From a3b07f20e862947321b8f85daee93b58a19df013 Mon Sep 17 00:00:00 2001
From: Chris Leaman
Date: Mon, 19 Nov 2018 15:41:04 +1100
Subject: [PATCH] Add additional widgets for exploring data
---
notebooks/01_exploration.ipynb | 1640 +++++++++++++++-----------------
1 file changed, 742 insertions(+), 898 deletions(-)
diff --git a/notebooks/01_exploration.ipynb b/notebooks/01_exploration.ipynb
index a4ee9d2..fb37d8d 100644
--- a/notebooks/01_exploration.ipynb
+++ b/notebooks/01_exploration.ipynb
@@ -13,8 +13,8 @@
"execution_count": 1,
"metadata": {
"ExecuteTime": {
- "end_time": "2018-11-11T22:32:56.827980Z",
- "start_time": "2018-11-11T22:32:56.532764Z"
+ "end_time": "2018-11-19T00:22:35.172482Z",
+ "start_time": "2018-11-19T00:22:35.000206Z"
}
},
"outputs": [],
@@ -32,8 +32,8 @@
"execution_count": 2,
"metadata": {
"ExecuteTime": {
- "end_time": "2018-11-11T22:33:22.254342Z",
- "start_time": "2018-11-11T22:32:56.828981Z"
+ "end_time": "2018-11-19T00:22:50.594936Z",
+ "start_time": "2018-11-19T00:22:35.173486Z"
},
"scrolled": true
},
@@ -55,11 +55,11 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 9,
"metadata": {
"ExecuteTime": {
- "end_time": "2018-11-12T06:21:34.344883Z",
- "start_time": "2018-11-12T06:21:23.543798Z"
+ "end_time": "2018-11-19T00:51:58.002082Z",
+ "start_time": "2018-11-19T00:51:45.127794Z"
},
"pixiedust": {
"displayParams": {}
@@ -83,24 +83,486 @@
"df_tides = pd.read_csv(os.path.join(data_folder, 'tides.csv'), index_col=[0,1])\n",
"df_profiles = pd.read_csv(os.path.join(data_folder, 'profiles.csv'), index_col=[0,1,2])\n",
"df_sites = pd.read_csv(os.path.join(data_folder, 'sites.csv'),index_col=[0])\n",
- "df_profile_features = pd.read_csv(os.path.join(data_folder, 'profile_features.csv'),index_col=[0])"
+ "df_profile_features = pd.read_csv(os.path.join(data_folder, 'profile_features.csv'),index_col=[0])\n",
+ "df_impacts_compared = pd.read_csv(os.path.join(data_folder,'impacts_observed_vs_forecasted_mean_slope_sto06.csv'),index_col=[0])\n",
+ "df_twl = pd.read_csv(os.path.join(data_folder,'twl_mean_slope_sto06.csv'),index_col=[0,1])"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 60,
"metadata": {
"ExecuteTime": {
- "end_time": "2018-11-12T06:29:07.451994Z",
- "start_time": "2018-11-12T06:29:06.845896Z"
+ "end_time": "2018-11-19T01:46:34.068613Z",
+ "start_time": "2018-11-19T01:46:34.021932Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[1.2632991506198927,\n",
+ " 1.393768803168096,\n",
+ " 1.4898137015209056,\n",
+ " 1.4536075884721669,\n",
+ " 1.4108238472203196,\n",
+ " 1.3456902382958191,\n",
+ " 1.3190526770579034,\n",
+ " 1.291134623539095,\n",
+ " 1.2716049325008096,\n",
+ " 1.234754724771738,\n",
+ " 1.1825435278076464,\n",
+ " 1.2252064606390358,\n",
+ " 1.2640989420800277,\n",
+ " 1.2757496999030895,\n",
+ " 1.2958669929936903,\n",
+ " 1.2951053747668917,\n",
+ " 1.2997067012745651,\n",
+ " 1.2927882315939971,\n",
+ " 1.3309337732401414,\n",
+ " 1.3193355176891717,\n",
+ " 1.2844322857877195,\n",
+ " 1.2628576180893467,\n",
+ " 1.2097343104491254,\n",
+ " 1.2013077303201378,\n",
+ " 1.1993481704538602,\n",
+ " 1.2198569961855183,\n",
+ " 1.2984481427280574,\n",
+ " 1.3698938539307974,\n",
+ " 1.4269234117912923,\n",
+ " 1.4452966027439913,\n",
+ " 1.4230609854421774,\n",
+ " 1.3842558204110529,\n",
+ " 1.3450040465222477,\n",
+ " 1.29724974139755,\n",
+ " 1.251148426943638,\n",
+ " 1.2203239982067688,\n",
+ " 1.1863161021683857,\n",
+ " 1.1941366924930163,\n",
+ " 1.1469348307275298,\n",
+ " 1.1407884178283354,\n",
+ " 1.1054402354387345,\n",
+ " 1.0888031069851187,\n",
+ " 1.052178951137407,\n",
+ " 1.042391452505114,\n",
+ " 1.0022582557622686,\n",
+ " 0.9574583082522315,\n",
+ " 0.9273904554517179,\n",
+ " 0.913868938605881,\n",
+ " 0.8976037333617174,\n",
+ " 0.8635964508386459,\n",
+ " 0.8402776741681438,\n",
+ " 0.7892652851819926,\n",
+ " 0.7678051621170874,\n",
+ " 0.7603964513142425,\n",
+ " 0.7289481969705937,\n",
+ " 0.7362069163128326,\n",
+ " 0.7176683538993814,\n",
+ " 0.7428153798427477,\n",
+ " 0.7748796353406857,\n",
+ " 0.7535515003398277,\n",
+ " 0.7526143754038663,\n",
+ " 0.7548002343990244,\n",
+ " 0.7625400619385548,\n",
+ " 0.7714761024396927,\n",
+ " 0.7673985468074385,\n",
+ " 0.8022138592472895,\n",
+ " 0.8255303844225207,\n",
+ " 0.8397447444010038,\n",
+ " 0.8592502248961733,\n",
+ " 0.8835338840685852,\n",
+ " 0.9045770363106742,\n",
+ " 0.8924312148881293,\n",
+ " 0.8945346312705259,\n",
+ " 0.9017789065061824,\n",
+ " 0.8891514495423394,\n",
+ " 0.8751173253294721,\n",
+ " 0.8621537225328324,\n",
+ " 0.8501934225657698,\n",
+ " 0.8349119752654496,\n",
+ " 0.810591742829462,\n",
+ " 0.7951267561730182,\n",
+ " 0.7740848011611741,\n",
+ " 0.7364152898039934,\n",
+ " 0.7292952850398664,\n",
+ " 0.7093533687829578,\n",
+ " 0.7107420200968461,\n",
+ " 0.7187231371409383,\n",
+ " 0.7422012746928617,\n",
+ " 0.7970539274139279,\n",
+ " 0.8664577626991431,\n",
+ " 1.0115086760302945,\n",
+ " 1.1813901874116264,\n",
+ " 1.3193764924013396,\n",
+ " 1.4249254280401158,\n",
+ " 1.4599657994127124,\n",
+ " 1.4479294322109015,\n",
+ " 1.4030385044912117,\n",
+ " 1.3446684286012982,\n",
+ " 1.2925163876887016,\n",
+ " 1.2446316279829586,\n",
+ " 1.2098091099724722,\n",
+ " 1.1892752127476325,\n",
+ " 1.1481212531393388,\n",
+ " 1.1348915384977762,\n",
+ " 1.1098812210017803,\n",
+ " 1.0795799167381641,\n",
+ " 1.0345144546173055,\n",
+ " 0.9861396633770424,\n",
+ " 0.9570213815015416,\n",
+ " 0.9151721064493358,\n",
+ " 0.8871456344025952,\n",
+ " 0.8603675256610093,\n",
+ " 0.8314213104683977,\n",
+ " 0.801556648971357,\n",
+ " 0.7832473823225398,\n",
+ " 0.7861917058854403,\n",
+ " 0.7775335256878051,\n",
+ " 0.8038717996714059,\n",
+ " 0.8191247539180629,\n",
+ " 0.8714685918657985,\n",
+ " 0.9204031359563352,\n",
+ " 0.9701470471949544,\n",
+ " 0.9977216491845194,\n",
+ " 1.0117019987510287,\n",
+ " 1.0237014897684666,\n",
+ " 1.035735908490389,\n",
+ " 1.029246597670745,\n",
+ " 1.0279412447982703,\n",
+ " 1.0089957427104952,\n",
+ " 1.0177092555323095,\n",
+ " 1.015186251942808,\n",
+ " 1.0147341965721186,\n",
+ " 0.9726202852349026,\n",
+ " 0.9684820357793321,\n",
+ " 0.9546084244653746,\n",
+ " 0.9589759161165068,\n",
+ " 0.953681813597972,\n",
+ " 0.9529659427890556,\n",
+ " 0.9404538077817732,\n",
+ " 0.9300524814808376,\n",
+ " 0.9222194873100475,\n",
+ " 0.9017481517484488,\n",
+ " 0.9076603621918959,\n",
+ " 0.8862256995322542,\n",
+ " 0.8849165795617614,\n",
+ " 0.8841602602505668,\n",
+ " 0.8669393270833857,\n",
+ " 0.8650991391320055,\n",
+ " 0.8516334480516885,\n",
+ " 0.8548785794681827,\n",
+ " 0.8393830912173211,\n",
+ " 0.8397545090425697,\n",
+ " 0.8345690679109284,\n",
+ " 0.8455177640872806,\n",
+ " 0.8639961015857328,\n",
+ " 0.8646032495121627,\n",
+ " 0.8714037641606539,\n",
+ " 0.8740342223883719,\n",
+ " 0.8692493396127806,\n",
+ " 0.8600609911428099,\n",
+ " 0.8505467167521669,\n",
+ " 0.8475405142048628,\n",
+ " 0.8373268648191554,\n",
+ " 0.8301463580456817,\n",
+ " 0.8219577852673429,\n",
+ " 0.8331171378125211,\n",
+ " 0.8723196585969643,\n",
+ " 0.9319822903689668,\n",
+ " 0.9940823004100856,\n",
+ " 1.0434248912246848,\n",
+ " 1.101176776862885,\n",
+ " 1.160202085578775,\n",
+ " 1.2045316162106758,\n",
+ " 1.2698189315085562,\n",
+ " 1.3602329199109748,\n",
+ " 1.4496415572317367,\n",
+ " 1.634178668090898,\n",
+ " 1.869479984114988,\n",
+ " 2.1080339573236206,\n",
+ " 2.367410461576668,\n",
+ " 2.6226928356071317,\n",
+ " 2.9442015957178884,\n",
+ " 3.1934689280272237,\n",
+ " 3.369577640508405,\n",
+ " 3.363085077734422,\n",
+ " 3.3308943745259465,\n",
+ " 3.34345488671094,\n",
+ " 3.270858263633565,\n",
+ " 3.2662111341701667,\n",
+ " 3.2756378275893434,\n",
+ " 3.3639544916139155,\n",
+ " 3.3813825931175288,\n",
+ " 3.473438910554288,\n",
+ " 3.510285453735353,\n",
+ " 3.497185388999287,\n",
+ " 3.5310509729742883,\n",
+ " 3.5546726349870728,\n",
+ " 3.5401999948844587,\n",
+ " 3.5617762613322217,\n",
+ " 3.6112088114943175,\n",
+ " 3.7656363854245662,\n",
+ " 4.014488374401276,\n",
+ " 4.204022189099045,\n",
+ " 4.323008132565011,\n",
+ " 4.55292318924386,\n",
+ " 4.465660719519098,\n",
+ " 4.4462713982384505,\n",
+ " 4.2751386528659046,\n",
+ " 4.347505168964963,\n",
+ " 4.502927715648842,\n",
+ " 4.6885793802285765,\n",
+ " 4.628199944839338,\n",
+ " 4.455704001987412,\n",
+ " 4.317993775686132,\n",
+ " 4.115695546027388,\n",
+ " 3.8856856906623976,\n",
+ " 3.627439800093474,\n",
+ " 3.502885968925649,\n",
+ " 3.4164328569002587,\n",
+ " 3.3596064846507008,\n",
+ " 3.29411314173578,\n",
+ " 3.2749124810384576,\n",
+ " 3.214527754620344,\n",
+ " 3.17334523565404,\n",
+ " 3.1107136332898935,\n",
+ " 3.084373228564107,\n",
+ " 3.0189640476554875,\n",
+ " 3.0295228943214165,\n",
+ " 2.9996571416959896,\n",
+ " 2.9208446700168778,\n",
+ " 2.8680589886628094,\n",
+ " 2.907972334429489,\n",
+ " 2.861472344420395,\n",
+ " 2.8474889903361227,\n",
+ " 2.745248668694825,\n",
+ " 2.7303053202759995,\n",
+ " 2.6135951060595994,\n",
+ " 2.529475789890884,\n",
+ " 2.4903330472397327,\n",
+ " 2.439152558030405,\n",
+ " 2.4368767677687853,\n",
+ " 2.3475370460575014,\n",
+ " 2.3556983183736806,\n",
+ " 2.212536123406467,\n",
+ " 2.200817615698378,\n",
+ " 2.13859895332105,\n",
+ " 2.053540819899654,\n",
+ " 1.9580330469751663,\n",
+ " 1.92850392599216,\n",
+ " 1.8607478131182549,\n",
+ " 1.8192193348993184,\n",
+ " 1.739752655683747,\n",
+ " 1.7529300332032445,\n",
+ " 1.7285697305855519,\n",
+ " 1.7209222898565135,\n",
+ " 1.730323846580886,\n",
+ " 1.7602226717400549,\n",
+ " 1.7801514257593374,\n",
+ " 1.8478191773477528,\n",
+ " 1.8702440191372558,\n",
+ " 1.9288889269187404,\n",
+ " 1.977779637269245,\n",
+ " 1.974069087436935,\n",
+ " 1.967943192597384,\n",
+ " 1.9734792374254413,\n",
+ " 1.9563175455510269,\n",
+ " 1.9851023973301751,\n",
+ " 1.9852429909185416,\n",
+ " 1.960973516701933,\n",
+ " 1.9190006772680768,\n",
+ " 1.8871379330236293,\n",
+ " 1.8870815530722465,\n",
+ " 1.906325105157349,\n",
+ " 1.916718509077828,\n",
+ " 1.906721247909469,\n",
+ " 1.8748526018527751,\n",
+ " 1.8622401861424824,\n",
+ " 1.8463821096893551,\n",
+ " 1.8572306486131245,\n",
+ " 1.8591498672409832,\n",
+ " 1.8223814374026053,\n",
+ " 1.8143064584548998,\n",
+ " 1.786843829088606,\n",
+ " 1.770264490937835,\n",
+ " 1.7721429351265074,\n",
+ " 1.7555363714930243,\n",
+ " 1.7617766143642997,\n",
+ " 1.715462916442869,\n",
+ " 1.7274193576715526,\n",
+ " 1.7066412454414952,\n",
+ " 1.7168491132571937,\n",
+ " 1.6802648723507885,\n",
+ " 1.6475747104260474,\n",
+ " 1.6341871129751102,\n",
+ " 1.6091167908646318,\n",
+ " 1.5754827235715867,\n",
+ " 1.566181947942738,\n",
+ " 1.5473300334508406,\n",
+ " 1.5344938121808378,\n",
+ " 1.5791108463484766,\n",
+ " 1.5633578452614083,\n",
+ " 1.56291253637572,\n",
+ " 1.5231738814104063,\n",
+ " 1.4514498766069597,\n",
+ " 1.4376627927243346,\n",
+ " 1.4007086451410151,\n",
+ " 1.361294300581865,\n",
+ " 1.3392246803808323,\n",
+ " 1.2813975364411236,\n",
+ " 1.2601920400317963,\n",
+ " 1.209418405100685,\n",
+ " 1.2137070403515318,\n",
+ " 1.2049792764137484,\n",
+ " 1.1859767648774089,\n",
+ " 1.1682817640426169,\n",
+ " 1.1813938099398504,\n",
+ " 1.1216644444786041,\n",
+ " 1.0775990331361116,\n",
+ " 1.051008230001901,\n",
+ " 1.035272409784175,\n",
+ " 0.9994601153037259,\n",
+ " 0.9763690428293406,\n",
+ " 0.9455716397300884,\n",
+ " 0.9369020938970462,\n",
+ " 0.9204793767326028,\n",
+ " 0.914089505316063,\n",
+ " 0.8960105562010623,\n",
+ " 0.8934437292918901,\n",
+ " 0.9031614944756692,\n",
+ " 0.9588457279651288,\n",
+ " 1.0479761841513588,\n",
+ " 1.0475914732050602,\n",
+ " 1.0412848076668946,\n",
+ " 1.026783246785745,\n",
+ " 0.9808911279890768,\n",
+ " 0.9578515661507389,\n",
+ " 0.9364803077670656,\n",
+ " 0.9201806001439652,\n",
+ " 0.900943185485514,\n",
+ " 0.9043881333592584,\n",
+ " 0.9018505116725885,\n",
+ " 0.8880480709891933,\n",
+ " 0.8802535371737461,\n",
+ " 0.8924713481078699,\n",
+ " 0.9009292063519142,\n",
+ " 0.8990731179853512,\n",
+ " 0.9004002302179219,\n",
+ " 0.9026300674742864,\n",
+ " 0.9046738352677264,\n",
+ " 0.904834138707496,\n",
+ " 0.9067177221688292,\n",
+ " 0.8875546112442375,\n",
+ " 0.9010090916934979,\n",
+ " 0.8906147232150059,\n",
+ " 0.8760694369978883,\n",
+ " 0.8846086055607917,\n",
+ " 0.8732540400123358,\n",
+ " 0.8519251139287594,\n",
+ " 0.8569288126630621,\n",
+ " 0.8885552295624393,\n",
+ " 0.9078896892061099,\n",
+ " 0.9399039050339821,\n",
+ " 1.0325465634873403,\n",
+ " 1.18424717131601,\n",
+ " 1.4069828487068947,\n",
+ " 1.5374548940117276,\n",
+ " 1.5592208649143704,\n",
+ " 1.5432838207300614,\n",
+ " 1.430037758416392,\n",
+ " 1.4128296280377908,\n",
+ " 1.3924646086142305,\n",
+ " 1.2989964522293047,\n",
+ " 1.3115873758048104,\n",
+ " 1.2789734650111482,\n",
+ " 1.2562195218363923,\n",
+ " 1.2425567241967677,\n",
+ " 1.2515153481974286,\n",
+ " 1.2895012340687415,\n",
+ " 1.3511015057834526,\n",
+ " 1.2776611393828077,\n",
+ " 1.2889070757257357,\n",
+ " 1.2794203522299867,\n",
+ " 1.2548108180619686,\n",
+ " 1.2044788147076335,\n",
+ " 1.1968679971063805,\n",
+ " 1.1658325726462586,\n",
+ " 1.1352834921748485,\n",
+ " 1.1290167340765007,\n",
+ " 1.1071343580729138,\n",
+ " 1.0667294091019908,\n",
+ " 1.0462272327840756,\n",
+ " 1.0595637432866842,\n",
+ " 1.0531887583835708,\n",
+ " 1.00594994025436,\n",
+ " 1.0256902213209238,\n",
+ " 1.0057973617929692,\n",
+ " 0.9815316927612888,\n",
+ " 0.9694308369279236,\n",
+ " 0.9745064147967398,\n",
+ " 0.9642414097281632,\n",
+ " 0.9454858326097626,\n",
+ " 0.8915043979945115,\n",
+ " 0.8921364517144029,\n",
+ " 0.8938741538636313,\n",
+ " 0.9006158946503036,\n",
+ " 0.9038070077671668,\n",
+ " 0.9029920317337962,\n",
+ " 0.9168944419741138,\n",
+ " 0.9060133253634725,\n",
+ " 0.9234356237212368,\n",
+ " 0.9636884966733456,\n",
+ " 0.9755737029064364,\n",
+ " 0.9702829562843946,\n",
+ " 0.9718671879151456,\n",
+ " 0.9828543680939154,\n",
+ " 0.983976532687876,\n",
+ " 1.0192056294910876,\n",
+ " 1.02304570647853,\n",
+ " 1.0275918776272523,\n",
+ " 1.02350472267319,\n",
+ " 1.0363437201913752,\n",
+ " 1.0228960581536888,\n",
+ " 1.031773040065624,\n",
+ " 0.9961028819855686,\n",
+ " 0.9799407193704522,\n",
+ " 0.9639080227074568,\n",
+ " 0.9526042230966292,\n",
+ " 0.9513024537542358,\n",
+ " 0.9556460082467124,\n",
+ " 0.9286465597857544,\n",
+ " 0.9110140301695694,\n",
+ " 0.8984138010448336,\n",
+ " 0.910361202178044]"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_twl.query(\"site_id=='NARRA0018'\").Hs0.tolist()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-11-19T04:00:27.734848Z",
+ "start_time": "2018-11-19T04:00:26.097751Z"
},
+ "code_folding": [
+ 277
+ ],
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "d5226c9774bd4353aac2cc8f5732b182",
+ "model_id": "3790264e7f4a4fb6b5838d18c50957dc",
"version_major": 2,
"version_minor": 0
},
@@ -120,32 +582,33 @@
"
\n"
],
"text/plain": [
- "VBox(children=(HBox(children=(Dropdown(description='site_id: ', index=943, options=('AVOCAn0001', 'AVOCAn0002', 'AVOCAn0003', 'AVOCAn0004', 'AVOCAn0005', 'AVOCAn0006', 'AVOCAn0007', 'AVOCAn0008', 'AVOCAn0009', 'AVOCAs0001', 'AVOCAs0002', 'AVOCAs0003', 'AVOCAs0004', 'AVOCAs0005', 'AVOCAs0006', 'AVOCAs0007', 'AVOCAs0008', 'BILG0001', 'BILG0002', 'BILG0003', 'BILG0004', 'BILG0005', 'BLUEYS0001', 'BLUEYS0002', 'BLUEYS0003', 'BLUEYS0004', 'BLUEYS0005', 'BLUEYS0006', 'BOAT0001', 'BOAT0002', 'BOAT0003', 'BOAT0004', 'BOAT0005', 'BOOM0001', 'BOOM0002', 'BOOM0003', 'BOOM0004', 'BOOM0005', 'BOOM0006', 'BOOM0007', 'BOOM0008', 'BOOM0009', 'BOOM0010', 'BOOM0011', 'BOOM0012', 'BOOM0013', 'BOOM0014', 'CATHIE0001', 'CATHIE0002', 'CATHIE0003', 'CATHIE0004', 'CATHIE0005', 'CATHIE0006', 'CATHIE0007', 'CATHIE0008', 'CATHIE0009', 'CATHIE0010', 'CATHIE0011', 'CATHIE0012', 'CATHIE0013', 'CATHIE0014', 'CATHIE0015', 'CATHIE0016', 'CATHIE0017', 'CATHIE0018', 'CATHIE0019', 'CATHIE0020', 'CATHIE0021', 'CATHIE0022', 'CATHIE0023', 'CATHIE0024', 'CATHIE0025', 'CATHIE0026', 'CATHIE0027', 'CATHIE0028', 'CATHIE0029', 'CRESn0001', 'CRESn0002', 'CRESn0003', 'CRESn0004', 'CRESn0005', 'CRESn0006', 'CRESn0007', 'CRESn0008', 'CRESn0009', 'CRESn0010', 'CRESn0011', 'CRESn0012', 'CRESn0013', 'CRESn0014', 'CRESn0015', 'CRESn0016', 'CRESn0017', 'CRESn0018', 'CRESn0019', 'CRESn0020', 'CRESn0021', 'CRESn0022', 'CRESn0023', 'CRESn0024', 'CRESn0025', 'CRESn0026', 'CRESn0027', 'CRESn0028', 'CRESn0029', 'CRESn0030', 'CRESn0031', 'CRESn0032', 'CRESn0033', 'CRESn0034', 'CRESn0035', 'CRESn0036', 'CRESn0037', 'CRESn0038', 'CRESn0039', 'CRESn0040', 'CRESn0041', 'CRESn0042', 'CRESn0043', 'CRESn0044', 'CRESn0045', 'CRESn0046', 'CRESn0047', 'CRESn0048', 'CRESn0049', 'CRESn0050', 'CRESn0051', 'CRESn0052', 'CRESn0053', 'CRESn0054', 'CRESn0055', 'CRESn0056', 'CRESn0057', 'CRESn0058', 'CRESn0059', 'CRESn0060', 'CRESn0061', 'CRESn0062', 'CRESn0063', 'CRESn0064', 'CRESn0065', 'CRESn0066', 'CRESn0067', 'CRESn0068', 'CRESn0069', 'CRESn0070', 'CRESn0071', 'CRESn0072', 'CRESn0073', 'CRESn0074', 'CRESn0075', 'CRESn0076', 'CRESn0077', 'CRESn0078', 'CRESn0079', 'CRESn0080', 'CRESn0081', 'CRESn0082', 'CRESn0083', 'CRESn0084', 'CRESn0085', 'CRESn0086', 'CRESn0087', 'CRESn0088', 'CRESn0089', 'CRESn0090', 'CRESn0091', 'CRESn0092', 'CRESn0093', 'CRESn0094', 'CRESn0095', 'CRESn0096', 'CRESn0097', 'CRESn0098', 'CRESn0099', 'CRESn0100', 'CRESn0101', 'CRESn0102', 'CRESn0103', 'CRESn0104', 'CRESn0105', 'CRESn0106', 'CRESn0107', 'CRESn0108', 'CRESn0109', 'CRESn0110', 'CRESn0111', 'CRESn0112', 'CRESn0113', 'CRESn0114', 'CRESn0115', 'CRESn0116', 'CRESn0117', 'CRESn0118', 'CRESn0119', 'CRESn0120', 'CRESn0121', 'CRESn0122', 'CRESn0123', 'CRESn0124', 'CRESn0125', 'CRESs0001', 'CRESs0002', 'CRESs0003', 'CRESs0004', 'CRESs0005', 'CRESs0006', 'CRESs0007', 'CRESs0008', 'CRESs0009', 'CRESs0010', 'CRESs0011', 'CRESs0012', 'CRESs0013', 'CRESs0014', 'DEEWHYn0001', 'DEEWHYn0002', 'DEEWHYn0003', 'DEEWHYn0004', 'DEEWHYn0005', 'DEEWHYn0006', 'DEEWHYn0007', 'DEEWHYn0008', 'DEEWHYn0009', 'DEEWHYn0010', 'DEEWHYn0011', 'DEEWHYn0012', 'DEEWHYs0001', 'DEEWHYs0002', 'DEEWHYs0003', 'DEEWHYs0004', 'DEEWHYs0005', 'DEEWHYs0006', 'DEEWHYs0007', 'DEEWHYs0008', 'DIAMONDn0001', 'DIAMONDn0002', 'DIAMONDn0003', 'DIAMONDn0004', 'DIAMONDn0005', 'DIAMONDn0006', 'DIAMONDn0007', 'DIAMONDn0008', 'DIAMONDn0009', 'DIAMONDn0010', 'DIAMONDn0011', 'DIAMONDn0012', 'DIAMONDn0013', 'DIAMONDn0014', 'DIAMONDn0015', 'DIAMONDn0016', 'DIAMONDn0017', 'DIAMONDn0018', 'DIAMONDn0019', 'DIAMONDn0020', 'DIAMONDn0021', 'DIAMONDn0022', 'DIAMONDn0023', 'DIAMONDn0024', 'DIAMONDn0025', 'DIAMONDn0026', 'DIAMONDn0027', 'DIAMONDn0028', 'DIAMONDn0029', 'DIAMONDn0030', 'DIAMONDn0031', 'DIAMONDn0032', 'DIAMONDn0033', 'DIAMONDn0034', 'DIAMONDn0035', 'DIAMONDn0036', 'DIAMONDn0037', 'DIAMONDn0038', 'DIAMONDn0039', 'DIAMONDn0040', 'DIAMONDn0041', 'DIAMONDs0001', 'DIAMONDs0002', 'DIAMONDs0003', 'DIAMONDs0004', 'DIAMONDs0005', 'DIAMONDs0006', 'DIAMONDs0007', 'DUNBn0001', 'DUNBn0002', 'DUNBn0003', 'DUNBn0004', 'DUNBn0005', 'DUNBn0006', 'DUNBn0007', 'DUNBn0008', 'DUNBn0009', 'DUNBn0010', 'DUNBn0011', 'DUNBn0012', 'DUNBn0013', 'DUNBn0014', 'DUNBn0015', 'DUNBn0016', 'DUNBn0017', 'DUNBn0018', 'DUNBn0019', 'DUNBn0020', 'DUNBn0021', 'DUNBn0022', 'DUNBn0023', 'DUNBn0024', 'DUNBn0025', 'DUNBn0026', 'DUNBn0027', 'DUNBn0028', 'DUNBn0029', 'DUNBn0030', 'DUNBn0031', 'DUNBn0032', 'DUNBn0033', 'DUNBn0034', 'DUNBn0035', 'DUNBn0036', 'DUNBn0037', 'DUNBn0038', 'DUNBn0039', 'DUNBn0040', 'DUNBn0041', 'DUNBn0042', 'DUNBn0043', 'DUNBn0044', 'DUNBn0045', 'DUNBn0046', 'DUNBn0047', 'DUNBn0048', 'DUNBn0049', 'DUNBn0050', 'DUNBn0051', 'DUNBn0052', 'DUNBn0053', 'DUNBn0054', 'DUNBn0055', 'DUNBn0056', 'DUNBn0057', 'DUNBn0058', 'DUNBn0059', 'DUNBn0060', 'DUNBn0061', 'DUNBn0062', 'DUNBn0063', 'DUNBn0064', 'DUNBn0065', 'DUNBn0066', 'DUNBn0067', 'DUNBn0068', 'DUNBn0069', 'DUNBn0070', 'DUNBn0071', 'DUNBn0072', 'DUNBn0073', 'DUNBn0074', 'DUNBs0001', 'DUNBs0002', 'DUNBs0003', 'DUNBs0004', 'DUNBs0005', 'DUNBs0006', 'DUNBs0007', 'DUNBs0008', 'DUNBs0009', 'DUNBs0010', 'DUNBs0011', 'ELIZA0001', 'ELIZA0002', 'ELIZA0003', 'ELIZA0004', 'ELIZA0005', 'ELIZA0006', 'ELIZA0007', 'ENTRA0001', 'ENTRA0002', 'ENTRA0003', 'ENTRA0004', 'ENTRA0005', 'ENTRA0006', 'ENTRA0007', 'ENTRA0008', 'ENTRA0009', 'ENTRA0010', 'ENTRA0011', 'ENTRA0012', 'ENTRA0013', 'ENTRA0014', 'ENTRA0015', 'ENTRA0016', 'ENTRA0017', 'ENTRA0018', 'ENTRA0019', 'ENTRA0020', 'ENTRA0021', 'ENTRA0022', 'ENTRA0023', 'ENTRA0024', 'ENTRA0025', 'ENTRA0026', 'ENTRA0027', 'ENTRA0028', 'ENTRA0029', 'ENTRA0030', 'ENTRA0031', 'ENTRA0032', 'ENTRA0033', 'ENTRA0034', 'ENTRA0035', 'ENTRA0036', 'ENTRA0037', 'ENTRA0038', 'ENTRA0039', 'ENTRA0040', 'ENTRA0041', 'ENTRA0042', 'ENTRA0043', 'ENTRA0044', 'ENTRA0045', 'ENTRA0046', 'ENTRA0047', 'ENTRA0048', 'ENTRA0049', 'ENTRA0050', 'ENTRA0051', 'ENTRA0052', 'ENTRA0053', 'ENTRA0054', 'ENTRA0055', 'ENTRA0056', 'ENTRA0057', 'ENTRA0058', 'ENTRA0059', 'ENTRA0060', 'ENTRA0061', 'ENTRA0062', 'ENTRA0063', 'ENTRA0064', 'ENTRA0065', 'ENTRA0066', 'ENTRA0067', 'ENTRA0068', 'ENTRA0069', 'ENTRA0070', 'ENTRA0071', 'ENTRA0072', 'ENTRA0073', 'ENTRA0074', 'ENTRA0075', 'ENTRA0076', 'ENTRA0077', 'ENTRA0078', 'ENTRA0079', 'FOST0001', 'FOST0002', 'FOST0003', 'FOST0004', 'FOST0005', 'FOST0006', 'GRANTSn0001', 'GRANTSn0002', 'GRANTSn0003', 'GRANTSn0004', 'GRANTSn0005', 'GRANTSn0006', 'GRANTSn0007', 'GRANTSn0008', 'GRANTSn0009', 'GRANTSn0010', 'GRANTSn0011', 'GRANTSn0012', 'GRANTSn0013', 'GRANTSn0014', 'GRANTSn0015', 'GRANTSn0016', 'GRANTSn0017', 'GRANTSn0018', 'GRANTSn0019', 'GRANTSn0020', 'GRANTSn0021', 'GRANTSn0022', 'GRANTSn0023', 'GRANTSn0024', 'GRANTSs0001', 'GRANTSs0002', 'GRANTSs0003', 'GRANTSs0004', 'GRANTSs0005', 'GRANTSs0006', 'GRANTSs0007', 'GRANTSs0008', 'GRANTSs0009', 'GRANTSs0010', 'GRANTSs0011', 'GRANTSs0012', 'GRANTSs0013', 'GRANTSs0014', 'HARGn0001', 'HARGn0002', 'HARGn0003', 'HARGn0004', 'HARGn0005', 'HARGn0006', 'HARGn0007', 'HARGs0001', 'HARGs0002', 'HARGs0003', 'HARGs0004', 'HARGs0005', 'HARGs0006', 'HARGs0007', 'HARR0001', 'HARR0002', 'HARR0003', 'HARR0004', 'HARR0005', 'HARR0006', 'HARR0007', 'HARR0008', 'HARR0009', 'HARR0010', 'HARR0011', 'HARR0012', 'HARR0013', 'HARR0014', 'HARR0015', 'HARR0016', 'HARR0017', 'HARR0018', 'HARR0019', 'HARR0020', 'HARR0021', 'HARR0022', 'HARR0023', 'HARR0024', 'HARR0025', 'HARR0026', 'HARR0027', 'HARR0028', 'HARR0029', 'HARR0030', 'HARR0031', 'HARR0032', 'HARR0033', 'HARR0034', 'HARR0035', 'HARR0036', 'HARR0037', 'HARR0038', 'HARR0039', 'HARR0040', 'HARR0041', 'HARR0042', 'HARR0043', 'HARR0044', 'HARR0045', 'HARR0046', 'HARR0047', 'HARR0048', 'HARR0049', 'HARR0050', 'HARR0051', 'HARR0052', 'HARR0053', 'HARR0054', 'HARR0055', 'HARR0056', 'LHOUSE0001', 'LHOUSE0002', 'LHOUSE0003', 'LHOUSE0004', 'LHOUSE0005', 'LHOUSE0006', 'LHOUSE0007', 'LHOUSE0008', 'LHOUSE0009', 'LHOUSE0010', 'LHOUSE0011', 'LHOUSE0012', 'LHOUSE0013', 'LHOUSEn0001', 'LHOUSEn0002', 'LHOUSEn0003', 'LHOUSEn0004', 'LHOUSEn0005', 'LHOUSEn0006', 'LHOUSEn0007', 'LHOUSEn0008', 'LHOUSEn0009', 'LHOUSEn0010', 'LHOUSEn0011', 'LHOUSEn0012', 'LHOUSEn0013', 'LHOUSEn0014', 'LHOUSEn0015', 'LHOUSEn0016', 'LHOUSEn0017', 'LHOUSEn0018', 'LHOUSEn0019', 'LHOUSEn0020', 'LHOUSEn0021', 'LHOUSEn0022', 'LHOUSEn0023', 'LHOUSEn0024', 'LHOUSEn0025', 'LHOUSEn0026', 'LHOUSEn0027', 'LHOUSEn0028', 'LHOUSEn0029', 'LHOUSEn0030', 'LHOUSEn0031', 'LHOUSEn0032', 'LHOUSEn0033', 'LHOUSEn0034', 'LHOUSEn0035', 'LHOUSEn0036', 'LHOUSEn0037', 'LHOUSEn0038', 'LHOUSEn0039', 'LHOUSEn0040', 'LHOUSEn0041', 'LHOUSEn0042', 'LHOUSEn0043', 'LHOUSEn0044', 'LHOUSEn0045', 'LHOUSEn0046', 'LHOUSEn0047', 'LHOUSEn0048', 'LHOUSEn0049', 'LHOUSEn0050', 'LHOUSEn0051', 'LHOUSEn0052', 'LHOUSEn0053', 'LHOUSEn0054', 'LHOUSEn0055', 'LHOUSEn0056', 'LHOUSEn0057', 'LHOUSEn0058', 'LHOUSEn0059', 'LHOUSEn0060', 'LHOUSEn0061', 'LHOUSEn0062', 'LHOUSEn0063', 'LHOUSEn0064', 'LHOUSEn0065', 'LHOUSEn0066', 'LHOUSEn0067', 'LHOUSEn0068', 'LHOUSEn0069', 'LHOUSEn0070', 'LHOUSEn0071', 'LHOUSEn0072', 'LHOUSEn0073', 'LHOUSEn0074', 'LHOUSEn0075', 'LHOUSEn0076', 'LHOUSEn0077', 'LHOUSEn0078', 'LHOUSEn0079', 'LHOUSEn0080', 'LHOUSEn0081', 'LHOUSEn0082', 'LHOUSEn0083', 'LHOUSEn0084', 'LHOUSEn0085', 'LHOUSEn0086', 'LHOUSEn0087', 'LHOUSEn0088', 'LHOUSEn0089', 'LHOUSEn0090', 'LHOUSEn0091', 'LHOUSEn0092', 'LHOUSEn0093', 'LHOUSEs0001', 'LHOUSEs0002', 'LHOUSEs0003', 'LHOUSEs0004', 'LHOUSEs0005', 'LHOUSEs0006', 'LHOUSEs0007', 'LHOUSEs0008', 'LHOUSEs0009', 'LHOUSEs0010', 'LHOUSEs0011', 'LHOUSEs0012', 'LHOUSEs0013', 'LHOUSEs0014', 'LHOUSEs0015', 'LHOUSEs0016', 'LHOUSEs0017', 'LHOUSEs0018', 'LHOUSEs0019', 'LHOUSEs0020', 'LHOUSEs0021', 'LHOUSEs0022', 'LHOUSEs0023', 'LHOUSEs0024', 'LHOUSEs0025', 'LHOUSEs0026', 'LHOUSEs0027', 'LHOUSEs0028', 'LHOUSEs0029', 'LHOUSEs0030', 'LHOUSEs0031', 'LHOUSEs0032', 'MACM0001', 'MACM0002', 'MACM0003', 'MACM0004', 'MACM0005', 'MACM0006', 'MACM0007', 'MACM0008', 'MACM0009', 'MACM0010', 'MACM0011', 'MACM0012', 'MACM0013', 'MACM0014', 'MACM0015', 'MACM0016', 'MANNING0001', 'MANNING0002', 'MANNING0003', 'MANNING0004', 'MANNING0005', 'MANNING0006', 'MANNING0007', 'MANNING0008', 'MANNING0009', 'MANNING0010', 'MANNING0011', 'MANNING0012', 'MANNING0013', 'MANNING0014', 'MANNING0015', 'MANNING0016', 'MANNING0017', 'MANNING0018', 'MANNING0019', 'MANNING0020', 'MANNING0021', 'MANNING0022', 'MANNING0023', 'MANNING0024', 'MANNING0025', 'MANNING0026', 'MANNING0027', 'MANNING0028', 'MANNING0029', 'MANNING0030', 'MANNING0031', 'MANNING0032', 'MANNING0033', 'MANNING0034', 'MANNING0035', 'MANNING0036', 'MANNING0037', 'MANNING0038', 'MANNING0039', 'MANNING0040', 'MANNING0041', 'MANNING0042', 'MANNING0043', 'MANNING0044', 'MANNING0045', 'MANNING0046', 'MANNING0047', 'MANNING0048', 'MANNING0049', 'MANNING0050', 'MANNING0051', 'MANNING0052', 'MANNING0053', 'MANNING0054', 'MANNING0055', 'MANNING0056', 'MANNING0057', 'MANNING0058', 'MANNING0059', 'MANNING0060', 'MANNING0061', 'MANNING0062', 'MANNING0063', 'MANNING0064', 'MANNING0065', 'MANNING0066', 'MANNING0067', 'MANNING0068', 'MANNING0069', 'MANNING0070', 'MANNING0071', 'MANNING0072', 'MANNING0073', 'MANNING0074', 'MANNING0075', 'MANNING0076', 'MANNING0077', 'MANNING0078', 'MANNING0079', 'MANNING0080', 'MANNING0081', 'MANNING0082', 'MANNING0083', 'MANNING0084', 'MANNING0085', 'MANNING0086', 'MANNING0087', 'MANNING0088', 'MANNING0089', 'MANNING0090', 'MANNING0091', 'MANNING0092', 'MANNING0093', 'MANNING0094', 'MANNING0095', 'MANNING0096', 'MANNING0097', 'MANNING0098', 'MANNING0099', 'MANNING0100', 'MANNING0101', 'MANNING0102', 'MANNING0103', 'MANNING0104', 'MANNING0105', 'MANNING0106', 'MANNING0107', 'MANNING0108', 'MANNING0109', 'MANNING0110', 'MANNING0111', 'MANNING0112', 'MANNING0113', 'MANNING0114', 'MANNING0115', 'MANNING0116', 'MANNING0117', 'MANNING0118', 'MANNING0119', 'MANNING0120', 'MANNING0121', 'MANNING0122', 'MANNING0123', 'MANNING0124', 'MANNING0125', 'MANNING0126', 'MANNING0127', 'MONA0001', 'MONA0002', 'MONA0003', 'MONA0004', 'MONA0005', 'MONA0006', 'MONA0007', 'MONA0008', 'MONA0009', 'MONA0010', 'MONA0011', 'MONA0012', 'MONA0013', 'MONA0014', 'MONA0015', 'MONA0016', 'MONA0017', 'MONA0018', 'MONA0019', 'MONA0020', 'MONA0021', 'NAMB0001', 'NAMB0002', 'NAMB0003', 'NAMB0004', 'NAMB0005', 'NAMB0006', 'NAMB0007', 'NAMB0008', 'NAMB0009', 'NAMB0010', 'NAMB0011', 'NAMB0012', 'NAMB0013', 'NAMB0014', 'NAMB0015', 'NAMB0016', 'NAMB0017', 'NAMB0018', 'NAMB0019', 'NAMB0020', 'NAMB0021', 'NAMB0022', 'NAMB0023', 'NAMB0024', 'NAMB0025', 'NAMB0026', 'NAMB0027', 'NAMB0028', 'NAMB0029', 'NAMB0030', 'NAMB0031', 'NAMB0032', 'NAMB0033', 'NAMB0034', 'NAMB0035', 'NAMB0036', 'NAMB0037', 'NAMB0038', 'NAMB0039', 'NAMB0040', 'NAMB0041', 'NAMB0042', 'NAMB0043', 'NAMB0044', 'NAMB0045', 'NAMB0046', 'NAMB0047', 'NAMB0048', 'NAMB0049', 'NAMB0050', 'NAMB0051', 'NAMB0052', 'NAMB0053', 'NAMB0054', 'NAMB0055', 'NAMB0056', 'NAMB0057', 'NAMB0058', 'NAMB0059', 'NAMB0060', 'NAMB0061', 'NAMB0062', 'NAMB0063', 'NAMB0064', 'NAMB0065', 'NAMB0066', 'NAMB0067', 'NAMB0068', 'NAMB0069', 'NAMB0070', 'NAMB0071', 'NAMB0072', 'NAMB0073', 'NARRA0001', 'NARRA0002', 'NARRA0003', 'NARRA0004', 'NARRA0005', 'NARRA0006', 'NARRA0007', 'NARRA0008', 'NARRA0009', 'NARRA0010', 'NARRA0011', 'NARRA0012', 'NARRA0013', 'NARRA0014', 'NARRA0015', 'NARRA0016', 'NARRA0017', 'NARRA0018', 'NARRA0019', 'NARRA0020', 'NARRA0021', 'NARRA0022', 'NARRA0023', 'NARRA0024', 'NARRA0025', 'NARRA0026', 'NARRA0027', 'NARRA0028', 'NARRA0029', 'NARRA0030', 'NARRA0031', 'NARRA0032', 'NARRA0033', 'NARRA0034', 'NARRA0035', 'NARRA0036', 'NINEMn0001', 'NINEMn0002', 'NINEMn0003', 'NINEMn0004', 'NINEMn0005', 'NINEMn0006', 'NINEMn0007', 'NINEMn0008', 'NINEMn0009', 'NINEMn0010', 'NINEMn0011', 'NINEMn0012', 'NINEMn0013', 'NINEMn0014', 'NINEMn0015', 'NINEMn0016', 'NINEMn0017', 'NINEMn0018', 'NINEMn0019', 'NINEMn0020', 'NINEMn0021', 'NINEMn0022', 'NINEMn0023', 'NINEMn0024', 'NINEMn0025', 'NINEMn0026', 'NINEMn0027', 'NINEMn0028', 'NINEMn0029', 'NINEMn0030', 'NINEMn0031', 'NINEMn0032', 'NINEMn0033', 'NINEMn0034', 'NINEMn0035', 'NINEMn0036', 'NINEMn0037', 'NINEMn0038', 'NINEMn0039', 'NINEMn0040', 'NINEMn0041', 'NINEMn0042', 'NINEMn0043', 'NINEMn0044', 'NINEMn0045', 'NINEMn0046', 'NINEMn0047', 'NINEMn0048', 'NINEMn0049', 'NINEMn0050', 'NINEMn0051', 'NINEMn0052', 'NINEMn0053', 'NINEMn0054', 'NINEMs0001', 'NINEMs0002', 'NINEMs0003', 'NINEMs0004', 'NINEMs0005', 'NINEMs0006', 'NINEMs0007', 'NINEMs0008', 'NINEMs0009', 'NINEMs0010', 'NINEMs0011', 'NINEMs0012', 'NINEMs0013', 'NINEMs0014', 'NINEMs0015', 'NINEMs0016', 'NINEMs0017', 'NINEMs0018', 'NINEMs0019', 'NINEMs0020', 'NINEMs0021', 'NINEMs0022', 'NINEMs0023', 'NINEMs0024', 'NINEMs0025', 'NINEMs0026', 'NINEMs0027', 'NINEMs0028', 'NINEMs0029', 'NINEMs0030', 'NINEMs0031', 'NINEMs0032', 'NINEMs0033', 'NINEMs0034', 'NINEMs0035', 'NINEMs0036', 'NINEMs0037', 'NINEMs0038', 'NINEMs0039', 'NINEMs0040', 'NINEMs0041', 'NINEMs0042', 'NINEMs0043', 'NINEMs0044', 'NINEMs0045', 'NINEMs0046', 'NINEMs0047', 'NINEMs0048', 'NINEMs0049', 'NINEMs0050', 'NINEMs0051', 'NINEMs0052', 'NINEMs0053', 'NINEMs0054', 'NINEMs0055', 'NINEMs0056', 'NINEMs0057', 'NINEMs0058', 'NINEMs0059', 'NINEMs0060', 'NSHORE_n0001', 'NSHORE_n0002', 'NSHORE_n0003', 'NSHORE_n0004', 'NSHORE_n0005', 'NSHORE_n0006', 'NSHORE_n0007', 'NSHORE_n0008', 'NSHORE_n0009', 'NSHORE_n0010', 'NSHORE_n0011', 'NSHORE_n0012', 'NSHORE_n0013', 'NSHORE_n0014', 'NSHORE_n0015', 'NSHORE_n0016', 'NSHORE_n0017', 'NSHORE_n0018', 'NSHORE_n0019', 'NSHORE_n0020', 'NSHORE_n0021', 'NSHORE_n0022', 'NSHORE_n0023', 'NSHORE_n0024', 'NSHORE_n0025', 'NSHORE_n0026', 'NSHORE_n0027', 'NSHORE_n0028', 'NSHORE_n0029', 'NSHORE_n0030', 'NSHORE_n0031', 'NSHORE_n0032', 'NSHORE_n0033', 'NSHORE_n0034', 'NSHORE_n0035', 'NSHORE_n0036', 'NSHORE_n0037', 'NSHORE_n0038', 'NSHORE_n0039', 'NSHORE_n0040', 'NSHORE_n0041', 'NSHORE_n0042', 'NSHORE_n0043', 'NSHORE_n0044', 'NSHORE_n0045', 'NSHORE_n0046', 'NSHORE_n0047', 'NSHORE_n0048', 'NSHORE_n0049', 'NSHORE_n0050', 'NSHORE_n0051', 'NSHORE_n0052', 'NSHORE_n0053', 'NSHORE_n0054', 'NSHORE_n0055', 'NSHORE_n0056', 'NSHORE_n0057', 'NSHORE_n0058', 'NSHORE_n0059', 'NSHORE_n0060', 'NSHORE_n0061', 'NSHORE_n0062', 'NSHORE_n0063', 'NSHORE_n0064', 'NSHORE_n0065', 'NSHORE_n0066', 'NSHORE_n0067', 'NSHORE_n0068', 'NSHORE_n0069', 'NSHORE_n0070', 'NSHORE_n0071', 'NSHORE_n0072', 'NSHORE_n0073', 'NSHORE_n0074', 'NSHORE_n0075', 'NSHORE_n0076', 'NSHORE_n0077', 'NSHORE_n0078', 'NSHORE_n0079', 'NSHORE_n0080', 'NSHORE_n0081', 'NSHORE_n0082', 'NSHORE_s0001', 'NSHORE_s0002', 'NSHORE_s0003', 'NSHORE_s0004', 'NSHORE_s0005', 'NSHORE_s0006', 'NSHORE_s0007', 'NSHORE_s0008', 'NSHORE_s0009', 'NSHORE_s0010', 'NSHORE_s0011', 'NSHORE_s0012', 'NSHORE_s0013', 'NSHORE_s0014', 'NSHORE_s0015', 'NSHORE_s0016', 'NSHORE_s0017', 'NSHORE_s0018', 'NSHORE_s0019', 'NSHORE_s0020', 'NSHORE_s0021', 'NSHORE_s0022', 'NSHORE_s0023', 'NSHORE_s0024', 'NSHORE_s0025', 'NSHORE_s0026', 'NSHORE_s0027', 'NSHORE_s0028', 'NSHORE_s0029', 'NSHORE_s0030', 'NSHORE_s0031', 'NSHORE_s0032', 'NSHORE_s0033', 'NSHORE_s0034', 'NSHORE_s0035', 'NSHORE_s0036', 'NSHORE_s0037', 'NSHORE_s0038', 'NSHORE_s0039', 'NSHORE_s0040', 'NSHORE_s0041', 'NSHORE_s0042', 'NSHORE_s0043', 'NSHORE_s0044', 'OLDBAR0001', 'OLDBAR0002', 'OLDBAR0003', 'OLDBAR0004', 'OLDBAR0005', 'OLDBAR0006', 'OLDBAR0007', 'OLDBAR0008', 'OLDBAR0009', 'OLDBAR0010', 'OLDBAR0011', 'OLDBAR0012', 'OLDBAR0013', 'OLDBAR0014', 'OLDBAR0015', 'OLDBAR0016', 'OLDBAR0017', 'OLDBAR0018', 'OLDBAR0019', 'OLDBAR0020', 'OLDBAR0021', 'OLDBAR0022', 'OLDBAR0023', 'OLDBAR0024', 'OLDBAR0025', 'OLDBAR0026', 'OLDBAR0027', 'OLDBAR0028', 'OLDBAR0029', 'OLDBAR0030', 'OLDBAR0031', 'OLDBAR0032', 'OLDBAR0033', 'OLDBAR0034', 'OLDBAR0035', 'OLDBAR0036', 'ONEMILE0001', 'ONEMILE0002', 'ONEMILE0003', 'ONEMILE0004', 'ONEMILE0005', 'ONEMILE0006', 'ONEMILE0007', 'ONEMILE0008', 'ONEMILE0009', 'ONEMILE0010', 'ONEMILE0011', 'ONEMILE0012', 'ONEMILE0013', 'PEARLn0001', 'PEARLn0002', 'PEARLn0003', 'PEARLn0004', 'PEARLn0005', 'PEARLs0001', 'PEARLs0002', 'PEARLs0003', 'PEARLs0004', 'PEARLs0005', 'SCOT0001', 'SCOT0002', 'SCOT0003', 'SCOT0004', 'SCOT0005', 'SCOT0006', 'SCOT0007', 'SCOT0008', 'SCOT0009', 'SCOT0010', 'SCOT0011', 'SCOT0012', 'STOCNn0001', 'STOCNn0002', 'STOCNn0003', 'STOCNn0004', 'STOCNn0005', 'STOCNn0006', 'STOCNn0007', 'STOCNn0008', 'STOCNn0009', 'STOCNn0010', 'STOCNn0011', 'STOCNn0012', 'STOCNn0013', 'STOCNn0014', 'STOCNn0015', 'STOCNn0016', 'STOCNn0017', 'STOCNn0018', 'STOCNn0019', 'STOCNn0020', 'STOCNn0021', 'STOCNn0022', 'STOCNn0023', 'STOCNn0024', 'STOCNn0025', 'STOCNn0026', 'STOCNn0027', 'STOCNn0028', 'STOCNn0029', 'STOCNn0030', 'STOCNn0031', 'STOCNn0032', 'STOCNn0033', 'STOCNn0034', 'STOCNn0035', 'STOCNn0036', 'STOCNn0037', 'STOCNn0038', 'STOCNn0039', 'STOCNn0040', 'STOCNn0041', 'STOCNn0042', 'STOCNn0043', 'STOCNn0044', 'STOCNn0045', 'STOCNn0046', 'STOCNn0047', 'STOCNn0048', 'STOCNn0049', 'STOCNn0050', 'STOCNn0051', 'STOCNn0052', 'STOCNn0053', 'STOCNn0054', 'STOCNn0055', 'STOCNn0056', 'STOCNn0057', 'STOCNn0058', 'STOCNn0059', 'STOCNn0060', 'STOCNn0061', 'STOCNn0062', 'STOCNn0063', 'STOCNn0064', 'STOCNn0065', 'STOCNs0001', 'STOCNs0002', 'STOCNs0003', 'STOCNs0004', 'STOCNs0005', 'STOCNs0006', 'STOCNs0007', 'STOCNs0008', 'STOCNs0009', 'STOCNs0010', 'STOCNs0011', 'STOCNs0012', 'STOCNs0013', 'STOCNs0014', 'STOCNs0015', 'STOCNs0016', 'STOCNs0017', 'STOCNs0018', 'STOCNs0019', 'STOCNs0020', 'STOCNs0021', 'STOCNs0022', 'STOCNs0023', 'STOCNs0024', 'STOCNs0025', 'STOCNs0026', 'STOCNs0027', 'STOCNs0028', 'STOCNs0029', 'STOCNs0030', 'STOCNs0031', 'STOCNs0032', 'STOCNs0033', 'STOCNs0034', 'STOCNs0035', 'STOCNs0036', 'STOCNs0037', 'STOCNs0038', 'STOCNs0039', 'STOCNs0040', 'STOCNs0041', 'STOCNs0042', 'STOCNs0043', 'STOCNs0044', 'STOCNs0045', 'STOCNs0046', 'STOCNs0047', 'STOCNs0048', 'STOCNs0049', 'STOCNs0050', 'STOCNs0051', 'STOCNs0052', 'STOCNs0053', 'STOCNs0054', 'STOCNs0055', 'STOCNs0056', 'STOCNs0057', 'STOCNs0058', 'STOCNs0059', 'STOCNs0060', 'STOCNs0061', 'STOCNs0062', 'STOCNs0063', 'STOCNs0064', 'STOCNs0065', 'STOCNs0066', 'STOCNs0067', 'STOCNs0068', 'STOCNs0069', 'STOCNs0070', 'STOCNs0071', 'STOCNs0072', 'STOCNs0073', 'STOCNs0074', 'STOCNs0075', 'STOCNs0076', 'STOCNs0077', 'STOCNs0078', 'STOCNs0079', 'STOCNs0080', 'STOCNs0081', 'STOCNs0082', 'STOCNs0083', 'STOCNs0084', 'STOCNs0085', 'STOCNs0086', 'STOCNs0087', 'STOCNs0088', 'STOCNs0089', 'STOCNs0090', 'STOCNs0091', 'STOCNs0092', 'STOCNs0093', 'STOCNs0094', 'STOCNs0095', 'STOCNs0096', 'STOCNs0097', 'STOCNs0098', 'STOCNs0099', 'STOCNs0100', 'STOCNs0101', 'STOCNs0102', 'STOCNs0103', 'STOCNs0104', 'STOCNs0105', 'STOCNs0106', 'STOCNs0107', 'STOCNs0108', 'STOCNs0109', 'STOCNs0110', 'STOCNs0111', 'STOCNs0112', 'STOCNs0113', 'STOCNs0114', 'STOCNs0115', 'STOCNs0116', 'STOCNs0117', 'STOCNs0118', 'STOCNs0119', 'STOCNs0120', 'STOCNs0121', 'STOCNs0122', 'STOCNs0123', 'STOCNs0124', 'STOCNs0125', 'STOCNs0126', 'STOCNs0127', 'STOCNs0128', 'STOCNs0129', 'STOCNs0130', 'STOCNs0131', 'STOCNs0132', 'STOCNs0133', 'STOCNs0134', 'STOCNs0135', 'STOCNs0136', 'STOCNs0137', 'STOCNs0138', 'STOCNs0139', 'STOCNs0140', 'STOCNs0141', 'STOCNs0142', 'STOCNs0143', 'STOCNs0144', 'STOCNs0145', 'STOCNs0146', 'STOCNs0147', 'STOCNs0148', 'STOCNs0149', 'STOCNs0150', 'STOCNs0151', 'STOCNs0152', 'STOCNs0153', 'STOCNs0154', 'STOCNs0155', 'STOCNs0156', 'STOCNs0157', 'STOCNs0158', 'STOCNs0159', 'STOCNs0160', 'STOCNs0161', 'STOCNs0162', 'STOCNs0163', 'STOCNs0164', 'STOCNs0165', 'STOCNs0166', 'STOCNs0167', 'STOCNs0168', 'STOCNs0169', 'STOCNs0170', 'STOCNs0171', 'STOCNs0172', 'STOCNs0173', 'STOCNs0174', 'STOCNs0175', 'STOCNs0176', 'STOCNs0177', 'STOCNs0178', 'STOCNs0179', 'STOCNs0180', 'STOCNs0181', 'STOCNs0182', 'STOCNs0183', 'STOCNs0184', 'STOCNs0185', 'STOCNs0186', 'STOCNs0187', 'STOCNs0188', 'STOCNs0189', 'STOCNs0190', 'STOCNs0191', 'STOCNs0192', 'STOCNs0193', 'STOCNs0194', 'STOCNs0195', 'STOCNs0196', 'STOCNs0197', 'STOCNs0198', 'STOCNs0199', 'STOCNs0200', 'STOCNs0201', 'STOCNs0202', 'STOCNs0203', 'STOCNs0204', 'STOCNs0205', 'STOCNs0206', 'STOCNs0207', 'STOCNs0208', 'STOCNs0209', 'STOCS0001', 'STOCS0002', 'STOCS0003', 'STOCS0004', 'STOCS0005', 'STOCS0006', 'STOCS0007', 'STOCS0008', 'STOCS0009', 'STOCS0010', 'STOCS0011', 'STOCS0012', 'STOCS0013', 'STOCS0014', 'STOCS0015', 'STOCS0016', 'STOCS0017', 'STOCS0018', 'STOCS0019', 'STOCS0020', 'STOCS0021', 'STOCS0022', 'STOCS0023', 'STOCS0024', 'STOCS0025', 'STOCS0026', 'STOCS0027', 'STOCS0028', 'STOCS0029', 'STOCS0030', 'STOCS0031', 'STOCS0032', 'STOCS0033', 'STOCS0034', 'STOCS0035', 'STOCS0036', 'STOCS0037', 'STOCS0038', 'STOCS0039', 'STOCS0040', 'STOCS0041', 'STOCS0042', 'STOCS0043', 'STOCS0044', 'STOCS0045', 'STOCS0046', 'STUART0001', 'STUART0002', 'STUART0003', 'STUART0004', 'STUART0005', 'STUART0006', 'STUART0007', 'STUART0008', 'STUART0009', 'STUART0010', 'STUART0011', 'STUART0012', 'STUART0013', 'STUART0014', 'STUART0015', 'STUART0016', 'STUART0017', 'STUART0018', 'STUART0019', 'STUART0020', 'STUART0021', 'STUART0022', 'STUART0023', 'STUART0024', 'STUART0025', 'STUART0026', 'STUART0027', 'STUART0028', 'STUART0029', 'STUART0030', 'STUART0031', 'STUART0032', 'STUART0033', 'STUART0034', 'STUART0035', 'STUART0036', 'STUART0037', 'STUART0038', 'STUART0039', 'STUART0040', 'STUART0041', 'STUART0042', 'STUART0043', 'STUART0044', 'STUART0045', 'STUART0046', 'STUART0047', 'STUART0048', 'STUART0049', 'STUART0050', 'STUART0051', 'STUART0052', 'STUART0053', 'STUART0054', 'STUART0055', 'STUART0056', 'STUART0057', 'STUART0058', 'STUART0059', 'STUART0060', 'STUART0061', 'STUART0062', 'STUART0063', 'STUART0064', 'STUART0065', 'STUART0066', 'STUART0067', 'STUART0068', 'STUART0069', 'STUART0070', 'STUART0071', 'STUART0072', 'STUART0073', 'STUART0074', 'STUART0075', 'STUART0076', 'STUART0077', 'STUART0078', 'STUART0079', 'STUART0080', 'STUART0081', 'STUART0082', 'STUART0083', 'STUART0084', 'STUART0085', 'STUART0086', 'STUART0087', 'STUART0088', 'STUART0089', 'SWRO0001', 'SWRO0002', 'SWRO0003', 'SWRO0004', 'SWRO0005', 'SWRO0006', 'SWRO0007', 'SWRO0008', 'SWRO0009', 'SWRO0010', 'SWRO0011', 'SWRO0012', 'SWRO0013', 'SWRO0014', 'SWRO0015', 'SWRO0016', 'SWRO0017', 'SWRO0018', 'SWRO0019', 'SWRO0020', 'SWRO0021', 'SWRO0022', 'SWRO0023', 'SWRO0024', 'SWRO0025', 'SWRO0026', 'TREACH0001', 'TREACH0002', 'TREACH0003', 'TREACH0004', 'TREACH0005', 'TREACH0006', 'TREACH0007', 'TREACH0008', 'TREACH0009', 'TREACH0010', 'TREACH0011', 'TREACH0012', 'TREACH0013', 'TREACH0014', 'TREACH0015', 'TREACH0016', 'WAMBE0001', 'WAMBE0002', 'WAMBE0003', 'WAMBE0004', 'WAMBE0005', 'WAMBE0006', 'WAMBE0007', 'WAMBE0008', 'WAMBE0009', 'WAMBE0010', 'WAMBE0011', 'WAMBE0012', 'WAMBE0013', 'WAMBE0014', 'WAMBE0015', 'WAMBE0016', 'WAMBE0017', 'WAMBE0018', 'WAMBE0019', 'WAMBE0020', 'WAMBE0021', 'WAMBE0022', 'WAMBE0023', 'WAMBE0024', 'WAMBE0025', 'WAMBE0026', 'WAMBE0027'), value='NARRA0001'),)), HBox(children=(FigureWidget({\n",
+ "VBox(children=(VBox(children=(HTML(value='Filter by observed and predicted impacts:'), HBox(children=(SelectMultiple(description='Forecasted Impacts', index=(0, 1, 2), options=('overwash', 'collision', 'swash'), value=('overwash', 'collision', 'swash')), SelectMultiple(description='Observed Impacts', index=(0, 1), options=('swash', 'collision'), value=('swash', 'collision')))))), VBox(children=(HTML(value='Filter by site_id:'), HBox(children=(Dropdown(description='site_id: ', index=943, options=('AVOCAn0001', 'AVOCAn0002', 'AVOCAn0003', 'AVOCAn0004', 'AVOCAn0005', 'AVOCAn0006', 'AVOCAn0007', 'AVOCAn0008', 'AVOCAn0009', 'AVOCAs0001', 'AVOCAs0002', 'AVOCAs0003', 'AVOCAs0004', 'AVOCAs0005', 'AVOCAs0006', 'AVOCAs0007', 'AVOCAs0008', 'BILG0001', 'BILG0002', 'BILG0003', 'BILG0004', 'BILG0005', 'BLUEYS0001', 'BLUEYS0002', 'BLUEYS0003', 'BLUEYS0004', 'BLUEYS0005', 'BLUEYS0006', 'BOAT0001', 'BOAT0002', 'BOAT0003', 'BOAT0004', 'BOAT0005', 'BOOM0001', 'BOOM0002', 'BOOM0003', 'BOOM0004', 'BOOM0005', 'BOOM0006', 'BOOM0007', 'BOOM0008', 'BOOM0009', 'BOOM0010', 'BOOM0011', 'BOOM0012', 'BOOM0013', 'BOOM0014', 'CATHIE0001', 'CATHIE0002', 'CATHIE0003', 'CATHIE0004', 'CATHIE0005', 'CATHIE0006', 'CATHIE0007', 'CATHIE0008', 'CATHIE0009', 'CATHIE0010', 'CATHIE0011', 'CATHIE0012', 'CATHIE0013', 'CATHIE0014', 'CATHIE0015', 'CATHIE0016', 'CATHIE0017', 'CATHIE0018', 'CATHIE0019', 'CATHIE0020', 'CATHIE0021', 'CATHIE0022', 'CATHIE0023', 'CATHIE0024', 'CATHIE0025', 'CATHIE0026', 'CATHIE0027', 'CATHIE0028', 'CATHIE0029', 'CRESn0001', 'CRESn0002', 'CRESn0003', 'CRESn0004', 'CRESn0005', 'CRESn0006', 'CRESn0007', 'CRESn0008', 'CRESn0009', 'CRESn0010', 'CRESn0011', 'CRESn0012', 'CRESn0013', 'CRESn0014', 'CRESn0015', 'CRESn0016', 'CRESn0017', 'CRESn0018', 'CRESn0019', 'CRESn0020', 'CRESn0021', 'CRESn0022', 'CRESn0023', 'CRESn0024', 'CRESn0025', 'CRESn0026', 'CRESn0027', 'CRESn0028', 'CRESn0029', 'CRESn0030', 'CRESn0031', 'CRESn0032', 'CRESn0033', 'CRESn0034', 'CRESn0035', 'CRESn0036', 'CRESn0037', 'CRESn0038', 'CRESn0039', 'CRESn0040', 'CRESn0041', 'CRESn0042', 'CRESn0043', 'CRESn0044', 'CRESn0045', 'CRESn0046', 'CRESn0047', 'CRESn0048', 'CRESn0049', 'CRESn0050', 'CRESn0051', 'CRESn0052', 'CRESn0053', 'CRESn0054', 'CRESn0055', 'CRESn0056', 'CRESn0057', 'CRESn0058', 'CRESn0059', 'CRESn0060', 'CRESn0061', 'CRESn0062', 'CRESn0063', 'CRESn0064', 'CRESn0065', 'CRESn0066', 'CRESn0067', 'CRESn0068', 'CRESn0069', 'CRESn0070', 'CRESn0071', 'CRESn0072', 'CRESn0073', 'CRESn0074', 'CRESn0075', 'CRESn0076', 'CRESn0077', 'CRESn0078', 'CRESn0079', 'CRESn0080', 'CRESn0081', 'CRESn0082', 'CRESn0083', 'CRESn0084', 'CRESn0085', 'CRESn0086', 'CRESn0087', 'CRESn0088', 'CRESn0089', 'CRESn0090', 'CRESn0091', 'CRESn0092', 'CRESn0093', 'CRESn0094', 'CRESn0095', 'CRESn0096', 'CRESn0097', 'CRESn0098', 'CRESn0099', 'CRESn0100', 'CRESn0101', 'CRESn0102', 'CRESn0103', 'CRESn0104', 'CRESn0105', 'CRESn0106', 'CRESn0107', 'CRESn0108', 'CRESn0109', 'CRESn0110', 'CRESn0111', 'CRESn0112', 'CRESn0113', 'CRESn0114', 'CRESn0115', 'CRESn0116', 'CRESn0117', 'CRESn0118', 'CRESn0119', 'CRESn0120', 'CRESn0121', 'CRESn0122', 'CRESn0123', 'CRESn0124', 'CRESn0125', 'CRESs0001', 'CRESs0002', 'CRESs0003', 'CRESs0004', 'CRESs0005', 'CRESs0006', 'CRESs0007', 'CRESs0008', 'CRESs0009', 'CRESs0010', 'CRESs0011', 'CRESs0012', 'CRESs0013', 'CRESs0014', 'DEEWHYn0001', 'DEEWHYn0002', 'DEEWHYn0003', 'DEEWHYn0004', 'DEEWHYn0005', 'DEEWHYn0006', 'DEEWHYn0007', 'DEEWHYn0008', 'DEEWHYn0009', 'DEEWHYn0010', 'DEEWHYn0011', 'DEEWHYn0012', 'DEEWHYs0001', 'DEEWHYs0002', 'DEEWHYs0003', 'DEEWHYs0004', 'DEEWHYs0005', 'DEEWHYs0006', 'DEEWHYs0007', 'DEEWHYs0008', 'DIAMONDn0001', 'DIAMONDn0002', 'DIAMONDn0003', 'DIAMONDn0004', 'DIAMONDn0005', 'DIAMONDn0006', 'DIAMONDn0007', 'DIAMONDn0008', 'DIAMONDn0009', 'DIAMONDn0010', 'DIAMONDn0011', 'DIAMONDn0012', 'DIAMONDn0013', 'DIAMONDn0014', 'DIAMONDn0015', 'DIAMONDn0016', 'DIAMONDn0017', 'DIAMONDn0018', 'DIAMONDn0019', 'DIAMONDn0020', 'DIAMONDn0021', 'DIAMONDn0022', 'DIAMONDn0023', 'DIAMONDn0024', 'DIAMONDn0025', 'DIAMONDn0026', 'DIAMONDn0027', 'DIAMONDn0028', 'DIAMONDn0029', 'DIAMONDn0030', 'DIAMONDn0031', 'DIAMONDn0032', 'DIAMONDn0033', 'DIAMONDn0034', 'DIAMONDn0035', 'DIAMONDn0036', 'DIAMONDn0037', 'DIAMONDn0038', 'DIAMONDn0039', 'DIAMONDn0040', 'DIAMONDn0041', 'DIAMONDs0001', 'DIAMONDs0002', 'DIAMONDs0003', 'DIAMONDs0004', 'DIAMONDs0005', 'DIAMONDs0006', 'DIAMONDs0007', 'DUNBn0001', 'DUNBn0002', 'DUNBn0003', 'DUNBn0004', 'DUNBn0005', 'DUNBn0006', 'DUNBn0007', 'DUNBn0008', 'DUNBn0009', 'DUNBn0010', 'DUNBn0011', 'DUNBn0012', 'DUNBn0013', 'DUNBn0014', 'DUNBn0015', 'DUNBn0016', 'DUNBn0017', 'DUNBn0018', 'DUNBn0019', 'DUNBn0020', 'DUNBn0021', 'DUNBn0022', 'DUNBn0023', 'DUNBn0024', 'DUNBn0025', 'DUNBn0026', 'DUNBn0027', 'DUNBn0028', 'DUNBn0029', 'DUNBn0030', 'DUNBn0031', 'DUNBn0032', 'DUNBn0033', 'DUNBn0034', 'DUNBn0035', 'DUNBn0036', 'DUNBn0037', 'DUNBn0038', 'DUNBn0039', 'DUNBn0040', 'DUNBn0041', 'DUNBn0042', 'DUNBn0043', 'DUNBn0044', 'DUNBn0045', 'DUNBn0046', 'DUNBn0047', 'DUNBn0048', 'DUNBn0049', 'DUNBn0050', 'DUNBn0051', 'DUNBn0052', 'DUNBn0053', 'DUNBn0054', 'DUNBn0055', 'DUNBn0056', 'DUNBn0057', 'DUNBn0058', 'DUNBn0059', 'DUNBn0060', 'DUNBn0061', 'DUNBn0062', 'DUNBn0063', 'DUNBn0064', 'DUNBn0065', 'DUNBn0066', 'DUNBn0067', 'DUNBn0068', 'DUNBn0069', 'DUNBn0070', 'DUNBn0071', 'DUNBn0072', 'DUNBn0073', 'DUNBn0074', 'DUNBs0001', 'DUNBs0002', 'DUNBs0003', 'DUNBs0004', 'DUNBs0005', 'DUNBs0006', 'DUNBs0007', 'DUNBs0008', 'DUNBs0009', 'DUNBs0010', 'DUNBs0011', 'ELIZA0001', 'ELIZA0002', 'ELIZA0003', 'ELIZA0004', 'ELIZA0005', 'ELIZA0006', 'ELIZA0007', 'ENTRA0001', 'ENTRA0002', 'ENTRA0003', 'ENTRA0004', 'ENTRA0005', 'ENTRA0006', 'ENTRA0007', 'ENTRA0008', 'ENTRA0009', 'ENTRA0010', 'ENTRA0011', 'ENTRA0012', 'ENTRA0013', 'ENTRA0014', 'ENTRA0015', 'ENTRA0016', 'ENTRA0017', 'ENTRA0018', 'ENTRA0019', 'ENTRA0020', 'ENTRA0021', 'ENTRA0022', 'ENTRA0023', 'ENTRA0024', 'ENTRA0025', 'ENTRA0026', 'ENTRA0027', 'ENTRA0028', 'ENTRA0029', 'ENTRA0030', 'ENTRA0031', 'ENTRA0032', 'ENTRA0033', 'ENTRA0034', 'ENTRA0035', 'ENTRA0036', 'ENTRA0037', 'ENTRA0038', 'ENTRA0039', 'ENTRA0040', 'ENTRA0041', 'ENTRA0042', 'ENTRA0043', 'ENTRA0044', 'ENTRA0045', 'ENTRA0046', 'ENTRA0047', 'ENTRA0048', 'ENTRA0049', 'ENTRA0050', 'ENTRA0051', 'ENTRA0052', 'ENTRA0053', 'ENTRA0054', 'ENTRA0055', 'ENTRA0056', 'ENTRA0057', 'ENTRA0058', 'ENTRA0059', 'ENTRA0060', 'ENTRA0061', 'ENTRA0062', 'ENTRA0063', 'ENTRA0064', 'ENTRA0065', 'ENTRA0066', 'ENTRA0067', 'ENTRA0068', 'ENTRA0069', 'ENTRA0070', 'ENTRA0071', 'ENTRA0072', 'ENTRA0073', 'ENTRA0074', 'ENTRA0075', 'ENTRA0076', 'ENTRA0077', 'ENTRA0078', 'ENTRA0079', 'FOST0001', 'FOST0002', 'FOST0003', 'FOST0004', 'FOST0005', 'FOST0006', 'GRANTSn0001', 'GRANTSn0002', 'GRANTSn0003', 'GRANTSn0004', 'GRANTSn0005', 'GRANTSn0006', 'GRANTSn0007', 'GRANTSn0008', 'GRANTSn0009', 'GRANTSn0010', 'GRANTSn0011', 'GRANTSn0012', 'GRANTSn0013', 'GRANTSn0014', 'GRANTSn0015', 'GRANTSn0016', 'GRANTSn0017', 'GRANTSn0018', 'GRANTSn0019', 'GRANTSn0020', 'GRANTSn0021', 'GRANTSn0022', 'GRANTSn0023', 'GRANTSn0024', 'GRANTSs0001', 'GRANTSs0002', 'GRANTSs0003', 'GRANTSs0004', 'GRANTSs0005', 'GRANTSs0006', 'GRANTSs0007', 'GRANTSs0008', 'GRANTSs0009', 'GRANTSs0010', 'GRANTSs0011', 'GRANTSs0012', 'GRANTSs0013', 'GRANTSs0014', 'HARGn0001', 'HARGn0002', 'HARGn0003', 'HARGn0004', 'HARGn0005', 'HARGn0006', 'HARGn0007', 'HARGs0001', 'HARGs0002', 'HARGs0003', 'HARGs0004', 'HARGs0005', 'HARGs0006', 'HARGs0007', 'HARR0001', 'HARR0002', 'HARR0003', 'HARR0004', 'HARR0005', 'HARR0006', 'HARR0007', 'HARR0008', 'HARR0009', 'HARR0010', 'HARR0011', 'HARR0012', 'HARR0013', 'HARR0014', 'HARR0015', 'HARR0016', 'HARR0017', 'HARR0018', 'HARR0019', 'HARR0020', 'HARR0021', 'HARR0022', 'HARR0023', 'HARR0024', 'HARR0025', 'HARR0026', 'HARR0027', 'HARR0028', 'HARR0029', 'HARR0030', 'HARR0031', 'HARR0032', 'HARR0033', 'HARR0034', 'HARR0035', 'HARR0036', 'HARR0037', 'HARR0038', 'HARR0039', 'HARR0040', 'HARR0041', 'HARR0042', 'HARR0043', 'HARR0044', 'HARR0045', 'HARR0046', 'HARR0047', 'HARR0048', 'HARR0049', 'HARR0050', 'HARR0051', 'HARR0052', 'HARR0053', 'HARR0054', 'HARR0055', 'HARR0056', 'LHOUSE0001', 'LHOUSE0002', 'LHOUSE0003', 'LHOUSE0004', 'LHOUSE0005', 'LHOUSE0006', 'LHOUSE0007', 'LHOUSE0008', 'LHOUSE0009', 'LHOUSE0010', 'LHOUSE0011', 'LHOUSE0012', 'LHOUSE0013', 'LHOUSEn0001', 'LHOUSEn0002', 'LHOUSEn0003', 'LHOUSEn0004', 'LHOUSEn0005', 'LHOUSEn0006', 'LHOUSEn0007', 'LHOUSEn0008', 'LHOUSEn0009', 'LHOUSEn0010', 'LHOUSEn0011', 'LHOUSEn0012', 'LHOUSEn0013', 'LHOUSEn0014', 'LHOUSEn0015', 'LHOUSEn0016', 'LHOUSEn0017', 'LHOUSEn0018', 'LHOUSEn0019', 'LHOUSEn0020', 'LHOUSEn0021', 'LHOUSEn0022', 'LHOUSEn0023', 'LHOUSEn0024', 'LHOUSEn0025', 'LHOUSEn0026', 'LHOUSEn0027', 'LHOUSEn0028', 'LHOUSEn0029', 'LHOUSEn0030', 'LHOUSEn0031', 'LHOUSEn0032', 'LHOUSEn0033', 'LHOUSEn0034', 'LHOUSEn0035', 'LHOUSEn0036', 'LHOUSEn0037', 'LHOUSEn0038', 'LHOUSEn0039', 'LHOUSEn0040', 'LHOUSEn0041', 'LHOUSEn0042', 'LHOUSEn0043', 'LHOUSEn0044', 'LHOUSEn0045', 'LHOUSEn0046', 'LHOUSEn0047', 'LHOUSEn0048', 'LHOUSEn0049', 'LHOUSEn0050', 'LHOUSEn0051', 'LHOUSEn0052', 'LHOUSEn0053', 'LHOUSEn0054', 'LHOUSEn0055', 'LHOUSEn0056', 'LHOUSEn0057', 'LHOUSEn0058', 'LHOUSEn0059', 'LHOUSEn0060', 'LHOUSEn0061', 'LHOUSEn0062', 'LHOUSEn0063', 'LHOUSEn0064', 'LHOUSEn0065', 'LHOUSEn0066', 'LHOUSEn0067', 'LHOUSEn0068', 'LHOUSEn0069', 'LHOUSEn0070', 'LHOUSEn0071', 'LHOUSEn0072', 'LHOUSEn0073', 'LHOUSEn0074', 'LHOUSEn0075', 'LHOUSEn0076', 'LHOUSEn0077', 'LHOUSEn0078', 'LHOUSEn0079', 'LHOUSEn0080', 'LHOUSEn0081', 'LHOUSEn0082', 'LHOUSEn0083', 'LHOUSEn0084', 'LHOUSEn0085', 'LHOUSEn0086', 'LHOUSEn0087', 'LHOUSEn0088', 'LHOUSEn0089', 'LHOUSEn0090', 'LHOUSEn0091', 'LHOUSEn0092', 'LHOUSEn0093', 'LHOUSEs0001', 'LHOUSEs0002', 'LHOUSEs0003', 'LHOUSEs0004', 'LHOUSEs0005', 'LHOUSEs0006', 'LHOUSEs0007', 'LHOUSEs0008', 'LHOUSEs0009', 'LHOUSEs0010', 'LHOUSEs0011', 'LHOUSEs0012', 'LHOUSEs0013', 'LHOUSEs0014', 'LHOUSEs0015', 'LHOUSEs0016', 'LHOUSEs0017', 'LHOUSEs0018', 'LHOUSEs0019', 'LHOUSEs0020', 'LHOUSEs0021', 'LHOUSEs0022', 'LHOUSEs0023', 'LHOUSEs0024', 'LHOUSEs0025', 'LHOUSEs0026', 'LHOUSEs0027', 'LHOUSEs0028', 'LHOUSEs0029', 'LHOUSEs0030', 'LHOUSEs0031', 'LHOUSEs0032', 'MACM0001', 'MACM0002', 'MACM0003', 'MACM0004', 'MACM0005', 'MACM0006', 'MACM0007', 'MACM0008', 'MACM0009', 'MACM0010', 'MACM0011', 'MACM0012', 'MACM0013', 'MACM0014', 'MACM0015', 'MACM0016', 'MANNING0001', 'MANNING0002', 'MANNING0003', 'MANNING0004', 'MANNING0005', 'MANNING0006', 'MANNING0007', 'MANNING0008', 'MANNING0009', 'MANNING0010', 'MANNING0011', 'MANNING0012', 'MANNING0013', 'MANNING0014', 'MANNING0015', 'MANNING0016', 'MANNING0017', 'MANNING0018', 'MANNING0019', 'MANNING0020', 'MANNING0021', 'MANNING0022', 'MANNING0023', 'MANNING0024', 'MANNING0025', 'MANNING0026', 'MANNING0027', 'MANNING0028', 'MANNING0029', 'MANNING0030', 'MANNING0031', 'MANNING0032', 'MANNING0033', 'MANNING0034', 'MANNING0035', 'MANNING0036', 'MANNING0037', 'MANNING0038', 'MANNING0039', 'MANNING0040', 'MANNING0041', 'MANNING0042', 'MANNING0043', 'MANNING0044', 'MANNING0045', 'MANNING0046', 'MANNING0047', 'MANNING0048', 'MANNING0049', 'MANNING0050', 'MANNING0051', 'MANNING0052', 'MANNING0053', 'MANNING0054', 'MANNING0055', 'MANNING0056', 'MANNING0057', 'MANNING0058', 'MANNING0059', 'MANNING0060', 'MANNING0061', 'MANNING0062', 'MANNING0063', 'MANNING0064', 'MANNING0065', 'MANNING0066', 'MANNING0067', 'MANNING0068', 'MANNING0069', 'MANNING0070', 'MANNING0071', 'MANNING0072', 'MANNING0073', 'MANNING0074', 'MANNING0075', 'MANNING0076', 'MANNING0077', 'MANNING0078', 'MANNING0079', 'MANNING0080', 'MANNING0081', 'MANNING0082', 'MANNING0083', 'MANNING0084', 'MANNING0085', 'MANNING0086', 'MANNING0087', 'MANNING0088', 'MANNING0089', 'MANNING0090', 'MANNING0091', 'MANNING0092', 'MANNING0093', 'MANNING0094', 'MANNING0095', 'MANNING0096', 'MANNING0097', 'MANNING0098', 'MANNING0099', 'MANNING0100', 'MANNING0101', 'MANNING0102', 'MANNING0103', 'MANNING0104', 'MANNING0105', 'MANNING0106', 'MANNING0107', 'MANNING0108', 'MANNING0109', 'MANNING0110', 'MANNING0111', 'MANNING0112', 'MANNING0113', 'MANNING0114', 'MANNING0115', 'MANNING0116', 'MANNING0117', 'MANNING0118', 'MANNING0119', 'MANNING0120', 'MANNING0121', 'MANNING0122', 'MANNING0123', 'MANNING0124', 'MANNING0125', 'MANNING0126', 'MANNING0127', 'MONA0001', 'MONA0002', 'MONA0003', 'MONA0004', 'MONA0005', 'MONA0006', 'MONA0007', 'MONA0008', 'MONA0009', 'MONA0010', 'MONA0011', 'MONA0012', 'MONA0013', 'MONA0014', 'MONA0015', 'MONA0016', 'MONA0017', 'MONA0018', 'MONA0019', 'MONA0020', 'MONA0021', 'NAMB0001', 'NAMB0002', 'NAMB0003', 'NAMB0004', 'NAMB0005', 'NAMB0006', 'NAMB0007', 'NAMB0008', 'NAMB0009', 'NAMB0010', 'NAMB0011', 'NAMB0012', 'NAMB0013', 'NAMB0014', 'NAMB0015', 'NAMB0016', 'NAMB0017', 'NAMB0018', 'NAMB0019', 'NAMB0020', 'NAMB0021', 'NAMB0022', 'NAMB0023', 'NAMB0024', 'NAMB0025', 'NAMB0026', 'NAMB0027', 'NAMB0028', 'NAMB0029', 'NAMB0030', 'NAMB0031', 'NAMB0032', 'NAMB0033', 'NAMB0034', 'NAMB0035', 'NAMB0036', 'NAMB0037', 'NAMB0038', 'NAMB0039', 'NAMB0040', 'NAMB0041', 'NAMB0042', 'NAMB0043', 'NAMB0044', 'NAMB0045', 'NAMB0046', 'NAMB0047', 'NAMB0048', 'NAMB0049', 'NAMB0050', 'NAMB0051', 'NAMB0052', 'NAMB0053', 'NAMB0054', 'NAMB0055', 'NAMB0056', 'NAMB0057', 'NAMB0058', 'NAMB0059', 'NAMB0060', 'NAMB0061', 'NAMB0062', 'NAMB0063', 'NAMB0064', 'NAMB0065', 'NAMB0066', 'NAMB0067', 'NAMB0068', 'NAMB0069', 'NAMB0070', 'NAMB0071', 'NAMB0072', 'NAMB0073', 'NARRA0001', 'NARRA0002', 'NARRA0003', 'NARRA0004', 'NARRA0005', 'NARRA0006', 'NARRA0007', 'NARRA0008', 'NARRA0009', 'NARRA0010', 'NARRA0011', 'NARRA0012', 'NARRA0013', 'NARRA0014', 'NARRA0015', 'NARRA0016', 'NARRA0017', 'NARRA0018', 'NARRA0019', 'NARRA0020', 'NARRA0021', 'NARRA0022', 'NARRA0023', 'NARRA0024', 'NARRA0025', 'NARRA0026', 'NARRA0027', 'NARRA0028', 'NARRA0029', 'NARRA0030', 'NARRA0031', 'NARRA0032', 'NARRA0033', 'NARRA0034', 'NARRA0035', 'NARRA0036', 'NINEMn0001', 'NINEMn0002', 'NINEMn0003', 'NINEMn0004', 'NINEMn0005', 'NINEMn0006', 'NINEMn0007', 'NINEMn0008', 'NINEMn0009', 'NINEMn0010', 'NINEMn0011', 'NINEMn0012', 'NINEMn0013', 'NINEMn0014', 'NINEMn0015', 'NINEMn0016', 'NINEMn0017', 'NINEMn0018', 'NINEMn0019', 'NINEMn0020', 'NINEMn0021', 'NINEMn0022', 'NINEMn0023', 'NINEMn0024', 'NINEMn0025', 'NINEMn0026', 'NINEMn0027', 'NINEMn0028', 'NINEMn0029', 'NINEMn0030', 'NINEMn0031', 'NINEMn0032', 'NINEMn0033', 'NINEMn0034', 'NINEMn0035', 'NINEMn0036', 'NINEMn0037', 'NINEMn0038', 'NINEMn0039', 'NINEMn0040', 'NINEMn0041', 'NINEMn0042', 'NINEMn0043', 'NINEMn0044', 'NINEMn0045', 'NINEMn0046', 'NINEMn0047', 'NINEMn0048', 'NINEMn0049', 'NINEMn0050', 'NINEMn0051', 'NINEMn0052', 'NINEMn0053', 'NINEMn0054', 'NINEMs0001', 'NINEMs0002', 'NINEMs0003', 'NINEMs0004', 'NINEMs0005', 'NINEMs0006', 'NINEMs0007', 'NINEMs0008', 'NINEMs0009', 'NINEMs0010', 'NINEMs0011', 'NINEMs0012', 'NINEMs0013', 'NINEMs0014', 'NINEMs0015', 'NINEMs0016', 'NINEMs0017', 'NINEMs0018', 'NINEMs0019', 'NINEMs0020', 'NINEMs0021', 'NINEMs0022', 'NINEMs0023', 'NINEMs0024', 'NINEMs0025', 'NINEMs0026', 'NINEMs0027', 'NINEMs0028', 'NINEMs0029', 'NINEMs0030', 'NINEMs0031', 'NINEMs0032', 'NINEMs0033', 'NINEMs0034', 'NINEMs0035', 'NINEMs0036', 'NINEMs0037', 'NINEMs0038', 'NINEMs0039', 'NINEMs0040', 'NINEMs0041', 'NINEMs0042', 'NINEMs0043', 'NINEMs0044', 'NINEMs0045', 'NINEMs0046', 'NINEMs0047', 'NINEMs0048', 'NINEMs0049', 'NINEMs0050', 'NINEMs0051', 'NINEMs0052', 'NINEMs0053', 'NINEMs0054', 'NINEMs0055', 'NINEMs0056', 'NINEMs0057', 'NINEMs0058', 'NINEMs0059', 'NINEMs0060', 'NSHORE_n0001', 'NSHORE_n0002', 'NSHORE_n0003', 'NSHORE_n0004', 'NSHORE_n0005', 'NSHORE_n0006', 'NSHORE_n0007', 'NSHORE_n0008', 'NSHORE_n0009', 'NSHORE_n0010', 'NSHORE_n0011', 'NSHORE_n0012', 'NSHORE_n0013', 'NSHORE_n0014', 'NSHORE_n0015', 'NSHORE_n0016', 'NSHORE_n0017', 'NSHORE_n0018', 'NSHORE_n0019', 'NSHORE_n0020', 'NSHORE_n0021', 'NSHORE_n0022', 'NSHORE_n0023', 'NSHORE_n0024', 'NSHORE_n0025', 'NSHORE_n0026', 'NSHORE_n0027', 'NSHORE_n0028', 'NSHORE_n0029', 'NSHORE_n0030', 'NSHORE_n0031', 'NSHORE_n0032', 'NSHORE_n0033', 'NSHORE_n0034', 'NSHORE_n0035', 'NSHORE_n0036', 'NSHORE_n0037', 'NSHORE_n0038', 'NSHORE_n0039', 'NSHORE_n0040', 'NSHORE_n0041', 'NSHORE_n0042', 'NSHORE_n0043', 'NSHORE_n0044', 'NSHORE_n0045', 'NSHORE_n0046', 'NSHORE_n0047', 'NSHORE_n0048', 'NSHORE_n0049', 'NSHORE_n0050', 'NSHORE_n0051', 'NSHORE_n0052', 'NSHORE_n0053', 'NSHORE_n0054', 'NSHORE_n0055', 'NSHORE_n0056', 'NSHORE_n0057', 'NSHORE_n0058', 'NSHORE_n0059', 'NSHORE_n0060', 'NSHORE_n0061', 'NSHORE_n0062', 'NSHORE_n0063', 'NSHORE_n0064', 'NSHORE_n0065', 'NSHORE_n0066', 'NSHORE_n0067', 'NSHORE_n0068', 'NSHORE_n0069', 'NSHORE_n0070', 'NSHORE_n0071', 'NSHORE_n0072', 'NSHORE_n0073', 'NSHORE_n0074', 'NSHORE_n0075', 'NSHORE_n0076', 'NSHORE_n0077', 'NSHORE_n0078', 'NSHORE_n0079', 'NSHORE_n0080', 'NSHORE_n0081', 'NSHORE_n0082', 'NSHORE_s0001', 'NSHORE_s0002', 'NSHORE_s0003', 'NSHORE_s0004', 'NSHORE_s0005', 'NSHORE_s0006', 'NSHORE_s0007', 'NSHORE_s0008', 'NSHORE_s0009', 'NSHORE_s0010', 'NSHORE_s0011', 'NSHORE_s0012', 'NSHORE_s0013', 'NSHORE_s0014', 'NSHORE_s0015', 'NSHORE_s0016', 'NSHORE_s0017', 'NSHORE_s0018', 'NSHORE_s0019', 'NSHORE_s0020', 'NSHORE_s0021', 'NSHORE_s0022', 'NSHORE_s0023', 'NSHORE_s0024', 'NSHORE_s0025', 'NSHORE_s0026', 'NSHORE_s0027', 'NSHORE_s0028', 'NSHORE_s0029', 'NSHORE_s0030', 'NSHORE_s0031', 'NSHORE_s0032', 'NSHORE_s0033', 'NSHORE_s0034', 'NSHORE_s0035', 'NSHORE_s0036', 'NSHORE_s0037', 'NSHORE_s0038', 'NSHORE_s0039', 'NSHORE_s0040', 'NSHORE_s0041', 'NSHORE_s0042', 'NSHORE_s0043', 'NSHORE_s0044', 'OLDBAR0001', 'OLDBAR0002', 'OLDBAR0003', 'OLDBAR0004', 'OLDBAR0005', 'OLDBAR0006', 'OLDBAR0007', 'OLDBAR0008', 'OLDBAR0009', 'OLDBAR0010', 'OLDBAR0011', 'OLDBAR0012', 'OLDBAR0013', 'OLDBAR0014', 'OLDBAR0015', 'OLDBAR0016', 'OLDBAR0017', 'OLDBAR0018', 'OLDBAR0019', 'OLDBAR0020', 'OLDBAR0021', 'OLDBAR0022', 'OLDBAR0023', 'OLDBAR0024', 'OLDBAR0025', 'OLDBAR0026', 'OLDBAR0027', 'OLDBAR0028', 'OLDBAR0029', 'OLDBAR0030', 'OLDBAR0031', 'OLDBAR0032', 'OLDBAR0033', 'OLDBAR0034', 'OLDBAR0035', 'OLDBAR0036', 'ONEMILE0001', 'ONEMILE0002', 'ONEMILE0003', 'ONEMILE0004', 'ONEMILE0005', 'ONEMILE0006', 'ONEMILE0007', 'ONEMILE0008', 'ONEMILE0009', 'ONEMILE0010', 'ONEMILE0011', 'ONEMILE0012', 'ONEMILE0013', 'PEARLn0001', 'PEARLn0002', 'PEARLn0003', 'PEARLn0004', 'PEARLn0005', 'PEARLs0001', 'PEARLs0002', 'PEARLs0003', 'PEARLs0004', 'PEARLs0005', 'SCOT0001', 'SCOT0002', 'SCOT0003', 'SCOT0004', 'SCOT0005', 'SCOT0006', 'SCOT0007', 'SCOT0008', 'SCOT0009', 'SCOT0010', 'SCOT0011', 'SCOT0012', 'STOCNn0001', 'STOCNn0002', 'STOCNn0003', 'STOCNn0004', 'STOCNn0005', 'STOCNn0006', 'STOCNn0007', 'STOCNn0008', 'STOCNn0009', 'STOCNn0010', 'STOCNn0011', 'STOCNn0012', 'STOCNn0013', 'STOCNn0014', 'STOCNn0015', 'STOCNn0016', 'STOCNn0017', 'STOCNn0018', 'STOCNn0019', 'STOCNn0020', 'STOCNn0021', 'STOCNn0022', 'STOCNn0023', 'STOCNn0024', 'STOCNn0025', 'STOCNn0026', 'STOCNn0027', 'STOCNn0028', 'STOCNn0029', 'STOCNn0030', 'STOCNn0031', 'STOCNn0032', 'STOCNn0033', 'STOCNn0034', 'STOCNn0035', 'STOCNn0036', 'STOCNn0037', 'STOCNn0038', 'STOCNn0039', 'STOCNn0040', 'STOCNn0041', 'STOCNn0042', 'STOCNn0043', 'STOCNn0044', 'STOCNn0045', 'STOCNn0046', 'STOCNn0047', 'STOCNn0048', 'STOCNn0049', 'STOCNn0050', 'STOCNn0051', 'STOCNn0052', 'STOCNn0053', 'STOCNn0054', 'STOCNn0055', 'STOCNn0056', 'STOCNn0057', 'STOCNn0058', 'STOCNn0059', 'STOCNn0060', 'STOCNn0061', 'STOCNn0062', 'STOCNn0063', 'STOCNn0064', 'STOCNn0065', 'STOCNs0001', 'STOCNs0002', 'STOCNs0003', 'STOCNs0004', 'STOCNs0005', 'STOCNs0006', 'STOCNs0007', 'STOCNs0008', 'STOCNs0009', 'STOCNs0010', 'STOCNs0011', 'STOCNs0012', 'STOCNs0013', 'STOCNs0014', 'STOCNs0015', 'STOCNs0016', 'STOCNs0017', 'STOCNs0018', 'STOCNs0019', 'STOCNs0020', 'STOCNs0021', 'STOCNs0022', 'STOCNs0023', 'STOCNs0024', 'STOCNs0025', 'STOCNs0026', 'STOCNs0027', 'STOCNs0028', 'STOCNs0029', 'STOCNs0030', 'STOCNs0031', 'STOCNs0032', 'STOCNs0033', 'STOCNs0034', 'STOCNs0035', 'STOCNs0036', 'STOCNs0037', 'STOCNs0038', 'STOCNs0039', 'STOCNs0040', 'STOCNs0041', 'STOCNs0042', 'STOCNs0043', 'STOCNs0044', 'STOCNs0045', 'STOCNs0046', 'STOCNs0047', 'STOCNs0048', 'STOCNs0049', 'STOCNs0050', 'STOCNs0051', 'STOCNs0052', 'STOCNs0053', 'STOCNs0054', 'STOCNs0055', 'STOCNs0056', 'STOCNs0057', 'STOCNs0058', 'STOCNs0059', 'STOCNs0060', 'STOCNs0061', 'STOCNs0062', 'STOCNs0063', 'STOCNs0064', 'STOCNs0065', 'STOCNs0066', 'STOCNs0067', 'STOCNs0068', 'STOCNs0069', 'STOCNs0070', 'STOCNs0071', 'STOCNs0072', 'STOCNs0073', 'STOCNs0074', 'STOCNs0075', 'STOCNs0076', 'STOCNs0077', 'STOCNs0078', 'STOCNs0079', 'STOCNs0080', 'STOCNs0081', 'STOCNs0082', 'STOCNs0083', 'STOCNs0084', 'STOCNs0085', 'STOCNs0086', 'STOCNs0087', 'STOCNs0088', 'STOCNs0089', 'STOCNs0090', 'STOCNs0091', 'STOCNs0092', 'STOCNs0093', 'STOCNs0094', 'STOCNs0095', 'STOCNs0096', 'STOCNs0097', 'STOCNs0098', 'STOCNs0099', 'STOCNs0100', 'STOCNs0101', 'STOCNs0102', 'STOCNs0103', 'STOCNs0104', 'STOCNs0105', 'STOCNs0106', 'STOCNs0107', 'STOCNs0108', 'STOCNs0109', 'STOCNs0110', 'STOCNs0111', 'STOCNs0112', 'STOCNs0113', 'STOCNs0114', 'STOCNs0115', 'STOCNs0116', 'STOCNs0117', 'STOCNs0118', 'STOCNs0119', 'STOCNs0120', 'STOCNs0121', 'STOCNs0122', 'STOCNs0123', 'STOCNs0124', 'STOCNs0125', 'STOCNs0126', 'STOCNs0127', 'STOCNs0128', 'STOCNs0129', 'STOCNs0130', 'STOCNs0131', 'STOCNs0132', 'STOCNs0133', 'STOCNs0134', 'STOCNs0135', 'STOCNs0136', 'STOCNs0137', 'STOCNs0138', 'STOCNs0139', 'STOCNs0140', 'STOCNs0141', 'STOCNs0142', 'STOCNs0143', 'STOCNs0144', 'STOCNs0145', 'STOCNs0146', 'STOCNs0147', 'STOCNs0148', 'STOCNs0149', 'STOCNs0150', 'STOCNs0151', 'STOCNs0152', 'STOCNs0153', 'STOCNs0154', 'STOCNs0155', 'STOCNs0156', 'STOCNs0157', 'STOCNs0158', 'STOCNs0159', 'STOCNs0160', 'STOCNs0161', 'STOCNs0162', 'STOCNs0163', 'STOCNs0164', 'STOCNs0165', 'STOCNs0166', 'STOCNs0167', 'STOCNs0168', 'STOCNs0169', 'STOCNs0170', 'STOCNs0171', 'STOCNs0172', 'STOCNs0173', 'STOCNs0174', 'STOCNs0175', 'STOCNs0176', 'STOCNs0177', 'STOCNs0178', 'STOCNs0179', 'STOCNs0180', 'STOCNs0181', 'STOCNs0182', 'STOCNs0183', 'STOCNs0184', 'STOCNs0185', 'STOCNs0186', 'STOCNs0187', 'STOCNs0188', 'STOCNs0189', 'STOCNs0190', 'STOCNs0191', 'STOCNs0192', 'STOCNs0193', 'STOCNs0194', 'STOCNs0195', 'STOCNs0196', 'STOCNs0197', 'STOCNs0198', 'STOCNs0199', 'STOCNs0200', 'STOCNs0201', 'STOCNs0202', 'STOCNs0203', 'STOCNs0204', 'STOCNs0205', 'STOCNs0206', 'STOCNs0207', 'STOCNs0208', 'STOCNs0209', 'STOCS0001', 'STOCS0002', 'STOCS0003', 'STOCS0004', 'STOCS0005', 'STOCS0006', 'STOCS0007', 'STOCS0008', 'STOCS0009', 'STOCS0010', 'STOCS0011', 'STOCS0012', 'STOCS0013', 'STOCS0014', 'STOCS0015', 'STOCS0016', 'STOCS0017', 'STOCS0018', 'STOCS0019', 'STOCS0020', 'STOCS0021', 'STOCS0022', 'STOCS0023', 'STOCS0024', 'STOCS0025', 'STOCS0026', 'STOCS0027', 'STOCS0028', 'STOCS0029', 'STOCS0030', 'STOCS0031', 'STOCS0032', 'STOCS0033', 'STOCS0034', 'STOCS0035', 'STOCS0036', 'STOCS0037', 'STOCS0038', 'STOCS0039', 'STOCS0040', 'STOCS0041', 'STOCS0042', 'STOCS0043', 'STOCS0044', 'STOCS0045', 'STOCS0046', 'STUART0001', 'STUART0002', 'STUART0003', 'STUART0004', 'STUART0005', 'STUART0006', 'STUART0007', 'STUART0008', 'STUART0009', 'STUART0010', 'STUART0011', 'STUART0012', 'STUART0013', 'STUART0014', 'STUART0015', 'STUART0016', 'STUART0017', 'STUART0018', 'STUART0019', 'STUART0020', 'STUART0021', 'STUART0022', 'STUART0023', 'STUART0024', 'STUART0025', 'STUART0026', 'STUART0027', 'STUART0028', 'STUART0029', 'STUART0030', 'STUART0031', 'STUART0032', 'STUART0033', 'STUART0034', 'STUART0035', 'STUART0036', 'STUART0037', 'STUART0038', 'STUART0039', 'STUART0040', 'STUART0041', 'STUART0042', 'STUART0043', 'STUART0044', 'STUART0045', 'STUART0046', 'STUART0047', 'STUART0048', 'STUART0049', 'STUART0050', 'STUART0051', 'STUART0052', 'STUART0053', 'STUART0054', 'STUART0055', 'STUART0056', 'STUART0057', 'STUART0058', 'STUART0059', 'STUART0060', 'STUART0061', 'STUART0062', 'STUART0063', 'STUART0064', 'STUART0065', 'STUART0066', 'STUART0067', 'STUART0068', 'STUART0069', 'STUART0070', 'STUART0071', 'STUART0072', 'STUART0073', 'STUART0074', 'STUART0075', 'STUART0076', 'STUART0077', 'STUART0078', 'STUART0079', 'STUART0080', 'STUART0081', 'STUART0082', 'STUART0083', 'STUART0084', 'STUART0085', 'STUART0086', 'STUART0087', 'STUART0088', 'STUART0089', 'SWRO0001', 'SWRO0002', 'SWRO0003', 'SWRO0004', 'SWRO0005', 'SWRO0006', 'SWRO0007', 'SWRO0008', 'SWRO0009', 'SWRO0010', 'SWRO0011', 'SWRO0012', 'SWRO0013', 'SWRO0014', 'SWRO0015', 'SWRO0016', 'SWRO0017', 'SWRO0018', 'SWRO0019', 'SWRO0020', 'SWRO0021', 'SWRO0022', 'SWRO0023', 'SWRO0024', 'SWRO0025', 'SWRO0026', 'TREACH0001', 'TREACH0002', 'TREACH0003', 'TREACH0004', 'TREACH0005', 'TREACH0006', 'TREACH0007', 'TREACH0008', 'TREACH0009', 'TREACH0010', 'TREACH0011', 'TREACH0012', 'TREACH0013', 'TREACH0014', 'TREACH0015', 'TREACH0016', 'WAMBE0001', 'WAMBE0002', 'WAMBE0003', 'WAMBE0004', 'WAMBE0005', 'WAMBE0006', 'WAMBE0007', 'WAMBE0008', 'WAMBE0009', 'WAMBE0010', 'WAMBE0011', 'WAMBE0012', 'WAMBE0013', 'WAMBE0014', 'WAMBE0015', 'WAMBE0016', 'WAMBE0017', 'WAMBE0018', 'WAMBE0019', 'WAMBE0020', 'WAMBE0021', 'WAMBE0022', 'WAMBE0023', 'WAMBE0024', 'WAMBE0025', 'WAMBE0026', 'WAMBE0027'), value='NARRA0001'),)))), HBox(children=(FigureWidget({\n",
" 'data': [{'name': 'Pre Storm Profile',\n",
" 'type': 'scatter',\n",
- " 'uid': 'a4b395ae-dd30-4b11-8943-b57902ef3fbc',\n",
+ " 'uid': 'a7ef1527-c36f-4f59-9d62-64928b7b924f',\n",
" 'x': [0],\n",
" 'y': [0]},\n",
" {'name': 'Post Storm Profile',\n",
" 'type': 'scatter',\n",
- " 'uid': 'ca7b4abf-cfd0-4527-b57e-7f23ef048d19',\n",
+ " 'uid': '8f93d4ab-7ef5-4798-b76d-ea742faf88a5',\n",
" 'x': [0],\n",
" 'y': [0]},\n",
" {'marker': {'color': 'rgb(17, 157, 255)', 'size': 20},\n",
" 'mode': 'markers',\n",
" 'name': 'Pre-storm dune crest',\n",
" 'type': 'scatter',\n",
- " 'uid': 'f14b6086-8986-43e0-bfb5-d4a9d08735c9',\n",
+ " 'uid': 'fd8574f3-f280-4ef6-9792-d1c14df1eb55',\n",
" 'x': [0],\n",
" 'y': [0]},\n",
" {'marker': {'color': 'rgb(231, 99, 250)', 'size': 20},\n",
" 'mode': 'markers',\n",
" 'name': 'Pre-storm dune toe',\n",
" 'type': 'scatter',\n",
- " 'uid': 'fbc7b977-16fd-453e-b7a5-67a4337ca75c',\n",
+ " 'uid': '4e6d2022-7ff2-42e6-9334-d76411906808',\n",
" 'x': [0],\n",
" 'y': [0]}],\n",
- " 'layout': {'legend': {'x': 0, 'y': 1},\n",
+ " 'layout': {'height': 300,\n",
+ " 'legend': {'x': 0.5, 'y': 1},\n",
" 'margin': {'b': 50, 'l': 20, 'r': 20, 't': 50},\n",
" 'title': 'Bed Profiles',\n",
" 'xaxis': {'autorange': True,\n",
@@ -170,7 +633,7 @@
" 'text': array(['AVOCAn0001', 'AVOCAn0002', 'AVOCAn0003', ..., 'WAMBE0025', 'WAMBE0026',\n",
" 'WAMBE0027'], dtype='Filter by observed and predicted impacts:\",\n",
+ ")\n",
+ "\n",
+ "observed_impact_select = widgets.SelectMultiple(\n",
+ " options=df_impacts_compared.storm_regime_observed.dropna().unique(),\n",
+ " value=df_impacts_compared.storm_regime_observed.dropna().unique().tolist(),\n",
+ " description='Observed Impacts',\n",
+ " disabled=False\n",
+ ")\n",
+ "\n",
+ "forecasted_impact_select = widgets.SelectMultiple(\n",
+ " options=df_impacts_compared.storm_regime_forecasted.dropna().unique(),\n",
+ " value=df_impacts_compared.storm_regime_forecasted.dropna().unique().tolist(),\n",
+ " description='Forecasted Impacts',\n",
+ " disabled=False\n",
+ ")\n",
+ "\n",
+ "filter_container = widgets.VBox(children=[filter_title,widgets.HBox(children=[forecasted_impact_select,observed_impact_select])])\n",
+ "\n",
+ "\n",
+ "# Create widgets for selecting site_id\n",
+ "\n",
+ "site_id_title = widgets.HTML(\n",
+ " value=\"Filter by site_id:\",\n",
+ ")\n",
+ "\n",
+ "site_id_select = widgets.Dropdown(\n",
" description='site_id: ',\n",
" value='NARRA0001',\n",
" options=df_profiles.index.get_level_values('site_id').unique().sort_values().tolist()\n",
")\n",
- "container = widgets.HBox(children=[textbox])\n",
+ "site_id_container = widgets.VBox(children=[site_id_title,widgets.HBox(children=[site_id_select])])\n",
+ "\n",
"\n",
"\n",
"# Add panel for pre/post storm profiles\n",
@@ -240,7 +790,8 @@
"\n",
"layout = go.Layout(\n",
" title = 'Bed Profiles',\n",
- " legend=dict(x=0, y=1),\n",
+ " height=300,\n",
+ " legend=dict(x=0.5, y=1),\n",
" margin=dict(t=50,b=50,l=20,r=20),\n",
" xaxis=dict(\n",
" title = 'x (m)',\n",
@@ -292,6 +843,7 @@
"\n",
"layout = go.Layout(\n",
" autosize=True,\n",
+ " height=300,\n",
" hovermode='closest',\n",
" showlegend=False,\n",
" margin=dict(t=50,b=50,l=20,r=20),\n",
@@ -309,13 +861,126 @@
")\n",
"\n",
"fig = dict(data=data, layout=layout)\n",
+ "g2 = go.FigureWidget(data=data,layout=layout)\n",
+ "\n",
+ "\n",
+ "# Add panel for time series\n",
+ "\n",
+ "trace_Hs0 = go.Scatter(\n",
+ " x = [0,1],\n",
+ " y = [0,1],\n",
+ " name='Hs0'\n",
+ ")\n",
+ "trace_Tp = go.Scatter(\n",
+ " x = [0,2],\n",
+ " y = [0,2],\n",
+ " name='Tp',\n",
+ " yaxis='y2'\n",
+ ")\n",
+ "trace_beta = go.Scatter(\n",
+ " x = [0,3],\n",
+ " y = [0,3],\n",
+ " name='beta',\n",
+ " yaxis='y3'\n",
+ ")\n",
+ "data=[trace_Hs0, trace_Tp, trace_beta]\n",
+ "\n",
+ "layout = go.Layout(\n",
+ " title = 'Hydro/Morpho Parameters',\n",
+ " height=200,\n",
+ " margin=dict(t=50,b=50,l=50,r=50),\n",
+ " xaxis=dict(\n",
+ " title='time',\n",
+ " domain=[0.0, 0.9],\n",
+ " zeroline=False,\n",
+ " ),\n",
+ " yaxis=dict(\n",
+ " title = 'Hs0 (m)',\n",
+ " ),\n",
+ " yaxis2=dict(\n",
+ " title='Tp (s)',\n",
+ " overlaying='y',\n",
+ " side='right'\n",
+ " ),\n",
+ " yaxis3=dict(\n",
+ " title='beta (-)',\n",
+ " overlaying='y',\n",
+ " side='right',\n",
+ " position=0.97\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "g3 = go.FigureWidget(data=data, layout=layout)\n",
+ "\n",
+ "\n",
+ "# Add panel for water level\n",
+ "\n",
+ "trace_R_high = go.Scatter(\n",
+ " x = [0,1],\n",
+ " y = [0,1],\n",
+ " name='R High',\n",
+ " line = dict(\n",
+ " color = ('rgb(91,220,229)'),\n",
+ " width = 2)\n",
+ ")\n",
+ "trace_R_low = go.Scatter(\n",
+ " x = [0,2],\n",
+ " y = [0,2],\n",
+ " name='R Low',\n",
+ " line = dict(\n",
+ " color = ('rgb(13,174,186)'),\n",
+ " width = 2)\n",
+ ")\n",
+ "trace_dune_crest = go.Scatter(\n",
+ " x = [0,3],\n",
+ " y = [0,3],\n",
+ " name='Dune Crest',\n",
+ " line = dict(\n",
+ " color = ('rgb(214, 117, 14)'),\n",
+ " width = 2,\n",
+ " dash = 'dot')\n",
+ ")\n",
+ "trace_dune_toe = go.Scatter(\n",
+ " x = [0,3],\n",
+ " y = [0,3],\n",
+ " name='Dune Toe',\n",
+ " line = dict(\n",
+ " color = ('rgb(142, 77, 8)'),\n",
+ " width = 2,\n",
+ " dash = 'dash')\n",
+ ")\n",
+ "trace_tide = go.Scatter(\n",
+ " x = [0,4],\n",
+ " y = [0,4],\n",
+ " name='Tide+Surge WL',\n",
+ " line = dict(\n",
+ " color = ('rgb(8,51,137)'),\n",
+ " width = 2,\n",
+ " dash = 'dot')\n",
+ ")\n",
+ "\n",
+ "data=[trace_R_high, trace_R_low, trace_dune_crest, trace_dune_toe,trace_tide]\n",
+ "\n",
+ "layout = go.Layout(\n",
+ " title = 'Water Level & Dune Toe/Crest',\n",
+ " height=200,\n",
+ " margin=dict(t=50,b=50,l=50,r=50),\n",
+ " xaxis=dict(\n",
+ " title='time',\n",
+ " domain=[0.0, 0.95],\n",
+ " zeroline=False,\n",
+ " ),\n",
+ " yaxis=dict(\n",
+ " title = 'Water Level (m)',\n",
+ " ),\n",
+ ")\n",
+ "\n",
+ "g4 = go.FigureWidget(data=data, layout=layout)\n",
"\n",
- "g2 = go.FigureWidget(data=data,\n",
- " layout=layout)\n",
"\n",
- "def response(change):\n",
+ "def update_profile(change):\n",
" \n",
- " site_id = textbox.value\n",
+ " site_id = site_id_select.value\n",
" site_profile = df_profiles.query('site_id == \"{}\"'.format(site_id))\n",
" prestorm_profile = site_profile.query('profile_type == \"prestorm\"')\n",
" poststorm_profile = site_profile.query('profile_type == \"poststorm\"')\n",
@@ -332,6 +997,7 @@
" dune_toe_x = site_features.dune_toe_x\n",
" dune_toe_z = site_features.dune_toe_z\n",
" \n",
+ " # Update beach profile section plots\n",
" with g1.batch_update():\n",
" g1.data[0].x = prestorm_x\n",
" g1.data[0].y = prestorm_z\n",
@@ -342,7 +1008,7 @@
" g1.data[3].x = dune_toe_x\n",
" g1.data[3].y = dune_toe_z\n",
" \n",
- " # Update \n",
+ " # Relocate plan of satellite imagery\n",
" site_coords = df_sites.query('site_id == \"{}\"'.format(site_id))\n",
" with g2.batch_update():\n",
" g2.layout.mapbox['center'] = {\n",
@@ -353,896 +1019,74 @@
" g2.data[1].lat = [site_coords['lat'].values[0]]\n",
" g2.data[1].lon = [site_coords['lon'].values[0]]\n",
" g2.data[1].text = site_coords['lon'].index.get_level_values('site_id').tolist()\n",
- " \n",
- "textbox.observe(response, names=\"value\")\n",
- "widgets.VBox([container,widgets.HBox([g1,g2])])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2018-11-11T22:35:30.219167Z",
- "start_time": "2018-11-11T22:35:30.045086Z"
- }
- },
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "/* Put everything inside the global mpl namespace */\n",
- "window.mpl = {};\n",
- "\n",
- "\n",
- "mpl.get_websocket_type = function() {\n",
- " if (typeof(WebSocket) !== 'undefined') {\n",
- " return WebSocket;\n",
- " } else if (typeof(MozWebSocket) !== 'undefined') {\n",
- " return MozWebSocket;\n",
- " } else {\n",
- " alert('Your browser does not have WebSocket support.' +\n",
- " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
- " 'Firefox 4 and 5 are also supported but you ' +\n",
- " 'have to enable WebSockets in about:config.');\n",
- " };\n",
- "}\n",
- "\n",
- "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
- " this.id = figure_id;\n",
- "\n",
- " this.ws = websocket;\n",
- "\n",
- " this.supports_binary = (this.ws.binaryType != undefined);\n",
- "\n",
- " if (!this.supports_binary) {\n",
- " var warnings = document.getElementById(\"mpl-warnings\");\n",
- " if (warnings) {\n",
- " warnings.style.display = 'block';\n",
- " warnings.textContent = (\n",
- " \"This browser does not support binary websocket messages. \" +\n",
- " \"Performance may be slow.\");\n",
- " }\n",
- " }\n",
- "\n",
- " this.imageObj = new Image();\n",
- "\n",
- " this.context = undefined;\n",
- " this.message = undefined;\n",
- " this.canvas = undefined;\n",
- " this.rubberband_canvas = undefined;\n",
- " this.rubberband_context = undefined;\n",
- " this.format_dropdown = undefined;\n",
- "\n",
- " this.image_mode = 'full';\n",
- "\n",
- " this.root = $('');\n",
- " this._root_extra_style(this.root)\n",
- " this.root.attr('style', 'display: inline-block');\n",
- "\n",
- " $(parent_element).append(this.root);\n",
- "\n",
- " this._init_header(this);\n",
- " this._init_canvas(this);\n",
- " this._init_toolbar(this);\n",
- "\n",
- " var fig = this;\n",
- "\n",
- " this.waiting = false;\n",
- "\n",
- " this.ws.onopen = function () {\n",
- " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
- " fig.send_message(\"send_image_mode\", {});\n",
- " if (mpl.ratio != 1) {\n",
- " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
- " }\n",
- " fig.send_message(\"refresh\", {});\n",
- " }\n",
- "\n",
- " this.imageObj.onload = function() {\n",
- " if (fig.image_mode == 'full') {\n",
- " // Full images could contain transparency (where diff images\n",
- " // almost always do), so we need to clear the canvas so that\n",
- " // there is no ghosting.\n",
- " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
- " }\n",
- " fig.context.drawImage(fig.imageObj, 0, 0);\n",
- " };\n",
- "\n",
- " this.imageObj.onunload = function() {\n",
- " fig.ws.close();\n",
- " }\n",
- "\n",
- " this.ws.onmessage = this._make_on_message_function(this);\n",
- "\n",
- " this.ondownload = ondownload;\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._init_header = function() {\n",
- " var titlebar = $(\n",
- " '');\n",
- " var titletext = $(\n",
- " '');\n",
- " titlebar.append(titletext)\n",
- " this.root.append(titlebar);\n",
- " this.header = titletext[0];\n",
- "}\n",
- "\n",
- "\n",
- "\n",
- "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
- "\n",
- "}\n",
- "\n",
- "\n",
- "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
- "\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._init_canvas = function() {\n",
- " var fig = this;\n",
- "\n",
- " var canvas_div = $('');\n",
- "\n",
- " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
- "\n",
- " function canvas_keyboard_event(event) {\n",
- " return fig.key_event(event, event['data']);\n",
- " }\n",
- "\n",
- " canvas_div.keydown('key_press', canvas_keyboard_event);\n",
- " canvas_div.keyup('key_release', canvas_keyboard_event);\n",
- " this.canvas_div = canvas_div\n",
- " this._canvas_extra_style(canvas_div)\n",
- " this.root.append(canvas_div);\n",
- "\n",
- " var canvas = $('');\n",
- " canvas.addClass('mpl-canvas');\n",
- " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
- "\n",
- " this.canvas = canvas[0];\n",
- " this.context = canvas[0].getContext(\"2d\");\n",
- "\n",
- " var backingStore = this.context.backingStorePixelRatio ||\n",
- "\tthis.context.webkitBackingStorePixelRatio ||\n",
- "\tthis.context.mozBackingStorePixelRatio ||\n",
- "\tthis.context.msBackingStorePixelRatio ||\n",
- "\tthis.context.oBackingStorePixelRatio ||\n",
- "\tthis.context.backingStorePixelRatio || 1;\n",
- "\n",
- " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
- "\n",
- " var rubberband = $('');\n",
- " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
- "\n",
- " var pass_mouse_events = true;\n",
- "\n",
- " canvas_div.resizable({\n",
- " start: function(event, ui) {\n",
- " pass_mouse_events = false;\n",
- " },\n",
- " resize: function(event, ui) {\n",
- " fig.request_resize(ui.size.width, ui.size.height);\n",
- " },\n",
- " stop: function(event, ui) {\n",
- " pass_mouse_events = true;\n",
- " fig.request_resize(ui.size.width, ui.size.height);\n",
- " },\n",
- " });\n",
- "\n",
- " function mouse_event_fn(event) {\n",
- " if (pass_mouse_events)\n",
- " return fig.mouse_event(event, event['data']);\n",
- " }\n",
- "\n",
- " rubberband.mousedown('button_press', mouse_event_fn);\n",
- " rubberband.mouseup('button_release', mouse_event_fn);\n",
- " // Throttle sequential mouse events to 1 every 20ms.\n",
- " rubberband.mousemove('motion_notify', mouse_event_fn);\n",
- "\n",
- " rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
- " rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
- "\n",
- " canvas_div.on(\"wheel\", function (event) {\n",
- " event = event.originalEvent;\n",
- " event['data'] = 'scroll'\n",
- " if (event.deltaY < 0) {\n",
- " event.step = 1;\n",
- " } else {\n",
- " event.step = -1;\n",
- " }\n",
- " mouse_event_fn(event);\n",
- " });\n",
- "\n",
- " canvas_div.append(canvas);\n",
- " canvas_div.append(rubberband);\n",
- "\n",
- " this.rubberband = rubberband;\n",
- " this.rubberband_canvas = rubberband[0];\n",
- " this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
- " this.rubberband_context.strokeStyle = \"#000000\";\n",
- "\n",
- " this._resize_canvas = function(width, height) {\n",
- " // Keep the size of the canvas, canvas container, and rubber band\n",
- " // canvas in synch.\n",
- " canvas_div.css('width', width)\n",
- " canvas_div.css('height', height)\n",
- "\n",
- " canvas.attr('width', width * mpl.ratio);\n",
- " canvas.attr('height', height * mpl.ratio);\n",
- " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
- "\n",
- " rubberband.attr('width', width);\n",
- " rubberband.attr('height', height);\n",
- " }\n",
- "\n",
- " // Set the figure to an initial 600x600px, this will subsequently be updated\n",
- " // upon first draw.\n",
- " this._resize_canvas(600, 600);\n",
- "\n",
- " // Disable right mouse context menu.\n",
- " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
- " return false;\n",
- " });\n",
- "\n",
- " function set_focus () {\n",
- " canvas.focus();\n",
- " canvas_div.focus();\n",
- " }\n",
- "\n",
- " window.setTimeout(set_focus, 100);\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._init_toolbar = function() {\n",
- " var fig = this;\n",
- "\n",
- " var nav_element = $('')\n",
- " nav_element.attr('style', 'width: 100%');\n",
- " this.root.append(nav_element);\n",
- "\n",
- " // Define a callback function for later on.\n",
- " function toolbar_event(event) {\n",
- " return fig.toolbar_button_onclick(event['data']);\n",
- " }\n",
- " function toolbar_mouse_event(event) {\n",
- " return fig.toolbar_button_onmouseover(event['data']);\n",
- " }\n",
- "\n",
- " for(var toolbar_ind in mpl.toolbar_items) {\n",
- " var name = mpl.toolbar_items[toolbar_ind][0];\n",
- " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
- " var image = mpl.toolbar_items[toolbar_ind][2];\n",
- " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
- "\n",
- " if (!name) {\n",
- " // put a spacer in here.\n",
- " continue;\n",
- " }\n",
- " var button = $('');\n",
- " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
- " 'ui-button-icon-only');\n",
- " button.attr('role', 'button');\n",
- " button.attr('aria-disabled', 'false');\n",
- " button.click(method_name, toolbar_event);\n",
- " button.mouseover(tooltip, toolbar_mouse_event);\n",
- "\n",
- " var icon_img = $('');\n",
- " icon_img.addClass('ui-button-icon-primary ui-icon');\n",
- " icon_img.addClass(image);\n",
- " icon_img.addClass('ui-corner-all');\n",
- "\n",
- " var tooltip_span = $('');\n",
- " tooltip_span.addClass('ui-button-text');\n",
- " tooltip_span.html(tooltip);\n",
- "\n",
- " button.append(icon_img);\n",
- " button.append(tooltip_span);\n",
- "\n",
- " nav_element.append(button);\n",
- " }\n",
- "\n",
- " var fmt_picker_span = $('');\n",
- "\n",
- " var fmt_picker = $('');\n",
- " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
- " fmt_picker_span.append(fmt_picker);\n",
- " nav_element.append(fmt_picker_span);\n",
- " this.format_dropdown = fmt_picker[0];\n",
- "\n",
- " for (var ind in mpl.extensions) {\n",
- " var fmt = mpl.extensions[ind];\n",
- " var option = $(\n",
- " '', {selected: fmt === mpl.default_extension}).html(fmt);\n",
- " fmt_picker.append(option)\n",
- " }\n",
- "\n",
- " // Add hover states to the ui-buttons\n",
- " $( \".ui-button\" ).hover(\n",
- " function() { $(this).addClass(\"ui-state-hover\");},\n",
- " function() { $(this).removeClass(\"ui-state-hover\");}\n",
- " );\n",
- "\n",
- " var status_bar = $('');\n",
- " nav_element.append(status_bar);\n",
- " this.message = status_bar[0];\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
- " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
- " // which will in turn request a refresh of the image.\n",
- " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.send_message = function(type, properties) {\n",
- " properties['type'] = type;\n",
- " properties['figure_id'] = this.id;\n",
- " this.ws.send(JSON.stringify(properties));\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.send_draw_message = function() {\n",
- " if (!this.waiting) {\n",
- " this.waiting = true;\n",
- " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
- " }\n",
- "}\n",
- "\n",
- "\n",
- "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
- " var format_dropdown = fig.format_dropdown;\n",
- " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
- " fig.ondownload(fig, format);\n",
- "}\n",
- "\n",
- "\n",
- "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
- " var size = msg['size'];\n",
- " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
- " fig._resize_canvas(size[0], size[1]);\n",
- " fig.send_message(\"refresh\", {});\n",
- " };\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
- " var x0 = msg['x0'] / mpl.ratio;\n",
- " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
- " var x1 = msg['x1'] / mpl.ratio;\n",
- " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
- " x0 = Math.floor(x0) + 0.5;\n",
- " y0 = Math.floor(y0) + 0.5;\n",
- " x1 = Math.floor(x1) + 0.5;\n",
- " y1 = Math.floor(y1) + 0.5;\n",
- " var min_x = Math.min(x0, x1);\n",
- " var min_y = Math.min(y0, y1);\n",
- " var width = Math.abs(x1 - x0);\n",
- " var height = Math.abs(y1 - y0);\n",
- "\n",
- " fig.rubberband_context.clearRect(\n",
- " 0, 0, fig.canvas.width, fig.canvas.height);\n",
- "\n",
- " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
- " // Updates the figure title.\n",
- " fig.header.textContent = msg['label'];\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
- " var cursor = msg['cursor'];\n",
- " switch(cursor)\n",
- " {\n",
- " case 0:\n",
- " cursor = 'pointer';\n",
- " break;\n",
- " case 1:\n",
- " cursor = 'default';\n",
- " break;\n",
- " case 2:\n",
- " cursor = 'crosshair';\n",
- " break;\n",
- " case 3:\n",
- " cursor = 'move';\n",
- " break;\n",
- " }\n",
- " fig.rubberband_canvas.style.cursor = cursor;\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
- " fig.message.textContent = msg['message'];\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
- " // Request the server to send over a new figure.\n",
- " fig.send_draw_message();\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
- " fig.image_mode = msg['mode'];\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.updated_canvas_event = function() {\n",
- " // Called whenever the canvas gets updated.\n",
- " this.send_message(\"ack\", {});\n",
- "}\n",
- "\n",
- "// A function to construct a web socket function for onmessage handling.\n",
- "// Called in the figure constructor.\n",
- "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
- " return function socket_on_message(evt) {\n",
- " if (evt.data instanceof Blob) {\n",
- " /* FIXME: We get \"Resource interpreted as Image but\n",
- " * transferred with MIME type text/plain:\" errors on\n",
- " * Chrome. But how to set the MIME type? It doesn't seem\n",
- " * to be part of the websocket stream */\n",
- " evt.data.type = \"image/png\";\n",
- "\n",
- " /* Free the memory for the previous frames */\n",
- " if (fig.imageObj.src) {\n",
- " (window.URL || window.webkitURL).revokeObjectURL(\n",
- " fig.imageObj.src);\n",
- " }\n",
- "\n",
- " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
- " evt.data);\n",
- " fig.updated_canvas_event();\n",
- " fig.waiting = false;\n",
- " return;\n",
- " }\n",
- " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
- " fig.imageObj.src = evt.data;\n",
- " fig.updated_canvas_event();\n",
- " fig.waiting = false;\n",
- " return;\n",
- " }\n",
- "\n",
- " var msg = JSON.parse(evt.data);\n",
- " var msg_type = msg['type'];\n",
- "\n",
- " // Call the \"handle_{type}\" callback, which takes\n",
- " // the figure and JSON message as its only arguments.\n",
- " try {\n",
- " var callback = fig[\"handle_\" + msg_type];\n",
- " } catch (e) {\n",
- " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
- " return;\n",
- " }\n",
- "\n",
- " if (callback) {\n",
- " try {\n",
- " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
- " callback(fig, msg);\n",
- " } catch (e) {\n",
- " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
- " }\n",
- " }\n",
- " };\n",
- "}\n",
- "\n",
- "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
- "mpl.findpos = function(e) {\n",
- " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
- " var targ;\n",
- " if (!e)\n",
- " e = window.event;\n",
- " if (e.target)\n",
- " targ = e.target;\n",
- " else if (e.srcElement)\n",
- " targ = e.srcElement;\n",
- " if (targ.nodeType == 3) // defeat Safari bug\n",
- " targ = targ.parentNode;\n",
- "\n",
- " // jQuery normalizes the pageX and pageY\n",
- " // pageX,Y are the mouse positions relative to the document\n",
- " // offset() returns the position of the element relative to the document\n",
- " var x = e.pageX - $(targ).offset().left;\n",
- " var y = e.pageY - $(targ).offset().top;\n",
- "\n",
- " return {\"x\": x, \"y\": y};\n",
- "};\n",
- "\n",
- "/*\n",
- " * return a copy of an object with only non-object keys\n",
- " * we need this to avoid circular references\n",
- " * http://stackoverflow.com/a/24161582/3208463\n",
- " */\n",
- "function simpleKeys (original) {\n",
- " return Object.keys(original).reduce(function (obj, key) {\n",
- " if (typeof original[key] !== 'object')\n",
- " obj[key] = original[key]\n",
- " return obj;\n",
- " }, {});\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.mouse_event = function(event, name) {\n",
- " var canvas_pos = mpl.findpos(event)\n",
- "\n",
- " if (name === 'button_press')\n",
- " {\n",
- " this.canvas.focus();\n",
- " this.canvas_div.focus();\n",
- " }\n",
- "\n",
- " var x = canvas_pos.x * mpl.ratio;\n",
- " var y = canvas_pos.y * mpl.ratio;\n",
- "\n",
- " this.send_message(name, {x: x, y: y, button: event.button,\n",
- " step: event.step,\n",
- " guiEvent: simpleKeys(event)});\n",
- "\n",
- " /* This prevents the web browser from automatically changing to\n",
- " * the text insertion cursor when the button is pressed. We want\n",
- " * to control all of the cursor setting manually through the\n",
- " * 'cursor' event from matplotlib */\n",
- " event.preventDefault();\n",
- " return false;\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
- " // Handle any extra behaviour associated with a key event\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.key_event = function(event, name) {\n",
- "\n",
- " // Prevent repeat events\n",
- " if (name == 'key_press')\n",
- " {\n",
- " if (event.which === this._key)\n",
- " return;\n",
- " else\n",
- " this._key = event.which;\n",
- " }\n",
- " if (name == 'key_release')\n",
- " this._key = null;\n",
- "\n",
- " var value = '';\n",
- " if (event.ctrlKey && event.which != 17)\n",
- " value += \"ctrl+\";\n",
- " if (event.altKey && event.which != 18)\n",
- " value += \"alt+\";\n",
- " if (event.shiftKey && event.which != 16)\n",
- " value += \"shift+\";\n",
- "\n",
- " value += 'k';\n",
- " value += event.which.toString();\n",
- "\n",
- " this._key_event_extra(event, name);\n",
- "\n",
- " this.send_message(name, {key: value,\n",
- " guiEvent: simpleKeys(event)});\n",
- " return false;\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
- " if (name == 'download') {\n",
- " this.handle_save(this, null);\n",
- " } else {\n",
- " this.send_message(\"toolbar_button\", {name: name});\n",
- " }\n",
- "};\n",
- "\n",
- "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
- " this.message.textContent = tooltip;\n",
- "};\n",
- "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
- "\n",
- "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
- "\n",
- "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
- " // Create a \"websocket\"-like object which calls the given IPython comm\n",
- " // object with the appropriate methods. Currently this is a non binary\n",
- " // socket, so there is still some room for performance tuning.\n",
- " var ws = {};\n",
- "\n",
- " ws.close = function() {\n",
- " comm.close()\n",
- " };\n",
- " ws.send = function(m) {\n",
- " //console.log('sending', m);\n",
- " comm.send(m);\n",
- " };\n",
- " // Register the callback with on_msg.\n",
- " comm.on_msg(function(msg) {\n",
- " //console.log('receiving', msg['content']['data'], msg);\n",
- " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
- " ws.onmessage(msg['content']['data'])\n",
- " });\n",
- " return ws;\n",
- "}\n",
- "\n",
- "mpl.mpl_figure_comm = function(comm, msg) {\n",
- " // This is the function which gets called when the mpl process\n",
- " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
- "\n",
- " var id = msg.content.data.id;\n",
- " // Get hold of the div created by the display call when the Comm\n",
- " // socket was opened in Python.\n",
- " var element = $(\"#\" + id);\n",
- " var ws_proxy = comm_websocket_adapter(comm)\n",
- "\n",
- " function ondownload(figure, format) {\n",
- " window.open(figure.imageObj.src);\n",
- " }\n",
- "\n",
- " var fig = new mpl.figure(id, ws_proxy,\n",
- " ondownload,\n",
- " element.get(0));\n",
- "\n",
- " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
- " // web socket which is closed, not our websocket->open comm proxy.\n",
- " ws_proxy.onopen();\n",
- "\n",
- " fig.parent_element = element.get(0);\n",
- " fig.cell_info = mpl.find_output_cell(\"\");\n",
- " if (!fig.cell_info) {\n",
- " console.error(\"Failed to find cell for figure\", id, fig);\n",
- " return;\n",
- " }\n",
- "\n",
- " var output_index = fig.cell_info[2]\n",
- " var cell = fig.cell_info[0];\n",
- "\n",
- "};\n",
- "\n",
- "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
- " var width = fig.canvas.width/mpl.ratio\n",
- " fig.root.unbind('remove')\n",
- "\n",
- " // Update the output cell to use the data from the current canvas.\n",
- " fig.push_to_output();\n",
- " var dataURL = fig.canvas.toDataURL();\n",
- " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
- " // the notebook keyboard shortcuts fail.\n",
- " IPython.keyboard_manager.enable()\n",
- " $(fig.parent_element).html('');\n",
- " fig.close_ws(fig, msg);\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.close_ws = function(fig, msg){\n",
- " fig.send_message('closing', msg);\n",
- " // fig.ws.close()\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
- " // Turn the data on the canvas into data in the output cell.\n",
- " var width = this.canvas.width/mpl.ratio\n",
- " var dataURL = this.canvas.toDataURL();\n",
- " this.cell_info[1]['text/html'] = '';\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.updated_canvas_event = function() {\n",
- " // Tell IPython that the notebook contents must change.\n",
- " IPython.notebook.set_dirty(true);\n",
- " this.send_message(\"ack\", {});\n",
- " var fig = this;\n",
- " // Wait a second, then push the new image to the DOM so\n",
- " // that it is saved nicely (might be nice to debounce this).\n",
- " setTimeout(function () { fig.push_to_output() }, 1000);\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._init_toolbar = function() {\n",
- " var fig = this;\n",
- "\n",
- " var nav_element = $('')\n",
- " nav_element.attr('style', 'width: 100%');\n",
- " this.root.append(nav_element);\n",
- "\n",
- " // Define a callback function for later on.\n",
- " function toolbar_event(event) {\n",
- " return fig.toolbar_button_onclick(event['data']);\n",
- " }\n",
- " function toolbar_mouse_event(event) {\n",
- " return fig.toolbar_button_onmouseover(event['data']);\n",
- " }\n",
- "\n",
- " for(var toolbar_ind in mpl.toolbar_items){\n",
- " var name = mpl.toolbar_items[toolbar_ind][0];\n",
- " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
- " var image = mpl.toolbar_items[toolbar_ind][2];\n",
- " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
- "\n",
- " if (!name) { continue; };\n",
- "\n",
- " var button = $('');\n",
- " button.click(method_name, toolbar_event);\n",
- " button.mouseover(tooltip, toolbar_mouse_event);\n",
- " nav_element.append(button);\n",
- " }\n",
- "\n",
- " // Add the status bar.\n",
- " var status_bar = $('');\n",
- " nav_element.append(status_bar);\n",
- " this.message = status_bar[0];\n",
- "\n",
- " // Add the close button to the window.\n",
- " var buttongrp = $('');\n",
- " var button = $('');\n",
- " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
- " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
- " buttongrp.append(button);\n",
- " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
- " titlebar.prepend(buttongrp);\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._root_extra_style = function(el){\n",
- " var fig = this\n",
- " el.on(\"remove\", function(){\n",
- "\tfig.close_ws(fig, {});\n",
- " });\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._canvas_extra_style = function(el){\n",
- " // this is important to make the div 'focusable\n",
- " el.attr('tabindex', 0)\n",
- " // reach out to IPython and tell the keyboard manager to turn it's self\n",
- " // off when our div gets focus\n",
- "\n",
- " // location in version 3\n",
- " if (IPython.notebook.keyboard_manager) {\n",
- " IPython.notebook.keyboard_manager.register_events(el);\n",
- " }\n",
- " else {\n",
- " // location in version 2\n",
- " IPython.keyboard_manager.register_events(el);\n",
- " }\n",
- "\n",
- "}\n",
- "\n",
- "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
- " var manager = IPython.notebook.keyboard_manager;\n",
- " if (!manager)\n",
- " manager = IPython.keyboard_manager;\n",
- "\n",
- " // Check for shift+enter\n",
- " if (event.shiftKey && event.which == 13) {\n",
- " this.canvas_div.blur();\n",
- " event.shiftKey = false;\n",
- " // Send a \"J\" for go to next cell\n",
- " event.which = 74;\n",
- " event.keyCode = 74;\n",
- " manager.command_mode();\n",
- " manager.handle_keydown(event);\n",
- " }\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
- " fig.ondownload(fig, null);\n",
- "}\n",
- "\n",
- "\n",
- "mpl.find_output_cell = function(html_output) {\n",
- " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
- " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
- " // IPython event is triggered only after the cells have been serialised, which for\n",
- " // our purposes (turning an active figure into a static one), is too late.\n",
- " var cells = IPython.notebook.get_cells();\n",
- " var ncells = cells.length;\n",
- " for (var i=0; i= 3 moved mimebundle to data attribute of output\n",
- " data = data.data;\n",
- " }\n",
- " if (data['text/html'] == html_output) {\n",
- " return [cell, data, j];\n",
- " }\n",
- " }\n",
- " }\n",
- " }\n",
- "}\n",
- "\n",
- "// Register the function which deals with the matplotlib target/channel.\n",
- "// The kernel may be null if the page has been refreshed.\n",
- "if (IPython.notebook.kernel != null) {\n",
- " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
- "}\n"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- ""
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- "9"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
"\n",
- "# Test of using matplotlib for manual point clicking\n",
- "%matplotlib notebook\n",
- "import numpy as np\n",
- "import matplotlib.pyplot as plt\n",
- "fig = plt.figure()\n",
- "ax = fig.add_subplot(111)\n",
- "ax.plot(np.random.rand(10), 'o',picker=5)\n",
- "text1=ax.text(0,0, \"\", va=\"bottom\", ha=\"left\")\n",
- "text2=ax.text(0.5,0.5, \"hello\", va=\"bottom\", ha=\"left\")\n",
- "temp = []\n",
- "n=1\n",
- "\n",
- "def onclick(event):\n",
- " tx = 'button=%d, x=%d, y=%d, xdata=%f, ydata=%f' % (event.button, event.x, event.y, event.xdata, event.ydata)\n",
- " text1.set_text(tx)\n",
- " temp.append(tx)\n",
+ " # Update time series plots \n",
+ " df_timeseries = df_twl.query(\"site_id=='{}'\".format(site_id))\n",
+ " times = df_timeseries.index.get_level_values('datetime').tolist()\n",
+ " with g3.batch_update():\n",
+ " g3.data[0].x = times\n",
+ " g3.data[1].x = times\n",
+ " g3.data[2].x = times\n",
+ " g3.data[0].y = df_timeseries.Hs0.tolist()\n",
+ " g3.data[1].y = df_timeseries.Tp.tolist()\n",
+ " g3.data[2].y = df_timeseries.beta.tolist()\n",
+ " \n",
+ " # Update water levels plot\n",
+ " df_timeseries = df_twl.query(\"site_id=='{}'\".format(site_id))\n",
+ " with g4.batch_update():\n",
+ " g4.data[0].x = times\n",
+ " g4.data[1].x = times\n",
+ " g4.data[2].x = [min(times), max(times)]\n",
+ " g4.data[3].x = [min(times), max(times)]\n",
+ " g4.data[4].x = times\n",
+ " g4.data[0].y = df_timeseries.R_high.tolist()\n",
+ " g4.data[1].y = df_timeseries.R_low.tolist()\n",
+ " g4.data[2].y = dune_crest_z.tolist()[0], dune_crest_z.tolist()[0],\n",
+ " g4.data[3].y = dune_toe_z.tolist()[0], dune_toe_z.tolist()[0],\n",
+ " g4.data[4].y = df_timeseries.tide.tolist()\n",
" \n",
- "def press(event):\n",
- " if event.key == 'x':\n",
- " text2.set_text('test')\n",
- "\n",
- "points = []\n",
- "n = 5\n",
- "\n",
- "def onpick(event):\n",
- " if len(points) < n:\n",
- " thisline = event.artist\n",
- " xdata = thisline.get_xdata()\n",
- " ydata = thisline.get_ydata()\n",
- " ind = event.ind\n",
- " point = tuple(zip(xdata[ind], ydata[ind]))\n",
- " points.append(point)\n",
- " print('onpick point:', point)\n",
- " else:\n",
- " print('already have {} points'.format(len(points)))\n",
- " return True\n",
- "\n",
- "fig.canvas.mpl_connect('pick_event', onpick)\n",
+ " \n",
+ "def update_filter(change):\n",
+ " \n",
+ " # Get filtered impacts\n",
+ " observed_impacts = observed_impact_select.value\n",
+ " forecasted_impacts = forecasted_impact_select.value\n",
+ " \n",
+ " # Get sites with these impacts \n",
+ " site_id_select.options = df_impacts_compared.loc[df_impacts_compared.storm_regime_forecasted.isin(forecasted_impacts) & \n",
+ " df_impacts_compared.storm_regime_observed.isin(observed_impacts),].index.tolist()\n",
+ " \n",
+ " \n",
+ "site_id_select.observe(update_profile, names=\"value\")\n",
+ "observed_impact_select.observe(update_filter, names=\"value\")\n",
+ "forecasted_impact_select.observe(update_filter, names=\"value\")\n",
"\n",
- "fig.canvas.mpl_connect('key_press_event',press)\n",
- "fig.canvas.mpl_connect('button_press_event',onclick)\n"
+ "widgets.VBox([filter_container,site_id_container,widgets.HBox([g1,g2]),g3,g4])"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 178,
"metadata": {
"ExecuteTime": {
- "end_time": "2018-11-11T22:35:57.104492Z",
- "start_time": "2018-11-11T22:35:57.098475Z"
+ "end_time": "2018-11-19T03:23:37.582663Z",
+ "start_time": "2018-11-19T03:23:37.577662Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
- "[((3.0, 0.3693345274194554),),\n",
- " ((6.0, 0.5016711151639491),),\n",
- " ((1.0, 0.10238977657533999),),\n",
- " ((2.0, 0.04706622152810236),),\n",
- " ((4.0, 0.04404424214020075),)]"
+ "([3.111490610630103, 3.111490610630103],)"
]
},
- "execution_count": 12,
+ "execution_count": 178,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "points"
+ "g4.data[2].y"
]
}
],