykS+w/lmIkW8LzQFUEtfEAqzuTJCM+PFdGQJIkSS8EMviRLnpCEXQN5tm+bxD3lADHcT0GRouMZstcsa6Jhrh/wnVJkiTpwiRPe0kXvWLF4bmDw9MGNpbtsuPAEBW5CVWSJOkFQQY/0kVNUQSDqSIVy5mxXa5okslPzmchSZIkXXhk8CNd1IQQjGbKc2qbzlfkqQtJkqQXABn8SBe9uQY0ipCBjyRJ0guBDH6ki5rrujTVhmZtJwTUyg3PkiRJLwgy+JEuap5XzaAaDc2cnbUuESQSODfVhiVJkqSFJY+6Sxc9XRVsXtPA4zv7KJbtSddjYR+bVtYhF70kSXoh+uQnP8aPfvTDGds88si2c9Sbc0MGP9JFz/MgFjR40aZWuofydPXnsB0XQ1dZ0hylsSaETxUyy7MkSS9I733vX3PLLe8Z//vrXvcKbr31r3jJS25axF4tLBn8SBLgeR5+TWFlS4wljVFcz0NVBJoicF1Z3kKSpHPDc12c/n14xQwiGENtXIVQFnaHSjgcJhwOT3qspqZ2Qb/vYpLBjySdwnU9VAHq2MkuucFZkqRzxTqyjcpv78crpMYfE6EEvmv+CH3J5kXr10MP/YBvfvNerr76On70ox9w2WWb+f3f/0NuvfUWHnjgQZqamgHYvn0bt956C9/73g+pr2/E8zy+/e1v8f/+3/cYHR2mra2Dt7zlrbzsZa9ctOdyggx+JEmSJGmRWUe2Uf7pXZMe9wqp6uM3vWdRA6Cenm6Gh4f4+tfvp1KpkE6nZv2ar371y/zsZ//D+973fjo6Onnmme3cfvunyefzvPGNv38Oej09edpLkiRJkhaR57pUfnv/jG0qv/02nru4JXbe/vY/paWllaVLl83atlQq8X//77f5y7/8/7jmmutoaWnld3/3tbz5zW/h29/+1jno7czkzI8kSZIkLSKnf9+Epa6peIVRnP59aM1rzlGvJmtra5tz26NHD2OaFT7+8b9DOWXPkuM4mKZJpVLG5/MvRDfnRAY/kiRJkrSIvGJmXtstlNmCFcc5WSPxxH7JT3zi03R0dE5qq+sz51ZbaHLZS5IkSZIWkQjG5rXduaDr1aSvhUJh/LHu7q7xP3d0dKKqKgMD/bS2to3/99hjj/Kd79w3YTZoMcjgR5IkSZIWkdq4ChFKzNhGhJKojavOUY9mt2zZcgKBIPfd96/09HTzxBOP8d3v/tv49XA4zOtf/ya+9rV/4X/+5yF6err54Q//i3/5lzvPiyP0ctlLuqApioLhlVDKRcyRDLoWwlUUTt0XqCgCy3GxbBeEIGCoeOf5EXYhBCXLAc9D11R0Vchj95L0AiUUBd81fzTlaa8TfNe8ZcHz/ZyOYDDE//k/n+ArX/kiN9/8+yxfvoL3vOc2/vZv/3q8zV/+5f9HPJ7gnnu+wvDwEPX1DbzjHX/BW97yx4vY8yrheedP+ra7776bRx55hPvuu2/8sQ9/+MM88MADE9q1tLTwi1/8AqgWprzrrrt44IEHyOVybNmyhY985COntTHr+RzHZXS0MHvDOdI0hUQiRCpVwLYXd7f+C4mfEu7QYUqHn8XKDqPpGmqskcDSjXjJDiqOhu16dA8XONKToVSxUISgJh5geWucZNjHefTyrxKCkVyZQ90ZRjIlPA9CAZ0lzVFaasOoi1hjQ76OF5Yc34U332NsWSYjI33U1DTNyx6WqfP8JPFd85ZFPeZ+ujRNWbDX8ExjnkyGUNW5BYjnzczP/fffzx133MHmzRP/gfft28ctt9zCzTffPP6Yqqrjf/7yl7/Mt7/9bT796U/T2NjIZz/7Wf70T/+UH/zgBxjG4m6okhZOgBLFnT+nePg5oFp13XVUzNw+it37iV7yIrSlW3h05zBDqdKEr+0ZzNM3XGDjijo6G8N458vnjBAc7s3y3KGhCRmlTcshlS3TW1tg8+p6NCGrjEnSC5G+ZDNax2XnPMPzxWjRR3RgYIBbbrmF22+/nc7OzgnXPM/j4MGDrF+/nrq6uvH/kskkAKZp8vWvf51bb72VF7/4xaxevZovfOEL9Pf385Of/GQRno10LmiagtWzazzwmcTzyO38Dc7QcXIFa8omruux48AQ2eLkQqaLJV0w2XloeNpSGv3DBQ52Z1AUGfxI0guVUBS05jXoy69Ca14jA58FsuijumvXLnRd58EHH2Tjxo0Trh0/fpxiscjSpUun/Nq9e/dSKBS4+uqrxx+LRqOsXbuWrVu3Lmi/pcWjWzmKh3fM2MZxHLIHnmZZU3D6Nq7Hsf7ceRFMCEVwpDeDO8sy3PH+LCXTmbGNJEmSNLNFX/a68cYbufHGG6e8tn//fgDuu+8+fv3rX6MoCi960Yt43/veRyQSob+/H4CmpqYJX1dfXz9+7Uxp2vzFhSfWIOe6FinNTCkWsNMDnLr6I8b+Uv1/D8+F0mA3tUvMGYObkUwJl/n99z4Tpu2SypVnDcTKpoPpuIT85/5HV76OF5Yc34U332Psuov/i9P55sT7shAsaEFoVRVn9b696MHPTPbv34+iKNTX1/OVr3yF48eP85nPfIYDBw7wzW9+k1Kpupfj+Xt7fD4fmcyZJ4NSFEEiETqrvk8lGg3M+z0vRhVTQdPVKa+pYz8MjuegCIGqKQQC0+/98vl0wiEfAb++IH2dq3zRxO8zcLzZ30x9Pn1BXp9zJV/HC0uO78KbrzEul1WGh5Wz/iB+IVqoIN51BYqiEIsF8fvPPEP0eR38vPOd7+Qtb3kLiUQ1/8HKlSupq6vjf/2v/8Vzzz03/sRN05wwCJVKhUDgzF/cruuRzRbPrvOnUFWFaDRANlvCcc6X3bUXLkP4IBDHzo6MPybGAh3HdsdOcHn4EvWMlrXxIHkqDYkAlbJFuWSeg57PQIBPVxhOzdwPv6EiXJdUav5OI86VfB0vLDm+C2++x9g0TVzXxbZdFEX+m0F1xkdVFRzHXZCZH9t2cV2XTKZEqTRxC0A0GrjwTntNRVGU8cDnhBUrVgDQ398/vtw1ODhIe3v7eJvBwUFWrTq7ZFALcUzPcVx5hHUeCCNGoHM92WcfPuXR6k+Z53l4HqhCEFx5GU8cL06bH0cI6GiIYFnnxx6aJU1RuvuzzPR+0Vwbxqcv3DHSuZCv44Ulx3fhzd8YV2dqTbOCYfjm4X4XvhMBz0IteZlmZexPZ/c+eF4HP+9///sZHBzkG9/4xvhjzz1XPeGzfPly2traCIfDPPHEE+PBTzabZffu3ROOxksvLJblEujYiH+oh3LvwSnbhFZdgVrfidY7DEw+0SUErF1aSyykM2O0MYW5rGWfyXp3MuxjZWeSfUdHAdA1BUUITNvB8yAZ9bOyPYHrnGe5iSTpIqUoKoFAmHy+mpfHMHzj+w8vZq4rcOb5fcrzPEyzQj6fIhAIn3V5jPM6+Hn5y1/Ou971Lu666y5e+9rXcuTIET7xiU/w6le/mmXLlgFw8803c/vtt5NMJmlpaeGzn/0sjY2NvOxlL1vk3ksLqUSI8OZX4uvaTfHoc9UlMEXDV9dMYNmlKA0rqXgG11zSxOGeDF0DOUoVG0UIklE/y9sSNCQCc45QVFVQMl0yhQpl08Gnq8RCBgFDHZ9ZUhRB0XTI5CuYlkvArxELGvh0ZY7ZmT1Wt8VpSAYZSpcYSZdxXJd4xEci4qcxEURuK5Ck80s0Wk29ciIAkqqrNq67MLOXgUB4fMzPxnkd/LzkJS/hjjvu4Ktf/Spf+9rXiEQivOY1r+G2224bb3Prrbdi2zYf/vCHKZfLbNmyhXvvvXe86Jr0wlUijLbkKmKtaxFOGU1VsNQQpghgjq3n+1SFdZ1JlrXEsBwPAQQMFUVwGtmdBYf6cuw/NkqxfHIWKeDTWN6WYGlzBM+D/V1pDnenKZ9yFD0U0FnTmaS1LjSnGSbL8Tjam6VnKD9+n6FUidq4n5BfIxk2FvQEhSRJp0cIQSxWQySSwHHOn7xhi0VVBbFYkEymOO+zP6qqzVtB1POqvMX5Qpa3uPAs1BgLRXCoL8tz+4emjV02r20gmzfZf3zq3/yEgE2rGuhsCM84A2R78MSuvkkZqU8wdJVrNzYTCyxOYC9fxwtLju/Ck2O88BZzjE+nvIWcRJekGRRNh31HR6cNfASQylXYe2z6KW/Pg71HR2ZMTiiEYCBVnDbwgWqZi71HUwj5UytJknRW5NuoJE1DCMFIpkRlhqAlEjLoGSqQKZgzbnQslm3S+QrTNXHxONwze26qwdEC+fL5cTpNkiTpQiWDH0mahhCQL05dG+wEXVPJFUxMy5k2sDkhX7KmDZBsx6NcmX2/gON62DIHjCRJ0lmRwY8kzUDXps4kfYLruhi6ijqH+mCGpk67WVkRAm0Oa9VirK0kSZJ05mTwI0nTcF2PhmRwxsAmWzRpawgTCRkzbmbWNYWamH/aE2aGJmipD8/ap3jUvyh1vSRJkl5IZPAjSTMI+zWaZwhKHMcjHDBoqZs5cGlriM4YtDiOR1t9GL8x/UyTELCiLY52HlShlyRJupDJ4EeSqAYWiirwqB5vH6+u7nlsWFZLS32YqUKO+poQnY0RNq+upzYxuZ6cENDeGGXtkiTeLIkOQz6NK9Y3EZwiSFJVwfpldTTVBOeYMHFxKIpAU1x04aDOvGIoSZK0aOT8uXTRc4HRbIXDPRmKZQtVVehojNCQDOHXFHQFLl9Vz/LWOMf6shTKFn6fRmdTlHjIQBUCEFy1rol0vsKxvixl0yYcMOhoihIL6lMGTpP64XrURnzcsKmVoUyZ7sEcruuRjPppbQgT9mmnXYrjXBFCYDgFnNE+zOFuPMdB8QfxNSzBCyaxkElHJUk6f8jgR7qo2Z7H0/uH6BnMT3h8JF0iFNC5cl0jsaCB4nkkQga1q+qB6ozO8xN4aQJqIz4aEw3jG5tPt3K063r4NIW22hCdDeGx+3jVTKnnceCjV0bI73sSt3JKnqJCBnOkD6O2GV/npZjIwo+SJJ0f5LKXdNFSFMHuI6lJgc8JhZLF1t0DVE4JchzHnbUitG274+3OlOd5p9znPI16xuhukeL+rRMDn1OYw73YPXuZY+JVSZKkBSffjqSLVr5i0zWQnbFNrmgyki3LSs3TEELgZgdxysUZ25WHu1GtqYNMSZKkc00GP9JFSQjI5E2sOdSeOdafRVVl8DMVRQFrqGvWdp5l4pVmDjQlSZLOFRn8SBetuS5LOY4rK6lPQ+DhuXMrt+G59qxZsCVJks4FGfxIFyXPg9Acq6PHwv4F7s2Fy0NBDUbn0FKg+EIyiJQk6bwggx/pohUJ6sTCM59AUhRBR2PkrDYvv5A5jote38FsUzpaJIbnm0uQJEmStPBk8CNdtHRF4ZJltTPW1FrRniASkBkhZuL6YwSal057Xagagba12MI4h72SJEmannxXly5anudRF/dz9SVN7Dkyyki2NL4sEwroLG+N09kYAa86seEhKJRtbNdDVaoZmRXB+NcIIXA8j2LFwXFdNFUh5NOq+2JewMs9tquiN68lqPup9B85efJLCPRIEn/bauxQ/awZriVJks4VGfxIFzXP9aiN+rhmQxOFsk3FclBVhbBPw28oOI6HEIKRXJm9x1IMp0u4rocQUBsLsLIjSV3MBwgG0iX2HUsxOhZEqYqgLhlkdUeSZHjmwqcXOsvTUBtWEaxpg0oeHAcMH54RxULFk6uGkiSdR2TwI130PK+6/hvxa0ROqavlOB6KIuhPlXhyVz/2Kft+PA+G0iVGs71ctqYBVYEndw7gnjLF47ge/cMFRtIlrlzfRF10+qruLwSO4+GIAPhPqXH2wn26kiRdwOSeH0maQdlyePbA0ITA51SO67F93yADqdKEwOdUlu2y48AQltw0LUmSdF6QwY8kTUMISOVMCiVrhjaC4XSZbMEi4Jt+IjVbMMkUzYXopiRJknSaZPAjSdMQQpDOlWdpA6WKTSpTxmeoM7bN5EwURWb5kyRJWmwy+JGkGShzKGuhiGo+oNm28yjq7G0kSZKkhSeDH0mahut61MWDM+bv8zyPSNCgsTY04/KYoghqXuAbniVJki4UMviRpBnEgjq1seC01z0PmmpD+DRl2k3RAPWJIJE5ltOQJEmSFpYMfiRpjKIIVFWZUMFdEbBpdR3RsTIYQggURYzv3QkFdK5Y20BnU5SAf+oNz4mIn0tX1nE6a15CMNYXZdp9Qqe2EedRxVBdVzAMFU2Tby+SJJ2fZJ4f6aInFEG+bNM3XCBXNDF0lZa6MNGgjuJByFC5bkMzxwZz7Do0QqFk4fdprFtaQ0djhIBW3eh8w6WtdA/l6RrIYTsuPl2lszlKUzKEoc1tv48QYDke6bxJ33Aex4Nk1Ed9PEDAp+G51dxDZcthNGcyMFIAoDYRoDbmx68pi7avyK9UELkhyr0HwS6jhpMEG5ZgBWqwHBkISZJ0/pDBj3RRc4EDx1McOJ6esGx18HiK+mSQy1bXo6nKWHbnIk01QYQQeJ5Hz0COQtFiw/IaNCHw6worW2MsaYrieh6qItAUgevOrbyFEIJsyWLbngEy+cr440d7wWeoXLKslo6GCEOZEtv3DpI/ZY/Rkd4MQb/GpSvraUgEznkpiYCTIv/Uzyj3Hpoww6UYfiJrrsa/5DLKrqztJUnS+UEGP9JFS1EEh3qy7DkyOumaBwyMFjnYncFxPQ73pIFqvp5Tnfj7ZWPLWq7roQpQx5ahTqekRclyeHxn35Qbpyumw9P7B/EZGk/tHaBcsSe1KZZttu7u57qNLcSC525/kZ8C+e0/ptx3dNI11yyTefZXxDUdvXMLliUTPUqStPjkXLR00SqZDge7UjO2sR2XvcdmbtM9mCM3w0mvuVAUQe9wYcYTY9GQwTP7hyhNEficYNkuB7rTiHnOJ6SoAg9wHHfC6TdFATL9UwY+J3nkD2xFq6TntU+SJElnSs78SBetTMGcMZAI+jVGs2VG0iVa6kLTzuK4rkfvcJ417YkzLl5qux7H+7MztgkFDHYf6acmHsSYIf/Q4GiBYsUhoJ/97zYu1XE63JOhVLEJBg0ak0Fqo358WnWDeOnYzlnvY2dTePkRiEbPuk+SJElnSwY/0kVJCDAtZ8Y2qqJQNp051eQqV5yxE1dnFvw4rodlz/x9FCGoWM5YrqDpgx/Lducln5DjwbMHh+kayCIARbgUyyY9AzmCPo0r1zVSE9VwK6U53c81SygKuHLlS5KkRSaXvaSLkueBf4ZaXFBd8gr6dYw5HNkOBvSzCjg0RWDoM5fHcD0Pv0+fMekigKGrZ11GQ1EEe4+l6OlPoVRyuKPHsQaPURk4CvlhioU8T+4ZoGSCGojM7Z6+kAx8JEk6L8jgR7poRYM6oRkSD5YqNvGwQX0yMONylqoKmmqCZ7zkBaBrCmuWJGmpj9BcFyY2llfoVLlChVXtCQxt5iCpqTZEcJY6Y7MpVBy6+0dxUr2Ywz04pSKeZeJZFaz0ENbgcQrpFIPpEv4lG5hpJgpAj9chQjVn1SdJkqT5IoMf6aLl11VWdSRmnEnx6Sprl8z8ob2kOUZkmgSHsxECTNfjUG+WnYdG2HFwmGcPDlGxXZa0xCYEZ8WSzcYVtYT80wc2PkNlWUv8rAIxgFyxQnmkH6dUmPK659hYo3109Y4ioo0E21dNfzNFIbz6KixD7veRJOn8IPf8SBct1/Voqw/jetA9kMNnqOMFSk3TJhDQWd4SQ1UEAsGh7hTmKUe1dU2hsynG6s7EeGobTRe4pQJ4Lqgaqi844/HukuXyxM5+UrkyQkAsbNA3UuDZ/YMcCOhcu6G5mjNICDasqKM24ueq9c08vW+Q0ezEivOxsMGlK+uJBfWzCn6EAMeqYBfzM7bzbAurXMASfoKXvhShGRSP78GzT55YU0MxouuuRTSuwZ5lT5MkSdK5cl4FP3fffTePPPII99133/hjv/jFL/jSl77E4cOHSSQSvPzlL+e9730vfr8fgKeeeoq3vOUtk+71rW99iyuvvPKc9V26MClAS22Isumw//go2YKFT1fobI6xrCWGril4rsea9jjtDRGG0yWKFRu/oVIXDxDyn8i6DF4xxeCefYz2dGGbJkYgQG3HUhLty/CM6OSARAiePTBMKlcNYjyvuvenrS5MxXYpli0Odmd46ZY2IgEdn6bgui7RgMZ1G5vJFEyGM9XNxsmon1jIhz6WVPFsBVUP3Jk3hAOEVRtFgRIRfBtfQXDFFszhLjyrghpJoMabsHwJbFsWdJUk6fxx3gQ/999/P3fccQebN28ef2zbtm285z3v4dZbb+UVr3gFx44d4yMf+QjpdJp//Md/BGDfvn20t7fz7W9/e8L9YrHYOe2/dGEqmg6P7+wnk68gBOPFR3sGcgyOFNi8ppGmpB/X9QjoCu31YYSoBiqe5+G5HpqmYI50s//Rh6mUT558qpQr5FLbGT5yiGXX3ogSTEzY8JsrWwyMTr2s5NMU/JFqgF8xHWrCvvGgxvOqQVsiZFATqe4NOnltfoKMqOEQi0fIpHPTtlEUQUd9CHfsNFzFUcFXj9reiBBguy6mC8jAR5Kk88yi7/kZGBjglltu4fbbb6ezs3PCte9+97tceeWV3HLLLXR2dnLDDTfwvve9jx/84AeYZjWz7v79+1m+fDl1dXUT/jMMmUpfmoUQ7Dg4Ml5KYjygGQsgLNtl+74BCpWTEYs3lsX51CDDreQ4vPXRCYHPqXKZDD3PPIHwTuYUEkKQypZnnKU50ZeeofyEYquncl1vXmZ6Jn5f8Bsa65fXoc2wuXppZwNxn4f3vM3OjuNi26482SVJ0nlr0YOfXbt2oes6Dz74IBs3bpxw7X//7//NBz7wgQmPKYqCZVnk89X9CPv27WPZsmXnrL/SC0e+bDM4zczLCRXToX+kMO3RcUURlEcGKGSnnyEBGOnrw8lPzBQ915jFnSLPkKIILNcjX3HIV2xMx0VV5+/H2dVDNOg5rry0g0QyOqFqfDDoZ+3qVlbXgR6J4cwhD5IkSdL5ZNGXvW688UZuvPHGKa+tXbt2wt8ty+Ib3/gG69evJ5lMAnDgwAESiQRvfOMbGRgYYOXKlbzvfe9jw4YNZ9UvbQ65XebqxIfSfH44SROdyRjnUiU8mDUnzkCqyKr2qU9Q6brKYH/PhOBgKh5QTA0TTzSO3yce8c0pH09tIoiiiPHXpOV4HOzNcrQvQ75Y3Vwc9Ou0N0ZY3hKbU16iWQkfgYZO6o88S3J5goJaT9l08Pk0Al4ZX3EYI9SICMTRFv93qBcE+T6x8OQYL7wLZYwXPfiZK9u2ef/738+BAwe4//77Aejr6yOXy1EsFvnwhz+Mqqr827/9GzfffDPf+973WL58+Rl9L0URJBKh+ew+ANFoYN7vKU10OmM8mK0QCMy+POozNCKRwLSBiqoK9OctDwmhEEgkUWKN2Er1e7jBJNFoYDxQMvwGDbXhScVST6WpCktb48RiQQDyJZOnd/XTP1IExHj/PeDYQJ5C2eaqS5qIhibnCTpdXmwJPr+PctceAvnD1WNgBQ/FF8DXsRxf4zIU4+y/jzSRfJ9YeHKMF975PsYXRPCTz+e57bbbePLJJ7nrrrvGZ3WamprYunUrgUAAXa9uVL3kkkvYvXs39913Hx//+MfP6Pu5rkc2W5y3/quqQjQaIJstySWCBXImY2yoCpWyhTvLJuFoU4RcrjTlzI+iCII1DVj7D5zsi6YT6VzD4UGTY0/3Ui5Xg5uONRrH892sao/j0xSEgFVtcR7f2TdlqQ1FCFavrEMXkEoVEEJwtD/Hke70tH3tKpnEQgarp5mpOl1Ci6N0XoFRyYJjY/gNLMWPqfgpF2woTF8bTTo98n1i4ckxXniLOcbRaGDOM07nffAzODjIn/3Zn9HT08O9997Lli1bJlyPPq9QoqIoLFu2jIGBgbP6vguRk+TERlBp4ZzOGId8Komon6HU9IGurik01YQwzemPfQdqGvEHApSK1ftEOlez7UCKoaGThUr9oRCmp7H/2CjpbJkr1jagKYJESOfqS5rYdyzFcLqIY5oI1yIZ9bOys5amWj+2Xa2kXnEcdh8dJVeyUBUFQ1NQFTHphNeRngxt9WH0eavsLkCNofkUwokQhVQBe4bxkM6OfJ9YeHKMF975Psbn9aJcJpPhbW97G6Ojo9x///2TAp9f//rXbNq0ia6urvHHbNtm7969Z7zkJc0fIZi1DtW59Pz+KAI2Lq8lOE12ZlURbFxRR2iWGmDCH2HJ5qvQdJ1gLE53xp0Q+GiGTqyxBU9Uf9wGU0W6hwvjCRVjAZ1r1tZx45ow1y/TeNFSjc2xYWJdv6W8+2G0fA+D6QL7jqfZdWSEroEcR/syHOvPki2akypLFErWrEVSZxub892F1l9Jks4v5/XMzz/+4z/S1dXFPffcQzKZZGhoaPxaMpnksssuI5FI8IEPfIAPfehD6LrOV7/6VdLpNG9/+9sXr+MXOaEIChWbTL6C7XiE/DrRkIGhzk8CvtPqixDYrku2aJEvWaiKIB72jScnjAR0rru0hYPdGXoHc1RMB1VVqE0EWNEWpybimzV3juOAv34Ja38nwOhwmm1PHMNxPXRDJxSPEUrUIYyJ9cGO9GRoqwuhCoGquLh9exFd+zixSu6N/efaFXq2/xa7cR2e1jAhzqlYDr1DeRprQsTDJ/s516BgtrE5H2mKh2pmcQoZ8ByUQATPF8MWxrzlOJIk6YXvvA1+HMfhoYcewrIs3va2t026/vOf/5zW1la+8Y1vcPvtt/OOd7yDSqXC5Zdfzr/9279RW1u7CL2WbA92Hxqhqz87YfYhGjJYv6yWhnjgnH1ICUUwlCnz3MHh8Vw+UF3KaqkLs25pDboCQV3l0uU1rGqLY7seihAEDBWBx1y7arkeR/NBfJEwSsKiJu7heFByVBxTJaJPvFGxbGE5Hqom0CpZsj0Hp76v4zI0kkcr7yK+ro76RJBj/SdnlTxgKF0iHNBRx5a5YhE//lkKm54Ym52HhknnJo5Nc12Y9Utr5nHZbH74vBKVIzspjvbjOSf2Ggm0SIxAxzqsQP2c/70kSbq4nVfBz6c//enxP6uqyo4dO2b9mvb2du68886F7JY0Ry7wzP5Bugcn14TKFkye2NXHVeubqY/5FzwAEgJGchWe2Nk3aQnIsl2O9mUpmw5b1jSgCnAdD5+mMH52yfOYaw+FgL1HU+w/nqKjOUbXqIV9ykY/ATQSJh46OTuhKAJB9aSYNdA7dSkJISiWTWzXxc5liZoZVrTH6RrITdikbTsuhYpNLFi9//LWGKqYvBfo1P6OzjA2x04ZG+08iX8MKpQObsPKDD/vioedS5Pf+yThNVdj+WtkACRJ0qzO6z0/0oUlla9MGfic4Dgeu4+MYJ+DTyfXgz1HRmfc+9I/UmAkWz7rvSO5ssOhsRNYlYpNQ3JimgQPGE4XJwRENbEAfl1FCFFdwgEUXwAtFEUNhEGI6ibnUzYW2/kMwoPLVtejPK/TJ9qtaIvTlAzOGFy6wO5ZxmZgpMBI5uzHZj4IIfCyg1MEPid5tkWley+qOH83WEqSdP6QwY80LxRFcKQ3O2u7dLZMvmTN2u5sFSo2I+mpy02c6nBPmkk7hk+Dogi6B3M4Y3tkUrkyK9vjk4IGy3Ypmw5CVI+wL2uNjZWvACUcx6xfzTGaeS4f54BVR7F2DUqsEUU55UdU1RhMFQkYGi/Z0s6ylhjRkEEkaNDeGOHajc2s7UzO+mwKZWdOY3OoJ302QzNvVBwq/UdmbWdmhlHNmTNtS5IkwXm27CVduFyvespoNh5QrtjExgqILhTTcmfN3wNQLNvYrsc0pbNmpSiCXPFkksKK6eA6LpevbmD73sEJfTBtB0UxWL+shpqIHzwP23U5WIiz5+nnsKyTOXP2KgotzTWsWbqO0WeeQigqbiBOZdhmyCyiqQrNtWE6mqIoCNYsTRI21Dkt+Zi2M6exKVdsLMdDW+TpH+FauFZ59oauW90LJN/VJEmahXybkOaFENVsxHPx/GzIC2G6QqDPp6kKigJz3uDzPJ4HxvOez8Bokbp4gJde2cHR3iwjmWo25pXtSS5Zmhzfm6Mogn3dGfZ253GEBpwMflzXpat7CMetpbNzKabp0Fc42cZ23PH8RI01IYL63AIfAG2OG5lVVUE9L9a9FIQyx9eMkJPZkiTNTr5TSPPDg46m6KzNgn6N8ALP+gCE/BqR4OylK9oaIuMf8KqqoKgCVRVz3uviOC5tDZFJjw+lS3T3Z6mL+9iwrJZNK+vYsqae6NhzV1WFkuVypCeNK1T0ZBNCn1wqoq9vBF/jEvT2dQykJs9+1MYDbFpZd1qrU0GfRiQ0x7E5D058OYqBXtM8azstFMXzhc9BjyRJutDJmR9pXnieR30iQCRoTFgGer6lrXEChrrgac8NVWF5e5yn9w5O2ybo12iqDeG4HtmixdG+LLmiia4pdDbFSEZ9GKqYdUYlFtKpSwQnZYp2XY+RdDVgWdoSx68rVEyX4WyJnsE8qqZwpC9HPOLDr/vR69qgUsAuZMB1EZqGGorTW/Kzfmk9V/mjHO7NYFoOPl1lSXOMmpjvtJelDE1hRVuC7Xunz4Ie9Gs014bOeV6mqbiuh6+mjUr/UVxzuuUvgb95OY4wkMe9JEmajQx+pHnjUwVXrm9k6+6BCXl1oLrJd3lbnKVN0XNS78V1PdrrwlQqDge7UkTDBpqq4nkexbKN53lsWdeIrinsODTCsf4MHgLP9RBC0D9SJBb2sWVtA2FfdUlJUQBFwbbd6hKf5+G6HqoQXL66nm17BxhOTdxILAS0NURZtzRJpmDx5K5+hBAkogam5WDaDsf7s8TDPmrjARR/HDUQq36ACwXH9ciXXTRV0Jjw01QTwHE91LGj8rZb3TStKlMnkFRVEK4NCDxFx3FcXNejrT5E2axh39HR8c3aJ4QDOlvWNhLQ1TmnJBACVOEhPBdPKDieMq/pDCw9QmjlFooHn8IpP68ciaISbFuFl2g7L4I1SZLOfzL4keaN50HEr3HdhmZGcmWO92exbI942Ed7Y4RIQDvjvTVnQlA9+h2P+nnu0DDdQ1lUVWF1R5IlzVHiQYMdh0c43JuhZDqksmUs20VRBLGwge16bN09wLUbmvA86Bks8Oz+IQpli4BPZ8PyWtrqwwR0gV9TuGpdE+l8ZSxPjk04YNDRFCUW1LEcj+cODVMTMxhN5XluTz8tTTWk03lqEmFM22E0V6E26sd1x3o/FjwE/TqeV/2r53goCmSLNscHsgylSuB51MQCtDdGxvcTqcJFraSxBo9h51OAQI/X46ttxTJiuC6sbI3TXBuiayBHKldBUQTtDVFqYn782tyDF50K5IYxB47imhWEZuBr6EBE6rAU/7xMxLiuhx2sI7j2etzcENZID7guaiSBnmzBNmLY7uIv0UmSdGGQwY80rzwPdFXQlAjQWhsa/+BzHPecBj5QzWez89AIR3rSCEUQHKvRdbg7TfdAlivWN3GsL0PfSIFsYeJSXbFsYWhlHMdlKFPmyd397D06On5dVQT5UoUlTXEuXVVH1K+huR61ER+NiYYJz1sIQbpQwad5/OThXYymCwDEo0FKJZM9w3001kepq4lgu+6ETcZCQHtj5ORsmYDjAwWePTA0IW9QKlfhcG+G9UtrWdEahr795Lr2gXeyjZ1PU+47TGjpRoi343oeYZ/G+iVJoLrPyXG8sSP4c/vH8rlFSoe2YmVGJzxuZYbQwjGCK7ZgapF5C4BMJYiId6LXLBm7p0fF8c75a0uSpAub3PAsLQjPA9t2cRz3nCxzPZ+qCg73ZTnck67WyHK98f88z8NxPA73ZBhMlycFPieYtkMqV+GJnf0TjvG31IXYvKYR1xP89rle/u3He3lizwCj+QqemPy8hQKZXIlfPLp3PPABOHp8mA0r6kBA32CWdLY4aQmqpS48vkkaIJU3eWb/4ITA5wTX9dh5eJjBwVFKvYcmBD4neI5N4dAzaJWTwYrjeOMVmE9nqUoTDuWjz0wKfE6w8xlKh7ajefOb18nzvFPGWEY9kiSdPhn8SC9IJdPhSE9m2uuqIiiWbUazZXz61MeoBeB6HiOZEvrYMf7W+jDxSICfPHGMnYeGGUqXONydZn9Xml8/3cOeoym8562+qKrK8GiekVQ18FF1HT0QZChn4bouV29sJeDXGBzKY9vOeP/aG6NcuqJu/IdUKIJD3elJAdKEPnsOe/ceQ0Rqpm3juQ7WwJGzPsmlVLKYqaEZ21jZUUQpfVbfR5Ikab7J4Ed6QSpVnBmTLtqui89QyeQr0+Yd0nWVfNHC0FU8qjmBmuvCPLqjB+uUmRcPGM2UUVXB/uMpeoeLKKcEFkLx6O5PoWoaRiiCJXRyJYds0WHrngHSuTI3XrGEK9Y3sqItzvpltfzO5nYuW1k3ISdP2XQYmiUzs3AshgeGKWszpx0w00MoTnHGNjNRFIGdHZpydun5rFTfnPMuSZIknQtyz4/0guTMsnzjuh6W7ZKM+QHwGxqGrqKIajBj2y6O62ELj5b6MHuPjtJcF+JIbxZ7iqWW6mxMdd/MvuMpkrEArutiqAJheoQCBsIIkM5VJmRXdlzYfWiYg8fTLGuL8Tub22hIRqunlp73HFyPOZ1mch0Hb7bj756L8LyzK1/h2LO3AXAsqt9ILlFJknR+kMGP9IJk6AqqIqZdIvI8SOfKXLm2kb3HRhlKlxgeLo2f9ooGDZIxPxvaEoxmqqfAYiEfh3qmXuaJhQxKpsNopsSeY6ME/Bo7DgzR3hhl85p6ahMh/D6NdG7qPDWO46AqCn5dnTbA0TWFgE/DsqfPo+QJhUA4hOZO3wZAMQJ4qnEWma09tODsSS0B1FB8TuU0JEmSzhW57CW9IIV9OnXJ4IxtPA86miJ0NFWPfpdNB2dsRqhiOdRE/SxvjeH3q1RMG0S17MTzRYIGuqZyrC9L/2iRkUyZslndLP3sgSEe3t5NXTJMxCdoqY9MKIchgHDQoLM5RmPcTzxiELBGCJqDBOwU+im/nhiqoLM5NvNzUnU6OpsxiiMztvM1dOKIM8+07XkgwjUovsCM7YSmo8QaZP4dSZLOK3LmR3pBEnis7UySypapmM6UbdYtqWHfsTR7j4ywpjPB5avrKVZsDE1BEYLeoRyP7ujlRZta2Xt4lLLpEA/7yBVP7iVSgM6mKIOpIqZV3WcUDfuqwdIY2/XoHi7Q1hRj36EBOprCOK7AcV0MTcU0K6xtDfPydT7KT/4/8oPHcG0T1R8i0LaS4NJNmKEmbNultT5Mz2COkczUM0jhoI8Vy2tg3+Fpx0aP1aIkmrHPMiCx1QDB9jXkDz0DUwSFCEGgbTW2Hq7mHZAkSTpPCG8+07C+QDiOy+hoYfaGc6RpColEiFSqgG3LT4H5pKqgWgUU18Tn06m4GpYSwHGqhUPTBZNdh0cYSpfGZx8CPo2OpijN9WEefqqbfMliKF2iWLbQtGrpDU1VqIn5iYcMNqysw2doPLNvEJ9P41dPdQPVEhDtDRGEgHzRwvE8BLCmM0k4qJMtmAylShiaQs9gnktX1lIqlejqzZCv2IixfTCXrWrgmvoM/Y/+gIAKPkNFuBa4DuChhBIkrvtflELNuC5UHI89R0foHcpjWtXXk64pNNaEWLukhpBPQbeylI/vwUoPViudA0I38NU0o7esxhQzz9hMZarXsSo8lFwv5a59OMUswnMQrokaiOBvXQ21S6g4C1/I9oVAvk8sPDnGC28xxziZDKHOscC2nPmRLkhCgO4UsHoOUB7uBcfEChiYnoZe245RvxTTNYgFda5e30S+bFM2bRRFEPJpBH0qxwcLY9XVqz+wQb+O7bhohjpW7b26gbl/uMBlq+tZ1hrDZ2iUKzY9Q3kCPo1c0WJgtICiiLFN09WSFL98qptUpkxbU4TLV9fjejCSM6mNh1m+NIBtO9iOi8+nsaVDIfXrn+FaFqqh4xXT2MUMrlk92aUovWT1/yJxw5spGdWEhJtW1LGqPUmxYuF51WKlIb+G53rVAEmNoi+7Ar+ZwzOL1QEzQjh6GHMe348cT+BFWwmuqUXJ92NlhsHzcGybYv8xlPQwvpZV2P6kXPqSJOm8IYMf6YJkOEWK+5/Azldz+Zw4Wu6Wi5SO78EoZjA6N2F5BuAR9qmEfRNnIAxDpaE2RCpbIRz00TWQZXC0QDIWoLkhTGCs+nki5udob5aDXelqzbCmKMmon8ee62UkUybg14mHfeiaQn0yyEO/PUokqBMNGxzqztA7lOcdr72EZ/YNcv+P9xAN+cgXTTStWk5inZJnoG+IxmQQxcxjpfsn9NN1LfIHthFcfTW+GgtLb8BzPQK6QuCUSvDe84IL2xXYWhROPfa+AL+ICRzsoaMUj+2pBlmnHn8vZLGzo4RWX4nlr5E1RyVJOi/I4Ee64CiKwOo9NB74TMUc7sVINiNi7ZOyFtuux66joxzszfKbZ3oolm38hsqy1hi/95JV7Dk2ylN7B0jlKkSCOm0NEZpqQixriTE4WiCbr+AJwbqltQR8GvXJIId7Muw9OsIvt40ghCBXtIhFfGiqwLRcBlNF+keLgMDzPFwPTMujuTaMPbwHD6iYNoadn/oJeQ7WSA9mdojgJS+jWDn9KEJRpt6ac7bUSpZc115g8vF8ANeqUD62C9+qa7GQS2CSJC0+GfxIFxzNLlAY7p61XaX/CL5Y84QPXNvz2Lp3kIGRAhXbxW9oFMs2ZdPB0FS27RkglSuTyVeqy2Gqgut6HOpO0zec57qNLSgCfvV0N8WyTTzsI1+y+OW2LhqSAa7d2IzP0DBNm1jEz7LmGCOZIjsPjaCqgjWdSYbTJWzHGzu6rqJ7GmG/jl0p4/oCQJ4pz6ArCsXDuwgu2QB6w5zGStdVzEqZ4WyFbK6Ez9CoiQeIx4JUymcfCamqgt3XNWtUZeVG8VcyYCTP+ntKkiSdLRn8SBcc4Vq45tSnnU7llAsIpwJK9ci7EIKBkSIDIwWEgELZojbmp1Sx8TyP2kSQhx49QmNNkEjIoGw6NCSDDGdKhP06+ZLFvuMpNq9toFiubiIOBXQGR4tsXtsAHjy7f4iRTBkP0DVBZ1OUK9Y1MpIpc6g7QySo01wXGj9OP5qvoC3ppLxnO4rnEg760VQNz3ledmrFQIvWUOrZj2eWYQ6n1A1d4VD3MA//di/Hj3aPT8rEkzEuv2wlV13SAmdx3B1A4GLlpq7tNYHn4ZYLCF9SLn1JkrToZJ4f6YVLCLxTUhi7XrWY6SkNGEgVaa0Ps2lVHcf7sygCMvkKTbUhljRHsR2XUvnksfWugRyKmHjPxpognuexdU8/hbKFpikoCihCkCmYPL13kFjYoKk2iOW4HO7JsPvIKIe6M2zdNUBKqyEQr8FxXSzbhUCc56deDi5ZT2W4D1x70rWp6LrC4e4RHvjeIxw70j0h4EiPZvj5z7byiycOoyhzzNI8DQ9R3eczB0IoMvCRJOm8IIMf6YLjagG00OzZhfVoDa7uH/+7ZbsUy9UZFc9j/HRU71AeXVOxLJd4xE/Ap6GrCr1DeYQQBP0aiiLw6SqKEFiWSzJavW8mV6GtMcKzB4YQotom4NMIBwziER+RgI4HHOnJ0lwbpliyJ+QJAvjetizJK19FIJIAz6VkuijayY3MRsMSgquvIrPzNwSaliACkQlfL0R1H9Sp9cTMSoVfPb6PUmn6GbInn9jJ4OjMtcJm43lg1LTM2k5oOmKOGaElSZIWmgx+pAuOo/jwNS2duZGiYDQswXFOmZUQTAgQ/IZKXSKIB5QqNhXLIVc0yZcsKpaD7XhoqqCtIYLP0KqlMkQ1p841lzShqQoBv8ZQqjReHNVjLBgR1XxCAKbloCgCQ1PHg69THezO8K1tJi2v/GOia65EhJMo8UaM+qXEr3o90ctfwcij/4VbzBJZdy1uqH7sKQoqjkdfqsTuYyn2dafJFC1cqsfqjx/umnkcHZcde3sJBM589dt1PZR4A4rhn7GdkWzEMcJn/H0kSZLmk9zzIy2a6oxFNf72PG/OeWBc10NNtBFoylLqmyKTsaIQ7FyHE6yZcLTbr6vUJ4IcKVWXvjzXo70xQsV0GEmXWN4aI52vEPJrmJZDTcxPKKAzki4zki3jOC6tDRGG0iUsy+HlV3aw91iKkUyZlroQXQN5bMelPhEkGjIQAkbSJfyGRiLiIxo2iIQMhqfIzixUjb3pIMK3lvpL2onWhHGHj1I8tovSEw8BkNjyMgJLLydXshAK9IwUee7g0Pj+I4DdYoS6RJAlTWEMQ6dSmb6yPcDwaB7vLI+A2VqE0PJN5A88hWdNrimmx2rxta2j4sxteUySJGmhyeBHOueEAMv1SGdN+obzOB4koz7qEkGChjopX81ULE9Db11PJNFApf8IXjmH4jPwRRrQ6jpxAkkcd+KHret6LGmO0jWQw3bGMiMrgjVLEhTLDk21YQLGCLXxALGwD1UR9A7lcV2XltoQiqqwsj1B91Ae03JYH63l1dct5dEdPQwM57nhshaCfp3j/TmKZZtIyGD9slos22E0XSIWNnj1dUvYdWiUA10pLNslHvWxYVkdoYDGkb4citDpsTXCYQdx6Gk81yG29mpCa65Ere0g54YQAobSFbbt7p9UuNXzYHC0yEi6yPp1S3hq+/4Zx9EwNBRV4WwSALmuhx1uIrLueqzhLszRPnAdFMOPr3EJItpABd/sN5IkSTpHZPAjnVNCCLIli217BsjkK+OPH+2tlnW4ZFktrXWhOVUbtzwVgo3oyxvQPJNgyE++Us2rM91neSxosGl1PU/vHcR2XDygd7hA90Ce7sEcr7p2KY8/18u+Y6MYYzNFnucxnC5RFw/QPZjjyV3VJIS/ebqb175oOVeubyQZ9fPswWF2Hx7BdqvbrF3P47Hn4Or1TSxvjVMfD5DOlblqXQMvuqyFbK5MyXToHcyTzlb33rhAsqae+NImtKYm8DyEP0zF0zkxweN6sPfY6LQV6wEqlo1h+IlGAmRz0+/ruWR1M5Y1de2z0+G6HhUtitpyCf7GFQjPxVN1bE+blGdJkiRpscngRzqnSpbD4zv7KJQmL8dUTIft+wYx9GYa4v45f2jargAtgBoI4ZZnrsnmeR6ttSFil7fSPZRn5+FRyhWHVR0JOhqjjKQLbFhRR75osvvIKD5dIREN0FATomcoz7ZneyecWPr51uOEAxq26/HbHX1Tfs9fP93DFWsbyZdtdh9NM5Ip4TNU1nTWEPTrNNWHyOVMhtIlFCFY0ZbAMj1MJV69wfOGqlBxGMnMvFHZ79PJVywa6hPTBj/NbU20NUSxrPkLThzHBYzqgTQX5hTFSpIknWMy+JHOGUUR9Azlpwx8TnBdj/3HR6mLNc3hQPfcqarAcatLbgII+zSWNEU50puhsylKsWyybW8/jlOdtWlvilGfDLB+WS1dgzke3t5Dvji5367rsu9YirVLa0hEfKRylQnXfbrCn75+PY/t7ONIX4ZcobqZ2rQcfrb1OJevbuCq9Y2UKjatjWFqY0Hq4/4Zl/5sx5n1yLhte8Qjfupbl3D4aP9YUHJSc1sTb3jFJkJBH9bM24IkSZJecGTwI50ztutxvD83a7uRTIlCxZlUi+vMCDJFk6N9WTKFCoqont5qSAYZzVV49sDwpK/wqOb6GU2XMHSVvUdHCQf0KYOfeMTPYLpEoDfL2iVJBkaLpPMVbMfD0BVedXUnuw5Xy2UIBIoATREohobjumzfO4ihKazpTBIM6CxrjuLMUglZVZSxevAz0zSNS1Y20FT7Mnbs7WU4lcdnaKxf1UxbQ1QGPpIkXbRk8COdM47jjW80nonngeO6cJZ1oDxg97FRDnalJsyUDKdLBP0ay9uTxMK+CXuPTnBdj3DYoFxxsGwXQ5+6L/GIj6FUiULZolyx6R0uEA7o+A0Fz3MJhwwee64Pn65i2g5+XUVVBLqiIISK58GuwyNcfUkTh7tTLGmM4lNnnvMK+TUSsQCjsyx9dTZFUdCojUf43d9Zh+e6KKqCZTlYlndOAh9FEViOhxgL+mRld0mSzgcy+JHOGVUVGJrCzLtyqh+YmnJ2KagURXCwN8uB46kprxfLNk/tHWBle4Ktu/snXS9XbJIxPz5Dw9BVHGfyh3YkpOO6HpqmEAkajGZKWLY7vvS1oi1G90C1UGnZtPEZKn6fhmm5FCsWnlcNCPw+je7BPOFgtU6YL2zM+NxUIVjdkeDxneVpg4lIyKCpJjR+vVQ6cRx+ASqbTsED0gWTw71ZMrkyQggaaoK0N0SJBLQ5neiTJElaKDL4kc4ZTRF0NsdI7RucsV1dPEDIr01ZIXyuKrbL4e70jG0E1U3Wyaif0ezE3Dum7ZArmCxpiZEtVNi+92SfhYDaeIBLltdg2x7rltbSkAyw7XlBlN/QKVVshKguVQUMjXSugut6Y0tWHhaCsumQLZhsWFaL47jomOA5oGg4whgPYKqzKC6O41EbD3DZ6gaeOzhExZx4WisZ9bN5bQNh1cRzXTzNh+Odu9IS1Rm3FAePpyYszWXyFQ53Z7hsdT0tNSF5CkySpEUjgx/pnHFdj6aaIIenWWqCahX1VR1JBN5ZnRMqVmzyM2ysBjA0BdN2qI0FJgU/UC18GjBUrlzfxOBoibJpoyjVyux18QC7j45W8wB5HqWKxTUbmhlKlXj24BCeV/2wX9kex3M9otHqc7YdF8f1xgOg6nKQQiig0zucZUOrn9LubXiOg6Ib+Oo70BMtZF2Drr48Xf1ZLNtF11RWtMe5flMr6WyZVLaMoio014ZIGiZiYAfF9BCe56IGwvgal0C4HmsuFVHPgqIIjg3kp51xs53qPqfIZa1E/PLtR5KkxTGnd5/e3t7Tumlzc/MZdUZ64fNpCletb2THoWFc10XXtGq9LLu6t2Zle4KaqO+sl0WmWqZ6Ptf1iIQNlrXGGUwVSeUquJ6HEIKAobJ+WS0bV9ShKYJC0eQXT3WTjPpwPfiPXxxAVQXLWxNEQwZl0+ZYX45E1Mflq+vZtmeQ4wM5fve6JbQ3RiiUbEzbxbLcCUGd54E/oFKfCPCbx/awJtmGk8/hN1QKhSL5dIpA7BhW00b2HM6O5/YJBSBftLGdEjVxP+2NETTh4Q4dprBvB7guQghUbLzSKOXRLoymZRgdl2K6J5fVNE2hZDpULAeEIBrUcZ+34ToYNHBzw3imSbak4ovWYz+vjaIIKpaLY7vs60ohhJgwsyMEJCJ+6oMOmgKlXIZEpA7bmngfVQHVLuJ5Lig6juq/KPYJKaqgbFVTGFi2i6Eqk07oSZI0f+YU/Nx4442IOVZuBtizZ88Zdebuu+/mkUce4b777ptwr09+8pPs3LmTZDLJ29/+dv74j/94/Lrrutx111088MAD5HI5tmzZwkc+8hHa2trOqA/SwvI8CBoqy1vj7D46yrHuNLbrURsNsGZJktrYzMe858rQVZQ5bLCNBAw6GiK87oZldA8VGEmXCPhUljTHqY37CRgKngM3XNrC2qU1DKXL/M9jR7h0ZT3xiA9FeHQP5LAtl7qaIKqisGZJkvVLa/H7NFa2JbC2uDzw83143uTZLCHgFVd1sP9AD5oqyOdKULTYfyxFtmBi2Q5B/zCr1sNNV1zHr57pZ0lTFNP2eGJ3P139WVRVYUV7gt+9JABHdqC4Lpqw8QopzFQ/brkIQmANHCaqqfjbNlG2FSqOx65jIzy9f4hUtoSmqnQ0RblsVT1NyQCq4qGVU2R37CK1dzulTArN5yOxZA2xVZdDbTtWxaNo2hzrz9E1kKOxNsyOA0OEgz4SER+GphDya6yqdXGHD1I81EfFtsgHg9jOKoz6Diw1gsBDK49g9h+hnBnCO5Ehur4do6YNSwm8ICvCK4ogV7I50puhf7SApmu4tkNzXZjOxigBQ5XLg5K0AOYU/HzqU58aD34ymQy33347V199Na985Supq6sjnU7zi1/8gl/96ld88IMfPKOO3H///dxxxx1s3rx5/LFUKsWf/MmfcOONN/Lxj3+cZ555ho9//OOEQiHe9KY3AfDlL3+Zb3/723z605+msbGRz372s/zpn/4pP/jBDzCMmTeOSotAVDci7zxUXRoKGNWXYMW0eHrvAP3DIS5fVY+mnF2Wn7Bfoy4eYGC0SCzsIxI20NTqvpdKxWY0W8a0HFobInz3p/s51p8lGfUTDekMplyeeK4Pv0/jtS9aRmMywMNP9hAOGORLFuGAgaYKDvekyeRNoiFjvAo8gKEJXnnNEhQFjvRmWNEe53evW8rPth6jb7j6mz1AQyLADZe3EvErHNifhmIK247y9J5BTNNCAEG/zlCmxOCjO9kYXsKLLuvgN8/08vMnjk3YutxSrLDvmQP4CxmWNIawB45gpgYmjIlrjZJ56n+I6wG85Ep+8OhxDnadujxls+PgELuPjvCG65eyrtai62ffIXX8lPppOUF+eID+ndtY/qq3QOMafvNMz3h9Mdd1MW2X0WyJbKHCyo4Ea5Jl0jufxDZPLnWWXZti1z7s4W5Cq6/ELefJH3gazzlZp8yxLYpHd6EN9xBYeQWmEjqt14CuK6iVNMI2QYDni2JicJalzOaNogiGsmWe3NlPZaz4bUAolEoWe4+O0jWQ4+pLmoj4tRdk4CdJi2lOwc8b3/jG8T+/+93v5vWvfz3/8A//MKHNa17zGj75yU/yox/9iDe/+c1z7sDAwAAf/ehHeeKJJ+js7Jxw7d///d/RdZ1PfOITaJrGsmXLOHbsGF/96ld505vehGmafP3rX+ev//qvefGLXwzAF77wBa6//np+8pOf8OpXv3rO/ZDOjXTBZNeh4fE38+f/Vts3XOBQJMvajsRZTfsLPNYurSESMugdLrBt9wC5oomqCOprQqxsSxCLGPQO5TnWnwVgNFuesPenWLH5798e4XXXL6dUtqmJ+XnmQBrLdnE9b/xUV75oEgv7EAJCAZ2hdIm9x1LsPjzCUKpY3XwcMHjji1dSNm2KZZtQQMOnq3QP5ti9+zjl0X5wbHRVoIyFNR7VU2d+n0apYpMeHMAJ1vD4jt5JZ7ZqQ1AeHCKTL5Dwe4SLmSnHxc6MYGeHGS356J4m55Jtu8QCMLL95xMDn1NYpTxHf/YfLHvjLRMKq3qeR2Csv7bjUu+3ye7fPiHwATA0FVVRcMpFzINbIRCdEPhM6E8+jXl8F+rSLZPqtU0n4GYxD+2icGQnVj6NIhSMuhaCyy+DmqVU3MXfb1SyqvufKtOUFymULJ7eN8S1G5o4u7OPkiQ932n/TD366KO88pWvnPLai1/8Yp5++unTut+uXbvQdZ0HH3yQjRs3Tri2bds2rrjiCjTt5BvVVVddxdGjRxkeHmbv3r0UCgWuvvrq8evRaJS1a9eydevW0+qHtPAURXCkJ4M7y6+xx/oylMyzqzfleeA3VHqGC+w9liKTr+C4Hqbt0j9cYMeBQTwXjvRNHSSckMpWODaQpS4RAASu5+Ez1AlBku1W8xdFgtWZxr6RIqblUKzYREI+ugbzjGTLfOuh3Wzb3c/uwyNs3zPIz7Z2sf94BqeYw7UsGhsS6KURlFOWmB3Pw/M8VEXQkAjw+K6+sUKkEwmqVeoNDQYHR/GCyYnXVRUlnMRNtmNFmykUTS5fXTtl/iINaNQLDO59dkJfnq+YGaXce5DNaxvHH8sVTDqbogCE/DoRL0shm5uUrTsR9QPV/VWVwWMoigAx/duRmRpAM2dPkAkQdDPkt/6Q7DO/wsoMg2Pj2iblviOMPvI97MNP4lPOvp7Z2RCiGmzPlO0cYDRTIjtFck1Jks7Oaf/6k0gk2LFjB9dee+2ka48//jgNDQ2ndb8bb7yRG2+8ccpr/f39rFy5csJj9fX1APT19dHfXz1a3NTUNKnNiWtnStPm73ctdezDSp3iQ+tiYtouqXy5+kE3g7LpYNoOQd/cly2fP8ZCwLOHRzBNm47GCBXLxbIdFCEwdBVDU3h8Zx8dTVGO9uWm3BskAMt2ONKb4bKVdeSKFomwj0LFpmI6Ez7QfYZKwK+x69AIAb9G91Ce/cdTNNWG8BkKhZLFhuW19I0UKJVteobyeB5Eggbr6oM01jlsWF6Llz9OsTJxBsR2XBRFEIon2PlwN+GAPimYyFYEjdEo1kiOfDaPU5PkRK5E4Q9R8dcxki1j5i3U42l+ue04zavXcenKeg73pBnJnAzmmuvDWJkhrHIJRVGmTzngQaH7IA3XXzH+b5rJmyxpjjEwWsTv07DSvZi2i++UICsaNAgHdBRR/XdyynncQhrN58c1p0nc6DlQyaP541NfH6NpUH7uKSqDx5g6bvPI7XqE2vp2tGj7jPdaSIoiGEwVJ/wsnPjz838+UtkydbG517qTpiffixfehTLGpx38/P7v/z5f+tKXKJfLvPjFLyaRSDA8PMyPf/xjvvOd7/ChD31o3jpXLpcn7dvx+XwAVCoVSqXqG+VUbTKZmX+jn4miCBKJ09tfMBfRaGDe73khyRVNfD4dx5s6+PEZKrGQgaYpVGyPsgOJiA+/b+4v0xNjPJwuMZqr4KFgOQ6u56HrKrqqoGsqPkPFy5bpGczTWhemb6Q45f2UsRkCn6ExnKmwqrOGZ/YPVoOCMUG/RiToo2sgT8Vy2bgySVd/lnBAx6erZAsWuqZSG/PjNzRGsiWyRZNkxI/fp9LeGWVFtEQwfYRCfup+xGtryIkQlu0A+oTvryiC/ozJxhXLsEd6QIAQAkURCCNAwV9Hb38a13WJL13LgcECtuVwvC/L8MEML9rUCmTIFkwANF0dr50hTvnfk0783QPPQxUKgcDJn8FUvsJ1l7Yymi2hD1f7oWkqmiqIhn3UxgMnZ5xcl4qqoKoKqq7gqdPPyPh8Or5Zfi7NkR4Kvfuqz2EGleM7iV+9HEVb2KP/MzEMbcK4neDzTeyTz68TjwfPVbcuChf7e/G5cL6P8WkHP+985zvJ5XLce++9fPWrXwWq6/x+v5/3vve9/NEf/dG8dc7v92Oa5oTHKpXq3oFgMIjf7wfANM3xP59oEwic+cC7rkc2O/WH0JlQVYVoNEA2W7q4j68K8OsKIylz0qVk1I+hqzyzf5CRTImOxhiGJkhGA6zuTNCQCMxYzOr5YzycKXOwK00qVyZbMDEtB01ViEf8JKM+dFXBb6j0DxfoaIqOBRVT3FcRtNaHGUmXSGdLhOrDtDdGOdqXxRzbqxENGWQLFfIlk5b6EImowUi6hKoq4+2Wt8XZvm+QmpifP3zZajatLDCSKVOxHIbyJg2iSHE4RcCoBmjWKa+TYCiIv2M9hwbKLG2Ok85XcMd27QoBQZ9BpWJzOBdheftySkdKCKea/dnzJ+kbzOI4DoFEHXaslfT+IYxggLQFxbLFtt39rF9eO14pvnsgg355Papm4DkWEwf+lKpiAgJNnQxlKpRKJ/9NSyXI5ys01oZoXdKBpWYwNBVdU9BVBdd2KI+NtxACV/ODP0pppJ9pdyMrKobwUUzNnB/cKOSoZNMztgEoD/dSTI9iqeFZ2y4EISAa1CeMm6IIfD6dSsWaMBMZNFRSszxvaW7ke/HCW8wxjkYDc55xOu3gRwjBBz7wAd71rnfxzDPPkMlkSCQSbNq0iWBwfn87aWxsZHBwYjbgE39vaGjAtu3xx9rb2ye0WbVq1Vl97+fnMZkPjuMuyH0vJJ1NUbr7cxM+TqMhA6EIHn66C8fxSEYDaIrAcTyGUkVGMyUuX9NAS01w1lMvjuNSMh0GRooMpopkC+Z4bhzTdhlMFSlVbBqSATRNIRry4TF54/UJkZDOspY4T41lb+4eyLGyI8lNV7Tz+M5+8iUT03YIBTTaGuoJB3SO9WUZGC1SMm1s2yUc0kllK9WK8ULQNZDj+w8fJJs3URRBOKhjL0tyectGSqNH6Wy2ONg1iqrr1DS3EGpfxQ+eyaMpvbzmRcv4r18fBEDXFIJ+vRpQeB7PHcsSWLmcK66tQz/0MKaqU3RUhGqQaFuJHWtl1+5jKCiEa5dwtNfGA4YyJTRVwdAVKqaDacGQHaZu1Xr6d22fdqx9oTChtlX8cOvkPGCu69HVn6O+M0ptJIRimeP/PhN5+OracRwPd5oAFMCI1WDp4Vl/fnTmlhjc88D1FubnfK5qon58ukrpecuc7lgSTKB6UjGgX/TvG/NNvhcvvPN9jM/4yEMoFKKurg7P89i4cSOmac578LNlyxa++93v4jgOqlqdxn788cdZsmQJNTU1RCIRwuEwTzzxxHjwk81m2b17NzfffPO89uV8cGIPw4W89F8T9rOyI8m+Y6PjjyVifh55thfH8Qj6dGqet7/B9Tx2HR6mJtaKb5qo/sTYKIrg+EBufFbGmWIvT65oEgkaWFaZqy5pomewupE2HNCIR/yUKjYjmTKGpvDyK5dQE/Hh01UqlkM0pFMuWyxtiaBp1dkjIQSW5TKUKbFtTz8+XaNs2ehjiep8ukqxbKGqgrC/ehosHNBJRqqzlaWKzSM7BuhqjHD1mg20tsPyZWWyRY+enMLObSkyeZNLlteyqiPB1Zc0s233QHVZayyM1BQFD4+CpRBZegmKWiLoejhEMIayHO5PM3r0IJ7nVU89ReMERzNkCtWZ1FSuRNCvUzEdFAGDediw+aUUh/rJDk4OblTdx5Ib34gVrMenH6diORiGgl/XMC2HsumgawrhRA3x5Cbyh3fgVibv51EMH77lm3FLeRjpB2/ym6XqD+HvWE/FncNvdEYYNRTDKWRm/Hnx1bbgaiGwF++HKaArbFxZx7bdA1MW/PUZKpvG0j7I/T6SNL/OKPj5r//6Lz73uc8xNDSEEIIHHniAL37xi+i6zuc+97l5y6/zpje9iXvuuYe/+7u/40//9E/ZsWMH3/jGN/j4xz8OVPf63Hzzzdx+++0kk0laWlr47Gc/S2NjIy972cvmpQ+LTQhwPMgVLXLFar6SeNg3VhxysXt3JjxWt8eJhQ0OdWcoVSwKJRvLcqlLBImHfeMbdRGC0tjRcC9ToXekyJKmMIpXXR0ZH5uSRX7Uwp+uEPCpY0fXBR2NUVK5oSl7kcqVaa0PUZ8IcunKWq7e2EI2b5LOlvH7NWpjfuJhHwFDQXjw6hctZSRbYThdIlMwqVgelyyrxbJsHntugH3HRrh6Qwv1iSBdA/mxyvQePkNDUxWEEESDBrWJAMd60lTKJr6ghiIgEtAQIkDXYI76ZICRgo9LV7Zw/Ogoms/hpis7aEiE6GyJEVDhxstbaa0P8+z+ITKFCopQCAU01i6pYWV7Ak9RMTo2YA8d48iBNHt3HQYEeiiCr6YREaoBVFZ3JhgYLTI4WkQVCpoiWN4aZ/OaBjobI3haks7ffRuZfU8xvPdpiulqksPaZWtIrLsKtW4Jlqvw0is7yGZzFPJFCsUKAb+PWCxEMuLHsLK4RZNwyxI8z6OSGcVMD6OoGkayAaNxOZYvjvAnCa/xU+k9iJ0drVagN3wYtc3oDcswtfCMy54nWL4E4SVrye/4FZ5dXbJTNANUHZex+maqhr9jPaVFDHygGpQ1JYNcd2kLB7pSDKdLCKoJOhtrgtXs4QHtoshwLUnn2mkHPw899BAf+MAHeO1rX8vv/M7v8L73vQ+Am266iY9//ON8+ctf5rbbbpuXztXU1HDPPffwyU9+kje84Q3U1dXx/ve/nze84Q3jbW699VZs2+bDH/4w5XKZLVu2cO+996Lri7eRcb4oiiBVMHnuwDAj2dL4b7CqImisCXHJ8loC+rkrWDlfBNBSE6IpGcRyPXYeGaWjKYquVjMyCwFly+VoX5aR7MnK5eGgzqFuP5evbqA24iOVr7Dj4DAjmVK1JEXAoD7u52B3hnjYR1NtiJFMia7B/KQ+OI7LljWN+A2FQ91ZfvrkMY725fDwEFT3IF27oYVrNjRhCMHWPQP86LdHOdp38rh1a32I192wnMtW11OxHQZSRTYsr2PXoRGssfIaqiIwdIVExEdHc5SwT+Hw8UHwQEenUijg8+kEo1FWtMaIhnwMpUtUxoI+gOFUCUNVaKoJEAobaB5sWJKkuS5E71CBSsXBchxGMyV+uTVHS32Y5W1xBsw2apY1o+Wrm4RLjsqopZJwFHQVdEXQ0RChMRnk+k2tBHWVUEBDU6pLL6bpga+e2FWvJrrmCnBshFBQIjVUHIWKXd0Q3t89wK5dB8mlq8uZ4XCATStqGN13nJBqjQfpqqpixJMkNlyHrfhwtDAVd2z9CQU31Iixoh6/XUB4Hp6iYWshTNebU+CjquAr9eMmmtCitZQOP3PyNecPoYUTuHqQ6MYX40QaYXFPuwPV9ATxoM4Vqxso2y6GoWFZNn5NmbD8JUnS/BLeac6nvva1r+Wyyy7jYx/7GI7jsG7dOv7zP/+TdevW8bWvfY1///d/56c//elC9feccByX0dH522CoaQqJRIhUqnBaa6D5is0jz/RQnibnTSLq55pLmtDPMhvyYlJVwXOHR9l/SiFMy/HYdWRkUmHSLWsbSOcq6Krg9S9ewZM7+yiP7ZdQlGrwUxvz8fD2bhwXYmGDtoYIxbLNwe40mXwFVVForg+xqi3ByvY4qbzJ/T/eg2lN/e/yxhuWkYgF+OfvbmeqvXuKAu9/6xa27u5n254B3vDi5Yxkyhw4nqJ7MI/jeiSjPl5+VSdhv8IDP9nFSLp6hDwW0qgUqq8zRQhWr11CoexSqljcdGUHR3smnlg0dJVrNzYTD+qkCha/3dEzZb9Nx8V1PVa0xfFceObgEMPpk0tOAUOjtSEyPsNWEwtwzYYmZj4fNfl1rGqCQ4d72P74jmotLkDTqks1uV2PYJVL1DfVUVsTnxCga9EEgZVXYeKf5judmZA9SvpX/4aZGiB+5atxixmKh5/GSg0iVBV/62oil9yAk1hKxZ3t2Z57Z/o+Ic2dHOOFt5hjnEyG5rzh+bQP4h85coSbbrppymsbN25kYGBgymvS6VEUwf7j6WkDH6jm/+gZLsyaN+d85jgejTUnjy+rqmAwXZoU+ChCUJ8Iki1U8Okqj+/sG9/Xc6qK6dCQDFWTDJZtdh0aYXC0wKr2ONdf2sLVlzQSCxkMpkr4DY2fPXEca5rAB2A4W64ebVcFgmqwoyoCVRk78O3B9j39rF9aSyRocOB4iiO9aQxd5Yr1jVy7sZlVHQkqpRJ2qUBzXQQAQ9dw7ZMbXePxEK5tUyhVaEiGqFSck8fVxzavmJbD3qMpEII9R0amDHyEEIxmytVTZrZLtlDh8tUNREMnl6JLpk22YCKEIBzQ2bS6Du0MXkLlYondO/aPBz4AtbVR7P6DWOVqsDU8OIplTfy3tLMp3FTfvL5uDUOlcvw5ygPHcM0yo7/5D4pd+wmuuJLki95M/Oo3okYbKA8eg1mOwUuS9MJ32steNTU1HDp0aMokh4cOHaKmpmZeOnaxK1Rs+oYnL9c839HeDG114ZP7ZC5AsZBOTSzASKZExXIZHJ2cZqC9MUI6Vz0xVV8T4sld/axsS6A/74mnsmWWt8XpHsxTLNtEgjqpXGW8FAVUA6mXXNFOrmRxfCA3TTK86lHkcsXhaF+Opc2x8WSInuchhIKmCZJRH4d7s/j9Oi+7sp2B0SLNdWH+5/GjdA3mSEb8NNYEObL/EJpnc90VG0lly9iOS6VgEg75Scb8hAM63b1DGKEwK9rj9I0UGE6XcD0I+FSCPg1NFQyOFkgVTIbSUycDtBy3ujcMONSdYWlzlMGRAtduaGZgtMix/iym5aKpsHZpDe31YfxnsHSqKDA8kqVUmPhv1Zz0k3+uZ/zvruOQy5WoqTEmLOFUBo/hT7bhnvmZiwk0M0X60MTs8ubgMczBYxPbRZLULNkEmnyfkqSL2Wm/87zqVa/izjvvpL6+nhtuuAGo/ra5c+dOvvzlL8t6WvPEcb3xApgzqZgOtuOizmNG6nNNUwSXra7niZ39DGdLk2Z0GpNB1i6p4Zl91VlFXVXI5M2xMhkTIxfLdjFNm8tX1/PsgSGCfn08GIDqjNrlqxsIGAqZXAVFTL+dxO/TyBZMShWLSDBAuWJPCBKEAJ8eomw69A4VGM2UcRyXxpogv3vtkvF6YrZtYJdKDGdy7H52Ny+/agW79vdTiYBrW+RTQ5ScKI7rsWFlI0OpMntPOQ134jnXJ4NEgzqm7U67F8T1Tp5wK5YtVEWhVLE50pMhGjLYuLwORQFFUVjSFEET1ZklVRXV49+uO6dASFEUcrnJQaqmgGOdksdJUTFtB0VRcD1nfLBdswyOBcr8BD/CqmDnZ09sahdSCMc6i3OukiS9EJz2W8Btt93G/v37ue2228azzL71rW+lWCyyefNm3vve9857Jy9GihAIMfuxdlURF/SyF1SfY9inct3GJrqGq8n/sgWTgE9jaUsMXVN49sAg5lgw6Hkehq5MTjw8ZihVoiYe4KYrO6hYDv3DQTKFCrGQQWdzlEhApz4ZoHuwOOM+Wtt2MXQFTVUxrclBgedB2bTxGSp+Q8V1qnmEBp8q0tEYZfPaBo715QgFVBQ3SltTjNXLmzF0lw3L6zg6kCWdrRBPxKiJ+riiJs7RvjwHeyfP+FmOS99wAa0hgj7Dmrag+suI53noWvX4+wnZgjmexTkUqB4IKJoOfSMFUtkyqqrQUhcmGfGhjwVD0/G8aobiSY8jEELBEwquamA5HmVbMDBawGdoBHzVgqZCVWes5XXaFBVF9826h1kxgvP7fSVJuiCddvBjGAb33HMPjz76KI899hiZTIZIJMIVV1zBDTfcML4/QTo7AUOlNhaYdnnjhKa6ML6xkyEXMs8DQ1VY1Roju76Jo30ZHMfjWF92wswNVAtCrl1Sg19X8VyPWNgg4NMwfDopPHIFk5F0iWTUz5Wr66uBC9WlGs9jPP9OXSJAMuofL1L6/FduKl9h48p6LMdl16GRKfs9nC5x6cp62hvCdA/l6WyK4jguA6ki3UM5mmpCtNRG2HBJhJHhUR7ZdoDevhSKImhsSBCLhtEUhbb6JDkbDvZkQEy9J8X1qifhIkGdWNggk5+cKVvXBEGfhqoKLl1Zh+J5xMI+MvmJVdVXtCXoGiyw+/DwhBnGY31ZYhEfm1c3EA1o0wZAjuPS0JBE1TScU/YuDecsovVNjAynKOQr4EFjg85wpjwWtKo014ZJtjbjqP6xk15nz/bXEGhfg/Xc1KkNTgi2rcINJmHqAvKSJF0kznjy99prr+Xaa6+lUqmg6xNrDUlnTxGwoj3BSKY8bRV0Q1fpbIxe8IHPqWzLpbU+zMPbu6bd7D04WuKV1y3heE+GWMRP/0iBvtEcuqZQFw/Q2RwjkyvR0RjFtl3GJ8a8aoBzIstwTczHtRua+cEjh/FcD8vxxgMMTVVQFIEiBCvbEvz22b4p+2LZLstaY7Q2Rjg+kGc4X02OuKazBttx2X98lO7BPJuWr2Xrb/bS25eq7jHyoK9/FLevGlQd78/y0pdsoSYemlBk9FSKEOPPaUV7gqd2D0yauQoHdF62IQ75QWqyz5DLV0iEk4i2Zo5nNYYyFeIRAxTBjn0DUwY3mVyFx3f28aJNrfhm2EwWDgdoX9bGkX1Hxh/rHylS07GWQtev8DyPeCw0vk8Kqpu2BzIWyUTrvL5uK5ZHcPll5A88hVue+qSmohsEV19FxZVrXpJ0sTujd4HDhw9z55138tvf/pZ8Ps8DDzzAf/zHf7B06VLe+ta3zncfL0qeB/XxABtW1rHz4PCkDLABn8blqxsI+9V5zfMjqusmOI6HNrb0cSbZZRVF4I59raqIKT/oDKO6nOR6Hj6filWpBjsNiQCve9FyHnr0CLnSxNmNkF/jJVe0s7QxQr5g8rMnj6EoAl2pfs/eoTy6pvDq65YRDajTlooCsCsOV1/SRKFk8eiOHpa2xAj6dGzX5Uhvltp4gCvWNaAogt/Z3MZvtnfhnPI0FAVefmUn7Q0Rtu8ZoHcoj+t5NNeGGRwtEg5pXLG2EQ/IlEGL1RGL5cll89hje2vE2FjFapJs2zvEtRtbePipbrIFcyywqZbE0FTBppX1uK5HxXJorQkj1kLPUB7XrQYVluOwOlamdPhpYn7G8x+J/Ahi+DAr2tcSamyio7mGZw8Mzvi6KZQs+kcKLGmM4Loe4aDAqhSp5Bz8fp183sVxBJs2rMC2HLqPduN5HiVH4Zl+WLH2Miq9+6mNB0jnT572MoJBQisv51BKZVlz9XU2X6xYG7Uv/gNGH/0edi414ZoSCJO85vW4NctwrWlusIgURUFXHJxiFl0RuMr0Zc4kSTp7px387Nmzhz/6oz+ipqaGV7/61XznO98BqgnMPvWpTxEOhyckIZTOguexpDFMXTxAz1CB4XQRRQia66qZiYOGOq+/Pduux3C2wpHeNBXTwdBUOptj1Mf9s+4BOUFRRHUfyXCBrsHq6ahwQGdpS5x42EABNA2GshZ79gyy58gIruvSVBfm8lUNNCb9uLbL8uYwb33VGo72ZTnSm8HzoKMpyrKWGImIQd9wkSM9o3TWaBRTI5TzRYSAWCSGPxpn1+EhkpFWwr7pjzUriuDw0RRXb2hi7dIantzdz3C6SMCn8/oXLaetMcyRngyKELz4shau3dDE9n2DpHMVIiGDK9c2Uq7YPPTIIRrrwrzsqg7S+Qq7D49SqlhEKz7a6qOsX1bDL7d2MZjzqF2ygngpTyE1ius46AE/oXgNpjDY35WmsznGZavrKZQtjvRkcFyoi/tpb4pSKFiMpEtomkKqaNI9XKBvpEShZJGI+HjRygDOwaeJxzUMVRDTbcqZUcxisVpUtjvHFZffRMaoI52rTDsuJ3QPZllerzE6nOHJPQfJpTNouo9lq5bQ0lpPIBKlXNbYsmUty1e0cfhQNzlbZTRdQmteQdPSJRQHu4gE0iAUtJoWKkaC3aOgptO01oXQ5nG/mmWBW7+W2lfWYQ0cptJzAPAw6pdgtKzADDRgnWeBj6KAz8nhDByncHwXRccEI4C/cwNKvJkSM1exlyTpzJx2ksO3v/3tuK7L17/+dQDWr18/nuTw//yf/8POnTv5/ve/vyCdPVfOlySHpzqR70UIFiTza8V2eXLPACNT7DFKRP1csbaBwCz5URRFMJKv8OSufkrlyZsqOpqibF5dx/7uLN/+n71kChNndTQheOW1S7h+YxPK2NPTNIXqimp19si2q/t3HtvZR/eRo6T7+8dOLwkURcG2HRAKyZZWVq5ayoZlSdxpZhfKlsNQpswjO3p5et8giYgfTa3OWGUKFWqifl53w3LKFZvf7ujFtm2uXN9CwKdQsTyKZYufb+0iHjG4ZkMLP33yOD1DOXy6hhDVWZ1ixeZV1yyhpS7Er5/uJp03KVVsWurCBAyNkmnT3Z8lFDSIhgxWtCXYc3iYlZ0JYmE/QkC+aLH/6CjBoMHaJUnaG6P8x8/3Uxk7Fec3VBoSQTaF+wnmu2lMBiA3jJUdGa/9dYKeaIRNb+Chp0dnDGZV4CWX17Fz+06Obnt80vVIUysvftVLCCdreOy5AVoDJYzCAEpNK489c5zB/mFc26a1OUkkHkdEasiWnPHXRdCv8eJNrRgLdEpR11Wq5QDFWLbq8yCd8/MoCvgrw2Se/AHmSH91uVVXsS0HzwN/8zIil72cohJb7K6+YMgkhwvvQklyeNozP8888wyf//zn0TQNx5n4hvKqV72KH/7wh6d7S2kOqsHOwuzt8YCn9w9NGfhANXfO9n1DXLW+ccYswEXTmTbwAejuy9JcH+HffryHXHHyr+C25/HfjxwmEfFz+cpaLMuZ8oenZLkM9vWT6u8DDxynerxbVcaOeXsOI91d9EcjrGyLYUzzw2B78OzBYZ7aOwjASHbiXpu+kSI/fOQwr3vRMkIBna6BMj99spo3xm+orOxIki2aXHdpM795poeugWrpi1LFrp7A8zxMy+W5g8OUKjZLW+L8Ylt1L1MmP4qmCqIhH7ZXPYmVjPqprwmiKHXkiiZ7dvbhuhCP+li3vJZS2aa5LsL/PHZkPPABKJsOyaBHpq+bvkyGgK4QKmTA8ya9YszUACEzjeqUsZXpMyxvXF3L/t2HOPrMU1Nez/V18/CPf8krXv8yEoZJdu8TVAp5Yit1+nsGqkEo0NM3SjSbR48UENGG8a83dBVtAdMzWJZz3s3yPJ/hFsk99T+YI/1TXi/3HkLxPYz/0t+l4sjEjJI0n0773cfn81EuT70hM51Oz1tRU+ncyZUsBmaZ6RpOFckWJ58uOkFRBAOjxWkDH4AVHQme3jdItjD9p5ILPPJsN/nyDL+puzbZocEZY0HXccmnRqY9fShENWh4au/MGcm7BnJk8iaXrqzFOGXmSx07MdbeEEHXVI70ZiecFlNE9Xg6VKvID44WqY0HJuyfsh2vmqNJqebZSUT9+HWVx3b2sePgMIOpEsOZEge70vzyqW6CQZ180Rw/8n8qTRE4to3nufQMZhDB+NRPyPPQ7BJxw0aZ4WRmwnA4sms3ONP/e2Z6jjMwkKa9LkClUD2e72YGaWpMjLexbBfb8XBKWeKh6lH61oYIa5bULNiszwUjO0h58PiMTUpd+1GLw+eoQ5J08Tjtd59rr72WO++8k/7+k7+tCCEoFAp8/etf55prrpnXDkoLS1EEA6nirPt5PKBvqIA6w+mfEzMf0wmFfOw+MjLrBuqjvVmyxen3pKiejWdPH4idIBwL3Zs60BKiWtl9qhmo8TZUy2/sOTpCfTzISza3ceW6Ri5ZVssly2pZ2Z6grTHCga40juuOp485MUInNqxqqkKuaFIxnQmlPKCapFJVBAFDY/2yWr7/8EEiAZ0lTVEaa4I0JIN0NkZprQ9zqCvN/uMpamOBSX0tWGAEAuB5ZDJFzGlmdYRmgFVmZXMQXZk6wAwHDPL5IlY+M2uiqcMHjv7/7P1nkCR5ep8JPn/XoXVGal2VpUVrNd2jMAKYIQeYJQgalkPwlre3sCXMuEvDgR9oVGYg9gOMIMzWjjhwuQuKA7lLLjkYAhiB0d3Tuqurq0ur1DK0jnB5HzwyK7Mys6q6p3u6qjoeM2CqIzw93D083F9/xe9HPBnd+u9mYYODozF0/ZaxsG7oTB6cotm2OXN1gzNXNjh3PcflxTIdx91XYfthRtNkOivX7rqcZ1tYheV7TuX36NHj3njPv6jf/M3fpNls8oUvfIFf/dVfRQjB//K//C984QtfYHV1lf/5f/6fP4zt7PEhYtv3Vk7zR8T3vlO57i1l4f0QeHtmLXatizuvK6C4DA8kAT9401QZQ1PQVAlNkbcyGuODMeQ7CLrYjndPDbeeB/lyk9nlCpblENBkLMuh1jD9f9ubysW71yVJEAlqzK1VCRoqjx7qQ9+WQfLwSEQMfv7ZCa7MFylWOziuR71lIQuBIgnaHZtKvYPteFyaK5JJBHd9zkK+TWBgEgDnDmNCemYYs1EnZa3x+JF+IsGdmVpZEoz0h8B1wNo7w7sd27bAu7Xfjm3hrF7nmdNjJJNRQiGD/rFRfnxmiXPXNrBsj2TUoNmyOH89z0vvrFDvOB/DAEjg2fdWl/Ns62N4fHr0+HB5zz0/AwMD/Mmf/Al/9Ed/xKuvvsro6CjNZpMvfelL/M2/+Tfp6+v7MLazx4eE5/kigfdCNKzvm7WRZIiGNErVO9wwPd+cNFfabYuwnXBAxdDu0OPgwcxonGK5TrXWotG2cBy3OxIuEdAV0qkoQwkNFHXP8pjrQjJiEAqo28bKdxMMqKRjAZrdMfzmbWW9kWyERttGSLfkuH3TDb85PZsMUW12cF1flbo/GeArL0yxVmhiOQ59iSCS8K0obixVCGgy8bBOudbetU2e59FoWej67p9tvWmR92JE+/oxi6tIe2gdS3oQbWCK1sYKcjDCYCpALBqi0jCp1jvIskQqFiBsKNRKLvciMZ5IJnzbim20axU0+yKPjQ+h9R/mpXPrRCIGA/E4qqaBd2u1tYbJ2as5njnWv59g90OJ67oo8cw9LStHk1i9ufcePT5Q3pfOTyKR4H/6n/6nD3pbenwEeB6kogYBXaHV2T9LoqsyfYng/p5SjsfEYIyF1eq+gcTsSpmnjw9wcXZvteRNTs/0kYroOPtkiaRghLRu88ihLFoiSzCW6OrvCGThUlhbI2CViUcNPKGDt/d6ElGNicEYN1cqNFsW9rZ9k4TA0GUiQZWDownOXdvdG9RoWRRKLR4/nOXdG3k2ircaxhVFYjQZwfNgLd9gYiCKIgu+89oCJ6YzWI7N8kaDjulQKLc4MpkiGTWIR3Tqzb2DMdNyGEiHcJ299+fNGzWeO3SKqaEUWuXqrZyXkNCSWYzRo3TKBTzXQc+OY3sKquSRjuj0xYxbmk6eRzIWID11kPz1K3t+FoCsqkwdHOfGjVWEJOFtu0GbrSbu+gItJYrczJPQdGRVYa/Bu3y5SbVlEQuou998SLFtl2B2AkkzfJ+zfVCjKaRotqf506PHB8z7Cn7y+Tz/5t/8G15//XUqlQqpVIqnn36av/7X/zrRaPTuK+hxXxHQZI5OpjhzeWNPNWkh4PBkiqAm37FfJxpUmRiKc3O5vOf7tabJo0f6efJoP69d2HvCJZsM8tzJwX0DH/ArMiIzTl9/gLPXCrz0wwvMrlSQJMGhsQQvPDLM8OQADg7ePoEPgCHLvPDIMIVKy7e86EoIbFd4/sTJYRIRrVva2b3vpVqbU+EMX/nEFD98ewnT8huYNxuqVwsNdE3m80+Ps7BWo2M6vH1lg+FsmC88PY7rejTbNoPpEPGIwfnrua1G6V377XpMDEUI7JH5Ab+5+NqGy2Offg4jl8JplPE8D8kI4pgWrcIGnm2ixtJIicEdwd7tQa0cCHP6qUf54doKVn3vXq5jn3iBRCzI+aUW2bEDlGZ3BkpGKMxatY3kecjhJK6Q98wkeR4UKm0SIe2hUiu/G5aRJHLsWSpvf3/P4yIUlcixT2BpceiNZffo8YHynnV+Ll++zNe+9jU6nQ6nT58mlUqRz+d5++23SSQS/Pt//+8ZHBz8sLb3Z8L9qPPzYSMkwWqxyaXZ4g4fqGhIY2Y8yXAq6CsSC4HjeTQ7Do7rq0CHdAWB57uCAzdWKswuV7ZKRJIQpOIBjkwkSYY12o7H1YUylu2iKjJ+54uHaTuM98fIxgK7ZBS2YzkebcflP/zFFV47vy2I2jqVBX/5hSk+/egIIV1C0wXrJYu2aSNLgnBAJRnWabctJEVicaPOT86tcHO5utUvk02GeOJIlmMTSWQhqLQshAStjoPjeMiy76HlOi7RoAoIzs8Vee3CWld12Ve2Hh+M8fjhLI2WyfWlCpoq058K0pcIomvyVrkuHtYwLZcfv71MsdqmWOtgWg4efh9OPKyTiQeYGIxyeCLFmSsbXF0oUqx0cFyXoK5wcCzJsycGiQdlFLOKtXIVu7Ti2z14IIwganoUZfAQptjdNH07gYBgdWmdc2+8w/q1S3jd7yQ6NMKhU6eYmRmh4+msl9rUqlUC1UVqyzfoNOroqszg2DDXzD5WauCqoTtW0I5PpzkwFLtr8CNJgo7t0jYdXA80xT//HtSgSZdsvLVLNK68gVVe93V+bA8tPUh45imc9BSW02t2/qB4EK7FDzoPis7P+xI5LJVK/G//2/9GJnOrZr2+vs7f+lt/i8nJSX7/93//vW3xfcbHMfgB/8ZiOi6Nto1pOWiqTMhQ0eSuPYUQrJdaXFkoUaq28Dz/xpxJBjk0liQZVnFdfwy8aTo02xaO66GrMuGAgoQfn9jAhdkib1xcZzlXxwPiYY0T02meONx/V1sKzVD4zmsL/JtvXt56revKsdWm4nnwW197jJFMmG++Ns9r51cpVv2g7vC4nx06NZ1GlQT1jk2p1sG0XVodG02V0VWZaEglFlBRFYnrqzW+/+YiZy5vYNoOiiQ4NdPHZx4bZXIoDK5EvtqiUGnjuL7be8hQ0VQJQ1OoN00QUGtaXJ4rUq53sGwXx3E5PJ7kyWP9JMM6Z67lOHs1R6PlfwdOVyFbVSQkWXB8Ks1avkEqapCOBwgYKqosCBkq8bCG252e0pwmTnkZ2g08qw0ChBqAYAwpPojp3b3PS5IEmmiD61GutWi1OiiqQjSkE42GaXQ8bNfPkFmOi2m7SHYT3WmhCBfVCHKtKHjrSu6u04SfOD1EKqzfcRkXmFurMbtc2TK71VSZwUyImdFENzN5192671AUCcWuITXLCM/Ck3VcI4EpBXF79a4PlAflWvwg86AEP++57PXOO+/wu7/7uzsCH4BsNsvf/tt/m7//9//+e11lj/sE1/VQhPB7L7b1X/ilIMHceo13ruZ2lMYc12Mt36BQbvHksQEyUQPHcdFlgR7adoP1/KKRDfzo7DJvdMteuuqfqO2OzesX1lhcr/HVTx7Y15bCBTbKLV48t7LjdY9u4sfzNXYQ8JNzK/zCM+N88+W5Hctemitxaa7EX/nMAZ47MciPzizR6SoAK5JEKKgQCxvky9CfDuM4Hi+dXQYPfu6JUWzXnxLbKLX4N39+gb/+xSMIAf/5+9exXRcJ/6ZsGCqL6zVkCf7a5w8xv1rj+28ssDkz158KoSkS71zLsbBa5aufOUg4oBEL6yyu19koNQkZCpoaBmC8L8bN5QrFSgvHccmVmiiK4LHD/cSCylYvkOY0aV59Dbte9ndYiG7Fzv/etPQ62vhpLPYPgIQApZWndvk1XKuDAMLBCIYwabdtCqEEdvYQLTmGh+81F9IVXDUCRLC733U67gfRnTsoLMfCOvHQ3QOf8zeLu0qqpuUwt1IlX27x7InBu6qQ34/YtotNCCUa2XnT6AU+PXp8aLzn4CeRSFCr7d0D4DgOhrG/amyPB5emaXP+Rn5fh3nLdnn3eo5PnBpG2WdsR5JgdaO5FfjsxWq+wesX1/jc4yO7nhqEgFypjZAFs8vVfdfheX7WYnalsmeD7SbffnWOycEYXrdkIgkY7o+QK7d49cIq1YbJaH+USr3N1HCC5Vyd77w+T6vtj2YPpsMcnUpTrLSYX69hd29WLv7TT77comP5WaJ8uc2FmwU290gIQb7cYnwgSrNtU653+P6biwxlwqzkGhweT/LEkX7600FWcg0uzxX51itzDGZCJMI6tZZFLKhh2x7nruVIPDKCLgs/C7N681bgs3lAtmHmV9CSg4jY6L49XAoW7fnzuNY2vaV2HcJB7MwEF5carFw8h0gMYEsGmioxmAlzeDyJvu3JK6ArnDiQ4cyl9T3lC3RV5uTBDIok7thPVqx19u0lA3/a7fJ8iUcOZra+zx49evTYj/dcTP4f/8f/kd/93d/lzJkzO16/efMmv//7v8/f/tt/+wPbuB73B5IkWC00se6SwqzUTSqNOxhmCjhzdeOun3dxtkipYfrimabDWqnFWqlF03K5sVxBCNH1+9obb9v/3298WgiQJYnXL60xPZpgKBPm6HSGtWKTq4tlJCFIRHQ0VSIRDfKfvn+d1y+sMZyJbLndL+fqvHJuhUrTAg/i28o2qiJT7XqXDfaFubJQBAGxkMZAOkQ2GSQZM/CAZMxAkSXOXtsgGTNY2ajx+sU1XruwyuxKlT/7ySw3livYjstGsYmuyZSq7a1AtNm2KVbbfrbGbtDJL931GHfWbqLcQQNJtKtYtzmjA3SiY7x6Oc/c/AZmp4PTrPrlUstlbqXKa+fXMLcFH57rMZwO8szJQfpTQeSurpKqSAxnIzx7cpBUWLtj4COE4MZS5a77tJKrb0kS9OjRo8edeM+Zn69//et0Oh1+9Vd/leHhYbLZLKVSibm5OVzX5Q//8A/5wz/8Q8C/aH33u9/9wDe6x88WSRIUKnv7ft1OpW6SiRp7NqA2Oy750t3X02iZtEyHy7NF1ooNnG76ZiTrqykfmUwyM5bg0uzum/N2Do2laHb2FpKThMBxve5UmeDifJGhZpjvvuHbDWiKxFBfhL5EkD/58U1sx8V2oFhtE48aW/uhKBKvvrvCC4+M4EE3+BPYrrcVnESDKmvFFpGghmk5LK7XMC0/kNRViVQ8QDJiIGod6i0LQ5Ox2jbhoEbxtuPeNn3TS8tyt5qqAcq1DkOpIMKxcDt3P8ZOu4FwOiDtFkwUAtx2fVfGSA5GuJm3KBXrW6+5ZmuH31ux2mZhrcbB4VvNy54L6YhO6ugAzY6N2+0VC+oynuvdtU/Hcly/Z+ouWLaLaTsE1F6DcI8ePe7Mew5+hoeHGR4e3vHayMgIJ06c+MA2qsf9hd/YfG83FFkS+97MJCG4l14014NW22Y5V9/5uuvRMi1uLld4/tQQl2dLe+rhCPyg5OnjA/zxty/t+RkeHsmozkAmzMvvLqOrMjdWbmUXTNulVu/QNv3G401K1TaTw3HypRa6JpOJBzB0BdfzGEiFSMcD5EtNSvVbN2vXg3QsQL7cYjXfwL6tFtdsWdQaJplEEE2RbpXPXA9pr+Pe7WnazpZQtdh8826ln9v93m97d4/PNY0kC9fKt61ld25tfrXKWH8EdZt6ttftOQpuE6+85/JUt5H9nhfu0aNHj7vwnoOf3/md36Fer9NoNMhms5imyb/9t/+W1dVVPve5z/HEE098GNvZ4yPEdV0GMyEW1vbvswE/Q5SMGvuWMIKGzNhgjLXi/grPAkEsqu85JdA2bfqTIb7z2jy//tWT/PxzE/z5S7O7llMUiV/9/CF0VWJude/+NNeFqaE4i+u+9k4spLO4sXPCT1IkcqUWhq7QMZ0tFWdJQCigMJAOs15sIglBJKBSa1ms5RuMD0Y5NplmJV+n3rQo1zo8ejjL9aXyVhZrE031x7Rd18O0bOIRna4hOuVam6OTqR1Cy9GgCp5HQFdQZAnP8xBAX9IXoHSVAEooit24c5lIiSVx1QA4IMsgy3I3o+RnlqRADCEreNuMTS1Jp9XaKVApBaO7gt1Wx8a2XdQ7qXS/BzRZoi8R3Coj7kcooO4Irnr06NFjP95zfvidd97hU5/6FP/u3/07AH77t3+b3/3d3+Ub3/gGv/Zrv8b3vve9D3wje3y0eB4kI/ouH6jbySaDRO6g0mtbLscnUzu8rW7H9TxOTqfJl3cHSKVqh7GBKIos8cd//i4/9/gIf/dXH+HJY/30pwMM9YX49GMj/L2vPeZnhub3L4spskQiqiNLgnKt45dibjNttbs6RJIQJKI6uiZj6ArxiMH0cJz51SrluomiSBiGgmk5WI7LtcUyb11e55njvt6Vqkhblh3b4wRZEt1Mj4cHTA0n6Jg2QcN/JjFtl3Ktw0g2svU3g5kwrba9I8hMxgJEu5N1jqShdz2+9kVI6NlJQFA3HS4uVPmLt5b40TsrrFXauICtRdBS/Tv/zHN3ZKKErCD00K5gV5J4L6mau+K63tb3ficmBqMYWq/k1aNHj7vznjM///yf/3Ompqb45V/+ZVqtFn/yJ3/CX/trf41/8A/+Af/gH/wD/uAP/oDPfOYzH8a29vgAUBRfl8XzPCzr3kdpdUXm0cNZXju/SqtjI3VLGpuWCImIwckDmbt6QfXFdb74zATffHmWjrW7OfWxI1kG0yHOXtndGO16HtV6h6eODfDa+TW+/co808NRfvmz09iOnzUK6QqGInAth2eOD5Irt/ju6wtoqrSVKTEtl0xC9wOJjk21rlGpdTg4EqfdsXFdj1rL6gYZOq7ra9jUmxYBXabeMinXOoQCKoppk4zoHJ1Md8tXHZodv69nZizBaDbCaDZCodzi6RODfO/1BZodm6CuEAyo2N00z8HRBAdHYngeJKI6U0NRnjkxiKYptFo2//qblwgaCtGQhuf5U1ThgMJQJszMWBJV8h3oXddDTg4TGKzSWrmBEoqhhCJIqo7dauCabbS+UZxQhvPzFf70pZusb8vEqbLg+HSGLz07QWb0OG6njVXJIxshDNVjeCTLzetLOJ5ATQ3gStqu7zwZCxLUpT1dRVRVQghfN+q9aIBEAyqnZ/o4c2V9V/YMYGwgysRAbM/3HhQ2f1OS1Cvd9ejxYfOeRQ4feeQRfu/3fo8XXniB7373u/zGb/wG/+E//AdOnjzJq6++yv/wP/wPnD179kPa3J8ND6PIoSQLinXT14mptjE0hQOjCTJR/Z7Tf5IkaHQcbq5WuTxXpGPahIM6x6aSjGTCO3o87rwtkKuYnLuRZ36lguNCOm7wyEyWvqTBj95YpHkHXZhE1CAeMbAdl3J36ikW1jkylSZiyHjbboCW5wvjvXp+lbV8A1WVODaV5tSBDG3L5j9/7zoHxxIkYwaaKvOtV+awbJdERMd2XBJdB/L5tRrNtkVfMkgkqHFlvkgqFmAwHSIRNRjNRljJNcgkAtSaJpdmCyRjQT7/1CixsM53X1+g2uhwaDzFar7O9a5DfDxicHQiRSggs7xe5zOPjRJR2pjlHIWFWTzHJpLpJ9w/TME1eON8nmTMoD8ZpGk6LK3XEMJvBh9Mh4jovkCkLnuUGm0W12ssrDdwEYwPRElEDaIhnfVSh3/1jXdp7uPnNjOa4L/9wmGiqk21WmN5KUe10YFgHEmSsT3BWsnEvs2KQxKCZ08Oko7qO2IiFyjUTK4tlmi2LWJhnenhOMmwup/12u7zRhJUmhazq1VyxSau5wtATg3HSceM957Gvk/wgFrLZqXQAAGKEPSnQv65/ODGcvcl98O1+GHnoRU5lCQJXfdHel988UWi0ehWs3O9Xu/p/NyHuMBrF9Z5+dzKjmzLK+dWODiW4LNPjBG6hwmZtuXy7o08jZbJcCa09QR/c6lMq21zeCxxTzcg14FUWOPnHhum0erHAwxN8hWgEaSSIZp36C8qVdsYusIzx/rpdKefDEMmGe/+4DaLSxJcmStz7uoaB4aTHJtKgQcbxQb/+UfX+OLTExyZTFGstfnzl2eJh3UeOZzlx2eWWM03iIU1JCHxyEwGy3JpWw7hgIoQgmwiSDCgUm9ZjA1E+fOXZ2mbDoosMZQJ87mnxvE8j5FMGFnA44ez/OTcCt9/cwFDlcnG/bHvtmXz4tklktEATxztI+QUuPTdb7N0c5btzbuRRIwTn/osf+nZo9xca/LtV+fIlVp43X19/cIayZjB558cZ2owwuWlKt95dY6VQpNWx+zeRAXDfRG+8skp3ri4TiJq0Ck09tTfubJQIl9psdi2ubZQw3FkJALIjkOu0kSVZY5MJFlYq25lW2RJcGw6Teq2vq+27fL9t5a4cDO/47NefHuZJ45meerYwD1diFzXI2IonJpOYVoJPM8vKW5aqzyIWK7HO9dyLOfqCCEIBDRaLT94nhiKcXg8Sa+LqUePD573HPwcO3aM//gf/yOGYfCtb32LT37ykwghKBQK/Mt/+S85duzYh7GdPd4niiLx+uUcP3hrcdd7judxaa6I43p8+blJ1Dskbjzg7NUcK3l/AqtS39l8em2hhCwJjowl7tlnybZcdKUbLrl0BQA9poZirORq+5YwZEkwPRzHdVyUbrZJ3LaookhcXqzwzZ/cxHE9Ftb9TJ7jemwUm1iOx/RgjFBA44+/4xty1ls2lrPGC6eHqXW9uMDDcT2+9IkJag2LCzcL6JpMIqqjSBIIeOvSOu1upiqgKwxmQizn6iiyxE/eXSEVDZBNhZBlQaHiO3gv53dmFsu1Dv+vzw1y4Vv/N6tLm+rVt3aqWirz+p99g2f+mzA/OtNmo7S7J6pYafPNl2f50vNT/OlLNyhUOzTaFtuDqMWNGt99bYHpkRhnrq6Tjgd2lL02GUgFuTRb9KUCXA+QQBLoqkY87HucLazVmByOkys2SccCjA1EiQSUHWUwB/j+W0ucu57b9Rmm7fDSOyvIksyzJ7K49r2dN67jbX3veN5d59ruVzzg7LUcyxv+b2p7m5Tjelzv6k0dnUj2hBt79PiAec+Z4t/8zd/k5Zdf5ld+5VeQZZlf//VfB+BLX/oSc3Nz/J2/83c+6G3s8VNQaVq8cWH1jstcWyixcRf9nUrTYjVfv+Mys8sVGh+AyFwyrPHooSyqsvv0VGSJUwf7SEW0Oz7tNy2HV8+v7sg0SELQbNtY3aDKceHGcoXhvtBWeLBebPLnr8yyXmgymA4y3BemLxHgylyRlVyN8YEITx7pJxLSefPyOi+dXabVLR3FQhqPHc7yzrU8f/rSLFfmSxTKbS7PFfjzl2fpT4Z4/HD/7ZuKJAS/8rkZ6iuzFNbWgb0HtoO6yuK5M4ykNASQSQSZHIwxORSnLxlEAMmowYtnl/1eoX1KWpWGyeJGnUw8gCQJFHn3p00Mxjl7dQNnL4d5D3RFwnU9+uJBPnl6iBNTKSKGsmvCvljrcOFGfs/t2OTNS6tUGnvrMT3MVFsWK7m7/KZWKjT2+R579Ojx/nnPmZ+jR4/yF3/xF9y4cYMDBw4QDPoiaf/oH/0jHnnkkV2eXz0+WvKVNqX6HVSX8e9X52/kmRyYoLPHhVaWJRbWa3d9wu5YDsVqm+F08KcqQ7iux1A6RDw8wkq+wVrBz5JkEn4wEjbku/aJVBsWyxs7x9wd1+tmQvyxewScu5ZjMB0iaKhU6h1My/Ud2wMqG6UW71zNU6p1ODKRZD3fYKPYJBTUuLpQpN400bZNrp2a6eMn51Yo1zrIkqDeMrEcF1WWWFwvc/FmgS8/P0k2GeDyXBHTcYmFdEazEWb6dZZ/dHHr6f+WP/2t/w6Hg8xeneXQF05jHulno9hiccM3hu1PBnnsSD/hgMp//uF1ZsaSe5azwM8wXJkv8cihPs5c3iBkqFS2jZGrioSq+Oa0siTt28TueR5zq1UGktk9a/uqKnNlroRzl5Oh0bZZzjU4Mhp/YN3Z3yuyLFjaqN9d4NF2KZTbhPrCd1TB7tGjx3vjPQc/AOFwmJMnT+547fOf//wHskE9PjgkiX0bWm+n0bb2vbgK4RuP3gsd00GIO/s03Que6wviHRyObU1BScKfaLqXBlnLcnYFa553S1gvoKm0OjaW7VJrWazmGwymQ8QjMq7r+U3vlTam7dJs2ztSpLbjUu/6ftWaJh3TIR0PUG34U2CKLIiGNDqm469LeFi23zP00tkVjk6miIY1v+fHdHjr0hqnxwzarRaet1OicHsQJCSBrsloiuCbr8zRbN/6Tm4uV9BViV/70lE0RdqROVJkQTSoosqbXpkeqiz5Y/aOi36bNo6qSLQtm8F0CEmIff3cADqmve/7Qgjq7bsrMwM02xaSJD42wQ+IrVLp3Whb9g6tpx49evz0vK/gp8eDgetC+A66O9uJhTX2U8f1PAgZ97aegKF8oE+o22+G76WgpqkyshA7sg5C+A37OA7NjkXI0NA1mWjID0RKtQ4d00GRBaoc5uBYgos3i0RDGturPwJBq22jqTJTQzFKtQ4jfREW1qvEwzqS5NtP6KqMLPlmo5sZorVCg0cP9bGwdisr5XlguhLBcIhqfm9tZg8/05LJxFnKt3YEPpt0LJe51Sp9yZC/rwKycZ2oYmHX87htCyFJ6GqUqal+VFlGU+RdAYdluWQTIfB8gcs7ETAUP0DaY6s9z89s3QuRoHbXz3q48AgZ93b5DepqL+vTo8cHzIM6HdrjHklFddKxwB2XkQQcm0xjmntndxzHZSQbuatunaErJCL6B/qEKiSB6biYjovYYwM23Rzalkut0UF0z+hEWGN0ILpjWUkShLrBYKvjYDkOpw/2sZZvcH2pQqHSpt6yaLQtbqyUubFU5shEgpMHMhS2iS6aps2x6RTxsE6u1MTzPIKGguf5WaG26eB4HtmkP9HluS79Kb887AHbW3QFvpjhj94tMHD4+B2Pneu4KNEUVzb2DwPnV6tkEgE8YDRtEOzkqa8u0q7VMNttOs0m1Y01RgItnhpTmBlL0Gjd6reR8DWHTh5Ik4zcWdQSYGIgtu84q2W5HBxN+I3hdyDaNXv9OMU+juMxlAnfVdNH12TfALcX+/To8YHSy/w85EQDKk+fGOTPXrrBfhWFY1MZ0rE7SxREggqj/VHmV/cfQT84kiCo7c4kvC8EFGsmN5fLlGp+z1IspDM1HCMZ1RFeVzum0uHGUpl6yyQQ0AjqMuMDUdJRg6ePD7K8UcfsCgluBin1loRpuQQNhWTU4C+6Zqbdj0VVZEzLoVwzCQU0Do7GSYQ1KvWOP8reF2ZiOMb/9RdXfXNU16HeMtE1easEFAlqJLcZvIYNlXQsQLneBu/WDU8IQbNt8dI7y/zys6fpGx1h6ebcnodE0Q30oYNcfbG872FbLdR55uQgl2eLBO0KxXJ5R+lMkgTpZJShqKB59VX+2ic+y7HJFCs5XwNpZixBXyJASJM4OJLkzJX1fW+8g5kwsdCdA6RUWOf04T7euLC25/sCeOrYILGg2jWZ/fgQCaiMDUSZXd7fimR6JEHog/pN9ejRY4v3LHL4ceBhEzn0JDg/W+Klt5e7ruM+uipzfCrNJ04Noe8x8XM7tgcXZ4ssrFV3iNvpmsyB0QRTA9GtwpkkCVqmg+d5KIqEJkv3fgEXgqtLZS7PFXA9gdk9ZqoskAUcGE0yMxrn/M0iN5fLW5+3qZGCB8cOpJkeinJ1qcq5qzlCAXWrt0WW/TLU2ECMxfUqjabNi+8socgSuqrguC7tjs1of5Tj02n6kwEGUn4pqWO5OI6LosjkSk2+89o868UmIUNleiTOD95aJB4xmByKoSsS8rY+FtsFx3XRFIkrC6Wt7RbA554aJx7VGAvb5M69QmFpfisYsC0bPRJl+tlP8qN5iYW1JjdXKhQr7R2BTSyiMzUUI2woPH96kB9/7xXW1kuYXb8uIQRjw2mePZ6F9askAoLo9CnIHECWATw626f1BMyt17k8V6TdVfUOBDTMjkV/OsSJqfQ9CVtarsfL59d4+8r6jj6XSEDj6RMDnJpOf2xT0I7ncXGuxPxqFdfzts5hVZaYHo0zPRjrWbV+gHzU1+KPAw+KyOF9H/y89tprfO1rX9vzveHhYb73ve/xL/7Fv+Cf//N/vuv9K1euvK/PfNiCH/BNOmtNi5V8g1Ktg6HJjPRHSIVV3PfQTCMkQb1tkyu16FgOoYBCKhbYejqVpFtK0hulJq7rYmgK44MxRvrurgItBGxUOvzk3DLlusVaoU6tOwYdCqoMpELEwzrHptLcWCxu3Uy3Bz+u6yEJwQuPDhHUVa4uVTh3LYfjuowPxinX2li2g+N4rBWbPHG0n2wixNWFImvFJoYmMzEYIxbWWFir4nmCmdE4b1/NcX2pjCQJ+hIBjk6kmBiMUW2YrBYapGIBri6UWC00KFf9wCQW0omFNVRZQpEFz5wcQgDzazU6lkM2FSSoq7x5eY13ruYZygY5MhxlKGShtovUG220SIJwOksgnuDff+sKuUqLeFj3lYGbJh5+pkkCqg1/Au1vfHqI2sIV2nKEfLmFEJBNBNDMMnZplYgu0GQJNZ5GnXl+X02lzSC2UG3TbNuEQxrRoEZoH/uK/ZBkiVLDZHG9RrNtEwtrfoN5SPvYZXxuR0iCRtsmX2mD5Af4qYhBUO9lfD5o7odr8cNOL/j5gDBNk0plZ1r47Nmz/MZv/Aa//du/zVe/+lX+zt/5O2iaxm/+5m/uWO79jt0/jMHPJpLkN/16HntruNzzenZ6e4GfWVjKN/b1X0pGDZ481o9+p5NTCF4+v8pbVzZYWNt7vH44E2ZmLEEyYmxpD+0KfiR44vgg3399gTNXcwymgxwaS/HDt5doNC1UReLwRApZgutLZeJhg+dODTK3XKFlOuRKTSRJ4unjA0iS3zh+4WaRudUq5XoHSQiG+8KEAgp/+RNThAyF8zcLGJrCtaUysysVrO53rSsyR6dTPDrTRyaq47r+OQG+1ssP3lrix2eX6UsGkSTBlbkimiIxNRznqeMDvHVpnauLZf7SJybJpkL81x/fAHyxR0PzK9dty/Yn4YDHDmd5vN9m/tXvo6oaRjDg9041GziOg227REIag+kwaiSBdugF7nZaCuGPrsdiwT3PY0kSNLvTbZIQBHR5T2E+SZKQJLac7HvcQlVl4vEg5XLjPfnu9bh37qdr8cPKgxL83Pc9P5qm7Qhims0mv/M7v8Mv/uIv8tWvfhWAq1ev8su//Ms9jaF7wHXvPsFzb+vZfeOqd+yuMN7eN7Vitc2Fm0Uencnsq1jbsW3m12v7Bj4Aixt1ggGVicEoq/vo540NxHjz4joXZouAXyr74Zkl6t3mXstxqTVMHM8FBOulJm9d3kCWBNcWSiRjAeJBhVffXeVTj4/wndcXsGyXmbEElu1y9qpvSTA5GOMHby1xcDTO8kYdSQiyySCTQzFqTRPXhUhQJaAppCK3eoBs291SzbZsh7H+CKoi89bldRwXWqbL+ZtFlnINnjySZaPU4o2L63z1UweYGUtwZb60Q7dok754kIMjcRqNHEIILMvEquweN2+1bRzHxQjF8ITEpr72fnje3t+5JAmqLZvrS2VW83Usy0VRJLKpENPDMRIhbcffua77sWpsfi9sPkTc34+jPXo8HNz3wc/t/MEf/AGtVovf+q3fAvzM0NzcHJOTkx/xln282RRts+4S6a/m6zTG/MbovXA9wWq+cVdBxdVcnXBw/2bbSEjnjUt+hiQVM6g3ra3ABwAPDF2mXLNJRv1mb8fxePrYAKVqm/Vik5VcncmhGLbj0WpbbJTarOQaHJ9OcepghjNXNrbW2WjbaKrfSJ0rNsnh91QJAZVaG8/zGEyHiAVvSQb45cMmeDCUCXNlocx2lR8B1JsmqiKTifuGqT95Z4lf/NQBArrK1fkCsbDOQDpMQFeIRwzGBiKcv5YnoGhEEynqxb2jQw/wJAk1M4r5PjOAQggK9Q6vvrtKZ1svj2k5LK5VWcvXefzIAP0Jo5fl6dGjx33FAxX8FItF/uiP/oi/+3f/LvF4HIDr16/jOA7f/va3+e3f/m06nQ6PP/44v/mbv0lfX9/7/ixlD2uF98tmGu5e03EPIh6QKzfvOrrruB5N0yYa3Fs3yLNcFFm6a5OnLEsosrT1ebf/r2W7VBsmQV0hHtZZKzR2rDNgKBiaguO2Wcnf6iuaGvbNJIf6wrx6fpVitc1qvk4iYpAr+b5c568X+MzjI8RCGq2Or/ezvFEnmwxSrrW3PsPaFlQIISjXO6RjvumnEFDOdxBCIARYjkerYxEKqLieh+f55SNJEuTKLWJhnXrLYq3YwrJcvvzsGPnjA1ycLbK4XqNY61Cs+Z5foYAKqoIxfoxO41Vsc7fCt67KREcOIEJJFO/ezsvbz2PTcXnnag7Ldvf83h3X49z1DRKnhwnsE+z2uMXH4TrxUdM7xh8+D8oxfqCCnz/+4z8mEonwV//qX9167erVqwAEAgF+//d/n0KhwD/7Z/+Mr33ta3z9619/Xy7zkiRIJEIf2HZvEo3eWW/nQaHRsqg0OjiOh6ZIxCMGQgJdVwkE7p5F0DV13+PbsmscHEuwnLtTz5XHofEkAIHAzuyPrneDKgHBrohcNKQhSRbRkAbCL98MpEOs5ussb9RRVT+I8jyPZttmdqXMU8cHOTaVJl9uk4wZRIMa82s1zG4vxrXFMhODMebXa0gSIAS6rhCw989GabpCPB68ta3F1tb2e20LgUC57YKhqzIjfWHSiUBXa0mgqDIOEpdmi9RbFonorXPccT0uz5UY7AuhZ5KkTj6HuXSZRmEDr1tvMsIRRo8eI37gCJL23n8fm+fx3GoVy939HWzHA+odh8FsdN9leuzkYblO3M/0jvGHz/1+jB+o4OfrX/86X/nKV3YENF/5yld4/vnnSSaTW68dOHCA559/nu9///v8/M///Hv+HNf1qFZ3O12/X2RZIhoNUK22fqom448aD1jKN7g6X6LS9QuThCAVNzgxnSFsKKze5qd1O7IsUASUSnsHN4oEyYjBxGCUG0vlPZcZG4gylAlhWY4/2o4fsOq6Sqdj4boekYBKMqIjyxKFaptYSN9yVE/E/CxKy3SQZbHVIK0qMtPDMVzX5buvLxAJaixt1JgcijGQCvHJR4Z59fwqlbrJRrHJwdEEuiKhSBLZZIBKtXVHy4KAJu/Yb0ORaLf8aS0hIBhQqTX9/RECEhGDkwcylOsdXruwSrvjoCgShuaX1wqV1p4ZsmhI5cpskXTU4J0SpOLHyQ5YSJ6FEDIYEZSBDJWGA417b+zffh57nsfqRm3r+N+JpbUq2ZjeK33dhYflOnE/0zvGHz4f5TGORgMPT8PzJpcvX2ZxcZEvf/nLu97bHvgA9PX1EY/HWVvbW1jtXvgwutQdx31gJwyEBDdXa5y7ltvRkOnisV5o8sPyIo8fG+CGKO/QALqd/lSIoCZvHQchQb3t0GxbCOErMA/1hSjXoqRiBtcWyxSrftASD+tMj8RJRf1MzFAmTLVhsrTuj42Dn+0Z648y3Bfk1Ewff/bSLG3T4fNPjqHrMu2OQySosZZvEDRUQgGVasPE8+DUgQz5covvv7WEwC+dpWIGqizx7g3fd+LpE4P84M0F6JarwkGNaFgjGtIpllv77nciahANqDu+/3BAJR4xKFT8vxtI3SqbGZrCI4eyvHNtg8PjSR4/OoBpOcTDOplkkJffWaHVtknHjV1+GBK+AGG+0iYRNVjcqLOIv60TgzHGs1E8x+Ve3NokSWC5HqWaSaNtETCaRAIKsaCG693bxJbneTiO17vZ3CMP8nXiQaF3jD987vdj/MAEP2+++SapVIpDhw7teP33fu/3+Na3vsW3vvWtLfuDpaUlSqUS09PTH8WmPpQ02g4Xbxa2Ah9FlpBlgW27OK6H5bgsrlU5Mpni3et+gKQqfjnJsl1c1yMcVDk2mdrqeWl0HC7MFsiVG5imv2JVkejPhBnORshf3eCpo/0osoTjeXRMh+VcjUhA5cBIHMnzOD6RZHooBghUXQbHRZEEng2j2Qj9qSBzqzUuzRV4/tQwP357CU2RaZsOsbCOLAuabZtEROexI/380Z+e900kXWibNuMDUWzbodWxqTUtZlcqnJhKU235RpyygOdODhHUZZa64o+pmEE4oFKutqk0LQxN5uSBDPJt5pSygJMH0rzy7iqtjo3nQSysM7dS5fh0hEqjzQunh3nj8jpXF8ookiAdD7CwHiGgycRCGo22jb5Hf5osQBGC41NpTk5n/B4iSaAre4tNbrnJb3tLkiQW8nVeOrvC4nrV319ZJhxQeOxwlpG+yD2dO9lk6GPm29WjR4/7nQcm+Ll48SIzMzO7Xv+5n/s5/tW/+lf8o3/0j/i1X/s18vk8//Sf/lMeeeQRPvGJT3wEW/rwIUmClUIDy3ZJRHSiEZ2O6WJaDkFD8Zt3qx0W12scGIvzyUdH2Sg1yVdaWLZLLKyTCOv0p4LossDzoGV7fO+tJVYLja7thErIUPBwabX8xt8njgwwv1brjnSbtE2Hxw/3c3gsiSqBokDb9ijWzS1dnmwqSDahUW843Fwq8cVnJljLN5hbq9LqWHzlk1M02zYt08Jz/SDuk48MMzkU5a2L6zRaNookoWoSibDu37SFIB0LMJQJ47ouJw72ociCcEDhU48MEwuqeC78wvMTlKsm66UmjZbN2EiCdNQgEdHwnN1ZEs+DeEjjuVNDvHl5g8WNHLGwxt/60kFOD4BdyVGrF5h5NM7czChv3myQL7dotCzeuZbjxHSGTNzAspxd65YkPyvX6Ngsb9QRkqA/GSITv2U0KoTAdl2q3Uk4WRLEwzohQ0EgmN+o840XbyCEIGiomN3GZtv2+PHby/zck6PEozrl6u6G6k3CAdXf/17Fq0ePHvcRD0zwk8vltia8tnPs2DH+5b/8l/z+7/8+v/RLv4SmaXzmM5/ht37rt/Y0wuzx3pEkQanSZqgvTKlm8tI7KzvMMOMRneNTaQxdotX2BQLn12pbzuO5YpNk1MDQZLLxAC3X5S9en+ebL89tNRAL4ZdqvvjMOIVSkzcur5OMBoiGtK1yz2MnsoxkQliWi6oqLOTr/NlPZn31ZsdDCIGhSTx+tJ8XTo+gyhKdjk2jbTKUDqNrMhKCQ2N+UOIJPzU7u1LxxQsbHd8EVuCPbgs/OHJc3xNsrdCkbTo8MmNyaa6I57k8drifR2cyuB68cnaNv3htntXCrX6xyaEYv/DsOCemkrcd002xP9e3ABHwqUeGOT4ArUsvUfzBFfL5sl/OE4LU0AR/9cQL/Pm1CMWaia7KvHsjx5efm6Rsu2yvfcmyRKVpYjoe//s3zjO76vdhBXSZxw738/PPTJAMK6yX2py/kadcuxW8qIrEYCbM4Ykkr11cxXE9ljZq1FsWAj9gUhWJvmSQ18+v8YVnxjl7eYNWZ3cRTVdlHjnUh6H2lIp79Ohxf3HfKzx/FDzMCs/vB1mWuLxY5tpiiXPX99aNkSTBZx8fxXE8VnJ19jqtZFnw/CMjnLue57/88DqV+s5m2SeO9tNsW9SaJpoiYWgKY/2RraZeRZZ46vgAmahBrtbh//Of3mGt6Acamzdmz/NVjn/tF44ghOCld5Z2aNCArzTdlwxy/kaBTCKAQJCIGlye98fGAaJBjcMTSRptC8t2ubpQQpElArrCF54e509+eB1dU5AE/I0vHaXVtvn/fv3dPY+Npgj+n794nCdm0tiOR6FmsbRRx7RsUrEAQUNldrnMyRGVymv/ldWrFxlMhVjON3Ycx2A0yuCnf4X/80ybatNmtdDg5IEM4/0RCtv6jZqWw7lrOZ45PsR3Xp/fFXg8OpPhy89P8cb51X11maIRA9t2+a8v3cRxb+kObT/Gg+kQX3x6nGOTKa4vlVneqGHZvsjhQDrM5GCMaEDpBT73yIN+nXgQ6B3jD5+ewnOPhwbXdYmGdC521ZL3pGt6enA0sWfgA34/y/WlMtWGuSvwMTSZVDzAaz9ZIx7WyCaD2I7fKyR3NWRsx+XSbJHMowO8dHZ5K/DZi7Zlc32xvKdNQLHaZjAdYjgbodGyqDc6NNqWr4zcsvA8j2wySKNtMZgOM79WJRzU8FwPTZXJlVq4np9rERJcuFnA0PfWsQkZCrGwzpnLG0wPx/nJ2RUu3CxsOc0LIdBViZ9/ZgKjvsilKxeRhD+yfkvusLtPtRrNq69zfPw5zt6skozotDo26rYfuyQLVlcaPDKT5eJsfs/Aw7RdXn5nBWUfM1shYG61QiYexNCUXSrSm6wVGqzkGzx9NMup6RQzI3Esx5+cC2gy7h6lvg8TSRJbwVkv4OrRo8eduL9ViHrcF0iSoFBpbgUhe2HoCmvd/h11H4HITDLIK++uAuzSsxntjzK34nu41Zomlu2yV9WyWG2RK5m8cWn9jtts2y6FShtnn0DswmyBaEjjscNZJodjGJrCUCbMQDrIJx8b4fEj/aRiAUzLYbgvzFPHBogGVQ6OxrmxXGYzHTU5GGc5V6dQaZOJ39K1SEYNnj81xLMnB8mmghydSPHDt5a4uVLBvW2b8pU2xUKJ+vWzW2KArrvHcRSQu3GZmZRLpd4hFQsw3h8lGtIIGAqhgEo2FebYVJrZlQoL6/U9930oE+HNy+t09vGP8jdPcHm+yGj//k3NwYCKJAs2yi3evprn2lKFtuUHY+4+FicfBkJA3bS5ulTh7PU8V5cq1E17z/OnR48ePaCX+elxDwghaDQtBjNhljfqW1mL7Ri6X95otCwURdqznCIQFKttwgGV0f4IN5dvGdYGDGVLh8dxwfU8QoaKIks7MkmeB82OvaWHs/f2Qq3p6/1Eg9qey0pCUKq2sWybE9MZ3rmWp9ro8Lknx/nGize4tlAmGtJQFZlSrU00pPG5J8fwPI+3Lm8QD+voqkwoqJKrtJBlCaMbuGSTAR6ZyfLahTXy5RbhgMKBkQTffnWeZFSnPxWi1bFvGZ+qMhHNo5wvEA3prJf85nJFlnA9b2s5AdidNgq2r6UR0jg6mWQkE+HASBzP82jbHn//D16+o9yAB9RbFrbjIu8RqArh9/60OzbxsL57BUAiohMKqGiKxGsX12i1/J6fq/NF0vEgjxzKENTkD73R2QEu3Cwyv1LZKs8BXJ6XGB+IcXQiiSz29iXr0aPHx5de5qfHXfE80FQZQ5UZ7Y+QTYYIaIp/8zdUhjIRMnEDWfKbYfe/0XgYmsz8Wo2Z8cQOSwTbdtG23YhlSSIRMfYsoWmKP2Z/p+2VJIlCpU02GWQ0GyUc1NBVGUNTSMcDjA/ECOgypunx6rur/PjtZWoti2/8+AYCwUA6hCwJdE0mmwySTQZ5/cIqHnBkPImqSP6kVN0kEw/QFw/gdLM1jx3u54dvLZLv9uH4RqRFhPDH6ufXamiqTK1p0mz7gYzlChyhosgCgR/gKbLkO6RrCpoib6k7K4ofPAYNBdNyef3SGquFBq7n96vd6diAn8lTFWnfgQDP8x3jBzLhHQHFJoYmEwlpdCw/4DG39VRt2py8fmEd80PO/ggBF2aL3Fwq3+pLEgLH8yjVOrx4dpkfnl1mrdyiZbu+EnePHj160Mv89LgHHMdlJBthdqWCIgmSEZ1EWMP1un0W3eUyCX86q7CP2F+zZXF6po9vvTLPwmqVzzwxwrmrOTRVRgiPmbEEC2tVQgGVkWwYQ5N3BT+hgEoirHNiKsON5QqpmOGXPZoW68XmVqahVG1xeDyJocmosiBkhHE8v49GlnxVZxeZkCFzfblMPKzjuXB9qYIkQSSoEdBkBtMhak2ThbUqQUPl7SsbZOIBNkr+PlYbJul4kJMHMlSaJsmoQbHaJmAoqKpMtWES0FXWS00UWdA2HRzXplRto8gS9ZZFu2NzNefw2bFDdC6/iCRJdEwbXZVRFZm26ZeShAfJsUnKboBKvc5jh7JcnS/S6tgsrdcwNJlnTw9x+mCGV8/vL/DpH5sUAV3G2achUZEljk2mWFirIQnYHgPFIzp4Hs8cH6JYaWOou6OKUq3NRrnFcCq0bw/YT0utYzO/eit76GtH2b67fHe/zlxeJxkxOJNb5+TBPgaTwQ9te3r06PHg0HsW6nFPxEIamYTf07J585AE0DXh9Dzfb8u5w9P+wlqNE9P+dNJQX4ShdJhf+vQBjk9niIZ0xgYiPHlsgEcOZUlG9D1vUlPDcaJBmS88Pc7RyRS249IxXfpTIX7uyTEmBn0PqUKlxbMnB7FtF8/zt1nCLx1tZqYMVSYRNShW2kwORbnZ7TlyXag1THLlNrlyC9f1CAU06i2LuZUK2dQtXzLTcpkYjDK/VmMsG+Ezj4+wuF7Fdjw0VWJq2M8wRUMaotvIDFCudwgZvg+Z43m8eXEdstMEogkkIZBliVY3AEpGDWRZIEky6aNPYClBHj/cz0axuWPEvG06vHVxjedODaFr+/+08+UWz50a3DfwAUhGNTLxANGQyl/9uRkemckwORTl0HiCLz4zzrGpNBdnCyhd3aa9mFupsqf/xgeAJAnWC80d51vHdlneqO8ouVq2S77slyXfurROsb6/JlGPHj0+PvSCnx73hCzg0UNZ0vHdZnVC+A3LxydSHByNEwv7/SDZZJD+VIh0PICqSBwcSzCSCfOXX5hiNd9gbqXKlfkihibRlwhyebbI08cHkIRHpWEihECWBZ4AIQmOTKaYGIiwnG/x7o0clXqHjWKDkweSPDKTYTgT4nNPjfHM8QH+8vPTHBqJcmQitWejdiSo8tjhPhotk0wiQKQbnAQNhaChENAVIiEN1/XIJAL0JYIIAYauoim+urKuShydTHFkPIkQcP5GHtN2aXdcdFXGcTzmVytslFocm0pjWS6yJJAEW07oAlC7DvU/um6Tee4vE+vr87fZ8yjV2hQqLRRNZ+azX8ZJH6TRtJlfqaCpEtlUiP5UiERE98UmayaqBH/zS8eIhtRd+92fDPKVF6Y5PBLlyKR/bLbKX8L/dzig8vihfiYGohiayttX1olHdGbGkowPRrEsl7ev5BhMh1Du0ARvWs6OspkkSUiyhAtIivRTlaGEgFbnVrlNSIJStYOzh5J027RRZIHtuFxbLG/tryQLPMAT978D9QeJJPm/KQ//GPTo8XGkV/bqcc8YisRTxwYo1zvMr1ZpmzbhgMbYQJRYUEUAsaDKE0cHmF+vcmm2gGm5pOIBHj3cTySkMrtW5epCkWdPDHBtsczsagXX9eiLB5kajnN1ocjjh/tpmzaFWodcsYkQgr50kErDJF/tcGOpTLNp8fmnRlHkCc5c2eCld1YQkuDwWIrPPzXOcCZIp21zcCTOYCbM4nqVUq2DJAlGs75vWLNt0enYjGYjxCI6G6UWSrmFoSkg/D6kZtui3XEIB1UOjSXJl1uEDJXpkTgzY0kUSbC0XiVXbBIKqCSjOpGQQqnWwdAURrLprpihx2h/hOvLfulQV2U8fE0M03LxPJdMMsiqSDLx838DK79EZe4inusSSA8SHjvEuh3m337jCr/w3ATjQzFWcg3m10t4nkcmHmBsIEat0eHctTxfeGaU//dff4xLsyVurlaQEByZSDIxGCMbN+h0bA4Mx0nGAlyaLbJRaqBIgpmxJCN9YaIBFcdx+eTJQY5NJrk4W6RQbRHsft9HJpIoEndsaNZVGVnykz8N02Vxo8q71/O0TZtIUOPkgQwDqRB3SFLti+dBQL91+bJtl/o+JquGrmw1gOdKTZqmg2W7zK1VKVVaIATZZJDhbJiIrj60ZTEhBPW2zcJ61S/beh7JWIDxgSiRgHrnL7NHj4eMnsjhHvREDu+M6D4pb545m4aVkiQo1Du8fmGNdsfeesJ2PFjLNzh9qI+grlBtWHzjxevkKztLELIseP7kEEcmfTXkCzcKtC2bXKnNaqFByFCIhnROz2R47HAfF2dL/OcfXEWSbjXveq6HoUl87ReOcmIihd2dTNt8shcCHMcv05mOx/feWuTtqznqLZMnjgx0Xds7mLaLocnIkuDEdJrrSxXapsOhsQRDmRCX5orkSm2ChsKh8SSVeofZlQpfem6CG8tV3r2eA8TWjX4kG+HRQ328+PYyVxZLjGWjeHis5BoEdJkvPjPRVW3O47kef+kTE/SnQ9i2Q7Vh8dr5NWzXIxLSSMcC/OjMIuZt55IsC144PUIkqDCajRLSFQKG3ygthMCyXEzTL5O5+M3Cs0tlImEdTZX8KbCG7zL/+OF++uLGVolQ02RkWRAOB8gV6vzo7WVKXcPZ/Xji6AAjmSCFusk3fnyTlfzu0fuDowm++PQ4gX3kEe5Eo+Pw/bcWcBwP2/WYvW3iC/zm+E8/Pspcd7JQCMGjR/o5c3Ftl+SAIkucmskwmgl/JNNhH+Z1QkiwuNHg7NXcrklASRIcnUwzNRjZZZL7sPGwXYvvR3oihz0eWjxvb9f7punw+oU1Wl1bC9/AVPj6P8D8aoXDE2m+89rcrsAH/KDk1QurHJlM8ur5Va7Ml+hLBlnJ+YFoOKCSK7d49d1VpobjfPeN+W5zsOP3fgi/hCSE4I+/fYXkXzlFf0zvrnv39oZDMpGQzkrO7xMJ6Aq6JtOxXGTJ789JRQ3qXSuPZttmbCDKq+dXWck1kAR4eOTLTUq1DrWmRaNlk00GuSRLNFoWpuVSrLSRJYEmCw6OxXnmxCCm7bC0Uefp4wP0p0JcnS/yys0ig+kQxUqL//KjG3zq0VHmlstb9yNDk5kajvGnP765K/CJhjQOjSVZWK/hui4L6zVCusrEUIy+eAB1W3lKlgU3lircWCoDUNmjD+aNS2u88MgwQdUf3zdNB6UboKiyxMxYgtfP7w4gNklGDfriBi3T4c9fntsz8AG4ulAiYCh88cmxnV3V90DIUJgYjHF9sez3SUkSjrtThmFmLEm9K3UghMByXDYKjT2323Zc3r6yQSSgEQvuLhk+yJTqFm9f2dhzes91Pc7fyBEJqmTjRi8B1ONjwcen0N3jQ0WSBOvF5lbgs4nZLR05rsvRqTTXFko7ejVuZ2IwxhsX19FUGTyIBDSGMmGGMmGiIR1JwHA2wk/eWWYoHabasOhYLrbrYTseLdOh0jCpNkzeuryGpu0f32+UOiyuVXnm5CDpRIAzV9Y5Pp1hajiGoSskIjrpRICrCyWG+8J85rERLt7Mb/UQuZ6vF2RaLq2OzUAqSLnW4ezVDT716AiJqLH1WYVKC8eDq/MlggGFjmnjeR6FSpv/8y+u8Ep3OisW1gnoKh3TYSVXJxrWAF8H6dmTQyyt1WlbO49fJKgxM57kpXMrvHp+lbmVGu22Q77c4o0La7x+YY3Otsbgtunu0Fjai47psJxr7JAj2MTzPAYSQd+3S995fIWAvmSQJ470o0iCjUqbhbXqHT/r0s0ipfr+uk374nkcHk8yPRLH0CSi2zSJNEXixFSabDJIvjuZ53oekaBGY5/yGPgB+M2VCuIOvUwPGkIS3FjenRXbjufBtcXye40/e/R4YOllfnp8YGz6Ym0ihKDVsdAUmVKtQyoaYGFtAdfzdo1PbzKQDvHGxTWOT6dJxAw6trOVNUjHAgz1hQkZKm9eWuOp44P7bku9ZXFxrsgLp4cJa7utJyQJ1kstzlzZoC8R5ItPT5ArNSlU2zx1tJ/+VMjvLWrb9J0OMpQJcW2xzMXZEjNjia31qKpErWliOy6nZ7Kcu56jVG1z7nqOmdEEp2f6fL0fD549Ocj8WoVSpcM3XpwFIBbWCAdUTMshFfN1jUayYTqWQ7NjcXSyH1WRSEb07n6ZaIq8Q2hyaiTGa+fXqDZMJCFwPBfLcbeakXPlFudv5Hlspg/P82ia9g5j2v1Y3qgxNRjd8wnJ8zxG+8Jk4gHy1TaVWgdZluhPBokEVST8UtnV+dJdP8e0HZZzdVITKdw9GpbvhAwcn0wxMRhjJd9gdqWKqgiSUYN6w2Rp2zmpyBL9qRDzK3cO/DZKTTqms0N36kGmbTnkS/tbwWxSrLRomQ7BPX4vPXo8bPSCnx4fCK7Lnk+WjuuXo/y+DIdgQKVt2gR0hUZ7txO43G0GtiyXaFAjHtEY7htCALVGh7VCA9FVSJbu4l/QbNn7tjAI4U8jASxu1IjPFijVTGpNk9nlCsmYjutCPKxzcbaAaTk8c3KI0zOZHaPUruMRj+k8ejhLvtKgWG0jgErdZG51lYCuEA1pKLKg0uiwtNFgNHvLMsLz/Mbg0WwUx3GxbBddkTBUmUhQYygd2mosblkukhAMZ8OsF5o02xbBgIrrQKnaRpUlwkEVSeweP1/J16mPJwlp8h0zANtxXc9fzz6H2XU9dEViOBViJB3aem3bUd5VntsP03K6jeH3tPgOPNcjpMkcGokz0hfmwo0CcyuVrWMggHjU4OhkmjOX9y/Vbd+vh6kbxHW9e/rOeyrYPT5O9IKfHh8Ikuz3nWxvgvU8D12TqdQ9AoZCs2WTiuoEdQUPuoJ/Oy+4HcthMB1itD+C58FblzdYL+bxPI++RJBjkykGM2GuLoRo7mO4uUkqbqDuM8rrOH5fisAv2TXaFrLsm3UCREM6a4UGuibTaNsI4MdvL3F0PMmnHxuhLxHEsh0GM2ESEZ0r8yVuLvnlHQ+/HOaPY9t0TJuRbNedvlt66YsHaJs26XiARESnUu9gWc4OP6+AoSBLYmv6SFV8Cw3L9v3GTNslGtLIV9rEwvqWOrQii11j5I7jUaq2CWdC3SkscdcbYijgB23eXZbzdZ52v+66Ln2J3dIIe5GKBd5z1ud2HMcloEqcnskwPRqnWO3geR6JiE4spOE43j2VdQK6ssMs9kFHUyQCurIV7O+HoSt39O/r0eNh4uH5hff4SHEdj4nB2K4kgaHKuJ5HLKzzvTcWODqVJhE1MDRfvM/YlmKPh33n9E89NkK9afHNV+ZYLzRwPT8jsrBe489fmWe10OQXPznNjbv0rTx5pP+O2aF03GByOI4sSSyu15gcim+9V210UBS/iTYS1HBcD9cFy/F48e1l3r2R5/pimdcurPp+ZrJvx6F3G4Qd10NTZIKGwthAlHBApdWxKVbbzK9VGO2P4uE3cRfKLUzLIaCrO0otU0NxxLbclSYLxgdjeH4yDV2RiIU0NFnacmj3gFhIR9lDRGfTsDRsyGSSwTseO4Cp4Rh4HpIkaNsutZZNrtT03ezv4R5p2y5TQ/Ed3/FeZOJBsonA+8r63I7n+Re1WEBlsj/C9GCUREhDAnRVYjgTvus6Jodi+wbNDyKqLG2Jf96J4Wxky1i3R4+HnV7w0+MDIxpUmdgWQIBfxupLBLFtB9vx6E8GGOuP0LFcklGdqeE4pw/6o+sTgzESUYOgoXLmygbNtk3LdDBNXxDQ0GSEgBtLZQxdIRPf23QT4MkjWQYz4Ts+yQYVmS88NU4koOC4HsVKi+PTKQBKtQ7pWIBm22JqOIYsC2IhjemRODdXKlQbJh3LwTJdhvoiHJtKIUsw3BdmYjDKQDrEsakUA2m/RHfiQGbLuHUl12BiMMpYfwTbdnE9D1kSZJIBNjd3qC9M+rbJG9f1GO4Lk4rdaqRud2wS0VvHQdf8Ru29FCzCQV/DxnN9f7I7BSWj/VF/0q3j8Pa1PD94a5G/eH2e7725yEvnVtmodO6pKTgWUnjhkRH2W1RTJF54dJiw8cEnoT3P21HKcV2P6eE44TtMcmUSAQZToYeqBOS6HkOZMKk9BEo3iYZ0poZiD9V+9+hxJ3o6P3vwsOr8CEmi3DAxbRdFgkhIQ5Ok91RukCSB5XpUmhaO4xt5xkMqEn5mxAUWc3XKNX982vO6WQIh6E8GaZgmqWiQS7MlyrUWsiwj8EfGdVXmxHSa//i9q1SbFh3TwfO8Ld0Gt2scOpAKoWsyL5we4sdnl5lbqWJ3L9q6KjMzluDIRIqOaXF03G9OLtb8qTBJgoihENQVbNtFViVW83UkWfaNQV0Px/GoNztcXypTrpvYti9AOJQOkyv7zbCSLKFKcGg8TTqmY9ku9ZaNh68h1OrYSF0PMdt2yZea5CtttK45bDxiIEmCjumwVmiwVqgjC7/faaQ/ysxIfE/1ZEkSNE2X8zcLLKzXMG2HmdEEP3xrsRsQBlC7lhNCEli2i+N6JKMGL5weIqBKOI6fzSk3TBY36nRsF8/1EMIv18XDOqPZEI22w5tX1uiLhQgGVTzPL6mZps1qvslof4Tx/jDeXU8fwaWl8pZEAHhIQjA+EOWZE4NM9Idw71yR+cDw/b8cFtdrNDs2Lt2WJgHRoMZoXwTtI8r6fNjXCdP1uDRXZHmjvlUCU2SJ/nSIoxNJgprcNQUWNE0H03IRws+YBTT5jtY1Dwr3y7X4Yaan89PjvkGSYL3S4bULa1xbKNGxHCQBI9koTxzt98XN7uUclSRurlV57cIaC6tVHM9DUySmRhI8dayfwYSB5/iO7Llym3y5idtV4s0mg1SbJvNLZQIHVAK6xNK6RaFaw/P8rMRofwTX9bMum87i9ZaNafnCe7oqo8ga5brv1l5tWAxmwoxko7S7wYamybiOH2wcGI1zcb7Mcq7B1fkipW5ANpAO8dihLIfHEgRVGQeJ772+wGsX1mi0LAxd5sR0H8+dHGSse3Pv2C7v3sizUWrRMR3CAZWjUymWNmqcv7FBx3Qp1jrUmibZZBABXJgtcGQixSdODXFwNE674zK/XuXNS+ssrddwPd9OY2YsyXOnhgnqMookEdTkPZ/APWB+o871pRLNtkMiqoHnZ8Q+88Qo567ltglLehSKLaoNE0WRmB6O8+r5VfpTIaYGY37KVwjylTZzKxW/r0lAOh7g+FQaD8Hieo3RbIzXL65xcbZIu2OjKBLjA1GePNJPq2NTbzuE7lIqERIMZ0J89vERTMulbToEDb+vJhHR8DzBz0pdz+vW7Ip1Xym82rAQAhIRw5/iu5d63gOKJglOT6c5OJKg2bHwPAjqCiFDwes2t5uOx9W5IkvrNdqmHyCFAiqj/VGmhmIoD+/h6fExo5f52YOHKfMjSbBSavN/f+8atT30TWQh+Lmnxjk1nbxjACRJEu/OFfnmT2ax98gUhQyFX/ncIYqVNpdmC1uvCyFodmyWNmoEDIVf/uwMr11Y45svz/nrFaBrsq+XY7v85ecnKVTbnLm8Qb7c7q7DX9dmFimbDHJ8KsWRyRR/9pNZ1otNwgGVcEBFliWiIZ0TUynGBqL80Z9eoFTrMJqN0DGdHSPiv/DsBMlYgP/1/zrLemm3E72iCP7Wl49xYCzG7/3/3qZl2uD5T8JPHh/k7Ssb5Mstnjw6QL1l8tZlX0QuGtR49uQgo9kIS7k6hqbw2OE+SrUOX//BtT1v84mwzlc/c5C+qLZ374uASwtlLs0WWSk0toT7NnuaDo0nmRiKceFmAUUSLHeFG4f7wsyMJihUWtSbfoP4SH+E6ZEE/+l7V8mVW5ur39ouAXzq8VGGM2H+9z+9sJXFE93zwHX9qbMvfWKSmZE4/YnAvuUSIQTzGzXOXsltTVkpkrR1DqmKxJNHB3aoSX+YtGyXr//oBvNd7aHNe/nmJ5+YzvDZx0ffl+XGT8tHnZUwXY9X312luI9y91BfmEcO9vEgt0N91Mf448CDkvnp9fw85Fgu/PCtpT0DH/AzBD94c4Fy/c6TU+WmyfffmN8z8AFomQ6zq1Uubgt8wBeWWy82/Mkiz9cCeuPi2rb3/akvz/PLWvNrVWzb2+Hb5Luy3/q343g4ru/TNJwJc/pgH7GwTtt0aHSd189e3eDs1Ry66vfzrBUaGLf1lciyxLdfnfd9jvbAtj3+5Mc3KFdNzI69VfYZG4iyUWiwVmjiuh6W7XBlvuT7d2UjREIa339zkfm1Gj94a5FvvXyTb78yhyIJwkFtz88q1Tu8+PYSrrf3naXSsLi2UKLWMrcCn83j63oeF2cL3Fwq89SRLCcOZnjhkWE++8QoY9kIK7n6VuAD0Ok4vHZhdSsTtjnxthlIybLElbkis6vVffWAHM/jW6/M0bHdW8aoe9A0Hc7fyO8YL99+Dlm2yzvXc/c8En837pS4URSJs1dzW4EP+EHP9pDr3PUcc2tVpJ/GdfUBRJYlbi5X9w18AJY36qx2vfZ69HjQ+Xj9wj+GFKodFtbuouZrOVxZKKGqe58OiiJxc6W6py7PJtlEgCtzJeq3LdM2na30+dRwjDcurBG5LQDwPP9mClCqdggHVVKxAImo7zm1eanVVIl4RCcY8LVzhBBUGybnruW4uVRho9hiveBbTWRTYX5ybgVdl4mHdVqb/UPdPhpN853Uz13PYeh7l20kyVc6vjRX5C99cprPPDbK55+a4MljA7ie70s1PRKnXPebn4f7wrQ6NksbdTqWw3KuxnMnhxjIRFjKNThzeZ1nTw7uCOy2c2OlQmEPqwlJFsytVnFcj1J19/ubXFssgxD86M1Fbi5VmFuusF5s7tAlAjAMhTNXcoQMlUhQIxYxMHSVaFj3HeKjhq9GvVDi+FR6a4LtdjqWw9XF8pbtxe7jJ1grNjCtOwc2tYZJufE+FJ63fY7leBTrJsuFJsW6idnta9pOtWVx/mb+rut7+8oG1gcxevYA0TJtFtfvrMQNcHO5svVb7dHjQabX8/MQI0lQrLbvSdtkJd/Y94lOliVW8jvVmwO6giJLmJZDx3IIGCqr+QaGphALqriu7+vV2aYtomsqxVqbeFgnGlSpbstGuK4fmJiWy0axycxogsW1KvGwvrVdQvjLHRhJ0GxbREMqG8XmrpurEP7/lbqfFQ6qVBod2h0HWfb9n/piAYrVNq2Og35b0CdJfjlJkX0vqPVCkyMTSb796jxrxQZfeWGaNy/7FhzHp9LkSk0Evk7K4kYdWfJtKgqVNuGAxuyK71xfbXSwXXj+9DA/PLNIx9zZ5WvbLrWGSSq0Mzh0XSjXOzjdLNN+2I7f3FyqdfyG6v00jlyPjmmjxQMsbdSpN000VcbuiiwmYwbZZJCljRrTwwmSMYNaw9wzC5QrNvf1ghJCULxDsLadSr1DX+x9lL6EYHa9xtX50o7tCwVUZsYSjPZFttKGpu37rN2NQlfpeC9l8IcVy/HuSfW70TK3hDh79HiQ6QU/Dzl7eTPthSyJfYMfzwNF8m8EQ5kQg5kILdPGNB1CARUPD1xYk5oIaae68OYqU90b6qmDfXQsh1Q8gCrL3FwuM7taxfM8FEXGw+PtKxt84vQQz58e5vpSmVLNv2ElwgYz40miIY2fvLPEYDpEvW3tUiDe1MERCFzPo9GwCBmqvy3dbWtbLnJXFHBzc3VN9gUYPV8MT1UkdFXG0BUu3Ciwkm8QC2vYtotle1i2zXqxgSLLJKIGxUobz4NYRKfaMJFlaUe5x/Pg7NUN+lNBjk+lefPS+j1/X5vHUWzfiX0WvFtVYlOTaGHNz+ZpioRpOzRaftZuvdBEliT6k76Q5NxKlfGBaDc4uvXZkhC+B9sdtudeNfMkabcq9b38zfWVKu9ey+3agkbL4u3LG9iOx9RA1DfZRXTtP+78QbIQ+4laP7R0BzLv+h0IIfZV/O7R40GiF/w8xLgu9MUD6Kq8IwOzFzNjSax9yhO2bTM9Ese0beotmx+dWaLZuVXeiod1nj05yOHxJPlya0tjxvP83p3xwRghQ+VHZxYpVDtUGx3KNZOQoXB8Ok1fMsjZazkkAbbjMT0SZ6PQpNbo8MhMH23L7+Vpti2uL5aotyyyyRDxiI4q+6PbtxfkWqbNaH+EZtsfcQ8ZCkFDpVLrIPDLSJ96bJREVKdU7RDpar9U6p0dmbJYWGN6OMbSRg1V8YOZXLlFNhlkvdgkX24zM5rAcT3KtQ66KmFaLrbjMZwJkyu1cF0PRRZoqkSh0qbdcWi0TZJRY0ePRTigkYjs1i6SBAymw5SqbQxd2er5URWJcFBD4HuZKbJAwmM4E9kSPdyLoOErbFu2i8DP7NWalu9S3x33rzVMHjnUx8UbeRzXY73YJB0PbGkVSQIiQZXD44l9R6Bd12UwHWZ+9c7lFEkIUlFjT22iO9HoOFyeK+4bennAlbkiA6kQAVUiFFAYykbuarQ6OhAlElRxP0YNsbomE48YOxTa9yIVMzBU+a6q3z163O/0cpcPOYmwzuGJ1B2XScYMhjOhffV+XNfP+Jimy5uX1ncEPuCXZL758hxj/VES4Z0373TMIB7WefHsMnOrVQbToa0JgEbb4pV3V2m2bQ6NJvA8v8fmS89NEgmqBAyVG8sVak0TVZaoNXzvLSFgfDDKG5fWOT3ThyTErozJ/GqVxw5nyZfbSMIv0zmOi4eH43mYlkO13uGpY4PIsq+jXGtaOwIfgW+BoaoS9ZbNxECUVsfm+mKZQ+NJ6P6NJAl0VUKWBIau0Or42ZThvghzq1VcD0JB315h0yvrxlKFga4f1ibHptIkQrsbol3XYzAdQlN9VeyQoXBkIsnJg33EwhrRsMbx6TTPnRyiUuvw6OHsHZWtZUn4gnaeR9BQMbtCi+AHQrIskCVIRnSChoqmSjTbFpriK0kbukIsrNOXDDKajeA4e583ngfJqE5kj33aTl/XDPW9IIQgV27e1bKhYznkyn6Tri5LPDrTd8fEhSJJnDqY+VgFPgCKEEwPx++4jCT886YX+PR4GOgFPw85nuvy/KkhJodie74fDWl86blJooE733xMy8W0HQKavOUfpcrSlhBfJKixnKtx6mAGrdtDI0mCRNTg+lIZWRJEQ3pXhDC5dRMdG4hSbXaYHkmA8Pirnz1Irtjk7as5Xr2wxrvX8/zknRXeurzOcF+EkWyYk9MZdEWi3vRvyLGwRjDg36QlSaAqEkcn04SDKocnkiSjvn+W43oYmoLA1zfRNMGnHxvmiSP9NJrWVnZGVfyyx0A6yFc/Nc271/Jcmi1ycDSO4/hZEMtyOD2TQVUEuXKL/lSIdDyAJAlkSfDCI8Ocv+lnTUKGQjJioKky/ckgtYZJvWV1S0Y+h8aSPHUsu+9oaEiXefRQloFkgMePDnB9qcK3X5njzUsbvHlpg9fOr3FtsUwkrHNwOMbMaJx4RGcgHWIo66v7Gnr3+Kgyg5kQRyfSNNuWbyoqxFaPliIJnjk5RLHaZnwgiipLREMahq4w2h8hFvIzVF9+bpLYtqBFksRW8LSJJks8fjhLYB8F50TE4NSBDOI9l7yg2rh7jwpsBqi+hMWB4RjPnRraMwBSJInPPT3GUCq0x7sPN57nMZgOcnA0sef7khAcm06TjBh7vt+jx71y6zohfaSyWj2dnz14mHR+NjEdl9m1Ou9c26DWMFEViUPjKQ6NJUh2+1j2Q5YF784Wub5Ypm25FKtt1otNbMfF0GT6UyHiYQ1ZCJ4/PYSuKVxbKjO7UqUvEeCV82tkEgFUWSJXapGOG4wPxGibDrMrFRzX5chEiqOTKW4slri+VEFTZTZKLYrVFrWGhYdHPKzzC89NYtsOC6tVRPdHpKkyb15aR5YEI9kIU8MxVgsNFldrPHV8gGwqxJnL66wXW6iKxMxYgvGBCBuFBq7rMjaYYHa1ypsX1yhWOxi6wvGpFFNDMd6+kuPGcpmAofDITB8/OrPERqmFIgueOTFEPKJz4UaeaFgjHQvQNh0MTebibIGljQbRkOZnnVwXXZV59HCW9UKDtUKDx4/0s1FscvpgH6PZMOpdGmQkCUoNmz97eZblXN0XdhSCRMwgoCkYmkwirPP0iQFs2+X6SpVKvYOqyESDKuGQSjbhu8T/15dukogaBAyVizeLbJSaKLJgYjDOYDrEuzdyRIMaz50aZCnX4MLNAuGA3zd1ZCLFwdE4iWD3vBFQbzus5Oo02haGpjDcFyYcUBCen6VpmQ5LuTqL6zVsx0VTZSYGo/SnQujy++v38XWPCndd9shkikMj8a1mahdYLbZ4++oG64UmQoLRbIQT0xn6EwbuR6RkfD9cJzwBxVqHG0sVKvUOQvimsxODMRJd770HmfvhGD/s7HeMhSRodWw2yi2K1Q6ygIFMmHhI21Kl/2l5Lzo/veBnDx7G4Ad8gTrbdenYLookCOryvn0+21EUiZfPr7G4UWet0MCy3S33cc8Dy3YIBzUyMYMjk2mq9Ta1pkkiGqBjObxxcQ3TcknFA6RiOtlkiO+9uUi+1PKzH8LvG0pGDcYHY+C5rBWaXLhZIGgoWxmSzc957FCWYqVFodpBVQRHJlNcWywjBJSrHYrVNiPZKJm4weGJFPMrZSTZF1IUQMe0WS02/Wmg/ggvn1vl0myBkwf7iAZVmqbNtfkyC2s1BjMhLswWAMEvfnIK2/a4MFvAshzK3bH06eE4LzwyzMJahcnBON9+dZ5cpYXjeDTaFpIQhAIKp2f8zM1qvsFAJsypA2lkSaAIcU9TTpIkOD9b5NpiGcf1CAb8PiYhfO2eRsuibfnHCM/j+28tYjv+FF04qPLooT6abZvPPTnGD95cZHGjTrHaYmIw5luTeB4bpSa1ukl/OsSxyRTFapsbSxXGB6Icm0oyu1qjVGkRixh87olRDFXmwmyR+dXKDpd4SQiG+sKcnE5vZQc3R9I3vcwU6d72ez+qLYsfvLV4x4umEPCpR0f2zGwKSaJl2gggYMi49kd7KbxfrhPgB6ym7dtbqIr0wAc9m9xPx/hhZa9jLIRgMVfn3ev5Xf2n8YjBY4f6iATU99z3dzs9e4see+K6LhIQ6AYu9xL4gB/g6KrMWqFBrdts275NlqVTaYGAVsciV/YtINodh0hYp94doV3N1zk2leK//PA6K/nmjr+PhvyR8DcvrfPXf/4wnuePbldu03+p1E0enemj0rS4slCkPxXCtFyS0QBzqxVqTYuAoZKM6Tx6qJ+3Lvk9RdsRwve8siyb5VyDpVydq4sV1kstGi0Lx/WwHQ+BnyWYHIpzabbIerHJSF+ESr3T9fKyoOuhdXG2wHdeW2B8IMJf+cxBXjy7wvxq1W9ijuqcPOAHASu5OrIkcXA4jioEeOyYCLsTbctlOVcnaChkEgEqDYvVfAMPX2dppD/Cu9dzLKzXGOuP7igL1ZoW3351gZ97coy3r2wwNZLgx28vYbvQMUs02tYOyYBgQGGoL8wbF9co1jpMDEV551qeXLmNZTusFZskozqJiMHN5fKubXU9j8X1GkIITh9MI7oilrLwp6mAn1rRORJQ6U+FWc3X912mPxUmsk9J13NdjO5v4aMOfO43PM/bcrZ/WAKfHh8NQgjWyy3OXNnY8zdfrrV55fyqXzW4x8Dlg6DX89PjrjiOSzYVotHcX4hO4IvVRcP6ln5Nx3IIB9Ut9/Cp4TjLG/VdgQ9AOKDSbPv+XG9eWicV1wnu0SfiAbbrsZKrI4RgrD/K2asbXLiRJx7WmRiMMpgKUSi3eP3SGrq2xzo8j3BAYSAT5c9+cpOhdBhNlbYCLtfztnpCNopNNEUimwwQ1FVePrfKY4ezuK7va3ZgNMHxqTQvn1tBVyXGBmKcvbbBQDrIYCbEQDqIbbv8+U/mmF+voyoyjxzqI36XJuA9vwfXQ1clYmGdF99Z4ZV3V5hdqTC3UuH1C+t857UF+lIhVMUXcLwdy3a5Ml8kEtYplFs8c3IIRfbtRyJBbatXKxHVefRQlrnVKomowdHJFLGwzmq+cdv2+P5ld6rbL63XqDXvrTfnvSKAUwcz9CWCe77flwhy6mCmN5ndo8dHiON5XO4q4O9Ho2WxnGvcszTLB0Ev89PjrsiyRNu0Gc5GWFiv7b2Q8PttGk1zx2h9rdHh4GiCc9fzZJMhXnpnedefJqM6rY6NLAt0ZC7PFTk5nSYdD9Jcq+4aZdZUmdV8g+G+MJGQxpX5op9WXa9j2b6ScyJisFbI84lTQ3tubkCXabQsljYaZBMhjkykuDhbQBJiyyEe/GArV27x9PFBOrZD27TIJII8d3KQg6MJ2qbNlfkiRybT9CeDXF0osbBeYygTYmYsSb7cptaw6EsGOTgS59hE0tcSeh9P07KAZDzIX7w+v0sg0cOjXO/ww7eWeO7U4L6qynMrVWIhjf/wncs8d3KILzw9znKuTrVhMj4QZTgbRiC4NFcgHjb47BNjnLuW493rObYLvESCGpVGh6WNOofHEvuWEFzPYyXfID6W+FC8u3RZ8OTRfkr1DjdXKnQ6DrouMzkYIxHWH2gfqh49HgaaHZtSdW8Loe0srFUZ74/8zDIyveCnx10RAvLlFkcm/ZH5xfXajoBElgQHR5MEDIWNUstXFu4+7BfKfv/NkQkPSfYb3raTiPi9PvOrVQbSYQqVFpbt+gGI5zGUCbNaaGz1k/QlgrQ7NomowdPHB3n7ym6hQPBvuh3LIRZWUeUoyZiBLEGrZVNpmrQ7No22BZ7HlYUin318DMtyubJQZPu8uywJDowk6EsE+PqPrxPpavH4Ojf+vxsti9fOr3FlrojVHftezjVYyTXoSwaJdrM84YBK2FD3HQ2/G8Hu8b098IFb/meW7StSR0K79YLAzx7ZtgueYGmjzkquTn8qRCSo4rge528UcBwXVZHRVImby2WuLZaAnb5ZqiLRMW2sbWPy+9E2nbuLM/4UyAIyUZ1sPIvr+RpEbtelvEePHh8t9j3+Fm3bxXV329J8WPSCnx53xfMgoCncXC5zYDjOzHiSpfUaHdNvrh1Mh2ibNmcub3B6po9We2eZY3G9Sl8yyJGJJFfmi5iW2x1912h0FYQd18NxXYKGupU1arQtArrC5GCMRtuiYzo8c2KA/mSQZjvDta7g4V4MpkMcnUxRqpqsFpq8cXmdcFBlfCBGQJMYH4ph2b4Fh+N4vHV5ndFslMnhKAtrNdqmQ8hQGEiHCRoyl+eLhAMaJw/2ka+0OHctx9xKlZChMtgXZjgbIV/Z+XTjAevFJuvFJkFDQVVkPO/9N1k2OjaNlokiS9i3BVC+pYdAUSQaLZv4PiPJqiLh4QednufhuB7LuZ09M5KARNRAkSQq9b1LnablENRVdM1vJHfvENgEDeWnbmS8G5uGtwB3Vv7p0aPHzxKla5p8t4ckXVO2vBd/FvSCnx53xXFcRrIRri+VWM7VkWVBPKwjSwLbcZlf9Y1TB9JhDE3eZaQJfu9MKm7w2KEsV+ZLdCyHmyutHerAy7k6M2NJDozEKXctLVodm1bHJhbWefbEIAFdplRt4yIIBxSOTKQQAtodh41yC8t2GO2PoCgyV+b94OjaYnnrM147v8YzJwa5MFvkC09PMD0SY2m9TqXeYUmqsZpv+D0kAjZKLd69nudXPn+I9WKLUwf7OHctBwJkScKyGnQsm0K1hWm5PHVsgLev5NB1PyBwXJdmy0IIwUAyRH8qyE/jl+m6frPwcF+Y1Xxjx9SEwA8m4xHdb8zORvZcx8RglOWNOocnUlTqbVRF2vF9CSAU0BjuizDUF+bGUploSMPrNmbb3e+r3rIIBVRG+yJ3lkmQBIPp0IdS8urRo8f9T8hQSMUD5Eq7ez23Mz4YRf4pJ0DfC72G5x73RCSoMNofBfwn7FK1Tb7colzrbJVcTkyn7zhmeGW2xORglIFUiGrD8v2WuiakkuTf3NcKDT731ChHJpKcmM5wZDzF08cHefrYAK22xc2lCp7n8eSRLG3T5fzNAueu58lX2syMJTg2lSKbDPHu9TyKInF9W+ADvn3GT95ZIR4xeOXcMp9+bBR5c6yXW/1Es8sVljbqHD+QoVrvMDMa57Xzq+iaTMd0iIU0OqaN1/UAa3YsOpbDwbEY1XqHfLlFo2WTjAUYyoR55sQg0feoYnw7myKMAU1hrD/KSDZCMmqQjBoM9YU5OBLHdTxiYX1XZgjA0GUOjiZY2qjx9PF+Oh2Hsf4II9kImXiAbCLI5FCMTNwgHTOYHIqxVmiynGuwWmjQaNmEAuqWK31Alzk+nb7jNo8PxojsI3DYo0ePhx8JODSe2HMIY5N4RCebDP5MH5J6V6Ue94Tw4PhUGlmSWNyo0u44ePh6LiFDYWokzuRABMv1sCyHtuWgqzJC+MGSaTvMjCYIBxV+7UtH+caLN3jj4jqm5SAEhAxfjfkzj4/SnwwSD/pTY5W6Sa3RYbXQQFMkxvqjREMar19YxcP3GprKGsQND89rE8zGMB0YG4hyfbGEpslYlrPDtsJ1PW4uVehPBYmFdX7lC4d46ewyjutxYCROo2VRb5kMpsNMDce5ulBitD/CYMbPbPUlgzRbFkFDxdAUQoaKmvaDpudPDzKUiSDLErbtslFqkowaHBpLbFkmyIpEtWXhOr7idECTdmVPAqqDaJX82pkaxFQiyJ7LSDbKpdkCsgRh41YgIgk/+5NNBolHdCzHIZMI0GxbKJJEKh7g1ME07Y7NV16YZiCp88Vnxvnx2WXwHIK6Ang4jsfkcJyDowmW16s8fjTL9cUysZCOocs4noci/GDr9MEMlu2XzuZXK3RMB8f1A1o/QItwaCy5Ve+XZEHb9L8LWRIYqrSvL9jDgK9r5PoeakJgaD1PrB4PL6Jb2mqaDl7XI27TLDcdMXjiaD/vXMvR2NaqIARkEkFOH+x7X2KnP9X2Pggih+vr6zz//PO7Xv+d3/kdfumXfolLly7x27/925w/f55kMsmv/dqv8bWvfe19f97DKnL40yIENLsNtUsbdVodm2hIYygTJpsMoHWd4Yt1k8sLJeZXq1i2SzYZ5OhUimrdZGm9iq5KTI8kcfBYXKsjyxLhgEK747C4XsX1PEb7YwykQxQrbc7fzON5MDkYZTgb4XuvL7BRbPDMkSQZUaY8f5VqqeIHQ9k+Jo4fp0CCf/H1i75re7dk47pet2QlCOgKz58eot2x+MLTEyxt1Jlbq1Eot4kEVV/RNqL7vmKqxNkrOc7PFmg0LYKGQjJqoKsykZCGIgnK9Q66pnB4IsnrF9apNjrEwzonptMcHEuQLzaYGU2yVmpx9mqO2eUypu0QDeucPNDHzFicgCxhKA6iMEfz2uu0V26A66AksoQOPI46OEPRDvLSuRXWCk2KtTadbhCqa77vVyZu8NypIWwHFtar1BoWquJbToQDKpl4kHRUxbE9PEmwVvS/y/ViE1WRmBiMEY/oXJsvUql3GB+OU6q0ubpQplRrY2gyX3h6Asf1OHctx1qhQV/CVwBWVRnTcjAth+G+CP3JAAFVxvM8am2HmysV1vJ1X+FZkRnORhkfiGwt8zBhux5LuTqzK1VaHV/oMh0PMDUcJxHW9uz9fliuE/czvWP84eAC66UWN5bK1FsWgYCKJktMDcXIxAwE/sNAx3Ip1TuU6x1kyf9NRAPqByZH8dApPP/oRz/iN37jN/jud7/bnRrxiUQitFotvvjFL/LpT3+a/+6/++84e/Ys//gf/2P+4T/8h3z1q199X5/XC352I0mCjXKb1y+uYlouAUNBFv6Tbcd0CAVUPnFyiEKtzZnL6ziO30ysKhJDfWFePb9K2/RvitWGSdu0cR2XTzwyzFqh6d9Ii82u91eCfLnN0nqNT5weYmnD14qZGo6yUWpTrLT5+cezsHSO2ctXu15jEmpXq0eVJZ781LO8WUrw7Tf80frtPy4Pv1T1+afGGMlG+N7ri5y9liMZNQgHFVTZt4OYmUgx0hcBz+O1i6u8dWnj1vHoKhhLAlLxAB3L5a1LazxzYogzl9f9iTXHpWO5TA5G+X98+ShCkvj337pIa49prbFslF/9uTHk+Tcpvvx1cHYvE54+jfHUf8O1nMNL76ywvFHbmoKThGAgHebZkwOM90c5ey1HodxC6Xro2LZLvWXiuR6HJpJMDsZ5/eIquVILTZXQVQXX8xWpF9ZqnD6UpS8R5L/86DoLazUMTUZTZX7h2XFWC01++NYSfYkAuiZTrnVwXI9YUOP5R4cZy0Y4e2UDXZN59uQQluXw2oW1PU1IQwGVp48PEDGUh2Y6y3Q93ri4Rq60e7xXkgSnDmQY6w9ze+/7w3CduN/pHeMPHhc4dyPP3EoV8M/xQECj1TJxXY+DY0kOj8a3rsGbwxnw0wud3s5Dp/B89epVxsfH6evr2/Xev/7X/xpVVfkn/+SfoCgKU1NTzM/P84d/+IfvO/jpsZuW6fDWlfUt/ZjWbarJjZbFQq7OtfniVinD8zySUYN3bxQo1XwriNVCA1kSmJaDrsm8eHaFG0tlhjJhADRVomM6W9o9P3p7iU8+MsKV+SKtjsPSep1oSCXSWuXC1Wv+58DWiLmqSjRaFmuX3+XYsWd4JahRbZq7HrRjYZ1MIsir59e40VUoLlbbZJNJhvrCzK9W+NMXb2LaDk8eGyAa0Hnu1BBvXFyjbTo4nj8lNTkUo1o3Wdyo0zZdArpCtWHuKLPdXKnyJy/e5KufmkJWJNgj+NkoN5DLy5Re+caegQ9Ac/EKuYFlLqwqTAxEOTKepNrw9y0W0mibNpdni7RMh3ypuUvZepP1QoNayyJf9m/OpuViWv5Ul+l4NDs2F27mUA5kWdrwJ8HapkM6FkAIiW+/Mo8k+ccrEw9sBWCVpsl/ffEm/+0XDhMNaVQbJgvrVZbW6/u6rzdaFm9fzfHs8YGHogFRkgWXbxb3DHzAv9i/cy1HImr0eqF6PPBIkq+vthn47MXV+SLpmEE2bmz1h94POZcH4npz5coVpqam9nzvzTff5IknnkBRbl1InnrqKebm5sjn8z+rTXyoEUKQr7R3BTzbiYU15lYr1LctIwQYusJK135AIMiVWhiaQqHrv3VjqewHE66HpkoMZcIsrtdwPV+TptW2qTVNYmEd1/V9oR6fjrB2/QqaKvu9I5pMQFd8ZWPJzwA5jkdx9ipPHN67Iff0wQypqEF/KsgnTg3z/OkhnjkxQDyq8+1X51nJNyjXOzTbNgurVWZXK1ycLfLk0f6tcczN7fPFD23GB6Ks5uvc/jAjgDNXNmh1/FH+TSQh6E8FOT3Tx5efmyBf6cDISeTw3s7aIjPB5fPXcNt1ljbqXFssUWl0aLUt5lcrrOUbtE2Hs1c29h11B4iEdc5d2++3sRm4Ct69kWe4L7z1zuNHsrxxcW3rvx3Ho9U1ct3OW5fWGeoLo2sytYZFodK+owp0sdKi+iGpQP+saXQclnP7CIF2cVyP+bXaz1TNtkePDwPLcbm+VL7rcteXynj3mdb6A/HocfXqVRKJBL/6q7/K7OwsY2Nj/Pqv/zrPP/88a2trHDx4cMfymxmi1dVV0uk7T6Psh6J8cHHhZhruXtNx9xuyLLFevLP0eEBXWVoq43oeQV3H88DQZMp1fxpMCIHneXQsG6fbf2PZDh3TQeBnAAxVQVFkitU20BXGkgS5UpNYWKPetMjEA/RHJK6s54kENRzXw7RuCe1pikQkqAEe1XyekZPKjp+cEPDpx0eJhnR+eGaJn5xbodNxSER1PvnICPWWia5KCPyRSyF8P7GgoeC6Hqv5BiN9YebX/Buc7biYHRdVFpw6mOH7byzs+RO3LJeljRoD6VA3AJQ5Np1mNd/gtfNrFHJF5JXzxEIyB8aeZjCzijN3lu3NIVYoQ/H6KvJ4ltn1Dh5+/1IkqJGKGeiqhG25rBYaHJ1M7ft9CSEo1fyeJOU2CWQFCV1TaJsOlXqTwXSYxe6+JqIGs8sVEP4Tn+v5wV88ou0QXlzcqKEqw4SDGuvFJo221R2X3/9pr1Rrk4kZ98UT4U9Dp2lh2e5dA5tCpYWHQFFuLfegXyceBHrH+IOl3bZptKwd5/vmv7e/Vm2YmI5L8LYHpY+S+z74sW2bmzdvMj09zd/7e3+PcDjMn/3Zn/Hf//f/Pf/H//F/0G630bSdPkm67qvbdjqd9/WZkiRIJEI/9bbfTjQa+MDX+bNC01UCgf39qDRdQZZlhOdhGP5ymxkBVfH/13ZdJCEhgKFMiGwyxMRQbGtZqztuvv325/uwC4SQmF2t8MzxIYRwMDQF03Z2lVNc15+g6pgOqiKTjOpkUyGK1TaGKvOpx4ZpdRwuzRVwXc+/aXcnEl56ZxlNlXnu5BBvXV7vNgoJPDyabRtV8Rv2jkykWNzwe8IUWWIgHSIdz3Lm8jq1lsVe0Y8/9eAhCYGuKZw8mOHM5Q3Wi772hSR0PDwqhTJnShWqB8c4NHoMb+k8dI+J5/rHUPZAUW5dRBptm47dZCQbRlYkVFlGVeR9vy9ZllAUCVWVMfSdl4DNUmWxO60hdZvY/X0QbHZJqLKMaTuA39slSbduJkIIZFmiLxnCtF3K3Qufpsjomryjb28TXVeJx/f26HqQqHWcO/5ONtF1lVBY35rW286DfJ14UOgd4w8Gu9TECKh79uvp+q0st6pIBAIaiej+GemfNfd98KMoCq+99tr/v70/j5Lrvuv84df3brXvXdV7t7qlbkmtxZIs2bGT2IkxJmFghgDDDMR5hngYtpnwTCCHJJwAk3DIYRIwnIEDmTxkzvMjwQ8/CMwM/AKTxGT3KluOJWuXelPvS+171b33+eNWl7rVi2RZLbXU39c5Okdddavq1qdu3fuuz/fzeX9QVRW32wnc/v37uXjxIl/4whdwu91UqytdaJdEj9d7cydTy7LJZjc2ZHozqKpCMOghmy3d9GiDO4kQgpBXZ7i0/mDTnAqRgFPnUWpsV6kIuhIB6qbZ/HIYmtLwmsmTK1YZncxQrVtEQ268bo1YyE087GFyvoAQNjY20ZCbWt0ik3fqVIzuCIFwkNRietV+BLwGHrfG8GSG++/fS3tHC//hX0WpVk0UVVAo1zl+eppE2EOm6PxisUy7sURTZWaxSHvMR1tDMInGGItytU6+WMPjqtFyuJP3PrwDy7Jpa/FhmRZff3nMcUpeK3EhnFqm9rifk5cuk4h4GJ/NrphGXjAVIv4wtXIe27a5eH6U9of2EFAvYNcqTkYkv0A4HicvVGr1lUuQtbrJ9HyejhYf4YBBqVxrfg7XYppufC4N27LW3Cbg1Zs1WelcuZmNyRYq9LQGGJ5yvJZs28bt0pwRF8vcG9tbfLhdKmdHk1i2zfhMFreuomnOUNZY0M21iRGvSyWVunVNBncKBZt6rb6m0edyWiMeKuUq5eLVH2h3+3nibkDG+NZi1S1UILfsPKIoApdLp1KpNQuavSEPdt3c9O94MOi5twqefb7VWZiBgQG+973v0dbWxtzc3Ir7lv5ubW296dfcjE4A07Tu2g6DeMjdmOe0duFqOlthd1+MC2PJ5gFvWTbVmklrxMv0onPQP3igjbGZLKcuLdLd6qevM8TFiTS2bTOzWKRSNRnoiTCzWASccQ2xkJvzo0l0VfDquVkeP9bN3kP7OfHdF6iVnHi6dJWWsAe/R2d40nGcbh3cS7UO1aojFDy6xsxCAaPR/eQ1VNqiXibnV34hz4+neHBfKyNTGUzLJugzGJ12CvqKlTrJTImXTs+gqoIffKDX+bIbWtPjxrYdDSQAoTiuzEd2txLw6Az2tNAS9vD8ySm6En6iITctIS+mbdHWfwjSCTJTEyTn5rk8meFIrAdz5iK1uoU9d4k9Rx/i6xdMbHt1jUy+WKNm2hzaFWc+VVy3kyJfqLCvP8ZcsrDmLzZVQEvYTVciwF8/e7Gp504PL/DQgXbGZrLUahaqquB1aWQKV098AnhgqJXnT05xfizFsaE2wn4XxXKNas1kPlWkUq3THvM1E2ThgIuAW7trvxvL8egqbTEfY9PrF4AKAb2tAWrrfJfu5vPE3YKM8a1BUwS97UHH+f4aLMtunoP6O0LYlk19Cy1rb/mFz4sXL3LkyBFeeumlFbe/8cYb7Nq1i2PHjvHqq69iLuuQefHFF+nr6yMWi93u3b1nuHZlwutSOTQYR11nTLbLpdEd93FwoGXFYxfTJQ7uasHv0Qn4DMJ+NxfH0+iaYHIuz0BPhL6OIOXGhSBbcEwNh/qjGLrCI4c6yTbGMOxsLJHNp0vQ0sfefbvY3RNhd0+Errifet1qjrJ49+MPMZp3808vjPPc61M89/oUXz8+zsWJND3tQcf7RoHBngghv0G5UsffcGBO5xzPHq9bZ3dPhErVRGm8qZDPQAiBS1e5f3crpXKNnoSfH3ygl4DXcDyLvBqRoIHXraEpCgM9YX7wwR5ePj3DPz0/ysSsM1B0d2+UQqnON1+9wrMvjfPPJ2Z4YbhMwdNG3/4D5HMlTHcYG8enyNPSSWd3B9HQ2hlNy7ZJRLzs7Yvi9RrNz9FtqLiMq1/1kN/N4cE4If86KWgb9vfH2LMjylB/lMEex/SwXDHxuXUeGGpDKBAPe9BUpRkbQ1N499Fuwj4358dSqIqgWKry4L42jGU1dNlClUK53ty3Q4MJNOXNnYqWnMG3Ckv7Y1k2e3dECQXWHiwrBAz1txDyvTW3b4lkK2BZNj2tAdpb/Otus6M9SGvUs+Xq+ba8z49lWfzUT/0UpVKJT37yk0QiEf76r/+aZ555hr/9278lFos1fX5+7ud+jpMnT/Jf/st/4ZOf/CTve9/7buo1t6vPj6oKilWLbKFCueIse4T8Bh5dbRT/CpL5ChevpJlPFanXLQxDdZyQu0ME3TqWDfOZMhevpFjMlLAsm0jATW9HiJppcuLsHCNTGeqWjcelEY946WzxMTaTY2Q6Q61uEQ26eXB/K/0dYVRFMDqTw7ZtWqM+Ah6dSt3i//N3J/nZJ3oR6QlmLp4nlUxRrZt0dbUzdPQIlws+vvvGAl6PjktXURSBWbcZn80SDXl4cKiVkckMiiIoVkwm5vMoQnB2dBEQ/NsnBpmYyxPw6CQzZQqVGrYNe3qjxIIu3G6diN9FNOjC59JQFYXpdInRqQxTCwUKpRrRoJuOuI/WmI/Tl+bJFpwRGP1dYZKZEt99bZJcqUbI5yzVKTjLJnatSHdEZ2+bSl/tEkZuCnf/EUTXAf75XIVQwEWxUufSlXSjcNYZVLqrK8LhPXHCbh1L2MwkSyykK8ymiigKtEZ9tEW9RP0GqoByzWJkOsv4TJZSpY4iBNGgm13dEVojHlRFsJiv8uq5Wb5/cZ5Upozfr/OvHxskm69y6vI8s8kSkYCLge4ILWEPuqYwNZ9HCKhUzIYRpk4o4OHyRIqJuTzVukks6OHo3lZ2dYUJerQb9vsQiiBfrpPOVbBsm4DXIODV0RoF9bcTRXHGomSKVYrlOpqqEPa78LtVilWT4ckMV2Zza8Z2rZTb3XKeuJuRMd4c6jaMz+YYmcpQLNfwehzz176OEF1x323LstxzJocLCwv8wR/8Ad/97nfJZrMMDQ3xkY98hKNHjwJw8uRJfvd3f5czZ84Qj8d56qmnePLJJ2/69ban+BGMzuW4MJZc4Q/jcWkMdEfoaw8sM6kSFKv15pgCr6GuuHgJATaCYqWOjZMR8Bgq5ZrFs8fHyRVrCOEUCy+1r4cDLkJ+lzNo0zQZ6I7ytZfGOHFu1hkGKpzlo739UX744X6ePznJ8ESGgwNxdrcb+DUL2wbV6+ONsTz/+zuX0RQFj1sjX6xh6Ao9bUEW0iUWMyUePtBBwKuTK1ZJ56qAjculkS/VqZsW+/tjnB1dpCXkQRWC+UwZXRXs39XC6HSWUrmGadkc2pXgwK4olg0nLy0yPpulUKo34xD0GYT9LsBmNlliYj7Pkd1xTl1e5LXzc4Azr6s16sWlKZg2FMs1DBV+4t27ONAuKJZqjBe9vHx6hoDHMQP0ujXCQTeGriJwpqwXy3UeGGoj4NGZTBb4xitXmJrLozROBrbtDDb9gWM9RLwqpunUQJSqdWqm04jqMVSUxtIdAqaTJbKFCpqmNrs36nULv0cjGvJSq5vMLBa5dCVFqVKnXDMZmcoS8hns2RHF79aZXsijqQqRoFPXJRSBpgj27ojyZno/qpbNqcsLTM8XmrPLBBAOujmwq4WY37h9RokCZlIlTg8vklu27GfoKr1tQfb0htFVhVLNpL5WbNfg7jhP3N3IGG8eSz8GapaN262DaaGKW29kuBH3nPi53Ww38SOE4PJUllOX5tes1wUY6o8x2BVau6B3zecE04ZsscZixjF8C/ndTC/kmZzLNZe5lmPjmCAeG2rj7GiSb52YXLWNqggGukP8zA/t4Uv/eIbejjABr046V6Ej7qenLcCzx8cZncrgdevki7UVbfA7u8JcHE8R9Lt4YKjVcZe+vND8goZ8Bo8d6+HKbJazIyl62wIE/QbxsIdYyMP4bK5R+KzibVzY37a/ncVshW++Mr5iXzVVwdBVpubzvOfhPkYm05weSfIvHu7jpTMzXJ7INLcNB1wEvDrFcp1soYqqCB450gW2zeWJNA/ua+d7r0+xsyu0brtof2eYQ7tizOcrfOF/vcFcem2jvcHuMO9/7xA+bf11I0URTCWLHD89c9VF+hrn1qH+KJqmcurC1eOmalrNmiuA+/e04tYVFjPlFc/v9+g8ergLfZ1l1GupW/BSw5F6LQxd4eGDnUR8a3ee3ErWis217OgIct/OljflbLLVzxP3AjLGm8+djPE95/As2VxK1Trnx5Ib6pqL4ym64v4b8mkQQpAr13jt/DzJxrIMOEsWddOiryPEYrq0YsCdsx8mbTEfM8kil5ddQJdjWTYXxtNMLRR432MD/N9fv8hCqkjAZ5ApVCmUqszMF+hOBFjIlJrCB3DarnMVulsDjvGiLUhmyyiCZgt3T1uQbN7pwHnoQBs72kOYls3lyQzfeGWCQvnqPvs9OocG47gMjQvj06v2VVUElaqJZducOD9Lb2sQcNySTdMmHvE0L+Z10yJXrGJojnFjd2uA6YU8O9oCAFyaSPHAvlbOjSTZ0RFYMRrB3Vh63L8zilDhhZPT6wofgAtX0pwdWeThfa1U1ym6rdYtzgwvrntxByiW64xNp1YcN5qq4NJVKg0LglOXF/iB+7tXiZ941IvLULBuYLCpEIK5dHFd4QOOS/W5sSRvG2rjhhX6TXIjsRmbzrKjPUTYK2t7JJKtyJYveJZsLkII5tPl5sVqPWp1i9lk8YZcaUtVkxdOTTfrUZawLWdq+PMnp0hEvSueSyiCVLZMPOJlaj5P8pqLZfM5cFyjM/kKZ0dStLd46W4LEA26WUiXsGzHC2c6WSToW110OpMs4HFr7OyMEPQbVGsmHXE/fe1BfvCBXkJ+g5OX5hmdyjIymSWdq3BmZJEXTk01hY+uKSQiHoI+g3NjKU5dXmDPjgj372klvKzQ1abR9qlrTM4VUFSBpyEepxfyeFwaO7tCRIIu3I2lQ2f4ZYhSpdackg6wmHFmnR3ek6AzEcTn0YlHPOzpi9HfFUEoCufH0symKoxOZ1aZF17L8TMzK9y4ryVbrJEtrG9t4DJU8uU6M9ccE2qjtmWJas1kIVPG77kqAlRV0NceuiHhA04cRxojSDZiPlmkUFn/Pd0qcqWNYwPO0tboVEaa6UkkWxSZ+dnmCAH50o2NFsgVqw2DuvUvWqoqGL2SXZXVWcKlq4T8Lkanc0SDLhbTjsixLZt63aIt6uX516ewbJwlJ5+BqjgZmkyhSiZfZUd7gAvjKUJ+N/OpEooQ+HxO/c70Qp54xMvodBafW8fj0ihV6qiKaHYlVWsmsaAbIeDQYJy2Fh/j01mGJ1LUzKsmiR63hq4rnDg/11y+WGqpn14sNJa/NL756hXedaSbM5cXuG93gvGZDAvpMrWaSSjgJluoOpmdQg23oZHKlUlEfUwvFDB0p0i2I+5nNlkk6DUYnkpTqVkM9kSaZoPgdLktZsv8wvsO4B9oYXK+wOmRRapVs1nsW6qaTM4VaIs6GbT6Ol4m6VyFcs3EWMNkTwgoVjY+JnRNIV+sUqmZKwWubRPyGVRqZnPfc6UqEZ/TfaapCod2xwn79BuuBaibFqXq9UWNadmNGW+b5yIrBOvOTLuWfKm2IvMokUi2DlL8SDD0G/t1aujqdTtqyjWLidn1ZxvZtk2w0Ybd0xaiXrewbAj6DXb1RGgJu9nZHWZoZ4xsvkq1buJxaezpi5HMlkhmyvS1B3npzIzTfda4wFq2TbVucWE8zaNHurh0JU22UHGyELazVFGtWwjhFHHv3xnn5OV5MnlH0AmhsKcvxqUraZLZcrNQuVCuUa7U8bicMRnxsFP3s1SzZNs29boz5BNF8J3XJnjsaDfZwjzVmkndtAh4dbKFKoauYFoWo9NZhnZEmU0WqNYsanWLxUyJqfk8iYiHmmnjdWm0RX28fHr62gCCLVjMlPn+hbk1BUSxUmdyIU9bzBFYa+Fxqc0ZZas/IzC0jQWEZdnNJbq15HAi7CHgNUjlyvg8Ol6PTizsdQSt58aFDzQco2+wFV7d5P5323aE342gaY4NgLnJy3ASieTNI8XPNseybBJRL6oiNqxhEALaW/zXvWiZptUYe7A+tm0jbJt42ENXiw8bG5emcnEqQ7lmUSzXee38HAuZErW683ouQ+WBoTYUIBRw4dbVZr2KpgpqdZNo0M3oVIYL4yneeaiT71+ce+0UUwAAV9ZJREFUR1UEqVy5WQQb9hv0d4Y5eXmelpAXn1tnZCpLoVzFpWv0dYQoVesMT2Ya7tKOcWKlZuJ1644YWlYnU62ZBHzObCtNEZSrJhcn0nTEfYxOZSmWasRCjuuo32M0BnjWKJQd/5vzYylawh5mFwuE/M6Smcel8faDHVy4sroOq6s1iM+jcfLi/JqfRbVWZ6A7zJmRJHXTWlF/s5x9/S2E/Ab1ytqfVdBn4DbUNQvTwcl+9HX6iG0wj8tjqPjifo7uSRD0GOiqMy/tzfZY6KqgqzVAJr/xuJqQ34XXtfmzg64XmyX62kMrnK8lEsnWQS5ISwi4dTri65tUAbTH/AQ919fKiiLQbqDOQdMUBDaqAE04QzLdhsbff+cyiuJkUpaED0ClavLc65ME/C5qdYvWmI9MvoLHcFq/M/kqSiOrc2U2z5XZLD/0YC+7e6N0tfrpSvg5vCfBv358N8OTaY6fnmUuVeC+wTgIKFecguNktsyjR7roTPhJZioI4RTnWjb4PBqp3MoLsGWDpigEfHpjyQXGpnPEG3OqLNtmMVPiHYc66W0LsKsrTGfcT6lcZ6gvyr/5wUFnWGuLj2NDrezpjfLooU5GJtOksitfSxWCB4baqFRNktm1i39T2TKHdyfQNEE6W1lRa7NEyGdweE9iXeEDjqnljo7Qhp+hQLCrO7xhd1Ui6iXkNd5Sy6tl2XTFfavmkK3cFxjsjaDfhhobr6E2Z9KtRzjgJhp03b7We4lE8qaQmZ/bhONnA7ZwLpZbaq6MbXNwVwumZTM1n191d3uLj/uHEo2ZDQK1MdF7abnDsm1UIRpDRZ3Oo0sT6Q1fMhH14jW0ZhbAtmFmsYDXpZHMlunrDDE6mSEe9TULaNO5MhfGUjx8oJ3pBadweXw2h646HjQL6RJtLT4mZvPMp8tcmcthaIJY0E0s5KGnLQjCJlesMtATJuR387+/fZmphTzVmklvW5B0vsyZ4UV+6G07eOX0NF0JP3NJZ+yGpioYmoLi0RsT6k0MXcXv1RnojjAymW24KWuE/S562oKkMkUGemIc3tVCoVxnptNZ6vN4NKYbZoi6KnjigV6G+iIsZCr8z29dXCWyXLrKu+7vZmdngEy+CjaE/AZul44AKtU66XyFStXEtix+9B39fO/7k3jcGlGc+FWqJl63yk89voe2kEF9g9IVy7QZ6A5TrVmMTKVXXcQjQTe7ukMYmoJt2UzP57FxjAaXBpfGIx6ODCbe1C8sZ1q8kx1UVdEsiva5NB7c38YrZ2ZX1ZOpimBvf4zOmO+2eIpYls1AlxOb4cnVsQkH3BwbasVQhRQ/EskWRfr8rMEt9fkRkC/XmUqWmJnPYdvQGvXS1eon4NK3lOW3BWQKVcamsxTKNTwunYHuEHXLZmw6SyZfwbIF7TEvfp+L8ZkMk3MF/F6d1qiX/o4QYa9BvlLju69NrttBpqkKbz/UQcR7dfq1oip8+VuXyBSqnBtN0tMWYH9/CxPzeSZmc9g4k+B720J0tHi4NJHl8kSGK3OOg26tbgKCcMBFW9RLKOBiV1eYxUyZlpAHl6EyMpVhZrHAoYE48aiXv3n2PMWKyZ7eCOWqyfRCvjG9XWFXd5h/+c5+SqUaFycyLGbKFCuOJUC2UENTBQGvgctQ2d0TpjvhZ2w2T7ZQZSFT5h33dTCzUODoUCttMR8uAbqukCzUGJ7M8NqFeSrVOq1RH0f3ttIR86DYjulgtlRjYr7A+bEkpmXTHvOxe0eEiE8HC0p1iwvjKabmC8ymithLS4iJALlChcVMmXDIRTziI1+ocXY0iaLA3h1RdnWFaQ27121xX40gW6oyPpMjV6ri9znxjficZSzbhrptM5cuc+ryArlCFZ9HZ//OGG0R7w0LACEEpZrJzGKB8dkclmXj9+j0dYaI+F2O+7XibLPQELaW5Uyg70r4CbjvxHfpamwyhSq6rrCjLUg04GrG5s0gPWg2Hxnjzedu8fmR4mcNbpn4EYKLkxnOjyZxufWmORw4RZOHBhN0x2/Pr9U3w9LBYwOnR5JcGE8CUKlbFEt1OhJ+XnpjmmjQTbVmUqmZ+D0GHXEfu3si7O+LspAtc+Lc3Kpf6R6Xxn2DcdqjXuxl79sW8E8vjjObLJLJl2mP+/ne96eg4QQNTtePZdn8zA/tIZsv0xbz83/949lm27GuCgI+R5D828d3E/TpjM/m+MbxK0wvFnAZzgTy/Ttj5Is1gj6DWt1x4D11eXHFfroNlYcPdvDDD/eiaypff3mcM5cXUDWFqcYgVAHs39XC/XviXLqS4cT5edK5Mkf3thIOGFwczzAxl+fYvjb+7RO7yebL/O9vXyZfquH36AgBddMmV6hweHcr7zrcid4oQlYUBV1XmtPTa7XGSUTA+FyBrzw3QqZwzbKYKji6pw1DVzg/lmKgO9xseRdCON1ZVZNDgwmn1upNfPVVVUHTBMGgd8VJrWJaHD8zSypbJhRwOVlBCzL5Cn6vwQNDrfhc6gohoCiCqmmBDbomEAiS+Sovn55es5Oquy3IoV0tLHXvCyFQm+LCsU+4kyx9X4Rwzh03e0aVF+bNR8Z487lbxI9c9tokhBBMp4qcubyAWKOrpla3OHF+Fr+ni9AWM0IzTQtFEYzN5jk/5ggfy4bp+QIHB+J889UrFCt1CuUafe0hqjWTfKnKbFKgCoHPrbOzI8ijh7tYzJaZaUx0j4c9tIQ9eHRlhfABUIQgEnCRylUY7I3yD98dWdam7WQpBKBqzmT3I7sT1Oomb9vf3uyWCvsN/F6DQrmOqgqGJ7P8/75+vnlxFMLEtp36pa+cH8HvdoTYudHUmnF44/ICu7qc92fWLd5+qBPLtBkJZ1EaBeAzyQLfe32aWt1iIV1qzit79uXxZubr+ZNT3DcQY3Q62+xOS16TFXv13Cx+j8477mvHrFlYlkWlsvrEkcpXOXlxnpDfRa5YXdFKbZo2r5yd5e33daBrCn6vztjU6uniJ87P4vd2E7qBGq6rz20hxMqTii3g+xcWWGgYKl7rzZTOOQL4oQNtqEIgFEGuVGdsOstssoBl2/g9BoO9UY6fmaa0Tgv5lZksHkNlf38Uy7QbHXZb5wfDllrClkgkN4QseN4kTNvm4nh6wyZX07QZnsqsKY7uNDXT5tKEIwqEcFyJ/V6dmWSBYsNIrm7aZItVXIZzEc0VqlTrFpcn0o6HjCroiHo4ujvB0d0JuuN+3Jqy9i9j22ZnZ4j9O6N4XRoPH2jnwX1ttLf4mhOzVVUQ8roolmpMzOWJhTy8fnGe1y/MUa9bVGsmlybSBLw68bCHXLFKe4uv+RItYQ8P7GujK+Gno8WHritk8pVVrcua6jhR1+sWqqJwcSLNYrbE8dMzzKYKHNmdQNUUvn3iChfHU6SyZeqmRWvUy7uPdnHi3OyKJb+WsJuLVzLNmV/r8f0L82QK6/vrCEVweSJN3bTwuVXaW3yrCnxNy+LyZIZ33NfB1Nzq+i1wjruRqfQNGVZuRK5YY3Zx4wzpQqZEplBDKIKpxYITsyspsoUq+WKNbKHC6eEFRqayG35XxmayFDco0JZIJJI3g8z8bBLl2vodOcuZTxUp10xcW8wJtlipO4W1OFmsbKFCa9TLpWvGTuQKVVqjXspVp/C5WKlhaAqlioneGMJ5Y7+MBT6PTrlq8sq5OeaSRfTGLK7Dg3FeOj1DoVQjHnVETalS5/Jkhvv3JDA0BUNXiEd8zKeKXBhP8bUXx7g8lWFHW5D797Ri27CQLjE6lSUWclOu1PG5dVRFIRZyM7XMD0dTFcpVk5aIh0yhwuRcgb07IqRzFcZncsynSvR1BHn8wV7KFWcWV3vMR7ZQ5YU3pleNcmiLeRmZzBDw6fg9+rqmkplChXS+gj/qXfP+ctVkvpFlsW0IenW87qAzULRiOh5Gbp18qUquUKW2Qcp5LlmkXLMwbnC21rUoimA+XbohE7/phQJul8qJc3Or9snvNRidzpHOV9B1lXjIveYycKVqki/WcAdXu3ZLJBLJm0WKn03Cttaf3rwc07K3ZEfItdcf07IRilhVX3HtxW/J1sR6E8ZuQggyxSovnJomU6yRK1QxLZt8rsKLb0wTC7p556FOxqazlKp1dnWFuTyRJux38Y1XrtDe4uWHH+7j6y+PMTyZwbJsju5tZXIuT65Y47Gj3YxNZ3nt/Bw10yYUMOhM+Dk7miSTr7JnRwSXrlKrO91bS1mbXV1hZhaLmJbFchu/UqXOmZEkuqawty/mZDFKNWYWCquEDzjdSDXTom7a1xUbGwkWy17ZLm7bTvt7wKMT8DjF45XG/LLryc2rfjs3n/2p32Ctja4rjM3k1nxvQjjjSAAyuQphv7GuUeF6btUSiUTyZtla6YZ7CFUVuG9gCKjHpd0Wb5I3i66K5nKQbTvztCpVk6DPWLHdta7PLt1x/TXexHuqmRavnpulVKmjKYJwwCAWdJGIeGiNetF1lYm5PPcNtNDXHsSlq41iZedi2Nce4luvXiGdq2CajphUhEBRBANdIV47P8flyQwdcT9uQ2VmoUB/R4iQz8DGZmIuT1erH01VnFZxG3raAliW3ezqqq1RY1KrW8ylilRrJm5DWzH0dDmFUo1wwIXPo1PaYOlGFc5rrYeuKXjW8LqxG63htm2jCAj7XdfNtnnc+g07Fa+FbdurjoX1CPoMZheLa95Xq1mEGjPYqo3i87VYympJJBLJrWDrXXXvEbwula5E4Lrb9XeG0G9y6WEz8bk12loc48OlkRSziwV2doVXbBcNuik3LuiGruI2VFpjXnzujZOKQghMoFgzWchWSOYqKIrjIRT2u1AUgcfQ8Lt1fC6NTK6M26WhK46oPLgrTrVm0h7z4fPoXJrIEAm4EMIRCYVylc64j0TUx/BkhmSmjNtQEQIK5TovnJrmkcNdDPXFWEiX0FWnQLgl7OFt+9t4YKiV509OIYTzGU3OrS4cBphZKNAZ9xP2GySzazsQj83kObCzpTm81O8xCAfcRAJuQn5Xc3RGb0eQiH99QWGo4rrGg7qmsK8/1pxMvx59HUG0t1DzY9sQDbrwXOdzNnSFoM/VyJ6tJp2r0NsWaM5dW68DLRr0EHgTBdoSiUSyEfJssklYps3OrrBTILxOF0s84qHjNhmzvVlsy2ZPT4SFdJFSuY6hKfi9BpVqjd29Ec6PpRz/FSGoWxaKECQiXvwenb290VXdXCueW8DkQoFLE2ks26JYNhmdzhLyu4gE3AR9LrIFp66n+RjbqY/yuDVUReHI3la++JUzdMR9FCv1ZsakpzXA9GKBuWSJI3sSZArV5rJisVHnky/VyOQrjEymuW8wQXfCj6apVKp1KjWL4ckM58euEPQ7XkEtYQ/DV9KwxmKSKgSHB+PkyjVUBdZKuBiaYGdnCL9HJ5NzfHjypSqWDYbmDDZti/l45HAXunJ16fBaLMumK+Fnci635vIaQMBrcN9AnBdPTq0b/1t13Hl0R2idOLf2jDEhYG9fjIBbI+A1yK0xCd2ybUrlGkP9Mc6OLK45w2tJ0KnixpaSJRKJ5HpI8bOJeA2Fhw90cHYsSaZ4dUnEpat0JgLs2RF5S7++Nxu/25kx9cZwkvlkgWjQRSZfZbA7TE9rgNlkgZn5Ih6XRmvUS19HkKEdMaJBF/mKSaZQwTKdX/8tQReWZZMv15lPl8jkq7gMlUoNamaNSs1iMVOmUKrRHvfRFvORzJbJNgp3bcC2BZ2JAH1tQfwehfe/dy/JTImJ+QKlch3R8ARKRL1kC1WK5RrRkIegT6dYqaOpCqqqEPYbtLf46Ur4qJsW4YCbUMBAUxRmU0WuzObwe3UeOdRJV2uAtqibH39sF8+fnGZyLtes/ulo8fG2Ax30twcAwS/+xEGefWmc8+NOl5yqwMGBBE882MuOdi+6ppDqiXJ5Mk2w6og1IQTRoJsDO2NE/Ma6wmcJQxE8sK+ds6OLTM3nqTb8f3RNoS3mY6gvhs+l8PDBDk6PLDK7eHWy+1rHnVAExUqdat1ZMvMYKoam3JAwsizoavGhN/YnvcyVOugzGOyN0NXiwzQtdnaF1nQPB5hNFulM+GkJd5HLVymUlgrtoSXkYag/Rixw/dhIJBLJjSJNDtfgljo8A5quUrMhlSlh2zZel47PpW7JjM9aCAVyZaejSGksO6mqQqFUo1a3URTwujR8Lg0bm9Ojab73+iTDE2ksoKfVzzvu6yJXrDKbKjI8kaZas4gE3ezf2YKqwP95YRRdU6nWTGJhN5GAi0LZdMYl4GQIHjvajaEp9LaH8OmCbNnktQvz5IpV/umFUQRO91BXwk8i4gEbOhMBnn15HNOy6Gp16ngURRDw6gx2hzl1OcnJy/O0RnyUKjUiARdH97axoz3IP704wvh0jv/3vzlMS8BFuW6SzlcpV0zchkrIp+N1aY6Rl6JQqZsUy3WKlTrlSh2vW8fn1tB1gWXC6eEFXC6NTKFKrWZRb4wD0RpLfdW6xZGBlg2zZlc/E0GxYlKs1LDtRvzd2orHCkWQL9cpVRxhuPy4E0JQqNQ5P5ZiaiHfrJ8K+Ax2dTmO1dfmYNYzL1MaBd2Fct0Z+aGp+NzaChFlAW8MJxmeTK/5fnwenUeOdCFsm0K5jmnZuHQVv1tD2SYZH2nAt/nIGG8+0uRQchXbJhHxoWM3D4a7RfiA07nmNzT8xsrDxbWq4NXmuTdm+PtvX24uEAV9zhT1Z756jkjAhd9nUKrUKZTrZItVJuZy/MwP7aG9xce5sRQCQTzqZS5V4sqskylQFUFfe5DphQKvnZ9jV2eIH3qoj2e+fp6L4ynefrCDgEcnW6iRyVVI5yr0tAXY2RniymyOat0ZWmroRSbn8iiq4Mcf3cU3XpngzGgSQ1Oo+OqMTucYn8nx2oUFHj3SyY7WIN8/v8DZsRTvuq8d3RTEAy5YVspVr1soisIbY0n+8Xsj1C0LHfB69Wa2r7c9wOHdrWQKNU68OgE4he5ut94sTA54DI4NtVIo1/Aa1/9a2paNR1fw6K4Vt127jc9Q8S0rvF867vKVOs+fnFrlwJ0rVHnt/By5YpWhHdEbKgq0LGe2W9Cjw7JBqsuPcQXY3x/F79UZmcyQKzZcuTWF9hY/u3sjuFXH0dq45rjaDsJHIpHcXqT4kdwy5jIVvvK94RWVMbu6wrx2YZ5ipU7I72I2WcSlX70Ym5bNd78/wcMHOhiZyjqGipV68+IITiH1nr4o86mGxw02L5+ZYXI2B8C5sSRv29/Ot09MUq46dULTCwXCfheLmRIP7mtleDLD6LRjpDfYHebKnCN0FCHoSgSYaWT6lq7X3z4xyc/9q30EfDojUxnefbhj3fedKVX5xstjzZbtGqxY5tRUhVSuwmvn5xBCEPS7yBYqTC8Wm5PgNVWAAu3xfsQmZzqEIjg7srhK+Czn0pU0HS1+ohsUYL9ZFGBXR5CehJ9ixcTGdgrN3dqy1nuJZG02+3sh2V7Ibi/JLcHlUnntguOjs4SuKQR9RnO8BdgUSzWW27goQjQHdP6Lt/dxeHeCTKGCQODSVfbsiPADx7p54/IC6XwFVRG0xwO8cGoaf6PIeTFT5vJEmh94oIeBnjCGpiCEU0uyf2cLAZ/OgV0t9HeGcBsqgz1Rzo4miQRd9HeGWEiX1nRfPnFujgeH2pyp9dfUZglFUKiazGXKjM3k2bcrzs7O8Apht0TY72J0Oku5YRUwlywylyo1hQ84njlvXF5gbDpHqba5qeJCuc7MOq3ny9kM93HLstEUQdCjEfLoeI27Z/lXcvtRVUHVtFnMVZhcLJIsVKk1lq4lkreCzPxIbgmVusXkNeMUWsIeylWnTsg0bUoVE69Hp246yySmbTfrRS5PZjBUhX07Y42OL4N0rsLUQp7vvT5FtWbSFhVoqoLR8P0Z7Ik0X2tqoUA6X6Ur4ecHHujBY2hU6yY7u0L8X//PGQC62wK86/4udvdGOHlxHk1zBoBW11mXnlkocGBXC60x7wozx4pp8caFRaYXCiDg0mSaYrlOR4uPw4MJ3hhZIL8s82OaUKnUEUKAIhr1N1pzTMgSlmWTK9UYmc6yrzeyaaKgUjNvyDAwm680Pqtb87pCCGBrmnpKth42cHEyy6UrqRUdswGvwZ4dUTpbvLwJL1WJZAVS/EhuCYpQUBUFRQj6O4N0twYxLQufW6c7EaBWt0jny8TD3maRLgC2jUCgCEGlZjKbLDI8maFWt5pDQJcQQtAY5I2iOMtfyylXTS6Mpzg/nsLn1rFsi1jQ3RQ3lycyXJ7I0N8ZZnjKMT30uDSq9dUt2OD86jQ0hd62IFYjo1WzbF56Y4Zk1vEdioe9+L0G04tFZ6q3bfPIoU7++fiVplN0plCmI+6jpz1IsVQj6DVwuzRURTAy5Ux+B2d5T1cFE7M5+jtCuDbJ/0kRN/a8QghucNP1X0sRlGtOoXihXEfXBLGgG59LkxkfyboIIbgwkebM8OKq+3LFKq+cncHa3Upvq18eR5KbQoofyS1BU2Bvf5Sg32A2VeSfj49TrZk88eAORqayuHTFGTJq23TG/VwcT4Ht1Py4DJXOuI/Xzs8z0BOhpy3IyYvzK55fAF63Tq5QoVipMdQXW1EXdC1CwN4dMebSzvKO163hc+uYlk0uX6G3PUipXCcccFEzrTW9mHb3RujvDCNsk3rdyVJNzuZIZsv4vTqRoDNY9cpsjtlGPZKuKRzd28rbD3Xw3PenqNRMwgE3hq5x4twsI1NZzMbJOuDVOTgQJxJ0c24kSUvIg97ooqubFi71+g7hN4PbpeJxa+tOUV+iLeZFU8TNX1yEYHwuz9nR5Ir6Il1T6GkLMrQjesuySpJ7i3ylzoWx1Lr32zacGVkkEfVsubmIkrsDedRIbgnVqsnQjiizySInLy5QrppYNlyZy7KrO0ShXGdkKkvAb+B1afR1hIgG3ei6QiLiJRJw88C+VlQBnXHfquLXgNfAsiws22Z0KsMjh7vWNM1bQhHwtv3tDF9J8/CBDg4NJkhEvXQlAqiqwiOHu6jVTSzLmcbeFvXidWsYuoLbUGmPeXn0cDcjE2l8HheWZVGzbEamsmiqQizk4buvTzKXKqLrKobufJVqdYtXz85yfizFUH+MjhYf+WKN82NJTLPR2q4KFAH5Uo0XTk3j0lWG+qLs7AqRKzhO15upCTy6yo726ztFdzesAW4GRRFMLOR59dzsqsLqWt3i8kSaU8MLctVCsgpFEUwvFK67NFuq1ElmK285OynZnkjxI7kpXC4Vt1vDWNZGXa3WcRvaiplmF8fT9HeE6G7143NrmKaNpirU6ibxsIe37Wvjp5/YzaGBFpKZslNka9u881AnmiIIeAwGusMcHIijNkTDnt4Y+/ojPHa0GwWIBd3s6AjR2xbA59ExdIUfeWQnO9oCHN3XzivnZjlxbo6ZRcfA8K+fvUAs4OKxYz3UTJvFdIla3SQWctMW89Kd8PNvHh9kYi5HT3uQkNdp367XLTRNobcjwGyqRLXqLGupQhALedAbhdY2kC3UEOAssU1miAXddCb8+Nw6Ll3F7dKcdndD5fTlBfb2xehO+Elmy0SDbjw3MBfuRlAUBcNQ0XWVJfNky7LZ1RmiK+GML/F7dWJhD9GQB01V0FSFI3sSBJa1rSuKeFNFpuWaxdmR5Kr6nqXnEUIwNp0lu0wYKYpAVRVZzPoWURtmnndrHIUQG/6wWU6+VG3Ukkkkbw657CV5U1jAXKbcXMqIBt3s7onQEnZzeSJDNKBzbKiV2WSR+VQJ07I4P5bixx7diWnBmeFFTMtmR3uIrtYAHrfGa+fnaYl4+NF37qRar3Pm8iLdCT+/+JP3sZAqMT6bpVKrc2R3K/2dIVrDHsy6yQ8e62L/rhYujKcYncqiKoIH97WxoyNIW9TN5FyRes3kR9/Rz/RCgYVMEVVReNf9XQR8Brs9ETrjfr5/YZ7FdAmhCDrjfob6o+iaQn9niLBXd7yZBJRrJjXTYjZZJlOocGxfG4vpEsONYu3WqJdKzaRUrqMIQb5Uo7s9SH9nCE0BXVXZvSPCldk8C5kSlmU7dUMRD7Zts5B2HJJ3dUdQhHhLrd+KAtmyyeR8lom5HKpw5oK1RT2Oj5BlcWxvGz0dJc6NOkaHmqYwtCNKV2uAiFejXnfMEPOVOjOLBfKlGn6fi5agi4BH3/CXU7ZYXZXxqdQtcoUqddNC11UCXp2xmRyHB+KkCxWm5vMUy3U8Lo2OFh9BryF7m28QIaBm2qQLVaYXCpiWTSTgIhHx4nWpN2ScuZXQ1+iaXHO7TVoaltz7SIfnNbjlDs/3iKtooW7zj8+NcOLczIqWdq+h8kMP9REOuLg4lgScYuFKzfFu2dERZCFT4spMjp7WAP3dYU5fXuDEuXmqdYuQ32BsJkc85ObfPrGH/TvDTC2U+ParE5imjdejNX4NVqjWLJ54Wy87O4KcGk7xv759EU1VcBkqCEGhVMVjaPybJ3aTzlaYSxV57fwcpaqJZdroukI06KZaM+lpC5LKluhsDSAATVUJ+HSe+/4k58dTvOO+Tt77cB8eXeH0cJLx2SyT8wVs4NJEGlUR7O6N0hn38f3z82SLVao1k4DXIBJ0EQ97aG/xc2EsSTzsoVK3uDKbQ1UF2cbMsZppkS9WeehAB61RD11xPwOd4bd00VcUhcvTWb724iipawactsV8vPfhHXTEvLx6YYH/89wIpu1k42ygWqnT2ernxx4doCWoc34sw4XxVEOwKCRifsxaHb/XYKArjGuNyfCiUevz6rlZwPFOmkkWyBWqK5a5FCE4NJhgV3eINy4trFhiUxWFnrYAB3bF0MRbqDu6i7jZ84QQjgP7q+fmSF3TJODSVfbvbKGn1X9XCaBUocq3T0xsuI2qCN59tBu/68Z/w98r5+KtjHR4ltxTmMA/fm+Yl87MrLqvWDX55qtXODbURkvYw0K65CxvKc407mS2zOsXnALmof4Yf/W184zN5Ja1qdq0RjxMLxb5/P86xa/+9BHOjCwQj3ganjSOEE1EvAR9BsfPTCMUwf/3K6fIFpyiXUGjG8x2esD+zwtjvP1gOy+9Md0sMFYUCHoNJufzzCaLpHNV7t+b4P/+2oXmeAdDV/nBB3s4P57mhVPTJKJeQj4Xo42xDJGAi3S+gsAp1j4zsogA2uI+5i+VEAJiYQ+lUg1FEeiawmK2TMDv4uzIIvPpMkGfQSzkJl+qUa6YaKqKx6Uy0B1hR5ufevXmTxiKAlPJIv/r25ea3WbLmVks8P98d5j3PtzHX3/9HNX66gtidjSF1z3KkT2tjWGjTkZM1RSmFgoUijU8bg1NUxnoCrH6t7cjMp3/OcInu8YyhselkS9XeWN4san1hBDUTYtMscL4yRwzqSL37Woh5DPwGpo0QlyDcs3ixVPT5NcwrazUTF47P4ehq7Q1Mox3AyGfQTziZT61vh9VR8JPwKNhSw0juQlkzY/khphNlzl+drXwWaJYrjE8mcazrE4EIOh3cW7UyQa1x3zMp0qOwd6yc/BipozPY6AqApeh8PqleToTAZ57fYoL46lGy7VgeDLDd16bYFdPlJfemEbX1tbuAiiV63z/grOcpiqC9hYfe3qjxMJufG4d24ZUvkwyWyYSvDoiolpz2uX7O0PUTYt63eL08KJTPyEELkMl6HMRXDaC4exokkTY6dTqivsxTYu6ZRHxuwj7XQS8Orlilfm086s8W6g6poeVOgGvTthvEA16+PtvX26KuZtGwEtnZtYUPkuUqyYvn5lxir8VQVfCz57eCAPdYSIBJxYuXeOVMzPomkpPe5CLkxmefXmcC+NpRmeynBlZ5O+/c5kXz8xSv+aCatsQ8rtwGaozWmSd+g1dVxvCMkPNtBDCMWAcnc4yvZAnV6xy8tI8M8ki33zlClfm82xqJfhdiKIIphYKawqfJSzbdgru7xLhA86F6f49CWJhz5r3t7f4ObizRQofyU0jxY/kurjdGqcuLbBR1rxadwZblhpDP8HJohTLNUoNM7941MvFK6lVXRy2DdliBZ9HJxJwoyiC4ck0R4faaI36SDfmdcXCHh7c106pXGdiNk9o1WyxxvPhLLudurTAnt4oR/e2AYLpxQITcwV624M8fqybsN/F5QlnjMNyRiazdLcGiIU95Es1ZhYLJHMVxmayjM3ksCyL3vYQAa+BoTnzqHLFGocG44AjBP0enUTUSzpXZv+uONMLheaQ1qX3nCvWmEuViITcXBhPMTydJZlbuWzxZkkX6gxPpDfcRiiC187Pc2RPK48e6cLj0ljMlMkVa+zqivCu+7sI+Q0uXknTEvFwdjTJ+Ex2VWeWZdu8fmGeMyPJVUWnPpdKf1eYbL66ZkeXrimE/AbFco1ipU6xXKdq2kzO51Y4X5umzVyyiMvQeO38HIuyu2cFpmUz3hjzshGpbJnCdawNthpuTeGh/W08fLCDjhYfsZCH7tYA7zzcybG9CfS7tKBbsjWQy16S6yKEIL+Bp84SC+kSAa+OrgimF/KoqqDc6IhShMDr0ihVTExz9eXQNO1mFqJYqhENufmn50ebjwcYnc5i6Aof/JH95Ms1IgH32vuLk8HZsyNKJl/lG69cwbKdKeHZYpXLE2kCXoOH7+vgwnjKmau1jLppoQhBd8JPsVxjMVPGbahNETderhH0GXS3BkhmS+QKNao1k1rdpFRxvIMeGGpjdrFAqVLn4fs6GZ/OMZNcmfFSBAz2RuiMB3jx1BQApcr6GZsbwbTsDbM+ALZts6s7TLZQ5Z+eH20uCwIMT2ZoCbv50XfuJOQ30DWF8Zn1L6510+LKXI6dnWF8rmUDVE2b3V1hpheKpM+WV3zmAuiMB9i/M8bXXhxt7LdFNl9dsS9LlKsmQa/j0XRhPEVsfzvS2tfBtOwbqquwcWJ8t6EJQWvYTVvUg20735m1zh8SyZtFih/JdbEsm3DAdd3t6qaFx6VxoD9CMhNiaiEPQhAPewn4dFyGhse1dneGrikUy3Vawh4E8NzrUyuEzxLVmsX4TNYRWdrav/xsHF+ggFfn+xfnV4ymUISgblnkSzWePznFDxzr4fVrDBUNXUVVnVEaddMxYbz2mpwtVLEsm57WAAvpMvGIF4HNnt4oLkNlPllsiqVSqcqOjiDRkJvpBaejye3S6Er4mUsVefHUVPOi73O/ta+kqog1R2csJxp04zY0Xrswt6bYSGUrvHx6hgf3tTO9WFgRv2vRNQXTtJlPl/C3BVbUlKgK9HcECQcMpucL5EpVDE2luzWApgpS2XLTfVtVFDL5tbNeXrfWrMlaSJcoVut4b7Ab6F5HVQXGDcRCCKeg/27EtsFuCJ639tNAIrmKXPaSXJdKpc6BnS3o17HjjYcdnxzFFsRDLg4PxNnbG6E74cNQFYqlKgd2xlc9Tgjwew3yxSpBr8HUQnFN4bPE2EyWSMCzob9HOOBiPl1GcHWcg2lauA2tUVxrU67UsW17ldPxnh0RsOHUpUW8bo3OuJ9SeXVNRb5Uo1iq0xn30dcexGNopHNlxqezTeEDcPFKhraYl++8NkGu6BRCF0o1vvPaBG9cXmwKkL6OINEbEJkbEfYZDCybebYWibCXZKZEJldZ837TsknnK9RNC7e+sRgL+11Ylk21bq5ajjJNm7Df4Mp0Freh0hHzEQ24mJ7PMzKZIegzcBkqmqrgdmlrmtrpmkI87G22zZuWnA22HAVBX0fwutu1hLwrMnMSyXZHih/JDdEScvHwfZ3r3q8Ajx3rJeZ36nBs2xEbLk1hV5dzMc4VqsSjHvo6V56sE1Ev2UIFywZNVyiWnZbx9RibztDbFkBfo816iWjAhdtQEThCyMkUqXjdGn6PjqGrhPwu5lMlOlq8+L06fq9OZ8LP/v4YYzNZ0vkKmirY3RtZN/uRKVTo7wyjKLCYKVFZQ7TlilUSES/3DcSZnM8zOp1lcj5PfVn6XlcFP3C0Z4Wx4M1gmRbH9rZumEEK+AzcLn3DIlmBI+5iobWXFsHJri3Vd/k8+pqdREGPQXdbkEy+wkK6RDJbboqcTL7C0I6Y4/StCdQ1ajj29kbJFa+KNENXUWXRTxPbtmltOKSvh6oKdu+IIEtkJJKryGWvbYSiCKp1i7plI4Qz5uBG/VMUG5441ouhKjx3cmrFsko06ObxYz3cP9BCrWY1X6tUNRs+PwFs4MzoIjNzOf7Fw308d9Lp5IqFPPg8GpPzBQZ7wuxoD3JpPEU66CaVLVOpms3qDgEYjW6rhXSRx4/1kC/WWMiUcGmOz0+lVqOnNUh/V5hUrkR73Md8suRcMBv10YamIBRBJOCiVK7RkfBzdjSFz6NzaDDOcycnCXpdvP1ghzOgtW5y/55WTo8sUl72vl26yr7+GHt3RBC202GWLVRwGRpCOEtQbkPD73MKo3/83QMEfTovnFrZjdUa8fDeh/vZ0xOh1rhdKAq5cg1sG7eh4dIUzGWZEcdJ2hkaCuDSlKYxYiLk4iceG+TrL40xvXjVr0oRsKMjRE9bgJnFPPcNxLkwniK3bAK9qghaY152doVx6wpdrc7w1+WZLEWA3+eiNeJFAG5DJRZ0r5ORsTnQH0VRBOPT2RXZnUKxxqHdCXrbAgxPZggFXMwlndZml6GypzdKPOxhYllBb0fch9d148ftdsDQHHPPExfmmE8VV3wOPo/OgV0txIPuu6bNXSK5HdwVJofpdJqnn36ab33rW+TzeXbv3s2v/dqvcfToUQA++MEP8vzzz694zAMPPMAXv/jFm3q9e83kUAjHC2R8Ls/4tOOWrCoKrTEf/R1BQj7jhg3QVF1lPl1mdDpLoVIjGnDTlfATC7qoV00URZDMVxmezLCQKdEa9VKqOMXAQb+LYrkGwil41VSF0akshVKVjriftpiXiN/F14+Pc2Z4kXLVcVSu1hwB5NJVdFXBpTtOyU88sINkrszkfJ6J2RyKItjRHqQzHsClCZ49Po5tQ92yKFdMylUTRQGf2xmBUalZRINu9vdHsRCYpsX0YgEhBH3tIS5PJJlddC4m0ZCboM9Ftlil1KjZCfsNZy7Xjgi2ZZOrOG3ylycz2JaNoiq0hNzEwx5mFwu4XRo7u8O4DY0L42kqtTrxsJeOuK/pqIyiMLVY4MT5OcZnsliW89qHBuMMdIbRFaemaS5d5vJkmkyugg0EfQY7u8K0RjwoOEaHpVqd+UyZ6YUCihB0tQZoCbooV+t84/gVEI54yhVr5EtVVEUQ9rvxuVWwHUPEhw92cPLyAq+dn6NWtzAMFZeuYqgC23YE6cHBOP3twQ2PIaEICpU686kS5aqJz6PREnTjdWnY2BQrFrOpIiPTWRQhCPsNsoUqi+lS8zk8Lo23H+rAb9ybv9ne6nnCBnKlGvPpEqZlE/a7iPhduHRFisUGd/pcvB24W0wO7wrx89RTTzE/P89v//ZvE4vF+OIXv8jf/u3f8j//5/+kv7+fhx9+mA996EM8/vjjzcfouk44HL6p17vXxE+pZvLCGzNk86trPHRN4ehQG23h9X65r42mObOiTNNqdl8IIZhYKHDi/CyWadPTEeTcaIqxmSzgXLwGusOUKiYLqSJ7+6JEQ27yxRrZfIViuc7OrhAul87rF+aZSRYoluos7w/3unVao17272xBYHN+LIWmKvi8Brquks6WMOsWR4faGJ/NMdvIfDgrJaLxNFff6DsOdZIIubEsG00DVdWwLKjW6zx/amaVyZrbpaEpAtOyKVXqvPNwJ/Ggm7lMmZdPzzSW6wSzqSLpXAUbp1j8bfvbmZzNUatbDPZEOLCrBdu2KZRr2JaznGPoKicuzPP1l0bXLEQe6ovx3od2cHE8xYXxtSde7+gIcXBnbMV6ttZYHmwee0LwwhvTzDayLIoCQjjbLM8uvf2+ThIhF6YNlyczjE5nQVEolZxib69bY7A3yo7WwA07UjueTY0i1mseoyiCct3kjctJJuZyzQu2EI5Z5n0DLYR9xj17Ib9V54mlmV62LeujruVOn4u3A3eL+NnyP6HGxsZ47rnneOaZZ7j//vsB+M3f/E2++93v8g//8A88+eSTLC4uct999xGPry6m3fYIwesXF9YUPuBM2D5xbpZ3HenC8yY6aOr11bUt+Uqd71+YaxS6uphdLDWFDzgtyzOLRRbSJSzb5qXTMzz+QC9zi8VmTc3liQwP7G8nEfWga4JKzWrW0bgMFZemEPQbRINuXmq0h9dNi1yhgsfjXBht4PULcxzZ2+Z0FNXMZpHzcjoTfqIBV/NiWq9Dve4s7ygChvqivJAvU61d/QIvX/bqbgsS8bso1UxOnJulWjMRQpApVEkt8+tJ5yqcurTIYHeYmYU8hXKNc2NppuZzZPNO5sbv0WmLB5pibS1GpjKcG0sx0nCbXovRKWeIam+rf9n7WnkCEtgM9cdI5ypUaiZOB/TKbZzYGE57MbC7O0xve5Bi1SSXr+Bq1Ex5DeVNtR5vdEG2LBtDUTgyGGegO0w6XwHbyWoFvDqq4J4VPrcSGSOJ5Pps+YLnSCTC5z//eQ4cONC8bcnxN5vNcv78eWeZoq/vDu7l1iVXrm1oEQ9QqZrMJotvaQq0qgom5vLNluSg38Xlay7SHpfGXKrULPQ1LZvx6ewKh2WAc6OLHN3bRlcigM+lEfLpzngDl0pH3M8DQ+1cGEtu6PRSrVvMJQs8fLDDaZ9vvDUhBIahsqMzzFBfjErNWvN92zZE/QYPHeigJXT18W5Dpac9wJG9rQx0h6mZFslsmWKjY8yy7RXCZ4nphTyGodKR8DOTLPJ/XhwhlStjNuqv3C6NuWSBgN/gvQ/3MdAdxnPNzKLOuJ+XTk9Tuc6vqeGpDPUNLoC2DWGvzkMHO4hHPVi2TbVuUTNtDENloCfC4YH4isJiy7LxGs4Ijv72AImQG5cqNsdzxbYJuDV64j56En5CXmeIqsxiSCSSW8WWz/wEg0EeffTRFbd99atfZWxsjN/4jd/gwoULBAIBPvWpT/Hcc8/h9Xp5z3vewy//8i9jGGs7AN8I2gadRG+WpTTcjabjbhVCQC5Zw4brCpvZZInB7vBN/2q0gfn0VQGlqs5U8+Xt6JoqKJRrjY4dJxZz6RLtLb4V+5cv1sCyeNu+VnKluvM3TnbE79XIl+qk85UVj1n6//LbZpNFhvqjPHKok2yxRrFco1y3KJfrzKcKfOP4OJqm0NbiY3dPhJDXWLUUkwi7iR7uJFd0ppFnCjVGpjJMzc9jWTaJiJdsqUbdckwUKzWTSiMDdG18iuUabkPjzEgSVRGYFkT8BtGwh4vjaV45P0u+UKO3PUg06GaoP8ZcssjEXB5wurROXV7A69ZxbdDNlStWqdQtAhtsIwT4PBpdiQAhn5t8uYamCvweg3jYjaGrq7qDlo5fRVFYZ7LIJrE92pTu1HliOyFjvPncLTHe8uLnWk6cOMHHP/5xnnjiCd71rnfxG7/xG1QqFQ4ePMgHP/hBzp49y2c+8xmmpqb4zGc+c1OvoSiCSMR3i/ccgsG159RsJtNpZznoehiGSjC4sXfORlTrJi6XjsfTMK3TVHRt5TKaqiooikARonmfpioYhrZqHw2XTiTsIxJe/Vo1s7Due3K5rraKu3QFG4VSzULVFBRNYX4+RyrnTFR3N55jIVMhd36eh/a30xH3r/m84aCH0yOLXJxIY9tXX0fVVcqZElMLBbpaA2iN971WliIUcHNuNImuqSiKwO/TiUd9fO/1KbKFCtWqhRCChXQJRQhGpjK841AnlgXz6RKqoiCEE8ONPlNFgMetE4l4191mIV3i+LmZpn+OqjgFzKlclStzeXZ1hTk0EMcwVi+F3onjeDsh47v5yBhvPls9xneV+Hn22Wf5yEc+wpEjR/j93/99AD71qU/x0Y9+lFAoBMDg4CC6rvPhD3+YX//1X6elpeVNv45l2WSzGy8VvRlUVSEY9JDNllYUlN4O3JqgXK5ed8kg1BEkmy3ddOZHCPC7NabnnLbket3xbikuMxCs1gRuXcUGao2aoaDPoFisUipdHZ/hNlRsyyKVWrv+xTYtFOzmhRscwepy6VQqNSzLpm7ZVHWNkxfnmJzLU61bzCYL9LaF6G4LMDmbXeGzUyrB8dPTvONgx5p+KNlijdfOzqwuRG4MMD1bqTM1l6cz4XPGa1xTEyUAj6Eyu5inVjfxuDSiATevnpslW3DqsXRdoVozKTSyMNWayQsnp3j0/i6mFvJki1Xaol5URayI17UEfAaWaa4bPwScODfHwgZF/W9cnCMaMIgtM128k8fxdkDGd/ORMd587mSMg0HPvVPwvMSXvvQlfvd3f5f3vOc9/Nf/+l+bS1qapjWFzxIDAwMAzMzM3JT4gdVForcCszEl/Hbic2lEAx7m0+uLOV1TaIt6qW7gqnwjdCX8XBpPYVo22VyFHe1BTg8vNu8vlevEI14W0yVnyKdwXI0nZ3MrRFdHPIBbU9aNlaEJulsDnFn23EtYlk3dtJmYz/O2/W3NAuJ0vkquWOON4QUWs2UO7ooxNpVd8dj5VJF0vkLwGqNBVVUYnck265mWUyjViEc8eF0ahVKNWt0i7Hcxc42waI36sCwby3KKfltCbjRVYXax0Kxd8nt0Css8d2ygWKmTyVUJ+w2m5nI8dLCDybkc1ga1NjvagmhCrBu/Ys1kai5/XaF7eSJDZHd81XZ34jjeTsj4bj4yxpvPVo/x1l6Ua/DMM8/wO7/zO7z//e/n6aefXlHL84EPfICPf/zjK7Y/deoUuq6zY8eO27ynWw9FwMGBFrzr1H+oiuC+gTg+11vXwQG3xv5dLQgBqVyZ/s4QPa3BZh2OpimEAwaxkBsh4NBggkq1vsI9ORbyMNizsvZIUZx/S5imTX97kMSyZZ2l+51uqwp9HUFsi2anVnHZeIrphTyLmQoB78qlI9umUae08n1Zts1iZv1p6wvpEseGWtE1QbVm0Rb1srMzhM/tiCifR+e+gRYy+QqtMS/tMR8tYTfpRqfXEoamEgq48Ln1FSaIC5kiPo9OS8jDUF+MnkRg3X3paPHT0xrYUNhUquaaQu5a0rkytTswRFIIVn0GEolEcivZ8pmfkZERPv3pT/ODP/iD/MIv/AILCwvN+9xuNz/0Qz/Epz/9aQ4ePMg73vEOTp06xWc+8xn+/b//9/j9a9dvbCdsG4IenXcc6uTSRIapuRyVqomqKrREPAx2R4gFb9zkcOMXg762IK1RH6lchcVsiQcPtDOQiTC1kMeyLHRFsLsnQkeim1yxyvcvzGNaNvGwh8HeCLs6nKwFAIpgMeeMRbBtaAm5iYVcqICG4MH9rQxP5zg7mmQmWUJRKnQm/Ny/t5Vqtc7EbL65a9deTIcn0xwZjJO7gWn1Qmxccpsv1tAUhX/9+CA2glSmTLBcY2hnCyGfMxl9ZCJNOOjh/j2tTMzlCfl0TMtp3786EsMm6NWJBt1k8lVHNFo2XpfO0b2t9LYF8aiCg7taiIY8XJ5IkytUsbHxew36O0J0twa4zgi2GxYWS548twuhCIoVk3S+TN208bl1gl4dQ5MmfRKJ5Nay5cXPV7/6VWq1Gl//+tf5+te/vuK+973vffze7/0eQgi++MUv8ulPf5p4PM7P/uzP8vM///N3aI+3HrZt49VVDu2Ksbs7TN2yUYTAY6gIbOxbmJmsmjbHz85y8uI8uWINAcSjHvbuiNLfGSbsMxCK4MT5OZKZEt2tARTheACNTmYJ+110xdwkc3W++doEF6+kmqlTTVHY2RXiXfd30xr2ML6Q5/RwkmrNpL3FKVC3LJszI0kGeyIYukK1ZjkC0GusqBHKFqqo1xRka6pCyO9aXR9lQ0fcz8Iyt+Fr6WoLcPFKumHOWEQ0Rk20xry879GdJGI+LoynKFdM5tMlktkS77ivC01V0D0q+UYNT8jvIhHxEg976GlzMjwPHWhnV0eAarUxOgTY0eqno8XbzGwZmnLDIsFjaKtGVqxFIupFU8RtER51G85eXuTKbHaFr1LQZ7Cvv4W2qPuWHqcSiWR7c1c4PN9u7jWH59uFCXzt5XFevzi/5v0uXeX9793L869PcW4sueY2QY/Bz7x3L//r25eYWcfwry3q5UfeuZMv/P0p5tPOcpTAacFORD2Mz+TojAd4/FgX49NOXU/dshldNlvKpas8euTq/QBdrQGO7U6sOQOpXLP45okraw4u3dUTZmwmz9dfHkMRYsVE+p5WPz2tQbKlKp0xb9MXp1CuE/QZTC8WKJTreAwVr0cn4NFXZJl8Hp1HD3di3MK2UUURvDGa5MLY2i7R4AjBd93fjX/ZJPDNOo4t4PsXFxifya55v6oIHtzfTmvYc0/Pp9ou54k7iYzx5nO3ODzfFTU/kruD2VSJk+sIH3BGOJweTpLMrl8/0xb3ceL8HLOL6xdoR0Menjs5RbmyWohUqiYBr87odIaZZJGAz6nr0VWFjhY/aqM4qDXmo1JdNpw15ObAzti6F1ePoXD/ntZVk+QVwOM2+OarV5o+P8sZ6Iny8tlZLo6nKVavngj8Hg2EzbGhNkI+g1jYQ8hrrBA+LkPl/j2tuN+E8/aNYFk2g11h2lvWXhZWVcGh3fENfYJuJZlCdV3hA44Z5pmRReqWvFhJJJJbw5Zf9pLcHWiawuuX5jd0XW6Nenn13AyxDfwfetuDPPvyGDXLRlvHmDEe8fAP3x0mEnSTW7aUBc5yViLiIZ2r8MbwIo8c6nTqYmwbn1tlR3uQTKHC3r4oqXSJcMBFf2eI9pgPfQMjSNuGtoibR490MzqdZWYhj2nZ9HYEudIYqloo1VYsmYX9LirVenO5LV+s4gm5Gh1fYNZtpuZyHNmdQFEUkpkSlWodTVXoiPvobQvid2ubsuykKYKjexLMpgIMT6YplGooiiAR8bKjI0TEp9+W5S5VFQxPZq67XTpXIVeqE/bq191WIpFIrocUP5JbQt20yeTWnh+2hK6r5ApVAl6j4XC8+uJqaAqLmTIBn2uNZ3BQVYXFbJmW8GoTP9O0KJbrdCUC5AvVFQW7tu20yb/7SBe9bUEs00LTlBuua7Es8LtUDvZH2d0TxrZsgkEXX/o/55su1Mtxu7QVBdWlSh0hPCyfo1WrW4xOZRjqj/HokU5qVROhCFyN+p3NFCCqgM6Yl/aoh2rdcsZs6Oqmv+5yLBsK5dWxW4typQ5S/EgkkluAFD+SW4KiCnR948PJsix0TUVTlRXt7csxLRuPS9+wu8q2bVyGir1OnimdrxDyGQx0h4mF3BQKjgCJhtz0tYcI+XTHRKexhPVmL/SWZTtZIkU4y15ruCCDM3B1ucu1pirrLqvZto0KiJvcp5vFtm0E4LrNr7uEIgS6emPLetcuOUokEsnNIs8mkluDBft3xjbcJJmtsK8/itIYpbAW86kiB3e1oG7Qr53NVzgymFgxYf1aMoUq7S1+9vVGePRwF48c7uTIQJyQV792uPtboliscXAgvqYrdDJbpiXkQVMVXIbTSbaWuFCEoD3m25bt3JZl09sevO52HreGX2Z9JBLJLUKKH8ktwbIsehJ+2qIbzJNKFblvMMFGP+DPDC/ytgPteDcwXRyfyfPI4W5K5fXFT8hncHh3nErFRBWgic1r2W6NOv4912JZNhNzOfbsiNDbFsTnXjvD0dbiI+DZnhd227aJh9wE/esvcwL0d4bw3OLCb4lEsn2R4kdyy/AZCv/q0V10rNFFpCkK7zzcRX9bkB94oJdoyL1qG5eu8uj9PXQnfPzLd+4ksMbwTp9b452HOxnoDvCTjw/ic2sI4SRzLMsZDBoPu3nyvUMkglcfr2mKU2mjCLRbvHxiCMFPPDbAj7yjj4O7WhjqixJuzMS6eCXFI4c7efvBzjVHUrS1+Dg0EN+0ueWq7rxvSzg1V1sRQxM8MNRKaA0BpAjBQHeYnR2hbZkZk0gkm4P0+VkD6fNz8ygKFKsWU4tFzo4sUq2ZxCNe9vZFifkNsJ2C5WypxsR8gfNjSUzLpqPFx2BvhIhPBwtUFVKFOqPTWUamMti20wm2szNE2G9g1S0UA+ZSVU4PJxmZyqAI2Ncfo78zRFvUS6VUwwLmMmVOXlxgPl1EUxUGeyLs6goT8em35PMwbUjlKlyYzLCQKpHOV+iM+4iHPbRGvbQ0hF62UGV0OkuxXMPj0tnRHiTsNzbnF4gCC9kqb1xeYHq+AAr0tQfZvSNKLODCuon3vZnHsRCOQWYyW2FsJkutbhLyu+lp9RPw6ohtcJbaTueJO4WM8eZzt/j8SPGzBlL8vHUUBXRdw7ZtbBtqtdWePIqioOtKYxubWm11bDRNacztcpatrsZP8L3T03z5Gxd5YKiNzhYvCIVzo0lGpjP8v354iKGeKN/6/iQvn57i2qRB0GfwLx/ZyY6E/y19JjXL5sT5eaYXro7SMAwV23YMCu/fnSDo0Zo1Tsu/mJs28VgRvHp+nm++cmWVN47XpfGeh/vY0xXGepO+ObfjOBbCidFSvLbT5O3teJ643cgYbz53i/iR3V6STcGyoHKd8QmWZVGpbPzlWOvLo2kKp0ZT/NXXz2NZ8L3XpxDQHClhA199YZS6aXH89Mwq4QNOFubvv3OZJ9+7l+BNDnUViuD05cUVwgeg2nB4TtdMjp+Z4Z33daI3Crg3+2KuKIJL01n++fjYmu+7WKnzle8NE3nvEPHA6mXFO41tr/2ZSyQSya1E1vxI7jrKdYvvvjbJRomL9hY/z5+cpiWyurZoiWyhysUr6ZuuASqU60zO5TbcJluoksxVbtuA0Jplc/zM7JrCZ4lKzeT1S3O3vPZJIpFI7hbk2U9y15Et1nhjeGHDbfw+gwtXUmjX8ZC5MJqiehOZBiGcOp/aDTx2bDZ7w6nYt0q+VN9wVMQSw5MZcqWNM3MSiURyryLFj+Suw7Rs6mt0Ti0hhNNCbZr2ukaIS9Qta8MM0voIzBt8YL1++8rqLNte0zn7Wsy6va7RpEQikdzrSPEjueswNIVEZP35YLbtTHkP+13XbSGPBN0Y+pv/Gti2jX+NVvw1XyNg3LZp5LqmENpgNMgSoYAL1zrO1BKJRHKvI8WP5K4jHnbzwFDbhttcmc1xbKiVbKG64XaHBuNYN1mEHPQZBH0bCyBVEXS3BjE3yFTdSkI+nb390etud2gwjus2LcVJJBLJVkOe/SR3HdVynYcPdrBjg7EIQZ/BQwc6Niw0vn9PK+0bOFJfD0MV7N/ZgraBiBjoieBfx9l5MzBrFvfvbiURWf997eqOsKsztK3ayCUSiWQ5stVdsuVQFEHNtClVTWqmM23cpakowhkialk2LQGNn/tX+3nt/Bz5Ug1FCBAC0zSJhTwc2Z0g5NH41z8wyHOvT3FpMt1soY4EXBwaTHD/ngRvRZZYlk1r2MPbDrRzdiRJMltq+tP4PTq7uiP0tvlv6SyxGyHkUfnJdw/wvZNTnB9LUml4LAU8Bvt2tvDg/laMtYaRSSQSyTZBih/JlsIWMDaX58KVFCNTOTL5MooQ9LQF2d0bwaUp9LYHEabA51JpjXjJFtKkChUUAdGgm44WH25NoV63aA25+LFH+knlq+RLNTRVEPQahLy3xt3Ztm3iQTfRg+0UynUqNRNNVfC5NVyackdGMlgWBD0aP/L2Hbz9YAe5UhVFCAJenYjPkD46Eolk2yPFj2TLYAs4N57m7GiSqfkC+dLVep2LV1LMLBZ4+8EOXj03y30DCV4+PUM6V0YAUb+Bx2NQKlU5dXGeVKbE4d0JnIFeNhGvTmTZVPBbKQBs20YBAm6NgPvqV+pOz6Ky6hYhj0bIc3WfpPCRSCQSWfMj2UJkizUujqfIFaorhM8SuWKVc2NJvG6d1y8tkMlX1n2uibk8c6kS4na5C0okEonkrkGKH8mWQFEFI1MZTMsmldtY1AS8Bm9cnr+un83libT0spFIJBLJKqT4kWwJTNMmk6tgWja1+uohqEvUTYuaaZHJV68rfgql2k25N0skEonk3kaKH8mWQAixbIlq46UqxbFwvoHnvO5TSSQSiWQbIsWPZEugCGiP+9FUBY97/Tp8n1tHEdCRCDQnpa9HLOzFrUsXY4lEIpGsRIofyZbAsmw6W3y4dIVowL1uwmZnZ4jFdImjexIbFjMriqC/M4h9hzuuJBKJRLL1kOJnm6EoAlVVUK+TNbkT+N0q9+9pJeTXiUe8qwRQX3uIjriPgN/Frq4QO7tCaz6PoggODsSJ+q8/40oi2Yir3xd5qpRI7iWkz882QSiCfLnO9EKBXLGKoat0xv2EvPqWKYuxLGiLeHj0cDfjs1lGp7OkchU0VWFnV4iI30Uk4HZEjW2zb0eUtpiP4YkMuVIVj1snEXazoy1I2GfIrI/kphFCUKyazKWKpHIVVEXQ0eIj5HehKzdUciaRSLYwUvxsA2zg3FiKS1fS1JfNc7p0JUVr1Mvh3YktM+TSsmz8LpX9O6IMdoWxBQgEYKOrSkPQOFceAbQEXMSHWqnbNn6fi3q1Tq1m3rYp6pJ7ECEYm83xxvAi1drVzsPLE2kiQTf370kQcGtSAEkkdzFb44on2TQURXB5Ksu50eQK4QPOr9eZxSKvnp3jNg0dv2Esy0ZTBLoQaAI0IdbN5Ni2jUtT8HsNKXokbwlFEcykirx2YW6F8FkilS3z0ukZKnV5nEkkdzNS/NzjlKomlyfSG24zlyqSLqxvLCiRbBfqls35sdSGWZ1cocpMsoAih8NKJHctUvzc42QKVUqV+nW3G53KomnycJBsbwrlOuls+brbjU5lMWWWUSK5a5FXu3sYIaCyRup+LcrVuqxhkGx76qbFjXwNaqZ1XYdxiUSydZHi5x7GtsFj3FhNu8+jX38jieQeR1MVbmQWrktX0RR5+pRI7lbkt/ceJ+jTrytsBNDbHsQ05RwsyfbG59aIBT3X3a6vI7RlLCIkEsmbR4qfexy3rjLYE9nwRN2R8BPyGrdtnySSrYoqBHt2RDc0AY0E3SQiHtlZKJHcxUjxc49jWTY9rX7u253Abaycc6Wqgt72IIcH4vJAkEhwbBPiYRfHhtpWZUyFgLaYlwf3taHLTi+J5K7mnjA5tCyLP/mTP+Fv/uZvyOVyHDt2jN/6rd+iu7v7Tu/alkDY0NcWoC3qJZktkyvWMHSFeMTjmLXJ1S6JpIltQUfUS/RwJ6lclUzBcXiOhz0EPFvHEV0ikdw898QP/j/90z/lmWee4Xd+53f4q7/6KyzL4ud+7ueoVqt3ete2DLZl49YUOmNe9vaE2dkexG9I4SORrIVl2RiqQlvEzZ7uMAOdIYJS+Egk9wx3vfipVqv8j//xP/iVX/kV3vWud7Fnzx7+8A//kJmZGb72ta/d6d3bcti2c2K3ZJuuRHJd5PdFIrk3uevFz7lz5ygUCjz00EPN24LBIENDQxw/fvwO7plEIpFIJJKtyF1f8zMzMwNAe3v7itsTiUTzvpvhVrodq42hoeoWGR56LyJjvPnIGG8uMr6bj4zx5nO3xPiuFz+lUgkAw1jZqu1yuchkMjf1nIoiiER8b3nfriV4A/4hkreGjPHmI2O8ucj4bj4yxpvPVo/xXS9+3G434NT+LP0foFKp4PHcXPAtyyabLd6S/QNHAQeDHrLZkjQS3CRkjDcfGePNRcZ385Ex3nzuZIyDQc8NZ5zuevGztNw1NzdHT09P8/a5uTl27959089br9/6D800rU15XslVZIw3HxnjzUXGd/ORMd58tnqMt/ai3A2wZ88e/H4/L730UvO2bDbLmTNnOHbs2B3cM4lEIpFIJFuRuz7zYxgGTz75JL//+79PNBqls7OTz372s7S1tfHEE0/c6d2TSCQSiUSyxbjrxQ/Ar/zKr1Cv1/nEJz5BuVzm2LFjfOELX0DX5aRyiUQikUgkKxG2nM63Ctu+9aZmqqrIArtNRsZ485Ex3lxkfDcfGePN507FWFEEQtyYD7sUPxKJRCKRSLYVd33Bs0QikUgkEsmbQYofiUQikUgk2wopfiQSiUQikWwrpPiRSCQSiUSyrZDiRyKRSCQSybZCih+JRCKRSCTbCil+JBKJRCKRbCuk+JFIJBKJRLKtkOJHIpFIJBLJtkKKH4lEIpFIJNsKKX4kEolEIpFsK6T4kUgkEolEsq2Q4kcikUgkEsm2QoqfTcayLP7bf/tvvPOd7+TQoUP8h//wH7hy5cqd3q27ltnZWXbv3r3q39/93d8BcPbsWZ588kkOHTrEY489xl/8xV/c4T2+u/jv//2/84EPfGDFbdeLqTzGb5y14vuJT3xi1fH82GOPNe+X8b0+6XSa3/qt3+KRRx7hyJEj/PRP/zSvvPJK8/4XXniBH//xH+e+++7jPe95D1/5yldWPL5SqfDJT36Shx56iMOHD/Nrv/ZrJJPJ2/02tjTXi/EHP/jBVcfx8mN9y8XYlmwqf/zHf2w/+OCD9je/+U377Nmz9lNPPWU/8cQTdqVSudO7dlfyrW99yz5w4IA9Oztrz83NNf+VSiU7mUzaDz74oP3xj3/cvnTpkv3lL3/ZPnDggP3lL3/5Tu/2XcGXvvQle8+ePfaTTz7ZvO1GYiqP8Rtjrfjatm3/5E/+pP3000+vOJ4XFxeb98v4Xp8PfvCD9o/8yI/Yx48ft4eHh+1PfvKT9sGDB+3Lly/bly5dsg8cOGA//fTT9qVLl+w///M/t4eGhuznn3+++fiPfexj9uOPP24fP37cfv311+0f+7Efs9///vffwXe09dgoxrZt2w899JD9zDPPrDiOU6lU8/FbLcZS/GwilUrFPnz4sP2Xf/mXzdsymYx98OBB+x/+4R/u4J7dvXz+85+3f/RHf3TN+z73uc/Z73jHO+xarda87Q/+4A/sJ5544nbt3l3JzMyM/Qu/8Av2oUOH7Pe85z0rLs7Xi6k8xq/PRvG1LMs+dOiQ/bWvfW3Nx8r4Xp/R0VF7cHDQfuWVV5q3WZZlP/744/Yf/dEf2b/5m79p/+RP/uSKx/zqr/6q/dRTT9m27Xw+e/bssb/1rW817x8eHrYHBwftEydO3J43scW5XowXFhbswcFB+/Tp02s+fivGWC57bSLnzp2jUCjw0EMPNW8LBoMMDQ1x/PjxO7hndy/nz59n586da973yiuv8MADD6BpWvO2t73tbYyOjrKwsHC7dvGu4/Tp0+i6zt///d9z3333rbjvejGVx/j12Si+4+PjFItF+vv713ysjO/1iUQifP7zn+fAgQPN24QQCCHIZrO88sorK+IHzjH86quvYts2r776avO2Jfr6+mhtbZUxbnC9GJ8/fx4hBH19fWs+fivGWIqfTWRmZgaA9vb2FbcnEonmfZI3x4ULF0gmk7z//e/n4Ycf5qd/+qf5zne+AzjxbmtrW7F9IpEAYHp6+rbv693CY489xh//8R/T3d296r7rxVQe49dno/heuHABgC9+8Ys89thjPP7443zqU58il8sB8hxyIwSDQR599FEMw2je9tWvfpWxsTHe+c53rnsMl0olUqkUs7OzRCIRXC7Xqm1kjB2uF+MLFy4QCAT41Kc+xSOPPMJ73vMe/uiP/ohqtQqwJWMsxc8mUiqVAFYcMAAul4tKpXIndumupl6vMzw8TCaT4UMf+hCf//znOXToED//8z/PCy+8QLlcXjPWgIz3TXK9mMpj/K1x4cIFFEUhkUjwuc99jo997GN873vf45d/+ZexLEvG9yY4ceIEH//4x3niiSd417veteYxvPR3tVqlVCqtuh9kjDfi2hhfuHCBSqXCwYMH+fM//3N+6Zd+ib/5m7/hE5/4BMCWjLF2/U0kN4vb7QacL9jS/8G5aHg8nju1W3ctmqbx0ksvoapqM5779+/n4sWLfOELX8Dtdjd/aSyx9MXyer23fX/vBa4XU3mMvzV+6Zd+iZ/5mZ8hEokAMDg4SDwe56d+6qc4deqUjO+b5Nlnn+UjH/kIR44c4fd///cB5wJ77TG89LfH41nzGAcZ4/VYK8af+tSn+OhHP0ooFAKc41jXdT784Q/z67/+61syxjLzs4ksparn5uZW3D43N0dra+ud2KW7Hp/Pt+IiADAwMMDs7CxtbW1rxhqQ8b5JrhdTeYy/NRRFaQqfJQYGBgBnyUvG98b50pe+xIc+9CHe/e5387nPfa6ZoWxvb18zfl6vl0AgQFtbG+l0etXFWcZ4NevFWNO0pvBZYvlxvBVjLMXPJrJnzx78fj8vvfRS87ZsNsuZM2c4duzYHdyzu5OLFy9y5MiRFfEEeOONN9i1axfHjh3j1VdfxTTN5n0vvvgifX19xGKx27279wTXi6k8xt8av/7rv87P/uzPrrjt1KlTAOzatUvG9wZ55pln+J3f+R3e//738/TTT69YYjl69Cgvv/zyiu1ffPFFjhw5gqIo3H///ViW1SzKBRgZGWF2dlbGeBkbxfgDH/gAH//4x1dsf+rUKXRdZ8eOHVszxnekx2wb8fTTT9sPPPCA/eyzz67w6KhWq3d61+46TNO0f+InfsL+4R/+Yfv48eP2pUuX7E9/+tP2/v377fPnz9sLCwv2sWPH7I9+9KP2xYsX7b/927+1Dxw4YP/d3/3dnd71u4aPfvSjK1qxbySm8hi/ca6N77PPPmsPDg7af/zHf2yPjY3Z3/rWt+zHHnvM/tVf/dXmNjK+GzM8PGzv27fP/o//8T+u8JiZm5uzs9msfeHCBXvfvn32Zz/7WfvSpUv2F77whVU+P7/6q79qP/bYY/aLL77Y9KC51o9pO3O9GH/xi1+09+7daz/zzDP2+Pi4/ZWvfMV+8MEH7aeffrr5HFstxsK2bfvOyK7tgWmaPP300/zd3/0d5XKZY8eO8Vu/9Vt0dXXd6V27K1lYWOAP/uAP+O53v0s2m2VoaIiPfOQjHD16FICTJ0/yu7/7u5w5c4Z4PM5TTz3Fk08+eYf3+u7hYx/7GJOTk3zxi19s3na9mMpj/MZZK77/9E//xOc//3mGh4cJBAL86I/+KP/5P//n5pKCjO/GfO5zn+MP//AP17zvfe97H7/3e7/Hd77zHT772c8yOjpKV1cXH/rQh/jhH/7h5nbFYpFPf/rTfPWrXwXgkUce4ROf+MSqJcntyo3E+C//8i/5y7/8S65cudKsW/v5n/95FMVZYNpqMZbiRyKRSCQSybZC1vxIJBKJRCLZVkjxI5FIJBKJZFshxY9EIpFIJJJthRQ/EolEIpFIthVS/EgkEolEItlWSPEjkUgkEolkWyHFj0QikUgkkm2FFD8SieSe4rHHHuNjH/vYnd4NiUSyhZHiRyKRSCQSybZCih+JRCKRSCTbCil+JBLJPUetVuMzn/kMb3/72zl06BBPPfUUY2NjgDNf6wMf+ABf/vKXefe7383hw4f5d//u33Hu3Lk7vNcSieR2IcWPRCK55/jHf/xHLl68yO/93u/x27/927zxxht8+MMfbt5/9uxZ/vAP/5D/9J/+E5/97GdJpVI8+eSTzM3N3cG9lkgktwvtTu+ARCKR3GpaW1v50z/9U3RdB2BsbIw/+7M/I5/PA5DL5fjc5z7H0aNHATh48CCPP/44f/EXf8FHPvKRO7bfEonk9iAzPxKJ5J7j4MGDTeED0NXVBUA2m23+vSR8ABKJBIcPH+b48eO3d0clEskdQYofiURyz+H1elf8rSjOqc6yLMDJDF1LLBYjnU5v+r5JJJI7jxQ/Eolk25FKpVbdtrCwQCwWuwN7I5FIbjdS/Egkkm3H6Ogoly9fbv49OzvLa6+9xkMPPXQH90oikdwuZMGzRCLZdti2zS/+4i/y4Q9/GFVV+ZM/+RNCoRAf+MAH7vSuSSSS24AUPxKJZNvR0dHBU089xac//WlKpRIPP/wwf/Znf0Y4HL7TuyaRSG4DwrZt+07vhEQikdwuPvaxj/Hyyy/zjW98407vikQiuUPImh+JRCKRSCTbCil+JBKJRCKRbCvkspdEIpFIJJJthcz8SCQSiUQi2VZI8SORSCQSiWRbIcWPRCKRSCSSbYUUPxKJRCKRSLYVUvxIJBKJRCLZVkjxI5FIJBKJZFshxY9EIpFIJJJthRQ/EolEIpFIthVS/EgkEolEItlW/P8BhOO69wK4NOAAAAAASUVORK5CYII=", + "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 +3438,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "7385237c-6a5c-4041-af46-559d6d84d1fa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kathryn/Library/Caches/pypoetry/virtualenvs/lab-pokemon-Pc3eyqks-py3.11/lib/python3.11/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": 43, + "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 +3488,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", "metadata": {}, - "outputs": [], + "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": [ - "# Your code here" + "sns.histplot(data=people, x=\"height\")" ] }, { @@ -764,12 +3527,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"age\", y=\"sleep\", ci=\"sd\")" ] }, { @@ -782,12 +3566,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", "metadata": {}, - "outputs": [], + "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": [ - "# Your code here" + "sns.barplot(data=people, x=\"exercise\", y=\"income\", ci=\"sd\")" ] }, { @@ -800,12 +3605,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "bins = [0, 1, 2, 3, 4, 5]\n", + "labels = [\"18-24\", \"25-34\", \"35-44\", \"45-54\", \"55-over\"]\n", + "people[\"health_reported\"] = pd.cut(people.health, bins=bins, labels=labels)\n", + "sns.countplot(data=people, x=\"health_reported\", hue=\"exercise\")" ] }, { @@ -818,12 +3647,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "bins = [0, 1, 2, 3, 4]\n", + "labels = [\"10k-20k\", \"20k-35k\", \"35k-50k\", \"50k-over\"]\n", + "people[\"income_by_education_level\"] = pd.cut(people.income, bins=bins, labels=labels)\n", + "sns.countplot(data=people, x=\"income_by_education_level\", hue=\"education\")" ] }, { @@ -836,12 +3689,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kathryn/Library/Caches/pypoetry/virtualenvs/lab-pokemon-Pc3eyqks-py3.11/lib/python3.11/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": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "relationships_fm_weight_height = people[people.sex.isin([\"female\", \"male\"])]\n", + "sns.relplot(data=relationships_fm_weight_height, x=\"weight\", y=\"height\", hue=\"health\", col=\"sex\", s=100, alpha=0.4, palette=\"muted\")" ] }, { @@ -864,21 +3747,245 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "6f934273-b829-4bc2-a7f4-a27a3fc44a99", "metadata": {}, "outputs": [], "source": [ - "# Your code here. Feel free to add new text cells and code cells as necessary." + "#Do older people between ages 55 and over 65 people tend to have higher incomes? \n", + "#Is there a way to only view in hug=age 55 and 65 ?" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, + "id": "41153981-3ed0-4810-97dd-c6a057a01410", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = [0, 1, 2, 3, 4]\n", + "labels = [\"10k-20k\", \"20k-35k\", \"35k-50k\", \"50k-over\"]\n", + "people[\"income_by_older_age\"] = pd.cut(people.income, bins=bins, labels=labels)\n", + "sns.countplot(data=people, x=\"income_by_older_age\", hue=\"age\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "c2c9d74e-afbe-45b1-bcd3-9f3e12a7ac2d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Same as above, but only displaying ages 55 and 65.\n", + "#If perfer the above that shows comparision.\n", + "#Do older people between ages 55 and over 65 people tend to have higher incomes? " + ] + }, + { + "cell_type": "code", + "execution_count": 24, "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = [0, 1, 2]\n", + "labels = [\"55-65\", \"65-over\"]\n", + "people[\"income_by_older_age\"] = pd.cut(people.income, bins=bins, labels=labels)\n", + "sns.countplot(data=people, x=\"income_by_older_age\", hue=\"income\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "cfd6a428-1b9e-4202-b0c7-b4764ae83252", + "metadata": { + "tags": [] + }, "outputs": [], - "source": [] + "source": [ + "#how to only have a range of 50 - 65 plus" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "d9338a02-80ce-4c79-83bd-0c9892077306", + "metadata": {}, + "outputs": [], + "source": [ + "#Do people who sleep at least 6 hours a night tend to report better health? \n", + "#Yes, but not by much. 5 excellent health = 7.184202 hrs sleep\n", + "#Compared to 1 poor health = 6.805253 hrs of sleep" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "5804072c-558b-4a5f-aa62-bade5a724f2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "health\n", + "1 6.805253\n", + "2 6.900709\n", + "3 7.033228\n", + "4 7.109164\n", + "5 7.184202\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sleep_health = people.groupby([\"health\"]).sleep.mean().sort_values() \n", + "sleep_health[sleep_health >= 6]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "2ba19a87-7b8e-4ce8-ac3a-5cb4dd30104f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "sex health\n", + "female 1 6.779380\n", + "male 1 6.836277\n", + "female 2 6.886131\n", + "male 2 6.917988\n", + " 3 7.031707\n", + "female 3 7.034651\n", + "male 4 7.082315\n", + " 5 7.121614\n", + "female 4 7.133816\n", + " 5 7.246075\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sleep_sex = people.groupby([\"sex\", \"health\"]).sleep.mean().sort_values()\n", + "sleep_sex[sleep_sex >= 6]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "02e6924c-0cb6-4a7a-accc-9712cb3e819f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = [0, 1, 2, 3, 4]\n", + "labels = [\"20-25k\", \"25-35k\", \"35-50k\", \"50-75k\"]\n", + "people[\"income_by_sleep_level\"] = pd.cut(people.income, bins=bins, labels=labels)\n", + "sns.countplot(data=people, x=\"income_by_sleep_level\", hue=\"sex\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "81f9f92f-a99d-442b-8d49-0a33303912c9", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#You can use MS Excel to create data visualizations of filtering and plotting that can be more graphic in terms of formatting." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "0f0fd119-101d-4fbf-8756-058a24828384", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#I'm glad to have learned filtering and plotting using Pandas and Seaborn." + ] } ], "metadata": { @@ -897,7 +4004,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.11.4" } }, "nbformat": 4,